diff --git a/submissions/Do_Bye_Weeks_Matter_.ipynb b/submissions/Do_Bye_Weeks_Matter_.ipynb
index dc6ff2c..2069681 100644
--- a/submissions/Do_Bye_Weeks_Matter_.ipynb
+++ b/submissions/Do_Bye_Weeks_Matter_.ipynb
@@ -58,7 +58,7 @@
           "height": 531
         },
         "id": "ELU_cW3gIl48",
-        "outputId": "9406bbc9-f7b2-4d25-f12a-db03a360d244"
+        "outputId": "5524d65a-3ab1-4129-ab2c-893d8330d634"
       },
       "outputs": [
         {
@@ -66,7 +66,7 @@
             "text/html": [
               "\n",
               "\n",
-              "  <div id=\"df-605a17a2-a46b-4346-abab-265274505a09\">\n",
+              "  <div id=\"df-25feedf9-c3c6-49ef-8a49-6f63fa637944\">\n",
               "    <div class=\"colab-df-container\">\n",
               "      <div>\n",
               "<style scoped>\n",
@@ -89,9 +89,7 @@
               "      <th>draft_id</th>\n",
               "      <th>draft_time</th>\n",
               "      <th>clock</th>\n",
-              "      <th>draft_entry_id</th>\n",
               "      <th>tournament_entry_id</th>\n",
-              "      <th>tournament_round_draft_entry_id</th>\n",
               "      <th>tournament_round_number</th>\n",
               "      <th>player_name</th>\n",
               "      <th>position_name</th>\n",
@@ -103,119 +101,115 @@
               "      <th>pick_points</th>\n",
               "      <th>roster_points</th>\n",
               "      <th>playoff_team</th>\n",
-              "      <th>year</th>\n",
+              "      <th>draft_entry_id</th>\n",
+              "      <th>tournament_round_draft_entry_id</th>\n",
               "    </tr>\n",
               "  </thead>\n",
               "  <tbody>\n",
               "    <tr>\n",
               "      <th>0</th>\n",
-              "      <td>d4e1b2c6-26e0-48ec-a2e9-ca4d43f00ade</td>\n",
-              "      <td>2022-08-27 05:38:33.558728</td>\n",
+              "      <td>00009a0e-b1a6-42e0-b1cf-3f884cc0999b</td>\n",
+              "      <td>2021-08-28 17:06:42.031664+00:00</td>\n",
               "      <td>30</td>\n",
-              "      <td>7336d518-d05e-4f45-9229-f61e24c0b6d3</td>\n",
-              "      <td>6408bcff-e8a1-4d9b-a001-2a75106c613a</td>\n",
-              "      <td>ec3b5930-e7f4-47e8-ad17-3bb430a16525</td>\n",
+              "      <td>e1fdb4f8-4da3-4a09-8e6c-ef294c053251</td>\n",
               "      <td>1</td>\n",
-              "      <td>Courtland Sutton</td>\n",
+              "      <td>Jalen Reagor</td>\n",
               "      <td>WR</td>\n",
-              "      <td>9</td>\n",
-              "      <td>33.27</td>\n",
-              "      <td>10</td>\n",
-              "      <td>34</td>\n",
-              "      <td>3</td>\n",
-              "      <td>77.0</td>\n",
-              "      <td>1491.90</td>\n",
+              "      <td>14</td>\n",
+              "      <td>139.48</td>\n",
+              "      <td>1</td>\n",
+              "      <td>144</td>\n",
+              "      <td>12</td>\n",
+              "      <td>31.2</td>\n",
+              "      <td>1613.92</td>\n",
               "      <td>0</td>\n",
-              "      <td>2021</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>1</th>\n",
-              "      <td>d4e1b2c6-26e0-48ec-a2e9-ca4d43f00ade</td>\n",
-              "      <td>2022-08-27 05:38:33.558728</td>\n",
+              "      <td>00009a0e-b1a6-42e0-b1cf-3f884cc0999b</td>\n",
+              "      <td>2021-08-28 17:06:42.031664+00:00</td>\n",
               "      <td>30</td>\n",
-              "      <td>61ca1fda-226c-4719-9b03-955e8c9b8fe5</td>\n",
-              "      <td>a26bdf98-1180-499a-8a5f-83bc51411fd6</td>\n",
-              "      <td>b41eec81-6482-4dfa-9000-e68f7a579cd3</td>\n",
+              "      <td>b1e60f0c-2982-4e5c-8f80-da9a104cb290</td>\n",
               "      <td>1</td>\n",
-              "      <td>Brevin Jordan</td>\n",
-              "      <td>TE</td>\n",
+              "      <td>Marquez Callaway</td>\n",
+              "      <td>WR</td>\n",
               "      <td>6</td>\n",
-              "      <td>194.50</td>\n",
-              "      <td>5</td>\n",
-              "      <td>188</td>\n",
-              "      <td>16</td>\n",
-              "      <td>9.5</td>\n",
-              "      <td>1493.08</td>\n",
+              "      <td>107.46</td>\n",
+              "      <td>6</td>\n",
+              "      <td>115</td>\n",
+              "      <td>10</td>\n",
+              "      <td>81.9</td>\n",
+              "      <td>1525.06</td>\n",
               "      <td>0</td>\n",
-              "      <td>2021</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>2</th>\n",
-              "      <td>d4e1b2c6-26e0-48ec-a2e9-ca4d43f00ade</td>\n",
-              "      <td>2022-08-27 05:38:33.558728</td>\n",
+              "      <td>00009a0e-b1a6-42e0-b1cf-3f884cc0999b</td>\n",
+              "      <td>2021-08-28 17:06:42.031664+00:00</td>\n",
               "      <td>30</td>\n",
-              "      <td>6c505321-ae39-466a-ace2-1445ed993a45</td>\n",
-              "      <td>0e92232b-a16b-42fd-a18a-e9d956b68654</td>\n",
-              "      <td>1a91ea08-f183-4338-ae82-4f94290af4a4</td>\n",
+              "      <td>b1e60f0c-2982-4e5c-8f80-da9a104cb290</td>\n",
               "      <td>1</td>\n",
-              "      <td>K.J. Osborn</td>\n",
+              "      <td>Amari Cooper</td>\n",
               "      <td>WR</td>\n",
               "      <td>7</td>\n",
-              "      <td>145.59</td>\n",
-              "      <td>7</td>\n",
-              "      <td>151</td>\n",
-              "      <td>13</td>\n",
-              "      <td>44.9</td>\n",
-              "      <td>1467.62</td>\n",
+              "      <td>31.75</td>\n",
+              "      <td>6</td>\n",
+              "      <td>30</td>\n",
+              "      <td>3</td>\n",
+              "      <td>116.3</td>\n",
+              "      <td>1525.06</td>\n",
               "      <td>0</td>\n",
-              "      <td>2021</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>3</th>\n",
-              "      <td>d4e1b2c6-26e0-48ec-a2e9-ca4d43f00ade</td>\n",
-              "      <td>2022-08-27 05:38:33.558728</td>\n",
+              "      <td>00009a0e-b1a6-42e0-b1cf-3f884cc0999b</td>\n",
+              "      <td>2021-08-28 17:06:42.031664+00:00</td>\n",
               "      <td>30</td>\n",
-              "      <td>7336d518-d05e-4f45-9229-f61e24c0b6d3</td>\n",
