Data Science in Golf Strokes Gained vs Traditional Metrics - Exploratory Data Analysis (EDA).ipynb

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   },
   "source": [
    "# **Data Science in Golf: Strokes Gained vs Traditional Metrics - Exploratory Data Analysis (EDA)**"
   ]
  },
  {
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   "id": "dfb92168-672d-4657-b5e6-f5dce07c2dfc",
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    "--------------------------------\n",
    "### **Context** \n",
    "-------------------------------\n",
    "Golf is a great example of how data science can provide valuable insight. Golf is a sport steeped in tradition and has been traditionally evaluated using metrics like scoring average, fairways hit, and greens in regulation. However, these traditional metrics have limitations and may not provide a complete picture of a player's skill. Data science and analytics, specifically the use of Strokes Gained, can help to overcome these limitations by providing a more accurate and comprehensive assessment of a player's performance. \n",
    "\n",
    "The use of a normalized set of metrics allows for better comparison across different courses and fields, and can help identify areas for improvement. \n",
    "\n",
    "Additionally, there are misconceptions about the game of golf on what skills result in shooting lower scores and winning tournaments, but by using data science and Strokes Gained, it is possible to dispel those misconceptions and focus on facts and facts-based analysis, which can lead to better performance and ultimately better results. \n",
    "\n",
    "#### **Strokes Gained**\n",
    "\n",
    "Strokes Gained (often called the Moneyball of golf) is a relatively new metric in golf that aims to measure a player's performance relative to the rest of the field. It does this by comparing a player's performance on a given hole or round to the expected performance of an \"average\" golfer. \n",
    "\n",
    "Traditional golf metrics, such as scoring average, fairways hit, and greens in regulation, do not take into account the difficulty of the course or the level of competition. Additionally many of these metrics were popularized because they sound good, but often they provide limited insight or in some cases act as misleading metrics. In the example of fairways hit in regulation, this metric does not take into account distance left to the hole. In these cases a shot 10 yards from the hole in the rough would be ranked lower than a shot 300 yards+ from the hole in the fairway, which is clearly counter to what it should be. \n",
    "\n",
    "Strokes Gained, on the other hand, uses data from thousands of rounds to calculate the expected performance on each hole and then compares a player's actual performance to that expectation. This allows for a more accurate assessment of a player's skill and can help identify areas where they need to improve.\n",
    "\n",
    "----------------------------\n",
    "### **Objective**\n",
    "-----------------------------\n",
    "The objective of this project is to analyze data from the 2010 to 2018 PGA tour season using various metrics, including Strokes Gained, to gain insight into the performance of professional golfers. The specific objectives of this project are as follows:\n",
    "\n",
    "* Draw insight from data from the 2010 to 2018 PGA tour season.\n",
    "    * Which features lead to the greatest success in golf? Specifically compare how strokes gained stats compare to the traditional stats. \n",
    "     * Investigate if the traditional view that short game (putting and chipping) is more valuable than long game skills (driving and approach shots)?\n",
    "    * Investigate if the traditional view that driving accuracy (fairways hit %) is more valuable than driving distance?\n",
    "* Determine a the best predictive feature to measure \"sucess\" in golf,\n",
    "* Build a prediction model for \"success\" in golf based on based on that feature.\n",
    "* Compare the effectiveness of the Strokes Gained metrics to traditional metrics in predicting success by conducting feature analysis on the impact of different metrics. \n",
    "\n",
    "Overall, the goal of this project is to use data science to gain a better understanding of golf performance and to identify areas for improvement. By analyzing data from the PGA tour, this project will provide insights that can be used to improve the performance of golfers at all levels.\n",
    "\n",
    "--------------------------\n",
    "### **Data Description**\n",
    "--------------------------\n",
    "Dataset contains PGA Tour Data from 2010 to 2018 seasons (special note data is pre-covid season 2020). \n",
    "\n",
    "**Name the target variable - Looks like wins and top 10 might be out for the small sample size. Fedex cup might be out as well because of the fedex cup weekend? Money might be out as it looks like there might be a lot of nulls for some reason?**\n",
    "\n",
    "* `Player Name` - Name of the player\n",
    "* `Rounds` - Number of rounds they played during that specific season\n",
    "* `Fairway Percentage` - Percentage of Fairways hit off the tee. \n",
    "* `Year` - Season played. Because multiple seasons where recored there will be duplicates in column `Player Names` that represent the different seasons they recorded these stats.  \n",
    "* `Avg Distance`- Average **driving** distance\n",
    "* `gir`- Greens hit in regulation\n",
    "* `Average Putts`- Average puts in a round (18 holes)\n",
    "* `Average Scrambling`- Measure of a golfers performance when they miss the green in regulation. Value is a percentage of how likely they are able to save par in that instance. \n",
    "* `Average Score`- Average number of strokes taken per round, that is a average of all a players scores that season. The number is adjusted by the stroke average (difficulty) of each tournament.\n",
    "* `Points`- Points on the PGA Tour website refer to a player's standing in the FedEx Cup points race, which is a season-long competition that awards points to players based on their performance in each tournament throughout the season. \n",
    "    * Certain tournaments on the PGA Tour award more FedEx Cup points than others. The FedEx Cup points system is designed to award more points to players who compete in tournaments with stronger fields\n",
    "    * Additionally, tournaments that are part of the FedEx Cup playoffs (The Northern Trust, BMW Championship, Tour Championship) also award more FedEx Cup points than regular season events. The point distribution increases as the playoffs progress and the field gets smaller.\n",
    "* `Wins` - Total number of wins that season\n",
    "* `Top 10`- Total number of top 10 placements that season\n",
    "* `Money`- Total money earned from tournament winnings. \n",
    "\n",
    "**Strokes Gained Discription**\n",
    "\n",
    "Strokes Gained metrics are calculated by comparing the number of strokes a player takes to the number of strokes an average player would take on the same shot. \n",
    "\n",
    "Example: In the case where a player has a 16-ft 11-inches putt, which has an average strokes gained of 1.826 (on average players take 1.826 strokes to get it in the hole). If the player putts it to 4ft, which has a average strokes gained of 1.12 and then they then proceeded to putt it in. The calculation is:\n",
    "\n",
    "* 1.826(SG 1rst putt) -1.12(SG 2nd putt) - 1(putt in) = -0.29 \n",
    "\n",
    "That player receives a negative 0.29 strokes gained for those putts. That means they performed 0.29 strokes worse than the average player. Compared to if they holed the putt out in 1 shot.\n",
    "\n",
    "* 1.826(SG 1rst putt) - 1(putt in) = 0.826\n",
    "\n",
    "The player would receive a postive 0.826 for that putt. That means they performed 0.826 almost an entire stroke better than the average player. A similar calculation can be done for ever shot on the course.  \n",
    "\n",
    "* `Average SG Putts`- The average strokes gained for all putts hit in a round (calculated as shown above) that is then subtracted by the field average strokes gained to account for the tournament difficulty. The sum of each round is then divided by the number of rounds played. \n",
    "* `Average SG Total`- The average strokes gained performed compared to the rest of the field at each tournament. \n",
    "* `SG:OTT`- Strokes Gained Off-The-Tee measures a player's performance off the tee (from the tee box) compared to the rest of the field in a given tournament or round. \n",
    "* `SG:APR`- Strokes Gained Approach measures a player's performance on approach shots (shots from the fairway or rough, played to the green) compared to the rest of the field in a given tournament or round. \n",
    "* `SG:ARG`- Strokes Gained Around-The-Green measures a player's performance on shots played around the green (such as chip shots, pitches, and bunker shots) compared to the rest of the field in a given tournament or round."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a9f8418-fe9a-4d06-b24b-587ccf68ffa6",
   "metadata": {},
   "source": [
    "## **Importing Data**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f14f9d54-fc29-4fd8-a8d2-612b90716929",
   "metadata": {},
   "source": [
    "### **Import the necessary libraries**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6d1f6a86-cae7-4187-803c-17133aa7f5a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_theme()\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import confusion_matrix, classification_report,accuracy_score,precision_score,recall_score,f1_score\n",
    "\n",
    "from sklearn import tree\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "from sklearn.ensemble import BaggingClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "import scipy.stats as stats\n",
    "\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0b84f5e-edac-430c-af82-67a161c3c40f",
   "metadata": {},
   "source": [
    "### **Read the dataset**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "707d5b6c-a59d-4319-86f2-061f1d57c41f",
   "metadata": {},
   "outputs": [],
   "source": [
    "hm=pd.read_csv(\"pgaTourData.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bed5f62a-efbd-4d52-8c6d-f5388633f50f",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=hm.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ce240b2-94b7-47ec-a347-f11060327e58",
   "metadata": {},
   "source": [
    "#### Formate the column names to have _ instead of spaces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "47aef882-405a-4413-a3cd-627c2de89634",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Player_Name', 'Rounds', 'Fairway_Percentage', 'Year', 'Avg_Distance',\n",
      "       'gir', 'Average_Putts', 'Average_Scrambling', 'Average_Score', 'Points',\n",
