EDA/EDA_part.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4536224d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import re\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9a7701d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('players_all.csv')\n",
    "pd.set_option('display.max_columns', 75)\n",
    "pd.set_option('display.max_rows', 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "13865257",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Overall rating</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Team &amp; Contract</th>\n",
       "      <th>ID</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>foot</th>\n",
       "      <th>Best overall</th>\n",
       "      <th>Best position</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Value</th>\n",
       "      <th>Wage</th>\n",
       "      <th>Release clause</th>\n",
       "      <th>Total attacking</th>\n",
       "      <th>Crossing</th>\n",
       "      <th>Finishing</th>\n",
       "      <th>Heading accuracy</th>\n",
       "      <th>Short passing</th>\n",
       "      <th>Volleys</th>\n",
       "      <th>Total skill</th>\n",
       "      <th>Dribbling</th>\n",
       "      <th>Curve</th>\n",
       "      <th>FK Accuracy</th>\n",
       "      <th>Long passing</th>\n",
       "      <th>Ball control</th>\n",
       "      <th>Total movement</th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Sprint speed</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Balance</th>\n",
       "      <th>Total power</th>\n",
       "      <th>Shot power</th>\n",
       "      <th>Jumping</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Long shots</th>\n",
       "      <th>Total mentality</th>\n",
       "      <th>Aggression</th>\n",
       "      <th>Interceptions</th>\n",
       "      <th>Positioning</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Penalties</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Total defending</th>\n",
       "      <th>Marking</th>\n",
       "      <th>Standing tackle</th>\n",
       "      <th>Sliding tackle</th>\n",
       "      <th>Total goalkeeping</th>\n",
       "      <th>GK Diving</th>\n",
       "      <th>GK Handling</th>\n",
       "      <th>GK Kicking</th>\n",
       "      <th>GK Positioning</th>\n",
       "      <th>GK Reflexes</th>\n",
       "      <th>Total stats</th>\n",
       "      <th>Base stats</th>\n",
       "      <th>International reputation</th>\n",
       "      <th>Pace / Diving</th>\n",
       "      <th>Shooting / Handling</th>\n",
       "      <th>Passing / Kicking</th>\n",
       "      <th>Dribbling / Reflexes</th>\n",
       "      <th>Defending / Pace</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J. Todibo CB</td>\n",
       "      <td>22</td>\n",
       "      <td>79</td>\n",
       "      <td>84</td>\n",
       "      <td>Nice\\n2021 ~ 2027</td>\n",
       "      <td>245388</td>\n",
       "      <td>190cm / 6'3\"</td>\n",
       "      <td>88kg / 194lbs</td>\n",
       "      <td>Right</td>\n",
       "      <td>81</td>\n",
       "      <td>CB</td>\n",
       "      <td>5</td>\n",
       "      <td>€24.5M</td>\n",
       "      <td>€37K</td>\n",
       "      <td>€48.4M</td>\n",
       "      <td>286</td>\n",
       "      <td>49</td>\n",
       "      <td>44</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>35</td>\n",
       "      <td>301</td>\n",
       "      <td>66</td>\n",
       "      <td>52</td>\n",
       "      <td>41</td>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>335</td>\n",
       "      <td>68</td>\n",
       "      <td>81</td>\n",
       "      <td>55</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "      <td>335</td>\n",
       "      <td>60</td>\n",
       "      <td>76</td>\n",
       "      <td>73</td>\n",
       "      <td>81</td>\n",
       "      <td>45</td>\n",
       "      <td>305</td>\n",
       "      <td>72</td>\n",
       "      <td>80</td>\n",
       "      <td>45</td>\n",
       "      <td>56</td>\n",
       "      <td>52</td>\n",
       "      <td>78</td>\n",
       "      <td>238</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>52</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1852</td>\n",
       "      <td>409</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>67</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B. Verbruggen GK</td>\n",
       "      <td>19</td>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>Anderlecht\\n2020 ~ 2025</td>\n",
       "      <td>258498</td>\n",
       "      <td>194cm / 6'4\"</td>\n",
       "      <td>89kg / 196lbs</td>\n",
       "      <td>Right</td>\n",
       "      <td>73</td>\n",
       "      <td>GK</td>\n",
       "      <td>10</td>\n",
       "      <td>€5.5M</td>\n",
       "      <td>€6K</td>\n",
       "      <td>€9.4M</td>\n",
       "      <td>74</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>35</td>\n",
       "      <td>6</td>\n",
       "      <td>89</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>30</td>\n",
       "      <td>18</td>\n",
       "      <td>244</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>32</td>\n",
       "      <td>73</td>\n",
       "      <td>35</td>\n",
       "      <td>218</td>\n",
       "      <td>53</td>\n",
       "      <td>65</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>7</td>\n",
       "      <td>99</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>360</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>68</td>\n",
       "      <td>76</td>\n",
       "      <td>1127</td>\n",
       "      <td>412</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>76</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M. Ugarte CDM CM</td>\n",
       "      <td>21</td>\n",
       "      <td>79</td>\n",
       "      <td>85</td>\n",
       "      <td>Sporting CP\\n2021 ~ 2026</td>\n",
       "      <td>253306</td>\n",
       "      <td>182cm / 6'0\"</td>\n",
       "      <td>77kg / 170lbs</td>\n",
       "      <td>Right</td>\n",
       "      <td>80</td>\n",
       "      <td>CDM</td>\n",
       "      <td>6</td>\n",
       "      <td>€26M</td>\n",
       "      <td>€11K</td>\n",
       "      <td>€57.2M</td>\n",
       "      <td>286</td>\n",
       "      <td>58</td>\n",
       "      <td>65</td>\n",
       "      <td>39</td>\n",
       "      <td>79</td>\n",
       "      <td>45</td>\n",
       "      <td>339</td>\n",
       "      <td>79</td>\n",
       "      <td>54</td>\n",
       "      <td>50</td>\n",
       "      <td>79</td>\n",
       "      <td>77</td>\n",
       "      <td>349</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>69</td>\n",
       "      <td>77</td>\n",
       "      <td>60</td>\n",
       "      <td>336</td>\n",
       "      <td>62</td>\n",
       "      <td>53</td>\n",
       "      <td>83</td>\n",
       "      <td>73</td>\n",
       "      <td>65</td>\n",
       "      <td>355</td>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>75</td>\n",
       "      <td>74</td>\n",
       "      <td>50</td>\n",
       "      <td>84</td>\n",
       "      <td>232</td>\n",
       "      <td>77</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>53</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1950</td>\n",
       "      <td>433</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>63</td>\n",
       "      <td>71</td>\n",
       "      <td>77</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Z. Debast CB</td>\n",
       "      <td>18</td>\n",
       "      <td>70</td>\n",
       "      <td>84</td>\n",
       "      <td>Anderlecht\\n2019 ~ 2025</td>\n",
       "      <td>254262</td>\n",
       "      <td>189cm / 6'2\"</td>\n",
       "      <td>76kg / 168lbs</td>\n",
       "      <td>Right</td>\n",
       "      <td>72</td>\n",
       "      <td>CDM</td>\n",
       "      <td>14</td>\n",
       "      <td>€3.5M</td>\n",
       "      <td>€3K</td>\n",
       "      <td>€7.4M</td>\n",
       "      <td>296</td>\n",
       "      <td>69</td>\n",
       "      <td>51</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>37</td>\n",
       "      <td>331</td>\n",
       "      <td>69</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>310</td>\n",
       "      <td>61</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>69</td>\n",
       "      <td>53</td>\n",
       "      <td>327</td>\n",
       "      <td>60</td>\n",
       "      <td>66</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>295</td>\n",
       "      <td>75</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>58</td>\n",
       "      <td>42</td>\n",
       "      <td>67</td>\n",
       "      <td>208</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>69</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1805</td>\n",
       "      <td>395</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>07 D. Last GK</td>\n",
       "      <td>37</td>\n",
       "      <td>61</td>\n",
       "      <td>60</td>\n",
       "      <td>Örgryte\\n2009</td>\n",
       "      <td>21555</td>\n",
       "      <td>182cm / 6'0\"</td>\n",
       "      <td>82kg / 181lbs</td>\n",
       "      <td>Right</td>\n",
       "      <td>61</td>\n",
       "      <td>GK</td>\n",
       "      <td>-1</td>\n",
       "      <td>€0</td>\n",
       "      <td>€0</td>\n",
       "      <td>€0</td>\n",
       "      <td>137</td>\n",
       "      <td>35</td>\n",
       "      <td>32</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>139</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>63</td>\n",
       "      <td>8</td>\n",
       "      <td>146</td>\n",
       "      <td>44</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>51</td>\n",
       "      <td>8</td>\n",
       "      <td>74</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>28</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>248</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>70</td>\n",
       "      <td>60</td>\n",
       "      <td>939</td>\n",
       "      <td>356</td>\n",
       "      <td>3</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>60</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3115</th>\n",
       "      <td>G. Togni LM LWB LW</td>\n",
       "      <td>24</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>Defensa y Justicia\\nDec 31, 2023 On loan</td>\n",
       "      <td>237512</td>\n",
       "      <td>180cm / 5'11\"</td>\n",
       "      <td>76kg / 168lbs</td>\n",
       "      <td>Left</td>\n",
       "      <td>70</td>\n",
       "      <td>LM</td>\n",
       "      <td>1</td>\n",
       "      <td>€2M</td>\n",
       "      <td>€7K</td>\n",
       "      <td>€0</td>\n",
       "      <td>319</td>\n",
       "      <td>69</td>\n",
       "      <td>65</td>\n",
       "      <td>63</td>\n",
       "      <td>67</td>\n",
       "      <td>55</td>\n",
       "      <td>312</td>\n",
       "      <td>71</td>\n",
       "      <td>59</td>\n",
       "      <td>55</td>\n",
       "      <td>57</td>\n",
       "      <td>70</td>\n",
       "      <td>373</td>\n",
       "      <td>78</td>\n",
       "      <td>77</td>\n",
       "      <td>76</td>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>336</td>\n",
       "      <td>73</td>\n",
       "      <td>59</td>\n",
       "      <td>69</td>\n",
       "      <td>71</td>\n",
       "      <td>64</td>\n",
       "      <td>329</td>\n",
       "      <td>68</td>\n",
       "      <td>61</td>\n",
       "      <td>69</td>\n",
       "      <td>67</td>\n",
       "      <td>64</td>\n",
       "      <td>70</td>\n",
       "      <td>189</td>\n",
       "      <td>59</td>\n",
       "      <td>67</td>\n",
       "      <td>63</td>\n",
       "      <td>49</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>13</td>\n",
       "      <td>9</td>\n",
       "      <td>1907</td>\n",
       "      <td>411</td>\n",
       "      <td>1</td>\n",
       "      <td>77</td>\n",
       "      <td>66</td>\n",
       "      <td>65</td>\n",
       "      <td>71</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3116</th>\n",
       "      <td>M. Camara CM CDM</td>\n",
       "      <td>25</td>\n",
       "      <td>75</td>\n",
       "      <td>77</td>\n",
       "      <td>Roma\\n2018 ~ 2024</td>\n",
       "      <td>237520</td>\n",
       "      <td>182cm / 6'0\"</td>\n",
       "      <td>80kg / 176lbs</td>\n",
       "      <td>Right</td>\n",
       "      <td>78</td>\n",
       "      <td>CDM</td>\n",
       "      <td>2</td>\n",
       "      <td>€7M</td>\n",
       "      <td>€47K</td>\n",
       "      <td>€12.4M</td>\n",
       "      <td>348</td>\n",
       "      <td>69</td>\n",
       "      <td>71</td>\n",
       "      <td>67</td>\n",
       "      <td>75</td>\n",
       "      <td>66</td>\n",
       "      <td>347</td>\n",
       "      <td>72</td>\n",
       "      <td>69</td>\n",
       "      <td>55</td>\n",
       "      <td>75</td>\n",
       "      <td>76</td>\n",
       "      <td>378</td>\n",
       "      <td>74</td>\n",
       "      <td>77</td>\n",
       "      <td>78</td>\n",
       "      <td>74</td>\n",
       "      <td>75</td>\n",
       "      <td>391</td>\n",
       "      <td>84</td>\n",
       "      <td>70</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>75</td>\n",
       "      <td>366</td>\n",
       "      <td>84</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>54</td>\n",
       "      <td>77</td>\n",
       "      <td>219</td>\n",
       "      <td>73</td>\n",
       "      <td>76</td>\n",
       "      <td>70</td>\n",
       "      <td>49</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>2098</td>\n",
       "      <td>452</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>74</td>\n",
       "      <td>73</td>\n",
       "      <td>74</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3117</th>\n",
       "      <td>Jorge Cuenca CB</td>\n",
       "      <td>22</td>\n",
       "      <td>73</td>\n",
       "      <td>79</td>\n",
       "      <td>Villarreal\\n2020 ~ 2025</td>\n",
       "      <td>237522</td>\n",
       "      <td>190cm / 6'3\"</td>\n",
       "      <td>75kg / 165lbs</td>\n",
       "      <td>Left</td>\n",
       "      <td>75</td>\n",
       "      <td>CB</td>\n",
       "      <td>6</td>\n",
       "      <td>€4.4M</td>\n",
       "      <td>€19K</td>\n",
       "      <td>€10.1M</td>\n",
       "      <td>250</td>\n",
       "      <td>45</td>\n",
       "      <td>27</td>\n",
       "      <td>76</td>\n",
       "      <td>71</td>\n",
       "      <td>31</td>\n",
       "      <td>224</td>\n",
       "      <td>34</td>\n",
       "      <td>29</td>\n",
       "      <td>26</td>\n",
       "      <td>67</td>\n",
       "      <td>68</td>\n",
       "      <td>322</td>\n",
       "      <td>58</td>\n",
       "      <td>61</td>\n",
       "      <td>62</td>\n",
       "      <td>74</td>\n",
       "      <td>67</td>\n",
       "      <td>302</td>\n",
       "      <td>59</td>\n",
       "      <td>75</td>\n",
       "      <td>62</td>\n",
       "      <td>65</td>\n",
       "      <td>41</td>\n",
       "      <td>270</td>\n",
       "      <td>73</td>\n",
       "      <td>74</td>\n",
       "      <td>21</td>\n",
       "      <td>58</td>\n",
       "      <td>44</td>\n",
       "      <td>61</td>\n",
       "      <td>221</td>\n",
       "      <td>71</td>\n",
       "      <td>76</td>\n",
       "      <td>74</td>\n",
       "      <td>53</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>14</td>\n",
       "      <td>12</td>\n",
       "      <td>1642</td>\n",
       "      <td>347</td>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>37</td>\n",
       "      <td>58</td>\n",
       "      <td>52</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3118</th>\n",
       "      <td>S. Kaba ST</td>\n",
       "      <td>27</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>Cardiff City\\nJun 30, 2023 On loan</td>\n",
       "      <td>237524</td>\n",
       "      <td>191cm / 6'3\"</td>\n",
       "      <td>80kg / 176lbs</td>\n",
       "      <td>Right</td>\n",
       "      <td>69</td>\n",
       "      <td>ST</td>\n",
       "      <td>0</td>\n",
       "      <td>€1.5M</td>\n",
       "      <td>€14K</td>\n",
       "      <td>€0</td>\n",
       "      <td>311</td>\n",
       "      <td>49</td>\n",
       "      <td>68</td>\n",
       "      <td>69</td>\n",
       "      <td>66</td>\n",
       "      <td>59</td>\n",
       "      <td>280</td>\n",
       "      <td>67</td>\n",
       "      <td>45</td>\n",
       "      <td>39</td>\n",
       "      <td>56</td>\n",
       "      <td>73</td>\n",
       "      <td>308</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>65</td>\n",
       "      <td>63</td>\n",
       "      <td>369</td>\n",
       "      <td>76</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>90</td>\n",
       "      <td>58</td>\n",
       "      <td>299</td>\n",
       "      <td>67</td>\n",
       "      <td>25</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>65</td>\n",
       "      <td>81</td>\n",
       "      <td>31</td>\n",
       "      <td>26</td>\n",
       "      <td>24</td>\n",
       "      <td>56</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>1704</td>\n",
       "      <td>367</td>\n",
       "      <td>1</td>\n",
       "      <td>63</td>\n",
       "      <td>67</td>\n",
       "      <td>59</td>\n",
       "      <td>67</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3119</th>\n",
       "      <td>20 T. Ephestion CM CDM</td>\n",
       "      <td>24</td>\n",
       "      <td>64</td>\n",
       "      <td>71</td>\n",
       "      <td>Orléans\\n2018 ~ 2021</td>\n",
       "      <td>237551</td>\n",
       "      <td>189cm / 6'2\"</td>\n",
       "      <td>87kg / 192lbs</td>\n",
       "      <td>Left</td>\n",
       "      <td>65</td>\n",
       "      <td>CM</td>\n",
       "      <td>7</td>\n",
       "      <td>€625K</td>\n",
       "      <td>€2K</td>\n",
       "      <td>€1.2M</td>\n",
       "      <td>271</td>\n",
       "      <td>57</td>\n",
       "      <td>51</td>\n",
       "      <td>62</td>\n",
       "      <td>66</td>\n",
       "      <td>35</td>\n",
       "      <td>278</td>\n",
       "      <td>65</td>\n",
       "      <td>55</td>\n",
       "      <td>35</td>\n",
       "      <td>59</td>\n",
       "      <td>64</td>\n",
       "      <td>293</td>\n",
       "      <td>66</td>\n",
       "      <td>61</td>\n",
       "      <td>60</td>\n",
       "      <td>64</td>\n",
       "      <td>42</td>\n",
       "      <td>329</td>\n",
       "      <td>63</td>\n",
       "      <td>58</td>\n",
       "      <td>72</td>\n",
       "      <td>82</td>\n",
       "      <td>54</td>\n",
       "      <td>295</td>\n",
       "      <td>61</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>64</td>\n",
       "      <td>52</td>\n",
       "      <td>58</td>\n",
       "      <td>171</td>\n",
       "      <td>58</td>\n",
       "      <td>60</td>\n",
       "      <td>53</td>\n",
       "      <td>46</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1683</td>\n",
       "      <td>374</td>\n",
       "      <td>1</td>\n",
       "      <td>63</td>\n",
       "      <td>54</td>\n",
       "      <td>61</td>\n",
       "      <td>63</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3120 rows × 64 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        name  Age  Overall rating  Potential  \\\n",
       "0               J. Todibo CB   22              79         84   \n",
       "1           B. Verbruggen GK   19              73         83   \n",
       "2           M. Ugarte CDM CM   21              79         85   \n",
       "3               Z. Debast CB   18              70         84   \n",
       "4              07 D. Last GK   37              61         60   \n",
       "...                      ...  ...             ...        ...   \n",
       "3115      G. Togni LM LWB LW   24              70         71   \n",
       "3116        M. Camara CM CDM   25              75         77   \n",
       "3117         Jorge Cuenca CB   22              73         79   \n",
       "3118              S. Kaba ST   27              69         69   \n",
       "3119  20 T. Ephestion CM CDM   24              64         71   \n",
       "\n",
       "                               Team & Contract      ID         Height  \\\n",
       "0                            Nice\\n2021 ~ 2027  245388   190cm / 6'3\"   \n",
       "1                      Anderlecht\\n2020 ~ 2025  258498   194cm / 6'4\"   \n",
       "2                     Sporting CP\\n2021 ~ 2026  253306   182cm / 6'0\"   \n",
       "3                      Anderlecht\\n2019 ~ 2025  254262   189cm / 6'2\"   \n",
       "4                                Örgryte\\n2009   21555   182cm / 6'0\"   \n",
       "...                                        ...     ...            ...   \n",
       "3115  Defensa y Justicia\\nDec 31, 2023 On loan  237512  180cm / 5'11\"   \n",
       "3116                         Roma\\n2018 ~ 2024  237520   182cm / 6'0\"   \n",
       "3117                   Villarreal\\n2020 ~ 2025  237522   190cm / 6'3\"   \n",
       "3118        Cardiff City\\nJun 30, 2023 On loan  237524   191cm / 6'3\"   \n",
       "3119                      Orléans\\n2018 ~ 2021  237551   189cm / 6'2\"   \n",
       "\n",
       "             Weight   foot  Best overall Best position  Growth   Value  Wage  \\\n",
       "0     88kg / 194lbs  Right            81            CB       5  €24.5M  €37K   \n",
       "1     89kg / 196lbs  Right            73            GK      10   €5.5M   €6K   \n",
       "2     77kg / 170lbs  Right            80           CDM       6    €26M  €11K   \n",
       "3     76kg / 168lbs  Right            72           CDM      14   €3.5M   €3K   \n",
       "4     82kg / 181lbs  Right            61            GK      -1      €0    €0   \n",
       "...             ...    ...           ...           ...     ...     ...   ...   \n",
       "3115  76kg / 168lbs   Left            70            LM       1     €2M   €7K   \n",
       "3116  80kg / 176lbs  Right            78           CDM       2     €7M  €47K   \n",
       "3117  75kg / 165lbs   Left            75            CB       6   €4.4M  €19K   \n",
       "3118  80kg / 176lbs  Right            69            ST       0   €1.5M  €14K   \n",
       "3119  87kg / 192lbs   Left            65            CM       7   €625K   €2K   \n",
       "\n",
       "     Release clause  Total attacking  Crossing  Finishing  Heading accuracy  \\\n",
       "0            €48.4M              286        49         44                80   \n",
       "1             €9.4M               74        10          8                15   \n",
       "2            €57.2M              286        58         65                39   \n",
       "3             €7.4M              296        69         51                68   \n",
       "4                €0              137        35         32                35   \n",
       "...             ...              ...       ...        ...               ...   \n",
       "3115             €0              319        69         65                63   \n",
       "3116         €12.4M              348        69         71                67   \n",
       "3117         €10.1M              250        45         27                76   \n",
       "3118             €0              311        49         68                69   \n",
       "3119          €1.2M              271        57         51                62   \n",
       "\n",
       "      Short passing  Volleys  Total skill  Dribbling  Curve  FK Accuracy  \\\n",
       "0                78       35          301         66     52           41   \n",
       "1                35        6           89         15     11           15   \n",
       "2                79       45          339         79     54           50   \n",
       "3                71       37          331         69     58           59   \n",
       "4                35        0          139         35      0           33   \n",
       "...             ...      ...          ...        ...    ...          ...   \n",
       "3115             67       55          312         71     59           55   \n",
       "3116             75       66          347         72     69           55   \n",
       "3117             71       31          224         34     29           26   \n",
       "3118             66       59          280         67     45           39   \n",
       "3119             66       35          278         65     55           35   \n",
       "\n",
       "      Long passing  Ball control  Total movement  Acceleration  Sprint speed  \\\n",
       "0               70            72             335            68            81   \n",
       "1               30            18             244            52            52   \n",
       "2               79            77             349            71            72   \n",
       "3               74            71             310            61            71   \n",
       "4               63             8             146            44            46   \n",
       "...            ...           ...             ...           ...           ...   \n",
       "3115            57            70             373            78            77   \n",
       "3116            75            76             378            74            77   \n",
       "3117            67            68             322            58            61   \n",
       "3118            56            73             308            62            63   \n",
       "3119            59            64             293            66            61   \n",
       "\n",
       "      Agility  Reactions  Balance  Total power  Shot power  Jumping  Stamina  \\\n",
       "0          55         76       55          335          60       76       73   \n",
       "1          32         73       35          218          53       65       21   \n",
       "2          69         77       60          336          62       53       83   \n",
       "3          56         69       53          327          60       66       74   \n",
       "4           0         56        0          134          30        0       45   \n",
       "...       ...        ...      ...          ...         ...      ...      ...   \n",
       "3115       76         70       72          336          73       59       69   \n",
       "3116       78         74       75          391          84       70       80   \n",
       "3117       62         74       67          302          59       75       62   \n",
       "3118       55         65       63          369          76       75       70   \n",
       "3119       60         64       42          329          63       58       72   \n",
       "\n",
       "      Strength  Long shots  Total mentality  Aggression  Interceptions  \\\n",
       "0           81          45              305          72             80   \n",
       "1           72           7               99          17             19   \n",
       "2           73          65              355          73             83   \n",
       "3           71          56              295          75             67   \n",
       "4           51           8               74          41              0   \n",
       "...        ...         ...              ...         ...            ...   \n",
       "3115        71          64              329          68             61   \n",
       "3116        82          75              366          84             76   \n",
       "3117        65          41              270          73             74   \n",
       "3118        90          58              299          67             25   \n",
       "3119        82          54              295          61             59   \n",
       "\n",
       "      Positioning  Vision  Penalties  Composure  Total defending  Marking  \\\n",
       "0              45      56         52         78              238       80   \n",
       "1               4      38         21         30               43       12   \n",
       "2              75      74         50         84              232       77   \n",
       "3              53      58         42         67              208       68   \n",
       "4               0       0         33          0               61       28   \n",
       "...           ...     ...        ...        ...              ...      ...   \n",
       "3115           69      67         64         70              189       59   \n",
       "3116           76      76         54         77              219       73   \n",
       "3117           21      58         44         61              221       71   \n",
       "3118           69      69         69         65               81       31   \n",
       "3119           59      64         52         58              171       58   \n",
       "\n",
       "      Standing tackle  Sliding tackle  Total goalkeeping  GK Diving  \\\n",
       "0                  80              78                 52          7   \n",
       "1                  17              14                360         75   \n",
       "2                  80              75                 53          6   \n",
       "3                  71              69                 38          6   \n",
       "4                  33               0                248         63   \n",
       "...               ...             ...                ...        ...   \n",
       "3115               67              63                 49          8   \n",
       "3116               76              70                 49         11   \n",
       "3117               76              74                 53         10   \n",
       "3118               26              24                 56         11   \n",
       "3119               60              53                 46          5   \n",
       "\n",
       "      GK Handling  GK Kicking  GK Positioning  GK Reflexes  Total stats  \\\n",
       "0              13          11               8           13         1852   \n",
       "1              70          71              68           76         1127   \n",
       "2              10          16               8           13         1950   \n",
       "3               6          15               6            5         1805   \n",
       "4              55          63              70           60          939   \n",
       "...           ...         ...             ...          ...          ...   \n",
       "3115            8          11              13            9         1907   \n",
       "3116           11           9              11            7         2098   \n",
       "3117           12           5              14           12         1642   \n",
       "3118            9          14               8           14         1704   \n",
       "3119           11          11               8           11         1683   \n",
       "\n",
       "      Base stats  International reputation  Pace / Diving  \\\n",
       "0            409                         1             75   \n",
       "1            412                         1             75   \n",
       "2            433                         1             72   \n",
       "3            395                         1             67   \n",
       "4            356                         3             63   \n",
       "...          ...                       ...            ...   \n",
       "3115         411                         1             77   \n",
       "3116         452                         1             76   \n",
       "3117         347                         1             60   \n",