-              "      <td>6408bcff-e8a1-4d9b-a001-2a75106c613a</td>\n",
-              "      <td>ec3b5930-e7f4-47e8-ad17-3bb430a16525</td>\n",
+              "      <td>5388d065-c260-45cc-b9bf-fcb37f767d2c</td>\n",
               "      <td>1</td>\n",
-              "      <td>James Robinson</td>\n",
+              "      <td>Rhamondre Stevenson</td>\n",
               "      <td>RB</td>\n",
-              "      <td>10</td>\n",
-              "      <td>137.40</td>\n",
-              "      <td>10</td>\n",
-              "      <td>130</td>\n",
+              "      <td>14</td>\n",
+              "      <td>171.55</td>\n",
               "      <td>11</td>\n",
-              "      <td>65.6</td>\n",
-              "      <td>1491.90</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2021</td>\n",
+              "      <td>158</td>\n",
+              "      <td>14</td>\n",
+              "      <td>66.5</td>\n",
+              "      <td>1669.72</td>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>4</th>\n",
-              "      <td>d4e1b2c6-26e0-48ec-a2e9-ca4d43f00ade</td>\n",
-              "      <td>2022-08-27 05:38:33.558728</td>\n",
+              "      <td>00009a0e-b1a6-42e0-b1cf-3f884cc0999b</td>\n",
+              "      <td>2021-08-28 17:06:42.031664+00:00</td>\n",
               "      <td>30</td>\n",
-              "      <td>d8518c24-eba6-49ff-925c-34efe5d90dc1</td>\n",
-              "      <td>b65930ef-39d3-463b-84e1-fa5b6d05e40c</td>\n",
-              "      <td>17b3175f-7f9f-4bc0-96f6-077ab4b8301f</td>\n",
+              "      <td>5388d065-c260-45cc-b9bf-fcb37f767d2c</td>\n",
               "      <td>1</td>\n",
-              "      <td>Jamaal Williams</td>\n",
+              "      <td>Darrynton Evans</td>\n",
               "      <td>RB</td>\n",
-              "      <td>6</td>\n",
-              "      <td>156.86</td>\n",
-              "      <td>8</td>\n",
-              "      <td>161</td>\n",
-              "      <td>14</td>\n",
-              "      <td>147.5</td>\n",
-              "      <td>1680.26</td>\n",
-              "      <td>0</td>\n",
-              "      <td>2021</td>\n",
+              "      <td>13</td>\n",
+              "      <td>201.35</td>\n",
+              "      <td>11</td>\n",
+              "      <td>203</td>\n",
+              "      <td>17</td>\n",
+              "      <td>2.8</td>\n",
+              "      <td>1669.72</td>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
               "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-605a17a2-a46b-4346-abab-265274505a09')\"\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-25feedf9-c3c6-49ef-8a49-6f63fa637944')\"\n",
               "              title=\"Convert this dataframe to an interactive table.\"\n",
               "              style=\"display:none;\">\n",
               "\n",
@@ -228,8 +222,8 @@
               "\n",
               "\n",
               "\n",
-              "    <div id=\"df-5b0bcb85-691f-4475-b3d6-43a21a06b32e\">\n",
-              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-5b0bcb85-691f-4475-b3d6-43a21a06b32e')\"\n",
+              "    <div id=\"df-2374660a-1d23-4a85-9e7d-c4319a805f36\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-2374660a-1d23-4a85-9e7d-c4319a805f36')\"\n",
               "              title=\"Suggest charts.\"\n",
               "              style=\"display:none;\">\n",
               "\n",
@@ -286,7 +280,7 @@
               "\n",
               "function displayQuickchartButton(domScope) {\n",
               "  let quickchartButtonEl =\n",
-              "    domScope.querySelector('#df-5b0bcb85-691f-4475-b3d6-43a21a06b32e button.colab-df-quickchart');\n",
+              "    domScope.querySelector('#df-2374660a-1d23-4a85-9e7d-c4319a805f36 button.colab-df-quickchart');\n",
               "  quickchartButtonEl.style.display =\n",
               "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "}\n",
@@ -333,12 +327,12 @@
               "\n",
               "      <script>\n",
               "        const buttonEl =\n",
-              "          document.querySelector('#df-605a17a2-a46b-4346-abab-265274505a09 button.colab-df-convert');\n",
+              "          document.querySelector('#df-25feedf9-c3c6-49ef-8a49-6f63fa637944 button.colab-df-convert');\n",
               "        buttonEl.style.display =\n",
               "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-605a17a2-a46b-4346-abab-265274505a09');\n",
+              "          const element = document.querySelector('#df-25feedf9-c3c6-49ef-8a49-6f63fa637944');\n",
               "          const dataTable =\n",
               "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                     [key], {});\n",
@@ -359,47 +353,40 @@
               "  </div>\n"
             ],
             "text/plain": [
-              "                               draft_id                  draft_time  clock  \\\n",
-              "0  d4e1b2c6-26e0-48ec-a2e9-ca4d43f00ade  2022-08-27 05:38:33.558728     30   \n",
-              "1  d4e1b2c6-26e0-48ec-a2e9-ca4d43f00ade  2022-08-27 05:38:33.558728     30   \n",
-              "2  d4e1b2c6-26e0-48ec-a2e9-ca4d43f00ade  2022-08-27 05:38:33.558728     30   \n",
-              "3  d4e1b2c6-26e0-48ec-a2e9-ca4d43f00ade  2022-08-27 05:38:33.558728     30   \n",
-              "4  d4e1b2c6-26e0-48ec-a2e9-ca4d43f00ade  2022-08-27 05:38:33.558728     30   \n",
-              "\n",
-              "                         draft_entry_id                   tournament_entry_id  \\\n",
-              "0  7336d518-d05e-4f45-9229-f61e24c0b6d3  6408bcff-e8a1-4d9b-a001-2a75106c613a   \n",
-              "1  61ca1fda-226c-4719-9b03-955e8c9b8fe5  a26bdf98-1180-499a-8a5f-83bc51411fd6   \n",
-              "2  6c505321-ae39-466a-ace2-1445ed993a45  0e92232b-a16b-42fd-a18a-e9d956b68654   \n",
-              "3  7336d518-d05e-4f45-9229-f61e24c0b6d3  6408bcff-e8a1-4d9b-a001-2a75106c613a   \n",
-              "4  d8518c24-eba6-49ff-925c-34efe5d90dc1  b65930ef-39d3-463b-84e1-fa5b6d05e40c   \n",
+              "                               draft_id                        draft_time  \\\n",
+              "0  00009a0e-b1a6-42e0-b1cf-3f884cc0999b  2021-08-28 17:06:42.031664+00:00   \n",
+              "1  00009a0e-b1a6-42e0-b1cf-3f884cc0999b  2021-08-28 17:06:42.031664+00:00   \n",
+              "2  00009a0e-b1a6-42e0-b1cf-3f884cc0999b  2021-08-28 17:06:42.031664+00:00   \n",
