video_game_data_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Open the data file and have a look at the general information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [],
   "source": [
    "# necessary libraries\n",
    "import pandas as pd                    #data processing\n",
    "import matplotlib.pyplot as plt        #plotting\n",
    "import seaborn as sns                  #plotting\n",
    "%matplotlib inline\n",
    "\n",
    "import scipy.stats as st               #statistical analysis\n",
    "\n",
    "#ignore warnings\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Year_of_Release</th>\n",
       "      <th>Genre</th>\n",
       "      <th>NA_sales</th>\n",
       "      <th>EU_sales</th>\n",
       "      <th>JP_sales</th>\n",
       "      <th>Other_sales</th>\n",
       "      <th>Critic_Score</th>\n",
       "      <th>User_Score</th>\n",
       "      <th>Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Wii Sports</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>41.36</td>\n",
       "      <td>28.96</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.45</td>\n",
       "      <td>76.0</td>\n",
       "      <td>8</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>15.68</td>\n",
       "      <td>12.76</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.29</td>\n",
       "      <td>82.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>15.61</td>\n",
       "      <td>10.93</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.95</td>\n",
       "      <td>80.0</td>\n",
       "      <td>8</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>11.27</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Name Platform  Year_of_Release         Genre  NA_sales  \\\n",
       "0                Wii Sports      Wii           2006.0        Sports     41.36   \n",
       "1         Super Mario Bros.      NES           1985.0      Platform     29.08   \n",
       "2            Mario Kart Wii      Wii           2008.0        Racing     15.68   \n",
       "3         Wii Sports Resort      Wii           2009.0        Sports     15.61   \n",
       "4  Pokemon Red/Pokemon Blue       GB           1996.0  Role-Playing     11.27   \n",
       "\n",
       "   EU_sales  JP_sales  Other_sales  Critic_Score User_Score Rating  \n",
       "0     28.96      3.77         8.45          76.0          8      E  \n",
       "1      3.58      6.81         0.77           NaN        NaN    NaN  \n",
       "2     12.76      3.79         3.29          82.0        8.3      E  \n",
       "3     10.93      3.28         2.95          80.0          8      E  \n",
       "4      8.89     10.22         1.00           NaN        NaN    NaN  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 16715 entries, 0 to 16714\n",
      "Data columns (total 11 columns):\n",
      "Name               16713 non-null object\n",
      "Platform           16715 non-null object\n",
      "Year_of_Release    16446 non-null float64\n",
      "Genre              16713 non-null object\n",
      "NA_sales           16715 non-null float64\n",
      "EU_sales           16715 non-null float64\n",
      "JP_sales           16715 non-null float64\n",
      "Other_sales        16715 non-null float64\n",
      "Critic_Score       8137 non-null float64\n",
      "User_Score         10014 non-null object\n",
      "Rating             9949 non-null object\n",
      "dtypes: float64(6), object(5)\n",
      "memory usage: 1.4+ MB\n"
     ]
    }
   ],
   "source": [
    "# load the data and get familiarized with it\n",
    "try:\n",
    "    games = pd.read_csv('/datasets/games.csv')\n",
    "    display(games.head())\n",
    "    games.info()\n",
    "except:\n",
    "    print('Something went wrong! Check the correctness of the file path!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusion\n",
    "All necessary Python packages and dataset has been successfully loaded. Data has **11 columns** and **16715 rows**. Issue identified so far:\n",
    "- Column names have letters in upper and lowercase. All should be made lowercase;\n",
    "- We already observed several missing values. They should be checked and dealt with;\n",
    "- User_score columns has \"object\" data type, we need to check it and convert it to \"float\";\n",
    "- Data type of year_of_release column should also be changed to datetime!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare the data\n",
    "- Replace the column names (make them lowercase).\n",
    "- If necessary, decide how to deal with missing values:\n",
    "    - Explain why you filled in the missing values as you did or why you decided to leave them blank.\n",
    "    - Why do you think the values are missing? Give possible reasons.\n",
    "    - Pay attention to the abbreviation TBD (to be determined). Specify how you intend to handle such cases.\n",
    "- Convert the data to the required types.\n",
    "    - Describe the columns where the data types have been changed and why.\n",
    "\n",
    "- Calculate the total sales (the sum of sales in all regions) for each game and put these values in a separate column."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Column names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>platform</th>\n",
       "      <th>year_of_release</th>\n",
       "      <th>genre</th>\n",
       "      <th>na_sales</th>\n",
       "      <th>eu_sales</th>\n",
       "      <th>jp_sales</th>\n",
       "      <th>other_sales</th>\n",
       "      <th>critic_score</th>\n",
       "      <th>user_score</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Wii Sports</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>41.36</td>\n",
       "      <td>28.96</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.45</td>\n",
       "      <td>76.0</td>\n",
       "      <td>8</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                name platform  year_of_release     genre  na_sales  eu_sales  \\\n",
       "0         Wii Sports      Wii           2006.0    Sports     41.36     28.96   \n",
       "1  Super Mario Bros.      NES           1985.0  Platform     29.08      3.58   \n",
       "\n",
       "   jp_sales  other_sales  critic_score user_score rating  \n",
       "0      3.77         8.45          76.0          8      E  \n",
       "1      6.81         0.77           NaN        NaN    NaN  "
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# convert columns names to lowercase\n",
    "games.columns = games.columns.str.lower()\n",
    "\n",
    "# check the results\n",
    "games.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name                0.011965\n",
       "platform            0.000000\n",
       "year_of_release     1.609333\n",
       "genre               0.011965\n",
       "na_sales            0.000000\n",
       "eu_sales            0.000000\n",
       "jp_sales            0.000000\n",
       "other_sales         0.000000\n",
       "critic_score       51.319174\n",
       "user_score         40.089740\n",
       "rating             40.478612\n",
       "dtype: float64"
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for percentage missing values in each column\n",
    "games.isnull().sum()*100/len(games)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **6 columns** out of 11 have missing values. As described at the beginning of the project, this data was obtained from open sources. Therefore, the most likely reason for missing values is that they were left blank during filling the table. This might be due to that the values were not released (e.g. ESRB rating, user/critic scores) or the person who filled the table could not reach the information (release year etc) at the time of filling the table. We will deal with them as follows:\n",
    "- Both **name and genre** columns have a similar number of missing values and they are only in 2 rows. We can drop these two rows.\n",
    "- Similarly, the **year_of_release** column has also missing values, which is only 1.6%. We will drop them as well!\n",
    "- The **critic_score and user_score** columns have a lot of missing values (51% and 40% respectively). Actually, we will fill them, for example with median values of each genre. But in that case, our results will be biased. Since we are not going to use machine learning algorithms in this project. Let's leave them as is, in order to avoid any bias!\n",
    "- The **rating** column also has a lot of missing values. We will fill them as \"unknown\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name                  0\n",
       "platform              0\n",
       "year_of_release       0\n",
       "genre                 0\n",
       "na_sales              0\n",
       "eu_sales              0\n",
       "jp_sales              0\n",
       "other_sales           0\n",
       "critic_score       8461\n",
       "user_score         6605\n",
       "rating             6676\n",
       "dtype: int64"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#drop rows which has missing values in name, genre and year_of_release columns\n",
    "games = games[games['name'].notna()]\n",
    "games = games[games['year_of_release'].notna()]\n",
    "\n",
    "#check the results\n",
    "games.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['E', nan, 'M', 'T', 'E10+', 'K-A', 'AO', 'EC', 'RP'], dtype=object)"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check rating symbols and find out their meanings\n",
    "games.rating.unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Meanig of each symbol in the rating columns\n",
    "- E: Everyone\n",
    "- M: Mature (>= 17)\n",
    "- T: Teen (>= 13)\n",
    "- E10+: Everyone (>=10)\n",
    "- K-A: kids to adults (renamed to E in 1998)\n",
    "- AO: Adults only (>=18)\n",
    "- EC: Early childhood\n",
    "- RP: rating pending"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name                  0\n",
       "platform              0\n",
       "year_of_release       0\n",
       "genre                 0\n",
       "na_sales              0\n",
       "eu_sales              0\n",
       "jp_sales              0\n",
       "other_sales           0\n",
       "critic_score       8461\n",
       "user_score         6605\n",
       "rating                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fill missing values of rating columns with the \"unknown\" phrase\n",
    "games.loc[pd.isna(games['rating']), 'rating'] = 'unknown'\n",
    "\n",
    "#check the result\n",
    "games.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>platform</th>\n",
       "      <th>year_of_release</th>\n",
       "      <th>genre</th>\n",
       "      <th>na_sales</th>\n",
       "      <th>eu_sales</th>\n",
       "      <th>jp_sales</th>\n",
       "      <th>other_sales</th>\n",
       "      <th>critic_score</th>\n",
       "      <th>user_score</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Wii Sports</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006</td>\n",
       "      <td>Sports</td>\n",
       "      <td>41.36</td>\n",
       "      <td>28.96</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.45</td>\n",
       "      <td>76.0</td>\n",
       "      <td>8</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985</td>\n",
       "      <td>Platform</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                name platform  year_of_release     genre  na_sales  eu_sales  \\\n",
       "0         Wii Sports      Wii             2006    Sports     41.36     28.96   \n",
       "1  Super Mario Bros.      NES             1985  Platform     29.08      3.58   \n",
       "\n",
       "   jp_sales  other_sales  critic_score user_score   rating  \n",
       "0      3.77         8.45          76.0          8        E  \n",
       "1      6.81         0.77           NaN        NaN  unknown  "
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#change data type of year_of_release column\n",
    "games['year_of_release'] = pd.to_datetime(games['year_of_release'], format='%Y', errors='coerce').dt.year\n",
    "\n",
    "#check the result\n",
    "games.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> There are \"tbd\" values in the **user_score** column. We don't know these values. Therefore we will treat them as missing values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [],
   "source": [
    "#change the tbd values with the NaN\n",
    "games.loc[games['user_score'].isin(['tbd']),'user_score'] = float('NaN')\n",
    "\n",
    "#change data type from \"object\" to \"float\"\n",
    "games['user_score'] = games['user_score'].astype('float64')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Total sales\n",
    "Calculate the total sales (the sum of sales in all regions) for each game and put these values in a separate column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>platform</th>\n",
       "      <th>year_of_release</th>\n",
       "      <th>genre</th>\n",
       "      <th>na_sales</th>\n",
       "      <th>eu_sales</th>\n",
       "      <th>jp_sales</th>\n",
       "      <th>other_sales</th>\n",
       "      <th>critic_score</th>\n",
       "      <th>user_score</th>\n",
       "      <th>rating</th>\n",
       "      <th>total_sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Wii Sports</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006</td>\n",
       "      <td>Sports</td>\n",
       "      <td>41.36</td>\n",
       "      <td>28.96</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.45</td>\n",
       "      <td>76.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>E</td>\n",
       "      <td>82.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985</td>\n",
       "      <td>Platform</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>40.24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                name platform  year_of_release     genre  na_sales  eu_sales  \\\n",
       "0         Wii Sports      Wii             2006    Sports     41.36     28.96   \n",
       "1  Super Mario Bros.      NES             1985  Platform     29.08      3.58   \n",
       "\n",
       "   jp_sales  other_sales  critic_score  user_score   rating  total_sales  \n",
       "0      3.77         8.45          76.0         8.0        E        82.54  \n",
       "1      6.81         0.77           NaN         NaN  unknown        40.24  "
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add na_sales, eu_sales, jp_sales and other_sales columns to get the total_sales column\n",
    "games['total_sales'] = games[['na_sales','eu_sales', 'jp_sales', 'other_sales']].sum(axis=1)\n",
    "\n",
    "#check the result\n",
    "games.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusion\n",