       "3118         367                         1             63   \n",
       "3119         374                         1             63   \n",
       "\n",
       "      Shooting / Handling  Passing / Kicking  Dribbling / Reflexes  \\\n",
       "0                      47                 63                    67   \n",
       "1                      70                 71                    76   \n",
       "2                      63                 71                    77   \n",
       "3                      53                 67                    67   \n",
       "4                      55                 63                    60   \n",
       "...                   ...                ...                   ...   \n",
       "3115                   66                 65                    71   \n",
       "3116                   74                 73                    74   \n",
       "3117                   37                 58                    52   \n",
       "3118                   67                 59                    67   \n",
       "3119                   54                 61                    63   \n",
       "\n",
       "      Defending / Pace  \n",
       "0                   80  \n",
       "1                   52  \n",
       "2                   75  \n",
       "3                   69  \n",
       "4                   45  \n",
       "...                ...  \n",
       "3115                63  \n",
       "3116                74  \n",
       "3117                74  \n",
       "3118                31  \n",
       "3119                59  \n",
       "\n",
       "[3120 rows x 64 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1aa78573",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Weight'] = df['Weight'].str.split(' ').str[0]\n",
    "pattern = re.compile(r'\\D+')\n",
    "df['Weight'] = [int(pattern.sub('', weight)) for weight in df['Weight']]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "da8a80a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Height'] = df['Height'].str.split(' ').str[0]\n",
    "df['Height'] = [int(pattern.sub('', height)) for height in df['Height']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "782062ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Overall rating</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Team &amp; Contract</th>\n",
       "      <th>ID</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>foot</th>\n",
       "      <th>Best overall</th>\n",
       "      <th>Best position</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Value</th>\n",
       "      <th>Wage</th>\n",
       "      <th>Release clause</th>\n",
       "      <th>Total attacking</th>\n",
       "      <th>Crossing</th>\n",
       "      <th>Finishing</th>\n",
       "      <th>Heading accuracy</th>\n",
       "      <th>Short passing</th>\n",
       "      <th>Volleys</th>\n",
       "      <th>Total skill</th>\n",
       "      <th>Dribbling</th>\n",
       "      <th>Curve</th>\n",
       "      <th>FK Accuracy</th>\n",
       "      <th>Long passing</th>\n",
       "      <th>Ball control</th>\n",
       "      <th>Total movement</th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Sprint speed</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Balance</th>\n",
       "      <th>Total power</th>\n",
       "      <th>Shot power</th>\n",
       "      <th>Jumping</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Long shots</th>\n",
       "      <th>Total mentality</th>\n",
       "      <th>Aggression</th>\n",
       "      <th>Interceptions</th>\n",
       "      <th>Positioning</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Penalties</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Total defending</th>\n",
       "      <th>Marking</th>\n",
       "      <th>Standing tackle</th>\n",
       "      <th>Sliding tackle</th>\n",
       "      <th>Total goalkeeping</th>\n",
       "      <th>GK Diving</th>\n",
       "      <th>GK Handling</th>\n",
       "      <th>GK Kicking</th>\n",
       "      <th>GK Positioning</th>\n",
       "      <th>GK Reflexes</th>\n",
       "      <th>Total stats</th>\n",
       "      <th>Base stats</th>\n",
       "      <th>International reputation</th>\n",
       "      <th>Pace / Diving</th>\n",
       "      <th>Shooting / Handling</th>\n",
       "      <th>Passing / Kicking</th>\n",
       "      <th>Dribbling / Reflexes</th>\n",
       "      <th>Defending / Pace</th>\n",
       "      <th>new_values</th>\n",
       "      <th>new_values_series</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J. Todibo CB</td>\n",
       "      <td>22</td>\n",
       "      <td>79</td>\n",
       "      <td>84</td>\n",
       "      <td>Nice\\n2021 ~ 2027</td>\n",
       "      <td>245388</td>\n",
       "      <td>190</td>\n",
       "      <td>88</td>\n",
       "      <td>Right</td>\n",
       "      <td>81</td>\n",
       "      <td>CB</td>\n",
       "      <td>5</td>\n",
       "      <td>€24.5M</td>\n",
       "      <td>€37K</td>\n",
       "      <td>€48.4M</td>\n",
       "      <td>286</td>\n",
       "      <td>49</td>\n",
       "      <td>44</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>35</td>\n",
       "      <td>301</td>\n",
       "      <td>66</td>\n",
       "      <td>52</td>\n",
       "      <td>41</td>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>335</td>\n",
       "      <td>68</td>\n",
       "      <td>81</td>\n",
       "      <td>55</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "      <td>335</td>\n",
       "      <td>60</td>\n",
       "      <td>76</td>\n",
       "      <td>73</td>\n",
       "      <td>81</td>\n",
       "      <td>45</td>\n",
       "      <td>305</td>\n",
       "      <td>72</td>\n",
       "      <td>80</td>\n",
       "      <td>45</td>\n",
       "      <td>56</td>\n",
       "      <td>52</td>\n",
       "      <td>78</td>\n",
       "      <td>238</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>52</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1852</td>\n",
       "      <td>409</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>67</td>\n",
       "      <td>80</td>\n",
       "      <td>24.5M</td>\n",
       "      <td>24500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B. Verbruggen GK</td>\n",
       "      <td>19</td>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>Anderlecht\\n2020 ~ 2025</td>\n",
       "      <td>258498</td>\n",
       "      <td>194</td>\n",
       "      <td>89</td>\n",
       "      <td>Right</td>\n",
       "      <td>73</td>\n",
       "      <td>GK</td>\n",
       "      <td>10</td>\n",
       "      <td>€5.5M</td>\n",
       "      <td>€6K</td>\n",
       "      <td>€9.4M</td>\n",
       "      <td>74</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>35</td>\n",
       "      <td>6</td>\n",
       "      <td>89</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>30</td>\n",
       "      <td>18</td>\n",
       "      <td>244</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>32</td>\n",
       "      <td>73</td>\n",
       "      <td>35</td>\n",
       "      <td>218</td>\n",
       "      <td>53</td>\n",
       "      <td>65</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>7</td>\n",
       "      <td>99</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>360</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>68</td>\n",
       "      <td>76</td>\n",
       "      <td>1127</td>\n",
       "      <td>412</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>76</td>\n",
       "      <td>52</td>\n",
       "      <td>5.5M</td>\n",
       "      <td>5500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M. Ugarte CDM CM</td>\n",
       "      <td>21</td>\n",
       "      <td>79</td>\n",
       "      <td>85</td>\n",
       "      <td>Sporting CP\\n2021 ~ 2026</td>\n",
       "      <td>253306</td>\n",
       "      <td>182</td>\n",
       "      <td>77</td>\n",
       "      <td>Right</td>\n",
       "      <td>80</td>\n",
       "      <td>CDM</td>\n",
       "      <td>6</td>\n",
       "      <td>€26M</td>\n",
       "      <td>€11K</td>\n",
       "      <td>€57.2M</td>\n",
       "      <td>286</td>\n",
       "      <td>58</td>\n",
       "      <td>65</td>\n",
       "      <td>39</td>\n",
       "      <td>79</td>\n",
       "      <td>45</td>\n",
       "      <td>339</td>\n",
       "      <td>79</td>\n",
       "      <td>54</td>\n",
       "      <td>50</td>\n",
       "      <td>79</td>\n",
       "      <td>77</td>\n",
       "      <td>349</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>69</td>\n",
       "      <td>77</td>\n",
       "      <td>60</td>\n",
       "      <td>336</td>\n",
       "      <td>62</td>\n",
       "      <td>53</td>\n",
       "      <td>83</td>\n",
       "      <td>73</td>\n",
       "      <td>65</td>\n",
       "      <td>355</td>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>75</td>\n",
       "      <td>74</td>\n",
       "      <td>50</td>\n",
       "      <td>84</td>\n",
       "      <td>232</td>\n",
       "      <td>77</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>53</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1950</td>\n",
       "      <td>433</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>63</td>\n",
       "      <td>71</td>\n",
       "      <td>77</td>\n",
       "      <td>75</td>\n",
       "      <td>26M</td>\n",
       "      <td>26000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Z. Debast CB</td>\n",
       "      <td>18</td>\n",
       "      <td>70</td>\n",
       "      <td>84</td>\n",
       "      <td>Anderlecht\\n2019 ~ 2025</td>\n",
       "      <td>254262</td>\n",
       "      <td>189</td>\n",
       "      <td>76</td>\n",
       "      <td>Right</td>\n",
       "      <td>72</td>\n",
       "      <td>CDM</td>\n",
       "      <td>14</td>\n",
       "      <td>€3.5M</td>\n",
       "      <td>€3K</td>\n",
       "      <td>€7.4M</td>\n",
       "      <td>296</td>\n",
       "      <td>69</td>\n",
       "      <td>51</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>37</td>\n",
       "      <td>331</td>\n",
       "      <td>69</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>310</td>\n",
       "      <td>61</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>69</td>\n",
       "      <td>53</td>\n",
       "      <td>327</td>\n",
       "      <td>60</td>\n",
       "      <td>66</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>295</td>\n",
       "      <td>75</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>58</td>\n",
       "      <td>42</td>\n",
       "      <td>67</td>\n",
       "      <td>208</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>69</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1805</td>\n",
       "      <td>395</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>69</td>\n",
       "      <td>3.5M</td>\n",
       "      <td>3500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>07 D. Last GK</td>\n",
       "      <td>37</td>\n",
       "      <td>61</td>\n",
       "      <td>60</td>\n",
       "      <td>Örgryte\\n2009</td>\n",
       "      <td>21555</td>\n",
       "      <td>182</td>\n",
       "      <td>82</td>\n",
       "      <td>Right</td>\n",
       "      <td>61</td>\n",
       "      <td>GK</td>\n",
       "      <td>-1</td>\n",
       "      <td>€0</td>\n",
       "      <td>€0</td>\n",
       "      <td>€0</td>\n",
       "      <td>137</td>\n",
       "      <td>35</td>\n",
       "      <td>32</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>139</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>63</td>\n",
       "      <td>8</td>\n",
       "      <td>146</td>\n",
       "      <td>44</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>51</td>\n",
       "      <td>8</td>\n",
       "      <td>74</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>28</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>248</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>70</td>\n",
       "      <td>60</td>\n",
       "      <td>939</td>\n",
       "      <td>356</td>\n",
       "      <td>3</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>60</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               name  Age  Overall rating  Potential           Team & Contract  \\\n",
       "0      J. Todibo CB   22              79         84         Nice\\n2021 ~ 2027   \n",
       "1  B. Verbruggen GK   19              73         83   Anderlecht\\n2020 ~ 2025   \n",
       "2  M. Ugarte CDM CM   21              79         85  Sporting CP\\n2021 ~ 2026   \n",
       "3      Z. Debast CB   18              70         84   Anderlecht\\n2019 ~ 2025   \n",
       "4     07 D. Last GK   37              61         60             Örgryte\\n2009   \n",
       "\n",
       "       ID  Height  Weight   foot  Best overall Best position  Growth   Value  \\\n",
       "0  245388     190      88  Right            81            CB       5  €24.5M   \n",
       "1  258498     194      89  Right            73            GK      10   €5.5M   \n",
       "2  253306     182      77  Right            80           CDM       6    €26M   \n",
       "3  254262     189      76  Right            72           CDM      14   €3.5M   \n",
       "4   21555     182      82  Right            61            GK      -1      €0   \n",
       "\n",
       "   Wage Release clause  Total attacking  Crossing  Finishing  \\\n",
       "0  €37K         €48.4M              286        49         44   \n",
       "1   €6K          €9.4M               74        10          8   \n",
       "2  €11K         €57.2M              286        58         65   \n",
       "3   €3K          €7.4M              296        69         51   \n",
       "4    €0             €0              137        35         32   \n",
       "\n",
       "   Heading accuracy  Short passing  Volleys  Total skill  Dribbling  Curve  \\\n",
       "0                80             78       35          301         66     52   \n",
       "1                15             35        6           89         15     11   \n",
       "2                39             79       45          339         79     54   \n",
       "3                68             71       37          331         69     58   \n",
       "4                35             35        0          139         35      0   \n",
       "\n",
       "   FK Accuracy  Long passing  Ball control  Total movement  Acceleration  \\\n",
       "0           41            70            72             335            68   \n",
       "1           15            30            18             244            52   \n",
       "2           50            79            77             349            71   \n",
       "3           59            74            71             310            61   \n",
       "4           33            63             8             146            44   \n",
       "\n",
       "   Sprint speed  Agility  Reactions  Balance  Total power  Shot power  \\\n",
       "0            81       55         76       55          335          60   \n",
       "1            52       32         73       35          218          53   \n",
       "2            72       69         77       60          336          62   \n",
       "3            71       56         69       53          327          60   \n",
       "4            46        0         56        0          134          30   \n",
       "\n",
       "   Jumping  Stamina  Strength  Long shots  Total mentality  Aggression  \\\n",
       "0       76       73        81          45              305          72   \n",
       "1       65       21        72           7               99          17   \n",
       "2       53       83        73          65              355          73   \n",
       "3       66       74        71          56              295          75   \n",
       "4        0       45        51           8               74          41   \n",
       "\n",
       "   Interceptions  Positioning  Vision  Penalties  Composure  Total defending  \\\n",
       "0             80           45      56         52         78              238   \n",
       "1             19            4      38         21         30               43   \n",
       "2             83           75      74         50         84              232   \n",
       "3             67           53      58         42         67              208   \n",
       "4              0            0       0         33          0               61   \n",
       "\n",
       "   Marking  Standing tackle  Sliding tackle  Total goalkeeping  GK Diving  \\\n",
       "0       80               80              78                 52          7   \n",
       "1       12               17              14                360         75   \n",
       "2       77               80              75                 53          6   \n",
       "3       68               71              69                 38          6   \n",
       "4       28               33               0                248         63   \n",
       "\n",
       "   GK Handling  GK Kicking  GK Positioning  GK Reflexes  Total stats  \\\n",
       "0           13          11               8           13         1852   \n",
       "1           70          71              68           76         1127   \n",
       "2           10          16               8           13         1950   \n",
       "3            6          15               6            5         1805   \n",
       "4           55          63              70           60          939   \n",
       "\n",
       "   Base stats  International reputation  Pace / Diving  Shooting / Handling  \\\n",
       "0         409                         1             75                   47   \n",
       "1         412                         1             75                   70   \n",
       "2         433                         1             72                   63   \n",
       "3         395                         1             67                   53   \n",
       "4         356                         3             63                   55   \n",
       "\n",
       "   Passing / Kicking  Dribbling / Reflexes  Defending / Pace new_values  \\\n",
       "0                 63                    67                80      24.5M   \n",
       "1                 71                    76                52       5.5M   \n",
       "2                 71                    77                75        26M   \n",
       "3                 67                    67                69       3.5M   \n",
       "4                 63                    60                45          0   \n",
       "\n",
       "   new_values_series  \n",
       "0         24500000.0  \n",
       "1          5500000.0  \n",
       "2         26000000.0  \n",
       "3          3500000.0  \n",
       "4                0.0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['new_values'] = df[\"Value\"].str[1:]\n",
    "# Her bir değerin sayısal değerini hesaplama\n",
    "new_values = []\n",
    "for value in df['new_values']:\n",
    "    if 'M' in value:\n",
    "        new_values.append(float(value.replace('M', '')) * 1000000)\n",
    "    elif 'K' in value:\n",
    "        new_values.append(float(value.replace('K', '')) * 1000)\n",
    "    else:\n",
    "        new_values.append(float(value))\n",
    "\n",
    "# Sonuçları yazdırma\n",
    "df['new_values_series'] = new_values\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a496f2b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Overall rating</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Team &amp; Contract</th>\n",
       "      <th>ID</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>foot</th>\n",
       "      <th>Best overall</th>\n",
       "      <th>Best position</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Value</th>\n",
       "      <th>Wage</th>\n",
       "      <th>Release clause</th>\n",
       "      <th>Total attacking</th>\n",
       "      <th>Crossing</th>\n",
       "      <th>Finishing</th>\n",
       "      <th>Heading accuracy</th>\n",
       "      <th>Short passing</th>\n",
       "      <th>Volleys</th>\n",
       "      <th>Total skill</th>\n",
       "      <th>Dribbling</th>\n",
       "      <th>Curve</th>\n",
       "      <th>FK Accuracy</th>\n",
       "      <th>Long passing</th>\n",
       "      <th>Ball control</th>\n",
       "      <th>Total movement</th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Sprint speed</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Balance</th>\n",
       "      <th>Total power</th>\n",
       "      <th>Shot power</th>\n",
       "      <th>Jumping</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Long shots</th>\n",
       "      <th>Total mentality</th>\n",
       "      <th>Aggression</th>\n",
       "      <th>Interceptions</th>\n",
       "      <th>Positioning</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Penalties</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Total defending</th>\n",
       "      <th>Marking</th>\n",
       "      <th>Standing tackle</th>\n",
       "      <th>Sliding tackle</th>\n",
       "      <th>Total goalkeeping</th>\n",
       "      <th>GK Diving</th>\n",
       "      <th>GK Handling</th>\n",
       "      <th>GK Kicking</th>\n",
       "      <th>GK Positioning</th>\n",
       "      <th>GK Reflexes</th>\n",
       "      <th>Total stats</th>\n",
       "      <th>Base stats</th>\n",
       "      <th>International reputation</th>\n",
       "      <th>Pace / Diving</th>\n",
       "      <th>Shooting / Handling</th>\n",
       "      <th>Passing / Kicking</th>\n",
       "      <th>Dribbling / Reflexes</th>\n",
       "      <th>Defending / Pace</th>\n",
       "      <th>new_values</th>\n",
       "      <th>new_values_series</th>\n",
       "      <th>Team</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J. Todibo CB</td>\n",
       "      <td>22</td>\n",
       "      <td>79</td>\n",
       "      <td>84</td>\n",
       "      <td>Nice\\n2021 ~ 2027</td>\n",
       "      <td>245388</td>\n",
       "      <td>190</td>\n",
       "      <td>88</td>\n",
       "      <td>Right</td>\n",
       "      <td>81</td>\n",
       "      <td>CB</td>\n",
       "      <td>5</td>\n",
       "      <td>€24.5M</td>\n",
       "      <td>€37K</td>\n",
       "      <td>€48.4M</td>\n",
       "      <td>286</td>\n",
       "      <td>49</td>\n",
       "      <td>44</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>35</td>\n",
       "      <td>301</td>\n",
       "      <td>66</td>\n",
       "      <td>52</td>\n",
       "      <td>41</td>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>335</td>\n",
       "      <td>68</td>\n",
       "      <td>81</td>\n",
       "      <td>55</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "      <td>335</td>\n",
       "      <td>60</td>\n",
       "      <td>76</td>\n",
       "      <td>73</td>\n",
       "      <td>81</td>\n",
       "      <td>45</td>\n",
       "      <td>305</td>\n",
       "      <td>72</td>\n",
       "      <td>80</td>\n",
       "      <td>45</td>\n",
       "      <td>56</td>\n",
       "      <td>52</td>\n",
       "      <td>78</td>\n",
       "      <td>238</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>52</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1852</td>\n",
       "      <td>409</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>67</td>\n",
       "      <td>80</td>\n",
       "      <td>24.5M</td>\n",
       "      <td>24500000.0</td>\n",
       "      <td>Nice</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B. Verbruggen GK</td>\n",
       "      <td>19</td>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>Anderlecht\\n2020 ~ 2025</td>\n",
       "      <td>258498</td>\n",
       "      <td>194</td>\n",
       "      <td>89</td>\n",
       "      <td>Right</td>\n",
       "      <td>73</td>\n",
       "      <td>GK</td>\n",
       "      <td>10</td>\n",
       "      <td>€5.5M</td>\n",
       "      <td>€6K</td>\n",
       "      <td>€9.4M</td>\n",
       "      <td>74</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>35</td>\n",
       "      <td>6</td>\n",
       "      <td>89</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>30</td>\n",
       "      <td>18</td>\n",
       "      <td>244</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>32</td>\n",
       "      <td>73</td>\n",
       "      <td>35</td>\n",
       "      <td>218</td>\n",
       "      <td>53</td>\n",
       "      <td>65</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>7</td>\n",
       "      <td>99</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>360</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>68</td>\n",
       "      <td>76</td>\n",
       "      <td>1127</td>\n",
       "      <td>412</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>76</td>\n",
       "      <td>52</td>\n",
       "      <td>5.5M</td>\n",
       "      <td>5500000.0</td>\n",
       "      <td>Anderlecht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M. Ugarte CDM CM</td>\n",
       "      <td>21</td>\n",
       "      <td>79</td>\n",
       "      <td>85</td>\n",
       "      <td>Sporting CP\\n2021 ~ 2026</td>\n",
       "      <td>253306</td>\n",
       "      <td>182</td>\n",
       "      <td>77</td>\n",
       "      <td>Right</td>\n",
       "      <td>80</td>\n",
       "      <td>CDM</td>\n",
       "      <td>6</td>\n",
       "      <td>€26M</td>\n",
       "      <td>€11K</td>\n",
       "      <td>€57.2M</td>\n",
       "      <td>286</td>\n",
       "      <td>58</td>\n",
       "      <td>65</td>\n",
       "      <td>39</td>\n",
       "      <td>79</td>\n",
       "      <td>45</td>\n",
       "      <td>339</td>\n",
       "      <td>79</td>\n",
       "      <td>54</td>\n",
       "      <td>50</td>\n",
       "      <td>79</td>\n",
       "      <td>77</td>\n",
       "      <td>349</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>69</td>\n",
       "      <td>77</td>\n",
       "      <td>60</td>\n",
       "      <td>336</td>\n",
       "      <td>62</td>\n",
       "      <td>53</td>\n",
       "      <td>83</td>\n",
       "      <td>73</td>\n",
       "      <td>65</td>\n",
       "      <td>355</td>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>75</td>\n",
       "      <td>74</td>\n",
       "      <td>50</td>\n",
       "      <td>84</td>\n",
       "      <td>232</td>\n",
       "      <td>77</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>53</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1950</td>\n",
       "      <td>433</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>63</td>\n",
       "      <td>71</td>\n",
       "      <td>77</td>\n",
       "      <td>75</td>\n",
       "      <td>26M</td>\n",
       "      <td>26000000.0</td>\n",
       "      <td>Sporting CP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Z. Debast CB</td>\n",
       "      <td>18</td>\n",
       "      <td>70</td>\n",
       "      <td>84</td>\n",
       "      <td>Anderlecht\\n2019 ~ 2025</td>\n",
       "      <td>254262</td>\n",
       "      <td>189</td>\n",
       "      <td>76</td>\n",
       "      <td>Right</td>\n",
       "      <td>72</td>\n",
       "      <td>CDM</td>\n",
       "      <td>14</td>\n",
       "      <td>€3.5M</td>\n",
       "      <td>€3K</td>\n",
       "      <td>€7.4M</td>\n",
       "      <td>296</td>\n",
       "      <td>69</td>\n",
       "      <td>51</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>37</td>\n",
       "      <td>331</td>\n",
       "      <td>69</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>310</td>\n",
       "      <td>61</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>69</td>\n",
       "      <td>53</td>\n",
       "      <td>327</td>\n",
       "      <td>60</td>\n",
       "      <td>66</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>295</td>\n",
       "      <td>75</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>58</td>\n",
       "      <td>42</td>\n",
       "      <td>67</td>\n",
       "      <td>208</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>69</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1805</td>\n",
       "      <td>395</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>69</td>\n",
       "      <td>3.5M</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>Anderlecht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>07 D. Last GK</td>\n",
       "      <td>37</td>\n",
       "      <td>61</td>\n",
       "      <td>60</td>\n",
       "      <td>Örgryte\\n2009</td>\n",
       "      <td>21555</td>\n",
       "      <td>182</td>\n",
       "      <td>82</td>\n",
       "      <td>Right</td>\n",
       "      <td>61</td>\n",
       "      <td>GK</td>\n",
       "      <td>-1</td>\n",
       "      <td>€0</td>\n",
       "      <td>€0</td>\n",
       "      <td>€0</td>\n",
       "      <td>137</td>\n",
       "      <td>35</td>\n",
       "      <td>32</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>139</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>63</td>\n",
       "      <td>8</td>\n",
       "      <td>146</td>\n",
       "      <td>44</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>51</td>\n",
       "      <td>8</td>\n",
       "      <td>74</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>28</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>248</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>70</td>\n",
       "      <td>60</td>\n",
       "      <td>939</td>\n",
       "      <td>356</td>\n",
       "      <td>3</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>60</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Örgryte</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               name  Age  Overall rating  Potential           Team & Contract  \\\n",
       "0      J. Todibo CB   22              79         84         Nice\\n2021 ~ 2027   \n",
       "1  B. Verbruggen GK   19              73         83   Anderlecht\\n2020 ~ 2025   \n",
       "2  M. Ugarte CDM CM   21              79         85  Sporting CP\\n2021 ~ 2026   \n",
       "3      Z. Debast CB   18              70         84   Anderlecht\\n2019 ~ 2025   \n",
       "4     07 D. Last GK   37              61         60             Örgryte\\n2009   \n",
       "\n",
       "       ID  Height  Weight   foot  Best overall Best position  Growth   Value  \\\n",
       "0  245388     190      88  Right            81            CB       5  €24.5M   \n",
       "1  258498     194      89  Right            73            GK      10   €5.5M   \n",
       "2  253306     182      77  Right            80           CDM       6    €26M   \n",
       "3  254262     189      76  Right            72           CDM      14   €3.5M   \n",
       "4   21555     182      82  Right            61            GK      -1      €0   \n",
       "\n",
       "   Wage Release clause  Total attacking  Crossing  Finishing  \\\n",
       "0  €37K         €48.4M              286        49         44   \n",
       "1   €6K          €9.4M               74        10          8   \n",
       "2  €11K         €57.2M              286        58         65   \n",
       "3   €3K          €7.4M              296        69         51   \n",
       "4    €0             €0              137        35         32   \n",
       "\n",
       "   Heading accuracy  Short passing  Volleys  Total skill  Dribbling  Curve  \\\n",
       "0                80             78       35          301         66     52   \n",
       "1                15             35        6           89         15     11   \n",