+              "3  00009a0e-b1a6-42e0-b1cf-3f884cc0999b  2021-08-28 17:06:42.031664+00:00   \n",
+              "4  00009a0e-b1a6-42e0-b1cf-3f884cc0999b  2021-08-28 17:06:42.031664+00:00   \n",
               "\n",
-              "        tournament_round_draft_entry_id  tournament_round_number  \\\n",
-              "0  ec3b5930-e7f4-47e8-ad17-3bb430a16525                        1   \n",
-              "1  b41eec81-6482-4dfa-9000-e68f7a579cd3                        1   \n",
-              "2  1a91ea08-f183-4338-ae82-4f94290af4a4                        1   \n",
-              "3  ec3b5930-e7f4-47e8-ad17-3bb430a16525                        1   \n",
-              "4  17b3175f-7f9f-4bc0-96f6-077ab4b8301f                        1   \n",
+              "   clock                   tournament_entry_id  tournament_round_number  \\\n",
+              "0     30  e1fdb4f8-4da3-4a09-8e6c-ef294c053251                        1   \n",
+              "1     30  b1e60f0c-2982-4e5c-8f80-da9a104cb290                        1   \n",
+              "2     30  b1e60f0c-2982-4e5c-8f80-da9a104cb290                        1   \n",
+              "3     30  5388d065-c260-45cc-b9bf-fcb37f767d2c                        1   \n",
+              "4     30  5388d065-c260-45cc-b9bf-fcb37f767d2c                        1   \n",
               "\n",
-              "        player_name position_name  bye_week  projection_adp  pick_order  \\\n",
-              "0  Courtland Sutton            WR         9           33.27          10   \n",
-              "1     Brevin Jordan            TE         6          194.50           5   \n",
-              "2       K.J. Osborn            WR         7          145.59           7   \n",
-              "3    James Robinson            RB        10          137.40          10   \n",
-              "4   Jamaal Williams            RB         6          156.86           8   \n",
+              "           player_name position_name  bye_week  projection_adp  pick_order  \\\n",
+              "0         Jalen Reagor            WR        14          139.48           1   \n",
+              "1     Marquez Callaway            WR         6          107.46           6   \n",
+              "2         Amari Cooper            WR         7           31.75           6   \n",
+              "3  Rhamondre Stevenson            RB        14          171.55          11   \n",
+              "4      Darrynton Evans            RB        13          201.35          11   \n",
               "\n",
               "   overall_pick_number  team_pick_number  pick_points  roster_points  \\\n",
-              "0                   34                 3         77.0        1491.90   \n",
-              "1                  188                16          9.5        1493.08   \n",
-              "2                  151                13         44.9        1467.62   \n",
-              "3                  130                11         65.6        1491.90   \n",
-              "4                  161                14        147.5        1680.26   \n",
+              "0                  144                12         31.2        1613.92   \n",
+              "1                  115                10         81.9        1525.06   \n",
+              "2                   30                 3        116.3        1525.06   \n",
+              "3                  158                14         66.5        1669.72   \n",
+              "4                  203                17          2.8        1669.72   \n",
               "\n",
-              "   playoff_team  year  \n",
-              "0             0  2021  \n",
-              "1             0  2021  \n",
-              "2             0  2021  \n",
-              "3             0  2021  \n",
-              "4             0  2021  "
+              "   playoff_team draft_entry_id tournament_round_draft_entry_id  \n",
+              "0             0            NaN                             NaN  \n",
+              "1             0            NaN                             NaN  \n",
+              "2             0            NaN                             NaN  \n",
+              "3             1            NaN                             NaN  \n",
+              "4             1            NaN                             NaN  "
             ]
           },
           "execution_count": 2,
@@ -421,28 +408,31 @@
         "\n",
         "data = pd.DataFrame()\n",
         "\n",
+        "# 2021 regular season data\n",
+        "github_api_url = \"https://api.github.com/repos/fantasydatapros/best-ball-data-bowl/contents/data/2021/regular_season\"\n",
+        "df_21 = fetch_csv_from_github(github_api_url)\n",
+        "\n",
         "# 2022 regular season data - fasts\n",
         "github_api_url = \"https://api.github.com/repos/fantasydatapros/best-ball-data-bowl/contents/data/2022/regular_season/fast\"\n",
-        "df = fetch_csv_from_github(github_api_url)\n",
-        "if df is not None:\n",
-        "    data = pd.concat([data, df])\n",
-        "    data['year'] = 2022\n",
+        "df_22_fast = fetch_csv_from_github(github_api_url)\n",
         "\n",
         "# 2022 regular season data - slows\n",
         "github_api_url = \"https://api.github.com/repos/fantasydatapros/best-ball-data-bowl/contents/data/2022/regular_season/mixed\"\n",
-        "df = fetch_csv_from_github(github_api_url)\n",
-        "if df is not None:\n",
-        "    data = pd.concat([data, df])\n",
-        "    data['year'] = 2022\n",
+        "df_22_slow = fetch_csv_from_github(github_api_url)\n",
         "\n",
-        "# 2021 regular season data\n",
-        "github_api_url = \"https://api.github.com/repos/fantasydatapros/best-ball-data-bowl/contents/data/2021/regular_season\"\n",
-        "df = fetch_csv_from_github(github_api_url)\n",
-        "if df is not None:\n",
-        "    data = pd.concat([data, df])\n",
-        "    data['year'] = 2021\n",
+        "df_22 = pd.concat([df_22_fast, df_22_slow], ignore_index=True)\n",
         "\n",
-        "data = data.reset_index(drop=True)\n",
+        "# 2022 postseason data\n",
+        "github_api_url = 'https://api.github.com/repos/fantasydatapros/best-ball-data-bowl/contents/data/2022/post_season/quarterfinals/'\n",
+        "df_22_post = fetch_csv_from_github(github_api_url)\n",
+        "\n",
+        "#Get unique tournament_entry_id from the 'df_22_post' DataFrame\n",
+        "playoffs_2022 = df_22_post['tournament_entry_id'].unique()\n",