      "       'Wins', 'Top_10', 'Average_SG_Putts', 'Average_SG_Total', 'SG:OTT',\n",
      "       'SG:APR', 'SG:ARG', 'Money'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "# replace spaces with underscores in column names\n",
    "for col in data.columns:\n",
    "    data.rename(columns={col: col.replace(\" \", \"_\")}, inplace=True)\n",
    "\n",
    "print(data.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edbe0664-e1f6-4e7c-9658-9bd082acaaee",
   "metadata": {},
   "source": [
    "#### **Data Overview**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "92aa8d8e-bf92-481d-bc6e-0b1db4691be4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .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>Player_Name</th>\n",
       "      <th>Rounds</th>\n",
       "      <th>Fairway_Percentage</th>\n",
       "      <th>Year</th>\n",
       "      <th>Avg_Distance</th>\n",
       "      <th>gir</th>\n",
       "      <th>Average_Putts</th>\n",
       "      <th>Average_Scrambling</th>\n",
       "      <th>Average_Score</th>\n",
       "      <th>Points</th>\n",
       "      <th>Wins</th>\n",
       "      <th>Top_10</th>\n",
       "      <th>Average_SG_Putts</th>\n",
       "      <th>Average_SG_Total</th>\n",
       "      <th>SG:OTT</th>\n",
       "      <th>SG:APR</th>\n",
       "      <th>SG:ARG</th>\n",
       "      <th>Money</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Henrik Stenson</td>\n",
       "      <td>60.0</td>\n",
       "      <td>75.19</td>\n",
       "      <td>2018</td>\n",
       "      <td>291.5</td>\n",
       "      <td>73.51</td>\n",
       "      <td>29.93</td>\n",
       "      <td>60.67</td>\n",
       "      <td>69.617</td>\n",
       "      <td>868</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-0.207</td>\n",
       "      <td>1.153</td>\n",
       "      <td>0.427</td>\n",
       "      <td>0.960</td>\n",
       "      <td>-0.027</td>\n",
       "      <td>$2,680,487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ryan Armour</td>\n",
       "      <td>109.0</td>\n",
       "      <td>73.58</td>\n",
       "      <td>2018</td>\n",
       "      <td>283.5</td>\n",
       "      <td>68.22</td>\n",
       "      <td>29.31</td>\n",
       "      <td>60.13</td>\n",
       "      <td>70.758</td>\n",
       "      <td>1,006</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-0.058</td>\n",
       "      <td>0.337</td>\n",
       "      <td>-0.012</td>\n",
       "      <td>0.213</td>\n",
       "      <td>0.194</td>\n",
       "      <td>$2,485,203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chez Reavie</td>\n",
       "      <td>93.0</td>\n",
       "      <td>72.24</td>\n",
       "      <td>2018</td>\n",
       "      <td>286.5</td>\n",
       "      <td>68.67</td>\n",
       "      <td>29.12</td>\n",
       "      <td>62.27</td>\n",
       "      <td>70.432</td>\n",
       "      <td>1,020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.192</td>\n",
       "      <td>0.674</td>\n",
       "      <td>0.183</td>\n",
       "      <td>0.437</td>\n",
       "      <td>-0.137</td>\n",
       "      <td>$2,700,018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ryan Moore</td>\n",
       "      <td>78.0</td>\n",
       "      <td>71.94</td>\n",
       "      <td>2018</td>\n",
       "      <td>289.2</td>\n",
       "      <td>68.80</td>\n",
       "      <td>29.17</td>\n",
       "      <td>64.16</td>\n",
       "      <td>70.015</td>\n",
       "      <td>795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-0.271</td>\n",
       "      <td>0.941</td>\n",
       "      <td>0.406</td>\n",
       "      <td>0.532</td>\n",
       "      <td>0.273</td>\n",
       "      <td>$1,986,608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Brian Stuard</td>\n",
       "      <td>103.0</td>\n",
       "      <td>71.44</td>\n",
       "      <td>2018</td>\n",
       "      <td>278.9</td>\n",
       "      <td>67.12</td>\n",
       "      <td>29.11</td>\n",
       "      <td>59.23</td>\n",
       "      <td>71.038</td>\n",
       "      <td>421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.164</td>\n",
       "      <td>0.062</td>\n",
       "      <td>-0.227</td>\n",
       "      <td>0.099</td>\n",
       "      <td>0.026</td>\n",
       "      <td>$1,089,763</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "      Player_Name  Rounds  Fairway_Percentage  Year  Avg_Distance    gir  \\\n",
       "0  Henrik Stenson    60.0               75.19  2018         291.5  73.51   \n",
       "1     Ryan Armour   109.0               73.58  2018         283.5  68.22   \n",
       "2     Chez Reavie    93.0               72.24  2018         286.5  68.67   \n",
       "3      Ryan Moore    78.0               71.94  2018         289.2  68.80   \n",
       "4    Brian Stuard   103.0               71.44  2018         278.9  67.12   \n",
       "\n",
       "   Average_Putts  Average_Scrambling  Average_Score Points  Wins  Top_10  \\\n",
       "0          29.93               60.67         69.617    868   NaN     5.0   \n",
       "1          29.31               60.13         70.758  1,006   1.0     3.0   \n",
       "2          29.12               62.27         70.432  1,020   NaN     3.0   \n",
       "3          29.17               64.16         70.015    795   NaN     5.0   \n",
       "4          29.11               59.23         71.038    421   NaN     3.0   \n",
       "\n",
       "   Average_SG_Putts  Average_SG_Total  SG:OTT  SG:APR  SG:ARG       Money  \n",
       "0            -0.207             1.153   0.427   0.960  -0.027  $2,680,487  \n",
       "1            -0.058             0.337  -0.012   0.213   0.194  $2,485,203  \n",
       "2             0.192             0.674   0.183   0.437  -0.137  $2,700,018  \n",
       "3            -0.271             0.941   0.406   0.532   0.273  $1,986,608  \n",
       "4             0.164             0.062  -0.227   0.099   0.026  $1,089,763  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "80f418ae-9818-4a71-8581-f8e746fa1fa9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2312, 18)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9324f7c9-b533-48f8-a74a-a74530c59f8f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2312 entries, 0 to 2311\n",
      "Data columns (total 18 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   Player_Name         2312 non-null   object \n",
      " 1   Rounds              1678 non-null   float64\n",
      " 2   Fairway_Percentage  1678 non-null   float64\n",
      " 3   Year                2312 non-null   int64  \n",
      " 4   Avg_Distance        1678 non-null   float64\n",
      " 5   gir                 1678 non-null   float64\n",
      " 6   Average_Putts       1678 non-null   float64\n",
      " 7   Average_Scrambling  1678 non-null   float64\n",
      " 8   Average_Score       1678 non-null   float64\n",
      " 9   Points              2296 non-null   object \n",
      " 10  Wins                293 non-null    float64\n",
      " 11  Top_10              1458 non-null   float64\n",
      " 12  Average_SG_Putts    1678 non-null   float64\n",
      " 13  Average_SG_Total    1678 non-null   float64\n",
      " 14  SG:OTT              1678 non-null   float64\n",
      " 15  SG:APR              1678 non-null   float64\n",
      " 16  SG:ARG              1678 non-null   float64\n",
      " 17  Money               2300 non-null   object \n",
      "dtypes: float64(14), int64(1), object(3)\n",
      "memory usage: 325.2+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ea008e1-2278-486c-8477-f57610cffb6b",
   "metadata": {},
   "source": [
    "All features are numerical except for `Player_Name`,`Points` and`Money`. \n",
    "* `Points` and`Money` **should be converted into numerical features.\n",
    "\n",
    "Multiple columns contain NULL values, all features exept: Player_Names and Year. Looks like there are 1678 values that are consitently non-null?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4965a660-9ea8-49ef-8ccc-2dc013ac222d",
   "metadata": {},
   "source": [
    "#### **Drop Null Values**\n",
    "**Attempting to drop NULL rows with the above hypothesis that they are all from the same group**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6f628e33-39dc-4000-b833-668dc669c2aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make a copy to check assumption\n",
    "data_clean = data.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3c3ce405-314f-483d-b9d5-ea759d18ee44",
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove rows with null values in 'Average_SG_Putts' column\n",
    "data_clean = data_clean.dropna(subset=['Average_SG_Putts'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3c9fc2cd-a5e5-473a-8fbe-b846d705bb99",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1678 entries, 0 to 1677\n",
      "Data columns (total 18 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   Player_Name         1678 non-null   object \n",
      " 1   Rounds              1678 non-null   float64\n",
      " 2   Fairway_Percentage  1678 non-null   float64\n",
      " 3   Year                1678 non-null   int64  \n",
      " 4   Avg_Distance        1678 non-null   float64\n",
      " 5   gir                 1678 non-null   float64\n",
      " 6   Average_Putts       1678 non-null   float64\n",
      " 7   Average_Scrambling  1678 non-null   float64\n",
      " 8   Average_Score       1678 non-null   float64\n",
      " 9   Points              1674 non-null   object \n",
      " 10  Wins                283 non-null    float64\n",
      " 11  Top_10              1353 non-null   float64\n",
      " 12  Average_SG_Putts    1678 non-null   float64\n",
      " 13  Average_SG_Total    1678 non-null   float64\n",
      " 14  SG:OTT              1678 non-null   float64\n",
      " 15  SG:APR              1678 non-null   float64\n",
      " 16  SG:ARG              1678 non-null   float64\n",
      " 17  Money               1674 non-null   object \n",
      "dtypes: float64(14), int64(1), object(3)\n",
      "memory usage: 249.1+ KB\n"
     ]
    }
   ],
   "source": [
    "data_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f365bf5e-2c0e-42a9-a678-6e0a31702d74",
   "metadata": {},
   "source": [
    "**Hypothesis was correct** there are 1678 values out of the original 2312 that are not null on a majority of the features. Will use this cleaned data as our dataset moving forward. \n",
    "* `Wins` and `Top_10` still contain a majority null, it is likely these are players who did not score on these metrics and can likely be changed to 0.\n",
    "* `Money` has 4 NULL values, we can examine these individually. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adfe94a6-d71c-4a2c-b950-2047bcaa2ae1",
   "metadata": {},
   "source": [
    "### **Choosing our predictive feature**\n",
    "The goal of our analysis is to determine which features best predict success in golf, but we have many choices for which feature we can use. \n",