       "2                39             79       45          339         79     54   \n",
       "3                68             71       37          331         69     58   \n",
       "4                35             35        0          139         35      0   \n",
       "\n",
       "   FK Accuracy  Long passing  Ball control  Total movement  Acceleration  \\\n",
       "0           41            70            72             335            68   \n",
       "1           15            30            18             244            52   \n",
       "2           50            79            77             349            71   \n",
       "3           59            74            71             310            61   \n",
       "4           33            63             8             146            44   \n",
       "\n",
       "   Sprint speed  Agility  Reactions  Balance  Total power  Shot power  \\\n",
       "0            81       55         76       55          335          60   \n",
       "1            52       32         73       35          218          53   \n",
       "2            72       69         77       60          336          62   \n",
       "3            71       56         69       53          327          60   \n",
       "4            46        0         56        0          134          30   \n",
       "\n",
       "   Jumping  Stamina  Strength  Long shots  Total mentality  Aggression  \\\n",
       "0       76       73        81          45              305          72   \n",
       "1       65       21        72           7               99          17   \n",
       "2       53       83        73          65              355          73   \n",
       "3       66       74        71          56              295          75   \n",
       "4        0       45        51           8               74          41   \n",
       "\n",
       "   Interceptions  Positioning  Vision  Penalties  Composure  Total defending  \\\n",
       "0             80           45      56         52         78              238   \n",
       "1             19            4      38         21         30               43   \n",
       "2             83           75      74         50         84              232   \n",
       "3             67           53      58         42         67              208   \n",
       "4              0            0       0         33          0               61   \n",
       "\n",
       "   Marking  Standing tackle  Sliding tackle  Total goalkeeping  GK Diving  \\\n",
       "0       80               80              78                 52          7   \n",
       "1       12               17              14                360         75   \n",
       "2       77               80              75                 53          6   \n",
       "3       68               71              69                 38          6   \n",
       "4       28               33               0                248         63   \n",
       "\n",
       "   GK Handling  GK Kicking  GK Positioning  GK Reflexes  Total stats  \\\n",
       "0           13          11               8           13         1852   \n",
       "1           70          71              68           76         1127   \n",
       "2           10          16               8           13         1950   \n",
       "3            6          15               6            5         1805   \n",
       "4           55          63              70           60          939   \n",
       "\n",
       "   Base stats  International reputation  Pace / Diving  Shooting / Handling  \\\n",
       "0         409                         1             75                   47   \n",
       "1         412                         1             75                   70   \n",
       "2         433                         1             72                   63   \n",
       "3         395                         1             67                   53   \n",
       "4         356                         3             63                   55   \n",
       "\n",
       "   Passing / Kicking  Dribbling / Reflexes  Defending / Pace new_values  \\\n",
       "0                 63                    67                80      24.5M   \n",
       "1                 71                    76                52       5.5M   \n",
       "2                 71                    77                75        26M   \n",
       "3                 67                    67                69       3.5M   \n",
       "4                 63                    60                45          0   \n",
       "\n",
       "   new_values_series         Team  \n",
       "0         24500000.0         Nice  \n",
       "1          5500000.0   Anderlecht  \n",
       "2         26000000.0  Sporting CP  \n",
       "3          3500000.0   Anderlecht  \n",
       "4                0.0      Örgryte  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for index, row in df.iterrows():\n",
    "    team_contract = row[\"Team & Contract\"]\n",
    "    team = team_contract.split(\"\\n\")[0]\n",
    "    df.at[index, \"Team\"] = team\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5b43f0d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Overall rating</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Team &amp; Contract</th>\n",
       "      <th>ID</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>foot</th>\n",
       "      <th>Best overall</th>\n",
       "      <th>Best position</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Value</th>\n",
       "      <th>Wage</th>\n",
       "      <th>Release clause</th>\n",
       "      <th>Total attacking</th>\n",
       "      <th>Crossing</th>\n",
       "      <th>Finishing</th>\n",
       "      <th>Heading accuracy</th>\n",
       "      <th>Short passing</th>\n",
       "      <th>Volleys</th>\n",
       "      <th>Total skill</th>\n",
       "      <th>Dribbling</th>\n",
       "      <th>Curve</th>\n",
       "      <th>FK Accuracy</th>\n",
       "      <th>Long passing</th>\n",
       "      <th>Ball control</th>\n",
       "      <th>Total movement</th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Sprint speed</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Balance</th>\n",
       "      <th>Total power</th>\n",
       "      <th>Shot power</th>\n",
       "      <th>Jumping</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Long shots</th>\n",
       "      <th>Total mentality</th>\n",
       "      <th>Aggression</th>\n",
       "      <th>Interceptions</th>\n",
       "      <th>Positioning</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Penalties</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Total defending</th>\n",
       "      <th>Marking</th>\n",
       "      <th>Standing tackle</th>\n",
       "      <th>Sliding tackle</th>\n",
       "      <th>Total goalkeeping</th>\n",
       "      <th>GK Diving</th>\n",
       "      <th>GK Handling</th>\n",
       "      <th>GK Kicking</th>\n",
       "      <th>GK Positioning</th>\n",
       "      <th>GK Reflexes</th>\n",
       "      <th>Total stats</th>\n",
       "      <th>Base stats</th>\n",
       "      <th>International reputation</th>\n",
       "      <th>Pace / Diving</th>\n",
       "      <th>Shooting / Handling</th>\n",
       "      <th>Passing / Kicking</th>\n",
       "      <th>Dribbling / Reflexes</th>\n",
       "      <th>Defending / Pace</th>\n",
       "      <th>new_values</th>\n",
       "      <th>new_values_series</th>\n",
       "      <th>Team</th>\n",
       "      <th>new_wages</th>\n",
       "      <th>new_wages_series</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J. Todibo CB</td>\n",
       "      <td>22</td>\n",
       "      <td>79</td>\n",
       "      <td>84</td>\n",
       "      <td>Nice\\n2021 ~ 2027</td>\n",
       "      <td>245388</td>\n",
       "      <td>190</td>\n",
       "      <td>88</td>\n",
       "      <td>Right</td>\n",
       "      <td>81</td>\n",
       "      <td>CB</td>\n",
       "      <td>5</td>\n",
       "      <td>€24.5M</td>\n",
       "      <td>€37K</td>\n",
       "      <td>€48.4M</td>\n",
       "      <td>286</td>\n",
       "      <td>49</td>\n",
       "      <td>44</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>35</td>\n",
       "      <td>301</td>\n",
       "      <td>66</td>\n",
       "      <td>52</td>\n",
       "      <td>41</td>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>335</td>\n",
       "      <td>68</td>\n",
       "      <td>81</td>\n",
       "      <td>55</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "      <td>335</td>\n",
       "      <td>60</td>\n",
       "      <td>76</td>\n",
       "      <td>73</td>\n",
       "      <td>81</td>\n",
       "      <td>45</td>\n",
       "      <td>305</td>\n",
       "      <td>72</td>\n",
       "      <td>80</td>\n",
       "      <td>45</td>\n",
       "      <td>56</td>\n",
       "      <td>52</td>\n",
       "      <td>78</td>\n",
       "      <td>238</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>52</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1852</td>\n",
       "      <td>409</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>67</td>\n",
       "      <td>80</td>\n",
       "      <td>24.5M</td>\n",
       "      <td>24500000.0</td>\n",
       "      <td>Nice</td>\n",
       "      <td>37K</td>\n",
       "      <td>37000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B. Verbruggen GK</td>\n",
       "      <td>19</td>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>Anderlecht\\n2020 ~ 2025</td>\n",
       "      <td>258498</td>\n",
       "      <td>194</td>\n",
       "      <td>89</td>\n",
       "      <td>Right</td>\n",
       "      <td>73</td>\n",
       "      <td>GK</td>\n",
       "      <td>10</td>\n",
       "      <td>€5.5M</td>\n",
       "      <td>€6K</td>\n",
       "      <td>€9.4M</td>\n",
       "      <td>74</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>35</td>\n",
       "      <td>6</td>\n",
       "      <td>89</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>30</td>\n",
       "      <td>18</td>\n",
       "      <td>244</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>32</td>\n",
       "      <td>73</td>\n",
       "      <td>35</td>\n",
       "      <td>218</td>\n",
       "      <td>53</td>\n",
       "      <td>65</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>7</td>\n",
       "      <td>99</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>360</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>68</td>\n",
       "      <td>76</td>\n",
       "      <td>1127</td>\n",
       "      <td>412</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>76</td>\n",
       "      <td>52</td>\n",
       "      <td>5.5M</td>\n",
       "      <td>5500000.0</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>6K</td>\n",
       "      <td>6000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M. Ugarte CDM CM</td>\n",
       "      <td>21</td>\n",
       "      <td>79</td>\n",
       "      <td>85</td>\n",
       "      <td>Sporting CP\\n2021 ~ 2026</td>\n",
       "      <td>253306</td>\n",
       "      <td>182</td>\n",
       "      <td>77</td>\n",
       "      <td>Right</td>\n",
       "      <td>80</td>\n",
       "      <td>CDM</td>\n",
       "      <td>6</td>\n",
       "      <td>€26M</td>\n",
       "      <td>€11K</td>\n",
       "      <td>€57.2M</td>\n",
       "      <td>286</td>\n",
       "      <td>58</td>\n",
       "      <td>65</td>\n",
       "      <td>39</td>\n",
       "      <td>79</td>\n",
       "      <td>45</td>\n",
       "      <td>339</td>\n",
       "      <td>79</td>\n",
       "      <td>54</td>\n",
       "      <td>50</td>\n",
       "      <td>79</td>\n",
       "      <td>77</td>\n",
       "      <td>349</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>69</td>\n",
       "      <td>77</td>\n",
       "      <td>60</td>\n",
       "      <td>336</td>\n",
       "      <td>62</td>\n",
       "      <td>53</td>\n",
       "      <td>83</td>\n",
       "      <td>73</td>\n",
       "      <td>65</td>\n",
       "      <td>355</td>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>75</td>\n",
       "      <td>74</td>\n",
       "      <td>50</td>\n",
       "      <td>84</td>\n",
       "      <td>232</td>\n",
       "      <td>77</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>53</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1950</td>\n",
       "      <td>433</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>63</td>\n",
       "      <td>71</td>\n",
       "      <td>77</td>\n",
       "      <td>75</td>\n",
       "      <td>26M</td>\n",
       "      <td>26000000.0</td>\n",
       "      <td>Sporting CP</td>\n",
       "      <td>11K</td>\n",
       "      <td>11000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Z. Debast CB</td>\n",
       "      <td>18</td>\n",
       "      <td>70</td>\n",
       "      <td>84</td>\n",
       "      <td>Anderlecht\\n2019 ~ 2025</td>\n",
       "      <td>254262</td>\n",
       "      <td>189</td>\n",
       "      <td>76</td>\n",
       "      <td>Right</td>\n",
       "      <td>72</td>\n",
       "      <td>CDM</td>\n",
       "      <td>14</td>\n",
       "      <td>€3.5M</td>\n",
       "      <td>€3K</td>\n",
       "      <td>€7.4M</td>\n",
       "      <td>296</td>\n",
       "      <td>69</td>\n",
       "      <td>51</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>37</td>\n",
       "      <td>331</td>\n",
       "      <td>69</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>310</td>\n",
       "      <td>61</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>69</td>\n",
       "      <td>53</td>\n",
       "      <td>327</td>\n",
       "      <td>60</td>\n",
       "      <td>66</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>295</td>\n",
       "      <td>75</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>58</td>\n",
       "      <td>42</td>\n",
       "      <td>67</td>\n",
       "      <td>208</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>69</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1805</td>\n",
       "      <td>395</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>69</td>\n",
       "      <td>3.5M</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>3K</td>\n",
       "      <td>3000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>07 D. Last GK</td>\n",
       "      <td>37</td>\n",
       "      <td>61</td>\n",
       "      <td>60</td>\n",
       "      <td>Örgryte\\n2009</td>\n",
       "      <td>21555</td>\n",
       "      <td>182</td>\n",
       "      <td>82</td>\n",
       "      <td>Right</td>\n",
       "      <td>61</td>\n",
       "      <td>GK</td>\n",
       "      <td>-1</td>\n",
       "      <td>€0</td>\n",
       "      <td>€0</td>\n",
       "      <td>€0</td>\n",
       "      <td>137</td>\n",
       "      <td>35</td>\n",
       "      <td>32</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>139</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>63</td>\n",
       "      <td>8</td>\n",
       "      <td>146</td>\n",
       "      <td>44</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>51</td>\n",
       "      <td>8</td>\n",
       "      <td>74</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>28</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>248</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>70</td>\n",
       "      <td>60</td>\n",
       "      <td>939</td>\n",
       "      <td>356</td>\n",
       "      <td>3</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>60</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Örgryte</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               name  Age  Overall rating  Potential           Team & Contract  \\\n",
       "0      J. Todibo CB   22              79         84         Nice\\n2021 ~ 2027   \n",
       "1  B. Verbruggen GK   19              73         83   Anderlecht\\n2020 ~ 2025   \n",
       "2  M. Ugarte CDM CM   21              79         85  Sporting CP\\n2021 ~ 2026   \n",
       "3      Z. Debast CB   18              70         84   Anderlecht\\n2019 ~ 2025   \n",
       "4     07 D. Last GK   37              61         60             Örgryte\\n2009   \n",
       "\n",
       "       ID  Height  Weight   foot  Best overall Best position  Growth   Value  \\\n",
       "0  245388     190      88  Right            81            CB       5  €24.5M   \n",
       "1  258498     194      89  Right            73            GK      10   €5.5M   \n",
       "2  253306     182      77  Right            80           CDM       6    €26M   \n",
       "3  254262     189      76  Right            72           CDM      14   €3.5M   \n",
       "4   21555     182      82  Right            61            GK      -1      €0   \n",
       "\n",
       "   Wage Release clause  Total attacking  Crossing  Finishing  \\\n",
       "0  €37K         €48.4M              286        49         44   \n",
       "1   €6K          €9.4M               74        10          8   \n",
       "2  €11K         €57.2M              286        58         65   \n",
       "3   €3K          €7.4M              296        69         51   \n",
       "4    €0             €0              137        35         32   \n",
       "\n",
       "   Heading accuracy  Short passing  Volleys  Total skill  Dribbling  Curve  \\\n",
       "0                80             78       35          301         66     52   \n",
       "1                15             35        6           89         15     11   \n",
       "2                39             79       45          339         79     54   \n",
       "3                68             71       37          331         69     58   \n",
       "4                35             35        0          139         35      0   \n",
       "\n",
       "   FK Accuracy  Long passing  Ball control  Total movement  Acceleration  \\\n",
       "0           41            70            72             335            68   \n",
       "1           15            30            18             244            52   \n",
       "2           50            79            77             349            71   \n",
       "3           59            74            71             310            61   \n",
       "4           33            63             8             146            44   \n",
       "\n",
       "   Sprint speed  Agility  Reactions  Balance  Total power  Shot power  \\\n",
       "0            81       55         76       55          335          60   \n",
       "1            52       32         73       35          218          53   \n",
       "2            72       69         77       60          336          62   \n",
       "3            71       56         69       53          327          60   \n",
       "4            46        0         56        0          134          30   \n",
       "\n",
       "   Jumping  Stamina  Strength  Long shots  Total mentality  Aggression  \\\n",
       "0       76       73        81          45              305          72   \n",
       "1       65       21        72           7               99          17   \n",
       "2       53       83        73          65              355          73   \n",
       "3       66       74        71          56              295          75   \n",
       "4        0       45        51           8               74          41   \n",
       "\n",
       "   Interceptions  Positioning  Vision  Penalties  Composure  Total defending  \\\n",
       "0             80           45      56         52         78              238   \n",
       "1             19            4      38         21         30               43   \n",
       "2             83           75      74         50         84              232   \n",
       "3             67           53      58         42         67              208   \n",
       "4              0            0       0         33          0               61   \n",
       "\n",
       "   Marking  Standing tackle  Sliding tackle  Total goalkeeping  GK Diving  \\\n",
       "0       80               80              78                 52          7   \n",
       "1       12               17              14                360         75   \n",
       "2       77               80              75                 53          6   \n",
       "3       68               71              69                 38          6   \n",
       "4       28               33               0                248         63   \n",
       "\n",
       "   GK Handling  GK Kicking  GK Positioning  GK Reflexes  Total stats  \\\n",
       "0           13          11               8           13         1852   \n",
       "1           70          71              68           76         1127   \n",
       "2           10          16               8           13         1950   \n",
       "3            6          15               6            5         1805   \n",
       "4           55          63              70           60          939   \n",
       "\n",
       "   Base stats  International reputation  Pace / Diving  Shooting / Handling  \\\n",
       "0         409                         1             75                   47   \n",
       "1         412                         1             75                   70   \n",
       "2         433                         1             72                   63   \n",
       "3         395                         1             67                   53   \n",
       "4         356                         3             63                   55   \n",
       "\n",
       "   Passing / Kicking  Dribbling / Reflexes  Defending / Pace new_values  \\\n",
       "0                 63                    67                80      24.5M   \n",
       "1                 71                    76                52       5.5M   \n",
       "2                 71                    77                75        26M   \n",
       "3                 67                    67                69       3.5M   \n",
       "4                 63                    60                45          0   \n",
       "\n",
       "   new_values_series         Team new_wages  new_wages_series  \n",
       "0         24500000.0         Nice       37K           37000.0  \n",
       "1          5500000.0   Anderlecht        6K            6000.0  \n",
       "2         26000000.0  Sporting CP       11K           11000.0  \n",
       "3          3500000.0   Anderlecht        3K            3000.0  \n",
       "4                0.0      Örgryte         0               0.0  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['new_wages'] = df[\"Wage\"].str[1:]\n",
    "# Her bir değerin sayısal değerini hesaplama\n",
    "new_wages = []\n",
    "for value in df['new_wages']:\n",
    "    if 'M' in value:\n",
    "        new_wages.append(float(value.replace('M', '')) * 1000000)\n",
    "    elif 'K' in value:\n",
    "        new_wages.append(float(value.replace('K', '')) * 1000)\n",
    "    else:\n",
    "        new_wages.append(float(value))\n",
    "\n",
    "# Sonuçları yazdırma\n",
    "df['new_wages_series'] = new_wages\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "757d8882",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Overall rating</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Team &amp; Contract</th>\n",
       "      <th>ID</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>foot</th>\n",
       "      <th>Best overall</th>\n",
       "      <th>Best position</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Value</th>\n",
       "      <th>Wage</th>\n",
       "      <th>Release clause</th>\n",
       "      <th>Total attacking</th>\n",
       "      <th>Crossing</th>\n",
       "      <th>Finishing</th>\n",
       "      <th>Heading accuracy</th>\n",
       "      <th>Short passing</th>\n",
       "      <th>Volleys</th>\n",
       "      <th>Total skill</th>\n",
       "      <th>Dribbling</th>\n",
       "      <th>Curve</th>\n",
       "      <th>FK Accuracy</th>\n",
       "      <th>Long passing</th>\n",
       "      <th>Ball control</th>\n",
       "      <th>Total movement</th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Sprint speed</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Balance</th>\n",
       "      <th>Total power</th>\n",
       "      <th>Shot power</th>\n",
       "      <th>Jumping</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Long shots</th>\n",
       "      <th>Total mentality</th>\n",
       "      <th>Aggression</th>\n",
       "      <th>Interceptions</th>\n",
       "      <th>Positioning</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Penalties</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Total defending</th>\n",
       "      <th>Marking</th>\n",
       "      <th>Standing tackle</th>\n",
       "      <th>Sliding tackle</th>\n",
       "      <th>Total goalkeeping</th>\n",
       "      <th>GK Diving</th>\n",
       "      <th>GK Handling</th>\n",
       "      <th>GK Kicking</th>\n",
       "      <th>GK Positioning</th>\n",
       "      <th>GK Reflexes</th>\n",
       "      <th>Total stats</th>\n",
       "      <th>Base stats</th>\n",
       "      <th>International reputation</th>\n",
       "      <th>Pace / Diving</th>\n",
       "      <th>Shooting / Handling</th>\n",
       "      <th>Passing / Kicking</th>\n",
       "      <th>Dribbling / Reflexes</th>\n",
       "      <th>Defending / Pace</th>\n",
       "      <th>new_values</th>\n",
       "      <th>new_values_series</th>\n",
       "      <th>Team</th>\n",
       "      <th>new_wages</th>\n",
       "      <th>new_wages_series</th>\n",
       "      <th>new_release_clause</th>\n",
       "      <th>new_release_clause_series</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J. Todibo CB</td>\n",
       "      <td>22</td>\n",
       "      <td>79</td>\n",
       "      <td>84</td>\n",
       "      <td>Nice\\n2021 ~ 2027</td>\n",
       "      <td>245388</td>\n",
       "      <td>190</td>\n",
       "      <td>88</td>\n",
       "      <td>Right</td>\n",
       "      <td>81</td>\n",
       "      <td>CB</td>\n",
       "      <td>5</td>\n",
       "      <td>€24.5M</td>\n",
       "      <td>€37K</td>\n",
       "      <td>€48.4M</td>\n",
       "      <td>286</td>\n",
       "      <td>49</td>\n",
       "      <td>44</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>35</td>\n",
       "      <td>301</td>\n",
       "      <td>66</td>\n",
       "      <td>52</td>\n",
       "      <td>41</td>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>335</td>\n",
       "      <td>68</td>\n",
       "      <td>81</td>\n",
       "      <td>55</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "      <td>335</td>\n",
       "      <td>60</td>\n",
       "      <td>76</td>\n",
       "      <td>73</td>\n",
       "      <td>81</td>\n",
       "      <td>45</td>\n",
       "      <td>305</td>\n",
       "      <td>72</td>\n",
       "      <td>80</td>\n",
       "      <td>45</td>\n",
       "      <td>56</td>\n",
       "      <td>52</td>\n",
       "      <td>78</td>\n",
       "      <td>238</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>52</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1852</td>\n",
       "      <td>409</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>67</td>\n",
       "      <td>80</td>\n",
       "      <td>24.5M</td>\n",
       "      <td>24500000.0</td>\n",
       "      <td>Nice</td>\n",
       "      <td>37K</td>\n",
       "      <td>37000.0</td>\n",
       "      <td>48.4M</td>\n",
       "      <td>48400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B. Verbruggen GK</td>\n",
       "      <td>19</td>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>Anderlecht\\n2020 ~ 2025</td>\n",
       "      <td>258498</td>\n",
       "      <td>194</td>\n",
       "      <td>89</td>\n",
       "      <td>Right</td>\n",
       "      <td>73</td>\n",
       "      <td>GK</td>\n",
       "      <td>10</td>\n",
       "      <td>€5.5M</td>\n",
       "      <td>€6K</td>\n",
       "      <td>€9.4M</td>\n",
       "      <td>74</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>35</td>\n",
       "      <td>6</td>\n",
       "      <td>89</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>30</td>\n",
       "      <td>18</td>\n",
       "      <td>244</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>32</td>\n",
       "      <td>73</td>\n",
       "      <td>35</td>\n",
       "      <td>218</td>\n",
       "      <td>53</td>\n",
       "      <td>65</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>7</td>\n",
       "      <td>99</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>360</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>68</td>\n",
       "      <td>76</td>\n",
       "      <td>1127</td>\n",
       "      <td>412</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>76</td>\n",
       "      <td>52</td>\n",
       "      <td>5.5M</td>\n",
       "      <td>5500000.0</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>6K</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>9.4M</td>\n",
       "      <td>9400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M. Ugarte CDM CM</td>\n",
       "      <td>21</td>\n",
       "      <td>79</td>\n",
       "      <td>85</td>\n",
       "      <td>Sporting CP\\n2021 ~ 2026</td>\n",
       "      <td>253306</td>\n",
       "      <td>182</td>\n",
       "      <td>77</td>\n",
       "      <td>Right</td>\n",
       "      <td>80</td>\n",
       "      <td>CDM</td>\n",
       "      <td>6</td>\n",
       "      <td>€26M</td>\n",
       "      <td>€11K</td>\n",
       "      <td>€57.2M</td>\n",
       "      <td>286</td>\n",
       "      <td>58</td>\n",
       "      <td>65</td>\n",
       "      <td>39</td>\n",
       "      <td>79</td>\n",
       "      <td>45</td>\n",
       "      <td>339</td>\n",
       "      <td>79</td>\n",
       "      <td>54</td>\n",
       "      <td>50</td>\n",
       "      <td>79</td>\n",
       "      <td>77</td>\n",
       "      <td>349</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>69</td>\n",
       "      <td>77</td>\n",
       "      <td>60</td>\n",
       "      <td>336</td>\n",
       "      <td>62</td>\n",
       "      <td>53</td>\n",
       "      <td>83</td>\n",
       "      <td>73</td>\n",
       "      <td>65</td>\n",
       "      <td>355</td>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>75</td>\n",
       "      <td>74</td>\n",
       "      <td>50</td>\n",
       "      <td>84</td>\n",
       "      <td>232</td>\n",
       "      <td>77</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>53</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1950</td>\n",
       "      <td>433</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>63</td>\n",
       "      <td>71</td>\n",
       "      <td>77</td>\n",
       "      <td>75</td>\n",
       "      <td>26M</td>\n",
       "      <td>26000000.0</td>\n",
       "      <td>Sporting CP</td>\n",
       "      <td>11K</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>57.2M</td>\n",
       "      <td>57200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Z. Debast CB</td>\n",
       "      <td>18</td>\n",
       "      <td>70</td>\n",
       "      <td>84</td>\n",
       "      <td>Anderlecht\\n2019 ~ 2025</td>\n",
       "      <td>254262</td>\n",
       "      <td>189</td>\n",
       "      <td>76</td>\n",
       "      <td>Right</td>\n",
       "      <td>72</td>\n",
       "      <td>CDM</td>\n",
       "      <td>14</td>\n",
       "      <td>€3.5M</td>\n",
       "      <td>€3K</td>\n",