+        "\n",
+        "# Modify fast DataFrame\n",
+        "df_22['playoff_team'] = df_22['tournament_entry_id'].isin(playoffs_2022).astype(int)\n",
+        "\n",
+        "data = pd.concat([df_21,df_22], ignore_index=True)\n",
         "data.head()"
       ]
     },
@@ -459,14 +449,11 @@
       "cell_type": "code",
       "execution_count": null,
       "metadata": {
-        "colab": {
-          "background_save": true
-        },
         "id": "B5bb600NuTu-"
       },
       "outputs": [],
       "source": [
-        "# Create a DataFrame from your data (replace this with your actual DataFrame)\n",
+        "# Create a DataFrame from your data\n",
         "df = pd.DataFrame(data)\n",
         "# Create a column for position with byes\n",
         "df['position_bye'] = df['position_name'] + '_' + df['bye_week'].astype(str)\n",
@@ -488,92 +475,6 @@
         "unique_duplicate_counts_by_tournament_entry_id = get_unique_duplicate_counts_by_tournament_entry_id(df)"
       ]
     },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "bWOVyrp_Phlp"
-      },
-      "source": [
-        "Here is an example of how the new data would look for a specific entry."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "colab": {
-          "background_save": true
-        },
-        "id": "0uHOH3aR7Odo",
-        "outputId": "cd524475-f72a-4e1b-bf49-b54b23c1260c"
-      },
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "Duplicates for Entry ID 0000146a-e245-49c3-8a4e-8e739cfe1e46:\n",
-            "                      player_name  bye_week position_bye  playoff_team\n",
-            "4235497                Gabe Davis         7         WR_7             0\n",
-            "4235572                Josh Allen         7         QB_7             0\n",
-            "4235640           Isaiah McKenzie         7         WR_7             0\n",
-            "4235518             Joshua Kelley         8         RB_8             0\n",
-            "4235520  Marquez Valdes-Scantling         8         WR_8             0\n",
-            "4235563             Austin Ekeler         8         RB_8             0\n",
-            "4235484          Javonte Williams         9         RB_9             0\n",
-            "4235498              Daniel Jones         9         QB_9             0\n",
-            "4235581              Tony Pollard         9         RB_9             0\n",
-            "4235590           Diontae Johnson         9         WR_9             0\n",
-            "4235627            Dalton Schultz         9         TE_9             0\n",
-            "4235492                 Zack Moss        14        RB_14             0\n",
-            "4235513              Logan Thomas        14        TE_14             0\n",
-            "4235549     Cordarrelle Patterson        14        RB_14             0\n",
-            "4235574               Romeo Doubs        14        WR_14             0\n"
-          ]
-        }
-      ],
-      "source": [
-        " def get_duplicates_by_tournament_entry_id(df, tournament_entry_id):\n",
-        "    # Filter the DataFrame for the specific tournament_entry_id\n",
-        "    filtered_data = df[df['tournament_entry_id'] == tournament_entry_id]\n",
-        "\n",
-        "    # Group the filtered data\n",
-        "    grouped_data = filtered_data.groupby('bye_week')\n",
-        "\n",
-        "    duplicates_list = []\n",
-        "\n",
-        "    for bye_week, group_data in grouped_data:\n",
-        "        # Check if the group has duplicates\n",
-        "        if len(group_data) > 1:\n",
-        "            # Append 'position_name' to the selected columns\n",
-        "            duplicates_list.append(group_data[['player_name', 'bye_week','position_bye','playoff_team']])\n",
-        "\n",
-        "    if not duplicates_list:\n",
-        "        return None\n",
-        "\n",
-        "    # Concatenate the list of DataFrame containing duplicates\n",
-        "    duplicates_df = pd.concat(duplicates_list)\n",
-        "\n",
-        "    return duplicates_df\n",
-        "\n",
-        "# Replace 'your_tournament_entry_id_here' with the actual ID you want to check for duplicates\n",
-        "desired_tournament_entry_id = '0000146a-e245-49c3-8a4e-8e739cfe1e46'\n",
-        "duplicates_for_entry_id = get_duplicates_by_tournament_entry_id(df, desired_tournament_entry_id)\n",
-        "\n",
-        "if duplicates_for_entry_id is not None:\n",
-        "    print(f\"Duplicates for Entry ID {desired_tournament_entry_id}:\")\n",
-        "    print(duplicates_for_entry_id)\n",
-        "else:\n",
-        "    print(f\"No duplicates found for Entry ID {desired_tournament_entry_id}.\")"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "0O-aneiDgIqd"
-      },
-      "source": []
-    },
     {
       "cell_type": "markdown",
       "metadata": {
@@ -593,7 +494,7 @@
       "source": [
         "####We see a few things in the below data:\n",
         "1. Most playoff teams have 4 or 5 players with a duped bye week.\n",
-        "2. Having more than 5 players on the same bye has a small, negative affect on your advance rate."
+        "2. Having more than 5 players on the same bye is when you begin to decrease in advance rate."
       ]
     },
     {
@@ -601,10 +502,11 @@
       "execution_count": null,
       "metadata": {
         "colab": {
-          "background_save": true
+          "base_uri": "https://localhost:8080/",
+          "height": 582
         },
         "id": "r0961jzRhzqX",
-        "outputId": "f152b74a-e83e-4ec2-c2c1-a869b6a4d420"
+        "outputId": "424de8ee-c44c-40cb-8013-212e174c8940"
       },
       "outputs": [
         {
@@ -612,16 +514,16 @@
           "output_type": "stream",
           "text": [
             "  count  playoff_team\n",
-            "0   2-3          2257\n",
-            "1     4          9671\n",
-            "2     5          8266\n",
-            "3     6          3821\n",
-            "4    7+          1905\n"
+            "0   2-3          5483\n",
+            "1     4         35351\n",
+            "2     5         35921\n",
+            "3     6         16803\n",
+            "4    7+          7562\n"
           ]
         },
         {
           "data": {