    "All column names were converted to lowercase to easily deal them in future. There were missing values in **name, genre, year_of_release, critic_score, user_score and rating** columns. The most likely reason for missing values is that they were left blank during filling the table. This might be due to that the values were not released (e.g. ESRB rating, user/critic scores) or the person who filled the table could not reach the information (release year etc) at the time of filling the table. We  have dealt with them as follows:\n",
    "- Both **name and genre** columns have a similar number of missing values and they are only in 2 rows. We can drop these two rows.\n",
    "- Similarly, the **year_of_release** column has also missing values, which is only 1.6%. We will drop them as well!\n",
    "- The **critic_score and user_score** columns have a lot of missing values (51% and 40% respectively). Actually, we will fill them, for example with median values of each genre. But in that case, our results will be biased. Since we are not going to use machine learning algorithms in this project. Let's leave them as is, in order to avoid any bias!\n",
    "- The **rating** column also has a lot of missing values. We will fill them as \"unknown\".\n",
    "\n",
    "The data types of **year_of_release and user_score** columns were changed (float->datetime and object-> float, respectively). However, it was observed that the **user_score** column was containing \"tbd\" values. Since we don't know these values, they were treated as missing values, i.e. \"tbd\" converted to \"NaN\".\n",
    "\n",
    "A new column containing information about global sales is created by adding **na_sales, eu_sales, jp_sales and other_sales** columns. This column was named \"total_sales\"."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze the data\n",
    "- Look at how many games were released in different years. Is the data for every period significant?\n",
    "- Look at how sales varied from platform to platform. Choose the platforms with the greatest total sales and build a distribution based on data for each year. Find platforms that used to be popular but now have zero sales. How long does it generally take for new platforms to appear and old ones to fade?\n",
    "- Determine what period you should take data for. To do so, look at your answers to the previous questions. The data should allow you to build a prognosis for 2017.\n",
    "- Work only with the data that you've decided is relevant. Disregard the data for previous years.\n",
    "- Which platforms are leading in sales? Which ones are growing or shrinking? Select several potentially profitable platforms.\n",
    "- Build a box plot for the global sales of all games, broken down by platform. Are the differences in sales significant? What about average sales on various platforms? Describe your findings.\n",
    "- Take a look at how user and professional reviews affect sales for one popular platform (you choose). Build a scatter plot and calculate the correlation between reviews and sales. Draw conclusions.\n",
    "- Keeping your conclusions in mind, compare the sales of the same games on other platforms.\n",
    "- Take a look at the general distribution of games by genre. What can we say about the most profitable genres? Can you generalize about genres with high and low sales?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Release of games by years\n",
    "Look at how many games were released in different years. Is the data for every period significant?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create fig and ax objects\n",
    "fig, ax = plt.subplots(2, 1, figsize=(12, 8))\n",
    "\n",
    "# number of games that were released each year (density curve)\n",
    "sns.distplot(games['year_of_release'], hist=False, kde_kws={'shade':True}, ax=ax[0])\n",
    "ax[0].grid(b=True, which='major', color='b', linestyle='--', alpha=0.1)\n",
    "ax[0].set_xlabel('Release Year of Games', fontsize=12)\n",
    "ax[0].set_ylabel('Density (a.u.)', fontsize=12)\n",
    "ax[0].set_xlim(1980, 2016)\n",
    "ax[0].set_title('Density curve of games released per year', fontsize=14, weight='bold', color='b', alpha=0.5)\n",
    "\n",
    "# a number of games that were released each year (countplot)\n",
    "sns.countplot(games['year_of_release'].sort_values(), ax=ax[1])\n",
    "plt.xticks(rotation=45)\n",
    "ax[1].grid(b=True, which='major', color='b', linestyle='--', alpha=0.1)\n",
    "ax[1].set_xlabel('Year', fontsize=12)\n",
    "ax[1].set_ylabel('Number of Games', fontsize=12)\n",
    "ax[1].set_title('Number of games released per year', fontsize=14, weight='bold', color='b', alpha=0.5)\n",
    "\n",
    "#show plots\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Very few games were released before 1990. It is logical right?! At that times technology (i.e. computers) was not developed yet. But then the number of games exponentially increased until 2008-2009 with the development of technology. At this peak times, around 1400 games were released yearly. Then the number of games decreased somehow and stabilized to ~600 games per year in 2012."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sales by Platform\n",
    "Look at how sales varied from platform to platform. Choose the platforms with the greatest total sales and build a distribution based on data for each year. Find platforms that used to be popular but now have zero sales. How long does it generally take for new platforms to appear and old ones to fade?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Wii', 'NES', 'GB', 'DS', 'X360', 'PS3', 'PS2', 'SNES', 'GBA',\n",
       "       'PS4', '3DS', 'N64', 'PS', 'XB', 'PC', '2600', 'PSP', 'XOne',\n",
       "       'WiiU', 'GC', 'GEN', 'DC', 'PSV', 'SAT', 'SCD', 'WS', 'NG', 'TG16',\n",
       "       '3DO', 'GG', 'PCFX'], dtype=object)"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#which different platforms are available in our data\n",
    "games['platform'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# group data by platforms and adding total sales\n",
    "platform_total_sales = games.groupby('platform')['total_sales'].sum().reset_index().sort_values('total_sales')\n",
    "\n",
    "#creat a figure object and plot a bar chart for total sales of each platform\n",
    "plt.figure(figsize=(14, 6))\n",
    "sns.barplot(data=platform_total_sales, x='platform', y='total_sales')\n",
    "plt.grid(b=True, which='major', color='b', linestyle='--', alpha=0.1)\n",
    "plt.xlabel('Gaming Platforms', fontsize=12)\n",
    "plt.ylabel('Total sales (mln USD)', fontsize=12)\n",
    "plt.title('Total sales geneerated by each platform from 1980 until 2016', fontsize=14, weight='bold', color='b', alpha=0.5)\n",
    "#show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {
    "scrolled": false
   },
   "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>platform</th>\n",
       "      <th>year_of_release</th>\n",
       "      <th>total_sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>DS</td>\n",
       "      <td>2008</td>\n",
       "      <td>145.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>PS3</td>\n",
       "      <td>2007</td>\n",
       "      <td>73.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>PS2</td>\n",
       "      <td>2010</td>\n",
       "      <td>5.64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   platform  year_of_release  total_sales\n",
       "5        DS             2008       145.31\n",
       "34      PS3             2007        73.19\n",
       "31      PS2             2010         5.64"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# platforms with highest sales of all times: PS, DS, Wii, PS3, X360, PS2\n",
    "# take only top platforms and add their sales on each year\n",
    "top_platform_sales = games[games['platform'].isin(['PS2', 'X360', 'PS3', 'Wii', 'DS', 'PS'])]\\\n",
    "                       .groupby(['platform', 'year_of_release'])['total_sales'].sum().reset_index()\n",
    "#check the result\n",
    "top_platform_sales.sample(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#create a figure obejct\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "#plot a line plot showing yearly revenue of top platforms\n",
    "sns.lineplot(data=top_platform_sales, x='year_of_release', \\\n",
    "             y='total_sales', hue='platform', palette='tab10', linewidth=3)\n",
    "\n",
    "#add major and minor grid lines\n",
    "plt.grid(b=True, which='major', color='b', linestyle='--', alpha=0.3)\n",
    "plt.minorticks_on()\n",
    "plt.grid(b=True, which='minor', color='b', linestyle='--', alpha=0.1)\n",
    "\n",
    "#titles and labels\n",
    "plt.title('Change of total sales of top platforms', fontsize=14, weight='bold', color='b', alpha=0.5)\n",
    "plt.xlabel('Year', fontsize=12)\n",
    "plt.ylabel('Total sales (mln USD)', fontsize=12)\n",
    "plt.legend(loc='upper left', frameon=True, framealpha=1, fontsize=12)\n",
    "\n",
    "#show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Total sales for each platform differentiate significantly. Some platforms have only very few sales. However, some platforms made more than 700 mln USD in sales until 2016, such as PS, DS, Wii, PS3, X360 and PS2. We have chosen those platforms and analyzed in how many years they obtained such an amount of money. In general, it takes around 5 years for a new platform to shine, and again 5 years it takes to fade out. However, Nintendo DS is an exception for this."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Years for forecast\n",
    "Determine what period you should take data for. To do so, look at your answers to the previous questions. The data should allow you to build a prognosis for 2017."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>platform</th>\n",
       "      <th>year_of_release</th>\n",
       "      <th>genre</th>\n",
       "      <th>na_sales</th>\n",
       "      <th>eu_sales</th>\n",
       "      <th>jp_sales</th>\n",
       "      <th>other_sales</th>\n",
       "      <th>critic_score</th>\n",
       "      <th>user_score</th>\n",
       "      <th>rating</th>\n",
       "      <th>total_sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Grand Theft Auto V</td>\n",
       "      <td>PS3</td>\n",
       "      <td>2013</td>\n",
       "      <td>Action</td>\n",
       "      <td>7.02</td>\n",
       "      <td>9.09</td>\n",
       "      <td>0.98</td>\n",
       "      <td>3.96</td>\n",
       "      <td>97.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>M</td>\n",
       "      <td>21.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Grand Theft Auto V</td>\n",
       "      <td>X360</td>\n",
       "      <td>2013</td>\n",
       "      <td>Action</td>\n",
       "      <td>9.66</td>\n",
       "      <td>5.14</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1.41</td>\n",
       "      <td>97.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>M</td>\n",
       "      <td>16.27</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 name platform  year_of_release   genre  na_sales  eu_sales  \\\n",
       "0  Grand Theft Auto V      PS3             2013  Action      7.02      9.09   \n",
       "1  Grand Theft Auto V     X360             2013  Action      9.66      5.14   \n",
       "\n",
       "   jp_sales  other_sales  critic_score  user_score rating  total_sales  \n",
       "0      0.98         3.96          97.0         8.2      M        21.05  \n",
       "1      0.06         1.41          97.0         8.1      M        16.27  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(2886, 12)"
      ]
     },
     "execution_count": 215,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get data for year_of_release between 2011-2016\n",
    "games_recent=games.query('2011 < year_of_release').reset_index(drop=True)\n",
    "display(games_recent.head(2))\n",
    "games_recent.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> From previous tasks, we have observed that the number of the game published got stabilized after 2011. Therefore, we are going to get games that were released after 2011."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Growing/Shrinking platforms\n",
    "Which platforms are leading in sales in recent years? Which ones are growing or shrinking? Select several potentially profitable platforms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "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>platform</th>\n",
       "      <th>3DS</th>\n",
       "      <th>DS</th>\n",
       "      <th>PC</th>\n",
       "      <th>PS3</th>\n",
       "      <th>PS4</th>\n",
       "      <th>PSP</th>\n",
       "      <th>PSV</th>\n",
       "      <th>Wii</th>\n",
       "      <th>WiiU</th>\n",
       "      <th>X360</th>\n",
       "      <th>XOne</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year_of_release</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2012</td>\n",
       "      <td>51.36</td>\n",
       "      <td>11.01</td>\n",
       "      <td>23.22</td>\n",
       "      <td>107.36</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.69</td>\n",
       "      <td>16.19</td>\n",
       "      <td>21.71</td>\n",
       "      <td>17.56</td>\n",
       "      <td>99.74</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2013</td>\n",
       "      <td>56.57</td>\n",
       "      <td>1.54</td>\n",
       "      <td>12.38</td>\n",
       "      <td>113.25</td>\n",
       "      <td>25.99</td>\n",
       "      <td>3.14</td>\n",
       "      <td>10.59</td>\n",
       "      <td>8.59</td>\n",
       "      <td>21.65</td>\n",
       "      <td>88.58</td>\n",
       "      <td>18.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2014</td>\n",
       "      <td>43.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.28</td>\n",
       "      <td>47.76</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.24</td>\n",
       "      <td>11.90</td>\n",
       "      <td>3.75</td>\n",
       "      <td>22.03</td>\n",
       "      <td>34.74</td>\n",
       "      <td>54.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015</td>\n",
       "      <td>27.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.52</td>\n",
       "      <td>16.82</td>\n",
       "      <td>118.90</td>\n",
       "      <td>0.12</td>\n",
       "      <td>6.25</td>\n",
       "      <td>1.14</td>\n",
       "      <td>16.35</td>\n",
       "      <td>11.96</td>\n",
       "      <td>60.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2016</td>\n",
       "      <td>15.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.25</td>\n",
       "      <td>3.60</td>\n",
       "      <td>69.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.25</td>\n",
       "      <td>0.18</td>\n",
       "      <td>4.60</td>\n",
       "      <td>1.52</td>\n",
       "      <td>26.15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "platform           3DS     DS     PC     PS3     PS4   PSP    PSV    Wii  \\\n",
       "year_of_release                                                            \n",
       "2012             51.36  11.01  23.22  107.36    0.00  7.69  16.19  21.71   \n",