       "      <td>€7.4M</td>\n",
       "      <td>296</td>\n",
       "      <td>69</td>\n",
       "      <td>51</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>37</td>\n",
       "      <td>331</td>\n",
       "      <td>69</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>310</td>\n",
       "      <td>61</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>69</td>\n",
       "      <td>53</td>\n",
       "      <td>327</td>\n",
       "      <td>60</td>\n",
       "      <td>66</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>295</td>\n",
       "      <td>75</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>58</td>\n",
       "      <td>42</td>\n",
       "      <td>67</td>\n",
       "      <td>208</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>69</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1805</td>\n",
       "      <td>395</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>69</td>\n",
       "      <td>3.5M</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>3K</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>7.4M</td>\n",
       "      <td>7400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>07 D. Last GK</td>\n",
       "      <td>37</td>\n",
       "      <td>61</td>\n",
       "      <td>60</td>\n",
       "      <td>Örgryte\\n2009</td>\n",
       "      <td>21555</td>\n",
       "      <td>182</td>\n",
       "      <td>82</td>\n",
       "      <td>Right</td>\n",
       "      <td>61</td>\n",
       "      <td>GK</td>\n",
       "      <td>-1</td>\n",
       "      <td>€0</td>\n",
       "      <td>€0</td>\n",
       "      <td>€0</td>\n",
       "      <td>137</td>\n",
       "      <td>35</td>\n",
       "      <td>32</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>139</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>63</td>\n",
       "      <td>8</td>\n",
       "      <td>146</td>\n",
       "      <td>44</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>51</td>\n",
       "      <td>8</td>\n",
       "      <td>74</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>28</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>248</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>70</td>\n",
       "      <td>60</td>\n",
       "      <td>939</td>\n",
       "      <td>356</td>\n",
       "      <td>3</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>60</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Örgryte</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               name  Age  Overall rating  Potential           Team & Contract  \\\n",
       "0      J. Todibo CB   22              79         84         Nice\\n2021 ~ 2027   \n",
       "1  B. Verbruggen GK   19              73         83   Anderlecht\\n2020 ~ 2025   \n",
       "2  M. Ugarte CDM CM   21              79         85  Sporting CP\\n2021 ~ 2026   \n",
       "3      Z. Debast CB   18              70         84   Anderlecht\\n2019 ~ 2025   \n",
       "4     07 D. Last GK   37              61         60             Örgryte\\n2009   \n",
       "\n",
       "       ID  Height  Weight   foot  Best overall Best position  Growth   Value  \\\n",
       "0  245388     190      88  Right            81            CB       5  €24.5M   \n",
       "1  258498     194      89  Right            73            GK      10   €5.5M   \n",
       "2  253306     182      77  Right            80           CDM       6    €26M   \n",
       "3  254262     189      76  Right            72           CDM      14   €3.5M   \n",
       "4   21555     182      82  Right            61            GK      -1      €0   \n",
       "\n",
       "   Wage Release clause  Total attacking  Crossing  Finishing  \\\n",
       "0  €37K         €48.4M              286        49         44   \n",
       "1   €6K          €9.4M               74        10          8   \n",
       "2  €11K         €57.2M              286        58         65   \n",
       "3   €3K          €7.4M              296        69         51   \n",
       "4    €0             €0              137        35         32   \n",
       "\n",
       "   Heading accuracy  Short passing  Volleys  Total skill  Dribbling  Curve  \\\n",
       "0                80             78       35          301         66     52   \n",
       "1                15             35        6           89         15     11   \n",
       "2                39             79       45          339         79     54   \n",
       "3                68             71       37          331         69     58   \n",
       "4                35             35        0          139         35      0   \n",
       "\n",
       "   FK Accuracy  Long passing  Ball control  Total movement  Acceleration  \\\n",
       "0           41            70            72             335            68   \n",
       "1           15            30            18             244            52   \n",
       "2           50            79            77             349            71   \n",
       "3           59            74            71             310            61   \n",
       "4           33            63             8             146            44   \n",
       "\n",
       "   Sprint speed  Agility  Reactions  Balance  Total power  Shot power  \\\n",
       "0            81       55         76       55          335          60   \n",
       "1            52       32         73       35          218          53   \n",
       "2            72       69         77       60          336          62   \n",
       "3            71       56         69       53          327          60   \n",
       "4            46        0         56        0          134          30   \n",
       "\n",
       "   Jumping  Stamina  Strength  Long shots  Total mentality  Aggression  \\\n",
       "0       76       73        81          45              305          72   \n",
       "1       65       21        72           7               99          17   \n",
       "2       53       83        73          65              355          73   \n",
       "3       66       74        71          56              295          75   \n",
       "4        0       45        51           8               74          41   \n",
       "\n",
       "   Interceptions  Positioning  Vision  Penalties  Composure  Total defending  \\\n",
       "0             80           45      56         52         78              238   \n",
       "1             19            4      38         21         30               43   \n",
       "2             83           75      74         50         84              232   \n",
       "3             67           53      58         42         67              208   \n",
       "4              0            0       0         33          0               61   \n",
       "\n",
       "   Marking  Standing tackle  Sliding tackle  Total goalkeeping  GK Diving  \\\n",
       "0       80               80              78                 52          7   \n",
       "1       12               17              14                360         75   \n",
       "2       77               80              75                 53          6   \n",
       "3       68               71              69                 38          6   \n",
       "4       28               33               0                248         63   \n",
       "\n",
       "   GK Handling  GK Kicking  GK Positioning  GK Reflexes  Total stats  \\\n",
       "0           13          11               8           13         1852   \n",
       "1           70          71              68           76         1127   \n",
       "2           10          16               8           13         1950   \n",
       "3            6          15               6            5         1805   \n",
       "4           55          63              70           60          939   \n",
       "\n",
       "   Base stats  International reputation  Pace / Diving  Shooting / Handling  \\\n",
       "0         409                         1             75                   47   \n",
       "1         412                         1             75                   70   \n",
       "2         433                         1             72                   63   \n",
       "3         395                         1             67                   53   \n",
       "4         356                         3             63                   55   \n",
       "\n",
       "   Passing / Kicking  Dribbling / Reflexes  Defending / Pace new_values  \\\n",
       "0                 63                    67                80      24.5M   \n",
       "1                 71                    76                52       5.5M   \n",
       "2                 71                    77                75        26M   \n",
       "3                 67                    67                69       3.5M   \n",
       "4                 63                    60                45          0   \n",
       "\n",
       "   new_values_series         Team new_wages  new_wages_series  \\\n",
       "0         24500000.0         Nice       37K           37000.0   \n",
       "1          5500000.0   Anderlecht        6K            6000.0   \n",
       "2         26000000.0  Sporting CP       11K           11000.0   \n",
       "3          3500000.0   Anderlecht        3K            3000.0   \n",
       "4                0.0      Örgryte         0               0.0   \n",
       "\n",
       "  new_release_clause  new_release_clause_series  \n",
       "0              48.4M                 48400000.0  \n",
       "1               9.4M                  9400000.0  \n",
       "2              57.2M                 57200000.0  \n",
       "3               7.4M                  7400000.0  \n",
       "4                  0                        0.0  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['new_release_clause'] = df[\"Release clause\"].str[1:]\n",
    "# Her bir değerin sayısal değerini hesaplama\n",
    "new_release_clause = []\n",
    "for value in df['new_release_clause']:\n",
    "    if 'M' in value:\n",
    "        new_release_clause.append(float(value.replace('M', '')) * 1000000)\n",
    "    elif 'K' in value:\n",
    "        new_release_clause.append(float(value.replace('K', '')) * 1000)\n",
    "    else:\n",
    "        new_release_clause.append(float(value))\n",
    "\n",
    "# Sonuçları yazdırma\n",
    "df['new_release_clause_series'] = new_release_clause\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e6ee150e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Overall rating</th>\n",
       "      <th>Potential</th>\n",
       "      <th>ID</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>foot</th>\n",
       "      <th>Best overall</th>\n",
       "      <th>Best position</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Total attacking</th>\n",
       "      <th>Crossing</th>\n",
       "      <th>Finishing</th>\n",
       "      <th>Heading accuracy</th>\n",
       "      <th>Short passing</th>\n",
       "      <th>Volleys</th>\n",
       "      <th>Total skill</th>\n",
       "      <th>Dribbling</th>\n",
       "      <th>Curve</th>\n",
       "      <th>FK Accuracy</th>\n",
       "      <th>Long passing</th>\n",
       "      <th>Ball control</th>\n",
       "      <th>Total movement</th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Sprint speed</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Balance</th>\n",
       "      <th>Total power</th>\n",
       "      <th>Shot power</th>\n",
       "      <th>Jumping</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Long shots</th>\n",
       "      <th>Total mentality</th>\n",
       "      <th>Aggression</th>\n",
       "      <th>Interceptions</th>\n",
       "      <th>Positioning</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Penalties</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Total defending</th>\n",
       "      <th>Marking</th>\n",
       "      <th>Standing tackle</th>\n",
       "      <th>Sliding tackle</th>\n",
       "      <th>Total goalkeeping</th>\n",
       "      <th>GK Diving</th>\n",
       "      <th>GK Handling</th>\n",
       "      <th>GK Kicking</th>\n",
       "      <th>GK Positioning</th>\n",
       "      <th>GK Reflexes</th>\n",
       "      <th>Total stats</th>\n",
       "      <th>Base stats</th>\n",
       "      <th>International reputation</th>\n",
       "      <th>Pace / Diving</th>\n",
       "      <th>Shooting / Handling</th>\n",
       "      <th>Passing / Kicking</th>\n",
       "      <th>Dribbling / Reflexes</th>\n",
       "      <th>Defending / Pace</th>\n",
       "      <th>new_values_series</th>\n",
       "      <th>Team</th>\n",
       "      <th>new_wages_series</th>\n",
       "      <th>new_release_clause_series</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J. Todibo CB</td>\n",
       "      <td>22</td>\n",
       "      <td>79</td>\n",
       "      <td>84</td>\n",
       "      <td>245388</td>\n",
       "      <td>190</td>\n",
       "      <td>88</td>\n",
       "      <td>Right</td>\n",
       "      <td>81</td>\n",
       "      <td>CB</td>\n",
       "      <td>5</td>\n",
       "      <td>286</td>\n",
       "      <td>49</td>\n",
       "      <td>44</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>35</td>\n",
       "      <td>301</td>\n",
       "      <td>66</td>\n",
       "      <td>52</td>\n",
       "      <td>41</td>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>335</td>\n",
       "      <td>68</td>\n",
       "      <td>81</td>\n",
       "      <td>55</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "      <td>335</td>\n",
       "      <td>60</td>\n",
       "      <td>76</td>\n",
       "      <td>73</td>\n",
       "      <td>81</td>\n",
       "      <td>45</td>\n",
       "      <td>305</td>\n",
       "      <td>72</td>\n",
       "      <td>80</td>\n",
       "      <td>45</td>\n",
       "      <td>56</td>\n",
       "      <td>52</td>\n",
       "      <td>78</td>\n",
       "      <td>238</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>52</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1852</td>\n",
       "      <td>409</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>67</td>\n",
       "      <td>80</td>\n",
       "      <td>24500000.0</td>\n",
       "      <td>Nice</td>\n",
       "      <td>37000.0</td>\n",
       "      <td>48400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B. Verbruggen GK</td>\n",
       "      <td>19</td>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>258498</td>\n",
       "      <td>194</td>\n",
       "      <td>89</td>\n",
       "      <td>Right</td>\n",
       "      <td>73</td>\n",
       "      <td>GK</td>\n",
       "      <td>10</td>\n",
       "      <td>74</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>35</td>\n",
       "      <td>6</td>\n",
       "      <td>89</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>30</td>\n",
       "      <td>18</td>\n",
       "      <td>244</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>32</td>\n",
       "      <td>73</td>\n",
       "      <td>35</td>\n",
       "      <td>218</td>\n",
       "      <td>53</td>\n",
       "      <td>65</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>7</td>\n",
       "      <td>99</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>360</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>68</td>\n",
       "      <td>76</td>\n",
       "      <td>1127</td>\n",
       "      <td>412</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>76</td>\n",
       "      <td>52</td>\n",
       "      <td>5500000.0</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>9400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M. Ugarte CDM CM</td>\n",
       "      <td>21</td>\n",
       "      <td>79</td>\n",
       "      <td>85</td>\n",
       "      <td>253306</td>\n",
       "      <td>182</td>\n",
       "      <td>77</td>\n",
       "      <td>Right</td>\n",
       "      <td>80</td>\n",
       "      <td>CDM</td>\n",
       "      <td>6</td>\n",
       "      <td>286</td>\n",
       "      <td>58</td>\n",
       "      <td>65</td>\n",
       "      <td>39</td>\n",
       "      <td>79</td>\n",
       "      <td>45</td>\n",
       "      <td>339</td>\n",
       "      <td>79</td>\n",
       "      <td>54</td>\n",
       "      <td>50</td>\n",
       "      <td>79</td>\n",
       "      <td>77</td>\n",
       "      <td>349</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>69</td>\n",
       "      <td>77</td>\n",
       "      <td>60</td>\n",
       "      <td>336</td>\n",
       "      <td>62</td>\n",
       "      <td>53</td>\n",
       "      <td>83</td>\n",
       "      <td>73</td>\n",
       "      <td>65</td>\n",
       "      <td>355</td>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>75</td>\n",
       "      <td>74</td>\n",
       "      <td>50</td>\n",
       "      <td>84</td>\n",
       "      <td>232</td>\n",
       "      <td>77</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>53</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1950</td>\n",
       "      <td>433</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>63</td>\n",
       "      <td>71</td>\n",
       "      <td>77</td>\n",
       "      <td>75</td>\n",
       "      <td>26000000.0</td>\n",
       "      <td>Sporting CP</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>57200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Z. Debast CB</td>\n",
       "      <td>18</td>\n",
       "      <td>70</td>\n",
       "      <td>84</td>\n",
       "      <td>254262</td>\n",
       "      <td>189</td>\n",
       "      <td>76</td>\n",
       "      <td>Right</td>\n",
       "      <td>72</td>\n",
       "      <td>CDM</td>\n",
       "      <td>14</td>\n",
       "      <td>296</td>\n",
       "      <td>69</td>\n",
       "      <td>51</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>37</td>\n",
       "      <td>331</td>\n",
       "      <td>69</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>310</td>\n",
       "      <td>61</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>69</td>\n",
       "      <td>53</td>\n",
       "      <td>327</td>\n",
       "      <td>60</td>\n",
       "      <td>66</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>295</td>\n",
       "      <td>75</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>58</td>\n",
       "      <td>42</td>\n",
       "      <td>67</td>\n",
       "      <td>208</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>69</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1805</td>\n",
       "      <td>395</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>69</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>7400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>07 D. Last GK</td>\n",
       "      <td>37</td>\n",
       "      <td>61</td>\n",
       "      <td>60</td>\n",
       "      <td>21555</td>\n",
       "      <td>182</td>\n",
       "      <td>82</td>\n",
       "      <td>Right</td>\n",
       "      <td>61</td>\n",
       "      <td>GK</td>\n",
       "      <td>-1</td>\n",
       "      <td>137</td>\n",
       "      <td>35</td>\n",
       "      <td>32</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>139</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>63</td>\n",
       "      <td>8</td>\n",
       "      <td>146</td>\n",
       "      <td>44</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>51</td>\n",
       "      <td>8</td>\n",
       "      <td>74</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>28</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>248</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>70</td>\n",
       "      <td>60</td>\n",
       "      <td>939</td>\n",
       "      <td>356</td>\n",
       "      <td>3</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>60</td>\n",
       "      <td>45</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Örgryte</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               name  Age  Overall rating  Potential      ID  Height  Weight  \\\n",
       "0      J. Todibo CB   22              79         84  245388     190      88   \n",
       "1  B. Verbruggen GK   19              73         83  258498     194      89   \n",
       "2  M. Ugarte CDM CM   21              79         85  253306     182      77   \n",
       "3      Z. Debast CB   18              70         84  254262     189      76   \n",
       "4     07 D. Last GK   37              61         60   21555     182      82   \n",
       "\n",
       "    foot  Best overall Best position  Growth  Total attacking  Crossing  \\\n",
       "0  Right            81            CB       5              286        49   \n",
       "1  Right            73            GK      10               74        10   \n",
       "2  Right            80           CDM       6              286        58   \n",
       "3  Right            72           CDM      14              296        69   \n",
       "4  Right            61            GK      -1              137        35   \n",
       "\n",
       "   Finishing  Heading accuracy  Short passing  Volleys  Total skill  \\\n",
       "0         44                80             78       35          301   \n",
       "1          8                15             35        6           89   \n",
       "2         65                39             79       45          339   \n",
       "3         51                68             71       37          331   \n",
       "4         32                35             35        0          139   \n",
       "\n",
       "   Dribbling  Curve  FK Accuracy  Long passing  Ball control  Total movement  \\\n",
       "0         66     52           41            70            72             335   \n",
       "1         15     11           15            30            18             244   \n",
       "2         79     54           50            79            77             349   \n",
       "3         69     58           59            74            71             310   \n",
       "4         35      0           33            63             8             146   \n",
       "\n",
       "   Acceleration  Sprint speed  Agility  Reactions  Balance  Total power  \\\n",
       "0            68            81       55         76       55          335   \n",
       "1            52            52       32         73       35          218   \n",
       "2            71            72       69         77       60          336   \n",
       "3            61            71       56         69       53          327   \n",
       "4            44            46        0         56        0          134   \n",
       "\n",
       "   Shot power  Jumping  Stamina  Strength  Long shots  Total mentality  \\\n",
       "0          60       76       73        81          45              305   \n",
       "1          53       65       21        72           7               99   \n",
       "2          62       53       83        73          65              355   \n",
       "3          60       66       74        71          56              295   \n",
       "4          30        0       45        51           8               74   \n",
       "\n",
       "   Aggression  Interceptions  Positioning  Vision  Penalties  Composure  \\\n",
       "0          72             80           45      56         52         78   \n",
       "1          17             19            4      38         21         30   \n",
       "2          73             83           75      74         50         84   \n",
       "3          75             67           53      58         42         67   \n",
       "4          41              0            0       0         33          0   \n",
       "\n",
       "   Total defending  Marking  Standing tackle  Sliding tackle  \\\n",
       "0              238       80               80              78   \n",
       "1               43       12               17              14   \n",
       "2              232       77               80              75   \n",
       "3              208       68               71              69   \n",
       "4               61       28               33               0   \n",
       "\n",
       "   Total goalkeeping  GK Diving  GK Handling  GK Kicking  GK Positioning  \\\n",
       "0                 52          7           13          11               8   \n",
       "1                360         75           70          71              68   \n",
       "2                 53          6           10          16               8   \n",
       "3                 38          6            6          15               6   \n",
       "4                248         63           55          63              70   \n",
       "\n",
       "   GK Reflexes  Total stats  Base stats  International reputation  \\\n",
       "0           13         1852         409                         1   \n",
       "1           76         1127         412                         1   \n",
       "2           13         1950         433                         1   \n",
       "3            5         1805         395                         1   \n",
       "4           60          939         356                         3   \n",
       "\n",
       "   Pace / Diving  Shooting / Handling  Passing / Kicking  \\\n",
       "0             75                   47                 63   \n",
       "1             75                   70                 71   \n",
       "2             72                   63                 71   \n",
       "3             67                   53                 67   \n",
       "4             63                   55                 63   \n",
       "\n",
       "   Dribbling / Reflexes  Defending / Pace  new_values_series         Team  \\\n",
       "0                    67                80         24500000.0         Nice   \n",
       "1                    76                52          5500000.0   Anderlecht   \n",
       "2                    77                75         26000000.0  Sporting CP   \n",
       "3                    67                69          3500000.0   Anderlecht   \n",
       "4                    60                45                0.0      Örgryte   \n",
       "\n",
       "   new_wages_series  new_release_clause_series  \n",
       "0           37000.0                 48400000.0  \n",
       "1            6000.0                  9400000.0  \n",
       "2           11000.0                 57200000.0  \n",
       "3            3000.0                  7400000.0  \n",
       "4               0.0                        0.0  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns_to_drop = [\"Team & Contract\", \"Value\", \"Wage\", \"Release clause\", \"new_values\", \"new_wages\", \"new_release_clause\"]\n",
    "\n",
    "# Sütunları droplayın\n",
    "df.drop(columns=columns_to_drop, inplace=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1e1da97c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name                           0\n",
       "Age                            0\n",
       "Overall rating                 0\n",
       "Potential                      0\n",
       "ID                             0\n",
       "Height                         0\n",
       "Weight                         0\n",
       "foot                           0\n",
       "Best overall                   0\n",
       "Best position                  0\n",
       "Growth                       644\n",
       "Total attacking                0\n",
       "Crossing                       0\n",
       "Finishing                      0\n",
       "Heading accuracy               0\n",
       "Short passing                  0\n",
       "Volleys                        8\n",
       "Total skill                    0\n",
       "Dribbling                      0\n",
       "Curve                          8\n",
       "FK Accuracy                    0\n",
       "Long passing                   0\n",
       "Ball control                   0\n",
       "Total movement                 0\n",
       "Acceleration                   0\n",
       "Sprint speed                   0\n",
       "Agility                        8\n",
       "Reactions                      0\n",
       "Balance                        8\n",
       "Total power                    0\n",
       "Shot power                     0\n",
       "Jumping                        8\n",
       "Stamina                        0\n",
       "Strength                       0\n",
       "Long shots                     0\n",
       "Total mentality                0\n",
       "Aggression                     0\n",
       "Interceptions                  2\n",
       "Positioning                    2\n",
       "Vision                         8\n",
       "Penalties                      0\n",
       "Composure                     24\n",
       "Total defending                0\n",
       "Marking                        0\n",
       "Standing tackle                0\n",
       "Sliding tackle                 8\n",
       "Total goalkeeping              0\n",
       "GK Diving                      0\n",
       "GK Handling                    0\n",
       "GK Kicking                     0\n",
       "GK Positioning                 0\n",
       "GK Reflexes                    0\n",
       "Total stats                    0\n",
       "Base stats                     0\n",
       "International reputation       0\n",
       "Pace / Diving                  0\n",
       "Shooting / Handling            0\n",
       "Passing / Kicking              0\n",
       "Dribbling / Reflexes           0\n",
       "Defending / Pace               0\n",
       "new_values_series             49\n",
       "Team                           0\n",
       "new_wages_series              47\n",
       "new_release_clause_series    512\n",
       "dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.eq(0).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e0d0a969",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        5\n",
       "1       10\n",
       "2        6\n",
       "3       14\n",
       "4       -1\n",
       "        ..\n",
       "3115     1\n",
       "3116     2\n",
       "3117     6\n",
       "3118     0\n",
       "3119     7\n",
       "Name: Growth, Length: 3120, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Growth']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "eddcfb5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Overall rating</th>\n",
       "      <th>Potential</th>\n",
       "      <th>ID</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Best overall</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Total attacking</th>\n",
       "      <th>Crossing</th>\n",
       "      <th>Finishing</th>\n",
       "      <th>Heading accuracy</th>\n",
       "      <th>Short passing</th>\n",
       "      <th>Volleys</th>\n",
       "      <th>Total skill</th>\n",
       "      <th>Dribbling</th>\n",
       "      <th>Curve</th>\n",
       "      <th>FK Accuracy</th>\n",
       "      <th>Long passing</th>\n",
       "      <th>Ball control</th>\n",
       "      <th>Total movement</th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Sprint speed</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Balance</th>\n",
       "      <th>Total power</th>\n",
       "      <th>Shot power</th>\n",
       "      <th>Jumping</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Long shots</th>\n",
       "      <th>Total mentality</th>\n",
       "      <th>Aggression</th>\n",
       "      <th>Interceptions</th>\n",
       "      <th>Positioning</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Penalties</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Total defending</th>\n",