    "* We can use `Average_Score`, `Points`, `Wins`, `Top_10`, and `Money`.\n",
    "* While `Wins` and `Top_10` are great measures of success, so few players achieve them that they would not function as a good predictive feature.\n",
    "* `Points` seems like a good metric on the surface, but fedex points are not distributed evenly in golf. Some tournaments are weighted more and a small selection of top players are allowed to play in the fedex cup which gives the most points. This all to say perhaps those different weights are balanced, but if we have a better option it would be prudent to use it isntead. \n",
    "* `Money` - Is a good overall weight of success on the pga tour, but there are likely mutliple confounding factors involved. \n",
    "* `Average_Score` is a great metric that focuses on playing well. It is adjusted for the average score of each tournament, but that should only increase its validity. \n",
    "\n",
    "**The best choice for predicitve feature is `Average_Score` the other predictive features will be dropped**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4e68d25-fbca-4ed6-aff0-2d0f43b073f5",
   "metadata": {},
   "source": [
    "#### **Dropping Collumns**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1320075d-efa5-47f1-b38c-49f4e1322455",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "# drop 'Points', 'Wins', 'Top_10', 'Money' columns\n",
    "data_clean.drop(columns=['Points', 'Wins', 'Top_10', 'Money'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e5ce96a6-30ee-4d36-961e-7451e796f7a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1678 entries, 0 to 1677\n",
      "Data columns (total 14 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   Player_Name         1678 non-null   object \n",
      " 1   Rounds              1678 non-null   float64\n",
      " 2   Fairway_Percentage  1678 non-null   float64\n",
      " 3   Year                1678 non-null   int64  \n",
      " 4   Avg_Distance        1678 non-null   float64\n",
      " 5   gir                 1678 non-null   float64\n",
      " 6   Average_Putts       1678 non-null   float64\n",
      " 7   Average_Scrambling  1678 non-null   float64\n",
      " 8   Average_Score       1678 non-null   float64\n",
      " 9   Average_SG_Putts    1678 non-null   float64\n",
      " 10  Average_SG_Total    1678 non-null   float64\n",
      " 11  SG:OTT              1678 non-null   float64\n",
      " 12  SG:APR              1678 non-null   float64\n",
      " 13  SG:ARG              1678 non-null   float64\n",
      "dtypes: float64(12), int64(1), object(1)\n",
      "memory usage: 196.6+ KB\n"
     ]
    }
   ],
   "source": [
    "data_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0910d053-8192-41e4-bdd8-e57ea2c8b38b",
   "metadata": {},
   "source": [
    "* Dropping `Player_Name`, `Year` as they have no impact.\n",
    "\n",
    "* Dropping `Rounds` as it is not a measure of how well golf is played. **It would could skew the data as better players play fewer rounds.**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44e646d6-8694-41ce-9d5b-1cd50a5c8bf6",
   "metadata": {},
   "source": [
    "#### **Convert the data types**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e96829a5-2e7c-41bf-814d-59aa012d131f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop 'Player_Name', 'Year' and 'Rounds'\n",
    "data_clean.drop(columns=['Player_Name', 'Year', 'Rounds'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9ca75f17-0f82-43f1-8e90-498374514c08",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1678 entries, 0 to 1677\n",
      "Data columns (total 11 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   Fairway_Percentage  1678 non-null   float64\n",
      " 1   Avg_Distance        1678 non-null   float64\n",
      " 2   gir                 1678 non-null   float64\n",
      " 3   Average_Putts       1678 non-null   float64\n",
      " 4   Average_Scrambling  1678 non-null   float64\n",
      " 5   Average_Score       1678 non-null   float64\n",
      " 6   Average_SG_Putts    1678 non-null   float64\n",
      " 7   Average_SG_Total    1678 non-null   float64\n",
      " 8   SG:OTT              1678 non-null   float64\n",
      " 9   SG:APR              1678 non-null   float64\n",
      " 10  SG:ARG              1678 non-null   float64\n",
      "dtypes: float64(11)\n",
      "memory usage: 157.3 KB\n"
     ]
    }
   ],
   "source": [
    "data_clean.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44420350-dbb9-436b-a86c-81dec6c04187",
   "metadata": {},
   "source": [
    "The remaining data is are numerical therefore we no longer need to convert any features."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30b5e379-93ee-49e4-9226-15bec161ecc8",
   "metadata": {},
   "source": [
    "**The relevent data is now ready to be analyzed**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0574b711-a463-419b-88c2-72d41ecc11a7",
   "metadata": {},
   "source": [
    "## **Exploratory Data Analysis (EDA) and Visualization**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a854db26-42cd-4ba0-853c-3787352f12ac",
   "metadata": {},
   "source": [
    "### **Summary Statistics of the dataset**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "11ee8b28-c86b-4857-afca-3d74873cfa90",
   "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>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Fairway_Percentage</th>\n",
       "      <td>1678.0</td>\n",
       "      <td>61.440560</td>\n",
       "      <td>5.058845</td>\n",
       "      <td>43.020</td>\n",
       "      <td>57.94250</td>\n",
       "      <td>61.430</td>\n",
       "      <td>64.91000</td>\n",
       "      <td>76.880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avg_Distance</th>\n",
       "      <td>1678.0</td>\n",
       "      <td>290.807688</td>\n",
       "      <td>8.916631</td>\n",
       "      <td>266.400</td>\n",
       "      <td>284.90000</td>\n",
       "      <td>290.550</td>\n",
       "      <td>296.40000</td>\n",
       "      <td>319.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gir</th>\n",
       "      <td>1678.0</td>\n",
       "      <td>65.661675</td>\n",
       "      <td>2.745411</td>\n",
       "      <td>53.540</td>\n",
       "      <td>63.83000</td>\n",
       "      <td>65.790</td>\n",
       "      <td>67.58000</td>\n",
       "      <td>73.520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Average_Putts</th>\n",
       "      <td>1678.0</td>\n",
       "      <td>29.163331</td>\n",
       "      <td>0.518468</td>\n",
       "      <td>27.510</td>\n",
       "      <td>28.81000</td>\n",
       "      <td>29.140</td>\n",
       "      <td>29.52000</td>\n",
       "      <td>31.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Average_Scrambling</th>\n",
       "      <td>1678.0</td>\n",
       "      <td>58.115638</td>\n",
       "      <td>3.384769</td>\n",
       "      <td>44.010</td>\n",
       "      <td>55.90000</td>\n",
       "      <td>58.275</td>\n",
       "      <td>60.42000</td>\n",
       "      <td>69.330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Average_Score</th>\n",
       "      <td>1678.0</td>\n",
       "      <td>70.921961</td>\n",
       "      <td>0.698305</td>\n",
       "      <td>68.698</td>\n",
       "      <td>70.49425</td>\n",
       "      <td>70.902</td>\n",
       "      <td>71.34275</td>\n",
       "      <td>74.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Average_SG_Putts</th>\n",
       "      <td>1678.0</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.343787</td>\n",
       "      <td>-1.475</td>\n",
       "      <td>-0.18700</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.25700</td>\n",
       "      <td>1.130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Average_SG_Total</th>\n",
       "      <td>1678.0</td>\n",
       "      <td>0.148105</td>\n",
       "      <td>0.694923</td>\n",
       "      <td>-3.209</td>\n",
       "      <td>-0.25475</td>\n",
       "      <td>0.147</td>\n",
       "      <td>0.56850</td>\n",
       "      <td>2.406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SG:OTT</th>\n",
       "      <td>1678.0</td>\n",
       "      <td>0.037759</td>\n",
       "      <td>0.379892</td>\n",
       "      <td>-1.717</td>\n",
       "      <td>-0.19025</td>\n",
       "      <td>0.056</td>\n",
       "      <td>0.29150</td>\n",
       "      <td>1.485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SG:APR</th>\n",
       "      <td>1678.0</td>\n",
       "      <td>0.065015</td>\n",
       "      <td>0.380952</td>\n",
       "      <td>-1.680</td>\n",
       "      <td>-0.18075</td>\n",
       "      <td>0.081</td>\n",
       "      <td>0.31450</td>\n",
       "      <td>1.533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SG:ARG</th>\n",
       "      <td>1678.0</td>\n",
       "      <td>0.019974</td>\n",
       "      <td>0.223361</td>\n",
       "      <td>-0.930</td>\n",
       "      <td>-0.12300</td>\n",
       "      <td>0.022</td>\n",
       "      <td>0.17500</td>\n",
       "      <td>0.660</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     count        mean       std      min        25%      50%  \\\n",
       "Fairway_Percentage  1678.0   61.440560  5.058845   43.020   57.94250   61.430   \n",
       "Avg_Distance        1678.0  290.807688  8.916631  266.400  284.90000  290.550   \n",
       "gir                 1678.0   65.661675  2.745411   53.540   63.83000   65.790   \n",
       "Average_Putts       1678.0   29.163331  0.518468   27.510   28.81000   29.140   \n",
       "Average_Scrambling  1678.0   58.115638  3.384769   44.010   55.90000   58.275   \n",
       "Average_Score       1678.0   70.921961  0.698305   68.698   70.49425   70.902   \n",
       "Average_SG_Putts    1678.0    0.025641  0.343787   -1.475   -0.18700    0.040   \n",
       "Average_SG_Total    1678.0    0.148105  0.694923   -3.209   -0.25475    0.147   \n",
       "SG:OTT              1678.0    0.037759  0.379892   -1.717   -0.19025    0.056   \n",
       "SG:APR              1678.0    0.065015  0.380952   -1.680   -0.18075    0.081   \n",
       "SG:ARG              1678.0    0.019974  0.223361   -0.930   -0.12300    0.022   \n",
       "\n",
       "                          75%      max  \n",
       "Fairway_Percentage   64.91000   76.880  \n",
       "Avg_Distance        296.40000  319.700  \n",
       "gir                  67.58000   73.520  \n",
       "Average_Putts        29.52000   31.000  \n",
       "Average_Scrambling   60.42000   69.330  \n",
       "Average_Score        71.34275   74.400  \n",
       "Average_SG_Putts      0.25700    1.130  \n",
       "Average_SG_Total      0.56850    2.406  \n",
       "SG:OTT                0.29150    1.485  \n",
       "SG:APR                0.31450    1.533  \n",