       "2013             56.57   1.54  12.38  113.25   25.99  3.14  10.59   8.59   \n",
       "2014             43.76   0.00  13.28   47.76  100.00  0.24  11.90   3.75   \n",
       "2015             27.78   0.00   8.52   16.82  118.90  0.12   6.25   1.14   \n",
       "2016             15.14   0.00   5.25    3.60   69.25  0.00   4.25   0.18   \n",
       "\n",
       "platform          WiiU   X360   XOne  \n",
       "year_of_release                       \n",
       "2012             17.56  99.74   0.00  \n",
       "2013             21.65  88.58  18.96  \n",
       "2014             22.03  34.74  54.07  \n",
       "2015             16.35  11.96  60.14  \n",
       "2016              4.60   1.52  26.15  "
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# make a pivot table with year_of_release as index and platforms as columns. Add total_sales\n",
    "# some platforms did not get a new release in particular years, fill them with 0\n",
    "pivot=games_recent.pivot_table(index='year_of_release', columns='platform', values='total_sales', \\\n",
    "                               aggfunc='sum').fillna(0)\n",
    "#check the result\n",
    "pivot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# a bar chart showing total sales made each year and each bar is broken down by platforms\n",
    "pivot.plot(kind='bar', stacked=True, figsize=(12, 8), cmap='Paired')\n",
    "\n",
    "#customize the plot\n",
    "plt.title('Total sales of games in recent years by platforms', fontsize=14, weight='bold', color='b', alpha=0.5)\n",
    "plt.xlabel('Year', fontsize=12)\n",
    "plt.xticks(rotation=0)\n",
    "plt.ylabel('Total sales (mln USD)', fontsize=12)\n",
    "plt.legend(loc='upper right', frameon=True, framealpha=1, fontsize=12)\n",
    "\n",
    "#show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> In recent years, sales of PlayStation 3 and Xbox 360 are shrinking, while sales of their upgraded versions, i.e. PlayStation 4 and Xbox One, are expanding. While sales of PC, WiiU and 3DS did not change much, their sales are quite small compared to PS4 and Xone. Hence for 2017, PlayStation 4 and Xbox One look more promising!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Global sales of all games, broken down by platform\n",
    "Build a box plot for the global sales of all games, broken down by platform. Are the differences in sales significant? What about average sales on various platforms? Describe your findings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BlZjHCcnqVOBiC6OxHRnFtL/F08PoaY8SWmPfbkYnoZKUHXnspxTv/latOwktMFMJ1370cWCUy1UF127E5Q5CxfJk4MPR93QIodtWD2GkwOxnHE3Y7vsovi9ll3VUNN9WwnFkHdR8T6NfESqQR0bL3kPxrmVD+f5rsQx4D+E7+nCUVI4lfM7tFBnJb5jczcHlUVXXtiGo52eu5neiD0hHJwuyx7cdRN2si9jMgX39XdHvVrFtaVf0Nw64yIzTgAfc+XWZWJLYh7OuICSbOwjJYbYXQpzHKJGDaBRBkcG1E5KSsYQ+3WsIw/SuGOR9awlnObP98fcSKmbfzzlLv4wDo0RNoXz/+KF4CFgVrXNfFOvPc17/FfAAoZXhSMKPbbGKwO8IF/LvJiRLuS06eaKLvr9DSByMAyPjLSN0z4jDD4AVsL81wAnXMX07d5CBCjxKSCjaCWXeT0g+b3Jnd3Rx+VLC2elRhArOrUNZsDt3EwbIeIrwPaQI5XgfB67x6oliyF4f10boTvpj95IDL9Tip4QWtT7C5/kFBRWMaJv8EWEAgf4o9uz2WehHhMT6OcL3fTjhu1lJKNfYeBhG/AeEWxuMJlT6ngVug+G511l0tvv7hDJrJ5wc6SPsEyuj2e4l7Gu7CGfyHyeUSeGy1gLfI2xfA9GyXmJoI8ENFuejhO1yOweGCV+SM0t2kIVBv/8a43gC+E/CPjnAgUrsI4RtqC6i3gKLCInEywgnS24bpnXV8zNX8zvxIuE4lD1uP0k4vhUdbCQ67vyMsB+3E7brnxSZz4H/JZRtB+G38YjC+QreU/d9OMfvCMnjWMJ3tIvwG3jQZxOJk7nHeRJLRERE6sHC/cgOz2mhxsJ9tM4gVMZv9DL3l5ORxwrua5h0PCKtSl0ERUREmtMo4G/M6CW0tqY40JKyQsmViEgylGCJiIg0pz5Cl7SphNHe+gjdsO5x3z/EuYiI1Jm6CIqIiIiIiMREg1yIiIiIiIjEZMR2EZwwYYJPnz496TBERERERGQEuueee55z94mFz4/YBGv69OmsXl3uHrAiIiIiIiLVMbOeYs+ri6CIiIiIiEhMlGCJiIiIiIjERAmWiIiIiIhITJRgiYiIiIiIxEQJVh1kMhnmz5/P1q1bkw5FRERERESGkRKsOujq6mLt2rV0dXUlHYqIiIiIiAwjJVjDLJPJsHTpUtydJUuWqBVLRERERGQEU4I1zLq6uhgYGABgYGBArVgiIiIiIiOYEqxh1t3dTV9fHwB9fX0sW7Ys4YhERERERGS4KMEaZp2dnXR0dADQ0dHB7NmzE45IRERERESGixKsYZZOp2lrC8Xc1tZGOp1OOCIRERERERkuSrCGWSqVYs6cOZgZc+fOZfz48UmHJCIiIiIiw6Qj6QBaQTqdpqenR61XIiIiIiIjnBKsOkilUixYsCDpMEREREREZJipi6CIiIiIiEhMGirBMrPjzKzbzH5vZmvN7G+j58eb2VIzezT6f1TSsYqIiIiIiBRqqAQL6AM+7O6vAt4A/LWZvQr4GHCnu78cuDOaFhERERERaSgNlWC5+yZ3vzd6/ALwEHAMcDnw3Wi27wJvTSZCERERERGR0hoqwcplZtOBM4BfA5PcfVP00jPApBLvucbMVpvZ6i1bttQlThERERERkayGTLDM7FDgf4APufuO3Nfc3QEv9j53/5a7z3L3WRMnTqxDpCIiIiIiIgc0XIJlZqMIydVN7n5z9PSzZjYlen0KsDmp+EREREREREppqATLzAz4NvCQu/9Lzks/B94TPX4P8LN6xyYiIiIiIjKYRrvR8DnAu4EHzey+6LnrgM8BPzaz9wI9wDsSik9ERERERKSkhkqw3P1XgJV4+cJ6xiIiIiIiIlKphuoiKCIiIiIi0syUYImIiIiIiMRECZaIiIiIiEhMlGCJiIiIiIjERAmWiIiIiIhITJRgiYiIiIiIxEQJloiIiIiISEyUYImIiIiIiMRECZaIiIiIiEhMlGCJiIiIiIjERAmWiIiIiIhITJRgiYiIiIiIxEQJloiIiIiISEyUYImIiIiIiMRECZaIiIiIiEhMlGCJiIiIiIjERAmWiIiIiIhITJRgiYiIiIiIxEQJloiIiIiISEyUYImIiIiIiMRECZaIiIiIiEhMlGCJiIiIiIjEpCPOhZmZATOAI4FtwAZ39zjXISIiIiIi0qhiacEyswvN7L+B7cBa4BfR/21m9hMzuyiO9YiIiIiIiDSymhMsM+sGPg4sBk5399HuPsHdRwNnALcBH4vmExERERERGbHi6CL4EXdfXewFd98IbAT+08xmxbAuERERERGRhlVzC1ap5Kra+aT1ZDIZ5s+fz9atW5MORURERESkJrGNImhmKTP7RzPrNrP7o/+fNrMJca1DRqauri7Wrl1LV1dX0qGIiIiIiNQkrkEuJgL3Am8HfgMsBH4L/BFwr5lNimM9MvJkMhmWLl2Ku7NkyRK1YomIiIhIU4urBesTwO+AV7v7te7+JXf/KPBqQqJ1XUzrkRGmq6uLgYEBAAYGBtSKJSIiIiJNLa4Eay7wCXfvy30ymv4H4E0xrUdGmO7ubvr6wmbT19fHsmXLEo5IRERERKR6cSVYxwDrSrz2cPS6yEE6Ozvp6AiDWXZ0dDB79uyEIxIRERERqV5sg1wUtl4VPD8Q13pkZEmn07S1hc2wra2NdDqdcEQiIiIiItWL4z5YAGPN7FtlXh8T03pkhEmlUsyZM4dFixYxd+5cxo8fn3RIIiIiIiJViyvB+sIgr/9LTOuRESidTtPT06PWKxERERFpeubuSccwLGbNmuWrV+vexiIiIiIiEj8zu8fdZxU+H0sLlplNBQbc/ZloejTwUeAUYBXwJR+pmZyIiIiIiEgkrkEuvgO8MWf6q8BfApuBvwE+FdN6REREREREGlZcCdZpwC8AzGwckAb+yN0/CPwh8M6Y1iMiIiIiItKw4kqwRrv7i9Hj1wI73f3XAO6+Fjh6KAsxs4VmttnM1uQ89ykze9rM7ov+Lo0pZhERERERkVjFlWD1mNk50ePLgF9mXzCzCcCuIS7nO8DFRZ7/V3c/PfpbVFOkIiIiIiIiwySuYdr/CbjVzB4CzgAuzHntD4F7hrIQd19uZtNjiklERERERKSuYmnBcvefAOcAXwNOd/eVOS8/BlxX4yrmmdkDURfCo0rNZGbXmNlqM1u9ZcuWGlcp0hgymQzz589n69atSYfSsFRGIiIi0iji6iKIu//e3W9y93UFz9/l7vfXsOhvADOA04FNlLmpsbt/y91nufusiRMn1rBKkcbR1dXF2rVr6erqSjqUhqUyEhERkUYRS4JlZo+a2SMFf2vNbJGZvbuWZbv7s+7e7+4DwL8Dr4sjZpFmkMlkWLp0Ke7OkiVL1EJThMpIREREGklcLVjzgA8W/F0LLAY+aWb/r9oFm9mUnMkrgDWl5hUZabq6uhgYGABgYGBALTRFqIxERESkkcR1DdbtRf5udfevAJcD7x/KcszsB8Aq4GQze8rM3gvcaGYPmtkDQCdQdbIm0my6u7vp6+sDoK+vj2XLliUcUeNRGYmIiEgjie0arFLc/SFg0hDnvcrdp7j7KHc/1t2/7e7vdvdT3f3V7v4Wd980zCGLNIzOzk46OsJgnx0dHcyePTvhiBqPykhEREQaybAnWGZ2BtA73OsRGYnS6TRtbWE3bWtrI51OJxxR41EZiYiISCOJ5T5YZlasRjMKmA78JfCPcaxHpNWkUinmzJnDokWLmDt3LuPHj086pIajMhIREZFGEteNhj9Y5Lk+4Angr9z95zGtpyllMhmuv/56rrvuOlX+pGLpdJqenh61zJShMhIREZFGYe6edAzDYtasWb569eqkwwDgK1/5CosWLeKyyy5j3rx5SYfTcJSAioiIiEizMbN73H1W4fPDfg1Wq9M9eganm8SKiIiIyEihBGuY6R495SkBFREREZGRRAnWMNM9espTAioiIiIiI4kSrGGme/SUpwRUREREREaS2BMsM5tuZm8xs3TuX9zraRa6R095SkBFREREZCSJNcEys/nAOuCfCEO3Z/9adui87D16zEz36ClCCaiIiIiIjCRx3Qcr6yPAOe7eGOOjNwjdo6c03SRWREREREaSuBOsvcADMS+z6aVSKRYsWJB0GA1LCaiIiIiIjBRxX4P1SeALZnZUzMuVESybgKr1SkRERESaXdwJ1r8Dfw08Z2Z7o799ZrY35vWItIxMJsP8+fN1jzARERGRJhB3gnUK8ErgVcCp0d8p0X8RqUJXVxdr167VPcJEREREmkCsCZa7ryv1F+d6RFpFJpNh6dKluDtLlixRK5aIiIhIg6t5kAsz+9ZQ5nP3a2pdl0ir6erqYmBgAICBgQG6urqYN69l73ogIiIi0vDiaMHKDPFPRCrU3d1NX18fAH19fSxbtizhiERERESknJpbsNz943EEIiIH6+zs5Pbbb6evr4+Ojg5mz56ddEgiIiIiUkbc98HCzKYQBrU4NPd5d7857nWJjHTpdJqlS5cC0NbWpnuFiYiIiDS4WBMsM/s74DPABuClnJccUIIlUqFUKsWcOXNYtGgRc+fO1b3CRERERBpc3C1YHwfOcvf7Yl6uSMtKp9P09PSo9UpERESkCcR9H6ztwMMxL1OkpaVSKRYsWKDWqzJ0M2YRERFpFHEnWH8H/JuZnWJmR+f+xbweEZH9dDNmERERaRRxJ1j7gLnAA8Cm6O+Z6L+ISOx0M2YRERFpJHEnWN8iDHJxNHB49HdY9F9EJHbFbsYsIiIikpS4E6wxwNfd/Tl335n7F/N6REQA3YxZREREGkvcCdYXCddhiYjURWdnJx0dYUBU3YxZREREkhZ3gvVnwPVm9ryZPZL7F/N6RESAMIx9W1s4lOlmzCIiIpK0uO+DNS/m5YmIlKWbMYuIiEgjiTXBcvfb41yeiMhQ6GbMIiIi0ihq7iJoZteYWdlEzcw6zOyaWtclIlKMbsYsIiIijSKOFqxXABvM7KfAL4F1wAuE4dn/ALgAuBz4SQzrEhERERERaVg1J1ju/ndmtgC4GvgwcCpwKLADeBBYBJzl7rrZsIiIiIiIjGixXIPl7r3AP0d/mFmbuw/EsWwREREREZFmEfcw7QAouRIRERERkVY0LAmWSCUymQzz589n69atSYciIiIiIlITJViSuK6uLtauXUtXV1fSoYiIiIiI1EQJliQqk8mwdOlS3J0lS5aoFUtEREREmlqsCZaZHWFmY6PHZmZXmdkfV/D+hWa22czW5Dw33syWmtmj0f+j4oxZktXV1cXAQLhkb2BgQK1YUhV1MxUREZFGEXcL1i+AV0WP/wn4NPAPZnbjEN//HeDiguc+Btzp7i8H7oymZYTo7u6mr68PgL6+PpYtW5ZwRNKM1M1UREREGkXcCdYrgN9Fj/8UmAucB7xrKG929+VA4Snoy4HvRo+/C7y19jClUXR2dtLe3g5Ae3s7s2fPTjgiaTbqZioiIiKNJO4EawDoMLOZwE53fxzIAIfVsMxJOTcpfgaYVGpGM7vGzFab2eotW7bUsEqpl3Q6jbsD4O6k0+mEI5Jmo26mIiIi0kjiTrCWAN8Hvgr8OHruFcCmku+ogIeauJd5/VvuPsvdZ02cODGOVYpIg1M3UxEREWkkcSdY7wV+RUiuPhM9NxX45xqW+ayZTQGI/m+uKcIE6AL80rq6umhrC5thW1ubWh+kYp2dnXR0dADQ0dGhbqYiIiKSqFgTLHff5e5fdvdvAIdGz93p7v9Vw2J/Drwnevwe4Gc1hll3ugC/NLU+SK3S6XRekq5upiIiIpKkuIdpP9zMvm1mO4Eno+febGafHOL7fwCsAk42s6fM7L3A54A5ZvYocFE03TR0AX55GuRCapVKpTj33HMBOO+88xg/fnzCEYmIiEgri7uL4NcAA04B9kbP/QZ491De7O5XufsUdx/l7se6+7fdPePuF7r7y939IndvqgxFF+CXp0EuRERERGQkiTvBehPwfnd/jGgwCnffTJmR/0Y6dYETGV6ZTIYVK1YAsHz5crUSi4iISKLiTrBeAI7KfcLMjgWejXk9TUMX4JenQS6kVmolFhERkUYSd4L1HeDHZkpNOSMAACAASURBVHYWYGZ2BrAQ+PeY19M0dAF+eWrhk1ppGxIREZFGEneC9RlgEXATYRTBm4FlwBdiXk/TSKVSzJkzBzNj7ty5ugC/gFr4Bqdh/svTNiQiIiKNJO5h2gfc/QZ3PzEaqOIEd/+cuw/EuZ5mk06nmTlzplqvilAL3+A0zH952oZERESkkdScYJnZ2UP5iyPYZpVKpViwYIFar4pQC195GuZ/cNqGREREpJF0xLCM/xnCPA5MjWFdMgKl02l6enrU8lBEsQEc5s2bl3BUjUfbkIiIiDQKy96DaKSZNWuWr169OukwgNAKcf3113Pdddfp7LpU5Morr2TXrl37p8eNG8fNN9+cYEQiIiIiAmBm97j7rMLn4x7kQorQNTRSLQ3gIHHQQCkiIiL1E2uCZWaHmNlnzexuM1tnZo9k/+JcTzPRNTRSi3Q6jZkBYGbqAidV0UkeERGR+om7BetrwAXAlwnXXH0SeJ4Wvg+WboIqtUilUkyZMgWAqVOnqoupVEwneUREROor7gTrEuCt7v4joD/6/0fAO2JeT9PQTVClFplMhk2bNgGwadMmVY6lYjrJIyIiUl9xJ1gdQCZ6/KKZHQ48BZwc83qahq6hkVrkVo77+/tVOZaK6SSPiIhIfcWdYD0AnBs9Xgl8MfrbEPN6moZugiq16O7upr+/HwgJlirHxWkQh9J0kkdERKS+4k6w3g9sih7/LfAy4Hjgz2JeT9PQTVClFmeddVbe9Nlnt/Q9u0vSIA6l6SSPiIhIfcWaYLn7OndfFz3e5O7vcvfL3f3+ONfTbNLpNDNnzlTFRiq2Z8+estOiQRwGo5M8Q6NWUBERiUvcw7S/zcxOjh7PMLPbzWyxmc2Icz3NJpVKsWDBAlVspGKrVq3Km165cmVCkTQuDeIwOJ3kGZxaQUVEJC5xdxG8AdgePf4C8AhwH/DNmNcj0hKy98AqNS0axGEodJKnPLWCiohInOJOsI5292fMbDRwPvAR4O+BM2Nej0hLOP/88/OmL7jggmQCaWCdnZ15N2PWIA5SKbWCDk5dKEVEhi7uBCtjZtOBucA97r6bMNBF3OsRaQlXXHFF3vSVV16ZUCSN65JLLsHdAXB3Lr300oQjkmajVtDBqQuliMjQxZ34fBb4HfBdQhdBgE7C8O0iUqHFixfntc4sWrQo4Ygaj8pIaqWh7MtTF0oRkcrEPYrgvwMnACe6++Lo6fuAd8a5HpFW0d3dndc6ozPrB1MZSa00lH156kI5OHWhFJFcsXfdc/dt7r4tZ7rX3Z+Mez0irUBn1genMpJaaSj78tSFcnDqQikiuXRtlEgD05n1wamMJA4ayr40ncQoT10oRaSQEqw6WL9+PVdeeSUbN25MOhRpMjqzPjiVkcRBQ9mXppMY5akLpYgUUoJVBzfeeCO7du3ihhtuSDoUaUI6sz44lZHI8NFJjPLUhVJECnXUugAzmzqU+dy9t9Z1NaP169fzxBNPANDT08PGjRs58cQTE45Kmkn2zLqUpjISGV7pdJqenh6dxCiis7OT22+/nb6+PnWhFBEgnhasp4Ano/+l/lp2kIsbb7wxb1qtWFIpjU4lIklTF8rS1IVSRArFkWCNBcZF/0v9jYthPU0p23qV1dPTk1Ak0qw0OpWISONSF0oRKVRzguXue4byF0ewzWjatGl508cff3xCkUgz0uhUIiKNT9eBikiuWAe5MLM2M7vGzG4ys9vNbEn2L871NJOPfvSjedPXXnttQpFIM9LoVCIijU9dKEUkV9yjCC4A5gMPAOcAdwInAr+JeT1N46ijjtr/2Mw48sgjE4xGmo1GpxIRERFpLnEnWO8A3uTuNwD90f/LgbNjXk/T6Orqor29HQgXv6oFQirR2dmJmQEhQdfoVCIiIiKNLe4E6xB3fyx6/JKZjXX3tcCsmNfTNLq7u+nv7wegv79fLRBSkUsuuQR3B8DdufTSSxOOSGRk0midIiISl7gTrHVmdmb0+F7gOjObD2yKeT1No7Ozk46OcLsx3R9DKrV48eK86UWLFiUUicjIptE6RUQkLnEnWH8HWPT4w0An8C7gAzGvp2mk0+m8Ll4aYehgOnNcWnd3d960WkCL0zYktchkMixZsgR35/bbb9d2VIT2MRGRoYs7wXrI3VcDuPtD7v5Gdz+d0JrVklKpFFOmTAFg6tSpGmGoiIULF7JmzRoWLlyYdCgN56yzzsqbPvvslr2csSy1Pkgturq68gaT0XZ0MO1jUisl6dJK4k6wSt1Fd2PM62kamUyGTZtCD8lNmzbpwFIgk8nsb6VZtmyZykcqpnuFSa2WLVuWd63jnXfemXBEjUX7mMRBSbq0krgTLDvoCbNDgIGaF2z2uJk9aGb3mdnqWpdXL11dXft/uHUfo4MtXLgw7z5PasXKt2rVqrzplStXJhRJ49K9wqRWEydOzJs++uijE4qkMWkfk1opSZdWE0uCZWaPmtkjwFgzeyT3D3gaiOvK/E53P93dm2ZUQt3HqLy77rorb7rwmqNWp0FSBqd9TGq1ZcuWvOnNmzcnFElj0j4mtVKSLq0mrhasecDfAHuBD+b8zQPOd/c/jWk9TUcV5PKyA4CUmm51GiRlcNrHpFazZ8/O288uvPDChCNqLLofn9RKSbq0mlgSLHe/3d1/ARwbPc7+LXH3++NYB+DAEjO7x8yuiWmZwy6dTtPWFoq5ra1NFeQC559/ft70BRdckEwgDSqVSu3vrjRp0iQNklKEklCpVTqd3p+kjxo1SttQAd2PT2qlE2HSauK+Bmu7mX3czH5vZtuj/x83s44Ylv1Gd38NcAnw12Z2XuEMZnaNma02s9WFXT6SkkqlmDNnDmbG3LlzVUEucPXVV+cloFdffXXCETWWTCZDb28vAL29veq3XoRG6pRapVIpzjsv/KScd9552oYKLF68OO8khu7HJ5XSyWZpNXEnWNcDVwAfA86L/l8ePV8Td386+r8ZuAV4XZF5vuXus9x9VuFFy0lKp9PMnDlTB5QiUqkUnZ2dQOimo4pNvoULF+YNkqJBQA6mkTpFhld3d3deC5a6d0mldLJZWk3cCdafAJe5+8/d/X53/znwFuCqWhZqZoeY2WHZx8BcYE3N0dbJ888/z8aNG9m2bVvSoTSkK664gnHjxnHllVcmHUrD0SAgg9NInVKrTCbDihUrAFi+fLmS9ALZk2BZ6t4l1dDJZmklcSdYHUBfwXN9QHuNy50E/MrM7gd+A9wWXfPVFG688UZ27drFDTfckHQoDemWW25h165d3HzzzUmHIk1IF09Lrbq6uujv7wegv79fSXqBwhucn3POOQlFIs0slUqxYMECtV5JS4g7wboF+KmZnW9mJ5jZBcD/ADXVnN19o7ufFv3NdPfPxBFsPaxfv54nnngCgJ6eHjZubNl7LhelGw2XV9jVtZG6vjYKXTwtteru7s5LsJSk5/v617+eN/21r30toUhERJpD3AnWh4FfAzcBjwLfA1YD82NeT9O48cYb86bVipVPNxour3CwlkYZvKWR6OJpqdVZZ52VN13YYtPqnn766bzpp556KqFIRESaQ1w3Gr4KwN13u/tH3f1Yd+9w9+Pc/SPu/lIc62lG2darrJ6enoQiaUy6xkhqlUqlOPfccwGNACcyHHS/QhGRysTVgvVvMS1nxJk2bVre9PHHH59QJI1JP9zlHXLIIXnThx56aEKRiIxcq1atypteuXJlQpE0psJrrrInNEREpLi4EizVikv46Ec/mjd97bXXJhRJY9KNhsvbsWNH3vT27dsTiqRxaQQ4qVVnZyft7WEspvb2dl3HV+ADH/jA/sdmxvvf//4EoxERaXxxJVjtZtZpZrNL/cW0nqZz0kkn7W91OPTQQznxxBMTjqix6EbDUquurq686/g0ApxUKp1O593nSdfx5UulUrzxjW8EQuuVuuEeLJPJMH/+fJ3gEREgvgRrNPDtMn//EdN6mk4mk2H37t0A7N69WwffAqlUav8F5eecc45+uKViGqZd4pCbYMnBPvCBD3DKKaeo9aqErq4u1q5dqxM8IgLEl2DtdPcT3f2EEn8t22zT1dWVV/nTwfdgo0ePzvsvUonOzs791+6Zmbp3ScVyb1bt7jpOF6F7GJWWyWRYunQp7s6SJUt0IlVEYh+mXQoUnk2/8847E4qkMWUyGZYvXw7AL3/5S/0wFSgc5KJwWuCSSy7JqxxfeumlCUckzUbHaamFuimLSCENcjHMCs/2pVKphCJpTGrhK2/fvn1lpwUWL16cN71o0aKEIpFmpeP04HSNUWnqpiwihWJJsNz9sDiWMxJt2rQpb7q3tzehSBrTsmXL8lofdOY4X0dHR9lpObi14Y477kgoEmlWupHu4HSNUWnqpjw0StKllaiL4DArvGBaF1DnmzhxYt700UcfnVAkjWnXrl1lp0VJqMhw0zVG5amb8tAoSZdWogRrmOlGuuU9++yzedPPPPNMQpE0Jm0/g3vxxRfLTotIbXSNUXmLFy/Oa8FSN+WDKUmXVqMEa5hNmTKl7HSrUwJR3mmnnZY3fcYZZyQUSeNSC5bUasyYMWWnW52uMSqvu7s7rwVL5XMwJenSapRgDbNMJlN2utVl7xFWarrVFbbo6Rq+g2UrfqWmRQZz+OGHl51udZ2dnftPXHR0dOgaowIqn8EpSZdWowRrmBVeUzRp0qSEIpFmVJhgqQvlwaZNm5Y3ffzxxycUiTSrzZs3l51udel0mra2UF1oa2sjnU4nHFFjSafTeV0EVT4HUxIqrUYJ1jAr/KEuvOZIRGrzvve9L2/6/e9/f0KRSLMaN25c2elWl0qlmDNnDmbG3LlzdbPhAqlUan/3/6lTp6p8ilCSLq1GCdYwK7yfyoQJExKKpDGdfvrpedO6xkgqtXLlyrzpu+++O6FIpFnt2bOn7LSECvLMmTNVMS4ik8nsvyXLpk2bNIBDEalUinPPPReA8847T0mojHhKsIZZ4TUzhfdbaXWFCahu8CmV6u7uzptW336plG6nIbXo6urav81oAAcRASVYw04/3OWtWrUqb7qwNaLVtbe3l50WOOWUU/KmTz311IQikWY1evTostOiexiVowEcBpfJZFixYgUAy5cvVyufjHhKsCRRr3nNa/KmzzzzzIQiaUz9/f1lpwXWrl2bN71mzZqEIpFm9dJLL5WdbnW6h1F5nZ2dedMawOFgGqZdWo0SLEnUY489lje9cePGhCKRZrVz586y0yJSG1WOy7vkkkvypi+99NKEImlcauUbXCaTYf78+TqBMUIowZJEFV6TpmvUpFLZkalKTYtIbVQ5Lu+WW27Jm7755psTiqRxdXZ27u/i3t7erla+ItQNd2TpSDoAGTm++c1vsmHDhore09bWtv/MaHb6Ix/5SEXLmDFjhobmbmG520+xaRGpTWdnJ7fddtv+aVWO89111115093d3cyfPz+ZYBpUOp1m0aJFQDhGazTKfIXdcNPptEZabHI61TvMsjcfLDXd6jQIiIgkTcfp8tQFrjxtP0OT/X3X7/zB1A135FEL1jBrpQSimlakr3zlK3lnRi+77DLmzZsXZ1giImVNmjSJZ555Jm9aDijWBU4tNAecf/753HnnnfunL7jgguSCaVALFy48aFrb0AHFuuGqLtTclGBJorLdBtydUaNGjehuA9V0oSxGXShF4rV58+ay062u2L3mVDk+4Oqrr6a7u5uBgQHa2tq4+uqrkw6p4agbZXmdnZ3760Jmpm64I4ASLElUKpXiqKOOYuvWrbzpTW9Sn2MRqVq1JzGKXcdXyYmMkX4So5Wuc6x2G+ro6GDv3r0cfvjhXH/99RW/f6RvQ1LeJZdcsr83j7urG+4IoARLEnf00Ueze/fuEd16BdV1oXznO99JJpPZPz1hwgQ+//nPxxmWiIjUqL29nba2NiZPnpx0KA1p/PjxbNmyJW9aDli8eHHe9KJFi9RFsMkpwRqiuLp3QWVdvFrhrNaoUaOYMWOGDrhFfPrTn847yP7jP/5jgtGINLZqj5Wf//zn866hueiii9R9KUex0V5Hqmq3oezvuk6AFZebXBWbbnW5xx+AO+64QwlWkxu5R8kGodGFpBYnnXQSHR3hPMiECRM48cQTE45ImpFuYFle7jUzuobmYEcffXTZaRGpTfZ3vtS0NB99g0NU7Vmte+65h0984hP7pz/72c9yxhlnxBWWtIDp06ezceNGtV5J1XJvYKmzogdLpVIceeSRbNu2jdmzZ4/Y1vRqe2LkjrCYnVZPDJH4vPjii2WnpfmoBWuYnXnmmftbrcaNG6fkSio2duxYZs6cqdYrqUrhDSzVilXc5MmTGTdunFqvRKTuxo0bV3Zamo9asOrg+OOP5