       "      <th>Marking</th>\n",
       "      <th>Standing tackle</th>\n",
       "      <th>Sliding tackle</th>\n",
       "      <th>Total goalkeeping</th>\n",
       "      <th>GK Diving</th>\n",
       "      <th>GK Handling</th>\n",
       "      <th>GK Kicking</th>\n",
       "      <th>GK Positioning</th>\n",
       "      <th>GK Reflexes</th>\n",
       "      <th>Total stats</th>\n",
       "      <th>Base stats</th>\n",
       "      <th>International reputation</th>\n",
       "      <th>Pace / Diving</th>\n",
       "      <th>Shooting / Handling</th>\n",
       "      <th>Passing / Kicking</th>\n",
       "      <th>Dribbling / Reflexes</th>\n",
       "      <th>Defending / Pace</th>\n",
       "      <th>new_values_series</th>\n",
       "      <th>new_wages_series</th>\n",
       "      <th>new_release_clause_series</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.00000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3.120000e+03</td>\n",
       "      <td>3120.000000</td>\n",
       "      <td>3.120000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>23.446474</td>\n",
       "      <td>72.057372</td>\n",
       "      <td>78.57500</td>\n",
       "      <td>237356.609615</td>\n",
       "      <td>181.523077</td>\n",
       "      <td>74.886538</td>\n",
       "      <td>73.301603</td>\n",
       "      <td>6.517628</td>\n",
       "      <td>286.443269</td>\n",
       "      <td>57.263141</td>\n",
       "      <td>54.666667</td>\n",
       "      <td>57.004487</td>\n",
       "      <td>67.293269</td>\n",
       "      <td>50.215705</td>\n",
       "      <td>300.267949</td>\n",
       "      <td>65.822436</td>\n",
       "      <td>56.443910</td>\n",
       "      <td>48.945513</td>\n",
       "      <td>61.203205</td>\n",
       "      <td>67.852885</td>\n",
       "      <td>348.609615</td>\n",
       "      <td>71.020192</td>\n",
       "      <td>71.066667</td>\n",
       "      <td>69.529167</td>\n",
       "      <td>68.758333</td>\n",
       "      <td>68.235256</td>\n",
       "      <td>320.679167</td>\n",
       "      <td>64.824359</td>\n",
       "      <td>66.209295</td>\n",
       "      <td>67.885577</td>\n",
       "      <td>66.926603</td>\n",
       "      <td>54.833333</td>\n",
       "      <td>287.188462</td>\n",
       "      <td>61.032372</td>\n",
       "      <td>50.856090</td>\n",
       "      <td>59.173718</td>\n",
       "      <td>62.567949</td>\n",
       "      <td>53.558333</td>\n",
       "      <td>66.064423</td>\n",
       "      <td>152.963782</td>\n",
       "      <td>50.906731</td>\n",
       "      <td>52.553846</td>\n",
       "      <td>49.503205</td>\n",
       "      <td>71.257372</td>\n",
       "      <td>14.345833</td>\n",
       "      <td>14.139103</td>\n",
       "      <td>14.235256</td>\n",
       "      <td>14.235577</td>\n",
       "      <td>14.454487</td>\n",
       "      <td>1767.409615</td>\n",
       "      <td>389.414423</td>\n",
       "      <td>1.338462</td>\n",
       "      <td>73.198397</td>\n",
       "      <td>60.066667</td>\n",
       "      <td>64.576603</td>\n",
       "      <td>70.381410</td>\n",
       "      <td>53.598718</td>\n",
       "      <td>1.069590e+07</td>\n",
       "      <td>27562.900641</td>\n",
       "      <td>1.896409e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.410452</td>\n",
       "      <td>6.995825</td>\n",
       "      <td>5.57592</td>\n",
       "      <td>30596.456327</td>\n",
       "      <td>6.888763</td>\n",
       "      <td>7.300051</td>\n",
       "      <td>6.810756</td>\n",
       "      <td>5.615699</td>\n",
       "      <td>70.223602</td>\n",
       "      <td>17.360787</td>\n",
       "      <td>19.904383</td>\n",
       "      <td>16.694585</td>\n",
       "      <td>12.549647</td>\n",
       "      <td>18.540441</td>\n",
       "      <td>73.498356</td>\n",
       "      <td>17.085640</td>\n",
       "      <td>18.261997</td>\n",
       "      <td>17.639262</td>\n",
       "      <td>13.525310</td>\n",
       "      <td>14.848767</td>\n",
       "      <td>52.405589</td>\n",
       "      <td>13.495106</td>\n",
       "      <td>13.384804</td>\n",
       "      <td>14.268184</td>\n",
       "      <td>9.061115</td>\n",
       "      <td>14.455949</td>\n",
       "      <td>48.585783</td>\n",
       "      <td>12.760674</td>\n",
       "      <td>12.718754</td>\n",
       "      <td>14.413356</td>\n",
       "      <td>12.618838</td>\n",
       "      <td>19.252256</td>\n",
       "      <td>61.684215</td>\n",
       "      <td>16.290208</td>\n",
       "      <td>21.914421</td>\n",
       "      <td>19.349040</td>\n",
       "      <td>13.327762</td>\n",
       "      <td>15.778661</td>\n",
       "      <td>12.633260</td>\n",
       "      <td>64.113895</td>\n",
       "      <td>20.978499</td>\n",
       "      <td>22.038636</td>\n",
       "      <td>22.026653</td>\n",
       "      <td>77.238787</td>\n",
       "      <td>15.966981</td>\n",
       "      <td>15.392437</td>\n",
       "      <td>15.176289</td>\n",
       "      <td>15.727764</td>\n",
       "      <td>16.361141</td>\n",
       "      <td>254.736694</td>\n",
       "      <td>39.458434</td>\n",
       "      <td>0.713221</td>\n",
       "      <td>10.039457</td>\n",
       "      <td>14.290646</td>\n",
       "      <td>9.715275</td>\n",
       "      <td>8.973548</td>\n",
       "      <td>17.955072</td>\n",
       "      <td>1.667462e+07</td>\n",
       "      <td>38599.173942</td>\n",
       "      <td>3.254522e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>16.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>56.00000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>156.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>-7.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>105.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>134.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>815.000000</td>\n",
       "      <td>263.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>20.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>75.00000</td>\n",
       "      <td>227803.500000</td>\n",
       "      <td>176.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>259.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>271.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>325.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>291.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>260.000000</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>32.750000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>1641.000000</td>\n",
       "      <td>363.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>1.700000e+06</td>\n",
       "      <td>4000.000000</td>\n",
       "      <td>1.775000e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>23.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>79.00000</td>\n",
       "      <td>242356.000000</td>\n",
       "      <td>182.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>297.000000</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>311.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>357.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>326.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>295.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1798.000000</td>\n",
       "      <td>391.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>3.900000e+06</td>\n",
       "      <td>13000.000000</td>\n",
       "      <td>5.950000e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>26.000000</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>82.00000</td>\n",
       "      <td>256836.500000</td>\n",
       "      <td>186.250000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>332.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>350.000000</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>384.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>356.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>327.000000</td>\n",
       "      <td>73.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>73.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>209.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>1940.250000</td>\n",
       "      <td>417.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>1.250000e+07</td>\n",
       "      <td>36000.000000</td>\n",
       "      <td>2.160000e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>44.000000</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>95.00000</td>\n",
       "      <td>275248.000000</td>\n",
       "      <td>204.000000</td>\n",
       "      <td>102.000000</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>433.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>464.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>461.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>432.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>417.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>268.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>440.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>2324.000000</td>\n",
       "      <td>495.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>89.000000</td>\n",
       "      <td>1.905000e+08</td>\n",
       "      <td>450000.000000</td>\n",
       "      <td>3.667000e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Age  Overall rating   Potential             ID       Height  \\\n",
       "count  3120.000000     3120.000000  3120.00000    3120.000000  3120.000000   \n",
       "mean     23.446474       72.057372    78.57500  237356.609615   181.523077   \n",
       "std       4.410452        6.995825     5.57592   30596.456327     6.888763   \n",
       "min      16.000000       48.000000    56.00000      41.000000   156.000000   \n",
       "25%      20.000000       67.000000    75.00000  227803.500000   176.000000   \n",
       "50%      23.000000       72.000000    79.00000  242356.000000   182.000000   \n",
       "75%      26.000000       77.000000    82.00000  256836.500000   186.250000   \n",
       "max      44.000000       91.000000    95.00000  275248.000000   204.000000   \n",
       "\n",
       "            Weight  Best overall       Growth  Total attacking     Crossing  \\\n",
       "count  3120.000000   3120.000000  3120.000000      3120.000000  3120.000000   \n",
       "mean     74.886538     73.301603     6.517628       286.443269    57.263141   \n",
       "std       7.300051      6.810756     5.615699        70.223602    17.360787   \n",
       "min      52.000000     49.000000    -7.000000        48.000000     7.000000   \n",
       "25%      70.000000     68.000000     1.000000       259.000000    49.000000   \n",
       "50%      75.000000     74.000000     6.000000       297.000000    61.000000   \n",
       "75%      80.000000     78.000000    10.000000       332.000000    69.000000   \n",
       "max     102.000000     92.000000    26.000000       433.000000    94.000000   \n",
       "\n",
       "         Finishing  Heading accuracy  Short passing      Volleys  Total skill  \\\n",
       "count  3120.000000       3120.000000    3120.000000  3120.000000  3120.000000   \n",
       "mean     54.666667         57.004487      67.293269    50.215705   300.267949   \n",
       "std      19.904383         16.694585      12.549647    18.540441    73.498356   \n",
       "min       3.000000          5.000000      14.000000     0.000000    59.000000   \n",
       "25%      41.000000         48.000000      63.000000    37.000000   271.000000   \n",
       "50%      60.000000         59.000000      69.000000    52.000000   311.000000   \n",
       "75%      70.000000         69.000000      75.000000    65.000000   350.000000   \n",
       "max      95.000000         92.000000      93.000000    90.000000   464.000000   \n",
       "\n",
       "         Dribbling        Curve  FK Accuracy  Long passing  Ball control  \\\n",
       "count  3120.000000  3120.000000  3120.000000   3120.000000   3120.000000   \n",
       "mean     65.822436    56.443910    48.945513     61.203205     67.852885   \n",
       "std      17.085640    18.261997    17.639262     13.525310     14.848767   \n",
       "min       5.000000     0.000000     5.000000     15.000000      8.000000   \n",
       "25%      62.000000    46.000000    37.000000     54.000000     64.000000   \n",
       "50%      70.000000    59.000000    48.000000     63.000000     71.000000   \n",
       "75%      76.000000    70.000000    62.000000     70.000000     77.000000   \n",
       "max      95.000000    93.000000    94.000000     93.000000     94.000000   \n",
       "\n",
       "       Total movement  Acceleration  Sprint speed      Agility    Reactions  \\\n",
       "count     3120.000000   3120.000000   3120.000000  3120.000000  3120.000000   \n",
       "mean       348.609615     71.020192     71.066667    69.529167    68.758333   \n",
       "std         52.405589     13.495106     13.384804    14.268184     9.061115   \n",
       "min        105.000000     15.000000     14.000000     0.000000    34.000000   \n",
       "25%        325.000000     65.000000     65.000000    63.000000    63.000000   \n",
       "50%        357.000000     74.000000     74.000000    72.000000    69.000000   \n",
       "75%        384.000000     80.000000     80.000000    79.000000    75.000000   \n",
       "max        461.000000     97.000000     97.000000    95.000000    93.000000   \n",
       "\n",
       "           Balance  Total power   Shot power      Jumping      Stamina  \\\n",
       "count  3120.000000  3120.000000  3120.000000  3120.000000  3120.000000   \n",
       "mean     68.235256   320.679167    64.824359    66.209295    67.885577   \n",
       "std      14.455949    48.585783    12.760674    12.718754    14.413356   \n",
       "min       0.000000   134.000000    17.000000     0.000000    16.000000   \n",
       "25%      61.000000   291.000000    56.000000    58.000000    62.000000   \n",
       "50%      70.000000   326.000000    66.000000    67.000000    70.000000   \n",
       "75%      78.000000   356.000000    75.000000    75.000000    77.000000   \n",
       "max      95.000000   432.000000    94.000000    95.000000    94.000000   \n",
       "\n",
       "          Strength   Long shots  Total mentality   Aggression  Interceptions  \\\n",
       "count  3120.000000  3120.000000      3120.000000  3120.000000    3120.000000   \n",
       "mean     66.926603    54.833333       287.188462    61.032372      50.856090   \n",
       "std      12.618838    19.252256        61.684215    16.290208      21.914421   \n",
       "min      24.000000     4.000000        51.000000    12.000000       0.000000   \n",
       "25%      59.000000    43.000000       260.000000    51.000000      30.000000   \n",
       "50%      68.000000    59.000000       295.000000    64.000000      57.000000   \n",
       "75%      76.000000    69.000000       327.000000    73.000000      69.000000   \n",
       "max      96.000000    91.000000       417.000000    94.000000      95.000000   \n",
       "\n",
       "       Positioning       Vision    Penalties    Composure  Total defending  \\\n",
       "count  3120.000000  3120.000000  3120.000000  3120.000000      3120.000000   \n",
       "mean     59.173718    62.567949    53.558333    66.064423       152.963782   \n",
       "std      19.349040    13.327762    15.778661    12.633260        64.113895   \n",
       "min       0.000000     0.000000     8.000000     0.000000        23.000000   \n",
       "25%      52.000000    55.000000    44.000000    60.000000        95.000000   \n",
       "50%      64.000000    64.000000    55.000000    68.000000       170.000000   \n",
       "75%      73.000000    72.000000    65.000000    74.000000       209.000000   \n",
       "max      96.000000    94.000000    96.000000    96.000000       268.000000   \n",
       "\n",
       "           Marking  Standing tackle  Sliding tackle  Total goalkeeping  \\\n",
       "count  3120.000000      3120.000000     3120.000000        3120.000000   \n",
       "mean     50.906731        52.553846       49.503205          71.257372   \n",
       "std      20.978499        22.038636       22.026653          77.238787   \n",
       "min       5.000000         7.000000        0.000000          12.000000   \n",
       "25%      32.750000        33.000000       29.000000          47.000000   \n",
       "50%      56.000000        59.000000       55.000000          52.000000   \n",
       "75%      68.000000        72.000000       69.000000          57.000000   \n",
       "max      90.000000        92.000000       90.000000         440.000000   \n",
       "\n",
       "         GK Diving  GK Handling   GK Kicking  GK Positioning  GK Reflexes  \\\n",
       "count  3120.000000  3120.000000  3120.000000     3120.000000  3120.000000   \n",
       "mean     14.345833    14.139103    14.235256       14.235577    14.454487   \n",
       "std      15.966981    15.392437    15.176289       15.727764    16.361141   \n",
       "min       1.000000     2.000000     2.000000        2.000000     2.000000   \n",
       "25%       8.000000     8.000000     8.000000        8.000000     8.000000   \n",
       "50%      11.000000    10.000000    11.000000       10.000000    10.000000   \n",
       "75%      13.000000    13.000000    13.000000       13.000000    13.000000   \n",
       "max      90.000000    90.000000    91.000000       90.000000    90.000000   \n",
       "\n",
       "       Total stats   Base stats  International reputation  Pace / Diving  \\\n",
       "count  3120.000000  3120.000000               3120.000000    3120.000000   \n",
       "mean   1767.409615   389.414423                  1.338462      73.198397   \n",
       "std     254.736694    39.458434                  0.713221      10.039457   \n",
       "min     815.000000   263.000000                  1.000000      30.000000   \n",
       "25%    1641.000000   363.000000                  1.000000      67.000000   \n",
       "50%    1798.000000   391.000000                  1.000000      74.000000   \n",
       "75%    1940.250000   417.000000                  1.000000      80.000000   \n",
       "max    2324.000000   495.000000                  5.000000      97.000000   \n",
       "\n",
       "       Shooting / Handling  Passing / Kicking  Dribbling / Reflexes  \\\n",
       "count          3120.000000        3120.000000           3120.000000   \n",
       "mean             60.066667          64.576603             70.381410   \n",
       "std              14.290646           9.715275              8.973548   \n",
       "min              21.000000          30.000000             33.000000   \n",
       "25%              51.000000          58.000000             65.000000   \n",
       "50%              63.000000          65.000000             71.000000   \n",
       "75%              71.000000          71.000000             76.000000   \n",
       "max              92.000000          93.000000             94.000000   \n",
       "\n",
       "       Defending / Pace  new_values_series  new_wages_series  \\\n",
       "count       3120.000000       3.120000e+03       3120.000000   \n",
       "mean          53.598718       1.069590e+07      27562.900641   \n",
       "std           17.955072       1.667462e+07      38599.173942   \n",
       "min           15.000000       0.000000e+00          0.000000   \n",
       "25%           37.000000       1.700000e+06       4000.000000   \n",
       "50%           57.000000       3.900000e+06      13000.000000   \n",
       "75%           69.000000       1.250000e+07      36000.000000   \n",
       "max           89.000000       1.905000e+08     450000.000000   \n",
       "\n",
       "       new_release_clause_series  \n",
       "count               3.120000e+03  \n",
       "mean                1.896409e+07  \n",
       "std                 3.254522e+07  \n",
       "min                 0.000000e+00  \n",
       "25%                 1.775000e+06  \n",
       "50%                 5.950000e+06  \n",
       "75%                 2.160000e+07  \n",
       "max                 3.667000e+08  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bb4f5798",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Overall rating</th>\n",
       "      <th>Potential</th>\n",
       "      <th>ID</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>foot</th>\n",
       "      <th>Best overall</th>\n",
       "      <th>Best position</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Total attacking</th>\n",
       "      <th>Crossing</th>\n",
       "      <th>Finishing</th>\n",
       "      <th>Heading accuracy</th>\n",
       "      <th>Short passing</th>\n",
       "      <th>Volleys</th>\n",
       "      <th>Total skill</th>\n",
       "      <th>Dribbling</th>\n",
       "      <th>Curve</th>\n",
       "      <th>FK Accuracy</th>\n",
       "      <th>Long passing</th>\n",
       "      <th>Ball control</th>\n",
       "      <th>Total movement</th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Sprint speed</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Balance</th>\n",
       "      <th>Total power</th>\n",
       "      <th>Shot power</th>\n",
       "      <th>Jumping</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Long shots</th>\n",
       "      <th>Total mentality</th>\n",
       "      <th>Aggression</th>\n",
       "      <th>Interceptions</th>\n",
       "      <th>Positioning</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Penalties</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Total defending</th>\n",
       "      <th>Marking</th>\n",
       "      <th>Standing tackle</th>\n",
       "      <th>Sliding tackle</th>\n",
       "      <th>Total goalkeeping</th>\n",
       "      <th>GK Diving</th>\n",
       "      <th>GK Handling</th>\n",
       "      <th>GK Kicking</th>\n",
       "      <th>GK Positioning</th>\n",
       "      <th>GK Reflexes</th>\n",
       "      <th>Total stats</th>\n",
       "      <th>Base stats</th>\n",
       "      <th>International reputation</th>\n",
       "      <th>Pace / Diving</th>\n",
       "      <th>Shooting / Handling</th>\n",
       "      <th>Passing / Kicking</th>\n",
       "      <th>Dribbling / Reflexes</th>\n",
       "      <th>Defending / Pace</th>\n",
       "      <th>new_values_series</th>\n",
       "      <th>Team</th>\n",
       "      <th>new_wages_series</th>\n",
       "      <th>new_release_clause_series</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>K. Mbappé ST LW</td>\n",
       "      <td>23</td>\n",
       "      <td>91</td>\n",
       "      <td>95</td>\n",
       "      <td>231747</td>\n",
       "      <td>182</td>\n",
       "      <td>75</td>\n",
       "      <td>Right</td>\n",
       "      <td>92</td>\n",
       "      <td>ST</td>\n",
       "      <td>4</td>\n",
       "      <td>411</td>\n",
       "      <td>78</td>\n",
       "      <td>93</td>\n",
       "      <td>72</td>\n",
       "      <td>85</td>\n",
       "      <td>83</td>\n",
       "      <td>404</td>\n",
       "      <td>93</td>\n",
       "      <td>80</td>\n",
       "      <td>69</td>\n",
       "      <td>71</td>\n",
       "      <td>91</td>\n",
       "      <td>461</td>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>81</td>\n",
       "      <td>410</td>\n",
       "      <td>88</td>\n",
       "      <td>77</td>\n",
       "      <td>87</td>\n",
       "      <td>76</td>\n",
       "      <td>82</td>\n",
       "      <td>361</td>\n",
       "      <td>64</td>\n",
       "      <td>38</td>\n",
       "      <td>92</td>\n",
       "      <td>83</td>\n",
       "      <td>84</td>\n",
       "      <td>88</td>\n",
       "      <td>92</td>\n",
       "      <td>26</td>\n",
       "      <td>34</td>\n",
       "      <td>32</td>\n",
       "      <td>42</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>2181</td>\n",
       "      <td>470</td>\n",
       "      <td>4</td>\n",
       "      <td>97</td>\n",
       "      <td>89</td>\n",
       "      <td>80</td>\n",
       "      <td>92</td>\n",
       "      <td>36</td>\n",
       "      <td>190500000.0</td>\n",
       "      <td>Paris Saint Germain</td>\n",
       "      <td>230000.0</td>\n",
       "      <td>366700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>E. Haaland ST</td>\n",
       "      <td>21</td>\n",
       "      <td>90</td>\n",
       "      <td>94</td>\n",
       "      <td>239085</td>\n",
       "      <td>195</td>\n",
       "      <td>94</td>\n",
       "      <td>Left</td>\n",
       "      <td>92</td>\n",
       "      <td>ST</td>\n",
       "      <td>4</td>\n",
       "      <td>386</td>\n",
       "      <td>47</td>\n",
       "      <td>95</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>89</td>\n",
       "      <td>352</td>\n",
       "      <td>78</td>\n",
       "      <td>77</td>\n",
       "      <td>62</td>\n",
       "      <td>53</td>\n",
       "      <td>82</td>\n",
       "      <td>419</td>\n",
       "      <td>82</td>\n",
       "      <td>94</td>\n",
       "      <td>76</td>\n",
       "      <td>93</td>\n",
       "      <td>74</td>\n",
       "      <td>430</td>\n",
       "      <td>94</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "      <td>93</td>\n",
       "      <td>86</td>\n",
       "      <td>382</td>\n",
       "      <td>87</td>\n",
       "      <td>42</td>\n",
       "      <td>95</td>\n",
       "      <td>74</td>\n",
       "      <td>84</td>\n",
       "      <td>87</td>\n",
       "      <td>123</td>\n",
       "      <td>41</td>\n",
       "      <td>53</td>\n",
       "      <td>29</td>\n",
       "      <td>52</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>2144</td>\n",
       "      <td>462</td>\n",
       "      <td>4</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>48</td>\n",
       "      <td>176500000.0</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>240000.0</td>\n",
       "      <td>339800000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>E. Haaland ST</td>\n",
       "      <td>21</td>\n",
       "      <td>90</td>\n",
       "      <td>94</td>\n",
       "      <td>239085</td>\n",
       "      <td>195</td>\n",
       "      <td>94</td>\n",
       "      <td>Left</td>\n",
       "      <td>92</td>\n",
       "      <td>ST</td>\n",
       "      <td>4</td>\n",
       "      <td>386</td>\n",
       "      <td>47</td>\n",
       "      <td>95</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>89</td>\n",
       "      <td>352</td>\n",
       "      <td>78</td>\n",
       "      <td>77</td>\n",
       "      <td>62</td>\n",
       "      <td>53</td>\n",
       "      <td>82</td>\n",
       "      <td>419</td>\n",
       "      <td>82</td>\n",
       "      <td>94</td>\n",
       "      <td>76</td>\n",
       "      <td>93</td>\n",
       "      <td>74</td>\n",
       "      <td>430</td>\n",
       "      <td>94</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "      <td>93</td>\n",
       "      <td>86</td>\n",
       "      <td>382</td>\n",
       "      <td>87</td>\n",
       "      <td>42</td>\n",
       "      <td>95</td>\n",
       "      <td>74</td>\n",
       "      <td>84</td>\n",
       "      <td>87</td>\n",
       "      <td>123</td>\n",
       "      <td>41</td>\n",
       "      <td>53</td>\n",
       "      <td>29</td>\n",
       "      <td>52</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>2144</td>\n",
       "      <td>462</td>\n",
       "      <td>4</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>48</td>\n",
       "      <td>176500000.0</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>240000.0</td>\n",
       "      <td>339800000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>F. de Jong CM</td>\n",
       "      <td>25</td>\n",
       "      <td>87</td>\n",
       "      <td>92</td>\n",
       "      <td>228702</td>\n",
       "      <td>180</td>\n",
       "      <td>74</td>\n",
       "      <td>Right</td>\n",
       "      <td>89</td>\n",
       "      <td>CM</td>\n",
       "      <td>5</td>\n",
       "      <td>383</td>\n",
       "      <td>78</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>91</td>\n",
       "      <td>70</td>\n",
       "      <td>413</td>\n",
       "      <td>87</td>\n",
       "      <td>84</td>\n",
       "      <td>64</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>417</td>\n",
       "      <td>80</td>\n",
       "      <td>83</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>79</td>\n",
       "      <td>373</td>\n",
       "      <td>68</td>\n",
       "      <td>76</td>\n",
       "      <td>89</td>\n",
       "      <td>74</td>\n",
       "      <td>66</td>\n",
       "      <td>374</td>\n",
       "      <td>74</td>\n",
       "      <td>82</td>\n",
       "      <td>77</td>\n",
       "      <td>88</td>\n",
       "      <td>53</td>\n",
       "      <td>90</td>\n",
       "      <td>229</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>77</td>\n",
       "      <td>49</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>2238</td>\n",
       "      <td>479</td>\n",
       "      <td>3</td>\n",
       "      <td>82</td>\n",
       "      <td>69</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>77</td>\n",
       "      <td>116500000.0</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>230000.0</td>\n",
       "      <td>247600000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Vinícius Jr. LW</td>\n",
       "      <td>21</td>\n",
       "      <td>86</td>\n",
       "      <td>92</td>\n",
       "      <td>238794</td>\n",
       "      <td>176</td>\n",
       "      <td>73</td>\n",
       "      <td>Right</td>\n",
       "      <td>86</td>\n",
       "      <td>LW</td>\n",
       "      <td>6</td>\n",
       "      <td>353</td>\n",
       "      <td>72</td>\n",
       "      <td>84</td>\n",
       "      <td>50</td>\n",
       "      <td>75</td>\n",
       "      <td>72</td>\n",
       "      <td>393</td>\n",
       "      <td>92</td>\n",
       "      <td>77</td>\n",
       "      <td>62</td>\n",
       "      <td>73</td>\n",
       "      <td>89</td>\n",
       "      <td>449</td>\n",
       "      <td>95</td>\n",
       "      <td>95</td>\n",
       "      <td>94</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>375</td>\n",
       "      <td>76</td>\n",
       "      <td>75</td>\n",
       "      <td>84</td>\n",
       "      <td>64</td>\n",
       "      <td>76</td>\n",
       "      <td>306</td>\n",
       "      <td>58</td>\n",
       "      <td>26</td>\n",
       "      <td>82</td>\n",
       "      <td>75</td>\n",
       "      <td>65</td>\n",
       "      <td>79</td>\n",
       "      <td>75</td>\n",
       "      <td>32</td>\n",
       "      <td>25</td>\n",
       "      <td>18</td>\n",
       "      <td>36</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>1987</td>\n",
       "      <td>435</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>79</td>\n",
       "      <td>74</td>\n",
       "      <td>90</td>\n",
       "      <td>29</td>\n",
       "      <td>109000000.0</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>200000.0</td>\n",
       "      <td>245300000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                name  Age  Overall rating  Potential      ID  Height  Weight  \\\n",
       "121  K. Mbappé ST LW   23              91         95  231747     182      75   \n",
       "30     E. Haaland ST   21              90         94  239085     195      94   \n",
       "92     E. Haaland ST   21              90         94  239085     195      94   \n",