       "SG:ARG                0.17500    0.660  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Analyze the summary statistics for numerical variables\n",
    "data_clean.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8822f956-ba1a-48c9-9072-13756464dae8",
   "metadata": {},
   "source": [
    "**Predictive Feature**\n",
    "- `Average_Score`:\n",
    "    * The average score is 71, and the range is between 69 and 74\n",
    "    * **69-74 is a reletively small range of 5 strokes. This makes sense as that is the high standard for pga tour players. But this might potentially bias the model**.\n",
    "**Traditional Features**\n",
    "- `Fairway_Percentage`: \n",
    "    * The average fairway percentage is 61%, and the range is between 43% and 77%. \n",
    "- `Avg_Distance`:\n",
    "    * The average distance is 291 yards, and the range is between 266 and 320 yards.\n",
    "    * That is a reletively high range for most golfers, there is a concern that high driving distance is a prerequisit to play on the PGA and therefore it would be undervalued as an important stat. Hopefully the increase in hole distance on the PGA is enough to show separation if it is present. \n",
    "- `GIR`:\n",
    "    * The average greens in regulation is 66%, and the range is between 54% and 74%.\n",
    "- `Avg_Putts`:\n",
    "    * The average number of putts is 29, and the range is between 28 and 31 putts.\n",
    "- `Avg_Scrambling`:\n",
    "    * The average scrambling percentage is 58%, and the range is between 44% and 69%.\n",
    "\n",
    "**Strokes Gained Features**\n",
    "- `Avg_SG_Putts`:\n",
    "    * The average strokes gained in putting is 0.03, and the range is between -1.5 and 1.13\n",
    "- `Avg_SG_Total`:\n",
    "    * The average strokes gained total is 0.15, and the range is between -3.2 and 2.406\n",
    "- `SG:OTT`:\n",
    "    * The average strokes gained off the tee is 0.04, and the range is between -1.717 and 1.485\n",
    "- `SG:APR`:\n",
    "    * The average strokes gained around the green is 0.065, and the range is between -1.68 and 1.533\n",
    "- `SG:ARG`:\n",
    "    * The average strokes gained tee to green is 0.02, and the range is between -0.93 and 0.66\n",
    "\n",
    "**The data looks normal**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb4bf194-5e4f-4c28-9d25-d58112eb6faf",
   "metadata": {},
   "source": [
    "### **Univariate Analysis**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "2962f777-b3fe-40f4-a117-8c66e746142a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function that will create boxplot and histogram for any input numerical variable.\n",
    "# This function takes the numerical column as the input and return the boxplots and histograms for the variable.\n",
    "\n",
    "def histogram_boxplot(feature, figsize=(15,10), bins = None):\n",
    "    \"\"\" Boxplot and histogram combined\n",
    "    feature: 1-d feature array\n",
    "    figsize: size of fig (default (9,8))\n",
    "    bins: number of bins (default None / auto)\n",
    "    \"\"\"\n",
    "    f2, (ax_box2, ax_hist2) = plt.subplots(nrows = 2, # Number of rows of the subplot grid= 2\n",
    "                                           sharex = True, # x-axis will be shared among all subplots\n",
    "                                           gridspec_kw = {\"height_ratios\": (.25, .75)}, \n",
    "                                           figsize = figsize \n",
    "                                           ) # creating the 2 subplots\n",
    "    sns.boxplot(feature, ax=ax_box2, showmeans=True, color='green') # boxplot will be created and a star will indicate the mean value of the column\n",
    "    sns.distplot(feature, kde=F, ax=ax_hist2, bins=bins , color=\"bright\") if bins else sns.distplot(feature, kde=False, ax=ax_hist2, color = 'green') # For histogram\n",
    "    ax_hist2.axvline(np.mean(feature), color='red', linestyle='--') # Add mean to the histogram\n",
    "    ax_hist2.axvline(np.median(feature), color='black', linestyle='-') # Add median to the histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bc0aefc8-541d-4058-9413-532cf9bc9cf9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# List of traditional golf features\n",
    "tfeatures =  [\"Fairway_Percentage\", \"Avg_Distance\", \"gir\", \"Average_Putts\", \"Average_Scrambling\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b2c1f805-5fd7-49dd-9744-f09dcabcda42",
   "metadata": {},
   "outputs": [],
   "source": [
    "# List of strokes gained features\n",
    "sgfeatures = [\"Average_SG_Putts\", \"Average_SG_Total\", \"SG:OTT\", \"SG:APR\", \"SG:ARG\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b789b1a-09cf-4d66-8b04-745705c75b4c",
   "metadata": {},
   "source": [
    "#### **Average Score UA**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9f07ea49-0af3-40f7-a4c9-f3da9797eee7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "histogram_boxplot(data_clean['Average_Score'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ace2323-5e35-4834-8a03-fadc5fa7ab59",
   "metadata": {},
   "source": [
    "**Observations**\n",
    "Distribution looks normal."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e9b3b23-efd2-4faf-a1d7-3b171cde3725",
   "metadata": {},
   "source": [
    "#### **Traditional Features UA**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "0c19dc8f-896b-4002-ab4a-76a6717bf48e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SpUvT0NCQ3/72t5v13bdv39TU1HQ8Xr9+fRYuXJj29vaMGjUqX/nKVzp+tmjRojQ1NeWXv/xl6uvrO56vqanpCJCvdsMNN+Tpp5/ORz/60YwcOTJtbW2pVCrp27fv65bv27dvkmy1LgDl5qsCAOhWzzzzTIYMGZJPfepTOeKIIzqC26ZNm7b6umOOOSZz5szJs88+m3e9610ZPXp0brrppowZMyZ9+/bNb37zmxx88ME555xzcvjhh+ehhx7abJ1nnHFGvve976VSqeRd73rXDm3D2972ttTX13eEt0WLFuWkk07KM88887plR44cmTlz5mTJkiVJkjvvvDM33HBDRo0alVmzZuX5559PkjzyyCP58Ic/nPXr12+1dt++fdPW1pYkeeyxx3L22WfnIx/5SIYOHZrZs2dn06ZN2X///dOvX7+Oz+c9/fTTee6551JTU9PlugAUnytvAHSr0aNH55577snYsWNTU1OTww8/PEOGDMn8+fO3+rqGhobsv//+GTBgQPr27Zt//Md/zOWXX57jjjsuSXLSSSflF7/4RU444YS0t7fn6KOPzsqVK7NmzZoMHjw4I0aMyO67756Pf/zjO7wN/fr1yy233JJJkyblW9/6Vtra2nLRRRflsMMOy+OPP77Zsu985ztzySWX5Nxzz02SNDY25ktf+lL23nvvXHPNNfnsZz+bSqWS2tra3HrrrRk0aNBWa48ZMybXXnttkuTTn/50rr/++tx0002pq6vLe97znixYsCC1tbX56le/mquuuir//u//nre+9a3Za6+9Ul9fn3e84x1dqgtA8dVUOpunAQAls2DBgpx55pmZMWNGVb+nbWe57rrr8slPfjJ77bVXFi1alJNPPjkPPvjgNn3WD4BycuUNgNK76aabMmXKlFx99dUdwW3atGn59re/3eny48eP77hSVlbDhw/PxIkTU1tbm0qlki9+8YuCG0Av58obAABACbhhCQAAQAkIbwAAACUgvAEAAJSA8AYAAFACwhsAAEAJCG8AAAAlILwBAACUgPAGAABQAsIbAABACQhvAAAAJSC8AQAAlIDwBgAAUALCGwAAQAkIbwAAACUgvAEAAJSA8AYAAFACwhsAAEAJCG8AAAAlILwBAACUgPAGAABQAsIbAABACQhvAAAAJSC8AQAAlIDwBgAAUALCGwAAQAkIbwAAACUgvAEAAJSA8AYAAFACwhsAAEAJCG8AAAAlILwBAACUgPAGAABQAsIbAABACQhvAAAAJSC8AQAAlEBttRt4rZdfXpv29kq12yi9oUMHZ9myNdVugy4yfuVm/MqvmmP4qaNGJUlueXhOVer3Bo7BcjN+5WcMu65Pn5rsueegLf68cOGtvb0ivHUT+7HcjF+5Gb/yq9YY/mXBgqrW7y3sv3IzfuVnDHuGaZMAAAAlULgrbwCwK9v0lrdWuwUACkp4A4ACqey2W7VbAKCghDcAKJCaVauq3QIABbVNn3lbs2ZNTjrppPz5z39Okvzf//t/87GPfSzjxo3LZz/72WzcuDFJ8uyzz2bChAk5/vjjc/nll6etra3nOgeAXqjvgnnpu2BetdsAoIDeMLw99dRTOe200zJv3rwkrwS5Cy64INdcc03uv//+JMk999yTJLnkkkty5ZVX5oEHHkilUsmUKVN6rnMAAIBdyBuGtylTpuSqq65KU1NTkmTWrFk59NBDM2LEiCTJFVdckQ996ENZuHBh1q9fn0MPPTRJMmHChMyYMaPnOgcAANiFvOFn3iZNmrTZ4/nz52fgwIG5+OKL88ILL+Q973lPPv/5z+f3v/99GhsbO5ZrbGzM4sWLu79jAACAXdB237Bk06ZNeeyxx3LXXXflTW96Uy6//PLcdttt+cAHPpCampqO5SqVymaPt9XQoYO3+zV0rrGxodotsAOMX7kZv/Kr1hj+7b3T/6EdY/+Vm/ErP2PYM7Y7vO2111455JBDsu+++yZJTjjhhPzgBz/IhAkT0tzc3LHc0qVLO6Zabo9ly9b4RvZu0NjYkObm1dVugy4yfuVm/MqvmmPY9ta3JYn/QzvAMVhuxq/8jGHX9elTs9WLWdt0t8lXO+KII/K73/0uixYtSpL86le/ykEHHZThw4enf//+efLJJ5MkU6dOzZgxY7rYNgDsmiqDBqcyyCwUAF5vu6+8DRs2LNdcc03OP//8bNiwIf/lv/yXXHrppUmSG2+8MVdccUXWrFmTgw46KGeddVa3NwwAvVnNihXVbgGAgtrm8DZz5syOfx911FE56qijXrfMiBEjOr42AADYfn3/vKDaLQBQUNs9bRIAAICdb7unTQJAGazLmqxt7doH5ltWLE9L64ZtXn5QXUMGxOfUAOhZwhsAvdLa1tWZ/tyMLr22oaE+q1ev3+blTzxwbAbUCW8A9CzTJgEAAErAlTcAKJBN+x9Q7RYAKCjhDQAKpDJgQLVbAKCghDcAKJCa5cur3QIABSW8AUCB9H3pz9VuAYCCcsMSAACAEhDeAAAASkB4AwAAKAHhDQAAoATcsAQACqTtgHdWuwUACkp4A4Ad1ac9S1sXdcuqWvvVJEmn6xtU15ABGdwtdQAoH+ENAHZQS2tLHn7+sW5Z17qX5idJpj8343U/O/HAsRlQJ7wB7KqENwAokMFLV1a7BQAKyg1LAAAASkB4AwAAKAHhDQAAoASENwAAgBJwwxIAKJBlbx1W7RYAKCjhDQAKZFNt32q3AEBBCW8AUCCDlq+qdgsAFJTwBgAFIrwBsCVuWAIAAFACwhsAAEAJCG8AAAAlILwBAACUgBuWAECBNL/9TdVuAYCCEt4AoEAqfUyKAaBzwhsAFMjgpSuq3QIABSW8AUCBDFyxptotAFBQ5mYAAACUgPAGAABQAsIbAABACfjMGwCURZ/2LG1d1ONlBtU1ZEAG93gdALbPNoW3NWvW5OMf/3i+8Y1v5M1vfnPH8z/4wQ/ywAMP5Pvf/36S5Nlnn83ll1+etWvX5r3vfW+uvvrq1NbKhwCwrZa8481b/FlLa0sefv6xHu/hxAPHZkCd8AZQNG84bfKpp57Kaaedlnnz5m32/H/+53/mtttu2+y5Sy65JFdeeWUeeOCBVCqVTJkypVubBQAA2FW9YXibMmVKrrrqqjQ1NXU8t3Hjxlx55ZW58MILO55buHBh1q9fn0MPPTRJMmHChMyYMaP7OwaAXqxhyctpWPJytdsAoIDecE7jpEmTXvfc//7f/zsf/ehHN5tCuWTJkjQ2NnY8bmxszOLFi7e7oaFDTdPoLo2NDdVugR1g/MrN+FVfy4rlaWio7/Lrt+e1dXW1O1Tr1Qaubtli/e6ss9UeBvZP4x7l/j/sGCw341d+xrBnbPcH0mbNmpVFixbl3/7t3/L44493PN/e3p6ampqOx5VKZbPH22rZsjVpb69s9+vYXGNjQ5qbV1e7DbrI+JWb8SuGltYNWb16fZde29BQv12vbW1t63Kt16pUXnkP7Gx93Vlna1paNqS5tbz/hx2D5Wb8ys8Ydl2fPjVbvZi13eHtvvvuy9y5c3PyySenpaUlS5cuzb/8y7/kkksuSXNzc8dyS5cu3WyqJQAAAF233eHty1/+cse/H3/88Xzta1/LV77ylSRJ//798+STT+awww7L1KlTM2bMmG5rFAAAYFfWrffxv/HGG3PFFVdkzZo1Oeigg3LWWWd15+oBoNer9HnDe4kBsIva5vA2c+bM1z03cuTIjBw5suPxiBEjcs8993RPZwCwC2p++5uq3QIABeXPewAAACXQrdMmAYAds9vi5dVuIenTnqWti3q8zKC6hgyIrwgC2FbCGwAUSP1fv+etmlpaW/Lw84/1eJ0TDxybAXXCG8C2Mm0SAACgBIQ3AACAEhDeAAAASsBn3gCgQNpr+1a7hZ2nh26M0rJieVpaN2z2nJujAL2B8AYABbL0rcOq3cJO01M3RmloqM/q1es3e87NUYDewLRJAACAEnDlDQAKZPdFS6vdAgAFJbwBQIH0X7v+jRcCYJdk2iQAAEAJCG8AAAAlILwBAACUgM+8AUCBbKrz1gxA57xDAECBLNtvn2q3AEBBmTYJAABQAq68AUCB7LGwudotAFBQwhsAFEi/dRuq3QIABWXaJAAAQAkIbwAAACUgvAEAAJSAz7wBQIG09e9X7RYAKCjhDQAKZPm+TdVuAYCCMm0SAACgBFx5A4ACGfKnJdVuAYCCEt4AoEBqN2ysdgsAFJRpkwAAACUgvAEAAJSA8AYAAFACPvMGAAWycUD/arcAQEEJbwBQICuGN1a7BQAKyrRJAACAEnDlDQAKZOj8v1S7BQAKSngDgALp29pW7RYAKCjTJgEAAEpgm8LbmjVrctJJJ+XPf/5zkuSuu+7KSSedlPHjx+ff/u3fsnHjxiTJs88+mwkTJuT444/P5ZdfnrY2fz0EAADoDm8Y3p566qmcdtppmTdvXpLkxRdfzLe//e3ceeedmTZtWtrb2/OjH/0oSXLJJZfkyiuvzAMPPJBKpZIpU6b0aPMAAAC7ijcMb1OmTMlVV12VpqamJEm/fv1y1VVXZfDgwampqcmBBx6Yl156KQsXLsz69etz6KGHJkkmTJiQGTNm9GjzANDbbBhUnw2D6qvdBgAF9IY3LJk0adJmj4cPH57hw4cnSZYvX54f/vCH+fKXv5wlS5aksfHv303T2NiYxYsXb3dDQ4cO3u7X0LnGxoZqt8AOMH7lZvyqr2XF8jQ0dD0Ebc9r6+pqd6jWq619c9MW63dnna3pDXVeu96BA/uncQ/HZVn4HVp+xrBndPluk4sXL865556bj370oxk5cmSefPLJ1NTUdPy8Uqls9nhbLVu2Ju3tla62xV81NjakuXl1tdugi4xfuRm/Ymhp3ZDVq9d36bUNDfXb9drW1rYu13qttk3tSdLp+rqzztaUvU5n49fSsiHNrY7LMvA7tPyMYdf16VOz1YtZXQpvzz//fM4999yceeaZ+cQnPpEk2WeffdLc3NyxzNKlSzumWgIA22aveYuq3QIABbXd4W3NmjX55Cc/mX/5l3/JRz7ykY7nhw8fnv79++fJJ5/MYYcdlqlTp2bMmDHd2SsAvcC6rMnanXAFpDWtPV6jJ/Rp21TtFgAoqO0Ob/fcc0+WLl2a22+/PbfffnuS5JhjjslFF12UG2+8MVdccUXWrFmTgw46KGeddVa3NwxAua1tXZ3pz/X8Da2O2v+IHq8BADvTNoe3mTNnJkkmTpyYiRMndrrMiBEjcs8993RLYwAAAPzdNn1JNwAAANXV5btNAgDdb33DwGq3AEBBCW8AUCCr9h5S7RYAKCjTJgEAAErAlTcAKJDGF16qdgsAFJTwBgAFUtPeXu0WACgo0yYBAABKQHgDAAAoAeENAACgBHzmDQAKZN1ug6rdAgAFJbwBQIGsbtqz2i0AUFCmTQIAAJSAK28AUCBN//nnarcAQEG58gYAAFACwhsAAEAJCG8AAAAlILwBAACUgBuWAECBtOwxuNotAFBQwhsAFMiavfaodgsAFJTwBgAFUtPeXu0WACgo4Q0ACqTxhZeq3QIABSW8AQC9X5/2LG1d1ONlBtU1ZEB8bhHoGcIbANDrtbS25OHnH+vxOiceODYD6oQ3oGf4qgAAAIASEN4AAABKwLRJACiQtUN2q3YLABSU8AZAkmRd1mRt6+oer9Oa1h6vUWbCGwBbIrwBkCRZ27o605+b0eN1jtr/iB6vUWZ92zZVuwUACkp4Ayg4V8R2LUPn9fzt7AEoJ+ENoOBcEQMAEnebBAAAKAXhDQAAoASENwAAgBLwmTcAKJA1e+1e7RYAKCjhDQAKpGWPhmq3AEBBCW8AUCC1rb6yAYDObdNn3tasWZOTTjopf/7zn5Mks2fPzvjx43Pcccdl8uTJHcs9++yzmTBhQo4//vhcfvnlaWtr65muAaCXGjJ/cYbMX1ztNgAooDcMb0899VROO+20zJs3L0myfv36XHbZZbnlllsyffr0PPPMM3nkkUeSJJdcckmuvPLKPPDAA6lUKpkyZUqPNg8AALCreMPwNmXKlFx11VVpampKkjz99NPZb7/9su+++6a2tjbjx4/PjBkzsnDhwqxfvz6HHnpokmTChAmZMaPnv1QWAABgV/CGn3mbNGnSZo+XLFmSxsbGjsdNTU1ZvHjx655vbGzM4sXbP+1j6NDB2/0aOtfY6EPvZWb8yq07x69lxfI0NNR32/q2pK6uVp1X2Z7Xduc21dTUbLF+WfZdEeq8dr07a5sGDuyfRjed2WHeA8vPGPaM7b5hSXt7e8cbS5JUKpXU1NRs8fnttWzZmrS3V7b7dWyusbEhzc2rq90GXWT8yq27x6+ldUNWr17fbevbktbWNnX+qqGhfrte253bVKm88h7Y2frKsO+KUKez8dtZ29TSsiHNrX5/7wjvgeVnDLuuT5+arV7M2u7wts8++6S5ubnjcXNzc5qaml73/NKlSzumWgIA22Z1057VbgGAgtqmu02+2iGHHJIXX3wx8+fPz6ZNm3LfffdlzJgxGT58ePr3758nn3wySTJ16tSMGTOm2xsGgN5s3W6Dsm63QdVuA4AC2u4rb/3798+1116bCy64IBs2bMiRRx6ZsWPHJkluvPHGXHHFFVmzZk0OOuignHXWWd3eMAD0ZnUbNla7BQAKapvD28yZMzv+PWrUqEybNu11y4wYMSL33HNP93QGALugPf+0pNotAFBQ2z1tEgAAgJ1PeAMAACgB4Q0AAKAEhDcAAIAS2O67TQIAPWfV3kOq3QIABSW8AUCBrG8YWO0WACgo4Q0ACqTfug3VbgGAghLeAKBA9ljYXO0WACgoNywBAAAoAeENAACgBIQ3AACAEhDeAAAASsANSwCgQFYOG1rtFgAoKOENAApkw6AB1W4BgIIS3gCgQPqvXVftFgAoKOENAApk90XLqt0CAAXlhiUAAAAlILwBAACUgPAGAABQAsIbAABACbhhCQAUyIrhjdVuAYCCEt4AoEA2Duhf7RYAKCjhDQAKpH51S7VbAKCghDcAKJDdFi+vdgsAFJQblgAAAJSA8AYAAFACwhsAAEAJCG8AAAAl4IYlAF20LmuytnX1655vWbE8La0buq1Oa1q7bV0U38v7NlW7BQAKSngD6KK1rasz/bkZr3u+oaE+q1ev77Y6R+1/RLeti+Jr7d+v2i0AUFDCGwAUyIBVa6vdAjuiT3uWti7q8TKD6hoyIIN7vA5QLMIbABRIw5KXq90CO6CltSUPP/9Yj9c58cCxGVAnvMGuxg1LAAAASkB4AwAAKAHhDQAAoASENwAAgBLYofA2derUjBs3LuPGjct1112XJJk9e3bGjx+f4447LpMnT+6WJgFgV7F8v72zfL+9q90GAAXU5fC2bt26TJo0Kd///vczderUPPHEE5k5c2Yuu+yy3HLLLZk+fXqeeeaZPPLII93ZLwD0am11dWmrq6t2GwAUUJfD26ZNm9Le3p5169alra0tbW1tGTx4cPbbb7/su+++qa2tzfjx4zNjxuu/wBYA6NzAFaszcMXqarcBQAF1+XveBg8enIsuuignnHBCBgwYkPe9731ZsmRJGhsbO5ZpamrK4sWLt2u9Q4f6zpLu0tjYUO0W2AHGr/haVixPQ0N9pz/b0vNdUVdX263rU2fbbM9ru3ObGpat2mL9suy7ItR57Xp7wza92sCB/dO4R+99n/AeWH7GsGd0Obz94Q9/yI9//OP86le/SkNDQ/7n//yfmTdvXmpqajqWqVQqmz3eFsuWrUl7e6WrbfFXjY0NaW72l9uyMn7l0NK6IatXr3/d8w0N9Z0+31WtrW3duj513tj2jmF3blOl8sp7YGfrK8O+K0Kdzsav7Nv0Wi0tG9Lc2jvfJ7wHlp8x7Lo+fWq2ejGry9MmH3vssYwaNSpDhw5Nv379MmHChDz++ONpbm7uWKa5uTlNTU1dLQEAAMBfdTm8jRgxIrNnz05LS0sqlUpmzpyZQw45JC+++GLmz5+fTZs25b777suYMWO6s18AAIBdUpenTR5xxBH5/e9/nwkTJqSuri7/9b/+11xwwQUZPXp0LrjggmzYsCFHHnlkxo4d2539AgAA7JK6HN6S5Lzzzst555232XOjRo3KtGnTdqgpANhVLXvrsGq3AEBB7VB4AwC616bavtVuAYCCEt4AoEAGLV9V7RYAKCjhDQAKRHgDYEu6fLdJAAAAdh7hDQAAoASENwAAgBIQ3gAAAErADUsAoECa3/6marcAQEEJbwBQIJU+JsUA0DnhDQAKZPDSFdVuAYCCEt4AoEAGrlhT7RYAKChzMwAAAEpAeAMAACgB4Q0AAKAEhDcAAIAScMMSACiQJe94c7VbAKCgXHkDAAAoAVfeAKBAGpa8XO0WACgo4Q0ACmTAqrXVbgGAgjJtEgAAoASENwAAgBIQ3gAAAErAZ94AoEAqffxdFYDOCW8AUCDNb39TtVsAoKD8eQ8AAKAEXHkDgALZbfHyarcAQEEJbwBQIPWrW6rdAmXQpz1LWxf1eJlBdQ0ZkME9XgfYNsIbAEDJtLS25OHnH+vxOiceODYD6oQ3KAqfeQMAACgB4Q0AAKAETJsEgAJpr+1b7RYAKCjhDQAKZOlbh1W7BQAKyrRJAACAEnDlDQAKZPdFS6vdAgAFJbwBQIH0X7u+2i0AUFCmTQIAAJTADoW3mTNnZsKECTnhhBPyxS9+MUkye/bsjB8/Pscdd1wmT57cLU0CAADs6roc3v70pz/lqquuyi233JJp06bl97//fR555JFcdtllueWWWzJ9+vQ888wzeeSRR7qzXwAAgF1Sl8PbL3/5y5x44onZZ599UldXl8mTJ2fAgAHZb7/9su+++6a2tjbjx4/PjBkzurNfAOjVNtXVZlOdj6QD8HpdfneYP39+6urqcv7552fRokU56qijcsABB6SxsbFjmaampixevHi71jt06OCutsRrNDY2VLsFdoDxK76WFcvT0FDf6c+29HxX1NXVduv61Nk22/Pa7tymlW9/0xbrl2XfFaHOa9fbG7apGnUGDuyfxj12/vuR98DyM4Y9o8vhbdOmTXniiSfy/e9/PwMHDsz/+B//I/X19ampqelYplKpbPZ4Wyxbtibt7ZWutsVfNTY2pLl5dbXboIuMXzm0tG7I6tWvvzNgQ0N9p893VWtrW7euT503tr1j2J3b1LapPUk6XV8Z9l0R6nQ2fmXfpmrVaWnZkObWnft+5D2w/Ixh1/XpU7PVi1ldDm977bVXRo0alSFDhiRJjj322MyYMSN9+/btWKa5uTlNTU1dLQEAu5w9FjZXuwUACqrLn3k7+uij89hjj2XVqlXZtGlT/uM//iNjx47Niy++mPnz52fTpk257777MmbMmO7sFwB6tX7rNqTfug3VbgOAAurylbdDDjkk5557bk4//fS0trZm9OjROe200/L2t789F1xwQTZs2JAjjzwyY8eO7c5+AQAAdkk7dDurU045Jaeccspmz40aNSrTpk3boaYAAADY3A59STcAAAA7hy+SAYACaevfr9otAFBQwhsAFMjyfd2lGYDOmTYJAABQAq68AUCBDPnTkmq3AEBBCW8AUCC1GzZWuwUACsq0SQAAgBIQ3gAAAEpAeAMAACgBn3kDgALZOKB/tVsAoKCENwAokBXDG6vdAgAFZdokAABACbjyBgAFMnT+X6rdAgAFJbwBQIH0bW2rdgsAFJRpkwAAACXgyhuwU6zLmqxtXd3jdQbVNWRABvd4HQCAnU14A3aKta2rM/25GT1e58QDx2ZAnfAGAPQ+whvQu/Rpz9LWRTulVGtad0oddi0bBtVXuwUACkp4A3qVltaWPPz8Yzul1lH7H7FT6rBrWTlsr2q3AEBBuWEJAABACbjyBgAFste8nTPtF4DyEd4AoED6tG2qdgsAFJRpkwAAACUgvAEAAJSA8AYAAFACPvMGAAWyvmFgtVsAoKCENwAokFV7D6l2CwAUlGmTAAAAJeDKGwAUSOMLL1W7BQAKSngDgAKpaW+vdgsAFJTwBgBA5/q0Z2nrop1SalBdQwZk8E6pBWUlvAEA0KmW1pY8/PxjO6XWiQeOzYA64Q22xg1LAAAASsCVNwAokHW7Dap2CwAUlPAGAAWyumnParcAQEGZNgkAAFAC3RLerrvuunz+859PksyePTvjx4/Pcccdl8mTJ3fH6gFgl9H0n39O03/+udptAFBAOxze5syZk3vvvTdJsn79+lx22WW55ZZbMn369DzzzDN55JFHdrhJAACAXd0OhbcVK1Zk8uTJOf/885MkTz/9dPbbb7/su+++qa2tzfjx4zNjxoxuaRQAAGBXtkM3LLnyyitz8cUXZ9GiV768ccmSJWlsbOz4eVNTUxYvXrxd6xw61Pd7dJfGxoZqt8AO6G3j17JieRoa6nu8Tl1d7U6p80a1urOHnbVN6mxue17bndtUU1Ozxfpl2XdFqPPa9faGberNdZJk4MD+adzjlfe+3vYeuCsyhj2jy+Ht7rvvzrBhwzJq1Kj85Cc/SZK0t7d3vOkkSaVS2ezxtli2bE3a2ytdbYu/amxsSHPz6mq3QRf1xvFrad2Q1avX93id1ta2nVJna7UaGuq7tYedtU3q/N32jmF3blOl8sp7YGfrK8O+K0Kdzsav7NvU2+skSUvLhjS3ru6V74G7GmPYdX361Gz1YlaXw9v06dPT3Nyck08+OStXrkxLS0sWLlyYvn37dizT3NycpqamrpYAgF1Oyx5moADQuS6Ht9tvv73j3z/5yU/yf/7P/8nVV1+d4447LvPnz8+b3/zm3HffffnoRz/aLY0CwK5gzV57VLsFAAqqW7+ku3///rn22mtzwQUXZMOGDTnyyCMzduzY7iwBAL1aTXt7tVsAoKC6JbxNmDAhEyZMSJKMGjUq06ZN647VAsAup/GFl6rdAgAF1S1f0g0AAEDP6tZpkwAA0CV92rO0dVFaVixPS+uGHiszqK4hA+LGQJST8AYAQNW1tLbk4ecf6/avW3mtEw8cmwF1whvlZNokAABACbjyBgAFsnbIbtVuAYCCEt4AoECENwC2RHgDgALp27ap2i0AUFDCGwAUyNB5i6rdAgAF5YYlAAAAJSC8AQAAlIDwBgAAUALCGwAAQAm4YQkAFMiavXavdgsAFJTwBgAF0rJHQ7VbAKCghDcAKJDa1tZqtwBAQQlvAFAgQ+YvrnYLABSUG5YAAACUgCtvsItblzVZ27q6x+u0xlQwAIAdIbzBLm5t6+pMf25Gj9c5av8jerwGAEBvZtokAABACbjyBgAFsrppz2q3AEBBCW8AUCDrdhtU7RYAKCjhDQAKpG7Dxmq3AEBBCW8AUCB7/mlJtVsAoKDcsAQAAKAEhDcAAIASEN4AAABKQHgDAAAoATcsAYACWbX3kGq3AEBBCW8AUCDrGwZWuwUACkp4A4AC6bduQ7VbgN6tT3uWti7q8TKD6hoyIIN7vA67FuENAApkj4XN1W4BerWW1pY8/PxjPV7nxAPHZkCd8Eb3csMSAACAEhDeAAAASkB4AwAAKAHhDQAAoAR2KLx97Wtfy7hx4zJu3Lhcf/31SZLZs2dn/PjxOe644zJ58uRuaRIAdhUrhw3NymFDq90GAAXU5fA2e/bsPPbYY7n33nvz05/+NL/73e9y33335bLLLsstt9yS6dOn55lnnskjjzzSnf0CQK+2YdCAbBg0oNptAFBAXQ5vjY2N+fznP59+/fqlrq4u+++/f+bNm5f99tsv++67b2prazN+/PjMmDGjO/sFgF6t/9p16b92XbXbAKCAuvw9bwcccEDHv+fNm5ef//zn+e///b+nsbGx4/mmpqYsXrx4u9Y7dKjvw+gujY0N1W6BHbCzxq9lxfI0NNT3eJ26utpeVeeNanVnD71t35Wlzva8tju3aY+/LN9i/bLsuyLUee16e8M29eY6r63VkzV31jYNHNg/jXvsuudizkN7xg5/SffcuXPzz//8z/nc5z6Xvn37Zt68eR0/q1Qqqamp2a71LVu2Ju3tlR1ta5fX2NiQ5ubV1W6DLtqZ49fSuiGrV6/v8TqtrW29qs7WajU01HdrD71t35WhzvaOYXduU6XyyntgZ+srw74rQp3Oxq/s29Tb67y6Vnf/Dt1SnZ7W0rIhza275rmY89Cu69OnZqsXs3bohiVPPvlkJk6cmH/913/Nf/tv/y377LNPmpubO37e3NycpqamHSkBAABAdiC8LVq0KJ/+9Kdz4403Zty4cUmSQw45JC+++GLmz5+fTZs25b777suYMWO6rVkAAIBdVZenTX7729/Ohg0bcu2113Y89/GPfzzXXnttLrjggmzYsCFHHnlkxo4d2y2NAgAA7Mq6HN6uuOKKXHHFFZ3+bNq0aV1uCAB2ZSuGN77xQgDsknb4hiUAQPfZOKB/tVsAoKCENwAokPrVLdVuAYCCEt4AoEB2W7y82i0AUFA79FUBAAAA7BzCGwAAQAkIbwAAACUgvAEAAJSAG5YAQIG8vG9TtVsAoKCENwAokNb+/ardAgAFJbwBQIEMWLW22i0AUFDCGwAUSMOSl6vdAgAF5YYlAAAAJSC8AQAAlIDwBgAAUALCGwAAQAm4YQkAFMjy/faudgtAd+jTnqWti3q8zKC6hgzI4B6vQzEIbwBQIG11ddVuAegGLa0tefj5x3q8zokHjs2AOuFtVyG8AUCBDFyxutotAFBQwhsAFMjgpSur3QIABeWGJQAAACUgvAEAAJSA8AYAAFACwhsAAEAJuGEJABTIsrcOq3YLABSU8AYFtS5rsra1528Z3prWHq8BbLtNtX2r3QIABSW8QUGtbV2d6c/N6PE6R+1/RI/XALbdoOWrqt0CAAUlvAFAgQhvwHbp056lrYt2SqlBdQ0ZkME7pRadE94AAKCkWlpb8vDzj+2UWiceODYD6oS3ahLeYDvsrM+htaxY7rNoAABsRniD7bCzPofW0FCfw5re2+N1AAAoD+FtF7WzriCZGw0A0Ets4+frWlYsT0vrhi6Xcf64ZcLbLmpnXUEyNxpg+zS//U3VbgGgU9v6+bqGhvqsXr2+y3WcP26Z8AYABVLp06faLQBQUMIbPWsn3b7W5XWgtxi8dEW1WwCoLuePWyS80aN21u1rXV4HeouBK9ZUuwWAqnL+uGXCG73DTvoLjdv3AwBQLT0S3n72s5/l1ltvTVtbW84+++ycccYZPVEGOuysv9Actf8RPV4DAAA60+3hbfHixZk8eXJ+8pOfpF+/fvn4xz+ekSNH5h3veEd3l9pp3FYfAACotm4Pb7Nnz8773//+7LHHHkmS448/PjNmzMhnPvOZbXp9nz413d3SDtvYti6PLZjV43WOftuRGVTb0G3r29q+rOtbm93qu6/WlvTr20+dLhjUr3+v26beVmdrtQb165+a+roer9Pd1Pm77R3D7tymfd7yliTpdH1l2HdFqNPZ+JV9m3p7nVfX6u7foVuq09N6W53tqbWjY7iztqmub23hsscb9VNTqVQq3Vnwm9/8ZlpaWnLxxRcnSe6+++48/fTT+V//6391ZxkAAIBdSrd/mUx7e3tqav6eGCuVymaPAQAA2H7dHt722WefNDc3dzxubm5OU1NTd5cBAADYpXR7ePvABz6QOXPmZPny5Vm3bl1+8YtfZMyYMd1dBgAAYJfS7Tcs2XvvvXPxxRfnrLPOSmtra0455ZS8613v6u4yAAAAu5Ruv2EJAAAA3a/bp00CAADQ/YQ3AACAEhDeAAAASkB4AwAAKIFuv9sk1XPdddfl5ZdfzrXXXpt/+7d/y5NPPpkBAwYkST7zmc/kQx/6UJU7pDNnnnlmli9fntraVw7Ha665JmvXrs2Xv/zlbNiwISeccEIuvvjiKnfJ1nQ2hnfeeadjsCRmzpyZr33ta1m3bl1Gjx6dK664IrNnz3YMlkRn4+c9sDzuvvvu/OAHP+h4/Oc//zknn3xyjj32WMdgCWxp/NatW+cY7CkVeoXZs2dXRo4cWbn00ksrlUqlctJJJ1UWL15c5a54I+3t7ZUjjjii0tra2vHcunXrKkceeWRlwYIFldbW1sonPvGJysMPP1zFLtmazsawUnEMlsWCBQsqRxxxRGXRokWVjRs3Vk477bTKww8/7BgsiS2Nn+OvnJ577rnKhz70ocpLL73kGCyhv43fsmXLHIM9yLTJXmDFihWZPHlyzj///CTJunXr8tJLL+Wyyy7L+PHjc/PNN6e9vb3KXdKZF154IUnyiU98Ih/+8Ifzgx/8IE8//XT222+/7Lvvvqmtrc348eMzY8aMKnfKlnQ2ho7B8vjlL3+ZE088Mfvss0/q6uoyefLkDBgwwDFYEp2N34gRIxx/JfWFL3whF198cf70pz85Bkvob+M3YMAAx2APEt56gSuvvDIXX3xxdttttyTJ0qVL8/73vz9f+tKXMmXKlDzxxBO55557qtwlnVm1alVGjRqVr3/967njjjty55135qWXXkpjY2PHMk1NTVm8eHEVu2RrOhvDqVOnOgZLYv78+dm0aVPOP//8nHzyyfnRj36UJUuWOAZLorPx27Bhg+OvhGbPnp3169fnhBNOcAyW0KvHz3lozxLeSu7uu+/OsGHDMmrUqI7n9t1333z9619PU1NTBgwYkDPPPDOPPPJIFbtkS9797nfn+uuvT0NDQ4YMGZJTTjklN998c2pqajqWqVQqmz2mWDobwxdeeMExWBKbNm3KnDlz8qUvfSl33XVXnn766fzpT39yDJZEZ+P3xBNPOP5K6M4778w555yTJGlvb3cMlsyrx895aM8S3kpu+vTpmTVrVk4++eTcfPPNmTlzZj796U/ngQce6FimUql03EiBYnniiScyZ86cjseVSiXDhw9Pc3Nzx3PNzc1pamqqRntsg87GcOHChY7Bkthrr70yatSoDBkyJPX19Tn22GMze/Zsx2BJdDZ+9957r+OvZDZu3Jjf/OY3OeaYY5Ik++yzj2OwRF47fn/84x8dgz1IeCu522+/Pffdd1+mTp2aCy+8MMccc0wuuOCCfOlLX8rKlSvT2tqau+66yx1+Cmr16tW5/vrrs2HDhqxZsyb33ntvPvvZz+bFF1/smA503333ZcyYMdVulS3obAzPPvtsx2BJHH300XnssceyatWqbNq0Kf/xH/+RsWPHOgZLorPxO/bYYx1/JfPHP/4xb33rWzNw4MAkySGHHOIYLJHXjl+lUnEM9iAxuBcaMWJEzjvvvJx22mlpa2vLcccdl5NOOqnabdGJo48+Ok899VQ+8pGPpL29Paeffnre/e5359prr80FF1yQDRs25Mgjj8zYsWOr3Spb0NkYHn744Y7BkjjkkENy7rnn5vTTT09ra2tGjx6d0047LW9/+9sdgyXQ2fideeaZqa2tdfyVyJ/+9Kfss88+HY/79+/vfbBEXjt+zkN7Vk2lUqlUuwkAAAC2zrRJAACAEhDeAAAASkB4AwAAKAHhDQAAoASENwAAgBLwVQEAdMk73/nOHHjggenT5+9/Bzz44IMzadKkLb7moYceypw5c3LFFVfsjBa36swzz8zChQvT0NCQmpqatLa25uCDD84XvvCFDBgwoGp93X333dm4cWPOOOOMqvUAQDEJbwB02Xe/+90MGTJkm5f/4Ac/mA9+8IM92NH2+dznPtfx/VGVSiUXXXRRbr755lx66aVV6+nJJ5/MAQccULX6ABSX8AZAt7vnnnty1113pbW1NStXrsw//dM/5fTTT89PfvKTPPDAA/nmN7+ZM888M7vvvnteeOGFjBs3LrNmzcqPfvSjJMnxxx+fcePG5cILL8xf/vKXnHLKKXn00Udz22235aGHHsr69euzbt26XHrppTn22GMzduzYXHnllRk9enSS5PLLL8+BBx6Ys88+e5t7rqmpyciRI/Poo48mSZ5//vlMmjQpK1asyKZNm3LmmWfmlFNOyeOPP55JkyZl4MCBWbt2bX784x9n2rRpuf3229OnT5/sueeeue666zJs2LDMnDkzt956a1pbW1NfX59LL7007373u/PVr341CxcuTHNzcxYuXJi99947N9xwQ5566qnMnDkzs2bNSn19fY4//vhceeWVWbZsWZqbmzN8+PB85StfydChQ/P000/nC1/4QlpbW/OWt7wlL730Uj7/+c9n5MiRW6wLQLkJbwB02dlnn73ZtMnvfOc7qa+vz913353bbrste+65Z37729/mnHPOyemnn/661++2226ZPn161q9fn+985ztZtWpVVq1albVr12b27Nm58MIL89BDD+XYY4/NokWLMnv27Hz/+99PfX197r///tx888350Ic+lNNOOy1TpkzJ6NGjs2bNmsycOXO7r56tXLkyP//5z3PMMcekra0tF154Ya6//vocdNBBWb16dU499dS84x3vSJLMnTs3Dz74YIYPH54//OEPufHGG3Pvvfdm2LBhueOOO3LrrbfmE5/4RCZPnpzvfe972XPPPTN37tycc845+cUvfpEkeeKJJ/LTn/40gwcPzvnnn58777yzY3sPOOCAnHHGGfnud7+bQw89NOedd14qlUrOO++8TJ06NWeddVYuuOCCXHPNNTnyyCPz61//OhMnTkySzJs3b4t1Bw4c2MWRBqAIhDcAumxL0ya/8Y1v5JFHHsm8efPyhz/8IS0tLZ2+/r3vfW+SpL6+Ph/4wAcya9asvPzyyzn11FNz1113ZfXq1Zk5c2bOPffcDB8+PNdff31+9rOfZf78+Xnqqaeydu3aJMmECRPy9a9/PcuXL8+MGTNy1FFHZbfddnvD/q+//vrceuutqVQqSZKjjz46Z511VubNm5cFCxbksssu61h2/fr1+f3vf5/9998/w4YNy/Dhw5Mkc+bMyRFHHJFhw4YlSUeI+uEPf5glS5Z0PE5eubq3YMGCJMnhhx+ewYMHJ0n+4R/+IStXrnxdf2effXaeeOKJ3H777Zk3b17mzp2bQw45JM8991yS5Mgjj0ySvP/97++Yajlr1qwt1h0xYsQb7hMAikt4A6Bb/eUvf8mpp56aj33sYznssMMyduzY/OpXv+p02VdfCTr22GPz6KOPZtWqVTn33HPzwgsv5MEHH8xzzz2Xww8/PL/73e/yqU99KhMnTszo0aPzvve9L1dffXWSV67gjR07NtOmTcvPfvazXHXVVdvU66s/8/ZqmzZtSkNDQ6ZOndrx3NKlS9PQ0JDf/va3m/Xdt2/f1NTUdDxev359Fi5cmPb29owaNSpf+cpXOn62aNGiNDU15Ze//GXq6+s7nq+pqekIkK92ww035Omnn85HP/rRjBw5Mm1tbalUKunbt+/rlu/bt2+SbLUuAOXmqwIA6FbPPPNMhgwZkk996lM54ogjOoLbpk2btvq6Y445JnPmzMmzzz6bd73rXRk9enRuuummjBkzJn379s1vfvObHHzwwTnnnHNy+OGH56GHHtpsnWeccUa+973vpVKp5F3vetcObcPb3va21NfXd4S3RYsW5aSTTsozzzzzumVHjhyZOXPmZMmSJUmSO++8MzfccENGjRqVWbNm5fnnn0+SPPLII/nwhz+c9evXb7V2375909bWliR57LHHcvbZZ+cjH/lIhg4dmtmzZ2fTpk3Zf//9069fv47P5z399NN57rnnUlNT0+W6ABSfK28AdKvRo0fnnnvuydixY1NTU5PDDz88Q4YMyfz587f6uoaGhuy///4ZMGBA+vbtm3/8x3/M5ZdfnuOOOy5JctJJJ+UXv/hFTjjhhLS3t+foo4/OypUrs2bNmgwePDgjRozI7rvvno9//OM7vA39+vXLLbfckkmTJuVb3/pW2tractFFF+Wwww7L448/vtmy73znO3PJJZfk3HPPTZI0NjbmS1/6Uvbee+9cc801+exnP5tKpZLa2trceuutGTRo0FZrjxkzJtdee22S5NOf/nSuv/763HTTTamrq8t73vOeLFiwILW1tfnqV7+aq666Kv/+7/+et771rdlrr71SX1+fd7zjHV2qC0Dx1VQ6m6cBACWzYMGCnHnmmZkxY0ZVv6dtZ7nuuuvyyU9+MnvttVcWLVqUk08+OQ8++OA2fdYPgHJy5Q2A0rvpppsyZcqUXH311R3Bbdq0afn2t7/d6fLjx4/vuFJWVsOHD8/EiRNTW1ubSqWSL37xi4IbQC/nyhsAAEAJuGEJAABACQhvAAAAJSC8AQAAlIDwBgAAUALCGwAAQAkIbwAAACXw/wN4GegO98G5bwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for feature in tfeatures:\n",
    "    histogram_boxplot(data_clean[feature])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41064ab9-4889-4038-89a5-10945f4a5500",
   "metadata": {},
   "source": [
    "**Observations**\n",
    "* Distribution for traditionl features looks normal.\n",
    "\n",
    "* Some outliers present but non so exesive to indicate they are errors and need to be cleaned."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4a87157-a3e9-4aa2-9975-e2514f4e6261",
   "metadata": {},
   "source": [
    "#### **Strokes Gained Features UA**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f1583b4f-0a69-4fb1-8a5c-f095e0344d61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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336+hQ4dKktatW6fVq1eHv9ykQ4cOGjt2rG677Ta1bdtWq1ev1p49ezR79mwNGzZMr732mvr27VvlPm699VYNGDBAw4cPr/Ztk5L02muvacmSJcrOzlbXrl2Vk5OjFStW6KOPPpJ09nQCAwcO1J133lnnKQoAAGgIyhsAAAAAOADHcAAAAACAA1DeAAAAAMABKG8AAAAA4ACUNwAAAABwAMobAAAAADgA5Q0AAAAAHIDyBgAAAAAOQHkDAAAAAAegvAEAAACAA1DeAAAAAMABKG8AAAAA4ACUNwAAAABwAMobAAAAADgA5Q0AAAAAHIDyBgAAAAAOQHkDAAAAAAegvAEAAACAA1DeAAAAAMABKG8AAAAA4ACUNwAAAABwAMobAAAAADgA5Q0AAAAAHIDyBgAAAAAOQHkDAAAAAAegvAEAAACAA1DeAAAAAMABKG8AAAAA4ACUNwAAAABwAMobAAAAADgA5Q0AAAAAHIDyBgAAAAAOQHkDAAAAAAegvAEAAACAA1DeAAAAAMABKG8AAAAA4ACUNwAAAABwAMobAAAAADhAnOkA5zp1qkihkBXe7tIlWSdPBgwmci9mbxbzN4v5m8PszWrI/L3T7tId+z5Xed9+eu65F5opmTvw+28W8zeH2Z8VE+NRp07tar2+xZW3UMiqUt4qL4MZzN4s5m8W8zeH2ZtV7/xPnNCJI0dU3r4jP6soYKZmMX9zmH39OGwSAAAAAByA8gYAAGwpmr9YFRdcaDoGALgO5Q0AANhS/sNBstq3Nx0DAFyH8gYAAGyJ27lDntOnTccAANehvAEAAFva/fcjij1yyHQMAHAdyhsAAAAAOADlDQAAAAAcgPIGAAAAAA5AeQMAAAAAB6C8AQAAWwKPLVXFRRebjgEArkN5AwAAtlRcfoWsdsmmYwCA61DeAACALfFb/y5PQYHpGADgOpQ3AABgS9LyXyj26yOmYwCA61DeAAAAAMAB4kwHAAAAzlCigIqChUqyyhSSpaBVprzg8Yit3y7eq7bis3QAUJsGlbdAIKCbb75Zv/nNb3T++efrww8/1JIlS1RUVKTLLrtMS5cuVUJCgj777DMtWLBARUVF+v73v69HHnlEcXH0QwAAWoOiYKGy9mXrpuJ8lVcEdbI4X1n7siO2/ti+o9U2nvIGALWp97DJjz/+WLfccosOHTok6WyRmzFjhh599FFt3LhRkvTqq69KkubOnatFixZp8+bNsixLa9asiV5yAAAAAHCResvbmjVrtHjxYqWkpEiS3nnnHQ0cOFD9+vWTJGVkZOj666/X0aNHdebMGQ0cOFCSlJ6eruzsyP1vHAAAaBne/OlNOtUrxXQMAHCdeo9pfOKJJ6psHz58WElJSXrwwQd14MABXXnllZo3b54+/fRT+Xy+8H4+n085OTmRTwwAAIw6dUE3BRMTTMcAANex/YG0iooKbdu2Ta+88op69OihBQsW6LnnntPVV18tj8cT3s+yrCrbDdWlS/Vj3X0+r+11EBnM3izmbxbzN4fZm1Xb/IsL8uX1ttEF/+djtQsUq7RDsrzeNhG736SkRPk68rPn998s5m8Os6+f7fLWtWtXDRgwQL169ZIkjRkzRi+++KLS09Pl9/vD++Xl5YUPtbTj5MmAQiErvO3zeeX3F9peB03H7M1i/mYxf3OYvVl1zb84WKrCwjPq/4c31O5EvoqSk1RYeCZi911cXCp/0N0/e37/zWL+5jD7s2JiPDW+mRW+3u6CQ4YM0d69e3X8+NmvBv773/+u/v37q2fPnkpMTNTu3bslSZmZmRo6dGgjYwMAAAAAvs32O2/nnXeeHn30Ud17770qLS3Vd77zHf3sZz+TJC1btkwZGRkKBALq37+/Jk+eHPHAAAAAAOBGDS5vW7ZsCf95+PDhGj58eLV9+vXrFz5tAAAAAAAgcmwfNgkAAAAAaH6UNwAAYMum+bcrv3c30zEAwHUobwAAwJbClE4qj483HQMAXMf2F5YAAICWqUQBFTXxq/aLC/JVHCyt8bqggpKky7Z8oKSCQhVzTjYAaFaUNwAAWomiYKGy9mU3aQ2vt02t524b3meIJGnAuneUnPcN5Q0AmhmHTQIAAACAA1DeAAAAAMABKG8AAAAA4ACUNwAAAABwAMobAACwZf0jd+nkheeZjgEArkN5AwAAtpR0SFZFXKzpGADgOpQ3AABgS//sHWqXf9p0DABwHcobAACwpX/2TsobABhAeQMAAAAAB6C8AQAAAIADUN4AAAAAwAEobwAAAADgAJQ3AABgy9ql98h/cQ/TMQDAdShvAADAlvI2CbJieAkBAM2NZ14AAGDLgNf/oeS8AtMxAMB1KG8AAMCWy97+SEkFAdMxAMB1KG8AAAAA4ACUNwAAAABwAMobAAAAADgA5Q0AAAAAHIDyBgAAbFnz1AzlXnK+6RgA4DqUNwAAAABwAMobAACw5fuvbJE395TpGADgOpQ3AABgy8Xv7lXb00WmYwCA61DeAAAAAMAB4kwHAADALUoUUFGwMGrrBxWM2toAAPMobwAANJOiYKGy9mVHbf3hfYZEbW0AgHkcNgkAAGwpT4yXFcNLCABobjzzAgAAW9b+/F75L+5hOgYAuA7lDQAAAAAcoEHlLRAI6IYbbtDXX39d5fIXX3xRd9xxR3j7s88+U3p6ukaNGqUFCxaovLw8smkBAIBxV/1xs9rn5JuOAQCuU295+/jjj3XLLbfo0KFDVS7/5z//qeeee67KZXPnztWiRYu0efNmWZalNWvWRDQsAAAw74IP9qlNYbHpGADgOvWWtzVr1mjx4sVKSUkJX1ZWVqZFixZp5syZ4cuOHj2qM2fOaODAgZKk9PR0ZWdH7xu1AAAAAMBN6j1VwBNPPFHtsl/+8peaNGmSzj///PBlubm58vl84W2fz6ecnBzbgbp0Sa52mc/ntb0OIoPZm8X8zWL+5rTW2RcX5MvrbRO19ePj4yKyfm1rVK4fGxsjj8ejuNiYiD6epKRE+Tq2zp+9Ha31998pmL85zL5+ts/z9s477+j48eN6+OGHtWPHjvDloVBIHo8nvG1ZVpXthjp5MqBQyApv+3xe+f3RO6EpasfszWL+ZjF/c1rz7IuDpSosPBO19YPB8iav7/W2qXWNyvUrKkKyLEvlFaGIPp7i4lL5o3gScydozb//TsD8zWH2Z8XEeGp8M6uS7fK2YcMG7d+/X+PHj1dxcbHy8vL0wAMPaO7cufL7/eH98vLyqhxqCQAAWoeS9kkKxcWajgEArmO7vC1ZsiT85x07dmjFihV66qmnJEmJiYnavXu3/v3f/12ZmZkaOnRoxIICAICWYf2jP1HeA8+YjgEArmO7vNVl2bJlysjIUCAQUP/+/TV58uRILg8AAAAArtXg8rZly5Zqlw0aNEiDBg0Kb/fr10+vvvpqZJIBAIAWacjv1uul43n65ryupqMAgKs06CTdAAAAlXrsPaTEouh98QoAoGaUNwAAAABwAMobAAAAADgA5Q0AAAAAHIDyBgAAbCn0dVBFfES/sBoA0ACUNwAAYMumBZN1snd30zEAwHUobwAAAADgAJQ3AABgy/AVa9XxqN90DABwHcobAACwJeWfR5VQUmo6BgC4DuUNAAAAAByA8gYAAAAADkB5AwAAAAAHoLwBAABbTp3vU3ligukYAOA6lDcAAGDLm3NuVn6vFNMxAMB1KG8AAAAA4ACUNwAAYMv1y15W569yTccAANeJMx0AAAA4S6ev/YorLTMdw5YSBVQULIza+u3ivWqr5KitDwAS5Q0AALhAUbBQWfuyo7b+2L6j1Tae8gYguihvAACgZYgJKS94PCpLBxWMyroA0JwobwAAoEUoDhbr7S+3RWXt4X2GRGVdAGhOfGEJAACwJfeSniprm2g6BgC4DuUNAADY8vb0dBX09JmOAQCuQ3kDAAAAAAegvAEAAFvGPPFHdTl8wnQMAHAdyhsAALDF6/9GscFy0zEAwHUobwAAAADgAJQ3AAAAAHAAyhsAAAAAOADlDQAA2HKs/4UqbdfGdAwAcB3KGwAAsGXb3Wn65ryupmMAgOtQ3gAAAADAAShvAADAlrRFz6vroeOmYwCA61DeAACALW1PFyumvMJ0DABwHcobAAAAADhAg8pbIBDQDTfcoK+//lqS9Morr+iGG25QWlqaHn74YZWVlUmSPvvsM6Wnp2vUqFFasGCBysvLo5ccAAAAAFyk3vL28ccf65ZbbtGhQ4ckSQcPHtTzzz+vl19+WevWrVMoFNKf//xnSdLcuXO1aNEibd68WZZlac2aNVENDwAAAABuUW95W7NmjRYvXqyUlBRJUkJCghYvXqzk5GR5PB717dtXx44d09GjR3XmzBkNHDhQkpSenq7s7OyohgcAAM3vyJV9dcabZDoGALhOXH07PPHEE1W2e/bsqZ49e0qS8vPz9dJLL2nJkiXKzc2Vz+cL7+fz+ZSTkxPhuAAAwLT3Jo/S6Q/2mY4BAK5Tb3mrTU5OjqZOnapJkyZp0KBB2r17tzweT/h6y7KqbDdUly7J1S7z+byNjYkmYvZmMX+zmL85Jmd/quSUTpeejsraHk9IXm+bqKwtSfHxcRFZv7Y1vr1+XGxMnfs2RqTyN/fakpSUlChfx8j83vLcYxbzN4fZ169R5e3LL7/U1KlTdccdd+g///M/JUndu3eX3+8P75OXlxc+1NKOkycDCoWs8LbP55XfX9iYmGgiZm8W8zeL+ZtjevZ5Qb+y9kXnsP/hfYaosPBMVNaWpGCwvMnre71tal2jcv30n/1Gv9//tfwX94jo44lEfhNrS1Jxcan8wab/3pr+/Xc75m8Osz8rJsZT45tZ4evtLhgIBPSTn/xEs2bNChc36ezhlImJidq9e7ckKTMzU0OHDm1EZAAA0JLFlQblCYVMxwAA17H9zturr76qvLw8vfDCC3rhhRckSdddd51mzZqlZcuWKSMjQ4FAQP3799fkyZMjHhgAAAAA3KjB5W3Lli2SpClTpmjKlCk17tOvXz+9+uqrEQkGAAAAAPgX24dNAgAAAACaH+UNAADYcmBwf5W0b2c6BgC4DuUNAADYsus/rlNhSifTMQDAdShvAAAAAOAAjT5JNwAAcKebHnhGr/7za+Vecr7pKC1HTEh5weNNXqa4IF/FwdJql7eL96qtaj/3EwB3oLwBAAA0UXGwWG9/ua3J69R2kvSxfUerbTzlDXA7DpsEAAAAAAegvAEAAACAA1DeAAAAAMABKG8AAMCWL4YPVHFHPn8FAM2N8gYAAGz5eMK1CnTtaDoGALgO5Q0AANgSd6ZMnlDIdAwAcB3KGwAAsCV93m/lO3DMdAwAcB3KGwAAAAA4ACfpBgA4SokCKgoWRm39oIJRWxsAgKagvAEAHKUoWKisfdlRW394nyFRWxsAgKbgsEkAAAAAcADKGwAAsGXv6B+qqHN70zEAwHUobwAAwJa9owdR3gDAAMobAACwpe03AcWWV5iOAQCuQ3kDAAC2pC1+QV0OHTcdAwBch/IGAAAAAA5AeQMAAAAAB6C8AQAAAIADUN4AAAAAwAEobwAAwJaPx12jQNcOpmMAgOtQ3gAAgC1fXHelijt6TccAANehvAEAAFu8uacUFwyajgEArkN5AwAAtoz57xfV+XCO6RgA4DqUNwAAAABwAMobAAAAADgA5Q0AAAAAHIDyBgAAAAAOQHkDAAC27LpphApTOpmOAQCuQ3kDAAC2HLj6uypp3850DABwnQaVt0AgoBtuuEFff/21JGn79u1KS0vTyJEjtXz58vB+n332mdLT0zVq1CgtWLBA5eXl0UkNAACM6XQkR/GlZaZjAIDr1FvePv74Y91yyy06dOiQJOnMmTOaP3++nn32WWVlZWnPnj3aunWrJGnu3LlatGiRNm/eLMuytGbNmqiGBwAAze/6X61Rp69yTccAANept7ytWbNGixcvVkpKiiTpk08+Ue/evdWrVy/FxcUpLS1N2dnZOnr0qM6cOaOBAwdKktLT05WdnR3V8AAAAADgFnH17fDEE09U2c7NzZXP5wtvp6SkKCcnp9rlPp9POTk5tgN16ZJc7TKfz2t7HUQGszeL+ZvF/M2pa/bFBfnyettE7b7j4+Oitn40147k+rWtUbl+bGyMPB6P4mJjIvp4mP1ZNa2TlJQoX0eek5oDz/3mMPv61VvezhUKheTxeMLblmXJ4/HUerldJ08GFApZ4W2fzyu/v9D2Omg6Zm8W8zeL+ZtT3+yLg6UqLDwTtfsPBsujtn40147U+l5vm1rXqFy/oiIky7JUXhGK6ONx++yl2udfXFwqf5DnpGjjud8cZn9WTIynxjezwtfbXbB79+7y+/3hbb/fr5SUlGqX5+XlhQ+1BAAAAAA0je3yNmDAAB08eFCHDx9WRUWFNmzYoKFDh6pnz55KTEzU7t27JUmZmZkaOnRoxAMDAACz3rtjpE5362w6BgC4ju3DJhMTE7V06VLNmDFDpaWlGjZsmEaPHi1JWrZsmTIyMhQIBNS/f39Nnjw54oEBAIBZR/79Mp3xJpmOAQCu0+DytmXLlvCfBw8erHXr1lXbp1+/fnr11VcjkwwAALRIvn9+rYSSUpW1TTQdBQBcxfZhkwAAwN1GrPirOh71178jACCiKG8AAAAA4ACUNwAAAABwAMobAAAAADgA5Q0AAAAAHMD2qQIAAIC7bZt6g755+i+mY7hLTEh5weNRW75dvFdtlRy19QFEBuUNAADYcuy7F6m0XVvTMVylOFist7/cFrX1x/YdrbbxlDegpeOwSQAAYEuPPQeVWFRiOgYAuA7lDQAA2DJk5QZ1OH7SdAwAcB3KGwAAAAA4AOUNAAAAAByA8gYAAAAADsC3TQIAIqpEARUFCxt9++KCfBUHS2u9Pqhgo9cGAMDJKG8AgIgqChYqa192o2/v9bZRYeGZWq8f3mdIo9dGZPx9+kQV/OJl0zEAwHU4bBIAANjiv+R8lbVNNB0DAFyH8gYAAGy5YPcXalNYbDoGALgO5Q0AANhy1Z/eUPucfNMxAMB1KG8AAAAA4ACUNwAAAABwAMobAAAAADgA5Q0AAAAAHIDyBgAAbHnzpzfpVK8U0zEAwHUobwAAwJZTF3RTMDHBdAwAcB3KGwAAsOXi7XvU9nSR6RgA4DqUNwAAYMv31/xd3txTpmMAgOtQ3gAAAADAAShvAAAAAOAAlDcAAAAAcADKGwAAAAA4AOUNAADYsmn+7crv3c10DABwHcobAACwpTClk8rj403HAADXobwBAABbLtvygZIKCk3HAADXobwBAABbBqx7R8l535iOAQCuQ3kDAAAAAAdoUnnLzMxUamqqUlNT9fOf/1yStH37dqWlpWnkyJFavnx5REICAAAAgNs1uryVlJToiSee0J/+9CdlZmZq165d2rJli+bPn69nn31WWVlZ2rNnj7Zu3RrJvAAAAADgSo0ubxUVFQqFQiopKVF5ebnKy8uVnJys3r17q1evXoqLi1NaWpqys7MjmRcAAAAAXKnR5S05OVmzZs3SmDFjNGzYMPXs2VO5ubny+XzhfVJSUpSTkxORoAAAoGVY/8hdOnnheaZjAIDrxDX2hp9//rlee+01/f3vf5fX69WcOXN06NAheTye8D6WZVXZboguXZKrXebzeRsbE03E7M1i/mYx/8YpLsiX19umSWvUdfv4+Lgmr1+XaK7vlOy1rRFe39tGnsR4xdWxb2Mw+7NqWifa+ZOSEuXryHOexHO/Scy+fo0ub9u2bdPgwYPVpUsXSVJ6erqef/55xcbGhvfx+/1KSUmxte7JkwGFQlZ42+fzyu/nXDImMHuzmL9ZzL/xioOlKiw80+jbe71t6rx9MFjepPXrE831nZC9rvlXrt8/e4cS/QUq6tw+oo/H7bOXap9/tPMXF5fKH+Q5j+d+c5j9WTExnhrfzApf39iF+/Xrp+3bt6u4uFiWZWnLli0aMGCADh48qMOHD6uiokIbNmzQ0KFDG3sXAACgBeqfvVPt8k+bjgEArtPod96GDBmiTz/9VOnp6YqPj9fll1+uGTNm6JprrtGMGTNUWlqqYcOGafTo0ZHMCwAAAACu1OjyJknTpk3TtGnTqlw2ePBgrVu3rkmhAAAAAABVNekk3QAAAACA5kF5AwAAAAAHoLwBAABb1i69R/6Le5iOAQCuQ3kDAAC2lLdJkBXDSwgAaG488wIAAFsGvP4PJecVmI4BAK5DeQMAALZc9vZHSioImI4BAK7TpFMFAAAAoBWICSkveDxqy7eL96qtkqO2PuAWlDcAAACXKw4W6+0vt0Vt/bF9R6ttPOUNaCoOmwQAAAAAB6C8AQAAAIADUN4AAIAta56aodxLzjcdAwBch/IGAAAAAA5AeQMAALZ8/5Ut8uaeMh0DAFyH8gYAAGy5+N29anu6yHQMAHAdyhsAAAAAOADlDQAAAAAcgPIGAAAAAA5AeQMAALaUJ8bLiuElBAA0N555AQCALWt/fq/8F/cwHQMAXIfyBgAAAAAOQHkDAAC2XPXHzWqfk286BgC4DuUNAADYcsEH+9SmsNh0DABwHcobAAAAADgA5Q0AAAAAHIDyBgAAAAAOQHkDAAC2lLRPUigu1nQMAHAdyhsAALBl/aM/Ud6F55mOAQCuQ3kDAAAAAAegvAEAAFuG/G69OhzPMx0DAFyH8gYAAGzpsfeQEovOmI4BAK5DeQMAAAAAB6C8AQAAAIADUN4AAAAAwAEobwAAwJZCXwdVxMeZjgEArkN5AwAAtmxaMFkne3c3HQMAXKdJ5W3Lli1KT0/XmDFj9Pjjj0uStm/frrS0NI0cOVLLly+PSEgAAAAAcLtGl7evvvpKixcv1rPPPqt169bp008/1datWzV//nw9++yzysrK0p49e7R169ZI5gUAAIYNX7FWHY/6TccAANdpdHl78803NXbsWHXv3l3x8fFavny52rZtq969e6tXr16Ki4tTWlqasrOzI5kXAAAYlvLPo0ooKTUdAwBcp9GfNj58+LDi4+N177336vjx4xo+fLguvfRS+Xy+8D4pKSnKycmJSFAAAAAAcLNGl7eKigrt2rVLf/rTn5SUlKT77rtPbdq0kcfjCe9jWVaV7Ybo0iW52mU+n7exMdFEzN4s5m9Wa53/qZJTOl16Omrrezwheb1tmrRGXbePj49r8vp1ieb6Tsle2xqV68fGxsjj8SguNiaij4fZn1XTOk7KX5OkpET5OjrjObW1Pvc7AbOvX6PLW9euXTV48GB17txZkvSjH/1I2dnZio2NDe/j9/uVkpJia92TJwMKhazwts/nld9f2NiYaAJmbxbzN6s1zz8v6FfWvugd0j68zxAVFp5p9O293jZ13j4YLG/S+vWJ5vpOyF7X/CvXr6gIybIslVeEIvp43D57qfb5OyV/bYqLS+UPtvzn1Nb83N/SMfuzYmI8Nb6ZFb6+sQuPGDFC27Zt0+nTp1VRUaF//OMfGj16tA4ePKjDhw+roqJCGzZs0NChQxt7FwAAoAU6db5P5YkJpmMAgOs0+p23AQMGaOrUqbr11lsVDAZ1zTXX6JZbbtHFF1+sGTNmqLS0VMOGDdPo0aMjmRcAABj25pyblf/AM6ZjAIDrNLq8SdKNN96oG2+8scplgwcP1rp165oUCgAAAABQVZNO0g0AANzn+mUvq/NXuaZjAIDrUN4AAIAtnb72K660zHQMAHAdyhsAAAAAOECTPvMGAAAAmFSigIoidBqC4oJ8FQdLq1zWLt6rtqr9q9uB5kR5AwAAgGMVBQsjdu7Kms6zN7bvaLWNp7yhZeCwSQAAYEvuJT1V1jbRdAwAcB3KGwAAsOXt6ekq6OkzHQMAXIfyBgAAAAAOQHkDAAC2jHnij+py+ITpGADgOpQ3AABgi9f/jWKD5aZjAIDrUN4AAAAAwAEobwAAAADgAJQ3AAAAAHAAyhsAALDlWP8LVdqujekYAOA6lDcAAGDLtrvT9M15XU3HAADXobwBAAAAgANQ3gAAgC1pi55X10PHTccAANehvAEAAFvani5WTHmF6RgA4DqUNwAAAABwAMobAAAAADgA5Q0AAAAAHIDyBgAAbDlyZV+d8SaZjgEArkN5AwAAtrw3eZROd+tsOgYAuE6c6QAAAABo5WJCygtG5/QSQQWjsi7QElHeAACALek/+43+cuCY/Bf3MB0FDlEcLNbbX26LytrD+wyJyrpAS8RhkwAAwJa40qA8oZDpGADgOpQ3AAAAAHAAyhsAAAAAOADlDQAAAAAcgPIGAABsOTC4v0ratzMdAwBch/IGAABs2fUf16kwpZPpGADgOpQ3AAAAAHAAyhsAALDlpgeeUco/vzYdAwBch/IGAAAAAA5AeQMAAAAAB4hIefv5z3+uefPmSZK2b9+utLQ0jRw5UsuXL4/E8gAAAADgenFNXeDdd9/VX//6Vw0fPlxnzpzR/Pnz9ac//UnnnXee7rnnHm3dulXDhg2LRFYAcIUSBVQULIza+kEFo7Y2AACIniaVt4KCAi1fvlz33nuvPv/8c33yySfq3bu3evXqJUlKS0tTdnY25Q0AbCgKFiprX3bU1h/eZ0jU1oY7fDF8oIrzCkzHAADXaVJ5W7RokR588EEdP35ckpSbmyufzxe+PiUlRTk5ObbW7NIludplPp+3KTHRBMzeLOZvlqn5Fxfky+ttE7X14+PjWvz6dd3eCflNrB3J9Wtbo3L9A3dcrzP/+ERxdezbGMz+rJrWcVL+5l4/0mufu1ZSUqJ8Hfn3uDnwuqd+jS5vf/nLX3Teeedp8ODBWrt2rSQpFArJ4/GE97Esq8p2Q5w8GVAoZIW3fT6v/P7oHT6E2jF7s5i/WSbnXxwsVWHhmaitHwyWt+j1vd42dd6+pec3tXak1q9r/pXrx50pU0WwXFZMTEQfj9tnL9U+f6fkN7F+JNeuaf7FxaXyR/FQdpzF656zYmI8Nb6ZVanR5S0rK0t+v1/jx4/XN998o+LiYh09elSxsbHhffx+v1JSUhp7FwAAoAVKn/dbvXzgmHIvOd90FABwlUaXtxdeeCH857Vr12rnzp165JFHNHLkSB0+fFjnn3++NmzYoEmTJkUkKAAAAAC4WZO/bfLbEhMTtXTpUs2YMUOlpaUaNmyYRo8eHcm7AAAAAABXikh5S09PV3p6uiRp8ODBWrduXSSWBQAAAAD8fxE5STcAAAAAILoobwAAwJa9o3+oos7tTccAANehvAEAAFv2jh5EeQMAAyhvAADAlrbfBBRbXmE6BgC4DuUNAADYkrb4BXU5dNx0DABwHcobAAAAADgA5Q0AAAAAHIDyBgAAAAAOQHkDAAAAAAegvAEAAFs+HneNAl07mI4BAK5DeQMAALZ8cd2VKu7oNR0DAFyH8gYAAGzx5p5SXDBoOgYAuA7lDQAA2DLmv19U58M5pmMAgOtQ3gAAAADAAShvAAAAAOAAlDcAAAAAcADKGwAAAAA4AOUNAADYsuumESpM6WQ6BgC4DuUNAADYcuDq76qkfTvTMQDAdShvAADAlk5HchRfWmY6BgC4DuUNAADYcv2v1qjTV7mmYwCA61DeAAAAAMABKG8AAAAA4ACUNwAAAABwAMobAAAAADgA5Q0AANjy3h0jdbpbZ9MxAMB1KG8AAMCWI/9+mc54k0zHAADXobwBAABbfP/8WgklpaZjAIDrUN4AAIAtI1b8VR2P+k3HAADXiTMdAACioUQBFQULG3374oJ8FQdrf2ehXbxXbZXc6PUBAADsorwBaJWKgoXK2pfd6Nt7vW1UWHim1uvH9h2ttvGUNwAA0HwobwAAAEBtYkLKCx6P2vIcyQE7KG8AAABALYqDxXr7y21RW58jOWAHX1gCAABs2Tb1Bn1zXhfTMQDAdZpU3lasWKHU1FSlpqbqySeflCRt375daWlpGjlypJYvXx6RkAAAoOU49t2LVNqurekYAOA6jS5v27dv17Zt2/TXv/5Vr7/+uvbu3asNGzZo/vz5evbZZ5WVlaU9e/Zo69atkcwLAAAM67HnoBKLSkzHAADXafRn3nw+n+bNm6eEhARJUp8+fXTo0CH17t1bvXr1kiSlpaUpOztbw4YNi0xaAGgpovgB9qCCUVkXiJQhKzeow/GTyr3kfNNRAMBVGl3eLr300vCfDx06pE2bNun222+Xz+cLX56SkqKcnJymJQSAFiiaH2Af3mdIVNYFAADO1uRvm9y/f7/uuecePfTQQ4qNjdWhQ4fC11mWJY/HY2u9Ll2qf9uOz+dtakw0ErM3i/k3XnFBvrzeNk1ao67bx8fHNXl9E2s7ZX1Ts4/2+k7JXtsalevHxsbI4/EoLjYmoo+H2Z9V0zpOyt/c60d67XPXivZskpIS5evIv/cSr3saoknlbffu3Zo5c6bmz5+v1NRU7dy5U36/P3y93+9XSkqKrTVPngwoFLLC2z6fV35/YVNiopGYvVnMv2mKg6V1nmS7PvWdpDsYLG/S+nWJ5tpOWN/k7KO9vhOy1zX/yvUrKkKyLEvlFaGIPh63z16qff5OyW9i/UiuXdP8oz2b4uJS+YP8e8/rnrNiYjw1vpkVvr6xCx8/flz333+/li1bptTUVEnSgAEDdPDgQR0+fFgVFRXasGGDhg4d2ti7AAAAAAD8f41+5+35559XaWmpli5dGr7s5ptv1tKlSzVjxgyVlpZq2LBhGj16dESCAgCAluHv0yeq4Bcvm44BAK7T6PKWkZGhjIyMGq9bt25dowMBAICWzX/J+Sprm2g6BgC4TpNO0g0AANzngt1fqE1hsekYAOA6lDcAAGDLVX96Q+1z8k3HAADXobwBAAAAgAM0+TxvANAYJQqoKIpfjRxUMGprAwAAmEB5A2BEUbBQWfuyo7b+8D5DorY2AACACRw2CQAAAAAOQHkDAAC2vPnTm3SqV4rpGADgOpQ3AABgy6kLuimYmGA6BgC4DuUNAADYcvH2PWp7ush0DABwHcobAACw5ftr/i5v7inTMQDAdShvAAAAAOAAlDcAAAAAcADKGwAAAAA4AOUNAAAAABwgznQAAADgLJvm3678R14wHQNAA5QooKJgYVTWbhfvVVslR2Vt1IzyBgAAbClM6aTy+HjTMQA0QFGwUFn7sqOy9ti+o9U2nvLWnDhsEgAA2HLZlg+UVBCd/8kHANSOd94AAIAtA9a9o+S8b1Tc0Ws6CuB8MSHlBY9HbfmgglFbG82P8gYAAAAYUhws1ttfbova+sP7DIna2mh+lDcgipryIeHignwVB0vr3IcPCgMAALgH5Q2IoqZ8SNjrbaPCwjN17sMHhQEAANyD8gagRtH8amGJY/ABAADsorwBqFE0v1pY4hh8wMnWP3KXTi5YaToGALgO5Q0AANhS0iFZFXGxpmMAMC2C35RZ02f9+Wx/dZQ3AABgS//sHWqXf1pFndubjgLAoEh+U2ZNn/Xns/3VcZJuAABgS//snWqXf9p0DABwHcobAAAAADgAh00CThbBY83PxbdBAgAAtCyUN8DBInms+bn4NkgAAICWhcMmAQAAAMABeOcNrsaJqAHAvrVL75H/oV+bjgEArkN5g6txImoAsK+8TYKsGA7eAYDmxjMvAACwZcDr/1ByXoHpGADgOpQ3AABgy2Vvf6SkgoDpGADgOhw2CQAAAKDlieIpkSSpXbxXbZUctfWjISrlbf369fr1r3+t8vJy3XnnnbrtttuicTcAAAAAWqlonhJJksb2Ha228S4vbzk5OVq+fLnWrl2rhIQE3XzzzRo0aJAuueSSSN9Vs4n2NxImxCeoLFgWtfWj+b8KTp8N3wYJAAAAp4h4edu+fbuuuuoqdezYUZI0atQoZWdna/r06Q26fUyMp0GXNaey8hJtO/JO1Na/6oIf6L0j70dt/REXDVO7OG+jblvf7J0+m6su+IHat2ncbBoiITah0eu3S0iUp0181NavTzTXdsL69c2f2UdvfZOzj/b6Tshe1/wr14/t0VPdy2IU3+O8iD4et89eqn3+TslvYv1Irl3T/J08m2iv7/TZx8fGGe8Z56ovj8eyLCuSd/jb3/5WxcXFevDBByVJf/nLX/TJJ5/osccei+TdAAAAAICrRPzbJkOhkDyefzVGy7KqbAMAAAAA7It4eevevbv8fn942+/3KyUlJdJ3AwAAAACuEvHydvXVV+vdd99Vfn6+SkpK9MYbb2jo0KGRvhsAAAAAcJWIf2FJt27d9OCDD2ry5MkKBoO68cYbdcUVV0T6bgAAAADAVSL+hSUAAAAAgMiL+GGTAAAAAIDIo7wBAAAAgANQ3gAAAADAAShvAAAAAOAALbK8PfXUU3rmmWdqvK6srExz587VmDFjNHHiRH355ZfNnK71OnbsmG677TaNHj1a9913n4qKiqrtU1ZWptmzZystLU3jx4/X9u3bDSRtnRo6/8cff1wTJkxQamqqtm3bZiBp69SQ+VcKBAL60Y9+pB07djRjwtarIbPPzc3VT37yE40fP14TJ07Uu+++ayBp67J+/XqNHTtWI0eO1EsvvVTt+s8++0zp6ekaNWqUFixYoPLycgMpW6/65v+3v/1N48eP17hx4/Rf//Vf+uabbwykbJ3qm32lt99+W9ddd10zJnOH+uZ/4MAB3XHHHRo3bpx+8pOf8Lt/LqsFOX36tPXwww9bV1xxhfU///M/Ne6zcuVKa+HChZZlWdbOnTutH//4x80ZsVWbNm2atWHDBsuyLGvFihXWk08+WW2fNWvWWA888IBlWZb1+eefW9dee22zZmzNGjL///3f/7V++tOfWqFQyNq3b581ZMgQKxQKNXfUVqkh86/00EMPWT/4wQ+s9957r7nitWoNmf3s2bOtF1980bIsy/ryyy+tq6++2iovL2/WnK3JiRMnrBEjRlinTp2yioqKrLS0NGv//v1V9klNTbU+/PBDy7Is6+GHH7ZeeuklA0lbp/rmX1hYaF1zzTXWiRMnLMuyrKeeesp67LHHTMVtVRryu29ZluX3+63Ro0dbI0aMMJCy9apv/qFQyBo5cqS1detWy7Is6xe/+EWd/x67UYt65+2tt97ShRdeqLvuuqvWfd5++22NGzdOkvSDH/xA+fn5OnbsWHNFbLWCwaDef/99jRo1SpKUnp6u7OzsavuFQiGVlJSooqJCJSUlatOmTXNHbZUaOv9Nmzbp7rvvlsfj0aWXXqoXXnhBFmf7aLKGzl+SsrKy1K5dO1122WXNGbHVaujsr7/+et1www2SpN69e6u0tFTFxcXNmrU12b59u6666ip17NhRSUlJGjVqVJW5Hz16VGfOnNHAgQMl1f13AvbVN/9gMKjFixerW7dukqTLLrtMx48fNxW3Valv9pUyMjI0ffp0Awlbt/rmv3fvXiUlJWno0KGSpHvvvVe33XabqbgtUosqbxMmTNC0adMUGxtb6z65ubny+XzhbZ/PpxMnTjRHvFbt1KlTSk5OVlzc2fO2+3w+5eTkVNtv4sSJKigo0LXXXqvbb79dc+bMae6orVJD53/48GG9//77uvXWW/Uf//EfysvLU0xMi/pr7EgNnf+xY8f0hz/8QQ899FBzR2y1Gjr7UaNGqUOHDpKk559/Xt/5znfk9XqbNWtrcu6/pSkpKVXmXtO/tTX9XNA49c2/U6dOuv766yVJZ86c0XPPPacf/ehHzZ6zNapv9pL0xz/+Uf/2b/+mAQMGNHe8Vq+++R85ckRdu3bV/PnzNXHiRC1evFhJSUkmorZYcSbudNOmTVqyZEmVyy6++GKtWrWq3ttaliWPx1Nlmxev9tQ0/969e1eZq6Rq25K0YsUKDRw4UKtXr9ahQ4c0ZcoU9e/fXz179oxq5takKfOvqKjQiRMn9NJLL+mLL77Q1KlTtWnTJl7E2tDY+YdCIS1YsEALFy7kHedGasrvfqVVq1bplVde0YsvvhiVjG4RCoWq/Vv67e36rkfTNHS+hYWFuv/++9WvXz9NnDixOSO2WvXNft++fXrjjTe0atUq3hyIgvrmX15erp07d+rFF1/U5ZdfrqeeekpLly7V0qVLTcRtkYyUtzFjxmjMmDGNum23bt2Um5urCy64QJKUl5enlJSUSMZr9WqafzAY1KBBg1RRUaHY2Fj5/f4a5/rWW29p+fLl8ng8uuiiizRgwAB98sknlDcbmjL/rl27KjU1VR6PR/369VP37t118OBBXXHFFc0V3/EaO/8DBw7owIEDWrBggaSz/zuYkZGhxx57TFdddVWz5XeypvzuS9KTTz6prVu36qWXXlL37t2bI3Kr1b17d+3atSu8fe7cu3fvLr/fH97m39rIqm/+0r++pOeqq67S/Pnzmztiq1Xf7LOzs+X3+zVp0iQFg0Hl5ubq1ltv1Z///GcTcVud+ubv8/nUu3dvXX755ZKkG264QTNnzmz2nC2Z496yGjZsmDIzMyVJu3btUmJionr06GE4lfPFx8fr+9//vrKysiRJr7/+evh442/r16+f/va3v0mS8vPztWfPHn3nO99p1qytUUPnP2LEiPA+X331lY4fP66LLrqoWbO2Rg2Z/yWXXKKtW7cqMzNTmZmZ+u53v6vHH3+c4tZEDf3dX7VqlXbs2KHVq1dT3CLg6quv1rvvvqv8/HyVlJTojTfeqDL3nj17KjExUbt375YkZWZm1vhzQePUN/+Kigrde++9GjNmjBYsWMC7nhFU3+xnzpypzZs3KzMzU88995xSUlIobhFU3/y/973vKT8/X59//rkkacuWLerfv7+puC2Sx2qB33ZQeZqAGTNmSJJWr16t3NxczZo1S6WlpVq0aJH27NmjhIQEPf744/xQI+To0aOaN2+eTp48qfPOO0+/+tWv1KFDhyrzz8vL08KFC3XkyBHFxMTonnvuCX+JAJqmIfMPBAJ69NFHtXfvXknSnDlzNGLECMPJW4eGzP/b7rjjDk2fPl2DBg0ylLj1qG/2M2fO1A9/+EMlJyerffv24ds999xz4S90gH3r16/Xb3/7WwWDQd144426++67dffdd2vmzJm6/PLL9fnnnysjI0OBQED9+/fXkiVLlJCQYDp2q1HX/E+cOKEZM2ZU+WKk7373u3riiScMJm496vvdr/T1119r8uTJ2rJli8G0rU998//444/12GOPqaSkRN27d9eTTz6pLl26mI7dYrTI8gYAAAAAqMpxh00CAAAAgBtR3gAAAADAAShvAAAAAOAAlDcAAAAAcADKGwAAAAA4gJGTdAMA0FQfffSRfvnLX6qgoECWZal79+762c9+pksvvVSS9Oqrr+qVV15RUVGRysrK1KtXLz3wwAMaMGBArWt+8cUXGjdunGbPnq1p06aFL9+xY4fuvvvuKudVLCoq0iWXXKIlS5aoU6dOks6e9uCZZ57Rhx9+qLi4OJWXl2v06NGaPn264uPjozQJAIBbcKoAAIDjlJWV6dprr9Xvf//78Lk+MzMztXz5cr311lt6+umn9f7772vZsmXq2bOnJOndd9/Vgw8+qLVr16pHjx41rrt48WIVFRXp/fff11tvvaW4uLP/x7ljxw499thj2rBhQ3jfiooKzZgxQ3369NHs2bOVk5OjSZMmaebMmfrxj38sj8ejoqIizZs3T926dVNGRkaUpwIAaO04bBIA4DglJSUqLCxUcXFx+LJx48Zp4cKFOnXqlP7whz/o6aefDhc3SRo8eLDmzZunkpISSdLq1au1YMGC8PWBQEDr16/XfffdJ6/Xq82bN9eZIRAIKD8/Xx06dJB09qThI0eO1E033SSPxyNJateunRYuXKjevXtH7LEDANyLwyYBAI7ToUMHzZ07V1OnTlXXrl115ZVXatCgQUpNTdU777yjPn36KCUlpdrtJkyYEP7zLbfcUuW6zMxMXXjhherTp48mTJigVatWKTU1NXz9kSNHNH78eJWXlys/P1/du3fXmDFjdOedd0qSdu3apVmzZlW7z5SUFN1xxx0ReuQAADfjnTcAgCPdddddeuedd5SRkSGfz6ff/e53mjBhggoLC6vsFwgENH78eI0fP17XX3+9fvWrX9W43ssvv6yJEydKOvsu3t69e/Xhhx+Gr7/ggguUmZmpjRs3as6cOfL7/RozZkz4s2yWZYXfcZOklStXhu/3mmuuUUFBQYQnAABwG8obAMBxdu/erZUrVyo5OVkjRozQQw89pI0bN8rj8cjj8ejgwYM6deqUJCk5OVmZmZnKzMzUuHHjFAgEqq23a9cu7d+/XytXrtR1112nm2++WfHx8Vq1alWN9z9p0iRdd911mjVrlsrLyyVJ3/ve97Rz587wPlOnTg3fb15enkKhUOQHAQBwFcobAMBxOnfurF//+tfatWtX+DK/369AIKArrrhCkydP1qxZs3Ts2LHw9UePHtUHH3ygmJjq//StXr1a48eP19atW7VlyxZt2bJFv/nNb/Tmm29WWePb5syZo+PHj+ull16SJN13333atGmTXn/9dVVUVEiSysvLlZWVJUk13i8AAHbwbZMAAEd677339Mwzz+jEiRNKTEyU1+vV/fffr6FDh0qS1q1bp9WrV4e/3KRDhw4aO3asbrvtNrVt21arV6/Wnj17NHv2bA0bNkyvvfaa+vbtW+U+br31Vg0YMEDDhw+v9m2TkvTaa69pyZIlys7OVteuXZWTk6MVK1boo48+knT2dAIDBw7UnXfeWecpCgAAaAjKGwAAAAA4AMdwAAAAAIADUN4AAAAAwAEobwAAAADgAJQ3AAAAAHAAyhsAAAAAOADlDQAAAAAcgPIGAAAAAA5AeQMAAAAAB/h/2UeE8cWAajEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for feature in sgfeatures:\n",
    "    histogram_boxplot(data_clean[feature])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3d78cfb-da1f-4dd4-a95c-18ef5a43c064",
   "metadata": {},
   "source": [
    "  **Observations**\n",
    "* Distribution for SG features looks normal.\n",
    "* Some outliers present but non so exesive to indicate they are errors and need to be cleaned.\n",