/HHH+eTn/xk0qGISIvp6uqiv78fgP7+frVildAK14LqGjWRxrRnz56y09J8lGDVwWGHHcapp57aFK1XcQ7mMVQbN24EKr+/U63UbUVaQXd3d16CpRtYSqWuvvrq/QmWrlETiZ+7l52W5qMES/Js2LCB9Q89yLGH128wjlF94UCy++k1dVvnUzuqP3jVOwltlQRUI3UOj7POOiuv9eHss89OMBppRq1yjZpIUrL3UcudlubWct+gWmgGd+zhxofOetkwRNQ4vrhq7+AzlbBhwwbWPfwgE46MMaByotGRM888WKcVwnPb6rYqGWbN2PVEx+nGM3nyZPbu3dsUrVfafqTZ5CZXxaYl9Ma44YYbuO666zjvvPOSDmdQLZdgbdiwgQ0PPcy0I46q2zpf1h9qyPt6n63bOp/Y/nzd1tWKJhwJV3aO3CH3b+6uf/eEaisJF1988UHP6V40B6xatSpveuXKlQlFMnQbNmzgwXUPQ+qI+q3UQzfKB5/bVL91ZrZX9bYkEognn3wSM+P666+v63qrSSDC9vMo7ampwxTVwQa8HYDfP7ezbuvsz/TWbV1Z6mkgSbnhhhuAMBq3EqwGNe2Io/jEG+cmHcaw+syvliQdgkhdvOMd7+DHP/7x/umrrroqwWiGVzWVm+z1V7nTlZ5lT6RykzqC9jefW9911ln/rSuqel9IINZh4yfEHFFp2UtC1mzJ1G+dW5+r+r3tqamMe/NfxRhN49l169eTDkGkLrq7u/Omly9f3vBJVksmWFJab28vu3Z4TV3omsFTO5xxVv+zf60gibPrudasWVO3bjrNcFY1e+1M7rQ0Pxs/gVFvvjzpMIbVvlt/lnQIUqDa49373vc+enp69k9Pnz5dPQ1kyLKtV1nN0IrVNAmWmV0MfAloB/7D3T9XzXJ6e3vZtX3HiG/h6dn+POPoH3xGqVhvby8v7EimG129PLcN9gxUl4Bu2LCBhx5+gMPqeR18O9APLxsLT21+oC6rfKHK20nVOwGdPHlyXoI1efLkipexYcOGqpLWahPQ3t5eeGF71S08TSOzjd69lR9Hent78R0vjPgExDPP0buv8a8ZbEb1Pg6NHTs2b3rMmDEj9kRYXGXbFD0NqtAq5dMUCZaZtQNfA+YATwG/NbOfu/vvk41s5Jk6dSrrt9evCwjAlp2hgjHxkPpe0zR1av3657eS3t76twweVb+eUnmq+ayhe9camFDHgWSiBJSxbTy847H6rPO5kd0Knri+fXim+i50FevvC//b61ht6NtX1dt6e3vpf2HniO9C15/ppXfvIVW9d8WKFWzd+jwdo0bHHNVQGBs29gw+Wwz69u2ht7e34op1LUlAb28vu3fvruq9ubIDp1Sy3mpiribxUPkMrikSLOB1wHp33whgZj8ELgcqTrCmTp3Khu07Kg7g2Z0vsLuvr+L31WpMRweTDjms4vcZ1SUQM2bMqPg9WdXuNC/tewmAfXvGDjJncWPGjKn4s550TPWfderUqazbUXkSuv1F2Ff/TYhRHXDEoZW/r5YEtK+v8hae/v4D13nUkxm0t1f+vmoPB729vbDPq0tA+hxqKaPdA7CpihYBAzoqPAGyz6tOtqdOnUpmXeXHaba/WP0XU4uOKncyrKr97Nxzz62qolBLxeall0K5jn3ZqIrfW80xOqvq36R9e6obBKJvH/hAdeushbVBR4Vlu28PUF2CVa3+vn14teVjFg7yFhKfyt7aRnul5VODFStWkMnU92RzoZ07KxswZefOnVXFXE0CqvIZXLMkWMcAT+ZMPwW8vnAmM7sGuAZg2rRpRRdU7cG6rbefthgy7orXO2YMo6ZOqvh9M6ZOquqz1tJ8Wu0ZjWwlrJYf4Ho2+1a7De3p7YUEtqExY8aQmlxZ2aYmV/85k6j81aLelb8jjjii6s+5Z2APAwPVVm6qexuEm8uOrvRM96jwWatR7bbXuzfBbWjClMrfOGFKXY/TtZ51hupP3NXzGF3tMQia7zik4/Tg6n6c3lP5cdrd824ubGaYVXbQbmtrY/ToylskqzlO17t8is3f1tZW0TLqWT4A1gx3izaztwMXu/tfRNPvBl7v7vNKvWfWrFm+evXqeoUoIiIiIlKVyy67jP7+fjo6Orj11luTDqfh5N6S5Re/+EWCkeQzs3vcfVbh85Wlf8l5GjguZ/rY6DkRERERkab2pS99iXHjxvHlL3856VAa0pw5c4Di975sRM3SgtUBPAJcSEisfguk3X1tqfeoBUtERERERIZLqRasprgGy937zGwecDthPKyF5ZIrERERERGRJDRFggXg7ouARUnHISIiIiIiUkqzXIMlIiIiIiLS8JRgiYiIiIiIxEQJloiIiIiISEyUYImIiIiIiMSkKYZpr4aZbQF6ko4jxwTguaSDaGAqn/JUPoNTGZWn8hmcyqg8lU95Kp/BqYzKU/mU14jlc7y7Tyx8csQmWI3GzFYXGydfApVPeSqfwamMylP5DE5lVJ7KpzyVz+BURuWpfMprpvJRF0EREREREZGYKMESERERERGJiRKs+vlW0gE0OJVPeSqfwamMylP5DE5lVJ7KpzyVz+BURuWpfMprmvLRNVgiIiIiIiIxUQuWiIiIiIhITJRgiYiIiIiIxEQJVkzMrN/M7jOzNWb232Y2Lnr+E2a21sweiF5/ffT8t83s/uj5n5jZocl+gniZ2XFm9piZjY+mj4qmzzeze6OyWGtm7895z8vM7Ftm9oiZPWxmb4ueH21mPzKz9Wb2azObnsynGj6Vbj857/uymb2YTNT1YWZjzOw30f6y1sw+HT1/l5mti8rmYTP7qpkdmfO+smU3UuVsS2ujMvuwmbVFr40zs5vM7MFoW/vVSDv2QNnjz3Qzm2lmy6Jt51Ez+6SZWdIxJ8XM/tXMPpQzfbuZ/UfO9BfM7Doz+0k0PcvMvhw9/pSZzS9Y3uNmNqFe8ddbLeXVSsr8pk02sx+a2QYzu8fMFpnZHyQdbz1U8jtvZv9gZtcXvP90M3somejro9K6UE494H4zu9vMTk72ExygBCs+L7n76e5+CrAXeL+ZnQW8GXiNu78auAh4Mpr//7n7adHzTwDzEol6mLj7k8A3gM9FT32OcHHiKuAsdz8deD3wMTObGs3zCWCzu/8B8Crgl9Hz7wWed/eTgH8FbqjPp6irSrcfzGwWcFQi0dbXHmC2u58GnA5cbGZviF57Z1Q2r47m+xnAYGU3wmW3pZnAHOAS4B+i1/4WeNbdT422tfcC+xKKc9iUOf48C/wc+Jy7nwycBpwN/FUScTaIuwllQJSITwBm5rx+NrDM3d8O4O6r3f1v6h5l41B5DU2x3zQDbgHucvcZ7n4m8HFgUpKB1lElv/M/AP644P1/Ej0/klVcFyLUA04Dvgt8vu4Rl6AEa3isAE4CpgDPufseAHd/zt17o8c7AKIDzlhgJI428q/AG6KzfW8EFrj73mx5AKPJ3wavBq4HcPcBd8/erftywo4D8BPgwhF+xnnQ7cfM2gkHko8mFmWdeJBtpRsV/XnBPHsJZTHNzE6jTNm1EnffDFwDzIv2mSnA0zmvr8vZH0eag44/QBq4292XALj7LsLJrY/B/haZhdFZ0Y1mtr9ibGbvstCSep+Z/Vu0D44EK4GzosczgTXAC1Gr32jglcBWM1sDYGYXmNmtyYTaEFRelcv+pnUC+9z9m9kX3P1+d1+RWGTJKfs77+6PAM9bfs+LdzDyE6xcg9aFCiyP5m8ISrBiZmYdhDPGDwJLgOMsdHn7upmdXzDvfwLPAK8AvlL3YIeZu+8DPkKo6Hwoms5233mAcAbiBnfvtQNdu/7JQhfC/zaz7FmtY6J5cfc+YDuQqudnqZcKtp95wM/dfVMScdabmbWb2X3AZmCpu/+6cB537wfuJ+xPZfe9VuLuG4F24GhgIXCtma0ys382s5cnG93wKXH8mQncUzDfBuBQMzs8euoVwJuA1wH/YGajzOyVhLPJ50St7/3AO+vzSYZXVFHpM7NphNaXVcCvCUnELMKxaG9yETYWlVdlCn7TTqFg/2tFFfzO/4DQakXUa2Oruz9a94ATUEldOscfRvM3BCVY8RkbVQBXE7r8fTs6634m4QzyFuBHZvZn2Te4+58DU4GHOLgpeKS4BNhEOLACoftO1Mx7EvCeKJHqAI4FVrr7awg/WgsSiDcpQ95+oi6Vf8QITMpLcff+qGJ7LPA6MzulxKwWzV9232tV7n4fcCKh9XM88NsoeRipDjr+DMFt7r4nakHfTOi+dCFhe/pttJ9eSCjHkWIlIVnIJgyrcqbvLvO+Uj0vRmKPjFzVllcrOeg3LeF4GkGl9cQfAW+PuqK2QvdAqKIuDdwUveccYD4NoiPpAEaQl6IKYJ7orPpdwF1m9iDwHuA7ua+b2Q8J3Zv+sz6h1oeZnU64BuQNwK/M7Ie5LS5Ry9Ua4Fzgf4BdwM3Ry/9NuD4EQpem44CnorMaRwCZ+nyKuqlk+9lCSE7XRz0lx5nZ+ugatRHN3beZWTdwceFrUZetUwknLAbd91qFmZ1IaHHZDPuTz5uBm81sALiUqMxGkmLHH+D3wHkFVyl4vgAAIABJREFU850IvOjuO6L9KbfLZD/hd9KA77r7x+sRewKy1xWdSujy9iTwYWAH5X+XMoTuO7kOA7YNQ4yNpNryaiUH/aaZ2Vrg7QnF0wgqqie6+5Nm9hhwPvA2DnRNHcmqqUu/091X1y3CIVIL1jAys5MLuuCcDvRYcFI0jwFvAR5OIsbhEn2ubxC65jxBOGO+wMyONbOx0TxHEa6NWOfhjtf/C1wQLeJCQmUIwkXp74kev51wAfFIP0Nacvtx99vcfbK7T3f36cCukZxcmdnEbBfSaNuZQ8H+YmajCNfvPenuD5Qqu3rF3CjMbCLwTeCr7u5mdk6032FmLyMMJjPiyqXU8Qe4CXijmV0UzTcW+DJw4yCLvJNwJvno6H3jzez44Yo/ASsJF5FvjVqLtwJHEip0K8u8bznwFjM7DMDMrgTujypDI1m15dXqlgGjzeya7BNm9mozOzfBmBI1hN+qHxC6OW9096fqGlyDaNbfc7VgDa9Dga9ElcM+YD2hidOA70Z9/o1w3cgHEotyePwl8IS7L42mvw78OaFV6m1m5oTPvsDds31mrwW+Z2ZfJLTS/Hn0/Lej59cDW4n6JLeAUttPq5lC2F/aCSeFfuzut1oYHvomM9tDGDDlDsKAKNDaZZftYjGK8Nm/B/xL9NoM4BtRAtIG3EZoPR5pSh1/XkfYRr5iZl8jXJv2PeCr5Rbm7r83s78HlkTddfYBf00T/MgP0YOE0fC6Cp471N2fsxJD+UcnM75KaCF0QivpXwx7tMmrqrxaXXSS5wrgi2Z2LbAbeBz4UNk3jmyD/Vb9N+Ek0AcTiK1RNOXvubVAQ4CIiIiIiEhdqIugiIiIiIhITJRgiYiIiIiIxEQJloiIiIiISEyUYImIiIiIiMRECZaIiIiIiEhMlGCJiEhTMbO7zKzq4cDN7Aoze9LMXjSzM+KMTURERAmWiIg0JDN73MxeihKhZ83sO5XeYyhaxkUFTy8A5rn7oe7+u/giFhERUYIlIiKN7Q/d/VDgNcAs4O9jWObxwNpq3hjd8FpERKQkJVgiItLw3P1pYDFwSu7zZjbDzJaZWcbMnjOzm8zsyOi17wHTgP+NWsGuNbMXgXbgfjPbEM33yqjb4TYzW2tmb8lZ/nfM7BtmtsjMdgKd0XNfN7PF0XLvNrPJZvZFM3vezB7O7XoYrfdpM3vBzNaZ2YXDXmAiIpIYJVgiItLwzOw44FKgsEufAdcDU4FXAscBnwJw93cDTxC1grn7DVFrGMBp7j7DzEYB/wssAY4GPgjcZGYn56wjDXwGOAz4VfTcOwitaROAPcAq4N5o+ifAv0RxnwzMA17r7ocBbwIer7E4RESkgSnBEhGRRvZTM9tGSGx+CXw290V3X+/uS919j7tvISQ251ew/DcAhwKfc/e97r4MuBW4Kmeen7n73e4+4O67o+ducfd7oulbgN3u/l/u3g/8CMi2YPUDo4FXmdkod3/c3TdUVAIiItJUOpIOQEREpIy3uvsduU+YWe7j/8/encfJVZUJH/89hLDvSVg6JCwRcQEFjSAKAi6AvijOjDPiuI8Obxxx9FWj4jI6LiNOnBnHBSOjDOooqIgSEQdQQBFQCcoOwXTYkmbJAklIaLI97x/3Nqk03dXV3VW3evl9P5/+VN31PHX6VtV97jn31F7AfwLHULQwbQU8Moj9dwD3Z+ammnn3AlNrpu/vY7uHap4/3sf0TlAkgBHxPopWtWdHxKXA+zOzaxAxSpJGEVuwJEmj2b8ACRyambsAb6LoNtgjB9i+C5gWEbXfh9OBJYPYR12Z+f3MPJpicI0EvjCc/UmSRjYTLEnSaLYz8BiwMiKmArN7LX8IOLDO9r8H1gIfioiJEXEc8Grg/GYEFxEHR8RLI2JboJuidWvTAJtJkkYxEyxJ0mj2zxRDuK8Efg5c2Gv554GPlyMEfrD3xpm5jiKheiWwDDgLeEtm3tmk+LYFziz3/SDFQBpnNGnfkqQRKDKH1fNBkiRJklSyBUuSJEmSmsQES5IkSZKaxARLkiRJkprEBEuSJEmSmsQES5IkSZKaxARLkiRJkprEBEuSJEmSmsQES5IkSZKaxARLkiRJkprEBEuSJEmSmsQES5IkSZKaxARLkiRJkprEBEuSJEmSmmTrdgcgSbUi2B94Wzl5bib3tLCs1wKHAY9m8qVy3vuA3YAbM/lpC8ven4pe51BE0AG8EtgbmAjcmcn5LSzvOOA4gEw+1apyhiqC3YD3lZM/zeTGAdZ/G7A/cE8m57Y0OI1IERwGvLac/FImj7YzHknVMcGS1HI1J5sACawHHgOWANdncl/N6k8Ai2ueN1rGUBKjR8qyHmu0nMHqK4krDel1Vug1FMnVeor/0/L2htN2G9n8/1oLg0+6qlDVBYKRUq4kjUQmWJKqtBF4ANgZ2B3YAzgkgisyuRogkweAb7YyiAgCiEx+Dfy6lWX1p4rXOUx7lo+/y+RXbY1kBMhkNSP7/zVq1Lz/NrU7FklqBRMsSVVanVmcpEYwBXgdsBfwsgjuz+SevrrORbATcAJwALAD0E3RojIfuI/NrQgAh5Vdc8jkU7Vdz4DvlfuZBJwdwQvpu3WpCDE4FngBsC1wJ/DzTLrL+J9yxb53a1XNOgC7RTzZ9e3c8nGL11nuYzpwLLAvxWf0o8BNwDWZbOxV9k3l8ueX695Vxthvi1gEE4GXAM8GdgXWAfcDV2byQK/6BzgmgmOAqzK5qo/9bQO8Ang6sCNFi9cK4NZMrivXOQE4iCKx3gZYAywCflkmLv2K4BDghRTHCRStSFf2tHpGsBXF//cQYBdgQ1knCzP5ZT/7PK7c5pFM/rOc9/fA1HLfvy6Pz3eXm5xN0Wr1ZGtV+djT/QvgteX//yldAiN4HkWd7wDcA8zL3NxqGsHhwBHAFIoW3oeA6zK5rVzeZ0tZ7TEIXEWd90Ff9VDuYwZwNNABTCjL/k0mC8rlJwJHla//rEweK98Xx1O0vM4F3ttfufXef8CDDZRf+9ovA6YBT6Nofb6Y4ng7meKCwANl3S5r9PX1UycDHlMRvAh4DsV7aFuKz6R7KY7puq29jcQUwVHA8yj+v5uAVcASWwel0cFBLiS1RSZLYYuThZl1Vv8/FCcz2wIPU5xUTaPodtjTdWtjue7acnrxU/YCp1IkInVP6kvPpDixfILiHqRDgVc3sF2tB8t4qIlzMf10CaxJbmZQnGg/SnEy+lLgL/rYpCf5WA9sR1FHRw8Q0xuAYyhaDx+h+B54OvB3EezNll0XoTixW1w+9uV4iiR0J2ApxYnmPhQJVY+nUSRXqyiSr52A51L8P/pVnsS+jiLZXE1RlwcAb41gWrnaCyiSl90oku41wGTgWXV2fU/5uHsEO5VJ4j7lvOnl437lYzfFiXtvayn+vz16upsu7bXeVOBVFP//bSjq+sSa1/gS4JSy/DVlefsCfx1R9z3R22DeBz1lPwt4E0WdPkHx/5kKnFouA/gVRQKwA/Cq8hh5SbnsFxTJx5Defw2WX+ulFN1WkyKhej3wZopjfyuK/90pg3x9fWnkmNqf4j30GLCsjOGZFMdmvxevG4kpgoMpjpEpFJ8Bq8pYnlMnZkkjiC1YktqmbDF5giJx2qvOqpPKx59nchNABDsAu/R03aq5mn9Xnau819VcgR7oAtNG4KuZrIngJIpE5lkR7J7JIw2+vvNrWrWebL0ry9+/j02OpzhRXAnMzeTxCF5OkTQdEsHVmTxUs/4G4GsUJ6x/T3FF/ID+4ongAODAcvKyTK4tWwdPpzhBPDaTH1DU56fK9f7YV8tVjZ7/zW/KLpdEsC3FCWmPHwMPZ5Ll8udR3OM1NYI9MlnRR6wT2dzycXUmvyq7lr2JIgE9HvhOTfk3ZXJRzbZ714l5MUXdbU1xUt5NUe9PAPuWx0ZPonVvJhmx5Q4yuSuCh9ncuvLrfu7B2hr4RiYPRvB6ipPwA8o4t6FIdgEWAOeXcbyFIsE7PoIb6ryO2ngG8z7o8QoggFuAC8vX+RqKlpOXAbdnsiGCHwOnUSQY0ylaXW6reb1Dff+9fqDye21/L/A/wOEUx8+OFMfnvAheSpEUTYtgYibrG3l9/cTZyDH1S2B5TavygRT/t13KOlrUz74biamn/EWZfKemvqb1sT9JI5AJlqS26bkXo5zMOqsuoLhi/dqyy9Eyim5tDZ181vhdz5NMNvU+ae7lnkzWlM9vo0iwooyjoQRrCDrKx4WZPF4+v4XNrVIdsEWCdXdm0bIUwbJy+U4N7L9nv5Rdvu6mOPHv6HOr+hZQtMocXyZOyykSmD/WrLM3xf9uEkUrTq2d4akJFkU996zb002x1r7l410ULQ6HR3BQWX4X8Kf+Ai6ThvspEp2eBAvgeoq63ovNLVj39LefBj2U+WRL11KKeu75H02haB2FoktlAhsjuL0sf0eKpKXee2NIItiR4j5IKFpnD+31fpgUwQ6ZrM3k4Qh+CZxUxr4K+NkQiv1dzfPtGym/1/Z3lQlJ7Wh8Pd3qat+TO0awvpH9Zz7ZwrxFOQx8TO0KnBzBXhTHae3ed+5jnw3XObCQItk6MIIPleU/CNzc134ljTwmWJLaaR82n0T37lpV6wqKhGoGxYn3dIouaM+iuAekUWsGXmXQalvCtmvB/uvprnnelgEDMrmhTO4OpkhM9qFoJTs8gq9QJlcUJ6BrKf7P21AkF7DliWl/lrHla60tf2EE36C4p6yn/P2A50fwtUxW9rPPe9gywXoUuJUiwTqU4gS6Z73haPb/qBXH2yP0/d6oLWu3mufbsfleyMHo7/3XSPmwuWvtpj7m1UtCG91/saMBjqlyu1MpWvKeoOhCuhWbW7gaOab7jalMaL9GcRzuU8bwgrL8b2bS1cD+JbWRCZaktogoWqRqZs2vs/o0ihalu8ptD6G4N2fvmqvQ68t1e7eQPKmni1qD9otgx7IVq/bei4fLxzUUJ527lzFtz+ZWj1o9cU2MIAaIoavcx9Mi2L5sxTq01/LhqN3+UHiyi+ABfSxvSARTgaWZ3FtO7wu8k+Iq/mSKlqaeE86vZ7I6gqOBlw+w65577SYCdwOX1HQxnEyZAJUtCGt7RjosX88HKY6DqVA3wYLipHgDxSAmD1EkDT33Pj3OlvdZ9ba+5nm/x10dS9n8Gg+J4FaKE/We420NReJX+13dc7ztT98J1oDvA4Cy6+ujFMfww8APa7q77Qrs0zMQRzkow5EUSczDFCf8fxnBOTUjAQ7q/ddo+RFbJHYNG8zr662BYwqK5ArgfzK5v+YzadgxlS29WdPldgLwIYqu1Psz/M8BSS1mgiWpSjtHPHnyvQvFiXcCV2Ryd53tXk5xv85KiivGPff3rIInu9Ito2gVeWYE/5eia9ZwRtzaGnhPBGvYfE/E7TX3Xy2iONmaFsUIdDvT9wlvz4hmOwKnR/A48O1+yryS4j6OXYH39ir71l73Xw1aJndHsIiihemEskvfzhQnbhsY2pD1R1IkBz3/iz3K+esouv5tX7PuuyJYS1EXA8W6PoKrKO5ZeQHF//WxMt4dKUbO66RoZTimLH8tm1ueNrE5Ge7LYjYnN9sA95fdzxZTDMoB5f1XdfaxtvzbAXh5BM8Fbs7k9wO9vvI1rovgaorBGw6muJ9rKzZ3MbuyLH992aVxGvCiKAb46KB47/RuLRnM++CXFEnBwcAHyjrckaIb4L3AnWWXtZ4WyOvKv3+gSJyPpThmB1tuw+UPsP1Ahrr/Ro6pTRT/qzeVn0v1uuYONqb9gNdEsJpiEI2dKN6jwPA+AyRVw1EEJVVpAkVSsj2bu2Sdm+VvYNVxG8WP3W5L0UVwHcWJyP/UnABfwebRzPZh8+84DdUdFCeT21KciN8KzKtZ/luKeyK6Ka5I31Ku09ufKG5c76ZIlmpbdLZQDtV+LkXiEGwexewK4CfDezlPOg+4mqKL0u4UJ+l3Ad+quVdoMP5M0Ro0gaLON1Ikn9/LpDuTTuByioE4JlKciF/cyI4zuYZigIzFFP+HSRT1eCOb7/G6t4yh5/64rSi6k/6wdrjuPva9sVyvR8+PXd9bM++eAeJLinuRVlAk5FPZfDLekEx+A1xE0c1sR4okfTHwo8wtWnV/Wsa2iSIBu4S+W+cafh9kcivFoBF3U/z/JlMk2rcD15arvbosbznFhZBVZdlQJCE9Ay8M+v3XYPlDNoz91z2myuPqIor30ASKJOyCJsb0IMXnz0aKpHUbiuPjovL9JGmEi8ym3zsrSZIkSeOSLViSJEmS1CQmWJIkSZLUJCZYkiRJktQkJliSJEmS1CRjdpj2yZMn5/7779/uMCRJkiSNQTfccMOyzJzSe/6YTbD2339/5s+v97ulkiRJkjQ0EXFvX/PtIihJkiRJTWKCJUmSJElNUkmCFRHTIuLKiLg9Im6LiPf2sU5ExJcjYmFE3BwRz6tZ9taI+HP599YqYpYkSZKkwarqHqwNwAcy848RsTNwQ0Rcnpm316zzSuCg8u9I4OvAkRGxB/BJYCaQ5bbzMvORimKXJEmSpIZU0oKVmQ9k5h/L56uBO4CpvVY7BfhOFn4H7BYR+wAnApdn5ooyqbocOKmKuCVJkiRpMCq/Bysi9gcOB37fa9FU4P6a6cXlvP7m97Xv0yJifkTMX7p0abNCliRJkqSGVJpgRcROwI+B92XmqmbvPzPPzsyZmTlzypSnDEkvSZIkSS1V2e9gRcREiuTqe5l5YR+rLAGm1UzvW85bAhzXa/5VrYlSwzF37lw6OzsHvV1XVxcAHR0dQyp3xowZzJo1a0jbSpIkSc1U1SiCAXwLuCMz/72f1eYBbylHE3whsDIzHwAuBU6IiN0jYnfghHKexoju7m66u7vbHYYkSZI0bFW1YL0YeDNwS0TcWM77KDAdIDPnApcArwIWAmuBt5fLVkTEZ4Dry+0+nZkrKopbgzDUVqTZs2cDMGfOnGaGI0mSJFWukgQrM38LxADrJPDufpadA5zTgtAkSZIkqWkqH0VQkiRJksYqEyxJkiRJahITLEmSJElqEhMsSZIkSWoSEyxJkiRJahITLEmSJElqEhMsSZIkSWoSEyxJkiRJahITLEmSJElqEhMsSZIkSWoSEyxJkiRJahITLEmSJElqEhMsSZIkSWoSEyxJkiRJahITLEmSJElqEhMsSZIkSWqSrasoJCLOAU4GHs7MQ/pYPht4Y01MzwSmZOaKiLgHWA1sBDZk5swqYpYkSZKkwaqqBetc4KT+FmbmnMw8LDMPA84Afp2ZK2pWOb5cbnIlSZIkacSqJMHKzN8AKwZcsfAG4LwWhiNJkiRJLTGi7sGKiB0oWrp+XDM7gcsi4oaIOK09kUmSJEnSwCq5B2sQXg1c06t74NGZuSQi9gQuj4g7yxaxpygTsNMApk+f3vpoJUmSJKnGSEuwTqVX98DMXFI+PhwRPwGOAPpMsDLzbOBsgJkzZ2ZrQ5UGZ+7cuXR2dg56u66uLgA6OjqGVO6MGTOYNWvWkLaVJEnS4IyYLoIRsStwLHBRzbwdI2LnnufACcCt7YlQao/u7m66u7vbHYYkSZIaUNUw7ecBxwGTI2Ix8ElgIkBmzi1X+wvgssxcU7PpXsBPIqIn1u9n5v9WEbPUbENtRZo9ezYAc+bMaWY4kiRJaoFKEqzMfEMD65xLMZx77bxFwHNbE5UkSZIkNdeI6SIoSZIkSaOdCZYkSZIkNYkJliRJkiQ1iQmWJEmSJDWJCZYkSZIkNYkJliRJkiQ1iQmWJEmSJDWJCZYkSZIkNYkJliRJkiQ1ydaNrBQRAcwAdgMeBTozM1sZmCRJUpXmzp1LZ2fnoLfr6uoCoKOjY0jlzpgxg1mzZg1pW0kjT90WrIh4WUT8CFgJ3Ab8b/n4aERcEBEvryBGSZKkEau7u5vu7u52hyFphOi3BSsirgQ2At8HPpyZi2qWHQgcC3wkIj6Wmce3PFJJkqQWGmor0uzZswGYM2dOM8ORNErV6yI4OzPn97WgTLYWAf8dETNbEpkkSYMw1O5dMLwuXnbvkiTV6jfB6i+5Gup6kiSNVHbvkiQ1y4CDXETEJOC9wDHAHsAK4DfAVzJzWWvDkySpMcNpRbKLlySpWeomWBExBZgPrAF+BnQBU4G/Bt4eES/IzIdaHqUkSZIkjQIDtWB9DPgT8LrM3NAzMyI+CvwA+ChF65YkSZIkjXsD/dDwCcDHapMrgHL6k8CJjRQSEedExMMRcWs/y4+LiJURcWP59081y06KiAURsTAiPtJIeZIkSZLUDgMlWFOBBf0su7Nc3ohzgZMGWOfqzDys/Ps0QERMAL4GvBJ4FvCGiHhWg2VKkiRJUqUGSrDo3XrVa/6mRgrJzN9QDI4xWEcACzNzUWauA84HThnCfiRJkiSp5Qa6B2v7iDi7zvLtmhjLURFxE8VAGh/MzNsoWsjur1lnMXBkfzuIiNOA0wCmT5/exNAkSZIkaWADJVj/NsDyf29SHH8E9svMxyLiVcBPgYMGu5PMPBs4G2DmzJnZpNgkSZIkqSF1E6zMPKOKIDJzVc3zSyLirIiYDCwBptWsum85T5IkSZJGnLr3YEVER0TsXTO9bUR8IiJ+EBHvi4hoRhARsXfPviLiiDKu5cD1wEERcUBEbAOcCsxrRpmSJEmS1GwDdRE8l6LL3QXl9Fcphma/CPhHYHeK4drriojzgOOAyRGxuNxmIkBmzgVeB7wrIjYAjwOnZmYCGyLidOBSYAJwTnlvliRJkiSNOAMlWM8F/hcgInYA/hZ4aWb+PiLmUiRaAyZYmfmGAZZ/lSJ562vZJcAlA5UhSZIkSe020DDt22bmY+XzFwBrMvP3AGVL0p6tDE6SJEmSRpOBWrDujYgXZ+Y1wP8Bft2zoByEYm0rgxtJ5s6dS2dn55C27erqAqCjo2PQ286YMYNZs2YNqVxJkiRJ1RoowfoMcHFE3AEcDrysZtmrgRtaFdhY0t3d3e4QJEmSJFVgoGHaL4iI2ymSq/mZuaBm8d3AR1sZ3EgynFak2bNnAzBnzpxmhSNJkiRpBBqoBYvMvB24vY/5V7UiIEmSJEkareomWBHxZyB7zV4P3Aucl5nfbVVgkiRJkjTaDNSCdXof8yYCBwCfiIjJmfkfzQ9LkiRJkkafge7BurS/ZRHxS+CngAmWJEmSJDHw72D1KzPvAPZqYiySJEmSNKoNOcGKiMOBribGIkmSJEmj2kCDXPxtH7MnAvsDfw98ugUxSZIkSdKoNNAgF+/pY94G4D7gHzJzXvNDkiRJkqTRaaBBLo6qKhBJkiRJGu2GfA+WJEmSJGlLJliSJEmS1CQmWJIkSZLUJCZYkiRJktQkA40i+KSI2B94DrBT7fzM/H4D254DnAw8nJmH9LH8jcCHgQBWA+/KzJvKZfeU8zYCGzJzZqMxS5IkSVKVGkqwIuKDwOeAO4G1NYsSGDDBAs4Fvgp8p5/ldwPHZuYjEfFK4GzgyJrlx2fmskZilSRJkqR2abQFazbw4sycP5RCMvM3ZQtYf8uvrZn8HbDvUMqRJEmSpHZq9B6sdcDNrQykxjuAX9RMJ3BZRNwQEafV2zAiTouI+RExf+nSpS0NUpIkSZJ6azTB+gTwbxGxeyuDiYjjKRKsD9fMPjoznwe8Enh3RLykv+0z8+zMnJmZM6dMmdLKUCVJkiTpKRpNsP4LeDewLCLWlX/rI2JdswKJiOcA3wROyczlPfMzc0n5+DDwE+CIZpUpSZIkSc3U6D1YTxn5r5kiYjpwIfDmzLyrZv6OwFaZubp8fgLw6VbGIkmSJElD1VCClZkLhlNIRJwHHAdMjojFwCeBieW+5wL/BEwCzooI2Dwc+17AT8p5WwPfz8z/HU4skiRJktQq/SZYEXF2IzvIzLoDT5TrvGGA5e8E3tnH/EXAcxuJQ5Ik9W/u3Ll0dnYOaduuri4AOjo6Br3tjBkzmDVr1pDKlaTRqF4L1vI6yyRJ0jjR3d3d7hAkadToN8HKzDOqDESSJLXOcFqRZs+eDcCcOXOaFY4kjVmNDnJBROwDHArsVDs/My9sdlCSJEmSNBo1lGBFxPuBzwGdwOM1i5Ji9D9JkiRJGvcabcE6AzgqM29sZTCSJEmSNJo1+kPDK4E7WxmIJEmSJI12jSZY7we+ERGHRMSetX+tDE6SJEmSRpNGuwiuB04A3kxx3xVAlM8ntCAuSZIkSRp1Gm3BOptikIs9gV3Kv53LR0mSJEkSjbdgbQeclZmbWhmMJEmSJI1mjbZgfYniPixJkiRJUj8abcF6G7B/RHwMWFq7IDOf3uygJEmSJGk0ajTBOr2lUUiSJEnSGNBQgpWZl7Y6EEmSJEka7fq9BysiTouIuglYRGwdEac1PyxJkiRJGn3qJVDPADoj4qfAr4EFwGqK4dmfDhwHnAJc0OIYJUmSJGlU6LcFKzPfDxxFMajFB4DrgHuAayhGFHwQOCozP9hIQRFxTkQ8HBG39rM8IuLLEbEwIm6OiOfVLHtrRPy5/Htroy9OkiRJkqpUtwtgZnYBny3/iIithvFbWOcCXwW+08/yVwIHlX9HAl8HjoyIPYBPAjOBBG6IiHmZ+cgQ45AkSZKklmj0d7AAGM4PDWfmb4AVdVY5BfhOFn4H7BYR+wAnApdn5ooyqbocOGmocUiSJElSqwwqwWqxqcD9NdOLy3n9zX+KcmCO+RExf+nSpX2tIkmSJEktM5ISrGHLzLMzc2ZmzpwyZUq7w5EkSZI0zoykBGsJMK1met9yXn/zJUmSJGlEaSjBiohdI2L78nlExBsi4vVNjmUe8JZy/y8EVmbmA8ClwAkRsXtE7A6cUM6TJEmSpBGl7iiCNf4XOB24AfgM8DfAhoh4fmZ+qJEdRMR5FL+dNTkiFlOMDDgRIDPnApcArwIWAmuBt5fLVkTEZ4Dry119OjPrDZYhSZIkSW3RaIL1DOBP5fO3AC8BHgNuBhoelzzuAAAfo0lEQVRKsDLzDQMsT+Dd/Sw7BzinwVglSZIkqS0aTbA2AVtHxEHAmsy8JyIC2Ll1oUmSJEnS6NJognUZ8D/AFOCH5bxnAA+0IihJkiRJGo0aTbDeAbwTWA98q5zXAXy2FUFJkiRJ0mjUUIKVmWuBLwNExB7Aisz8VSsDkyRJkqTRptFh2neJiG9FxBrg/nLeyRHxiZZGJ0mSJEmjSKM/NPw1IIBDgHXlvD8Ab25FUJIkSZI0GjV6D9aJwL6ZuS4iEiAzH46IvVoXmiRJkiSNLo0mWKuB3YGHemZExL610xob5s6dS2dnZ6VlLlq0CIDZs2dXWu6MGTOYNWtWpWVKkiRpbGs0wToX+GFEfASIiDgc+ALwX60KTO3R2dnJwjtuYd9dorIyJ25IALqX3FpZmYtXZWVlSZIkafxoNMH6HMW9V98DdgIuBL4B/FuL4lIb7btL8L6jtml3GC31pevWDbySJEmSNEiNDtO+iaLF6gutDUeSJEmSRq9+E6yIeFEjO8jMa5sXjiRJkiSNXvVasH7cwPYJdDQpFkmSJEka1fpNsDJznyoDkSRJkqTRrtEfGpYkSZIkDaChQS4iYkfgY8CxwGTgyTG8M/PprQlNkiRJkkaXRluwvgYcB3yZ4p6rTwCP4O9gSZIkSdKTGk2wXgm8NjN/AGwsH/8a+JtGC4qIkyJiQUQsLH+wuPfy/4iIG8u/uyLi0ZplG2uWzWu0TEmSJEmqUqM/NLw1sLx8/lhE7AIsBg5uZOOImEDRCvaKcrvrI2JeZt7es05m/r+a9d8DHF6zi8cz87AGY5UkSZKktmi0Betm4Jjy+bXAl8q/zga3PwJYmJmLMnMdcD5wSp313wCc1+C+JUmSJGlEaDTBmgU8UD5/L7ANsB/wtga3nwrcXzO9uJz3FBGxH3AAcEXN7O0iYn5E/C4iXttfIRFxWrne/KVLlzYYmiRJkiQ1R0NdBDNzQc3zB4A3tSwiOBW4IDM31szbLzOXRMSBwBURcUtmPqX1LDPPBs4GmDlzZrYwRo1jc+fOpbOz0cbb4Vu0aBEAs2fPrqxMgBkzZjBr1qxKy5QkSRrtGh2m/a+AWzNzQUTMAM4CNgGn95Xo9GEJMK1met9yXl9OBd5dOyMzl5SPiyLiKor7s6o7w5VqdHZ2suDOW5i8W0UFbioelj94S0UFwrJHB16n2YaTuHZ1dQHQ0dEx6G1NJCVJUjM1OsjFF4Cjy+f/BtwFPAbMpRi4YiDXAwdFxAEUidWpwN/2XikingHsDlxXM293YG1mPhERk4EXA//aYNxSS0zeDf7y+Bh4xVHqwitHVwNwd3d3u0OQJEkCGk+w9szMByNiW4ofG94HWA80dKNTZm6IiNOBS4EJwDmZeVtEfBqYn5k9Q6+fCpyfmbVnd88EvhERmyjuGTuzdvRBSWPDcFqRerpPzpkzp1nhSJIkDUmjCdbyiNgfOBS4ITO7I2J7Gh8kg8y8BLik17x/6jX9qT62u7YsV5Ikqa6q75MF75WVtKVGE6x/Af4EJPDGct7xFMO3S5LUNJ4gazg6Ozu5ZcGfmTBp8PdkDtWmnADA7cvWVFbmxuVdlZUlaXAaHUXwvyLiR+Xzntvfb2RzsiVJUlMUJ8h3wqRdqyu0HLj2lmUPDLBiEy1fWV1Z48yESR3scPI/tDuMllp78VntDkFSPxptwapNrHqmvXQiSWqNSbsy4eRjBl5vFNt48dXtDkGS1AIN30MlSZIkSarPBEuSJEmSmsQES5IkSZKapN97sCKioeF3vBdLkiRJkgr1BrlYTDEse9RZJyl+OHjUcPhfSZIkSa1SL8HavrIoKtTZ2UnnHXcyfdfdKytzm42bAFjf9VBlZd638pHKypIkSZJU6DfByswnqgykStN33Z2PHX1Cu8Noqc/99rJ2hyBJkiSNOw39DlZEbAW8EzgWmExNt8HMHNuZiiRJkiQ1qNFRBL8IfBC4GXgx8CvgQOAPLYpLkiRJkkadRhOsvwFOzMwvABvLx1OAF7UsMkmSJEkaZRrqIgjsmJl3l88fj4jtM/O2iJjZqsAkSZI0cgxnJOauruJXfTo6GvoVoC04KrJGm0YTrAUR8fzMvAH4I/DRiFgJPNC60CRJkjQWdHd3tzsEqTKNJljvZ/PAFh8A/gvYCXhXK4KSJEnSyDKcVqSe3wKdM2dOs8KRRqxGE6w7MvMRgMy8AzgaICJ2a7SgiDgJ+E+KHyb+Zmae2Wv524A5wJJy1lcz85vlsrcCHy/nfzYzv91ouZIkjSXD6aY1VIsWLQI2nyRXxa5hkkajRhOse4Fd+pi/CNhjoI0jYgLwNeAVwGLg+oiYl5m391r1B5l5eq9t9wA+CcwEErih3NZf0pUkjTudnZ3csmABscfkysrMLB5vXbq8ujJXLKusLElqpkYTrHjKjIgdgU0Nbn8EsDAzF5Xbnk8xCmHvBKsvJwKXZ+aKctvLgZOA8xosW5KkMSX2mMzEk09pdxgttf7ii9odgiQNSd0EKyL+TNFqtH1E3NVr8Z7AvAbLmQrcXzO9GDiyj/X+KiJeAtwF/L/MvL+fbac2WK4kSZIkVWagFqzTKVqvLgTeUzM/gYcy86YmxvIz4LzMfCIi/i/wbeClg9lBRJwGnAYwffr0JoYmSZIkSQOrm2Bl5qUAEbFvTxe9IVoCTKuZ3pfNg1n0lFXbsfubwL/WbHtcr22v6ifes4GzAWbOnJnDiFeSJEmSBm2rBtdbGRFnRMTtEbGyfDwjIhq9h+t64KCIOCAitgFOpVf3wojYp2byNcAd5fNLgRMiYveI2B04oZwnSZIkSSNKownS5ylakT5CMaLgfsBHKUYQHHDM1szcEBGnUyRGE4BzMvO2iPg0MD8z5wH/GBGvATYAK4C3lduuiIjPUCRpAJ8eZmuaJEmSJLVEownWqcDzM3NpOX1TRPwO+CMNJFgAmXkJcEmvef9U8/wM4Ix+tj0HOKfBWCVJkiSpLRrtIrg1RctSrQ0UrVGSJEmSJBpPsH4C/DQiji3vozoO+DHF6IKSJEmSJBpPsD4A/B74HvBn4LvAfOCDLYpLkiRJkkaduglWRLwBIDO7M/NDmblvZm6dmdMyc3ZmPl5NmJIkSZI08g00yMU3gPOqCESSVN/cuXPp7Owc9HZdXV0AdHR0DKncGTNmMGvWrCFtK0nSeDNQghWVRCFJapnu7u52hyBJ0rgxUII1ISKOp06ilZlXNDckSVJfhtqKNHt28Wsac+bMaWY4kiSpDwMlWNsC36L/BCuBA5sakSRJkiSNUgMlWGsy0wRKkiRJkhrQ6DDtkiRJkqQBDJRgOciFJEmSJDWoboKVmTtXFYgkSZIkjXZ2EZQkSZKkJhlokAuNM11dXaxdlXzpunXtDqWlFq9KdoiudocxJg31x3CHY9GiRcDm4cir4g/wSpKk3kywJDVVZ2cnd9x5MzvvUV2ZG7J4XPzwzZWVuXpFZUVJkqRRxARLW+jo6KA7V/C+o7Zpdygt9aXr1rFdR0e7wxizdt4Djjix3VG01h8ubXcEkiRpJPIeLEmSJElqksoSrIg4KSIWRMTCiPhIH8vfHxG3R8TNEfGriNivZtnGiLix/JtXVcySJEmSNBiVdBGMiAnA14BXAIuB6yNiXmbeXrPan4CZmbk2It4F/Cvw+nLZ45l5WBWxSpIkSdJQVXUP1hHAwsxcBBAR5wOnAE8mWJl5Zc36vwPeVFFskiRJ0rANdSTdrq5iZOOOId4f7qi2I0tVCdZU4P6a6cXAkXXWfwfwi5rp7SJiPrABODMzf9rXRhFxGnAawPTp04cVsCRJ0ljkz2mMPN3d3e0OQU004kYRjIg3ATOBY2tm75eZSyLiQOCKiLglM5/yyZCZZwNnA8ycOTMrCViSJGkU6ezsZMGCTvaYVN3F6MxidOKly9ZXVuaK5fdVVlaPoSZzPYnnnDlzmhmO2qSqBGsJMK1met9y3hYi4uXAx4BjM/OJnvmZuaR8XBQRVwGHA9VeepEkVaKrqwtWr2TjxVe3O5TWWv4oXesGfy2wq6uLXLWa9Rdf1IKgRo5cvoyu9U8MvKKGZI9J03nVyR9vdxgtdcnFn213CBqnqhpF8HrgoIg4ICK2AU4FthgNMCIOB74BvCYzH66Zv3tEbFs+nwy8mJp7tyRJkiRppKikBSszN0TE6cClwATgnMy8LSI+DczPzHnAHGAn4EcRAXBfZr4GeCbwjYjYRJEQntlr9MFB6erqYu3KVXzut5cN81WNbPeufIQd2NjuMMakrq4uVq+CC68cu71Qlz0KT2zqancYGqc6OjpYviyYcPIx7Q6lpTZefDUdk/cZ9HYdHR2smLiciSef0oKoRo71F19Ex5RJ7Q5DkgatsnuwMvMS4JJe8/6p5vnL+9nuWuDQ1kYnSZIkqZXGyyiLI26Qi1br6OhgPRP42NEntDuUlvrcby9jYsde7Q5jTOro6GD5Vsv5y+Oj3aG0zIVXJpP2HtqHmOpz9C6ptbq6uti4eg1rLz6r3aG01MblXXSt27HdYUiVGG2jLI67BEuS2qmzs5NbFtwKk7epsNQNANyy/K7qily2rrqyJEmjwngZZdEES5KqNnkb4pTB33szmuRFD7Q7BI1THR0dPLpsDTuc/A/tDqWl1l58Fh2TbcGSRqKqRhGUJEmSpDHPBEuSJEmSmsQES5IkSZKaxHuwJEmSpJKjvWq4TLAkSZKkUmdnJ3++o5Opu06vrMytNxYjy67tWl9ZmUtW3ldZWeONCZakpurq6mL1KvjDpe2OpLVWr4CuDV3tDkOS1AJTd53Oe158RrvDaKmvXPP5docwZplg6SkWr0q+dF11v2GzdE0CMGXH6n64d/Gq5GlTKytOkiRJ44QJlrYwY8aMystcX/Y73m7qgZWV+bSp7Xmt40FHRwebtl7GESe2O5LW+sOl0LFnR7vDkCSpUt6jNjATLG2hHTc6jrZf55akdssVy1h/8UXVlbdqJQCxy67VlbliGUyZVFl540lXVxerVq/lkos/2+5QWmr58ntZv26Hdocx5nR2dtJ5x5+ZvvPelZW5zYZi4PP1i1dXVuZ9qx8c8rYmWJIkjSLtaH1ftLpIsA6sMuGZMmnIr3Xj8i7WXnxWkwPq36aVywDYatfJlZW5cXkXTD6osvKkWtN33pszjvy7dofRUp///TlD3tYESxqCZY/ChVdmJWWtfKx43HWnSooDitc3qboLU9JTLV/Jxouvrq68drzRlq+EyfsMejN7GtTXlgR01UMAHDh5x+oKnXzQkF9rR0cHE5et51Unf7zJQY0sl1z8WaZMntjuMDQOjcsE676Vj/C5315WWXkPrSmaM/facefKyrxv5SPM6NirsvLGk6q/vFeW/Y4n7V3dPWqT9vYetVbp6uqC1evIix5odyittWwdXU8MbZTF9pwgF++zA4eQ8AzZ5H18n7WACaiGq6urizUr1475UfaWrLyXHbELZSuMuwSrHV9m6xatAWBihQnPjI69/OJukaq/vEfjF/fqFdUO07627JK9Q3XXMFi9AtizuvLGE0+QJUmj2bhLsPzillqrLa0PjxWtD/vuWV0rH3sO7bV2dHSwfPljxCkVtpS0QV70AB2THGVRGqlWLL+v0kEuVq0sulHusmt1F5tXLL+PKZOH9jm9lvXj4newdugYfBfKrq4u1q5+bFj3KI0G965+gB26hjaoRmUJVkScBPwnMAH4Zmae2Wv5tsB3gOcDy4HXZ+Y95bIzgHcAG4F/zMwx/hOm0ujlRYwGLKu4i+DKDcXjrhVeU1u2DhwAThqR2nEhbPWq4vc1q7wnasrkGUN+rUtW3ldpF8Fla4oEdPKO1SWgS1bex0EdQ6ufJzas497V1X2Prd9YfI9NnFDd99gTG9YNuQNlJVFGxATga8ArgMXA9RExLzNvr1ntHcAjmfm0iDgV+ALw+oh4FnAq8GygA/hlRDw9MzdWEXuP4Yz5P5yx+4c6/n47DLWOhvvbBqOljqyf+sbLe2w4JzZdXV10d3cPervHH18PwPZD/Mjfbrvt6OgYZGvUpOpP4sbLMTRU1s/Axsvn9FDLasfvH8E4+Zxe9zgAGyasG1K5Q/mcPqhjaAnoMcccM+TjYKj1s6n8Httq2wq/xxj6sVBVGngEsDAzFwFExPnAKUBtgnUK8Kny+QXAVyMiyvnnZ+YTwN0RsbDc33UVxT5s2223XbtDGNGsn/qsn4GNpjoazknCUE9uurqKwSaG8uUCo+sEeahG0zHUDtZPfdbPwEZTHfk5XZ/1M7DIbP1Q0xHxOuCkzHxnOf1m4MjMPL1mnVvLdRaX053AkRRJ1+8y83/K+d8CfpGZF/RRzmnAaQDTp09//r333tvS1yVJkiRpfIqIGzJzZu/5W7UjmFbJzLMzc2ZmzpwyZUq7w5EkSZI0zlSVYC0BptVM71vO63OdiNga2JVisItGtpUkSZKktqsqwboeOCgiDoiIbSgGrZjXa515wFvL568Drsii/+I84NSI2DYiDgAOAv5QUdySJEmS1LBKBrnIzA0RcTpwKcUw7edk5m0R8WlgfmbOA74FfLccxGIFRRJGud4PKQbE2AC8u+oRBCVJkiSpEZUMctEOM2fOzPnz57c7DEmSJElj0LgY5EKSJEmS2skES5IkSZKaxARLkiRJkppkzN6DFRFLgZH0S8OTgWXtDmIEs37qs34GZh3VZ/0MzDqqz/qpz/oZmHVUn/VT30isn/0y8yk/vjtmE6yRJiLm93UTnArWT33Wz8Cso/qsn4FZR/VZP/VZPwOzjuqzfuobTfVjF0FJkiRJahITLEmSJElqEhOs6pzd7gBGOOunPutnYNZRfdbPwKyj+qyf+qyfgVlH9Vk/9Y2a+vEeLEmSJElqEluwJEmSJKlJTLAkSZIkqUlMsJokIjZGxI0RcWtE/CgidijnfywibouIm8vlR5bzvxURN5XzL4iIndr7CporIqZFxN0RsUc5vXs5fWxE/LGsi9siYlbNNttExNkRcVdE3BkRf1XO3zYifhARCyPi9xGxf3teVesM9vip2e7LEfFYe6KuRkRsFxF/KN8vt0XEP5fzr4qIBWXd3BkRX42I3Wq2q1t3Y1XNsXRbWWcfiIitymU7RMT3IuKW8lj77Vj77IG6nz/7R8SzI+KK8tj5c0R8IiKi3TG3S0T8R0S8r2b60oj4Zs30v0XERyPignJ6ZkR8uXz+qYj4YK/93RMRk6uKv2rDqa/xpM532t4RcX5EdEbEDRFxSUQ8vd3xVmEw3/MR8cmI+Hyv7Q+LiDvaE301BnsuVHMecFNEXBMRB7f3FWxmgtU8j2fmYZl5CLAOmBURRwEnA8/LzOcALwfuL9f/f5n53HL+fcDpbYm6RTLzfuDrwJnlrDMpbk68DjgqMw8DjgQ+EhEd5TofAx7OzKcDzwJ+Xc5/B/BIZj4N+A/gC9W8ikoN9vghImYCu7cl2mo9Abw0M58LHAacFBEvLJe9sayb55TrXQQwUN2NcT3H0rOBVwCvBD5ZLnsv8FBmHloea+8A1rcpzpap8/nzEDAPODMzDwaeC7wI+Id2xDlCXENRB5SJ+GTg2TXLXwRckZmvA8jM+Zn5j5VHOXJYX43p6zstgJ8AV2XmjMx8PnAGsFc7A63QYL7nzwNe32v7U8v5Y9mgz4UozgOeC3wbmFN5xP0wwWqNq4GnAfsAyzLzCYDMXJaZXeXzVQDlB872wFgcbeQ/gBeWV/uOBr6Ymet66gPYli2Pwb8DPg+QmZsys+fXuk+heOMAXAC8bIxfcR7w+ImICRQfJB9qW5QVyUJPK93E8i97rbOOoi6mR8RzqVN340lmPgycBpxevmf2AZbULF9Q834ca57y+QP8LXBNZl4GkJlrKS5ufQSebJE5p7wquiginjwxjog3RdGSemNEfKN8D44F1wJHlc+fDdwKrC5b/bYFngmsiIhbASLiuIi4uD2hjgjW1+D1fKcdD6zPzLk9CzLzpsy8um2RtU/d7/nMvAt4JLbsefE3jP0Eq9aA50K9/KZcf0QwwWqyiNia4orxLcBlwLQourydFRHH9lr3v4EHgWcAX6k82BbLzPXAbIoTnfeV0z3dd26muALxhczsis1duz4TRRfCH0VEz1WtqeW6ZOYGYCUwqcrXUpVBHD+nA/My84F2xFm1iJgQETcCDwOXZ+bve6+TmRuBmyjeT3Xfe+NJZi4CJgB7AucAH46I6yLisxFxUHuja51+Pn+eDdzQa71OYKeI2KWc9QzgROAI4JMRMTEinklxNfnFZev7RuCN1byS1ipPVDZExHSK1pfrgN9TJBEzKT6L1rUvwpHF+hqcXt9ph9Dr/TceDeJ7/jyKVivKXhsrMvPPlQfcBoM5l67x6nL9EcEEq3m2L08A51N0+ftWedX9+RRXkJcCP4iIt/VskJlvBzqAO3hqU/BY8UrgAYoPVqDovlM28z4NeGuZSG0N7Atcm5nPo/jS+mIb4m2Xho+fskvlXzMGk/L+ZObG8sR2X+CIiDikn1WjXL/ue2+8yswbgQMpWj/3AK4vk4ex6imfPw34eWY+UbagP0zRfellFMfT9eX79GUU9ThWXEuRLPQkDNfVTF9TZ7v+el6MxR4ZtYZaX+PJU77T2hzPSDDY88QfAK8ru6KOh+6BMIRzaeB75TYvBj7ICLF1uwMYQx4vTwC3UF5Vvwq4KiJuAd4KnFu7PCLOp+je9N/VhFqNiDiM4h6QFwK/jYjza1tcyparW4FjgB8Da4ELy8U/org/BIouTdOAxeVVjV2B5dW8isoM5vhZSpGcLix7Su4QEQvLe9TGtMx8NCKuBE7qvazssnUoxQWLAd9740VEHEjR4vIwPJl8XghcGBGbgFdR1tlY0tfnD3A78JJe6x0IPJaZq8r3U22XyY0U35MBfDszz6gi9jboua/oUIoub/cDHwBWUf97aTlF951aOwOPtiDGkWSo9TWePOU7LSJuA17XpnhGgkGdJ2bm/RFxN3As8Fds7po6lg3lXPqNmTm/sggbZAtWC0XEwb264BwG3BuFp5XrBPAa4M52xNgq5ev6OkXXnPsorph/MSL2jYjty3V2p7g3YkEWv3j9M+C4chcvozgZguKm9LeWz19HcQPxWL9C2u/xk5k/z8y9M3P/zNwfWDuWk6uImNLThbQ8dl5Br/dLREykuH/v/sy8ub+6qyrmkSIipgBzga9mZkbEi8v3HRGxDcVgMmOuXvr7/AG+BxwdES8v19se+DLwrwPs8lcUV5L3LLfbIyL2a1X8bXAtxU3kK8rW4hXAbhQndNfW2e43wGsiYmeAiPhL4KbyZGgsG2p9jXdXANtGxGk9MyLiORFxTBtjaqsGvqvOo+jmvCgzF1ca3AgxWr/PbcFqrZ2Ar5QnhxuAhRRNnAF8u+zzHxT3jbyrbVG2xt8D92Xm5eX0WcDbKVql/ioikuK1fzEze/rMfhj4bkR8iaKV5u3l/G+V8xcCKyj7JI8D/R0/480+FO+XCRQXhX6YmRdHMTz09yLiCYoBU35JMSAKjO+66+liMZHitX8X+Pdy2Qzg62UCshXwc4rW47Gmv8+fIyiOka9ExNco7k37LvDVejvLzNsj4uPAZWV3nfXAuxkFX/INuoViNLzv95q3U2Yui36G8i8vZnyVooUwKVpJ39nyaNtvSPU13pUXef4C+FJEfBjoBu4B3ld3w7FtoO+qH1FcBHpPG2IbKUbl93mMg4YASZIkSaqEXQQlSZIkqUlMsCRJkiSpSUywJEmSJKlJTLAkSZIkqUlMsCRJkiSpSUywJEmjSkRcFRFDHg48Iv4iIu6PiMci4vBmxiZJkgmWJGlEioh7IuLxMhF6KCLOHexvDJX7eHmv2V8ETs/MnTLzT82LWJIkEyxJ0sj26szcCXgeMBP4eBP2uR9w21A2LH/wWpKkfplgSZJGvMxcAvwCOKR2fkTMiIgrImJ5RCyLiO9FxG7lsu8C04Gfla1gH46Ix4AJwE0R0Vmu98yy2+GjEXFbRLymZv/nRsTXI+KSiFgDHF/OOysiflHu95qI2DsivhQRj0TEnbVdD8tyl0TE6ohYEBEva3mFSZLaxgRLkjTiRcQ04FVA7y59AXwe6ACeCUwDPgWQmW8G7qNsBcvML5StYQDPzcwZETER+BlwGbAn8B7gexFxcE0Zfwt8DtgZ+G05728oWtMmA08A1wF/LKcvAP69jPtg4HTgBZm5M3AicM8wq0OSNIKZYEmSRrKfRsSjFInNr4F/qV2YmQsz8/LMfCIzl1IkNscOYv8vBHYCzszMdZl5BXAx8IaadS7KzGsyc1NmdpfzfpKZN5TTPwG6M/M7mbkR+AHQ04K1EdgWeFZETMzMezKzc1A1IEkaVbZudwCSJNXx2sz8Ze2MiKh9vhfwn8AxFC1MWwGPDGL/HcD9mbmpZt69wNSa6fv72O6hmueP9zG9ExQJYES8j6JV7dkRcSnw/szsGkSMkqRRxBYsSdJo9i9AAodm5i7Amyi6DfbIAbbvAqZFRO334XRgySD2UVdmfj8zj6YYXCOBLwxnf5Kkkc0ES5I0mu0MPAasjIipwOxeyx8CDqyz/e+BtcCHImJiRBwHvBo4vxnBRcTBEfHSiNgW6KZo3do0wGaSpFHMBEuSNJr9M8UQ7iuBnwMX9lr+eeDj5QiBH+y9cWauo0ioXgksA84C3pKZdzYpvm2BM8t9P0gxkMYZTdq3JGkEisxh9XyQJEmSJJVswZIkSZKkJjHBkiRJkqQmMcGSJEmSpCYxwZIkSZKkJjHBkiRJkqQmMcGSJEmSpCYxwZIkSZKkJjHB0v9vDw4JAAAAAAT9f+0JIwAAAEwCzEPwp3aq6zwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create fig and ax object\n",
    "fig, ax= plt.subplots(2, 1, figsize=(12, 8))\n",
    "\n",
    "# a box plot showing sales of games for each platform\n",
    "sns.boxplot(data=games_recent, x='platform', y='total_sales', ax=ax[0])\n",
    "\n",
    "# same plot but without outliers\n",
    "sns.boxplot(data=games_recent, x='platform', y='total_sales', showfliers = False, ax=ax[1])\n",
    "\n",
    "#customize the subplots\n",
    "ax[0].set_title('Distribution of sales made from each game in differnt platforms', fontsize=14, weight='bold', color='b', alpha=0.5)\n",
    "ax[0].set_xlabel('Platforms', fontsize=12)\n",
    "ax[0].set_ylabel('Total sales (mln USD)', fontsize=12)\n",
    "\n",
    "ax[1].set_title('Distribution of sales without extreme sales', fontsize=14, weight='bold', color='b', alpha=0.5)\n",
    "ax[1].set_xlabel('Platforms', fontsize=12)\n",
    "ax[1].set_ylabel('Total sales (mln USD)', fontsize=12)\n",
    "\n",
    "#show the plot\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Out of 2886 games in recent 4 year, total sales of 113 games were over 2.5 million USD!\n"
     ]
    }
   ],
   "source": [
    "extremely_successful_games=games_recent[games_recent['total_sales']>2.5]\n",
    "print('Out of {} games in recent 4 year, total sales of {} games were over 2.5 million USD!'\\\n",
    "      .format(len(games_recent), len(extremely_successful_games)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# bar chart for average sales made from each game across platforms\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(data=games_recent, x='platform', y='total_sales')\n",
    "plt.ylabel('Average sales per game')\n",
    "\n",
    "#customize the plot\n",
    "plt.title('Average sales made per game by platforms', fontsize=14, weight='bold', color='b', alpha=0.5)\n",
    "plt.xlabel('Platforms', fontsize=12)\n",
    "plt.xticks(rotation=0)\n",
    "plt.ylabel('Total sales (mln USD)', fontsize=12)\n",
    "plt.text(7.5,1.02, 'Black lines show standard deviation', fontsize=10, color='r')\n",
    "\n",
    "#show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> There are games with very high sales especially for PS3, X360, PS4, 3DS platforms. In addition, 106 of the 2384 games sold more than 2.5 million USD in the last 4 years. However, the median sales across platforms are more or less similar, especially for the PS3, X360, PS4, 3DS, and Xone. Unlike the median sales, when we analyze the average sales from each game across platforms, PS4, X360 and Xone stand out more."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Effect of reviews\n",
    "Take a look at how user and professional reviews affect sales for one popular platform (you choose). Build a scatter plot and calculate the correlation between reviews and sales. Draw conclusions.\n",
    "\n",
    "**Based on previous observations, we have chosen PS4 for effect of reviews analysis.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(392, 12)"
      ]
     },
     "execution_count": 221,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get data only for PS4\n",
    "ps4=games_recent[games_recent['platform']=='PS4']\n",
    "ps4.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create a figure with two axes\n",
    "fig, ax = plt.subplots(1, 2, figsize=(14, 6))\n",
    "\n",
    "# scatter plot for critic_score vs total_sales\n",
    "sns.scatterplot(data=ps4, x='critic_score', y='total_sales', ax=ax[0])\n",
    "\n",
    "#scatter plot for user_score vs total_sales\n",
    "sns.scatterplot(data=ps4, x='user_score', y='total_sales', ax=ax[1])\n",
    "\n",
    "#customize the subplots\n",