       "213    F. de Jong CM   25              87         92  228702     180      74   \n",
       "12   Vinícius Jr. LW   21              86         92  238794     176      73   \n",
       "\n",
       "      foot  Best overall Best position  Growth  Total attacking  Crossing  \\\n",
       "121  Right            92            ST       4              411        78   \n",
       "30    Left            92            ST       4              386        47   \n",
       "92    Left            92            ST       4              386        47   \n",
       "213  Right            89            CM       5              383        78   \n",
       "12   Right            86            LW       6              353        72   \n",
       "\n",
       "     Finishing  Heading accuracy  Short passing  Volleys  Total skill  \\\n",
       "121         93                72             85       83          404   \n",
       "30          95                80             75       89          352   \n",
       "92          95                80             75       89          352   \n",
       "213         72                72             91       70          413   \n",
       "12          84                50             75       72          393   \n",
       "\n",
       "     Dribbling  Curve  FK Accuracy  Long passing  Ball control  \\\n",
       "121         93     80           69            71            91   \n",
       "30          78     77           62            53            82   \n",
       "92          78     77           62            53            82   \n",
       "213         87     84           64            89            89   \n",
       "12          92     77           62            73            89   \n",
       "\n",
       "     Total movement  Acceleration  Sprint speed  Agility  Reactions  Balance  \\\n",
       "121             461            97            97       93         93       81   \n",
       "30              419            82            94       76         93       74   \n",
       "92              419            82            94       76         93       74   \n",
       "213             417            80            83       87         88       79   \n",
       "12              449            95            95       94         82       83   \n",
       "\n",
       "     Total power  Shot power  Jumping  Stamina  Strength  Long shots  \\\n",
       "121          410          88       77       87        76          82   \n",
       "30           430          94       78       79        93          86   \n",
       "92           430          94       78       79        93          86   \n",
       "213          373          68       76       89        74          66   \n",
       "12           375          76       75       84        64          76   \n",
       "\n",
       "     Total mentality  Aggression  Interceptions  Positioning  Vision  \\\n",
       "121              361          64             38           92      83   \n",
       "30               382          87             42           95      74   \n",
       "92               382          87             42           95      74   \n",
       "213              374          74             82           77      88   \n",
       "12               306          58             26           82      75   \n",
       "\n",
       "     Penalties  Composure  Total defending  Marking  Standing tackle  \\\n",
       "121         84         88               92       26               34   \n",
       "30          84         87              123       41               53   \n",
       "92          84         87              123       41               53   \n",
       "213         53         90              229       76               76   \n",
       "12          65         79               75       32               25   \n",
       "\n",
       "     Sliding tackle  Total goalkeeping  GK Diving  GK Handling  GK Kicking  \\\n",
       "121              32                 42         13            5           7   \n",
       "30               29                 52          7           14          13   \n",
       "92               29                 52          7           14          13   \n",
       "213              77                 49          7           13          10   \n",
       "12               18                 36          5            7           7   \n",
       "\n",
       "     GK Positioning  GK Reflexes  Total stats  Base stats  \\\n",
       "121              11            6         2181         470   \n",
       "30               11            7         2144         462   \n",
       "92               11            7         2144         462   \n",
       "213              10            9         2238         479   \n",
       "12                7           10         1987         435   \n",
       "\n",
       "     International reputation  Pace / Diving  Shooting / Handling  \\\n",
       "121                         4             97                   89   \n",
       "30                          4             89                   92   \n",
       "92                          4             89                   92   \n",
       "213                         3             82                   69   \n",
       "12                          2             95                   79   \n",
       "\n",
       "     Passing / Kicking  Dribbling / Reflexes  Defending / Pace  \\\n",
       "121                 80                    92                36   \n",
       "30                  65                    80                48   \n",
       "92                  65                    80                48   \n",
       "213                 86                    87                77   \n",
       "12                  74                    90                29   \n",
       "\n",
       "     new_values_series                 Team  new_wages_series  \\\n",
       "121        190500000.0  Paris Saint Germain          230000.0   \n",
       "30         176500000.0      Manchester City          240000.0   \n",
       "92         176500000.0      Manchester City          240000.0   \n",
       "213        116500000.0         FC Barcelona          230000.0   \n",
       "12         109000000.0          Real Madrid          200000.0   \n",
       "\n",
       "     new_release_clause_series  \n",
       "121                366700000.0  \n",
       "30                 339800000.0  \n",
       "92                 339800000.0  \n",
       "213                247600000.0  \n",
       "12                 245300000.0  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.nlargest(5,columns=\"new_values_series\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e722af0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "duplicates = df[df.duplicated()]\n",
    "df = df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d698b7e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Overall rating</th>\n",
       "      <th>Potential</th>\n",
       "      <th>ID</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>foot</th>\n",
       "      <th>Best overall</th>\n",
       "      <th>Best position</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Total attacking</th>\n",
       "      <th>Crossing</th>\n",
       "      <th>Finishing</th>\n",
       "      <th>Heading accuracy</th>\n",
       "      <th>Short passing</th>\n",
       "      <th>Volleys</th>\n",
       "      <th>Total skill</th>\n",
       "      <th>Dribbling</th>\n",
       "      <th>Curve</th>\n",
       "      <th>FK Accuracy</th>\n",
       "      <th>Long passing</th>\n",
       "      <th>Ball control</th>\n",
       "      <th>Total movement</th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Sprint speed</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Balance</th>\n",
       "      <th>Total power</th>\n",
       "      <th>Shot power</th>\n",
       "      <th>Jumping</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Long shots</th>\n",
       "      <th>Total mentality</th>\n",
       "      <th>Aggression</th>\n",
       "      <th>Interceptions</th>\n",
       "      <th>Positioning</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Penalties</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Total defending</th>\n",
       "      <th>Marking</th>\n",
       "      <th>Standing tackle</th>\n",
       "      <th>Sliding tackle</th>\n",
       "      <th>Total goalkeeping</th>\n",
       "      <th>GK Diving</th>\n",
       "      <th>GK Handling</th>\n",
       "      <th>GK Kicking</th>\n",
       "      <th>GK Positioning</th>\n",
       "      <th>GK Reflexes</th>\n",
       "      <th>Total stats</th>\n",
       "      <th>Base stats</th>\n",
       "      <th>International reputation</th>\n",
       "      <th>Pace / Diving</th>\n",
       "      <th>Shooting / Handling</th>\n",
       "      <th>Passing / Kicking</th>\n",
       "      <th>Dribbling / Reflexes</th>\n",
       "      <th>Defending / Pace</th>\n",
       "      <th>new_values_series</th>\n",
       "      <th>Team</th>\n",
       "      <th>new_wages_series</th>\n",
       "      <th>new_release_clause_series</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>K. Mbappé ST LW</td>\n",
       "      <td>23</td>\n",
       "      <td>91</td>\n",
       "      <td>95</td>\n",
       "      <td>231747</td>\n",
       "      <td>182</td>\n",
       "      <td>75</td>\n",
       "      <td>Right</td>\n",
       "      <td>92</td>\n",
       "      <td>ST</td>\n",
       "      <td>4</td>\n",
       "      <td>411</td>\n",
       "      <td>78</td>\n",
       "      <td>93</td>\n",
       "      <td>72</td>\n",
       "      <td>85</td>\n",
       "      <td>83</td>\n",
       "      <td>404</td>\n",
       "      <td>93</td>\n",
       "      <td>80</td>\n",
       "      <td>69</td>\n",
       "      <td>71</td>\n",
       "      <td>91</td>\n",
       "      <td>461</td>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>81</td>\n",
       "      <td>410</td>\n",
       "      <td>88</td>\n",
       "      <td>77</td>\n",
       "      <td>87</td>\n",
       "      <td>76</td>\n",
       "      <td>82</td>\n",
       "      <td>361</td>\n",
       "      <td>64</td>\n",
       "      <td>38</td>\n",
       "      <td>92</td>\n",
       "      <td>83</td>\n",
       "      <td>84</td>\n",
       "      <td>88</td>\n",
       "      <td>92</td>\n",
       "      <td>26</td>\n",
       "      <td>34</td>\n",
       "      <td>32</td>\n",
       "      <td>42</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>2181</td>\n",
       "      <td>470</td>\n",
       "      <td>4</td>\n",
       "      <td>97</td>\n",
       "      <td>89</td>\n",
       "      <td>80</td>\n",
       "      <td>92</td>\n",
       "      <td>36</td>\n",
       "      <td>190500000.0</td>\n",
       "      <td>Paris Saint Germain</td>\n",
       "      <td>230000.0</td>\n",
       "      <td>366700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>E. Haaland ST</td>\n",
       "      <td>21</td>\n",
       "      <td>90</td>\n",
       "      <td>94</td>\n",
       "      <td>239085</td>\n",
       "      <td>195</td>\n",
       "      <td>94</td>\n",
       "      <td>Left</td>\n",
       "      <td>92</td>\n",
       "      <td>ST</td>\n",
       "      <td>4</td>\n",
       "      <td>386</td>\n",
       "      <td>47</td>\n",
       "      <td>95</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>89</td>\n",
       "      <td>352</td>\n",
       "      <td>78</td>\n",
       "      <td>77</td>\n",
       "      <td>62</td>\n",
       "      <td>53</td>\n",
       "      <td>82</td>\n",
       "      <td>419</td>\n",
       "      <td>82</td>\n",
       "      <td>94</td>\n",
       "      <td>76</td>\n",
       "      <td>93</td>\n",
       "      <td>74</td>\n",
       "      <td>430</td>\n",
       "      <td>94</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "      <td>93</td>\n",
       "      <td>86</td>\n",
       "      <td>382</td>\n",
       "      <td>87</td>\n",
       "      <td>42</td>\n",
       "      <td>95</td>\n",
       "      <td>74</td>\n",
       "      <td>84</td>\n",
       "      <td>87</td>\n",
       "      <td>123</td>\n",
       "      <td>41</td>\n",
       "      <td>53</td>\n",
       "      <td>29</td>\n",
       "      <td>52</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>2144</td>\n",
       "      <td>462</td>\n",
       "      <td>4</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>48</td>\n",
       "      <td>176500000.0</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>240000.0</td>\n",
       "      <td>339800000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>F. de Jong CM</td>\n",
       "      <td>25</td>\n",
       "      <td>87</td>\n",
       "      <td>92</td>\n",
       "      <td>228702</td>\n",
       "      <td>180</td>\n",
       "      <td>74</td>\n",
       "      <td>Right</td>\n",
       "      <td>89</td>\n",
       "      <td>CM</td>\n",
       "      <td>5</td>\n",
       "      <td>383</td>\n",
       "      <td>78</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>91</td>\n",
       "      <td>70</td>\n",
       "      <td>413</td>\n",
       "      <td>87</td>\n",
       "      <td>84</td>\n",
       "      <td>64</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>417</td>\n",
       "      <td>80</td>\n",
       "      <td>83</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>79</td>\n",
       "      <td>373</td>\n",
       "      <td>68</td>\n",
       "      <td>76</td>\n",
       "      <td>89</td>\n",
       "      <td>74</td>\n",
       "      <td>66</td>\n",
       "      <td>374</td>\n",
       "      <td>74</td>\n",
       "      <td>82</td>\n",
       "      <td>77</td>\n",
       "      <td>88</td>\n",
       "      <td>53</td>\n",
       "      <td>90</td>\n",
       "      <td>229</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>77</td>\n",
       "      <td>49</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>2238</td>\n",
       "      <td>479</td>\n",
       "      <td>3</td>\n",
       "      <td>82</td>\n",
       "      <td>69</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>77</td>\n",
       "      <td>116500000.0</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>230000.0</td>\n",
       "      <td>247600000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Vinícius Jr. LW</td>\n",
       "      <td>21</td>\n",
       "      <td>86</td>\n",
       "      <td>92</td>\n",
       "      <td>238794</td>\n",
       "      <td>176</td>\n",
       "      <td>73</td>\n",
       "      <td>Right</td>\n",
       "      <td>86</td>\n",
       "      <td>LW</td>\n",
       "      <td>6</td>\n",
       "      <td>353</td>\n",
       "      <td>72</td>\n",
       "      <td>84</td>\n",
       "      <td>50</td>\n",
       "      <td>75</td>\n",
       "      <td>72</td>\n",
       "      <td>393</td>\n",
       "      <td>92</td>\n",
       "      <td>77</td>\n",
       "      <td>62</td>\n",
       "      <td>73</td>\n",
       "      <td>89</td>\n",
       "      <td>449</td>\n",
       "      <td>95</td>\n",
       "      <td>95</td>\n",
       "      <td>94</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>375</td>\n",
       "      <td>76</td>\n",
       "      <td>75</td>\n",
       "      <td>84</td>\n",
       "      <td>64</td>\n",
       "      <td>76</td>\n",
       "      <td>306</td>\n",
       "      <td>58</td>\n",
       "      <td>26</td>\n",
       "      <td>82</td>\n",
       "      <td>75</td>\n",
       "      <td>65</td>\n",
       "      <td>79</td>\n",
       "      <td>75</td>\n",
       "      <td>32</td>\n",
       "      <td>25</td>\n",
       "      <td>18</td>\n",
       "      <td>36</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>1987</td>\n",
       "      <td>435</td>\n",
       "      <td>2</td>\n",
       "      <td>95</td>\n",
       "      <td>79</td>\n",
       "      <td>74</td>\n",
       "      <td>90</td>\n",
       "      <td>29</td>\n",
       "      <td>109000000.0</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>200000.0</td>\n",
       "      <td>245300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>K. De Bruyne CM CAM</td>\n",
       "      <td>31</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>192985</td>\n",
       "      <td>181</td>\n",
       "      <td>75</td>\n",
       "      <td>Right</td>\n",
       "      <td>91</td>\n",
       "      <td>CM</td>\n",
       "      <td>0</td>\n",
       "      <td>410</td>\n",
       "      <td>94</td>\n",
       "      <td>85</td>\n",
       "      <td>55</td>\n",
       "      <td>93</td>\n",
       "      <td>83</td>\n",
       "      <td>441</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>83</td>\n",
       "      <td>93</td>\n",
       "      <td>90</td>\n",
       "      <td>393</td>\n",
       "      <td>75</td>\n",
       "      <td>73</td>\n",
       "      <td>76</td>\n",
       "      <td>91</td>\n",
       "      <td>78</td>\n",
       "      <td>409</td>\n",
       "      <td>92</td>\n",
       "      <td>63</td>\n",
       "      <td>89</td>\n",
       "      <td>74</td>\n",
       "      <td>91</td>\n",
       "      <td>405</td>\n",
       "      <td>75</td>\n",
       "      <td>65</td>\n",
       "      <td>88</td>\n",
       "      <td>94</td>\n",
       "      <td>83</td>\n",
       "      <td>88</td>\n",
       "      <td>185</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>53</td>\n",
       "      <td>56</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>2299</td>\n",
       "      <td>481</td>\n",
       "      <td>4</td>\n",
       "      <td>74</td>\n",
       "      <td>88</td>\n",
       "      <td>93</td>\n",
       "      <td>86</td>\n",
       "      <td>63</td>\n",
       "      <td>107500000.0</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>350000.0</td>\n",
       "      <td>198900000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    name  Age  Overall rating  Potential      ID  Height  \\\n",
       "121      K. Mbappé ST LW   23              91         95  231747     182   \n",
       "30         E. Haaland ST   21              90         94  239085     195   \n",
       "213        F. de Jong CM   25              87         92  228702     180   \n",
       "12       Vinícius Jr. LW   21              86         92  238794     176   \n",
       "180  K. De Bruyne CM CAM   31              91         91  192985     181   \n",
       "\n",
       "     Weight   foot  Best overall Best position  Growth  Total attacking  \\\n",
       "121      75  Right            92            ST       4              411   \n",
       "30       94   Left            92            ST       4              386   \n",
       "213      74  Right            89            CM       5              383   \n",
       "12       73  Right            86            LW       6              353   \n",
       "180      75  Right            91            CM       0              410   \n",
       "\n",
       "     Crossing  Finishing  Heading accuracy  Short passing  Volleys  \\\n",
       "121        78         93                72             85       83   \n",
       "30         47         95                80             75       89   \n",
       "213        78         72                72             91       70   \n",
       "12         72         84                50             75       72   \n",
       "180        94         85                55             93       83   \n",
       "\n",
       "     Total skill  Dribbling  Curve  FK Accuracy  Long passing  Ball control  \\\n",
       "121          404         93     80           69            71            91   \n",
       "30           352         78     77           62            53            82   \n",
       "213          413         87     84           64            89            89   \n",
       "12           393         92     77           62            73            89   \n",
       "180          441         86     89           83            93            90   \n",
       "\n",
       "     Total movement  Acceleration  Sprint speed  Agility  Reactions  Balance  \\\n",
       "121             461            97            97       93         93       81   \n",
       "30              419            82            94       76         93       74   \n",
       "213             417            80            83       87         88       79   \n",
       "12              449            95            95       94         82       83   \n",
       "180             393            75            73       76         91       78   \n",
       "\n",
       "     Total power  Shot power  Jumping  Stamina  Strength  Long shots  \\\n",
       "121          410          88       77       87        76          82   \n",
       "30           430          94       78       79        93          86   \n",
       "213          373          68       76       89        74          66   \n",
       "12           375          76       75       84        64          76   \n",
       "180          409          92       63       89        74          91   \n",
       "\n",
       "     Total mentality  Aggression  Interceptions  Positioning  Vision  \\\n",
       "121              361          64             38           92      83   \n",
       "30               382          87             42           95      74   \n",
       "213              374          74             82           77      88   \n",
       "12               306          58             26           82      75   \n",
       "180              405          75             65           88      94   \n",
       "\n",
       "     Penalties  Composure  Total defending  Marking  Standing tackle  \\\n",
       "121         84         88               92       26               34   \n",
       "30          84         87              123       41               53   \n",
       "213         53         90              229       76               76   \n",
       "12          65         79               75       32               25   \n",
       "180         83         88              185       66               66   \n",
       "\n",
       "     Sliding tackle  Total goalkeeping  GK Diving  GK Handling  GK Kicking  \\\n",
       "121              32                 42         13            5           7   \n",
       "30               29                 52          7           14          13   \n",
       "213              77                 49          7           13          10   \n",
       "12               18                 36          5            7           7   \n",
       "180              53                 56         15           13           5   \n",
       "\n",
       "     GK Positioning  GK Reflexes  Total stats  Base stats  \\\n",
       "121              11            6         2181         470   \n",
       "30               11            7         2144         462   \n",
       "213              10            9         2238         479   \n",
       "12                7           10         1987         435   \n",
       "180              10           13         2299         481   \n",
       "\n",
       "     International reputation  Pace / Diving  Shooting / Handling  \\\n",
       "121                         4             97                   89   \n",
       "30                          4             89                   92   \n",
       "213                         3             82                   69   \n",
       "12                          2             95                   79   \n",
       "180                         4             74                   88   \n",
       "\n",
       "     Passing / Kicking  Dribbling / Reflexes  Defending / Pace  \\\n",
       "121                 80                    92                36   \n",
       "30                  65                    80                48   \n",
       "213                 86                    87                77   \n",
       "12                  74                    90                29   \n",
       "180                 93                    86                63   \n",
       "\n",
       "     new_values_series                 Team  new_wages_series  \\\n",
       "121        190500000.0  Paris Saint Germain          230000.0   \n",
       "30         176500000.0      Manchester City          240000.0   \n",
       "213        116500000.0         FC Barcelona          230000.0   \n",
       "12         109000000.0          Real Madrid          200000.0   \n",
       "180        107500000.0      Manchester City          350000.0   \n",
       "\n",
       "     new_release_clause_series  \n",
       "121                366700000.0  \n",
       "30                 339800000.0  \n",
       "213                247600000.0  \n",
       "12                 245300000.0  \n",
       "180                198900000.0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.nlargest(5,columns=\"new_values_series\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0a17b145",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.boxenplot(y='new_values_series', data=df, width=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1747f3c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ulas3\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = df.new_values_series\n",
    "sns.set(style=\"whitegrid\")\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.distplot(x).set_title('Frequency Distribution Plot of Player Actual Values')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "890d85e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "sns.regplot(x=\"Overall rating\",y=\"new_values_series\",data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "478b6975",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "loc=df['Best position'].value_counts()\n",
    "loc.plot(kind='pie' ,autopct='%.1f',fontsize=10,subplots=True)\n",
    "plt.title(\"Player's Positions Distribution\")\n",
    "plt.ylabel(\"\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ce38f91b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x2000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVwAAAFcCAYAAACEFgYsAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAzdUlEQVR4nO3de1wU9f4/8NeyC3ILEBUv4d1+gKEH1AKEI+gxcQUC9Xg5p7yUUqZmpmmal1IsNS9pmSZ2MS1LLRLtKHQxT4AKAiJpZOYVFBHTTEjY2/z+8OseV4QF3Z2ZXV7Px6PHw92ZnX076csPn5n5vBWCIAggIiKrc5C6ACKixoKBS0QkEgYuEZFIGLhERCJh4BIRicSuA1cQBFRXV4M3YhCRHNh14Go0Ghw9ehQajUbqUurl2LFjUpdQL7ZSJ2A7tbJOy5NjrXYduLamqqpK6hLqxVbqBGynVtZpeXKslYErIz179pS6hHrp1vVhqUsgskkqqQsQw5VPdkCl0Updht1o8dyTUpdAZJM4wiUiEgkDl4hIJLKYUqioqMCKFStw6NAhKJVKeHh4YNasWaioqMCECRPQrl07CIIArVaLkSNHYsyYMVKXTETUYJIHrsFgQGJiIkJCQrBjxw6oVCocPHgQiYmJePXVVxEYGIjNmzcDuBnMMTExCA8PR5cuXSSunIioYSSfUsjOzkZpaSmmTJkClepm/oeGhmLx4sXQ6/Um+1ZXV0OpVOKBBx6QolQiovsi+Qj3559/hr+/PxwcTLM/MjIS2dnZOHr0KOLj42EwGHDu3Dmo1Wr4+PhIVK19yi8txvZjh3FDV787OZQHvqn3sV1dXTF27FiEhobea3lEdkPywHVwcECTJk1q3X7nlML48eORnJyMZ599VqwS7d6u40dx+o/f6/+Bij8bdPxt27YxcIkgg8ANDAzEli1bIAgCFAqF8f2VK1eid+/eJvu6u7tDrVZj//79Ypdp1+L8AlGl09Z/hOtZ/ykdV1dXDB8+/F5LI7Irkgdur1690KxZM6xZswYTJ06EUqlERkYGUlJS4O/vb7KvXq9HTk4OunbtKlG19qlH67bo0bptvffngw9E90bywFUoFFi7di0WL16M2NhYqFQqNG3aFMnJybh+/bpxDlehUECn08HPzw+JiYlSl01E1GCSBy4AeHt7Y9myZXfddvjwYZGrISKyDslvCyMiaiwYuEREImHgEhGJRBZzuNbm/WRCnff6UsNoblTBycVZ6jKIbA5HuDKSl5cndQn18tPP8mtdQmQLGLhERCJh4BIRiYSBKyO20tPs9jqFej4OTESN5KJZ2eZFUFVXSl2GXWozaaXUJRDZDI5wiYhEwsAlIhKJ5IGr0+mwbt06qNVqDBo0CNHR0XjvvfcgCAJmzZqFlJQU4745OTmIiIiwmduniIhuJ/kc7oIFC3D58mVs3boVHh4eqKiowKRJk2q00cnNzcVLL72ENWvWICgoSJpiiYjug6SBe/HiRezcuRM//vgjPDw8ANxcZHz+/Pn47bffjPvl5+djxowZePfdd9GtWzepyiUiui+SBm5hYSE6d+4MT09Pk/c7d+6Mzp0744cffsCRI0fw+uuvo3///gzbe1BQ+ie+LLqIKp3e/M73QJk92irHZS80skeSTync3lYnLS0N69atg8FggJOTEx566CGkpaXh3XffxcyZM/H999/jH//4h4TV2p7/nLiEM3/csN4XVJy32qHZC43sjaSBGxgYiJMnT6KiogLu7u4YOHAgBg4ciJKSEowefXPkNG3aNISGhuKNN97ASy+9hMDAQLRs2VLKsm1KzEM+qNJZcYTr2cIqx2UvNLJHkgZumzZt8Pjjj+Pll1/G4sWL4eHhAZ1Oh3379hnbpjs6OgIAIiIiEBMTg5deegkff/xxjbbqdHdBrT0Q1NrDasfngw9E9Sd5ar322mvo0aMHRo8ejbi4OAwYMADHjh3Dhg0bauw7Y8YMXL58GevXr5egUiKi+yP5HK6DgwPGjRuHcePG1di2ZMkSk9fOzs7Ys2ePWKUREVmU5CNcIqLGgoFLRCQSBi4RkUgkn8MVQ8tRc9nTzEoEnRYKlaPUZRDZBI5wZcRWFuW5vU6GLVH9MXCJiETCwCUiEgkDV0ZssaeZpRh0Gosfk0huGsVFs/zPxgGaP6Qug+oQ9szXUpdAZHUc4RIRiYSBS0QkEqsGbkVFBRYsWIDY2FjEx8dj1KhROHbsGEpKShAYGIj4+HjEx8cjOjoas2fPxuXLlwEAJSUl8PPzw/z5802OV1RUBD8/P5M+Z0REtsJqgWswGJCYmAhPT0/s2LEDqampmDRpEhITE/HHH3/Ax8cHqampSE1NRVpaGpo3b44pU6YYP+/l5YWMjAzo9f9bx3X37t3w9va2VslERFZltcDNzs5GaWkppkyZApXq5rW50NBQLF68GAaDwWRfhUKB559/HidOnMAvv/wCAHBzc0NAQAAOHTpk3C8rKwu9e/e2VslERFZltbsUfv75Z/j7+9dYKDwyMhIlJSU19ndyckL79u1x6tQpdO/eHQCgVquRnp6O0NBQFBYWws/PD4IgWKtkqqfjF/T4/qgW1VrLHXNdpnV6owHAxIkT2aqHZMFqgevg4NDg9QsUCgWcnZ2Nr/v164dVq1bBYDBgz549UKvV2L17t6VLpQbK+EWHC1ct/A8fe6NRI2C1wA0MDMSWLVsgCIJJo8iVK1eiffv2NfbXaDQ4ffo0unTpYnzPzc0N/v7+yMvLw8GDBzF9+nQGrgz83V8Fjc6yI1xnzzaWO9gd2BuN5MJqgdurVy80a9YMa9aswcSJE6FUKpGRkYGUlBS8++67JvsaDAa88847+Nvf/oZ27dqZTDmo1WqsWLECgYGBxrlgkpZfGyX82igtesywZzZZ9Hi35OXl2cwTfGT/rJZgCoUCa9euxeLFixEbGwuVSoWmTZsiOTkZHh4euHTpEuLj4wHcDNyAgACsXFmzIWHfvn0xZ84cvPDCC9YqlYhIFFYdMnp7e2PZsmV33Xb06NFaP+fr64u9e/cCuDmtcOTIEeO2O/ucERHZCj5pRkQkEgYuEZFIGLhERCJpFJf9e/zrA/Y0kzmDTgMHlZPUZRBZFUe4MmKLPc0shWFLjQEDl4hIJAxcIiKRMHBlxFaeiLKVOoGG16pnbzWyokZx0WzP9jHQaf+QugyyAf98Kk3qEsiOcYRLRCQSBi4RkUgkDdy6ep6xpxkR2RvJAtdczzP2NCMieyNZ4JrrecaeZkRkbyS7S6E+Pc/Y04xud7bEgJxCPbQW7DRxp50/WK+32i2urq4YO3Ys2/40QpIFbn16nrGnGd2u4GcDLl+x7ndcu2693mq3Y5+1xkmywK1PzzP2NKPbBXV1gEZn3RGuu8eD1jv4/3F1dWWftUZKssCtb88z9jSjW9r7OqC9r3UvO/zzKev0ViMCJLxodqvn2blz5xAbG4u4uDhs2LABycnJaNasmXG/vn37oqioCIMGDZKqVCIii5B0yFhXzzP2NCMie8MnzYiIRMLAJSISCQOXiEgkjeKyv3rYx+xpRvWi12mgZLsfshKOcGWkMfc0s5aG1sqwJWti4BIRiYSBS0QkEgaujNhKr7A769Tp2QeMqD4axUWzjamjUc2eZlYz5Yl0qUsgsgkc4RIRiYSBS0QkEqsHbm19y2759ddf4efnh/R00x9LR40ahZ49e0KjMZ0fvHUMIiJbY9XAratv2dWrVwEAX375JQYOHIitW7fW+Ly7uzsyMzONr0+dOoVLly5Zs2QiIquxauCa61um1Wqxa9cuTJ06FceOHcO5c+dMPj9gwACTke/u3bsRHR1tzZKJiKzGqncp1NW3DAC+++47tGnTBh07dkT//v2xdetWzJgxw7hfnz59MH/+fGi1Wjg6OmLfvn14/vnncfLkSWuW3ahdLDbgl3wDdA3oqpCbXv8+YOznRY2ZVQPXXN+yL7/8ErGxsQCAQYMG4aWXXsILL7wAJ6ebj1c6OTmhZ8+e2L9/P1q3bo22bdvC2dnZmiU3er/9ZMC13xv2mco/G9YHjP28qLGyauDW1bfM398fGRkZOHbsGDZt2gRBEPDnn3/i22+/RUxMjHHfgQMHIj09HS1btmTXBxF06eYAnbZhI1yvB+rfB4z9vKgxs2rg1tW3bPTo0QgNDcX7779v3P+dd97B559/bhK4ffr0weLFi+Hl5YUJEyagoKDAmiU3eq3aOqBV24ZN7U95gn3AiOrDqhfN6upbtmvXLvz73/822f+JJ55AYWGhyRytk5MTevTogU6dOnGJRSKyaVZ/tLe2vmW7du266763+pdt3rzZ+P7tnw8JCUFISIgVKiUisi4+aUZEJBIGLhGRSBi4REQiaRTLM46N38QLblak02ugUrI1DZE5HOHKiK30CruzToYtUf0wcImIRMLAJSISCQNXRqzR00zLfmNEstEoLprNSB+D6/o/pC5DEh8NTpO6BCL6PxzhEhGJhIFLRCQSyQM3Ozu7Ro+ykpIS+Pn5Yf78+SbvFxUVwc/PDykpKWKWSERkEZIHbm28vLyQkZEBvV5vfG/37t3w9vaWsCoionsn28B1c3NDQEAADh06ZHwvKysLvXv3lrAqIqJ7J+u7FNRqNdLT0xEaGorCwkL4+flBEASpyxLNjTMG/JGth3Afd3aN/qr+/cYaYuLEiWyTQ9RAsg7cfv36YdWqVTAYDNizZw/UajV2794tdVmi+TPfAG35/R3j/LWG9RurL/YlI2o4WQeum5sb/P39kZeXh4MHD2L69OmNKnA9ejjgD+39jXBbute/31hDsC8ZUcPJOnCBm9MKK1asQGBgIFQq2ZdrUS4dHODS4f6m2T8abPl+Y3l5eVZ5Ko7I3skiwXJzcxEcHGx83aNHD+Ov+/btizlz5uCFF16QojQiIouRPHBDQkJQVFRU63Y3NzdjnzMAWLJkiRhlERFZnGxvCyMisjcMXCIikTBwiYhEYnYO9/Dhw1i5ciWuXbtm8tDBrl27rFqYJS2L/rjR9jTT6jVwZAscIlkwG7jz58/HkCFD0LVrVygUCjFqarSscbsVw5ZIPswGrkqlwlNPPSVGLUREds3sHO5DDz2E48ePi1ELEZFdMzvCLS4uxtChQ9GmTRuTeVBbmsO1FXJ+ekuj18FJKflt20Q2zezfoBdffFGMOqzqqfQ1+EN/Q+oybNruwXOlLoHI5pmdUnj00UfRpEkT5OTkICsry/geERE1jNnA3bFjB6ZMmYJr166hsrIS06dPx7Zt28SojYjIrpidUti4cSO2b98OHx8fAEBiYiLGjRtn8eX50tLSkJycDJ1OB0EQEB8fDz8/PyxfvhwAcO7cOTRv3hyurq7w9fXFu+++a9HvJyKyNrOBazAYjGELAC1btoSDg2UfUCsrK8PSpUuRkpKCpk2borKyEqNGjULHjh2RmpoKABg1ahQmT56MkJAQi343EZFYzCanl5cXvvvuO+Pr7777Dp6enhYt4urVq9BqtaiqqgJwc4WwJUuWoEuXLhb9HiIiKZkd4c6bNw8TJ05EUlISAMDR0RFr1qyxaBH+/v74xz/+gf79+yMgIAAhISGIi4tD+/btLfo9BOjPXIY++zSg0Zvf+Ta390arrq6+50elXV1dMXbsWLbnoUbJbOA+9NBDSEtLw5kzZ6DX69GpUyerdF5YsGABJk6ciMzMTGRmZmL48OFYvnw5BgwYYPHvasz0+cUQyisa/DlL9kZjPzRqrGpNzg0bNiAxMRFJSUl3XUNh7lzL3Ze5b98+/PXXXxg0aBCGDh2KoUOHYtu2bfjiiy8YuBam7NEWeq2uwSPcNu7exl/f7wiX/dCosao1cB944AEAQNOmTa1ehLOzM5KSktC9e3f4+vpCEAQUFRUhICDA6t/d2Cg7NIeyQ/MGf27TbQ8+sKcZ0b2pNXBHjhwJAPD29sa///1vk23JyckWLSI0NBSTJ0/GhAkToNVqAQB///vfMWnSJIt+DxGRlGoN3M8++wxVVVXYuHEjqqurje9rtVp8/vnneOaZZyxayODBgzF48OBat2/evNmi30dEJLZaA1elUuHXX39FVVUVfv31V+P7SqUSs2bNEqU4IiJ7UmvgDhs2DMOGDcN3332H/v37i1kTEZFdMnuXwoEDB3Dw4MEa2y15lwIRUWMgi7sUrO2j6MmNtqeZpXA9XKL7Z/YuhcmTJxvfKysrQ3FxMXr16mX9yhohOd9uxbAlun9m11L47LPPMH36dFy5cgVDhgzBnDlzsGLFCjFqIyKyK2YDd/v27Zg9ezbS0tLQr18//Oc//zEuRE5ERPVnNnAVCgWaN2+OAwcOICwsDCqVCgaDQYzaGh25TifcyVbqBGynVjHq1Oh1Vv8OqpvZiTknJyds2LABOTk5WLRoEbZs2QIXFxcxarOYp9O24g+dRuoyiCT1n6HjpS6h0TM7wn399ddx5swZvPnmm/D09EReXh4WLVokRm1ERHbFbOB26tQJr7zyClxcXLB//34sWLAAnTt3FqM2IiK7YjZwCwsLER0djTfeeAOLFy9Gv379kJ+fb7ECsrOzMWrUKOPruXPnYuPGjcbXn3zyCfz8/FBWVmZ8b8SIEcjOzrZYDUREYjAbuEuXLsXy5cuxY8cO7Nq1C6tXr8aSJUusVlBoaKhJoGdmZiIiIgIZGRkAgKqqKpw6dQrBwcFWq4GIyBrMBm5lZaXJ6vxhYWG4ceOG1QoKDQ3F4cOHAQAajQYnT57EmDFjkJmZCQAoKChAcHAwnJycrFYDEZE1mL1LQaFQ4Pz583jwwQcBACUlJVAqlVYrqHnz5vD09ERxcTHOnz+PoKAgPProo5gzZw4MBgNyc3PRu3dvq30/2Tb9mfPQHfoJ0PAWqDuNTv3xvo9xP90+xGaJWi3dg89s4E6aNAkjRoxAWFgYACArKwuvvvqqRb68NremFU6cOIHw8HA4Ozujc+fOOH78OHJzc7lwDtVKV/ALhPKrUpchS+evXZe6BJtkyR58ZgO3f//+6NSpEw4ePAhBEDBhwgSr36UQGhqKrKwsHDlyBGPGjAEAhIeHIy8vD6WlpWyfTrVSBflDp9VyhHsXbdw97vsYjXGEa8kefPVakaS4uBinTp2CUqlEly5drB64ISEhWLVqFRwdHdGiRQsANwP35ZdfRo8ePaz63WTblB0ehLLDg1KXIUubLPDgg5wXWLqTHGs1G7jvvPMOdu/ejYEDB8JgMGD+/Pl44oknMHr0aIsVkZuba3LXQVxcHFxcXExWJQsICMDvv//O+VsisllmA3fnzp1ISUkxro/79NNPY+TIkRYL3JCQEBQVFZndT6FQYP/+/Rb5TiIiKZi9LczLywtubm7G1x4eHnB1dbVqUURE9sjsCLdnz56YOHEiRowYAaVSiZ07d6JNmzb45ptvAAADBgywepFERPbAbOAeO3YMAPDhhx+avL9582YoFAoGLhFRPZkN3M2bN4tRh1V9OHCEzdzKQmQt7EsnPbNzuCSevLw8qUuoF1upE7CdWsWok2ErPQYuEZFIGLhERCIxG7jjx9d8OsWSj7rR/0jxVIxGrxf9O4kaq1ondaZMmYLTp0+juLgYcXFxxvd1Op3NLY04fk8a/tAxWO5m1z+HSF0CUaNRa+DOnDkT58+fx7x58zBv3jzj+7fWUyAiooapNXB9fX3h6+uLtLQ0ODjcnHkoKytDcXExPD09RSuQiMhemJ3D3bp1K6ZPn44rV65gyJAhmDNnDlasWCFGbUREdsXsjXnbt29HcnIy0tLS0K9fP7z66qsYPnw4pk+fbpECSkpKMHDgQOOSjwaDAZWVlUhISEBISAgmTJiAdu3aQRAEaLVajBw50rhGLhGRLalXi53mzZvjwIEDUKvVUKlUMBgMFi3Cx8cHqampxtdlZWWIjo5G8+bNERgYaHzaraKiAjExMQgPD+c8MhHZHLOB6+TkhA0bNiAnJweLFi3Cli1b4OLiYtWiysvLIQiCySplwM0V3JVKpXGpyMZOf/YMNDk5gFZzz8cYvXNHgz9T10r6lu4BRWRPzAbu66+/jg8++ABLly6Fp6cn8vLysGjRIosWcenSJcTHx6O6uhpXr15Ft27dsGbNGjg5OeHo0aOIj4+HwWDAuXPnoFar4ePjY9Hvt1XagsMQLpff1zHOX7tmoWr+x5I9oIjsidnA7dSpE+bNm4ezZ89CEAQsWrTI4iPcW1MKBoMBS5YswcmTJxEeHo5Dhw7VmFIYP348kpOT8eyzz1q0BlvkGBQMjUZ7XyPcNu7uDf6MuREuH4whujuzgVtQUIDJkydDpVLh888/R3x8PNatW2eV3mIODg6YOXMmEhIS8MEHH6B79+4m293d3aFWq9n54f8o23eAS/sO93WMTffw4IMce0UR2QKzt4W9+eab2LhxI7y8vNCqVSu8+eabeP31161WkEqlwsyZM7F27VpcvnzZZJter0dOTg66du1qte8nIrIWsyPcqqoqkzsCIiMj8dZbb1m1qD59+iA4OBirV69GeXk54uPjoVAooNPp4Ofnh8TERKt+PxGRNZgNXJVKhWvXrkGhUAAATp06ZdECfH19sXfv3hrv39lhgojI1pkN3Oeeew5PPvkkLl++jGnTpiErKwsLFy4UozYiIrtiNnD79u2LTp06ISsrCwaDAZMmTTI+FUZERPVXr54b7du3h0qlQmFhIVQq22vT8b56IHua1UKj18NJqZS6DKJGoda7FPLz8xEdHY1Ro0YhIyMDsbGxWL9+PYYNG4b09HQxa2w0pOi/xbAlEk+tw9WlS5di6tSpuHr1KiZOnIjk5GSEhYXh9OnTmDp1KqKjo8Wsk4jI5tUauH/99RfUajUA4P3330dYWBgAoGPHjsY7FoiIqP5qnVJQ3vajpoeHh8k2Bq51WPvpLY3esqu8EVHD1DrCvT1UbT1gn03LxTWdIHUZkvtqaITUJRA1arUG7vHjx43rJVRVVRl/LQgCNJp7XyyFiKixqjVwv/32WzHrICKye7UG7oMPPihmHUREds9qTzHU1qssJiYGn3zyCX744Qd4eXkBAIYMGQJPT0989NFHAG6u1zB+/Hhs2rTJeIxbPc369++PF1980dhJmIjIVlj1sbHaepX17NkTBQUFiIqKwpUrVwAAp0+fxo0bN+Di4oK8vDz07t27xjG0Wi3+9a9/oVevXoiMjLRm6UREFifqc7q3epUFBwcjPz8fUVFRyMrKQmhoKC5evIicnBxERkYiNzcXUVFRNT5fXV0NrVaLpk2bilm2JLRnfkX1ob2ABS9Qjk5Ntshx2NOM6N5YNXBr61Xm5eWFpUuXAgAyMzORkJCACxcuIDMzE5GRkcjPz8fs2bNRUVFhPIYgCDh//jz+9re/wd/f35ply4KmIAuG8lKLHvO85duX3RV7mhHdnShTCnf2KgOAs2fPQqPRIC8vD0lJSejYsSM2bdqEixcvwtPTE15eXqioqDCZUtBoNJg2bRoWLVpk90tEOgWFo1pbbdERbmt3Z4schz3NiO6NKFMKd/YqS0xMRPfu3ZGamooOHTrAyckJrVq1gsFgQEZGhjGU7+Tk5ISEhASsWrVKjLIl5djh/8Gxw/+z6DE3WejBB/Y0I7o3ol3qv71XWXl5OcLCwrBx40ZERPwvBEJCQrBp06ZaAxcADh48yJ5mRGSTRL236vZeZWFhYfjtt99MwjUiIgIlJSUICgoyvndrDjchIQFxcXEoKSnBjBkzxCybiMgirDalUJ9eZcePHzfZFhUVhcOHD5sc4+jRo9YqkYhIVHx6gIhIJAxcIiKR2F6DsnuwfmAv9jTDzfVwnZT8N5ZIKvzbJyPW7mnGsCWSFv8GEhGJhIFLRCQSBq6MyOXpLa2e7YiIrKFRXDR7Lb0UlXql+R0JAPD24LZSl0BklzjCJSISCQOXiEgkDFwiIpHIJnCzs7MxatSoGu8FBwcjPj4ejz/+ONRqNT7++GOJKiQiuj+yv2gWGBiIzZs3AwAqKioQExOD8PBwdOnSReLKiIgaRvaBe7vq6moolUo88MADUpciK9fPFOBS9lcwaKoscrzRX9X9x6Kujg93wz5nRDfJPnCPHj2K+Ph4GAwGnDt3Dmq1Gj4+PlKXJSuX8/egqvysxY5njd5n7HNGZAOBe+eUwvjx45GcnIxnn31W4srko3kPNS5pqyw2wm3hbvkRLvucEdlA4N7O3d0darUa+/fvl7oUWXmgQxAe6BBkseOZe/CBPc2I7o1s7lKoD71ej5ycHPY0IyKbJKsRbm5uLoKDg42vW7ZsibKyMsTHx0OhUECn08HPzw+JiYkSVklEdG9kE7ghISEoKiqSugwiIquxqSkFIiJbxsAlIhKJbKYUrOm16NbsadYAWr0AR6VC6jKI7A5HuDJi7Z5m9cWwJbIOBi4RkUgYuEREImHgykhDn97Ss/cYkU1pFBfN0vZchV5nf7/VIf9sLnUJRNQAHOESEYmEgUtEJBIGLhGRSCQL3JKSEgQGBiI+Ph7x8fGIi4tDv3798Pbbb6OkpAR+fn6YP3++yWeKiorg5+eHlJQUiaomIrp3kl5J8vHxQWpqqvF1WVkZoqOjERMTAy8vL2RkZECv10OpVAIAdu/eDW9vb6nKJSK6L7K6dF9eXg5BEHD16lW4ubnB398fhw4dMrZmycrKQu/evSWu0nrOnM1HTs42aLT169ywY2fDf0BhfzEi6UgauJcuXUJ8fDyqq6tx9epVdOvWDWvWrEGrVq0AAGq1Gunp6QgNDUVhYSH8/PwgCPZ77+nhgl0ov3y63vtfu8feY+wvRiQNWUwpGAwGLFmyBCdPnkR4eDguXLgAAOjXrx9WrVoFg8GAPXv2QK1WY/fu3VKWbFXBQXHQam7Ue4Tr7n5vI1z2FyOShiymFBwcHDBz5kwkJCTggw8+gFqtBgDjtEJeXh4OHjyI6dOn23XgdmjfAx3a96j3/nzwgci2yOa2MJVKhZkzZ2Lt2rW4fPmy8X21Wo0VK1YgMDAQKpUs/n0gIronsglcAOjTpw+Cg4OxevVq43t9+/ZFUVERBg0aJGFlRET3T7Iho6+vL/bu3Vvj/Q8//NDktZubG44cOWJ8vWTJEqvXRkRkDbIa4RIR2TMGLhGRSBrFVaiB6qZ22dNMrxegZDscIpvBEa6MNLSnGcOWyLYwcImIRMLAJSISCQNXRhra0+xOBp39rjNBZA8axUWzY1t/h0Jj/7/V4PE+UpdARHXgCJeISCQMXCIikTBwiYhEIkrgZmdnY9SoUcbXc+fOxcaNG42vP/nkE/j5+aGsrMz43ogRI4yfe+yxx4x9z0aPHm1cL5eIyJZIMsINDQ1Ffn6+8XVmZiYiIiKQkZEBAKiqqsKpU6cQHBwMAFi0aBFSU1Oxa9cu9OvXD0uXLpWibCKi+yLJpfvQ0FBjaGo0Gpw8eRLz5s1DSkoK/vnPf6KgoADBwcFwcnKq8dmKigo0b24fC2//fD4f6T99gWrdDYscr8mPSoscpy6urq6IiIi471vYiBojSQK3efPm8PT0RHFxMc6fP4+goCA8+uijmDNnDgwGA3Jzc02aRc6dOxeurq64fv06rl27hs2bN0tRtsXt++VrnL9a/x5mZl233KHqotfr8eSTT4rzZUR2RLKbU29NK5w4cQLh4eFwdnZG586dcfz4ceTm5mLu3LnGfRctWoSQkBAAQFpaGp566il8//33cHd3l6p8i4jyj0W1tspyI1wP8Ua4RNRwkgZuVlYWjhw5gjFjxgAAwsPDkZeXh9LSUnTp0uWunxs4cCDmzZuH06dPo1u3bmKWbHFdH+yBrg/Wv4eZOWI9+NDQRXaI6CbJbgsLCQnBoUOHIAgCWrRoAeBm4G7duhU9etQeQkePHoVOp0PHjh3FKpWIyCJEG+Hm5uYa7zoAgLi4OLi4uKBXr17G9wICAvD777+bzN8C/5vDVSqV0Ol0WL58uc1PJxBR4yNK4IaEhKCoqMjsfgqFAvv37zd5z14ukBER8UkzIiKRMHCJiERi/2sWAnh4RDO77Gl2J4NOgIOKbXeI5IojXBm539utGLZE8sbAJSISCQOXiEgkDFwZsZUFYWylTsAytQo6gwUqIWokF83KN5yFqor/ttC9afXS3R8zJ2oophARkUgYuEREImHgEhGJRDZzuBUVFVixYgUOHToEpVIJDw8PzJo1C56enhg4cCA6d+5ssv97772H1q1bS1QtEVHDySJwDQYDEhMTERISgh07dkClUuHgwYNITExEcnIyfHx8kJqaKnWZRET3RRaBm52djdLSUkyZMgUODjdnOUJDQ7F48WIYDLwl534dvvQTvjixE1W6KqlLsUnKQkerf0d1dbVNPH5u6TpdXV0xduxYhIaGWuyYciaLwP3555/h7+9vDNtbIiMjUVJSgkuXLiE+Pt74flxcHMaPHy92mTbrP6e/wZk/z0ldhu36S+oC7Nu2bdsYuGJycHCo819NTincn5iOA3BDV8UR7j1SNuUI9xZrjHCHDx9usePJnSwCNzAwEFu2bIEgCFAo/rcAy8qVK9G+fXsJK7MPwT7dEOxj2/3fpCTGgw95eXk28QSfrdQpV7K4LaxXr15o1qwZ1qxZA71eDwDIyMhASkpKrc0kiYhsjSxGuAqFAmvXrsXixYsRGxsLlUqFpk2bIjk5GR4eHlKXR0RkEbIIXADw9vbGsmXL7rpt7969IldDRGR5sphSICJqDBi4REQikc2UgjW1SGxvE7fckDwJOgMUKo5N6P7xT5GM3G9PM7HYSp2AZWpl2JKl8E8SEZFIGLhERCJh4MqIrTzBcy91Cjq9FSohsi2N4qLZ5Y0HoaoWpC6jUWs5JUrqEogkxxEuEZFIGLhERCJh4BIRiUSSOdySkhKTPmUGgwGVlZWIiYnBJ598gh9++AFeXl4AgCFDhsDT0xMfffQRAODUqVMYP34811cgIpsj2UWzOxcVLysrQ3R0NHr27ImCggJERUXhypUrAIDTp0/jxo0bcHFxQV5eHnr37i1V2URE90w2dymUl5dDEAQEBwcjPz8fUVFRyMrKQmhoKC5evIicnBxERkYiNzcXUVFRUpcrW4cvnsD2X/ahSqeRuhQTytwPJfnee+lQ0Nj6bJF4JAvcW33KqqurcfXqVXTr1g1r1qyBl5cXli5dCgDIzMxEQkICLly4gMzMTERGRiI/Px+zZ8+WqmzZ+/q3Azhz7aLUZdRUKXUBDdOY+myReCSfUjAYDFiyZAlOnjyJ8PBwAMDZs2eh0WiQl5eHpKQkdOzYEZs2bcLFixfh6elpnN+lmmK7hOGGrlp+I1wvF0m+915HuI2pzxaJR/IpBQcHB8ycORMJCQn44IMPkJiYiO7duyM1NRUdOnSAk5MTWrVqBYPBgIyMDGMo090Ft3oIwa0ekrqMGqR68IE9uEhOZHFbmEqlwsyZM7F27VqUl5cjLCwMGzduREREhHGfkJAQbNq0iYFLRDZLFoELAH369EFwcDBWr16NsLAw/PbbbybhGhERgZKSEgQFBUlXJBHRfZBkSsHX1/eu99F++OH/rmQfP37cZFtUVBQOHz5s9dqIiKxFNiNcIiJ7x8AlIhKJ5HcpiKH52FD2NJOYoNNDoVJKXQaRpOw6cAXh5hq4Go287kmtzdGjRxEYGCh1GWbdc516neWLqYfq6mpJvrehWKflSVWrk5MTFApFjfcVwq1UskPXr1/Hr7/+KnUZRNTIBAYG3vWnarsO3FurkDk6Ot71XxsiImtolCNcIiI54V0KREQiYeASEYmEgUtEJBIGLhGRSBi4REQiYeASEYmEgUtEJBK7Cdxdu3Zh0KBBGDBgAD799NMa24uKijBkyBBER0djzpw50OmkecwUMF/rmjVr0LdvX8THxyM+Pv6u+4iloqICsbGxKCkpqbFNTue0rjrldD7XrFmDmJgYxMTE4M0336yxXS7n1Fydcjqnq1evxqBBgxATE4OPPvqoxna5nFMAgGAHLl68KPTt21e4evWqUFlZKcTFxQknTpww2ScmJkY4fPiwIAiCMHv2bOHTTz+VoNL61frss88K+fn5ktR3u4KCAiE2NlZ4+OGHheLi4hrb5XJOzdUpl/OZlZUljBgxQqiurhY0Go0wevRo4ZtvvjHZRw7ntD51yuWcZmdnCyNHjhS0Wq1w48YNoW/fvsLJkydN9pHDOb3FLka4+/fvR2hoKLy8vODq6oro6GikpaUZt58/fx5VVVXGbhFDhgwx2S6nWoGbi8OsX78ecXFxWLhwoWQLcGzbtg2vvvoqfHx8amyT0zmtq05APuezRYsWmDVrFpycnODo6IjOnTvjwoULxu1yOafm6gTkc04fffRRbNq0CSqVCr///jv0ej1cXV2N2+VyTm+xi8C9dOkSWrRoYXzt4+ODsrKyWre3aNHCZLuYzNVaWVmJgIAAzJgxA1999RX+/PNPrF27VopS8frrr6NXr1533Sanc1pXnXI6nw899JDxL/6ZM2ewZ88eREZGGrfL5Zyaq1NO5xQAHB0d8fbbbyMmJgZhYWFo2bKlcZtczuktdhG4BoPBZKEIQRBMXpvbLiZztbi5uWHDhg3o3LkzVCoVnn76afz3v/+VotQ6yemc1kWO5/PEiRN4+umnMXPmTHTo0MH4vtzOaW11yvGcTpkyBQcOHEBpaSm2bdtmfF9u59QuArdVq1YoLy83vi4vLzf58fLO7ZcvX671x09rM1frhQsX8MUXXxhfC4IAlUp+yxbL6ZzWRW7nMy8vD2PHjsX06dMxePBgk21yOqd11Smnc3ry5EkUFRUBAFxcXDBgwACTfohyOqeAnQRu7969ceDAAVy5cgU3btzAN998gz59+hi3P/jgg2jSpAny8vIAAKmpqSbb5VSrs7Mzli1bhuLiYgiCgE8//RSPPfaYJLXWRU7ntC5yOp+lpaWYNGkSli9fjpiYmBrb5XJOzdUpp3NaUlKCuXPnQqPRQKPR4Pvvv0fPnj2N2+VyTo2kuVZneTt37hRiYmKEAQMGCMnJyYIgCML48eOFwsJCQRAEoaioSBg6dKgQHR0tTJs2TaiurpZtrWlpacbts2bNkrRWQRCEvn37Gq/+y/WcCkLtdcrlfCYlJQlBQUHC448/bvxvy5Ytsjun9alTLudUEATh7bffFtRqtRAbGyu8/fbbgiDI988p18MlIhKJXUwpEBHZAgYuEZFIGLhERCJh4BIRiUR+N3gSEUmooqICI0eOxHvvvQdfX9+77lNUVIRZs2YZX1+5cgWenp74+uuv6zw2A5eI6P8cOXIEc+fOxZkzZ+rcLyAgAKmpqQCAGzduYNiwYXjttdfMHp9TCtTo+Pn54cqVK1KX0SCfffYZkpOTpS7D7t1tIaQdO3Zg8ODBiI+PxyuvvFJjoZ7169fjkUceqXU9j9vxPlxqdPz8/HDgwAF4e3tLXQrJVL9+/bBp0ybcuHEDr776Kj766CM0adIEK1asgIuLCyZOnAgAuH79OqKjo7Fr1y40a9bM7HE5pUAWlZ2djbfeegtt27bFiRMnoNPpsGDBAnTr1g3Lly/HoUOHoNfr0bVrV8ydOxdffPEFjh07hmXLlkGr1SIkJARz5szB0KFDkZubi6VLl2L79u13/a7r168jMjIS6enpxhWhhg0bhsmTJ6Ndu3ZYuHAhKisrUV5eDn9/f6xatQpNmjQxfj4lJQXp6elYv359jdcajeau9bq7u2PLli34/PPP4ejoiCZNmmDhwoXo0qVLreeksrISs2fPxtmzZ+Hg4ICHH34YCxcuhIODA/bu3Yt169ZBq9XC2dkZL7/8MoKDg/HOO++goKAAly5dgp+fH9q3b4+rV69i/vz5KCsrw8KFC1FaWgqtVouYmBhMmDABOp0OSUlJyM/Ph6OjI3x9fbF48WK4ublZ8P9w45KdnY2zZ89i+PDhAACtVouuXbsat+/cuRP9+/evV9gCnFIgKygsLMTTTz+NHTt2YMiQIXjrrbeQnJwMpVKJlJQU7Ny5Ez4+Pli+fDkGDBiAzMxMGAwG5OXlwdXVFfv37wcA7N27FwMGDKj1ex544AE89thj2LlzJ4CbC5lcvnwZf//737Ft2zYkJCRg27Zt+Oabb1BSUoJ9+/bV+/dQW716vR5vvPEG3n//fXz55ZcYPny48Tn92nz77beorKxEamqqcdGX4uJinDlzxnhuduzYgaSkJDz//PP466+/ANxcy/Wrr77C8uXLTY43Y8YMDB06FCkpKfjiiy+wf/9+7N69GwUFBcjJycHOnTuRkpKCtm3bmizkQg2n1+uhVquRmpqK1NRUbN++HfPnzzdu/+677zBo0KB6H48jXLK4Nm3aICAgAADQtWtXfPXVV9i3bx+uX79uDFOtVotmzZqhTZs2aN26NY4ePYqMjAw888wzSE5OhiAI2Lt3r9l5y2HDhmHBggUYN24cvvzySwwdOhQODg6YMWMGsrKysGHDBpw5cwaXLl0yBll91FavUqnEwIEDMXLkSERFRSEiIsJkrdi76dmzJ9566y2MGjUKvXv3xpgxY9C+fXt8+umnuHTpEsaOHWvcV6FQ4Ny5cwCAoKCgGqtw/fXXXzh06BCuXbuG1atXG9/75ZdfEBERAaVSiWHDhiEiIgLR0dHo3r17vX/PVFNISAg+/PBDPPfcc/D29sZrr72Gdu3a4fnnn4cgCDh27BiCg4PrfTwGLlmcs7Oz8dcKhQKCIMBgMOCVV14xhlNlZaXx4kP//v3x448/IisrC+vXr8fXX3+N3bt3w9nZGe3atavzu3r16gWdTofCwkJ8/fXX2Lp1KwBg2rRpxtFJVFQUSktLceflilu13aLVao2/rqve5cuX49dff8X+/fuRnJyM1NRUY/jdTdu2bfHtt98iOzsbBw8exFNPPYWFCxfCYDAgLCwMq1atMu5bWloKHx8ffPvttyadC26vSxAEfP7553BxcQFw85akJk2awM3NDampqcjPz8fBgwcxdepUjBs3Dk888USd55Bq5+/vj8mTJ2PMmDEwGAwICAjAM888A+Dmeb81rVRfnFIgUURERODTTz+FRqOBwWDAvHnzsHLlSgDAgAEDsGvXLhgMBrRs2RLh4eFYtmxZndMJtxs2bBiSkpLg5+eH1q1bAwAyMzMxadIk4497R44cgV6vN/mct7c3Tpw4gerqami1WqSnp5ut98qVK4iMjISXlxfGjh2LqVOn4qeffqqzvi1btmD27NmIiIjAjBkzEBERgZ9//hlhYWHIysrCyZMnAQD//e9/8fjjj6OqqqrWY7m7uyMoKMjYLPHPP//Ev/71L3z//ff44YcfMHbsWAQHB+P5559HQkICjh49Wq9zSKb27t1rvAd32LBhxkHAihUrjAHbrFkzZGVlNei4HOGSKCZOnIilS5di8ODB0Ov1CAgIMN443qVLFygUCoSFhQG4GXZr165FdHR0vY6dkJCAlStXGgMcAF588UVMmjQJrq6ucHd3xyOPPGL8Uf2W8PBwPPLII1Cr1WjRogVCQkKMc5611evu7o7nnnsOY8eOhbOzM5RKJRYtWmS2vpycHAwaNAguLi5o3bo1Ro0aBU9PTyxcuBDTpk0zLuK9bt06sxe5li9fjqSkJMTFxUGj0SA2NhaPP/449Ho9fvzxR8TGxsLV1RWenp5ISkqq1zkkcfC2MCIikXCES7J26tQpvPjii3fd1rFjR5P5TylNnToVp0+fvuu2t956C506dRK5IpIjjnCJiETCi2ZERCJh4BIRiYSBS0QkEgYuEZFIGLhERCL5/5KVoMQSTMAYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10),dpi=200)\n",
    "graph = sns.catplot(y=\"Best position\", x=\"new_values_series\", kind=\"bar\",  data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b0547de",
   "metadata": {},
   "source": [
    "# Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f9c1a757",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABAUAAAE/CAYAAAA+IHoYAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAkV0lEQVR4nO3de5RV1X0H8N/AIAiTpZgFRqtjJTYoaqtVl1XxGR4ijKgUxaQxlCRG0HT5wACahgZijEqiaY2JmNY0rcYSEUWXQRBi8JEYi6JibLQZFIzvinEYBeZx+ofrXudx594bGBhm9uezlgvvOfvs89t733sP93sfVGRZlgUAAACQnF5dXQAAAADQNYQCAAAAkCihAAAAACRKKAAAAACJ6jAUyLIsNm/eHH6HEAAAAHYunfWavbKjHZs3b47nnnsuPvWpT8Uuu+yyTScBAAAAOs+WLVvihRdeiIMPPjj69eu31f10GAo0NDRERMQLL7yw1Z0DAAAA209DQ8P2CQX69OkTEdEtPymwZs2aOOSQQ7q6DLYT69uzWd+ey9r2bNa3Z7O+PZv17dmsb8+1Zs2aiPjotfvW6jAUqKioiIiIXXbZJfr27btNJ+kK3bFmymd9ezbr23NZ257N+vZs1rdns749m/Xt2XKv3beWf30AAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRlV1dwI52yy23RG1tbcl2GzZsiIiIgQMHbu+SttmQIUPiS1/6UleXAQAAQDeTXChQW1sba377u+jdb/ei7Zo2vRsREa9v2LL9i9oGuToBAADgT5VcKBAR0bvf7tF/v08XbfP+y8sjIkq262q5OgEAAOBP5TcFAAAAIFFCAQAAAEiUUAAAAAASJRQAAACARAkFAAAAIFFCAQAAAEiUUAAAAAASJRQAAACARAkFAAAAIFFCAQAAAEiUUAAAAAASJRQAAACARAkFAAAAIFFCAQAAAEiUUAAAAAASJRQAAACARAkFAAAAIFFCAQAAAEiUUAAAAAASJRQAAACARAkFAAAAIFFCAQAAAEiUUAAAAAASJRQAAACARAkFAAAAIFFCAQAAAEiUUAAAAAASJRQAAACARAkFAAAAIFFCAQAAAEiUUAAAAAASJRQAAACARAkFAAAAIFFCAQAAAEiUUAAAAAASJRQAAACARAkFAAAAIFFCAQAAAEiUUAAAAAASJRQAAACARAkFAAAAIFFCAQAAAEiUUAAAAAASJRQAAACARAkFAAAAIFFCAQAAAEiUUAAAAAASJRQAAACARAkFAAAAIFFCAQAAAEiUUAAAAAAS1eNCgRUrVsTq1au7ugx2UitWrIgVK1Z0dRkAAAA7hcquLqCzLVu2LOrq6rq6DHZSy5Yti4iIU045pYsrAQAA6Ho97pMCAAAAQHmEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAiTrhz/8YdTU1MQVV1wRNTU1sWTJkli5cmXU1NTErFmzoqamJqZOnRo1NTUxf/78eOqpp2L8+PHxzW9+s922r3/961FTUxOzZ8+O8ePHx9NPP53v6yc/+Ul+W21tbZxzzjnxve99L9++7bn/+Z//Ob8t1/7mm2+OmpqauO6666KmpiYeeeSReOedd2LmzJnxs5/9rF37lStXtvpz7dq1+Vpz/S9cuDB/zv/4j/9oty/X18MPP9yujyVLlsQ555wT1157bX4ucvU8/PDD+fHm2j/yyCMxc+bM2LBhQ37+c+1XrlyZb5+TO67ltrb7fv7zn+frytV6//33t5vr1atXx8yZM2P16tXtxrFw4cJ8+7b1zJ8/Pz+vuX1r167Nj6Nt/4XGVqj92rVrO7xP5o4r1X+pY9vebruv2HEtFao5d59ZsmRJh+PuaC5uvfXWku0LnTvXrra2tsP5/FPHWKx9IcX6aFnX1vbR8r6yrXV3xtjKVc79utxzlTvecs5ZrM22jHd72NnqAdLh+ecjqc9FRZZlWaEdmzdvjjVr1sQhhxwSffv23dF1bbVZs2ZFXV1d3HjjjR3uf772jei/36eL9vP+y8sjIkq262rvv7w8DhqyZ1x99dVdXcoOs2rVqjjiiCO26thZs2ZFRMTVV18dNTU1rfZVVFRE7969o7GxseCxAwYMiPr6+pLbIiKqqqpi06ZNrfqqqqqKgQMHxvr169u1L3TuioqK2GeffQq2r6ysjJEjR8aSJUsi9xBu2b6ysjIaGxvzf1ZXV8f//d//tas1t7+Qfffdt1VfLfuoqKiItk8dY8aMiSVLluTHUVVVFVmWRX19fVRWVkZTU1OMGTMmpk6dGhERN910U7v2P/3pT2PVqlVx3XXXRX19fX5bS5MmTWpVQ3V1dWRZFuvXr89vaznXVVVVUV9fHwMGDIiNGzcWnIuqqqo4/vjjW9XTch1OPfXUWLJkSX5OxowZE88++2yr/guNrVD76urq+P73v19wznPHleq/1LFTp05tdTvLslb7ih3X0rRp09rVfOaZZ0ZjY2NUVFTk173tuEvNRbH2hc598MEHl5zPYn0Vq6vUvJbTR6GxdUYfW1t3Z4ytXC3XacqUKSWfmztjnQrdL4vV1bbNtox3e9jZ6unItlx72flZ356to/XtLs8/O0J3nYtVq1ZFRGzza3afFCBJP/zhD9tty7KswxfIEVHwxX+hbRERGzdubNfXxo0bC77A7+jcuRe6hTQ2NsbSpUtbvTBv2T7XV+7PdevWFay12Hjb9tWyj0JZYi6gyLXfuHFjvn1jY2NkWRYPPvhg/p3r5cuXt2v/9NNPx//+7//mj8tty3nqqafa1bBu3bp8rbltLed648aNkWVZbNy4scO52LhxYyxbtqzDdciNbd26dZFlWSxdurRd/4XGlmu/bNmyfPt169Z1+O5l7riW7dv2X0jLYx988MFYu3Ztq74efPDBgn20Pa7tu7Fta165cmV+frIs63DcxeaiWPuOzp2rv9D8r1u3LlavXt1hX6XqKjav5fbRdmyd0cfW1t0ZYytX23V6/fXXt/pc5Y630P2yVF0t22zLeLeHna0eIB2efz5iLiIqu7qAzvbuu+/GW2+9lX9HuK3a2tpobuy9g6vafpobN0VtbW2H4+2J6urq4s4779yqY2tra2OPPfaINWvWdHJVO15TU1NXl9BKBx86aqW5uTnuuOOOyLIsmpub2+3/9re/3e5F+be//e38pwWuueaazim2gGIBSduxFWpbbGwNDQ2tbs+bN6/du5d33HFH/ri27Vv2Xyi9bnlsc3NzzJs3L3+7Za1t+2h7XMt98+bNa1fzq6++Wta4i81FsfYdnbvtfLSd/2uuuabDvgqNsdi5CynVR9uxlbNGWzM/5dRdbE3LHVu575C0XaeFCxfG2LFjt+pc5a7Ts88+266Gto+lQvfdXJttGe/2sLPVA6TD889HzIVPCgA7UGNjY/ziF7+Ihx56qOAL640bN8amTZvabcvp6JMZO4NSY2tp3bp17baVOi7XfyEtj21sbIx169a1e0e/UB9tj2u5r+2nVFr2WaiuQn0VGlOx9h2du5SWn8wpZ4zFzl3Inzq2zuhja+vujLGVq+06vfXWW1t9rnLHW+h+Waqulm22Zbzbw85WD5AOzz8fMRc98JMCu+++e/Tu3bvD79jnflOgp+hV2S+G+E2BsuU+UfHKK690ZkmUqbKyMk4++eT8x9rbviCqqqqKxsbGVsFAVVVV/v87+g2HnUGpsbVUXV3dbttJJ51U9Lhc/4W0PLaysjL23nvvePXVV1t99z/LsnZ9tD2u5b7cd9xb1pzrs9S4i81FsfYdnbuUlr/hUc4Yi527nPktNbbO6KPUfHZ0rmJrWm5d5Wq7ToMGDdrqc5W7Trnfksgp9FgqdN/tjPFuDztbPUA6PP98xFz4pACJKvYR1+6id++d62swuRefxfTq1SsmTZoUkyZNil692j/9zJw5M/72b/+23bacGTNmbHuhHais7DgjbTu2Qm2Lja1Pnz6tbk+fPr3d8S2Pa9u+Zf+FtDy2V69eMX369PztysrKfL1t+2h7XMt9bWucPn16XHLJJWWNu9hcFGvf0bnbzkfb+Z8xY0aHfZWqq9i8lttH27F1Rh9bW3dnjK1cbddpwoQJW32ucsdb6H5Zqq6Wt7dlvNvDzlYPkA7PPx8xF0IBEnXBBRe021ZRUVH0heGAAQPK2hbx4TuXbfuqqqqKfffdt2D7QueuqKjosH1lZWWMGjWq1YvVlu1zfeX+rK6uLlhrsfG27atlH4UCgFNPPbXVOKqqqvLtKysro6KiIkaMGBEDBw6MPfbYIz796U+3a/9Xf/VXccABB+SPy23LOfzww9vVUF1dna81t63lXFdVVUVFRUX+EweF5qKqqipGjhzZ4TrkxlZdXR0VFRUxatSodv0XGluu/ciRI/Ptq6urY//99283fy2Pa9m+bf+FtDx2xIgRsf/++7fqa8SIEQX7aHtcy31DhgxpV/MJJ5yQn5+KiooOx11sLoq17+jcufoLzX91dXUcdthhHfZVqq5i81puH23H1hl9bG3dnTG2crVdp0984hNbfa5yx1voflmqrpZttmW828POVg+QDs8/HzEXQgESlvu0wKGHHhoRH/4TVrl3Qg855JCIiNhnn30iIqKmpib/buTRRx/dbtvhhx8eERF//dd/Hb169YqZM2fm+5o4cWJ+2/Tp06N///4xYsSIfPu25x45cmR+W679uHHjIiLihBNOiIiIyy67LCZNmhTDhg2L8847r137Sy65pNWf06dPz9ea63/y5Mn5c5599tnt9uX6uvTSS9v1MW3atOjfv38cf/zx+bnI1XPppZfmx5trf9lll8WwYcPavTM4bNiwuOSSS/Ltc3LHtdzWdt/UqVPzdeVqveCCC9rN9YwZM2LYsGExY8aMduOYPHlyvn3benL/ZOW0adPy+6ZPn54fR9v+C42tUPtC72y2Pa5U/6WObXu77b5ix7VUqObcfWbatGkdjrujuaiuri7ZvtC5c+1a3o/a1vanjrFY+0KK9VHo/v2n9tHyvrKtdXfG2MpVzv263HOVO95yzlmszbaMd3vY2eoB0uH55yOpz0VF1sFPhm/evDnWrFmzzf/m4Y42a9asqKurixtvvLHD/c/XvhH99/t00X7ef3l5RETJdl3t/ZeXx0F+U6Bsud8USGm+uhv/VnLPZW17Nuvbs1nfns369mzWt+datWpVRMQ2v2b3SQEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIVGVXF9DZRo4cGWvXru3qMthJjRw5sqtLAAAA2Gn0uFDglFNOiVWrVnV1GeykTjnllK4uAQAAYKfh6wMAAACQKKEAAAAAJEooAAAAAIkSCgAAAECihAIAAACQKKEAAAAAJEooAAAAAIkSCgAAAECihAIAAACQKKEAAAAAJEooAAAAAIkSCgAAAECihAIAAACQKKEAAAAAJEooAAAAAIkSCgAAAECihAIAAACQKKEAAAAAJEooAAAAAIkSCgAAAECihAIAAACQKKEAAAAAJEooAAAAAIkSCgAAAECihAIAAACQKKEAAAAAJEooAAAAAIkSCgAAAECihAIAAACQKKEAAAAAJEooAAAAAIkSCgAAAECihAIAAACQKKEAAAAAJEooAAAAAIkSCgAAAECihAIAAACQKKEAAAAAJEooAAAAAIkSCgAAAECihAIAAACQKKEAAAAAJEooAAAAAIkSCgAAAECihAIAAACQKKEAAAAAJEooAAAAAIkSCgAAAECihAIAAACQKKEAAAAAJEooAAAAAImq7OoCukLTpnfj/ZeXl2wTESXbdbUP69yzq8sAAACgG0ouFBgyZEhZ7TZs2CUiIgYOHLg9y+kEe5Y9JgAAAGgpuVDgS1/6UleXAAAAADsFvykAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKKEAgAAAJAooQAAAAAkqrKjHVmWRUTEli1bdlgxnWnz5s1dXQLbkfXt2axvz2Vtezbr27NZ357N+vZs1rdny71231oVWQc91NXVxQsvvLBNnQMAAADbz6c+9an42Mc+ttXHdxgKNDc3R319ffTp0ycqKiq2+gQAAABA58qyLBoaGmLAgAHRq9fW/zJAh6EAAAAA0LP5oUEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBRQgEAAABIlFAAAAAAEiUUAAAAgEQJBQAAACBR3S4UuPfee+O0006LUaNGxW233dZu//PPPx9nnXVWjB49Oq688spobGyMiIhXX301PvvZz8app54aU6dOjfr6+h1dOiWUWtsHH3wwxo8fH6effnpMmzYt/vjHP0ZExKJFi2L48OExfvz4GD9+fFx//fU7unTKUGp9b7zxxjj55JPz65hr47HbPRRb3+effz6/ruPHj4/jjz8+xo0bFxEev93Jxo0bY9y4cfHKK6+02+fa270VW1vX3u6v2Pq69nZ/Ha2va2/3d+ONN8bYsWNj7Nixce2117bb36nX3qwbef3117OTTz4527BhQ1ZfX5/V1NRkL774Yqs2Y8eOzZ566qksy7Js1qxZ2W233ZZlWZadf/752X333ZdlWZbdeOON2bXXXrtDa6e4UmtbV1eXHXfccdnrr7+eZVmW3XDDDdncuXOzLMuyOXPmZPfee2+X1E15ynnsfvnLX86efPLJdsd67O78ylnfnPfffz8bO3Zs9sQTT2RZ5vHbXaxevTobN25cdvDBB2fr169vt9+1t/sqtrauvd1fqceua2/3Vmp9c1x7u59HH300O+ecc7LNmzdnW7Zsyc4777xs6dKlrdp05rW3W31S4LHHHou/+Zu/id133z369+8fo0ePjiVLluT3/+EPf4hNmzbFYYcdFhERZ511VixZsiQaGhriiSeeiNGjR7fazs6j1No2NDTE7NmzY88994yIiKFDh8Zrr70WERHPPvtsLFq0KGpqamL69On5dzHYeZRa34iINWvWxM033xw1NTUxZ86c2Lx5s8duN1HO+ubcfPPNcdRRR8WRRx4ZER6/3cWCBQti9uzZMXjw4Hb7XHu7t2Jr69rb/RVb3wjX3u6u1PrmuPZ2P4MGDYqZM2fGLrvsEn369IlPfvKT8eqrr+b3d/a1t1uFAm+++WYMGjQof3vw4MHxxhtvdLh/0KBB8cYbb8SGDRuiqqoqKisrW21n51FqbQcOHBgjR46MiIhNmzbF/PnzY8SIERHx4XpOmzYtFi9eHHvttVfMmTNnxxZPSaXWt76+Pg466KC4/PLLY9GiRfHee+/FTTfd5LHbTZRa35y6urpYsGBBXHTRRfltHr/dw1VXXZX/y2Rbrr3dW7G1de3t/oqtr2tv91dsfXNce7unv/iLv8i/4H/ppZfi5z//eZx44on5/Z197e1WoUBzc3NUVFTkb2dZ1up2R/vbtouIdrfpWqXWNqeuri7OP//8OPDAA+PMM8+MiIjvf//7ccQRR0RFRUV88YtfjIcffniH1U15Sq3vgAED4pZbbolPfvKTUVlZGVOmTIlf/vKXHrvdRLmP38WLF8eIESPi4x//eH6bx2/359rb87n29kyuvWlw7e3eXnzxxZgyZUp89atfjT//8z/Pb+/sa2+3CgU+8YlPxFtvvZW//dZbb7X6uEzb/W+//XYMHjw49thjj6irq4umpqaCx9H1Sq1txIeJ2Gc+85kYOnRoXHXVVRHx4V9UfvzjH+fbZFkWvXv33iE1U75S6/vqq6/GnXfemb+dZVlUVlZ67HYT5Tx+Iz78wbLTTjstf9vjt2dw7e3ZXHt7LtfeNLj2dl+rVq2KyZMnx2WXXZYPZHM6+9rbrUKBY489Nn71q1/FO++8Ex988EEsXbo0TjjhhPz+P/uzP4u+ffvGqlWrIiLinnvuiRNOOCH69OkTRx55ZNx///0REXH33Xe3Oo6uV2ptm5qa4oILLogxY8bElVdemU+8+vfvHz/60Y/i6aefjoiI//zP/8x/1JGdR6n17devX1x33XWxfv36yLIsbrvtthg5cqTHbjdRan0jPvxLx3PPPReHH354fpvHb8/g2ttzufb2bK69PZ9rb/f12muvxYUXXhjz5s2LsWPHttvf6dferf1FxK6yePHibOzYsdmoUaOy+fPnZ1mWZV/84hezZ555JsuyLHv++eezCRMmZKNHj84uvfTSbPPmzVmWZdkrr7yS/d3f/V02ZsyYbMqUKdm7777bZWOgsGJru3Tp0mzo0KHZ6aefnv/viiuuyLIsy5544onsjDPOyE499dTsggsuyN57772uHAYdKPXYXbJkSX7/zJkzPXa7mVLr+/bbb2fHHntsu+M8fruXk08+Of8L1669PUuhtXXt7Tk6euy69vYMHa2va2/3NXfu3Oywww5r9fx7++23b7drb0WWZVmnxhoAAABAt9Ctvj4AAAAAdB6hAAAAACRKKAAAAACJEgoAAABAooQCAAAAsINt3Lgxxo0bF6+88krRds8991xMmDAhTj/99Pjyl78c7733XqfWIRQAgB5g6NCh8c4773R1GX+Sn/70pzF//vyuLgMAdrinn346zj333HjppZdKtr3qqqviH/7hH2Lx4sWx//77x7/+6792ai2VndobAECZzj333K4uAQC6xIIFC2L27Nnx1a9+Nb/t7rvvjn//93+P5ubmOPjgg2P27NnRt2/faG5ujvr6+oiI+OCDD2K33Xbr1FoqsizLOrVHAOhhHn/88bj++utj3333jRdffDEaGxvjG9/4Rhx66KExb968eOKJJ6KpqSmGDRsWX/va1+LOO++M5557Lq677rpoaGiIo48+Oq688sqYMGFC/Pd//3dcc8018bOf/azguerq6uLEE0+MBx54IAYNGhQRERMnToyLLrooqqurY86cOVFfXx9vvfVWHHjggXHDDTdE3759Y+jQofGrX/0qHnrooXjggQfi5ptvjoiIu+66K397y5YtBeutqqqK22+/Pe64447o06dP9O3bN+bMmRMHHHBAh3NSX18fs2bNipdffjl69eoVBx98cMyZMyd69eoVK1asiB/84AfR0NAQ/fr1ixkzZsThhx8e//Iv/xKrV6+ON998M4YOHRr77bdfbNiwIb7+9a/HG2+8EXPmzInXXnstGhoaYuzYsXHBBRdEY2NjzJ07N5588sno06dP7LPPPnH11VfHgAEDOn+hAWAHO+WUU+InP/lJfPDBBzF79uy49dZbo2/fvvGd73wndt1115g2bVqsXr06pkyZEv37949dd901FixYEAMHDuy0Gnx9AADK8Mwzz8SUKVPi7rvvjrPOOiuuv/76mD9/fvTu3TvuuuuuWLx4cQwePDjmzZsXo0aNikceeSSam5tj1apV0b9//3jsscciImLFihUxatSoDs/zsY99LEaOHBmLFy+OiIjf//738fbbb8fxxx8fCxYsiDPOOCMWLFgQS5cujVdeeSUeeuihssfQUb1NTU3xrW99K370ox/FwoUL4+yzz45Vq1YV7WvZsmVRX18f99xzT9x5550REbF+/fp46aWX8nNz9913x9y5c+MrX/lKvP/++xER8Yc//CEWLVoU8+bNa9Xf5ZdfHhMmTIi77ror7rzzznjsscfi/vvvj9WrV8dvfvObWLx4cdx1112x7777xu9+97uyxwwA3cHjjz8eL7/8cpx99tkxfvz4WL58edTW1samTZviyiuvjB//+MfxyCOPxGc+85mYMWNGp57b1wcAoAx77713HHTQQRERMWzYsFi0aFE89NBDUVdXl3/B39DQEB//+Mdj7733jr322ivWrFkTDz/8cJx//vkxf/78yLIsVqxYUfJ79BMnToxvfOMb8YUvfCEWLlwYEyZMiF69esXll18ejz76aNxyyy3x0ksvxZtvvpl/sV2Ojurt3bt3nHrqqTFp0qQ46aSTYvjw4XHiiScW7euII46I66+/Pj73uc/FscceG5///Odjv/32i9tuuy3efPPNmDx5cr5tRUVFrFu3LiIiDjvssKisbP3Xj/fffz+eeOKJ+OMf/xjf+9738tv+53/+J4YPHx69e/eOiRMnxvDhw2P06NHxl3/5l2WPGQC6g6amphgzZkx87Wtfi4gPP5HX1NQUL7zwQvTt2zd/7TvnnHPy18rOIhQAgDL069cv//8VFRWRZVk0NzfHFVdckX8BXV9fH5s3b46IiBEjRsTKlSvj0UcfjZtvvjnuu+++uP/++6Nfv35RXV1d9FxHHnlkNDY2xjPPPBP33Xdf/Nd//VdERFx66aX5vzScdNJJ8dprr0XbbwHmastpaGjI/3+xeufNmxcvvPBCPPbYYzF//vy45557iv6lY999941ly5bF448/Hr/+9a/j7//+72POnDnR3NwcxxxzTNxwww35tq+99loMHjw4li1bFv3792/XV3Nzc2RZFnfccUfsuuuuERHxzjvvRN++fWPAgAFxzz33xJNPPhm//vWv4+KLL44vfOEL8dnPfrboHAJAd3L00UfHv/3bv8XUqVNjjz32iH/6p3+K6urqOO+88+L111+P2traGDJkSCxfvjwOPfTQTj23rw8AwFYaPnx43HbbbbFly5Zobm6Of/zHf4zvfve7ERExatSouPfee6O5uTn23HPPOO644+K6664r+tWBliZOnBhz586NoUOHxl577RUREY888khceOGFcdppp0XEh79c3NTU1Oq4PfbYI1588cXYvHlzNDQ0xAMPPFCy3nfeeSdOPPHE2H333WPy5Mlx8cUXx7PPPlu0vttvvz1mzZoVw4cPj8svvzyGDx8ev/3tb+OYY46JRx99NH7/+99HRMQvf/nLOP3002PTpk0d9lVVVRWHHXZY3HrrrRER8d5778W5554by5cvj1/84hcxefLkOPzww+MrX/lKnHHGGbFmzZqy5hAAuosDDzwwLrroovj85z8fY8eOjebm5jj//PNjt912i6uvvjouvvjiqKmpiYULF8a3vvWtTj23TwoAwFaaNm1aXHPNNXHmmWdGU1NTHHTQQTFz5syIiDjggAOioqIijjnmmIj48AX5TTfdFKNHjy6r7zPOOCO++93v5kOGiIhLLrkkLrzwwujfv39UVVXFUUcdlf9Yfs5xxx0XRx11VIwZMyYGDRoURx99dP47+B3VW1VVFVOnTo3JkydHv379onfv3vHNb36zZH2/+c1v4rTTTotdd9019tprr/jc5z4Xu+22W8yZMycuvfTSyLIsKisr4wc/+EHJHwacN29ezJ07N2pqamLLli0xbty4OP3006OpqSlWrlwZ48aNi/79+8duu+0Wc+fOLWsOAWBnt2LFivz/T5w4MSZOnNiuzYknnljya33bwr8+AAAAAInySQEA2MFqa2vjkksuKbhv//33b/V9/K508cUXx9q1awvuu/7662PIkCE7uCIAoLP5pAAAAAAkyg8NAgAAQKKEAgAAAJAooQAAAAAkSigAAAAAiRIKAAAAQKL+H+2TsIb6o2VMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "plt.figure(figsize=[18,5])\n",
    "sns.boxplot(x=df['new_values_series'], data=df);\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f8a9debe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Overall rating</th>\n",
       "      <th>Potential</th>\n",
       "      <th>ID</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>foot</th>\n",
       "      <th>Best overall</th>\n",
       "      <th>Best position</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Total attacking</th>\n",
       "      <th>Crossing</th>\n",
       "      <th>Finishing</th>\n",
       "      <th>Heading accuracy</th>\n",
       "      <th>Short passing</th>\n",
       "      <th>Volleys</th>\n",
       "      <th>Total skill</th>\n",
       "      <th>Dribbling</th>\n",
       "      <th>Curve</th>\n",
       "      <th>FK Accuracy</th>\n",
       "      <th>Long passing</th>\n",
       "      <th>Ball control</th>\n",
       "      <th>Total movement</th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Sprint speed</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Balance</th>\n",
       "      <th>Total power</th>\n",
       "      <th>Shot power</th>\n",
       "      <th>Jumping</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Long shots</th>\n",
       "      <th>Total mentality</th>\n",
       "      <th>Aggression</th>\n",
       "      <th>Interceptions</th>\n",
       "      <th>Positioning</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Penalties</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Total defending</th>\n",
       "      <th>Marking</th>\n",
       "      <th>Standing tackle</th>\n",
       "      <th>Sliding tackle</th>\n",
       "      <th>Total goalkeeping</th>\n",
       "      <th>GK Diving</th>\n",
       "      <th>GK Handling</th>\n",
       "      <th>GK Kicking</th>\n",
       "      <th>GK Positioning</th>\n",
       "      <th>GK Reflexes</th>\n",
       "      <th>Total stats</th>\n",
       "      <th>Base stats</th>\n",
       "      <th>International reputation</th>\n",
       "      <th>Pace / Diving</th>\n",
       "      <th>Shooting / Handling</th>\n",
       "      <th>Passing / Kicking</th>\n",
       "      <th>Dribbling / Reflexes</th>\n",
       "      <th>Defending / Pace</th>\n",
       "      <th>new_values_series</th>\n",
       "      <th>Team</th>\n",
       "      <th>new_wages_series</th>\n",
       "      <th>new_release_clause_series</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J. Todibo CB</td>\n",
       "      <td>22</td>\n",
       "      <td>79</td>\n",
       "      <td>84</td>\n",
       "      <td>245388</td>\n",
       "      <td>190</td>\n",
       "      <td>88</td>\n",
       "      <td>Right</td>\n",
       "      <td>81</td>\n",
       "      <td>CB</td>\n",
       "      <td>5</td>\n",
       "      <td>286</td>\n",
       "      <td>49</td>\n",
       "      <td>44</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>35</td>\n",
       "      <td>301</td>\n",
       "      <td>66</td>\n",
       "      <td>52</td>\n",
       "      <td>41</td>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>335</td>\n",
       "      <td>68</td>\n",
       "      <td>81</td>\n",
       "      <td>55</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "      <td>335</td>\n",
       "      <td>60</td>\n",
       "      <td>76</td>\n",
       "      <td>73</td>\n",
       "      <td>81</td>\n",
       "      <td>45</td>\n",
       "      <td>305</td>\n",
       "      <td>72</td>\n",
       "      <td>80</td>\n",
       "      <td>45</td>\n",
       "      <td>56</td>\n",
       "      <td>52</td>\n",
       "      <td>78</td>\n",
       "      <td>238</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>78</td>\n",
       "      <td>52</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1852</td>\n",
       "      <td>409</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>67</td>\n",
       "      <td>80</td>\n",
       "      <td>24500000.0</td>\n",
       "      <td>Nice</td>\n",
       "      <td>37000.0</td>\n",
       "      <td>48400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B. Verbruggen GK</td>\n",
       "      <td>19</td>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>258498</td>\n",
       "      <td>194</td>\n",
       "      <td>89</td>\n",
       "      <td>Right</td>\n",
       "      <td>73</td>\n",
       "      <td>GK</td>\n",
       "      <td>10</td>\n",
       "      <td>74</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>35</td>\n",
       "      <td>6</td>\n",
       "      <td>89</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>30</td>\n",
       "      <td>18</td>\n",
       "      <td>244</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>32</td>\n",
       "      <td>73</td>\n",
       "      <td>35</td>\n",
       "      <td>218</td>\n",
       "      <td>53</td>\n",
       "      <td>65</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>7</td>\n",
       "      <td>99</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>360</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>68</td>\n",
       "      <td>76</td>\n",
       "      <td>1127</td>\n",
       "      <td>412</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>76</td>\n",
       "      <td>52</td>\n",
       "      <td>5500000.0</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>9400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M. Ugarte CDM CM</td>\n",
       "      <td>21</td>\n",
       "      <td>79</td>\n",
       "      <td>85</td>\n",
       "      <td>253306</td>\n",
       "      <td>182</td>\n",
       "      <td>77</td>\n",
       "      <td>Right</td>\n",
       "      <td>80</td>\n",
       "      <td>CDM</td>\n",
       "      <td>6</td>\n",
       "      <td>286</td>\n",
       "      <td>58</td>\n",
       "      <td>65</td>\n",
       "      <td>39</td>\n",
       "      <td>79</td>\n",
       "      <td>45</td>\n",
       "      <td>339</td>\n",
       "      <td>79</td>\n",
       "      <td>54</td>\n",
       "      <td>50</td>\n",
       "      <td>79</td>\n",
       "      <td>77</td>\n",
       "      <td>349</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>69</td>\n",
       "      <td>77</td>\n",
       "      <td>60</td>\n",
       "      <td>336</td>\n",
       "      <td>62</td>\n",
       "      <td>53</td>\n",
       "      <td>83</td>\n",
       "      <td>73</td>\n",
       "      <td>65</td>\n",
       "      <td>355</td>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>75</td>\n",
       "      <td>74</td>\n",
       "      <td>50</td>\n",
       "      <td>84</td>\n",
       "      <td>232</td>\n",
       "      <td>77</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>53</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1950</td>\n",
       "      <td>433</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>63</td>\n",
       "      <td>71</td>\n",
       "      <td>77</td>\n",
       "      <td>75</td>\n",
       "      <td>26000000.0</td>\n",
       "      <td>Sporting CP</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>57200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Z. Debast CB</td>\n",
       "      <td>18</td>\n",
       "      <td>70</td>\n",
       "      <td>84</td>\n",
       "      <td>254262</td>\n",
       "      <td>189</td>\n",
       "      <td>76</td>\n",
       "      <td>Right</td>\n",
       "      <td>72</td>\n",
       "      <td>CDM</td>\n",
       "      <td>14</td>\n",
       "      <td>296</td>\n",
       "      <td>69</td>\n",
       "      <td>51</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>37</td>\n",
       "      <td>331</td>\n",
       "      <td>69</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>310</td>\n",
       "      <td>61</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>69</td>\n",
       "      <td>53</td>\n",
       "      <td>327</td>\n",
       "      <td>60</td>\n",