-            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAAHHCAYAAABXx+fLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABwOklEQVR4nO3deVxN+f8H8Net1E0pabVEpJQlWZKyxIjCoDGjGCO7sTSWMCODZIsZTH4Y+za2GoPG2NPIVvZ97NtkixqUQtv9/P7w6Hxd3ejSFd3X8/G4D93P+Zxz3ue43fvqnM85VyaEECAiIiLSIjrFXQARERHRh8YARERERFqHAYiIiIi0DgMQERERaR0GICIiItI6DEBERESkdRiAiIiISOswABEREZHWYQAiIiIircMApEXi4uIgk8kQFxdX3KUAAHbu3AlXV1fI5XLIZDI8efIEALB69Wo4OTmhVKlSKFu2rEZrmDhxImQymUbXQe8m7/8mJSWluEvRardu3YJMJsPMmTOLuxQqBJlMhokTJxZ3GZ8EBqASYOXKlZDJZNJDLpfD0dERQUFBePDgQXGXp9J///0Hf39/GBoaYv78+Vi9ejWMjIxw6dIl9OrVC/b29liyZAkWL15cqOV9//33kMlkCAgI0HDln7YWLVoovVYMDQ3h4uKCiIgIKBSKd1pmfHw8Jk6cKAXYT83r+0RfXx9Vq1bFgAEDcPv27Q9aS25uLkxMTNCpU6d803755RfIZDL07Nkz37QJEyZAJpPhypUrH6JMtb148QK//PIL3N3dYWpqqvQe9bHW/D6ePXuGiRMnauyPze3btzPkFAG94i6Ais6kSZNQtWpVvHjxAgcPHsSCBQuwfft2nD9/HqVLly7u8pQcO3YMT58+xeTJk+Ht7S21x8XFQaFQYM6cOahevXqhliWEwPr162FnZ4e//voLT58+RZkyZTRV+ievUqVKCA8PBwCkpKRg3bp1GDFiBJKTkzF16lS1lxcfH4+wsDD06tVL40fsNOXVfZKVlYULFy5g4cKF2LVrFy5evPjBfn90dXXRuHFjxMfH55t26NAh6Onp4dChQyqnWVlZwdHR8UOUqZaUlBT4+vrixIkT+Pzzz/H111/D2NgYly9fRmRkJBYvXoysrKziLrNIPXv2DGFhYQBeBuyitn37dsyfP19lCHr+/Dn09PjRXhjcSyVI27Zt0bBhQwBAv379YG5ujtmzZ+PPP/9Et27dirk6ZQ8fPgSAfB+YBbW/SVxcHO7cuYO///4bPj4+2LRpk8q/kuklU1NTfPPNN9LzgQMHwsnJCXPnzsWkSZOgq6tbjNUVj9f3CQBUrVoVQUFBOHToEFq3bv3BamnatCliYmJw8eJFODs7S+2HDh2Cv78/1q1bh6SkJNjY2AAAcnJycOTIEbRp0+aD1aiOXr164dSpU/jjjz/w5ZdfKk2bPHkyfvzxx2Kq7OORkZEBIyOjIlmWXC4vkuVoA54CK8E+++wzAMDNmzcL7HPgwAF06dIFlStXhoGBAWxtbTFixAg8f/5c6rNixQrIZDKcOnUq3/zTpk2Drq4u7t69K7Vt2LABDRo0gKGhISwsLPDNN98oTW/RooUUUNzc3CCTydCrVy/Y2dkhNDQUAGBpaVnoc9lr165FzZo10bJlS3h7e2Pt2rUq+x08eBBubm6Qy+Wwt7fHokWL8vWpXbs2WrZsma9doVCgYsWK+Oqrr6S2mTNnwtPTE+bm5jA0NESDBg3wxx9/5JtXJpMhKCgI0dHRqF27NgwMDFCrVi3s3LkzX9+7d++ib9++qFChAgwMDFC1alUMGjRI6S/kJ0+eYPjw4bC1tYWBgQGqV6+OGTNmvPMpLLlcDjc3Nzx9+lQKoABw9uxZ9OrVC9WqVYNcLoeNjQ369OmD//77T+ozceJEjB49GsDLwJB3GunWrVtSnzVr1kivh3LlyqFr165qnVpKSUmBv78/TExMYG5ujmHDhuHFixfSdC8vL9StW1flvDVq1ICPj0+h1/WqvICR99f03r17IZPJsHnz5nx9161bB5lMhoSEBKnt0qVL+Oqrr1CuXDnI5XI0bNgQW7Zseet6mzZtCgBKR3pu3LiBpKQkBAUFQS6XK007ffo0MjIypPnUWfe7vpaEEBgwYAD09fWxadOmAvsdOXIE27ZtQ9++ffOFHwAwMDDIN7bo77//RrNmzWBkZISyZcuiU6dOuHjxolKfvPFh165dk448mpqaonfv3nj27Fm+9axZswaNGjVC6dKlYWZmhubNm2P37t1KfXbs2CGtt0yZMmjfvj3++ecfpT69evWCsbEx7t69Cz8/PxgbG8PS0hKjRo1Cbm4ugJdjpiwtLQEAYWFh0u9E3ntZ3jKuX7+Odu3aoUyZMujevTuAwr0f9+rVC/PnzwcApVO3eVS9b546dQpt27aFiYkJjI2N0apVKxw+fFipT95QikOHDiE4OBiWlpYwMjLCF198geTk5Hz7tEQQ9MlbsWKFACCOHTum1D5nzhwBQCxcuFAIIcTevXsFALF3716pz3fffSfatWsnpk2bJhYtWiT69u0rdHV1xVdffSX1SUtLE4aGhmLkyJH51l2zZk3x2Wef5avFzc1N/PLLL2LMmDHC0NBQ2NnZicePHwshhNi9e7cYMGCAACAmTZokVq9eLeLj48XmzZvFF198IQCIBQsWiNWrV4szZ868cdtfvHghypYtKyZPniyEEOK3334Turq64v79+0r9zp49KwwNDUXlypVFeHi4mDx5srC2thYuLi7i1V+DSZMmCR0dnXzz79u3TwAQGzZskNoqVaokBg8eLObNmydmz54tGjVqJACIrVu3Ks0LQNStW1eUL19eTJ48WURERIhq1aqJ0qVLi5SUFKnf3bt3RYUKFUTp0qXF8OHDxcKFC8X48eOFs7OztO8yMjKEi4uLMDc3F2PHjhULFy4UgYGBQiaTiWHDhr1xXwkhhJeXl6hVq1a+9oYNGwqZTCaePXsmtc2cOVM0a9ZMTJo0SSxevFgMGzZMGBoaikaNGgmFQiGEEOLMmTOiW7duAoD45ZdfxOrVq8Xq1atFenq6EEKIKVOmCJlMJgICAsSvv/4qwsLChIWFhdLroSChoaECgKhTp47o0KGDmDdvnvjmm28EANGjRw+p35IlSwQAce7cOaX5jx49KgCI33777a37xMnJSSQnJ4vk5GRx7949ERsbK2rVqiWqV68uMjMzhRBCKBQKYWtrK7788st8y2jXrp2wt7eXnp8/f16YmpqKmjVrihkzZoh58+aJ5s2bC5lMJjZt2vTGejIyMoSenp7o2bOn1Pbbb78JIyMjkZ2dLZo2bSpGjBghTYuIiBAAxJEjR9Rad2FfSzdv3hQAxM8//yyEECInJ0cEBgYKAwODfK/1140dO1YAEPv3739jvzwxMTFCT09PODo6ip9++kl6vZiZmYmbN29K/fJeG/Xq1ROdO3cWv/76q+jXr58AIL7//nulZU6cOFEAEJ6enuLnn38Wc+bMEV9//bX44YcflPavTCYTvr6+Yu7cuWLGjBnCzs5OlC1bVmm9PXv2FHK5XNSqVUv06dNHLFiwQHz55ZcCgPj111+FEEKkp6eLBQsWCADiiy++kH4n8t7LevbsKQwMDIS9vb3o2bOnWLhwofQaLcz7cXx8vGjdurUAIC179erV0nQAIjQ0VHp+/vx5YWRkJL3/TJ8+XVStWlUYGBiIw4cPS/3y3rvr1asnPvvsMzF37lwxcuRIoaurK/z9/Qv1//epYQAqAfJeuHv27BHJycni9u3bIjIyUpibmwtDQ0Nx584dIYTqAPTqB16e8PBwIZPJxL///iu1devWTVSoUEHk5uZKbSdPnhQAxIoVK4QQQmRlZQkrKytRu3Zt8fz5c6nf1q1bBQAxYcKEfDW/Htry3tiSk5MLte1//PGHACCuXr0qhHgZ1uRyufjll1+U+vn5+Qm5XK60TRcuXBC6urpKAejy5csCgJg7d67S/IMHDxbGxsZK++v1fZeVlSVq166tFAiFePmGpK+vL65duya1nTlzJt96AgMDhY6OTr59IoSQAsfkyZOFkZGRuHLlitL0MWPGCF1dXZGYmJh/J73i9Q/7S5cuidGjRwsAon379kp9Vb021q9fn+8D7eeffxYAlD4ohBDi1q1bQldXV0ydOlWp/dy5c0JPTy9f++vyXgsdO3ZUah88eLAAIH2gPHnyRMjlcqUPNCGEGDp0qDAyMpLCWEG8vLwEgHwPZ2dncePGDaW+ISEhwsDAQDx58kRqe/jwodDT01P60GnVqpWoU6eOePHihdSmUCiEp6encHBweGM9Qgjh5uamFKi+/fZb0bJlSyGEEN9//71wc3OTpn311VeidOnSIjs7W611F/a19GoAys7OFgEBAcLQ0FDs2rXrrduR9wfN28JuHldXV2FlZSX+++8/qe3MmTNCR0dHBAYGSm15r40+ffrkW5+5ubn0/OrVq0JHR0d88cUXSu9dQvzvd+rp06eibNmyon///krTk5KShKmpqVJ7z549pT/cXlWvXj3RoEED6XlycnK+IPL6MsaMGZNvWmHfj4cMGaL0vvWq19fr5+cn9PX1xfXr16W2e/fuiTJlyojmzZtLbXnvyd7e3tK+EUKIESNGCF1dXaXXfEnBU2AliLe3NywtLWFra4uuXbvC2NgYmzdvRsWKFQucx9DQUPo5IyMDKSkp8PT0hBBC6ZRXYGAg7t27h71790pta9euhaGhoXRo+/jx43j48CEGDx6sdB66ffv2cHJywrZt24pyc6UaGjZsKA2Yzjt0/eppsNzcXOzatQt+fn6oXLmy1O7s7Jzv9IijoyNcXV0RFRWlNP8ff/yBDh06KO2vV39+/PgxUlNT0axZM5w8eTJfnd7e3rC3t5eeu7i4wMTEBDdu3ADw8hRbdHQ0OnToII3jelXeIe4NGzagWbNmMDMzQ0pKivTw9vZGbm4u9u/f/9Z9dunSJVhaWsLS0hJOTk74+eef0bFjR6xcuVKp36vb9+LFC6SkpKBx48YAoHIbX7dp0yYoFAr4+/sr1WpjYwMHBwel19KbDBkyROn5d999B+DlQFDg5fidTp06Yf369RBCAHj5fxYVFQU/P79Cja2ws7NDTEwMYmJisGPHDkRERCA1NRVt27ZVOvwfGBiIzMxMpVOdUVFRyMnJkcYQPXr0CH///Tf8/f3x9OlTabv/++8/+Pj44OrVq0qnhFVp2rQprl+/jqSkJAAvT4d5enoCAJo0aYJTp05Jp3oOHToEd3d36OnpqbVudV9LWVlZ6NKlC7Zu3Yrt27cXasxRWloaABTqooT79+/j9OnT6NWrF8qVKye1u7i4oHXr1tL/96sGDhyo9LxZs2b477//pPVGR0dDoVBgwoQJ0NFR/rjL+52KiYnBkydP0K1bN6X9oKurC3d3d5WvU1XrzftdLqxBgwblayvs+3Fh5ebmYvfu3fDz80O1atWk9vLly+Prr7/GwYMHpX2VZ8CAAUqn1Jo1a4bc3Fz8+++/aq//Y8dB0CXI/Pnz4ejoCD09PVhbW6NGjRr5fulfl5iYiAkTJmDLli14/Pix0rTU1FTp59atW6N8+fJYu3YtWrVqBYVCgfXr16NTp07Sm1veL0iNGjXyrcfJyQkHDx58301U8uTJE2zfvh1BQUG4du2a1N6kSRNs3LgRV65cgaOjI5KTk/H8+XM4ODjkW0aNGjXyvbEGBARg7NixuHv3LipWrIi4uDg8fPgw3yX2W7duxZQpU3D69GlkZmZK7aruK/Rq8MpjZmYm7fPk5GSkpaWhdu3ab9zmq1ev4uzZs9IYg9e9OoanIHZ2dliyZAkUCgWuX7+OqVOnIjk5Od/gyUePHiEsLAyRkZH5lvvqa+NNtQohVO53AChVqtRblwEg3/z29vbQ0dFRGmcUGBiIqKgoHDhwAM2bN8eePXvw4MED9OjRo1DrMDIyUroa0dfXF02bNkXDhg0xffp0zJo1C8DL17GbmxvWrl2Lvn37AngZwhs3biyF8GvXrkEIgfHjx2P8+PEq1/fw4cM3/mHStGlT/PLLLzh06BBatWqFf/75Bz/99BMAwNPTEzk5OTh69CiqVKmC+/fvo1+/fmqvW93XUnh4ONLT07Fjx45CX9lkYmICAHj69OlbL2x40/uHs7Mzdu3alW+w8Ou/V2ZmZgBe/kFiYmKC69evQ0dHBzVr1ixwvVevXgXwvzGTBW1DHrlcnm+fvfq7XBh6enqoVKlSvvbCvh8XVnJyMp49e1bgPlUoFLh9+zZq1aoltb9pn5Y0DEAlSKNGjVQePShIbm4uWrdujUePHuGHH36Ak5MTjIyMcPfuXfTq1UtpIKSuri6+/vprLFmyBL/++isOHTqEe/fu5bty5kPasGEDMjMzMWvWLOkD6lVr166VLkVVR0BAAEJCQrBhwwYMHz4cv//+O0xNTeHr6yv1OXDgADp27IjmzZvj119/Rfny5VGqVCmsWLEC69aty7fMgq6syjtiUVgKhQKtW7fG999/r3J6YS6Dfv3DvkmTJqhfvz7Gjh2L//u//5Pa/f39ER8fj9GjR8PV1RXGxsZQKBTw9fUt1IBrhUIBmUyGHTt2qNx+Y2Pjty5DFVUB08fHB9bW1lizZg2aN2+ONWvWwMbGRmk71dWgQQOYmprmOxISGBiIYcOG4c6dO8jMzMThw4