    "fig.suptitle('Relationship between total sales and ratings', fontsize=14, weight='bold', color='b', alpha=0.5, y=0.95)\n",
    "ax[0].set_xlabel('Professional ratings', fontsize=12)\n",
    "ax[0].set_ylabel('Total sales (mln USD)', fontsize=12)\n",
    "\n",
    "ax[1].set_xlabel('User ratings', fontsize=12)\n",
    "ax[1].set_ylabel('Total sales (mln USD)', fontsize=12)\n",
    "\n",
    "#show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "    #T_74bf724c_c393_11eb_92c8_02420a394e50row0_col0 {\n",
       "            background-color:  #003c30;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_74bf724c_c393_11eb_92c8_02420a394e50row0_col1 {\n",
       "            background-color:  #f6ebcf;\n",
       "            color:  #000000;\n",
       "        }    #T_74bf724c_c393_11eb_92c8_02420a394e50row0_col2 {\n",
       "            background-color:  #543005;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_74bf724c_c393_11eb_92c8_02420a394e50row1_col0 {\n",
       "            background-color:  #f6ebcf;\n",
       "            color:  #000000;\n",
       "        }    #T_74bf724c_c393_11eb_92c8_02420a394e50row1_col1 {\n",
       "            background-color:  #003c30;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_74bf724c_c393_11eb_92c8_02420a394e50row1_col2 {\n",
       "            background-color:  #d4ede9;\n",
       "            color:  #000000;\n",
       "        }    #T_74bf724c_c393_11eb_92c8_02420a394e50row2_col0 {\n",
       "            background-color:  #543005;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_74bf724c_c393_11eb_92c8_02420a394e50row2_col1 {\n",
       "            background-color:  #d4ede9;\n",
       "            color:  #000000;\n",
       "        }    #T_74bf724c_c393_11eb_92c8_02420a394e50row2_col2 {\n",
       "            background-color:  #003c30;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_74bf724c_c393_11eb_92c8_02420a394e50\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >total_sales</th>        <th class=\"col_heading level0 col1\" >critic_score</th>        <th class=\"col_heading level0 col2\" >user_score</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_74bf724c_c393_11eb_92c8_02420a394e50level0_row0\" class=\"row_heading level0 row0\" >total_sales</th>\n",
       "                        <td id=\"T_74bf724c_c393_11eb_92c8_02420a394e50row0_col0\" class=\"data row0 col0\" >1</td>\n",
       "                        <td id=\"T_74bf724c_c393_11eb_92c8_02420a394e50row0_col1\" class=\"data row0 col1\" >0.41</td>\n",
       "                        <td id=\"T_74bf724c_c393_11eb_92c8_02420a394e50row0_col2\" class=\"data row0 col2\" >-0.032</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_74bf724c_c393_11eb_92c8_02420a394e50level0_row1\" class=\"row_heading level0 row1\" >critic_score</th>\n",
       "                        <td id=\"T_74bf724c_c393_11eb_92c8_02420a394e50row1_col0\" class=\"data row1 col0\" >0.41</td>\n",
       "                        <td id=\"T_74bf724c_c393_11eb_92c8_02420a394e50row1_col1\" class=\"data row1 col1\" >1</td>\n",
       "                        <td id=\"T_74bf724c_c393_11eb_92c8_02420a394e50row1_col2\" class=\"data row1 col2\" >0.56</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_74bf724c_c393_11eb_92c8_02420a394e50level0_row2\" class=\"row_heading level0 row2\" >user_score</th>\n",
       "                        <td id=\"T_74bf724c_c393_11eb_92c8_02420a394e50row2_col0\" class=\"data row2 col0\" >-0.032</td>\n",
       "                        <td id=\"T_74bf724c_c393_11eb_92c8_02420a394e50row2_col1\" class=\"data row2 col1\" >0.56</td>\n",
       "                        <td id=\"T_74bf724c_c393_11eb_92c8_02420a394e50row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f6d861cc950>"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#correlation of critic, user scores and total sales\n",
    "ps4[['total_sales','critic_score','user_score']]\\\n",
    "                    .corr().style.background_gradient(cmap='BrBG', axis=None).set_precision(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# a summary figure showing critic_score vs user_score, and its variation by year, total sales\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.scatterplot(data=ps4, x='user_score', y='critic_score', \\\n",
    "                hue='year_of_release', size='total_sales', sizes=(100,500))\n",
    "\n",
    "#customize the plot\n",
    "plt.title('Relationship of professional and user ratings \\n and change by year, effect on total sales',\\\n",
    "          fontsize=14, weight='bold', color='b', alpha=0.5)\n",
    "plt.xlabel('User rating', fontsize=12)\n",
    "plt.xticks(rotation=0)\n",
    "plt.ylabel('Professional rating', fontsize=12)\n",
    "plt.legend(loc='upper left', bbox_to_anchor=(1, 1.02), fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> There is a very small correlation between user score and total sales (0.024). But the correlation of professional rating (i.e. critic_score) and total sales are more pronounced (0.43). From the scatter plots, we can say that games that received a good rating from professionals are less likely to be bad in sales. However,  games that got a good point from professional usually gets a good point from users as well (correlation is 0.61). Moreover, games released in last years are getting a better rating from professionals and users."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Same games on other platforms\n",
    "Keeping your previous conclusions in mind and compare the sales of the same games on other platforms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0            Grand Theft Auto V\n",
       "1            Grand Theft Auto V\n",
       "2     Call of Duty: Black Ops 3\n",
       "3           Pokemon X/Pokemon Y\n",
       "4    Call of Duty: Black Ops II\n",
       "Name: name, dtype: object"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sort total sales of games and select 3 games with highest sales\n",
    "games_recent.sort_values('total_sales',ascending=False)['name'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make a new df using popular games:'Grand Theft Auto V','Call of Duty: Black Ops 3','Pokemon X/Pokemon Y'\n",
    "#make a pivot table: games as index, columns containing sales across platforms\n",
    "popular_games=games_recent[games_recent['name']\\\n",
    "                           .isin(['Grand Theft Auto V','Call of Duty: Black Ops 3','Pokemon X/Pokemon Y'])]\\\n",
    "                            .reset_index(drop=True)\\\n",
    "                            .pivot_table(index='name', columns='platform', values='total_sales', aggfunc='sum')\\\n",
    "                            .fillna(0)\n",
    "\n",
    "# bar chart showing total sale of each game, broken down by platforms\n",
    "popular_games.plot(kind='bar', stacked=True, figsize=(12, 6))\n",
    "\n",
    "#customize the plot\n",
    "plt.title('Total sales of top games broken down by platforms', fontsize=14, weight='bold', color='b', alpha=0.5)\n",
    "plt.xlabel('Games', fontsize=12)\n",
    "plt.xticks(rotation=0)\n",
    "plt.ylabel('Total sales (mln USD)', fontsize=12)\n",
    "plt.legend(loc='upper right', frameon=True, framealpha=1, fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **GTA V, CoD Black ops3 and Pokemon X/Y** were selected as popular games based on their total sales. Then we have analyzed their sales on different platforms. **GTA V** is one of the profitable games and although, it is played on different platforms (PS3, PS4, X360, XOne, and PC), its sales are more profound in PS3, PS4 and X360 platforms. On other hand, another popular game **Pokemon X/Y** is only played on Nintendo 3DS."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Games by genre\n",
    "Take a look at the general distribution of games by genre. What can we say about the most profitable genres? Can you generalize about genres with high and low sales?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Action', 'Adventure', 'Fighting', 'Misc', 'Platform', 'Puzzle',\n",
       "       'Racing', 'Role-Playing', 'Shooter', 'Simulation', 'Sports',\n",
       "       'Strategy'], dtype=object)"
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "games_recent['genre'].sort_values().unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#create fig and ax objects\n",
    "fig, ax= plt.subplots(2, 1, figsize=(12, 8))\n",
    "\n",
    "# make a swarmplot, genre on x-axis and total_sales of games on y-axis\n",
    "sns.stripplot(data=games_recent.sort_values('genre'), x='genre', y='total_sales', jitter=0.3, size=2.5, ax=ax[0])\n",
    "\n",
    "# average sale per game in each genre\n",
    "sns.barplot(data=games_recent.sort_values('genre'), x='genre', y='total_sales', ax=ax[1])\n",
    "\n",
    "#customize the subplots\n",
    "ax[0].set_title('Sales of individual games with different genres', fontsize=14, weight='bold', color='b', alpha=0.5)\n",
    "ax[0].set_xlabel('Game genres', fontsize=12)\n",
    "ax[0].set_ylabel('Total sales (mln USD)', fontsize=12)\n",
    "\n",
    "ax[1].set_title('Average sales of each genre', fontsize=14, weight='bold', color='b', alpha=0.5)\n",
    "ax[1].set_xlabel('Game genres', fontsize=12)\n",
    "ax[1].set_ylabel('Average sales (mln USD)', fontsize=12)\n",
    "\n",
    "# show plots\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> More games with **action, shooter, role-playing and sports** genres have been released. When we visualize individual sales of each game, we have seen that the same genres are good at sales. However, average sales per game in each genre showed that **shooter** games are more promising than others. Genres with low sales were **adventure, puzzle and strategy**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusion\n",
    "Very few games were released before 1990. But then the number of games exponentially increased until 2008-2009 with the development of technology. At this peak times, around 1400 games were released yearly. Then the number of games decreased somehow and stabilized to ~600 games per year after 2011.\n",
    "\n",
    "Total sales for each platform differentiate significantly. Some platforms have very few sales. However, some platforms made more than 700 mln USD in sales until 2016, such as PS, DS, Wii, PS3, X360 and PS2. We have chosen those platforms and analyzed in how many years they obtained such an amount of money. In general, it takes around 5 years for a new platform to shine, and again 5 years it takes to fade out. However, Nintendo DS is an exception for this.\n",
    "\n",
    "From previous tasks, it has been observed that the number of the game published got stabilized after 2011 and from the description of the project we know that data for 2016 is not complete. Therefore, we have selected games that were released between 2011 and 2016.\n",
    "\n",
    "In recent years, sales of PlayStation 3 and Xbox 360 were shrinking, while sales of their upgraded versions, i.e. PlayStation 4 and Xbox One, were expanding. While sales of PC, WiiU and 3DS did not change much, their sales are quite small compared to PS4 and Xone. **Hence for 2017, PlayStation 4 and Xbox One look more promising choice!**\n",
    "\n",
    "There are games with very high sales especially for PS3, X360, PS4, 3DS platforms. In addition, 106 of the 2384 games sold more than 2.5 million USD in the last 4 years. However, the median sales across platforms are more or less similar, especially for the PS3, X360, PS4, 3DS, and Xone. Unlike the median sales, when we analyze the average sales per game across platforms, PS4, X360 and Xone stand out more. **Again it suggests PS4 or Xbox One.**\n",
    "\n",
    "There is a very small correlation between user score and total sales (0.024). But the correlation of professional rating (i.e. critic_score) and total sales were more pronounced (0.43). From the scatter plots, we can say that **games that received a good rating from professionals are less likely to be bad in sales**.\n",
    "\n",
    "\"GTA V, CoD Black ops3 and Pokemon X/Y\" were selected as popular games due to their high total sales. Then we have analyzed their sales on different platforms. \"GTA V\" is one of the profitable games and although, it is played on different platforms (PS3, PS4, X360, XOne, and PC), its sales are more profound in PS3, PS4 and X360 platforms. On other hand, another popular game \"Pokemon X/Y\" is only played on Nintendo 3DS.\n",
    "\n",
    "More games with \"action, shooter, role-playing and sports\" genres have been released. When we visualize individual sales of each game, we have seen that the same genres are good at sales. However, average sales per game in each genre showed that \"shooter\" games are more promising than others. Genres with low sales were \"adventure, puzzle and strategy\". **Shooter genre is suggested**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a user profile for each region\n",
    "For each region (NA, EU, JP), determine:\n",
    "- The top five platforms. Describe variations in their market shares from region to region.\n",
    "- The top five genres. Explain the difference.\n",
    "- Do ESRB ratings affect sales in individual regions?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Top 5 platform\n",
    "Determine the top five platforms and describe variations in their market shares from region to region."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row0_col9 {\n",
       "            background-color:  #003e32;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row0_col10 {\n",
       "            background-color:  #9dd9d0;\n",
       "            color:  #000000;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row1_col0 {\n",
       "            background-color:  #dfc37e;\n",
       "            color:  #000000;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row1_col1 {\n",
       "            background-color:  #613806;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row1_col2 {\n",
       "            background-color:  #d4ac62;\n",
       "            color:  #000000;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row1_col3 {\n",
       "            background-color:  #55aea5;\n",
       "            color:  #000000;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row1_col4 {\n",
       "            background-color:  #003c30;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row1_col5 {\n",
       "            background-color:  #543005;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row1_col6 {\n",
       "            background-color:  #804a09;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row1_col7 {\n",
       "            background-color:  #824b09;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row1_col8 {\n",
       "            background-color:  #b37625;\n",
       "            color:  #000000;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row1_col9 {\n",