       "      <td>66</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>295</td>\n",
       "      <td>75</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>58</td>\n",
       "      <td>42</td>\n",
       "      <td>67</td>\n",
       "      <td>208</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>69</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1805</td>\n",
       "      <td>395</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "      <td>69</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>7400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>07 D. Last GK</td>\n",
       "      <td>37</td>\n",
       "      <td>61</td>\n",
       "      <td>60</td>\n",
       "      <td>21555</td>\n",
       "      <td>182</td>\n",
       "      <td>82</td>\n",
       "      <td>Right</td>\n",
       "      <td>61</td>\n",
       "      <td>GK</td>\n",
       "      <td>-1</td>\n",
       "      <td>137</td>\n",
       "      <td>35</td>\n",
       "      <td>32</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>139</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>63</td>\n",
       "      <td>8</td>\n",
       "      <td>146</td>\n",
       "      <td>44</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>51</td>\n",
       "      <td>8</td>\n",
       "      <td>74</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>28</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>248</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>70</td>\n",
       "      <td>60</td>\n",
       "      <td>939</td>\n",
       "      <td>356</td>\n",
       "      <td>3</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>60</td>\n",
       "      <td>45</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Örgryte</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3114</th>\n",
       "      <td>D. Mihailovic CAM CM CF</td>\n",
       "      <td>23</td>\n",
       "      <td>76</td>\n",
       "      <td>81</td>\n",
       "      <td>237496</td>\n",
       "      <td>178</td>\n",
       "      <td>69</td>\n",
       "      <td>Right</td>\n",
       "      <td>78</td>\n",
       "      <td>CAM</td>\n",
       "      <td>5</td>\n",
       "      <td>346</td>\n",
       "      <td>73</td>\n",
       "      <td>71</td>\n",
       "      <td>59</td>\n",
       "      <td>79</td>\n",
       "      <td>64</td>\n",
       "      <td>361</td>\n",
       "      <td>75</td>\n",
       "      <td>73</td>\n",
       "      <td>64</td>\n",
       "      <td>72</td>\n",
       "      <td>77</td>\n",
       "      <td>370</td>\n",
       "      <td>76</td>\n",
       "      <td>69</td>\n",
       "      <td>74</td>\n",
       "      <td>76</td>\n",
       "      <td>75</td>\n",
       "      <td>349</td>\n",
       "      <td>75</td>\n",
       "      <td>54</td>\n",
       "      <td>91</td>\n",
       "      <td>62</td>\n",
       "      <td>67</td>\n",
       "      <td>331</td>\n",
       "      <td>59</td>\n",
       "      <td>62</td>\n",
       "      <td>75</td>\n",
       "      <td>80</td>\n",
       "      <td>55</td>\n",
       "      <td>75</td>\n",
       "      <td>165</td>\n",
       "      <td>67</td>\n",
       "      <td>58</td>\n",
       "      <td>40</td>\n",
       "      <td>52</td>\n",
       "      <td>14</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>1974</td>\n",
       "      <td>422</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>70</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>60</td>\n",
       "      <td>11500000.0</td>\n",
       "      <td>AZ</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>18100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3115</th>\n",
       "      <td>G. Togni LM LWB LW</td>\n",
       "      <td>24</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>237512</td>\n",
       "      <td>180</td>\n",
       "      <td>76</td>\n",
       "      <td>Left</td>\n",
       "      <td>70</td>\n",
       "      <td>LM</td>\n",
       "      <td>1</td>\n",
       "      <td>319</td>\n",
       "      <td>69</td>\n",
       "      <td>65</td>\n",
       "      <td>63</td>\n",
       "      <td>67</td>\n",
       "      <td>55</td>\n",
       "      <td>312</td>\n",
       "      <td>71</td>\n",
       "      <td>59</td>\n",
       "      <td>55</td>\n",
       "      <td>57</td>\n",
       "      <td>70</td>\n",
       "      <td>373</td>\n",
       "      <td>78</td>\n",
       "      <td>77</td>\n",
       "      <td>76</td>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>336</td>\n",
       "      <td>73</td>\n",
       "      <td>59</td>\n",
       "      <td>69</td>\n",
       "      <td>71</td>\n",
       "      <td>64</td>\n",
       "      <td>329</td>\n",
       "      <td>68</td>\n",
       "      <td>61</td>\n",
       "      <td>69</td>\n",
       "      <td>67</td>\n",
       "      <td>64</td>\n",
       "      <td>70</td>\n",
       "      <td>189</td>\n",
       "      <td>59</td>\n",
       "      <td>67</td>\n",
       "      <td>63</td>\n",
       "      <td>49</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>13</td>\n",
       "      <td>9</td>\n",
       "      <td>1907</td>\n",
       "      <td>411</td>\n",
       "      <td>1</td>\n",
       "      <td>77</td>\n",
       "      <td>66</td>\n",
       "      <td>65</td>\n",
       "      <td>71</td>\n",
       "      <td>63</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>Defensa y Justicia</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3116</th>\n",
       "      <td>M. Camara CM CDM</td>\n",
       "      <td>25</td>\n",
       "      <td>75</td>\n",
       "      <td>77</td>\n",
       "      <td>237520</td>\n",
       "      <td>182</td>\n",
       "      <td>80</td>\n",
       "      <td>Right</td>\n",
       "      <td>78</td>\n",
       "      <td>CDM</td>\n",
       "      <td>2</td>\n",
       "      <td>348</td>\n",
       "      <td>69</td>\n",
       "      <td>71</td>\n",
       "      <td>67</td>\n",
       "      <td>75</td>\n",
       "      <td>66</td>\n",
       "      <td>347</td>\n",
       "      <td>72</td>\n",
       "      <td>69</td>\n",
       "      <td>55</td>\n",
       "      <td>75</td>\n",
       "      <td>76</td>\n",
       "      <td>378</td>\n",
       "      <td>74</td>\n",
       "      <td>77</td>\n",
       "      <td>78</td>\n",
       "      <td>74</td>\n",
       "      <td>75</td>\n",
       "      <td>391</td>\n",
       "      <td>84</td>\n",
       "      <td>70</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>75</td>\n",
       "      <td>366</td>\n",
       "      <td>84</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>54</td>\n",
       "      <td>77</td>\n",
       "      <td>219</td>\n",
       "      <td>73</td>\n",
       "      <td>76</td>\n",
       "      <td>70</td>\n",
       "      <td>49</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>2098</td>\n",
       "      <td>452</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>74</td>\n",
       "      <td>73</td>\n",
       "      <td>74</td>\n",
       "      <td>74</td>\n",
       "      <td>7000000.0</td>\n",
       "      <td>Roma</td>\n",
       "      <td>47000.0</td>\n",
       "      <td>12400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3118</th>\n",
       "      <td>S. Kaba ST</td>\n",
       "      <td>27</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>237524</td>\n",
       "      <td>191</td>\n",
       "      <td>80</td>\n",
       "      <td>Right</td>\n",
       "      <td>69</td>\n",
       "      <td>ST</td>\n",
       "      <td>0</td>\n",
       "      <td>311</td>\n",
       "      <td>49</td>\n",
       "      <td>68</td>\n",
       "      <td>69</td>\n",
       "      <td>66</td>\n",
       "      <td>59</td>\n",
       "      <td>280</td>\n",
       "      <td>67</td>\n",
       "      <td>45</td>\n",
       "      <td>39</td>\n",
       "      <td>56</td>\n",
       "      <td>73</td>\n",
       "      <td>308</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>55</td>\n",
       "      <td>65</td>\n",
       "      <td>63</td>\n",
       "      <td>369</td>\n",
       "      <td>76</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>90</td>\n",
       "      <td>58</td>\n",
       "      <td>299</td>\n",
       "      <td>67</td>\n",
       "      <td>25</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>65</td>\n",
       "      <td>81</td>\n",
       "      <td>31</td>\n",
       "      <td>26</td>\n",
       "      <td>24</td>\n",
       "      <td>56</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>1704</td>\n",
       "      <td>367</td>\n",
       "      <td>1</td>\n",
       "      <td>63</td>\n",
       "      <td>67</td>\n",
       "      <td>59</td>\n",
       "      <td>67</td>\n",
       "      <td>31</td>\n",
       "      <td>1500000.0</td>\n",
       "      <td>Cardiff City</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3119</th>\n",
       "      <td>20 T. Ephestion CM CDM</td>\n",
       "      <td>24</td>\n",
       "      <td>64</td>\n",
       "      <td>71</td>\n",
       "      <td>237551</td>\n",
       "      <td>189</td>\n",
       "      <td>87</td>\n",
       "      <td>Left</td>\n",
       "      <td>65</td>\n",
       "      <td>CM</td>\n",
       "      <td>7</td>\n",
       "      <td>271</td>\n",
       "      <td>57</td>\n",
       "      <td>51</td>\n",
       "      <td>62</td>\n",
       "      <td>66</td>\n",
       "      <td>35</td>\n",
       "      <td>278</td>\n",
       "      <td>65</td>\n",
       "      <td>55</td>\n",
       "      <td>35</td>\n",
       "      <td>59</td>\n",
       "      <td>64</td>\n",
       "      <td>293</td>\n",
       "      <td>66</td>\n",
       "      <td>61</td>\n",
       "      <td>60</td>\n",
       "      <td>64</td>\n",
       "      <td>42</td>\n",
       "      <td>329</td>\n",
       "      <td>63</td>\n",
       "      <td>58</td>\n",
       "      <td>72</td>\n",
       "      <td>82</td>\n",
       "      <td>54</td>\n",
       "      <td>295</td>\n",
       "      <td>61</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>64</td>\n",
       "      <td>52</td>\n",
       "      <td>58</td>\n",
       "      <td>171</td>\n",
       "      <td>58</td>\n",
       "      <td>60</td>\n",
       "      <td>53</td>\n",
       "      <td>46</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1683</td>\n",
       "      <td>374</td>\n",
       "      <td>1</td>\n",
       "      <td>63</td>\n",
       "      <td>54</td>\n",
       "      <td>61</td>\n",
       "      <td>63</td>\n",
       "      <td>59</td>\n",
       "      <td>625000.0</td>\n",
       "      <td>Orléans</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>1200000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2702 rows × 64 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         name  Age  Overall rating  Potential      ID  Height  \\\n",
       "0                J. Todibo CB   22              79         84  245388     190   \n",
       "1            B. Verbruggen GK   19              73         83  258498     194   \n",
       "2            M. Ugarte CDM CM   21              79         85  253306     182   \n",
       "3                Z. Debast CB   18              70         84  254262     189   \n",
       "4               07 D. Last GK   37              61         60   21555     182   \n",
       "...                       ...  ...             ...        ...     ...     ...   \n",
       "3114  D. Mihailovic CAM CM CF   23              76         81  237496     178   \n",
       "3115       G. Togni LM LWB LW   24              70         71  237512     180   \n",
       "3116         M. Camara CM CDM   25              75         77  237520     182   \n",
       "3118               S. Kaba ST   27              69         69  237524     191   \n",
       "3119   20 T. Ephestion CM CDM   24              64         71  237551     189   \n",
       "\n",
       "      Weight   foot  Best overall Best position  Growth  Total attacking  \\\n",
       "0         88  Right            81            CB       5              286   \n",
       "1         89  Right            73            GK      10               74   \n",
       "2         77  Right            80           CDM       6              286   \n",
       "3         76  Right            72           CDM      14              296   \n",
       "4         82  Right            61            GK      -1              137   \n",
       "...      ...    ...           ...           ...     ...              ...   \n",
       "3114      69  Right            78           CAM       5              346   \n",
       "3115      76   Left            70            LM       1              319   \n",
       "3116      80  Right            78           CDM       2              348   \n",
       "3118      80  Right            69            ST       0              311   \n",
       "3119      87   Left            65            CM       7              271   \n",
       "\n",
       "      Crossing  Finishing  Heading accuracy  Short passing  Volleys  \\\n",
       "0           49         44                80             78       35   \n",
       "1           10          8                15             35        6   \n",
       "2           58         65                39             79       45   \n",
       "3           69         51                68             71       37   \n",
       "4           35         32                35             35        0   \n",
       "...        ...        ...               ...            ...      ...   \n",
       "3114        73         71                59             79       64   \n",
       "3115        69         65                63             67       55   \n",
       "3116        69         71                67             75       66   \n",
       "3118        49         68                69             66       59   \n",
       "3119        57         51                62             66       35   \n",
       "\n",
       "      Total skill  Dribbling  Curve  FK Accuracy  Long passing  Ball control  \\\n",
       "0             301         66     52           41            70            72   \n",
       "1              89         15     11           15            30            18   \n",
       "2             339         79     54           50            79            77   \n",
       "3             331         69     58           59            74            71   \n",
       "4             139         35      0           33            63             8   \n",
       "...           ...        ...    ...          ...           ...           ...   \n",
       "3114          361         75     73           64            72            77   \n",
       "3115          312         71     59           55            57            70   \n",
       "3116          347         72     69           55            75            76   \n",
       "3118          280         67     45           39            56            73   \n",
       "3119          278         65     55           35            59            64   \n",
       "\n",
       "      Total movement  Acceleration  Sprint speed  Agility  Reactions  Balance  \\\n",
       "0                335            68            81       55         76       55   \n",
       "1                244            52            52       32         73       35   \n",
       "2                349            71            72       69         77       60   \n",
       "3                310            61            71       56         69       53   \n",
       "4                146            44            46        0         56        0   \n",
       "...              ...           ...           ...      ...        ...      ...   \n",
       "3114             370            76            69       74         76       75   \n",
       "3115             373            78            77       76         70       72   \n",
       "3116             378            74            77       78         74       75   \n",
       "3118             308            62            63       55         65       63   \n",
       "3119             293            66            61       60         64       42   \n",
       "\n",
       "      Total power  Shot power  Jumping  Stamina  Strength  Long shots  \\\n",
       "0             335          60       76       73        81          45   \n",
       "1             218          53       65       21        72           7   \n",
       "2             336          62       53       83        73          65   \n",
       "3             327          60       66       74        71          56   \n",
       "4             134          30        0       45        51           8   \n",
       "...           ...         ...      ...      ...       ...         ...   \n",
       "3114          349          75       54       91        62          67   \n",
       "3115          336          73       59       69        71          64   \n",
       "3116          391          84       70       80        82          75   \n",
       "3118          369          76       75       70        90          58   \n",
       "3119          329          63       58       72        82          54   \n",
       "\n",
       "      Total mentality  Aggression  Interceptions  Positioning  Vision  \\\n",
       "0                 305          72             80           45      56   \n",
       "1                  99          17             19            4      38   \n",
       "2                 355          73             83           75      74   \n",
       "3                 295          75             67           53      58   \n",
       "4                  74          41              0            0       0   \n",
       "...               ...         ...            ...          ...     ...   \n",
       "3114              331          59             62           75      80   \n",
       "3115              329          68             61           69      67   \n",
       "3116              366          84             76           76      76   \n",
       "3118              299          67             25           69      69   \n",
       "3119              295          61             59           59      64   \n",
       "\n",
       "      Penalties  Composure  Total defending  Marking  Standing tackle  \\\n",
       "0            52         78              238       80               80   \n",
       "1            21         30               43       12               17   \n",
       "2            50         84              232       77               80   \n",
       "3            42         67              208       68               71   \n",
       "4            33          0               61       28               33   \n",
       "...         ...        ...              ...      ...              ...   \n",
       "3114         55         75              165       67               58   \n",
       "3115         64         70              189       59               67   \n",
       "3116         54         77              219       73               76   \n",
       "3118         69         65               81       31               26   \n",
       "3119         52         58              171       58               60   \n",
       "\n",
       "      Sliding tackle  Total goalkeeping  GK Diving  GK Handling  GK Kicking  \\\n",
       "0                 78                 52          7           13          11   \n",
       "1                 14                360         75           70          71   \n",
       "2                 75                 53          6           10          16   \n",
       "3                 69                 38          6            6          15   \n",
       "4                  0                248         63           55          63   \n",
       "...              ...                ...        ...          ...         ...   \n",
       "3114              40                 52         14            5           6   \n",
       "3115              63                 49          8            8          11   \n",
       "3116              70                 49         11           11           9   \n",
       "3118              24                 56         11            9          14   \n",
       "3119              53                 46          5           11          11   \n",
       "\n",
       "      GK Positioning  GK Reflexes  Total stats  Base stats  \\\n",
       "0                  8           13         1852         409   \n",
       "1                 68           76         1127         412   \n",
       "2                  8           13         1950         433   \n",
       "3                  6            5         1805         395   \n",
       "4                 70           60          939         356   \n",
       "...              ...          ...          ...         ...   \n",
       "3114              14           13         1974         422   \n",
       "3115              13            9         1907         411   \n",
       "3116              11            7         2098         452   \n",
       "3118               8           14         1704         367   \n",
       "3119               8           11         1683         374   \n",
       "\n",
       "      International reputation  Pace / Diving  Shooting / Handling  \\\n",
       "0                            1             75                   47   \n",
       "1                            1             75                   70   \n",
       "2                            1             72                   63   \n",
       "3                            1             67                   53   \n",
       "4                            3             63                   55   \n",
       "...                        ...            ...                  ...   \n",
       "3114                         1             72                   70   \n",
       "3115                         1             77                   66   \n",
       "3116                         1             76                   74   \n",
       "3118                         1             63                   67   \n",
       "3119                         1             63                   54   \n",
       "\n",
       "      Passing / Kicking  Dribbling / Reflexes  Defending / Pace  \\\n",
       "0                    63                    67                80   \n",
       "1                    71                    76                52   \n",
       "2                    71                    77                75   \n",
       "3                    67                    67                69   \n",
       "4                    63                    60                45   \n",
       "...                 ...                   ...               ...   \n",
       "3114                 76                    76                60   \n",
       "3115                 65                    71                63   \n",
       "3116                 73                    74                74   \n",
       "3118                 59                    67                31   \n",
       "3119                 61                    63                59   \n",
       "\n",
       "      new_values_series                Team  new_wages_series  \\\n",
       "0            24500000.0                Nice           37000.0   \n",
       "1             5500000.0          Anderlecht            6000.0   \n",
       "2            26000000.0         Sporting CP           11000.0   \n",
       "3             3500000.0          Anderlecht            3000.0   \n",
       "4                   0.0             Örgryte               0.0   \n",
       "...                 ...                 ...               ...   \n",
       "3114         11500000.0                  AZ           10000.0   \n",
       "3115          2000000.0  Defensa y Justicia            7000.0   \n",
       "3116          7000000.0                Roma           47000.0   \n",
       "3118          1500000.0        Cardiff City           14000.0   \n",
       "3119           625000.0             Orléans            2000.0   \n",
       "\n",
       "      new_release_clause_series  \n",
       "0                    48400000.0  \n",
       "1                     9400000.0  \n",
       "2                    57200000.0  \n",
       "3                     7400000.0  \n",
       "4                           0.0  \n",
       "...                         ...  \n",
       "3114                 18100000.0  \n",
       "3115                        0.0  \n",
       "3116                 12400000.0  \n",
       "3118                        0.0  \n",
       "3119                  1200000.0  \n",
       "\n",
       "[2702 rows x 64 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f8938e3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(['ID'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ec0df9df",
   "metadata": {},
   "outputs": [],
   "source": [
    "correlation_matrix = df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "500104b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "correlation_with_target = correlation_matrix['new_values_series']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "92e98aac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Age                          0.185960\n",
       "Overall rating               0.716968\n",
       "Potential                    0.610678\n",
       "Height                       0.044770\n",
       "Weight                       0.074722\n",
       "Best overall                 0.720498\n",
       "Growth                      -0.293730\n",
       "Total attacking              0.320909\n",
       "Crossing                     0.255433\n",
       "Finishing                    0.247095\n",
       "Heading accuracy             0.187622\n",
       "Short passing                0.402300\n",
       "Volleys                      0.271671\n",
       "Total skill                  0.329601\n",
       "Dribbling                    0.269924\n",
       "Curve                        0.283425\n",
       "FK Accuracy                  0.242959\n",
       "Long passing                 0.390246\n",
       "Ball control                 0.328716\n",
       "Total movement               0.277710\n",
       "Acceleration                 0.149848\n",
       "Sprint speed                 0.165183\n",
       "Agility                      0.174975\n",
       "Reactions                    0.660988\n",
       "Balance                      0.125887\n",
       "Total power                  0.377418\n",
       "Shot power                   0.364292\n",
       "Jumping                      0.149570\n",
       "Stamina                      0.279285\n",
       "Strength                     0.207991\n",
       "Long shots                   0.265926\n",
       "Total mentality              0.352043\n",
       "Aggression                   0.228319\n",
       "Interceptions                0.186680\n",
       "Positioning                  0.253327\n",
       "Vision                       0.423446\n",
       "Penalties                    0.213005\n",
       "Composure                    0.483029\n",
       "Total defending              0.160665\n",
       "Marking                      0.182292\n",
       "Standing tackle              0.158829\n",
       "Sliding tackle               0.134904\n",
       "Total goalkeeping            0.024681\n",
       "GK Diving                    0.018224\n",
       "GK Handling                  0.021376\n",
       "GK Kicking                   0.023643\n",
       "GK Positioning               0.026479\n",
       "GK Reflexes                  0.026052\n",
       "Total stats                  0.446186\n",
       "Base stats                   0.610686\n",
       "International reputation     0.538981\n",
       "Pace / Diving                0.218269\n",
       "Shooting / Handling          0.355142\n",
       "Passing / Kicking            0.524353\n",
       "Dribbling / Reflexes         0.514825\n",
       "Defending / Pace             0.211500\n",
       "new_values_series            1.000000\n",
       "new_wages_series             0.788250\n",
       "new_release_clause_series    0.965456\n",
       "Name: new_values_series, dtype: float64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "correlation_with_target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d87afc26",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sorted correlation values and names:\n",
      "new_values_series: 1.0\n",
      "new_release_clause_series: 0.96545610607782\n",
      "new_wages_series: 0.7882498623480207\n",
      "Best overall: 0.7204976470877357\n",
      "Overall rating: 0.716967976387826\n",
      "Reactions: 0.6609875266684893\n",
      "Base stats: 0.6106856742425684\n",
      "Potential: 0.6106777803483375\n",
      "International reputation: 0.5389814984403937\n",
      "Passing / Kicking: 0.5243527240477619\n",
      "Dribbling / Reflexes: 0.5148252990456272\n",
      "Composure: 0.4830287525910592\n",
      "Total stats: 0.4461861665797496\n",
      "Vision: 0.4234463486519041\n",
      "Short passing: 0.40229963603999036\n",
      "Long passing: 0.3902457723940329\n",
      "Total power: 0.3774175929483477\n",
      "Shot power: 0.3642921401361792\n",
      "Shooting / Handling: 0.35514235833123664\n",
      "Total mentality: 0.35204324226700945\n",
      "Total skill: 0.3296007626331425\n",
      "Ball control: 0.32871550176312775\n",
      "Total attacking: 0.3209091213821584\n",
      "Curve: 0.28342539466619887\n",
      "Stamina: 0.2792852855309587\n",
      "Total movement: 0.2777097469449525\n",
      "Volleys: 0.27167077871121265\n",
      "Dribbling: 0.2699240388261721\n",
      "Long shots: 0.2659260165403897\n",
      "Crossing: 0.2554328633700712\n",
      "Positioning: 0.2533269152865938\n",
      "Finishing: 0.24709458606868068\n",
      "FK Accuracy: 0.24295928650047627\n",
      "Aggression: 0.22831933226695791\n",
      "Pace / Diving: 0.2182685314400198\n",
      "Penalties: 0.21300539204131508\n",
      "Defending / Pace: 0.21149953485537365\n",
      "Strength: 0.2079911301945479\n",
      "Heading accuracy: 0.1876217246179823\n",
      "Interceptions: 0.1866797392871016\n",
      "Age: 0.18595955716874032\n",
      "Marking: 0.18229232198572684\n",
      "Agility: 0.17497486212407543\n",
      "Sprint speed: 0.16518342908943895\n",
      "Total defending: 0.1606652865033111\n",
      "Standing tackle: 0.15882911601323998\n",
      "Acceleration: 0.14984755440325748\n",
      "Jumping: 0.14956974260443404\n",
      "Sliding tackle: 0.13490360867475742\n",
      "Balance: 0.12588688797347905\n",
      "Weight: 0.07472222510969519\n",
      "Height: 0.0447700060310695\n",
      "GK Positioning: 0.02647911711322025\n",
      "GK Reflexes: 0.026051887796252574\n",
      "Total goalkeeping: 0.0246807259896579\n",
      "GK Kicking: 0.023642541787591276\n",
      "GK Handling: 0.021376188798388773\n",
      "GK Diving: 0.018224471131061844\n",
      "Growth: -0.293730046086453\n"
     ]
    }
   ],
   "source": [
    "sorted_correlation = correlation_with_target.sort_values(ascending=False)\n",
    "\n",
    "# Create a list of tuples with variable name and correlation value pairs\n",
    "sorted_correlation_list = [(variable, correlation) for variable, correlation in sorted_correlation.items()]\n",
    "\n",
    "# Display the sorted correlation values and names\n",
    "print(\"Sorted correlation values and names:\")\n",
    "for variable, correlation in sorted_correlation_list:\n",
    "    print(f\"{variable}: {correlation}\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}