cxb948aXrevhk1alSBA7DfdouHvAHNBw8elC7B9/DwAABYWFjAwcEBBw8elAaT5/VXZ93qvpZ8fHywc+dO/PTTT2jRokWhrjZycnICAJw7dw7NmjV7a391FcXvVd4+W716tTTw/VWvX1JeFFdJGhgY5PvjVJ33Y00qqveqTwEDkBY7d+4crly5glWrViEwMFBqj4mJUdk/MDAQs2bNwl9//YUdO3bA0tJS6U22SpUqAIDLly/n+2vq8uXL0vSisnbtWtSuXVu6cuxVixYtwrp16xAWFgZLS0sYGhpKf+m9XtfrqlatikaNGiEqKgpBQUHYtGkT/Pz8YGBgIPXZuHEj5HI5du3apdS+YsWKd9oWS0tLmJiY4Pz582/sZ29vj/T09Pf6YH+di4sLvvnmGyxatAijRo1C5cqV8fjxY8TGxiIsLAwTJkyQ+qrahwXdSdve3h5CCFStWvW97k9z9epVVK1aVXp+7do1KBQK2NnZSW15AX3lypWYMWMGoqOj0b9///f+sMrNzUV6erpSW9euXREcHIz169fj+fPnKFWqlNLRwbxTDaVKlXrn/ycrKysp5BgZGaFmzZpKR1A8PT1x6NAh3LlzB7q6ulI4Umfd6r6WGjdujIEDB+Lzzz9Hly5dsHnz5rfeb6ZDhw4IDw/HmjVr3hqAXn3/eN2lS5dgYWGh9qXi9vb2UCgUuHDhAlxdXQvsA7zc50X1e/Uud5dX5/24sMu3tLRE6dKlC9ynOjo6sLW1VbvWkoJjgLRY3ofDq8leCIE5c+ao7O/i4gIXFxcsXboUGzduRNeuXZXeABs2bAgrKyssXLhQ6ZTQjh07cPHiRbRv377Iar99+zb2798Pf39/fPXVV/kevXv3xrVr13DkyBHo6urCx8cH0dHRSExMlJZx8eJF7Nq1S+XyAwICcPjwYSxfvhwpKSn5Tn/p6upCJpNJl74CLy9/jY6Ofqft0dHRgZ+fH/766y8cP3483/S8/yN/f38kJCSorPvJkyfIycl5p/V///33yM7OxuzZswGofm0AQERERL558z6UXr8TdOfOnaGrq4uwsLB8yxFCKF1O/yZ5l/zmmTt3LoCX9716VY8ePfD48WN8++23SE9Pf++jk3v37kV6enq+S+wtLCzQtm1brFmzBmvXroWvry8sLCyk6VZWVmjRogUWLVqE+/fv51tuYS8pbtq0KU6fPo3du3dL43/yeHp6IiEhAQcOHICLi4t0Glqddb/La8nb2xuRkZHYuXMnevTo8dajEh4eHvD19cXSpUtV/m5kZWVh1KhRAF6OS3F1dcWqVauUXkvnz5/H7t270a5duzeuSxU/Pz/o6Ohg0qRJ+WrNe036+PjAxMQE06ZNQ3Z2dr5lvMsl4HlH7dS5O7o678cF/c6pWmabNm3w559/Kp0yfvDgAdatW4emTZvmO8WnTXgESIs5OTnB3t4eo0aNwt27d2FiYoKNGze+8VxvYGCg9Ib1+gdMqVKlMGPGDPTu3RteXl7o1q0bHjx4gDlz5sDOzg4jRowostrXrVsHIQQ6duyocnq7du2gp6eHtWvXwt3dHWFhYdi5cyeaNWuGwYMHIycnB3PnzkWtWrVw9uzZfPP7+/tj1KhRGDVqFMqVK5fvL8P27dtj9uzZ8PX1xddff42HDx9i/vz5qF69usrlFca0adOwe/dueHl5YcCAAXB2dsb9+/exYcMGHDx4EGXLlsXo0aOxZcsWfP755+jVqxcaNGiAjIwMnDt3Dn/88Qdu3bql9GFcWDVr1kS7du2wdOlSjB8/Hubm5mjevDl++uknZGdno2LFiti9e7fKe0o1aNAAAPDjjz+ia9euKFWqFDp06AB7e3tMmTIFISEhuHXrFvz8/FCmTBncvHkTmzdvxoABA6TX0pvcvHkTHTt2hK+vLxISErBmzRp8/fXX+YJJvXr1ULt2bWzYsAHOzs6oX79+obc/NTUVa9asAfDyxoKXL1/GggULYGhoiDFjxuTrHxgYKN0TavLkyfmmz58/H02bNkWdOnXQv39/VKtWDQ8ePEBCQgLu3LmDM2fOvLWmpk2bYsWKFTh27Fi+geCenp5ITU1FamqqNChc3XW/62vJz88PK1asQGBgIExMTFTeT+tVv/32G9q0aYPOnTujQ4cOaNWqFYyMjHD16lVERkbi/v370r2Afv75Z7Rt2xYeHh7o27cvnj9/jrlz58LU1PSdvvqhevXq+PHHHzF58mQ0a9YMnTt3hoGBAY4dO4YKFSogPDwcJiYmWLBgAXr06IH69euja9eusLS0RGJiIrZt24YmTZooneIsDENDQ9SsWRNRUVFwdHREuXLlULt27TeO8VPn/Tjvd27o0KHw8fGBrq4uunbtqnK5U6ZMQUxMDJo2bYrBgwdDT08PixYtQmZmpjSuTGt92IvOSBMKuqT8daoug79w4YLw9vYWxsbGwsLCQvTv31+6RDvv8vZX3b9/X+jq6gpHR8cC1xMVFSXq1asnDAwMRLly5UT37t2lS/HfVnNhL4OvU6eOqFy58hv7tGjRQlhZWUmXB+/bt080aNBA6Ovri2rVqomFCxdK61OlSZMmAoDo16+fyunLli0TDg4OwsDAQDg5OYkVK1aoXB4AMWTIkHzzV6lSReleL0II8e+//4rAwEBhaWkpDAwMRLVq1cSQIUOke9EI8fKy3ZCQEFG9enWhr68vLCwshKenp5g5c6bIysp64z4p6D5AQggRFxendAntnTt3xBdffCHKli0rTE1NRZcuXcS9e/dUXt47efJkUbFiRaGjo5PvkviNGzeKpk2bCiMjI2FkZCScnJzEkCFDxOXLl99Ya96+vHDhgvjqq69EmTJlhJmZmQgKClK6zcKrfvrpJwFATJs27Y3Lfn2f4JXL32UymShXrpzo2LGjOHHihMp5MjMzhZmZmTA1NS2wluvXr4vAwEBhY2MjSpUqJSpWrCg+//xz8ccffxSqrrxbMgDId6m6QqEQZcuWFQBEVFTUO6+7MK+l1+8DlOfXX38VAMSoUaPeui3Pnj0TM2fOFG5ubsLY2Fjo6+sLBwcH8d133yndHkIIIfbs2SOaNGkiDA0NhYmJiejQoYO4cOGCUp+C3ify3ldevyXD8uXLpfckMzMz4eXlJWJiYpT67N27V/j4+AhTU1Mhl8uFvb296NWrlzh+/LjUp2fPnsLIyCjf9qn6vY+Pj5feb179nSloGUIU/v04JydHfPfdd8LS0lLIZDKldav6/Tx58qTw8fERxsbGonTp0qJly5YiPj5e5b57/T1Z1edGSSETogSObCKNSUlJQfny5TFhwoQCrzIhKi5z5szBiBEjcOvWLZVX3hWVnJwcVKhQAR06dMCyZcs0th4i0hyOASK1rFy5Erm5uYW+vJjoQxFCYNmyZfDy8tJo+AFe3l8mOTlZabAqEX1aOAaICuXvv//GhQsXMHXqVPj5+SldgUNUnDIyMrBlyxbs3bsX586dw59//qmxdR05cgRnz57F5MmTUa9ePXh5eWlsXUSkWTwFRoXSokULxMfHo0mTJlizZs0bb+JG9CHdunULVatWRdmyZTF48GBMnTpVY+vq1asX1qxZA1dXV6xcufKtN64koo8XAxARERFpHY4BIiIiIq3DAERERERah4OgVVAoFLh37x7KlCnzTrc0JyIiog9PCIGnT5+iQoUKb/0ycAYgFe7du6fV349CRET0Kbt9+zYqVar0xj4MQCrkfa/O7du3tfp7UoiIiD4laWlpsLW1lT7H34QBSIW8014mJiYMQERERJ+Ywgxf4SBoIiIi0joMQERERKR1GIBKCDs7O8hksnyPIUOGFDjPhg0b4OTkBLlcjjp16mD79u1K02fOnAkrKytYWVlh1qxZStOOHDmCBg0aICcnRyPbQ0REpEkMQCXEsWPHcP/+fekRExMDAOjSpYvK/vHx8ejWrRv69u2LU6dOwc/PD35+fjh//jwA4OzZs5gwYQIiIyOxfv16jBs3DufOnQPw8puwBw4ciIULF0JPj8PIiIjo08MAVEJYWlrCxsZGemzduhX29vYFflnjnDlz4Ovri9GjR8PZ2RmTJ09G/fr1MW/ePADApUuX4OLigs8++wytWrWCi4sLLl26BAD4+eef0bx5c7i5uX2w7SMiIipK/PO9BMrKysKaNWsQHBxc4Ej4hIQEBAcHK7X5+PggOjoaAFCnTh1cuXIFiYmJEELgypUrqF27Nq5fv44VK1bgxIkTmt4MIiIijeERoBIoOjoaT548Qa9evQrsk5SUBGtra6U2a2trJCUlAQCcnZ0xbdo0tG7dGm3atEF4eDicnZ3x7bff4qeffsKuXbtQu3Zt1KtXD/v379fk5hARERU5HgEqgZYtW4a2bduiQoUK77WcgQMHYuDAgdLzVatWoUyZMvDw8ECNGjVw7Ngx3LlzB127dsXNmzdhYGDwvqUTERF9EB/FEaD58+fDzs4Ocrkc7u7uOHr06Bv7v+3qJVVXQ8lkMvz888+a3IyPwr///os9e/agX79+b+xnY2ODBw8eKLU9ePAANjY2KvunpKQgLCwMc+fOxZEjR+Do6AgHBwe0bNkS2dnZuHLlSpFtAxERkaYVewCKiopCcHAwQkNDcfLkSdStWxc+Pj54+PChyv5vu3oJgNLVUPfv38fy5cshk8nw5ZdffqjNKjYrVqyAlZUV2rdv/8Z+Hh4eiI2NVWqLiYmBh4eHyv4jRozAiBEjUKlSJeTm5iI7O1ualpOTg9zc3PcvnoiI6EMRxaxRo0ZiyJAh0vPc3FxRoUIFER4errK/v7+/aN++vVKbu7u7+PbbbwtcR6dOncRnn31W6JpSU1MFAJGamlroeT4Gubm5onLlyuKHH37IN61Hjx5izJgx0vNDhw4JPT09MXPmTHHx4kURGhoqSpUqJc6dO5dv3t27d4tGjRqJ3NxcIYQQt2/fFnK5XGzfvl0sWrRImJubi2fPnmluw4iIiApBnc/vYh0DlJWVhRMnTiAkJERq09HRgbe3NxISElTO87arl1734MEDbNu2DatWrSqwjszMTGRmZkrP09LS1NiKj8eePXuQmJiIPn365JuWmJgIHZ3/HfDz9PTEunXrMG7cOIwdOxYODg6Ijo5G7dq1leZ7/vw5goKCEBUVJc1fqVIlzJ07F71794aBgQFWrVoFQ0NDzW4cERFRESrWAJSSkoLc3FyVVyPl3XPmdW+7eul1eQN3O3fuXGAd4eHhCAsLU7P6j0+bNm0ghFA5LS4uLl9bly5dCrxRYh5DQ0Ncvnw5X3u/fv3eOs6IiIjoY1XsY4A0bfny5ejevTvkcnmBfUJCQpCamio9bt++/QErJCIiog+tWI8AWVhYQFdXV62rkdS5eunAgQO4fPkyoqKi3liHgYEBL+EmIiLSIsUagPT19dGgQQPExsbCz88PAKBQKBAbG4ugoCCV8+RdvTR8+HCpraCrl5YtW4YGDRqgbt26mij/ndmN2VbcJXwybk1/89VsRERE76LYb4QYHByMnj17omHDhmjUqBEiIiKQkZGB3r17AwACAwNRsWJFhIeHAwCGDRsGLy8vzJo1C+3bt0dkZCSOHz+OxYsXKy03LS0NGzZsyPct5kRERETFHoACAgKQnJyMCRMmICkpCa6urti5c6c00Pldr16KjIyEEALdunX7oNtDREREHz+ZKOiyIS2WlpYGU1NTpKamwsTEpMiXz1NghcdTYEREVFjqfH6X+KvAiIiIiF7HAERERERahwGIiIiItA4DEBEREWkdBiAiIiLSOgxAREREpHUYgIiIiEjrMAARERGR1mEAIiIiIq3DAERERERahwGIiIiItA4DEBEREWkdBiAiIiLSOgxAREREpHUYgIiIiEjrMAARERGR1mEAIiIiIq3DAERERERahwGIiIiItA4DEBEREWkdBiAiIiLSOgxAREREpHUYgIiIiEjrMAARERGR1mEAIiIiIq3DAERERERahwGIiIiItA4DEBEREWkdBiAiIiLSOgxAREREpHUYgIiIiEjrMAARERGR1mEAIiIiIq3DAERERERahwGIiIiItA4DEBEREWkdBiAiIiLSOgxAREREpHUYgIiIiEjrMAARERGR1in2ADR//nzY2dlBLpfD3d0dR48efWP/DRs2wMnJCXK5HHXq1MH27dvz9bl48SI6duwIU1NTGBkZwc3NDYmJiZraBCIiIvrEFGsAioqKQnBwMEJDQ3Hy5EnUrVsXPj4+ePjwocr+8fHx6NatG/r27YtTp07Bz88Pfn5+OH/+vNTn+vXraNq0KZycnBAXF4ezZ89i/PjxkMvlH2qziIiI6CMnE0KI4lq5u7s73NzcMG/ePACAQqGAra0tvvvuO4wZMyZf/4CAAGRkZGDr1q1SW+PGjeHq6oqFCxcCALp27YpSpUph9erV71xXWloaTE1NkZqaChMTk3deTkHsxmwr8mWWVLemty/uEoiI6BOhzud3sR0BysrKwokTJ+Dt7f2/YnR04O