       "            background-color:  #e7f2f0;\n",
       "            color:  #000000;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row1_col10 {\n",
       "            background-color:  #eedbaa;\n",
       "            color:  #000000;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row2_col0 {\n",
       "            background-color:  #b6e3dd;\n",
       "            color:  #000000;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row2_col1 {\n",
       "            background-color:  #613806;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row2_col2 {\n",
       "            background-color:  #543005;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row2_col3 {\n",
       "            background-color:  #cfa256;\n",
       "            color:  #000000;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row2_col4 {\n",
       "            background-color:  #91560d;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row2_col5 {\n",
       "            background-color:  #7c4709;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row2_col6 {\n",
       "            background-color:  #a5691b;\n",
       "            color:  #000000;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row2_col7 {\n",
       "            background-color:  #613806;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row2_col8 {\n",
       "            background-color:  #874e0a;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row2_col9 {\n",
       "            background-color:  #583305;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_76b36306_c393_11eb_92c8_02420a394e50row2_col10 {\n",
       "            background-color:  #543005;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_76b36306_c393_11eb_92c8_02420a394e50\" ><thead>    <tr>        <th class=\"index_name level0\" >platform</th>        <th class=\"col_heading level0 col0\" >3DS</th>        <th class=\"col_heading level0 col1\" >DS</th>        <th class=\"col_heading level0 col2\" >PC</th>        <th class=\"col_heading level0 col3\" >PS3</th>        <th class=\"col_heading level0 col4\" >PS4</th>        <th class=\"col_heading level0 col5\" >PSP</th>        <th class=\"col_heading level0 col6\" >PSV</th>        <th class=\"col_heading level0 col7\" >Wii</th>        <th class=\"col_heading level0 col8\" >WiiU</th>        <th class=\"col_heading level0 col9\" >X360</th>        <th class=\"col_heading level0 col10\" >XOne</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_76b36306_c393_11eb_92c8_02420a394e50level0_row0\" class=\"row_heading level0 row0\" >na_sales</th>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row0_col0\" class=\"data row0 col0\" >55.31</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row0_col1\" class=\"data row0 col1\" >4.59</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row0_col2\" class=\"data row0 col2\" >19.12</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row0_col3\" class=\"data row0 col3\" >103.38</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row0_col4\" class=\"data row0 col4\" >108.74</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row0_col5\" class=\"data row0 col5\" >0.13</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row0_col6\" class=\"data row0 col6\" >10.98</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row0_col7\" class=\"data row0 col7\" >17.45</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row0_col8\" class=\"data row0 col8\" >38.1</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row0_col9\" class=\"data row0 col9\" >140.05</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row0_col10\" class=\"data row0 col10\" >93.12</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_76b36306_c393_11eb_92c8_02420a394e50level0_row1\" class=\"row_heading level0 row1\" >eu_sales</th>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row1_col0\" class=\"data row1 col0\" >42.64</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row1_col1\" class=\"data row1 col1\" >3.53</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row1_col2\" class=\"data row1 col2\" >37.76</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row1_col3\" class=\"data row1 col3\" >106.86</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row1_col4\" class=\"data row1 col4\" >141.09</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row1_col5\" class=\"data row1 col5\" >0.42</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row1_col6\" class=\"data row1 col6\" >11.36</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row1_col7\" class=\"data row1 col7\" >11.92</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row1_col8\" class=\"data row1 col8\" >25.13</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row1_col9\" class=\"data row1 col9\" >74.52</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row1_col10\" class=\"data row1 col10\" >51.59</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_76b36306_c393_11eb_92c8_02420a394e50level0_row2\" class=\"row_heading level0 row2\" >jp_sales</th>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row2_col0\" class=\"data row2 col0\" >87.79</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row2_col1\" class=\"data row2 col1\" >3.72</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row2_col2\" class=\"data row2 col2\" >0</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row2_col3\" class=\"data row2 col3\" >35.29</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row2_col4\" class=\"data row2 col4\" >15.96</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row2_col5\" class=\"data row2 col5\" >10.47</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row2_col6\" class=\"data row2 col6\" >21.04</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row2_col7\" class=\"data row2 col7\" >3.39</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row2_col8\" class=\"data row2 col8\" >13.01</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row2_col9\" class=\"data row2 col9\" >1.57</td>\n",
       "                        <td id=\"T_76b36306_c393_11eb_92c8_02420a394e50row2_col10\" class=\"data row2 col10\" >0.34</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f6d8616db10>"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# select data grouped by platform and sales from each region.\n",
    "top_platform=games_recent.groupby('platform')['na_sales','eu_sales', 'jp_sales'].sum().T #transpose it to make wide table\n",
    "top_platform.style.background_gradient(cmap='BrBG', axis=None) #beautify the table visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [],
   "source": [
    "# make a function that will be used in next three tasks to plot a pie charts\n",
    "def top_salesby(data, bywhat):\n",
    "    plt.style.use('seaborn-colorblind')\n",
    "    fig, ax = plt.subplots(1, 3, figsize=(14, 6))\n",
    "    regs=['na_sales', 'eu_sales', 'jp_sales']\n",
    "    my_ax=[0,1,2]\n",
    "    for i in range(3):\n",
    "        # here the function will use provided df and get top platforms\n",
    "        top_five=data.loc[regs[i]].sort_values(ascending=False).head(5).reset_index()\n",
    "        #the rest would be summerized in a category of \"others\"\n",
    "        rest= data.loc[regs[i]].sum()-top_five[regs[i]].sum()\n",
    "        top_five.loc[5]=['others', rest]\n",
    "        # pie chart\n",
    "        ax[my_ax[i]].pie(top_five[regs[i]], labels=top_five[bywhat], autopct='%1.1f%%',shadow=True, startangle=90)\n",
    "        # title generation\n",
    "        title=regs[i].split('_sales')[0].upper()\n",
    "        ax[my_ax[i]].set_title(title, fontsize=16, color='b', y=0.95)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#apply the top_salesby function to generate pie chart of platforms for each region\n",
    "top_salesby(top_platform, 'platform')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> In different regions, different platforms were popular. For example, while the X360 stood out in North America, PS3 or PS4 were more popular in Europe. Surprisingly, the Nintendo 3DS was much more popular than any other platform in Japan."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Top 5 genres\n",
    "Find the top five genres for each regions and explain the difference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "        }</style><table id=\"T_772545c0_c393_11eb_92c8_02420a394e50\" ><thead>    <tr>        <th class=\"index_name level0\" >genre</th>        <th class=\"col_heading level0 col0\" >Action</th>        <th class=\"col_heading level0 col1\" >Adventure</th>        <th class=\"col_heading level0 col2\" >Fighting</th>        <th class=\"col_heading level0 col3\" >Misc</th>        <th class=\"col_heading level0 col4\" >Platform</th>        <th class=\"col_heading level0 col5\" >Puzzle</th>        <th class=\"col_heading level0 col6\" >Racing</th>        <th class=\"col_heading level0 col7\" >Role-Playing</th>        <th class=\"col_heading level0 col8\" >Shooter</th>        <th class=\"col_heading level0 col9\" >Simulation</th>        <th class=\"col_heading level0 col10\" >Sports</th>        <th class=\"col_heading level0 col11\" >Strategy</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_772545c0_c393_11eb_92c8_02420a394e50level0_row0\" class=\"row_heading level0 row0\" >na_sales</th>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row0_col0\" class=\"data row0 col0\" >177.84</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row0_col1\" class=\"data row0 col1\" >8.92</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row0_col2\" class=\"data row0 col2\" >19.79</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row0_col3\" class=\"data row0 col3\" >38.19</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row0_col4\" class=\"data row0 col4\" >25.38</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row0_col5\" class=\"data row0 col5\" >1.13</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row0_col6\" class=\"data row0 col6\" >17.22</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row0_col7\" class=\"data row0 col7\" >64</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row0_col8\" class=\"data row0 col8\" >144.77</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row0_col9\" class=\"data row0 col9\" >7.97</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row0_col10\" class=\"data row0 col10\" >81.53</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row0_col11\" class=\"data row0 col11\" >4.23</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_772545c0_c393_11eb_92c8_02420a394e50level0_row1\" class=\"row_heading level0 row1\" >eu_sales</th>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row1_col0\" class=\"data row1 col0\" >159.34</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row1_col1\" class=\"data row1 col1\" >9.46</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row1_col2\" class=\"data row1 col2\" >10.79</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row1_col3\" class=\"data row1 col3\" >26.32</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row1_col4\" class=\"data row1 col4\" >21.41</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row1_col5\" class=\"data row1 col5\" >1.4</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row1_col6\" class=\"data row1 col6\" >27.29</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row1_col7\" class=\"data row1 col7\" >48.53</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row1_col8\" class=\"data row1 col8\" >113.47</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row1_col9\" class=\"data row1 col9\" >14.55</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row1_col10\" class=\"data row1 col10\" >69.09</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row1_col11\" class=\"data row1 col11\" >5.17</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_772545c0_c393_11eb_92c8_02420a394e50level0_row2\" class=\"row_heading level0 row2\" >jp_sales</th>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row2_col0\" class=\"data row2 col0\" >52.8</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row2_col1\" class=\"data row2 col1\" >8.24</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row2_col2\" class=\"data row2 col2\" >9.44</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row2_col3\" class=\"data row2 col3\" >12.86</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row2_col4\" class=\"data row2 col4\" >8.63</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row2_col5\" class=\"data row2 col5\" >2.14</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row2_col6\" class=\"data row2 col6\" >2.5</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row2_col7\" class=\"data row2 col7\" >65.44</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row2_col8\" class=\"data row2 col8\" >9.23</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row2_col9\" class=\"data row2 col9\" >10.41</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row2_col10\" class=\"data row2 col10\" >8.01</td>\n",
       "                        <td id=\"T_772545c0_c393_11eb_92c8_02420a394e50row2_col11\" class=\"data row2 col11\" >2.88</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f6dfcc82090>"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# select data grouped by genre and sales from each region.\n",
    "top_genres=games_recent.groupby('genre')['na_sales','eu_sales', 'jp_sales'].sum().T\n",
    "top_genres.style.background_gradient(cmap='BrBG', axis=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#apply the top_salesby function to generate pie chart of genres for each region\n",
    "top_salesby(top_genres, 'genre')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Similar to platforms, the popularity of various genres was different across regions. While the Action genre was the most famous genre in North America and Europe, it was the second popular in Japan. Interestingly, the Role-Playing genre was the most famous genre in Japan, while it is in 4th place in NA or EU. All these most likely be originated from cultural differences between regions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ESRB rating vs sales\n",