    "* Most strokes gained features are central around 0 with a larger range toward negative values, meaning players perform worse than others to a greater extent than there are players who play better than others. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f8fc80b-d3cd-400c-a6a1-76dc2228bbd9",
   "metadata": {},
   "source": [
    "### **Bivariant Analysis**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a02af38b-c599-4b98-b28b-59904d6ec158",
   "metadata": {},
   "source": [
    "**Analysis Plan:**\n",
    "1. Plot Correlation heat map to find strong correlations (above +/- 0.7)\n",
    "2. Focus on correlations with Average Score and with Average Strokes Gained and the other SG features\n",
    "3. Scatter plot analyse of those correlations of interest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "8558d202-6b8c-4384-bdf9-8206f0578c25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (12, 8))\n",
    "\n",
    "cmap = sns.diverging_palette(120, 20, as_cmap = True)\n",
    "\n",
    "sns.heatmap(data_clean.corr(), annot = True, fmt = '.2f', cmap = cmap)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ab86b59-f970-43d4-a7e3-138f4309e00f",
   "metadata": {},
   "source": [
    "The high correlations for `Average_Score` are (Keep in mind a lower score is better so the correlations will be negative):\n",
    "* `Average_SG_Total` - Makes sense as we have already said it is another marker for playing well, it will be exluded from our model.\n",
    "* `SG:APR` is the only feature above a 0.6 \n",
    "* `gir`, `Average_Scrambling`, and `SG:OTT` are the only other values of mild correlation. \n",
    "\n",
    "**Already we are are seeing a dispelling of some long standing myths:**\n",
    "* Strokes gained features beat out the other top 4 traditional features in overall correlation (1.96 versus 1.55)\n",
    "* The lower order shots (tee shots and approach shots) are showing higher correlation than the green shots. Despite the long standing view in golf that green play is the more valuable skill. \n",
    "* Our hypothesis that fairways hit in regulation is a traditional stat that sounds good but can be misleading has prooven to be true, having the lowest correlation with `Average_Score` (0.17) of any stat.\n",
    "* The same is similarly true for greens hit in regulation, despite having a correlations of (0.49) with `Average_Score` it performs worse than its strokes gained counter part SG_APR with a correlation of (0.67). Meaning that there are likely miss-leading shots in `gir` that are reducing its total correlation.  \n",
    "\n",
    "The high strokes gained correlations for `Average_SG_Total` are:\n",
    "* SG:APR(0.67)>SG:OTT(0.53)>SG:ARG(0.39)>Average_SG_Putts(0.36) - Again showing that the traditional view putting is the higher value skill is likely incorect and in fact the opposite is likely to be true."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "e12a4a9b-a1c4-4582-8667-2a1e687d9feb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 2, figsize=(12, 12))\n",
    "\n",
    "sns.scatterplot(x = 'Average_Score', y = 'SG:APR', data = data_clean, ax=axs[0,0], color = 'green', alpha=0.50, edgecolor = 'black')\n",
    "sns.regplot(x = 'Average_Score', y = 'SG:APR', data = data_clean, scatter=False, ax=axs[0,0], color = 'yellow')\n",
    "axs[0,0].set_ylim(-2.0, 2.0)\n",
    "axs[0,0].set_ylabel(\"Strokes Gained - Approach\")\n",
    "\n",
    "sns.scatterplot(x = 'Average_Score', y = 'Average_SG_Putts', data = data_clean, ax=axs[0,1], color = 'red', alpha=0.50, edgecolor = 'black')\n",
    "sns.regplot(x = 'Average_Score', y = 'Average_SG_Putts', data = data_clean, scatter=False, ax=axs[0,1], color = 'yellow')\n",
    "axs[0,1].set_ylim(-2.0, 2.0)\n",
    "axs[0,1].set_ylabel(\"Strokes Gained - Average Putts\")\n",
    "\n",
    "sns.scatterplot(x = 'Average_Score', y = 'SG:OTT', data = data_clean, ax=axs[1,0], color = 'green', alpha=0.50, edgecolor = 'black')\n",
    "sns.regplot(x = 'Average_Score', y = 'SG:OTT', data = data_clean, scatter=False, ax=axs[1,0], color = 'yellow')\n",
    "axs[1,0].set_ylim(-2.0, 2.0)\n",
    "axs[1,0].set_ylabel(\"Strokes Gained - Off The Tee\")\n",
    "\n",
    "sns.scatterplot(x = 'Average_Score', y = 'SG:ARG', data = data_clean, ax=axs[1,1], color = 'red', alpha=0.50, edgecolor = 'black')\n",
    "sns.regplot(x = 'Average_Score', y = 'SG:ARG', data = data_clean, scatter=False, ax=axs[1,1], color = 'yellow')\n",
    "axs[1,1].set_ylim(-2.0, 2.0)\n",
    "axs[1,1].set_ylabel(\"Strokes Gained - Around The Green\")\n",
    "\n",
    "plt.suptitle(\"Strokes Gained - Short Game Vs Long Game\", fontsize=20, fontweight='bold', fontstyle='oblique')\n",
    "\n",
    "# Save the visualization to a file\n",
    "plt.savefig(\"Strokes Gained - Short Game Vs Long Game.png\")\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f97278c9-78ac-46e7-91ab-9c54a35279c7",
   "metadata": {},
   "source": [
    "**Observations**\n",
    "* We can see that both short game (red) and long game (green) are indicators of lower scores as expected. \n",
    "* But the short range data points are much **more tightly bound** and the line of best fit is **steeper**.\n",
    "* This again clearly shows that the traditional view that short game is the higher value skill is a myth. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "eb9807ee-cc46-4d71-8d23-57cf9afa3961",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatterplot to visualize Average Distance vs Fairway Percentage\n",
    "fig, axs = plt.subplots(1, 2, figsize=(12, 6))\n",
    "\n",
    "sns.scatterplot(x = 'Average_Score', y = 'Avg_Distance', data = data_clean, ax=axs[0], color = 'green', alpha = 0.5, edgecolor = 'black')\n",
    "sns.regplot(x = 'Average_Score', y = 'Avg_Distance', data = data_clean, scatter=False, ax=axs[0], color = 'yellow')\n",
    "axs[0].set(xlabel='Average_Score', ylabel='Average - Distance')\n",
    "\n",
    "sns.scatterplot(x = 'Average_Score', y = 'Fairway_Percentage', data = data_clean, ax=axs[1], color = 'red', alpha = 0.5, edgecolor = 'black')\n",
    "sns.regplot(x = 'Average_Score', y = 'Fairway_Percentage', data = data_clean, scatter=False, ax=axs[1], color = 'yellow')\n",
    "axs[1].set(xlabel='Average_Score', ylabel='Fairway %')\n",
    "\n",
    "fig.suptitle(\"Average Distance vs Fairway Percentage\", fontsize=20, fontweight='bold', fontstyle='oblique')\n",
    "\n",
    "# Save the visualization to a file\n",
    "plt.savefig(\"Average Distance vs Fairway Percentage.png\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "683ced6a-80ff-45d3-a84c-e7aec07bd681",
   "metadata": {},
   "source": [
    "**Observations**\n",
    "* We can also see from the above comparison that Avg_Distance more tightly predics a lower score. This means that our second traditional view that driving accuracy (fairways hit %) is more valuable than pure driving distance is also likely a myth. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a7b2a7c-393e-49d5-bda8-59288c4eb8cc",
   "metadata": {
    "tags": []
   },
   "source": [
    "--------------------------------\n",
    "### **Conclusion** \n",
    "-------------------------------\n",
    "EDA demonstrates the value of data science and analytics in golf, specifically the use of the Strokes Gained metric, in providing a more accurate and comprehensive assessment of a player's performance. Strokes Gained can help identify areas for improvement and dispel misconceptions about the game. Through analyzing data from the 2010 to 2018 PGA Tour season we have gained critical insight into the performance of professional golfers and to identify which features lead to the greatest success in golf. Some of those key insights include:\n",
    "\n",
    "* Strokes gained features beat out the other top 4 traditional features in overall correlation with `Average_Score`(1.96 versus 1.55)\n",
    "* In correlation with Average_SG_Total : SG:APR(0.67) > SG:OTT(0.53) > SG:ARG(0.39) > Average_SG_Putts(0.36)\n",
    "  * Showing that the traditional view short game is the higher value skill is likely incorect and in fact the opposite is likely to be true.\n",
    "   * this is visualized and re-confirmed in our scatter plots\n",
    "* Our hypothesis that fairways hit in regulation is a traditional stat that sounds good but can be misleading has prooven to be true, having the lowest correlation of 0.17 with `Average_Score`.\n",
    "* The same is similarly true for greens hit in regulation, despite having a correlations of (0.49) with `Average_Score` it performs worse than its strokes gained counter-part SG_APR with a correlation of (0.67). Meaning that there are likely miss-leading shots in `gir` that are reducing its total correlation. \n",
    "* Driving distance has a greater correlation with average score than fairway percentage (0.27 vs 0.17). This means that our second traditional view that driving accuracy (fairways hit %) is more valuable than pure driving distance is also likely a myth.\n",
    "  * This is confirmed visualy by our scatter plot showing driving distance has a much tigher relationship.\n",
    "--------------------------------\n",
    "### **Recommendations** \n",
    "-------------------------------\n",
    "Recommendations based on the insights gained from this project include focusing on Strokes Gained as a metric for assessing performance and identifying areas for improvement, and using data-driven, facts-based analysis to dispel misconceptions about the game. Additionally, the project results can be used to inform training and practice for golfers at all levels, focusing on the specific skills and areas identified as leading to success in golf.\n",
    "* Average_Score is a good metric that focuses on playing well. It is adjusted for the average score of each tournament, but that should only increase its validity. It is our best option of all predictive features. \n",
    "* Dropped a number of irrelevant or potentially biased columns from our analysis, we should repeat this step for the model building phase. Droped Columns include:\n",
    "    * `Points`, `Wins`, `Top_10`, and `Money` - potential predictive features that would not perform as well as `Average_Score`.\n",
    "    * `Player_Name`, `Year` - irrelevant features.\n",
    "    * `Rounds` - irrelevant to performance stats, but could biase the data as better players tend to play fewer tournaments. \n",
    "    * Kept `Average_SG_Total` for analysis but should drop from model analysis as it too tightly correlated with `Average_Score`. While it would prove valuable as a predictive feature, it would prevent us from seeing which component features of strokes gained are more critical. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2acaf9b7-7874-4e5e-8979-d85e681a601d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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