3tjYSEBJXzJCQkKPUHAB8fH6m/QqHAtm3b4OjoCB8fH1hZWcHd3R3R0dFvrCUzMxNpaWlKDyIiIiq5ii0ApaSkIDc3F9bW1krt1tbWSEpKUjlPUlLSG/s/fPgQ6enpmD59Onx9fbF792588cUX6Ny5M/bt21dgLeHh4TA1NZUetra277l1RERE9DEr9kHQRUmhUAAAOnXqhBEjRsDV1RVjxozB559/Lp0iUyUkJASpqanS4/bt2x+qZCIiIioGesW1YgsLC+jq6uLBgwdK7Q8ePICNjY3KeWxsbN7Y38LCAnp6eqhZs6ZSH2dnZxw8eLDAWgwMDGBgYPAum0FERESfoGI7AqSvr48GDRogNjZWalMoFIiNjYWHh4fKeTw8PJT6A0BMTIzUX19fH25ubrh8+bJSnytXrqBKlSpFvAVERET0qSq2I0AAEBwcjJ49e6Jhw4Zo1KgRIiIikJGRgd69ewMAAgMDUbFiRYSHhwMAhg0bBi8vL8yaNQvt27dHZGQkjh8/jsWLF0vLHD16NAICAtC8eXO0bNkSO3fuxF9//YW4uLji2EQiIiL6CBVrAAoICEBycjImTJiApKQkuLq6YufOndJA58TEROjo/O8glaenJ9atW4dx48Zh7NixcHBwQHR0NGrXri31+eKLL7Bw4UKEh4dj6NChqFGjBjZu3IimTZt+8O0jIiKij1Ox3gfoY8X7AH08eB8gIiIqrE/iPkBERERExYUBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6zAAERERkdZhACIiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6zAAERERkdZhACIiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6zAAERERkdZhACIiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6zAAERERkdZhACIiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6zAAERERkdZ5pwD05MkTLF26FCEhIXj06BEA4OTJk7h79+47FTF//nzY2dlBLpfD3d0dR48efWP/DRs2wMnJCXK5HHXq1MH27duVpvfq1QsymUzp4evr+061ERERUcmjdgA6e/YsHB0dMWPGDMycORNPnjwBAGzatAkhISFqFxAVFYXg4GCEhobi5MmTqFu3Lnx8fPDw4UOV/ePj49GtWzf07dsXp06dgp+fH/z8/HD+/Hmlfr6+vrh//770WL9+vdq1Ealj+vTpkMlkGD58+Bv7RUREoEaNGjA0NIStrS1GjBiBFy9eSNPXrl0LW1tbmJmZITg4WGneW7duwdHREWlpaZrYBCIiraF2AAoODkavXr1w9epVyOVyqb1du3bYv3+/2gXMnj0b/fv3R+/evVGzZk0sXLgQpUuXxvLly1X2nzNnDnx9fTF69Gg4Oztj8uTJqF+/PubNm6fUz8DAADY2NtLDzMxM7dqICuvYsWNYtGgRXFxc3thv3bp1GDNmDEJDQ3Hx4kUsW7YMUVFRGDt2LAAgJSUF/fr1w8yZM7F7926sWbMGW7duleYfPHgwpk+fDhMTE41uDxFRSad2ADp27Bi+/fbbfO0VK1ZEUlKSWsvKysrCiRMn4O3t/b+CdHTg7e2NhIQElfMkJCQo9QcAHx+ffP3j4uJgZWWFGjVqYNCgQfjvv//Uqo2osNLT09G9e3csWbLkrUE7Pj4eTZo0wddffw07Ozu0adMG3bp1k0773rhxA6ampggICICbmxtatmyJixcvAgDWr1+PUqVKoXPnzhrfJiKikk7tAGRgYKDy8PuVK1dgaWmp1rJSUlKQm5sLa2trpXZra+sCw1RSUtJb+/v6+uK3335DbGwsZsyYgX379qFt27bIzc1VuczMzEykpaUpPYgKa8iQIWjfvn2+YK6Kp6cnTpw4oRR4tm/fjnbt2gEAHBwc8OzZM5w6dQqPHj3CsWPH4OLigsePH2P8+PH5jnQSEdG70VN3ho4dO2LSpEn4/fffAQAymQyJiYn44Ycf8OWXXxZ5ge+ia9eu0s916tSBi4sL7O3tERcXh1atWuXrHx4ejrCwsA9ZIpUQkZGROHnyJI4dO1ao/l9//TVSUlLQtGlTCCGQk5ODgQMHSqfAzMzMsGrVKgQGBuL58+cIDAyEj48P+vbti6CgINy8eRMdO3ZEdnY2Jk6ciK+++kqTm0dEVGKpfQRo1qxZSE9Ph5WVFZ4/fw4vLy9Ur14dZcqUwdSpU9ValoWFBXR1dfHgwQOl9gcPHsDGxkblPDY2Nmr1B4Bq1arBwsIC165dUzk9JCQEqamp0uP27dtqbQdpp9u3b2PYsGFYu3at0ni4N4mLi8O0adPw66+/4uTJk9i0aRO2bduGyZMnS32++OILnDt3DteuXcPEiROxb98+nD17FgMGDEDXrl0RERGBjRs3om/fvgVeLEBERG+m9hEgU1NTxMTE4NChQzhz5gzS09NRv379Qh3+f52+vj4aNGiA2NhY+Pn5AQAUCgViY2MRFBSkch4PDw/ExsYqXWkTExMDDw+PAtdz584d/PfffyhfvrzK6QYGBjAwMFC7ftJuJ06cwMOHD1G/fn2pLTc3F/v378e8efOQmZkJXV1dpXnGjx+PHj16oF+/fgBeHqHMyMjAgAED8OOPP0JHR/lvkszMTAwePBirV6/GtWvXkJOTAy8vLwCAo6Mjjhw5gg4dOmh4S4mISh61A9Bvv/2GgIAANGnSBE2aNJHas7KyEBkZicDAQLWWFxwcjJ49e6Jhw4Zo1KgRIiIikJGRgd69ewMAAgMDUbFiRYSHhwMAhg0bBi8vL8yaNQvt27dHZGQkjh8/jsWLFwN4OSA1LCwMX375JWxsbHD9+nV8//33qF69Onx8fNTdXKICtWrVCufOnVNq6927N5ycnPDDDz/kCz8A8OzZs3whJ6+fECJf/ylTpsDX1xf169fHqVOnkJOTI03Lzs4ucFwbERG9mdoBqHfv3vD19YWVlZVS+9OnT9G7d2+1A1BAQACSk5MxYcIEJCUlwdXVFTt37pQGOicmJip9YHh6emLdunUYN24cxo4dCwcHB0RHR6N27doAXn6YnD17FqtWrcKTJ09QoUIFtGnTBpMnT+ZRHipSZcqUkV53eYyMjGBubi61vx7gO3TogNmzZ6NevXpwd3fHtWvXMH78eHTo0CFfYLpw4QKioqJw6tQpAICTkxN0dHSwbNky2NjY4NKlS3Bzc/sAW0pEVPKoHYCEEJDJZPna79y5A1NT03cqIigoqMBTXnFxcfnaunTpgi5duqjsb2hoiF27dr1THURF7fUAP27cOMhkMowbNw53796FpaUlOnTokG/8nBACAwYMwOzZs2FkZATg5Wt75cqVGDJkCDIzMzFv3jxUrFjxg24PEVFJIROqjrurUK9ePchkMpw5cwa1atWCnt7/slNubi5u3rwJX19f6eqwT1laWhpMTU2RmpqqkRvO2Y3ZVuTLLKluTW9f3CUQEdEnQp3P70IfAcobpHz69Gn4+PjA2NhYmqavrw87O7uP5jJ4IiIiojcpdAAKDQ0FANjZ2SEgIKDQl/0SERERfWzUHgPUs2dPTdRBpHE89Vh4PPVIRCWd2gEoNzcXv/zyC37//XckJiYiKytLafqjR4+KrDgiIiIiTVD7TtBhYWGYPXs2AgICkJqaiuDgYHTu3Bk6OjqYOHGiBkokIiIiKlpqB6C1a9diyZIlGDlyJPT09NCtWzcsXboUEyZMwOHDhzVRIxEREVGRUjsAJSUloU6dOgAAY2NjpKamAgA+//xzbNvGMRZERET08VM7AFWqVAn3798HANjb22P37t0AgGPHjvFOy0RERPRJUDsAffHFF4iNjQUAfPfddxg/fjwcHBwQGBiIPn36FHmBREREREVN7avApk+fLv0cEBCAKlWqID4+Hg4ODvxWaiIiIvokqB2AXte4cWM0btwYAHD8+HE0bNjwvYsiIiIi0iS1T4Glp6fj+fPnSm2nT59Ghw4d4O7uXmSFEREREWlKoQPQ7du34eHhAVNTU5iamiI4OBjPnj1DYGAg3N3dYWRkhPj4eE3WSkRERFQkCn0KbPTo0Xjx4gXmzJmDTZs2Yc6cOThw4ADc3d1x/fp1VKpUSZN1EhERERWZQgeg/fv3Y9OmTWjcuDH8/f1hY2OD7t27Y/jw4Rosj4iIiKjoFfoU2IMHD1C1alUAgJWVFUqXLo22bdtqrDAiIiIiTVFrELSOjo7Sz/r6+kVeEBEREZGmFfoUmBACjo6OkMlkAF5eDVavXj2lUATw2+CJiIjo41foALRixQpN1kFERET0wRQ6APXs2VOTdRARERF9MGrfCJGIiIjoU8cARERERFqHAYiIiIi0DgMQERERaZ13DkBZWVm4fPkycnJyirIeIiIiIo1TOwA9e/YMffv2RenSpVGrVi0kJiYCAL777jtMnz69yAskIiIiKmpqB6CQkBCcOXMGcXFxkMvlUru3tzeioqKKtDgiIiIiTSj0fYDyREdHIyoqCo0bN5buCg0AtWrVwvXr14u0OCIiIiJNUPsIUHJyMqysrPK1Z2RkKAUiIiIioo+V2gGoYcOG2LZtm/Q8L/QsXboUHh4eRVcZERERkYaofQps2rRpaNu2LS5cuICcnBzMmTMHFy5cQHx8PPbt26eJGomIiIiKlNpHgJo2bYrTp08jJycHderUwe7du2FlZYWEhAQ0aNBAEzUSERERFSm1jwABgL29PZYsWVLUtRARERF9EGofAdq+fTt27dqVr33Xrl3YsWNHkRRFREREpElqB6AxY8YgNzc3X7sQAmPGjCmSooiIiIg0Se0AdPXqVdSsWTNfu5OTE65du1YkRRERERFpktoByNTUFDdu3MjXfu3aNRgZGRVJUUREb7JgwQK4uLjAxMQEJiYm8PDweOMp+OzsbEyaNAn29vaQy+WoW7cudu7cqdRn7dq1sLW1hZmZGYKDg5Wm3bp1C46OjkhLS9PI9hDRh6d2AOrUqROGDx+udNfna9euYeTIkejYsWORFkdEpEqlSpUwffp0nDhxAsePH8dnn32GTp064Z9//lHZf9y4cVi0aBHmzp2LCxcuYODAgfjiiy9w6tQpAEBKSgr69euHmTNnYvfu3VizZg22bt0qzT948GBMnz4dJiYmH2T7iEjz1A5AP/30E4yMjODk5ISqVauiatWqcHZ2hrm5OWbOnKmJGomIlHTo0AHt2rWDg4MDHB0dMXXqVBgbG+Pw4cMq+69evRpjx45Fu3btUK1aNQwaNAjt2rXDrFmzAAA3btyAqakpAgIC4ObmhpYtW+LixYsAgPXr16NUqVLo3LnzB9s+ItK8dzoFFh8fj23btmHw4MEYOXIkYmNj8ffff6Ns2bLvVMT8+fNhZ2cHuVwOd3d3HD169I39N2zYACcnJ8jlctSpUwfbt28vsO/AgQMhk8kQERHxTrUR0cctNzcXkZGRyMjIKPBu9JmZmUpf3gwAhoaGOHjwIADAwcEBz549w6lTp/Do0SMcO3YMLi4uePz4McaPH4958+ZpfDuI6MNSOwABL7/+ok2bNhg9ejSCgoLQvHnzdy4gKioKwcHBCA0NxcmTJ1G3bl34+Pjg4cOHKvvHx8ejW7du6Nu3L06dOgU/Pz/4+fnh/Pnz+fpu3rwZhw8fRoUKFd65PiL6OJ07dw7GxsYwMDDAwIEDsXnzZpUXaACAj48PZs+ejatXr0KhUCAmJgabNm3C/fv3AQBmZmZYtWoVAgMD0ahRIwQGBsLHxwejRo1CUFAQbt68iXr16qF27dr4448/PuRmEpGGyIQQQt2ZYmNjERsbi4cPH0KhUChNW758uVrLcnd3h5ubm/QXlkKhgK2tLb777juVl9UHBAQgIyND6fx848aN4erqioULF0ptd+/ehbu7O3bt2oX27dtj+PDhGD58eKFqSktLg6mpKVJTUzVyzt9uzLa3dyIAwK3p7YtsWdzvhVeU+11TsrKykJiYiNTUVPzxxx9YunQp9u3bpzIEJScno3///vjrr78gk8lgb28Pb29vLF++HM+fP1e5/H379mHUqFHYt28fqlevjvXr18PGxgaNGjXC1atXVX4pNBEVL3U+v9U+AhQWFoY2bdogNjYWKSkpePz4sdJDHVlZWThx4gS8vb3/V5CODry9vZGQkKBynoSEBKX+wMu/7l7tr1Ao0KNHD4wePRq1atV6ax2ZmZlIS0tTehDRx01fXx/Vq1dHgwYNEB4ejrp162LOnDkq+1paWiI6OhoZGRn4999/cenSJRgbG6NatWoq+2dmZmLw4MFYtGgRrl27hpycHHh5eaFGjRpwdHTEkSNHNLlpRPQBqP1VGAsXLsTKlSvRo0eP9155SkoKcnNzYW1trdRubW2NS5cuqZwnKSlJZf+kpCTp