    "Do ESRB ratings affect sales in individual regions?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "            background-color:  #f5efdc;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_779165c0_c393_11eb_92c8_02420a394e50\" ><thead>    <tr>        <th class=\"index_name level0\" >rating</th>        <th class=\"col_heading level0 col0\" >E</th>        <th class=\"col_heading level0 col1\" >E10+</th>        <th class=\"col_heading level0 col2\" >M</th>        <th class=\"col_heading level0 col3\" >T</th>        <th class=\"col_heading level0 col4\" >unknown</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_779165c0_c393_11eb_92c8_02420a394e50level0_row0\" class=\"row_heading level0 row0\" >na_sales</th>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row0_col0\" class=\"data row0 col0\" >114.37</td>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row0_col1\" class=\"data row0 col1\" >75.7</td>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row0_col2\" class=\"data row0 col2\" >231.57</td>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row0_col3\" class=\"data row0 col3\" >66.02</td>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row0_col4\" class=\"data row0 col4\" >103.31</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_779165c0_c393_11eb_92c8_02420a394e50level0_row1\" class=\"row_heading level0 row1\" >eu_sales</th>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row1_col0\" class=\"data row1 col0\" >113.03</td>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row1_col1\" class=\"data row1 col1\" >55.37</td>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row1_col2\" class=\"data row1 col2\" >193.96</td>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row1_col3\" class=\"data row1 col3\" >52.96</td>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row1_col4\" class=\"data row1 col4\" >91.5</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_779165c0_c393_11eb_92c8_02420a394e50level0_row2\" class=\"row_heading level0 row2\" >jp_sales</th>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row2_col0\" class=\"data row2 col0\" >28.33</td>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row2_col1\" class=\"data row2 col1\" >8.19</td>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row2_col2\" class=\"data row2 col2\" >21.2</td>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row2_col3\" class=\"data row2 col3\" >26.02</td>\n",
       "                        <td id=\"T_779165c0_c393_11eb_92c8_02420a394e50row2_col4\" class=\"data row2 col4\" >108.84</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f6d85de7e10>"
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# select data grouped by ESRb rating and sales from each region.\n",
    "top_rating=games_recent.groupby('rating')['na_sales','eu_sales', 'jp_sales'].sum().T\n",
    "top_rating.style.background_gradient(cmap='BrBG', axis=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#apply the top_salesby function to generate pie chart of ESRB rating for each region\n",
    "top_salesby(top_rating, 'rating')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Games rated as M by ESRB are more popular than other games in North America and Europe, but it is less popular in Japan. Most of the games popular in Japan has not been rated in our Dataset, i.e. \"unknown\" rating."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusion\n",
    "In different regions, different platforms were popular. For example, while the X360 stood out in North America, PS3 or PS4 were more popular in Europe. Surprisingly, the Nintendo 3DS was much more popular than any other platform in Japan.\n",
    "\n",
    "Similar to platforms, the popularity of various genres was different across regions. While the Action genre was the most famous genre in North America and Europe, it was the second popular in Japan. Interestingly, the Role-Playing genre was the most famous genre in Japan, while it is in 4th place in NA or EU. All these most likely be originated from cultural differences between regions.\n",
    "\n",
    "Games rated as M by ESRB are more popular than other games in North America and Europe, but it is less popular in Japan. Most of the games popular in Japan has not been rated in our Dataset, i.e. \"unknown\" rating."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test the following hypotheses:\n",
    "\n",
    "- Average user ratings of the Xbox One and PC platforms are the same.\n",
    "- Average user ratings for the Action and Sports genres are different.\n",
    "\n",
    "Set the alpha threshold value yourself.Explain:\n",
    "- How you formulated the null and alternative hypotheses\n",
    "- What significance level you chose to test the hypotheses, and why"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### User ratings of the Xbox One and PC\n",
    "Average user ratings of the Xbox One and PC platforms are the same."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> ```Null hypothesis```: Average user rating for PC and Xbox One *are equal*!\n",
    "```Alternative hypothesis```: Average user rating for PC and Xbox One *are not equal*!\n",
    "We have chosen ```alpha as 0.05```, which will give us 95% confidence about our finding. This is a generally accepted value!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p-value: 0.5489537965134912\n",
      "We fail to reject the null hypothesis!\n",
      "An average user ratig of 6.52±1.38 for Xbox One is not significantly different than average user rating of 6.43±1.66 for PC.\n"
     ]
    }
   ],
   "source": [
    "# get user_score values of each platform and get rid of NaN values\n",
    "xone=games_recent[games_recent['platform']=='XOne']['user_score'].dropna()\n",
    "pc=games_recent[games_recent['platform']=='PC']['user_score'].dropna()\n",
    "\n",
    "alpha=0.05 #confidence level 95%\n",
    "\n",
    "#test difference of mean of each plan\n",
    "results = st.ttest_ind(xone, pc, equal_var=False)\n",
    "print('p-value:', results.pvalue)\n",
    "\n",
    "if results.pvalue < alpha:\n",
    "    print('We reject the null hypothesis!\\nAn average user ratig of {}\\u00B1{} for Xbox One is significantly \\\n",
    "different than average user rating of {}\\u00B1{} for PC.'\\\n",
    "          .format(round(xone.mean(), 2), round(xone.std(), 2), round(pc.mean(), 2), round(pc.std(), 2)))\n",
    "else:\n",
    "    print('We fail to reject the null hypothesis!\\nAn average user ratig of {}\\u00B1{} for Xbox One is not significantly \\\n",
    "different than average user rating of {}\\u00B1{} for PC.'\\\n",
    "          .format(round(xone.mean(), 2), round(xone.std(), 2), round(pc.mean(), 2), round(pc.std(), 2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### User ratings for the Action and Sports\n",
    "Average user ratings for the Action and Sports genres are different."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> ```Null hypothesis```: Average user rating for the Action genre and the Sports genre *are equal*!\n",
    "```Alternative hypothesis```: Average user rating for the Action genre and the Sports genre *are not equal*!\n",
    "We have chosen ```alpha as 0.05```, which will give us 95% confidence about our finding. This is a generally accepted value!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p-value: 4.24307776572644e-20\n",
      "We reject the null hypothesis!\n",
      "An average user ratig of 6.83±1.37 for the action genre is significantly different than average user rating of 5.46±1.74 for the sports genre.\n"
     ]
    }
   ],
   "source": [
    "# get user_score values of each genre and get rid of NaN values\n",
    "action=games_recent[games_recent['genre']=='Action']['user_score'].dropna()\n",
    "sports=games_recent[games_recent['genre']=='Sports']['user_score'].dropna()\n",
    "\n",
    "alpha=0.05 #confidence level 95%\n",
    "\n",
    "#test difference of mean of each plan\n",
    "results = st.ttest_ind(action, sports, equal_var=False)\n",
    "print('p-value:', results.pvalue)\n",
    "\n",
    "if results.pvalue < alpha:\n",
    "    print('We reject the null hypothesis!\\nAn average user ratig of {}\\u00B1{} for the action genre is significantly \\\n",
    "different than average user rating of {}\\u00B1{} for the sports genre.'\\\n",
    "          .format(round(action.mean(), 2), round(action.std(), 2), round(sports.mean(), 2), round(sports.std(), 2)))\n",
    "else:\n",
    "    print('We fail to reject the null hypothesis!\\nAn average user ratig of {}\\u00B1{} for the action genre is not \\\n",
    "significantly different than average user rating of {}\\u00B1{} for the sports genre.'\\\n",
    "          .format(round(action.mean(), 2), round(action.std(), 2), round(sports.mean(), 2), round(sports.std(), 2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusion\n",
    "\n",
    "Average user rating for PC and Xbox One was not significantly different. That means of them got around 6.5 rating from users.\n",
    "An average user rating for the action and the sports genre were significantly different. That means, actions games usually get higher rating from users (6.8 vs 5.5)!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## General Conclusions\n",
    "- All necessary Python packages and dataset has been successfully loaded. Data has **11 columns** and **16715 rows**.\n",
    "\n",
    "**```Data Preprocessing```**\n",
    "\n",
    "- All column names were converted to lowercase to easily deal with them in future. The missing values were observed in data. The most likely reason for missing values is that they were left blank during filling the table. This might be due to that the values were not released (e.g. ESRB rating, user/critic scores) or the person who filled the table could not reach the information (release year etc) at the time of filling the table. We  have dealt with missing values as follows:\n",
    "    - Both **name and genre** columns have a similar number of missing values and they are only in 2 rows. We can drop these two rows.\n",
    "    - Similarly, the **year_of_release** column has also missing values, which is only 1.6%. We will drop them as well!\n",
    "    - The **critic_score and user_score** columns have a lot of missing values (51% and 40% respectively). Actually, we will fill them, for example with median values of each genre. But in that case, our results will be biased. Since we are not going to use machine learning algorithms in this project. Let's leave them as is, in order to avoid any bias!\n",
    "    - The **rating** column also has a lot of missing values. We will fill them as \"unknown\".\n",
    "\n",
    "\n",
    "- The data types of **year_of_release and user_score** columns were changed (float->datetime and object-> float, respectively). However, it was observed that the **user_score** column was containing \"tbd\" values. Since we don't know these values, they were treated as missing values, i.e. \"tbd\" converted to \"NaN\".\n",
    "\n",
    "- A new column containing information about global sales is created by adding **na_sales, eu_sales, jp_sales and other_sales** columns. This column was named \"total_sales\".\n",
    "\n",
    "\n",
    "\n",
    "**```Visualizations and Analysis```**\n",
    "\n",
    "- Very few games were released before 1990. But then the number of games exponentially increased until 2008-2009 with the development of technology. At this peak times, around 1400 games were released yearly. Then the number of games decreased somehow and stabilized to ~600 games per year after 2011.\n",
    "\n",
    "- Total sales for each platform differentiate significantly. Some platforms have very few sales. However, some platforms made more than 700 mln USD in sales until 2016, such as PS, DS, Wii, PS3, X360 and PS2. We have chosen those platforms and analyzed in how many years they obtained such an amount of money. In general, it takes around 5 years for a new platform to shine, and again 5 years it takes to fade out. However, Nintendo DS is an exception for this.\n",
    "\n",
    "- From previous tasks, it has been observed that the number of the game published got stabilized after 2011 and from the description of the project we know that data for 2016 is not complete. Therefore, we have selected games that were released between 2011 and 2016.\n",
    "\n",
    "- In recent years, sales of PlayStation 3 and Xbox 360 were shrinking, while sales of their upgraded versions, i.e. PlayStation 4 and Xbox One, were expanding. While sales of PC, WiiU and 3DS did not change much, their sales are quite small compared to PS4 and Xone. **Hence for 2017, PlayStation 4 and Xbox One look more promising choice!**\n",
    "\n",
    "- There are games with very high sales especially for PS3, X360, PS4, 3DS platforms. In addition, 106 of the 2384 games sold more than 2.5 million USD in the last 4 years. However, the median sales across platforms are more or less similar, especially for the PS3, X360, PS4, 3DS, and Xone. Unlike the median sales, when we analyze the average sales per game across platforms, PS4, X360 and Xone stand out more. **Again it suggests PS4 or Xbox One.**\n",
    "\n",
    "- There is a very small correlation between user score and total sales (0.024). But the correlation of professional rating (i.e. critic_score) and total sales were more pronounced (0.43). From the scatter plots, we can say that **games that received a good rating from professionals are less likely to be bad in sales**.\n",
    "\n",
    "- \"GTA V, CoD Black ops3 and Pokemon X/Y\" were selected as popular games due to their high total sales. Then we have analyzed their sales on different platforms. \"GTA V\" is one of the profitable games and although, it is played on different platforms (PS3, PS4, X360, XOne, and PC), its sales are more profound in PS3, PS4 and X360 platforms. On other hand, another popular game \"Pokemon X/Y\" is only played on Nintendo 3DS.\n",
    "\n",
    "- More games with \"action, shooter, role-playing and sports\" genres have been released. When we visualize individual sales of each game, we have seen that the same genres are good at sales. However, average sales per game in each genre showed that \"shooter\" games are more promising than others. Genres with low sales were \"adventure, puzzle and strategy\". **Shooter genre is suggested**\n",
    "\n",
    "- In different regions, different platforms were popular. For example, while the **X360 stood out in North America, PS3 or PS4 were more popular in Europe. Surprisingly, the Nintendo 3DS was much more popular than any other platform in Japan.**\n",
    "\n",
    "- Similar to platforms, the popularity of various genres was different across regions. While the **Action genre was the most famous genre in North America and Europe**, it was the second popular in Japan. Interestingly, the **Role-Playing genre was the most famous genre in Japan**, while it is in 4th place in NA or EU. All these most likely be originated from cultural differences between regions.\n",
    "\n",
    "- Games rated as M by ESRB are more popular than other games in North America and Europe, but it is less popular in Japan. Most of the games popular in Japan has not been rated in our Dataset, i.e. \"unknown\" rating.\n",
    "\n",
    "\n",
    "\n",
    "**```Testing```**\n",
    "\n",
    "- **An average user rating for PC and Xbox One was not significantly different**. User usually rate these platforms equally (~6.5).\n",
    "- **An average user rating for the action and the sports genre were significantly different**. That means, actions games usually get higher rating from users (6.8 vs 5.5)!"
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