+YwZM6Cnp4ehQ4cWqo7w8HCEhYWpWT0RfUwUCgUyMzPf2Ecul6NixYrIzs7Gxo0b4e/vr7LflClT4Ovri/r16+PUqVPIycmRpmVnZ6u8GSwRfVrUDkBZWVnw9PTURC1F4sSJE5gzZw5OnjwJmUxWqHlCQkKU7vuRlpYGW1tbTZVIRO8pJCQEbdu2ReXKlfH06VOsW7cOcXFx0tf0BAYGomLFiggPDwcAHDlyBHfv3oWrqyvu3r2LiRMnQqFQ4Pvvv8+37AsXLiAqKkq6RN7JyQk6OjpYtmwZbGxscOnSJbi5uX24jSUijVA7APXr1w/r1q3D+PHj33vlFhYW0NXVxYMHD5TaHzx4ABsbG5Xz2NjYvLH/gQMH8PDhQ1SuXFmanpubi5EjRyIiIgK3bt3Kt0wDAwMYGBi859YQ0Yfy8OFDBAYG4v79+zA1NYWLiwt27dqF1q1bAwASExOho/O/M/wvXrzAuHHjcOPGDRgbG6Ndu3ZYvXp1vitXhRAYMGAAZs+eLd3Y1dDQECtXrsSQIUOQmZmJefPmoWLFih9sW4lIM9QOQC9evMDixYuxZ88euLi4oFSpUkrTZ8+eXehl6evro0GDBoiNjYWfnx+Al4exY2NjERQUpHIeDw8PxMbGKg1ojomJkS5/7dGjh8oxQj169EDv3r0LXRsRfbyWLVv2xulxcXFKz728vHDhwoW3Llcmk0mXxr/q888/x+eff65WjUT0cVM7AJ09exaurq4AkO/S88KecnpVcHAwevbsiYYNG6JRo0aIiIhARkaGFFZeP5Q9bNgweHl5YdasWWjfvj0iIyNx/PhxLF68GABgbm4Oc3NzpXWUKlUKNjY2qFGjhtr1ERERUcmjdgDau3dvkRYQEBCA5ORkTJgwAUlJSXB1dcXOnTulgc6vH8r29PTEunXrMG7cOIwdOxYODg6Ijo5G7dq1i7QuIiIiKrne6T5AJR3vA/Tx4H2AikdR7Xfuc/V8CvdfIvqYqfP5rfYRIAA4fvw4fv/9dyQmJiIrK0tp2qZNm95lkUREREQfjNo3QoyMjISnpycuXryIzZs3Izs7G//88w/+/vtvmJqaaqJGIiIioiKldgCaNm0afvnlF/z111/Q19fHnDlzcOnSJfj7+ytdek5ERCXHggUL4OLiAhMTE5iYmMDDwwM7dux44zxPnjzBkCFDUL58eRgYGMDR0VHpy6vXrl0LW1tbmJmZKd2LDQBu3boFR0dHrb8zP/e75qh9Cuz69eto3/7leWp9fX1kZGRAJpNhxIgR+Oyzz3hHZSKiEqhSpUqYPn06HBwcIITAqlWr0KlTJ5w6dUrlVw5lZWWhdevWsLKywh9//IGKFSvi33//le69lJKSgn79+mHlypWoVq0a2rdvj88++0y63cDgwYMxffp0jYzD/JRwv2uO2gHIzMwMT58+BQBUrFgR58+fR506dfDkyRM8e/asyAskIqLi16FDB6XnU6dOxYIFC3D48GGVH8TLly/Ho0ePEB8fL90vzs7OTpp+48YNmJqaIiAgAADQsmVLXLx4EZ9//jnWr1+PUqVKoXPnzprboE8E97vmqH0KrHnz5oiJiQEAdOnSBcOGDUP//v3RrVs3tGrVqsgLJCKij0tubi4iIyORkZEh3YT2dVu2bIGHhweGDBkCa2tr1K5dG9OmTZO+R83BwQHPnj3DqVOn8OjRIxw7dgwuLi54/Pgxxo8fj3nz5n3ITfokcL8XLbWPAM2bNw8vXrwAAPz4448oVaoU4uPj8eWXX2LcuHFFXiAREX0czp07Bw8PD7x48QLGxsbYvHkzatasqbLvjRs38Pfff6N79+7Yvn07rl27hsGDByM7OxuhoaEwMzPDqlWrEBgYiOfPnyMwMBA+Pj7o27cvgoKCcPPmTXTs2BHZ2dmYOHEivvrqqw+8tR8P7nfN4H2AVOB9gD4evA9Q8eB9gIrHx34foKysLCQmJiI1NRV//PEHli5din379qn8MHZ0dMSLFy9w8+ZN6OrqAnj5VUk///wz7t+/r3L5+/btw6hRo7Bv3z5Ur14d69evh42NDRo1aoSrV6/CyspKo9v3seJ+Lzx1Pr/VPgXm7e2NlStXasUIcSIi+h99fX1Ur14dDRo0QHh4OOrWrYs5c+ao7Fu+fHk4OjpKH8IA4OzsjKSkpHz3jwOAzMxMDB48GIsWLcK1a9eQk5MDLy8v1KhRA46Ojjhy5IjGtutjx/2uGWoHoFq1aiEkJAQ2Njbo0qUL/vzzT2RnZ2uiNiIi+ogpFApkZmaqnNakSRNcu3YNCoVCarty5QrKly8PfX39fP2nTJkCX19f1K9fH7m5ucjJyZGmZWdnS2NYiPu9qKgdgObMmYO7d+8iOjoaRkZGCAwMhLW1NQYMGIB9+/ZpokYiIipmISEh2L9/P27duoVz584hJCQEcXFx6N69O4CXX1wdEhIi9R80aBAePXqEYcOG4cqVK9i2bRumTZuGIUOG5Fv2hQsXEBUVhUmTJgEAnJycoKOjg2XLlmHbtm24dOkS3NzcPsyGfmS43zXnnb4KQ0dHB23atEGbNm2wcOFC/PXXX5g6dSqWLVtWotMiEZG2evjwIQIDA3H//n2YmprCxcUFu3btQuvWrQHk/+JqW1tb7Nq1CyNGjICLiwsqVqyIYcOG4YcfflBarhACAwYMwOzZs2FkZAQAMDQ0xMqVKzFkyBBkZmZi3rx5qFix4ofb2I8I97vmvNcg6KSkJERGRmLNmjU4efIkGjVqhMOHDxdlfcWCg6A/HhwEXTw4CLp4fOyDoIk+dhodBJ2WloYVK1agdevWsLW1xYIFC9CxY0dcvXq1RIQfIiIiKvnUPgVmbW0NMzMzBAQEIDw8HA0bNtREXUREREQao3YA2rJlC1q1aqV0zpGIiD4ePPWoHp7y/fA+htO9agegvIFXRERERJ+qQgWgevXqQSaTFWqBJ0+efK+CiIiIiDStUAHIz89P+vnFixf49ddfUbNmTenL2A4fPox//vkHgwcP1kiRREREREWpUAEoNDRU+rlfv34YOnQoJk+enK/P7du3i7Y6IiIiIg1QeyTzhg0bEBgYmK/9m2++wcaNG4ukKCIiIiJNUjsAGRoa4tChQ/naDx06BLlcXiRFEREREWmS2leBDR8+HIMGDZLu/AwAR44cwfLlyzF+/PgiL5CIiIioqKkdgMaMGYNq1aphzpw5WLNmDQDA2dkZK1asgL+/f5EXSERERFTU3unLUP39/VWGnfPnz6N27drvXRQRERGRJr337ZyfPn2KxYsXo1GjRqhbt25R1ERERESkUe8cgPbv34/AwECUL18eM2fOxGeffcYvQyUiIqJPglqnwJKSkrBy5UosW7YMaWlp8Pf3R2ZmJqKjo1GzZk1N1UhERERUpAp9BKhDhw6oUaMGzp49i4iICNy7dw9z587VZG1EREREGlHoI0A7duzA0KFDMWjQIDg4OGiyJiIiIiKNKvQRoIMHD+Lp06do0KAB3N3dMW/ePKSkpGiyNiIiIiKNKHQAaty4MZYsWYL79+/j22+/RWRkJCpUqACFQoGYmBg8ffpUk3USERERFRm1rwIzMjJCnz59cPDgQZw7dw4jR47E9OnTYWVlhY4dO2qiRiIiIqIi9V73AapRowZ++ukn3LlzB+vXry+qmoiIiIg06r1vhAgAurq68PPzw5YtW4picUREREQaVSQBiIiIiOhTwgBEREREWocBiIiIiLROoQJQ/fr18fjxYwDApEmT8OzZM40WRURERKRJhQpAFy9eREZGBgAgLCwM6enpGi2KiIiISJMK9VUYrq6u6N27N5o2bQohBGbOnAljY2OVfSdMmKB2EfPnz8fPP/+MpKQk1K1bF3PnzkWjRo0K7L9hwwaMHz8et27dgoODA2bMmIF27dpJ0ydOnIjIyEjcvn0b+vr6aNCgAaZOnQp3d3e1ayMiIqKSp1BHgFauXAlzc3Ns3boVMpkMO3bswObNm/M9oqOj1S4gKioKwcHBCA0NxcmTJ1G3bl34+Pjg4cOHKvvHx8ejW7du6Nu3L06dOgU/Pz/4+fnh/PnzUh9HR0fMmzcP586dw8GDB2FnZ4c2bdogOTlZ7fqIiIio5JEJIYQ6M+jo6CApKQlWVlZFUoC7uzvc3Nwwb948AIBCoYCtrS2+++47jBkzJl//gIAAZGRkYOvWrVJb48aN4erqioULF6pcR1paGkxNTbFnzx60atXqrTXl9U9NTYWJick7blnB7MZsK/JlllS3prcvsmVxvxdeUe137nP1cL8XD+73D68o39tfpc7nt9qDoENDQws8/aWurKwsnDhxAt7e3v8rSEcH3t7eSEhIUDlPQkKCUn8A8PHxKbB/VlYWFi9eDFNTU9StW1dln8zMTKSlpSk9iIiIqORSexD0pEmTimwQdEpKCnJzc2Ftba3Ubm1tjaSkJJXzJCUlFar/1q1bYWxsDLlcjl9++QUxMTGwsLBQuczw8HCYmppKD1tb2/fYKiIiIvrYfRSDoDWhZcuWOH36NFJSUrBkyRL4+/vjyJEjKk/dhYSEIDg4WHqelpbGEERERFSCFSoArVy5EqGhoUqDoPX08s8qk8nUCkAWFhbQ1dXFgwcPlNofPHgAGxsblfPY2NgUqr+RkRGqV6+O6tWro3HjxnBwcMCyZcsQEhKSb5kGBgYwMDAodN1ERET0aStUAKpRowYiIyMBvByjExsbWySDoPMuUY+NjYWfnx+Al4OgY2NjERQUpHIeDw8PxMbGYvjw4VJbTEwMPDw83rguhUKBzMzM966ZiIiIPn2FCkCvUigURVpAcHAwevbsiYYNG6JRo0aIiIhARkYGevfuDQAIDAxExYoVER4eDgAYNmwYvLy8MGvWLLRv3x6RkZE4fvw4Fi9eDADIyMjA1KlT0bFjR5QvXx4pKSmYP38+7t69iy5duhRp7URERPRpUjsAAcD169cRERGBixcvAgBq1qyJYcOGwd7eXu1lBQQEIDk5GRMmTEBSUhJcXV2xc+dOaaBzYmIidHT+N1bb09MT69atw7hx4zB27Fg4ODggOjoatWvXBgDo6uri0qVLWLVqFVJSUmBubg43NzccOHAAtWrVepfNJSIiohJG7QC0a9cudOzYEa6urmjSpAkA4NChQ6hVqxb++usvtG7dWu0igoKCCjzlFRcXl6+tS5cuBR7Nkcvl2LRpk9o1EBERkfZQOwCNGTMGI0aMwPTp0/O1//DDD+8UgIiIiIg+pELdB+hVFy9eRN++ffO19+nTBxcuXCiSooiIiIg0Se0AZGlpidOnT+drP336dJF9PQYRERGRJql9Cqx///4YMGAAbty4AU9PTwAvxwDNmDFD6WaCRERERB8rtQPQ+PHjUaZMGcyaNUu6qWCFChUwceJEDB06tMgLJCIiIipqagcgmUyGESNGYMSIEXj69CkAoEyZMkVeGBEREZGmqD0GKDQ0FP/++y+Al8GH4YeIiIg+NWoHoD///BP29vZo1aoV1q1bx6+XICIiok+O2gHo9OnTOHbsGGrVqoVhw4bBxsYGgwYNwrFjxzRRHxEREVGRUzsAAUC9evXwf//3f7h37x6WLVuGO3fuoEmTJnBxccGcOXOQmppa1HUSERERFZl3CkB5hBDIzs5GVlYWhBAwMzPDvHnzYGtri6ioqKKqkYiIiKhIvVMAOnHiBIKCglC+fHmMGDEC9erVw8WLF7Fv3z5cvXoVU6dO5SXxRERE9NFSOwDVqVMHjRs3xs2bN7Fs2TLcvn0b06dPR/Xq1aU+3bp1Q3JycpEWSkRERFRU1L4PkL+/P/r06YOKFSsW2MfCwgIKheK9CiMiIiLSlHe6EzQRERHRp0ztAAQAd+7cwZYtW5CYmIisrCylabNnzy6SwoiIiIg0Re0AFBsbi44dO6JatWq4dOkSateujVu3bkEIgfr162uiRiIiIqIipfYg6JCQEIwaNQrnzp2DXC7Hxo0bcfv2bXh5eaFLly6aqJGIiIioSKkdgC5evIjAwEAAgJ6eHp4/fw5jY2NMmjQJM2bMKPICiYiIiIqa2gHIyMhIGvdTvnx5XL9+XZqWkpJSdJURERERaYjaY4AaN26MgwcPwtnZGe3atcPIkSNx7tw5bNq0CY0bN9ZEjURERERFSu0ANHv2bKSnpwMAwsLCkJ6ejqioKDg4OPAKMCIiIvokqB2AqlWrJv1sZGSEhQsXFmlBRERERJr2Xl+GSkRERPQpKtQRIDMzM8hkskIt8NGjR+9VEBEREZGmFSoARUREaLgMIiIiog+nUAGoZ8+emq6DiIiI6IMp9BgghUKBGTNmoEmTJnBzc8OYMWPw/PlzTdZGREREpBGFDkBTp07F2LFjYWxsjIoVK2LOnDkYMmSIJmsjIiIi0ohCB6DffvsNv/76K3bt2oXo6Gj89ddfWLt2LRQKhSbrIyIiIipyhQ5AiYmJaNeunfTc29sbMpkM9+7d00hhRERERJpS6ACUk5MDuVyu1FaqVClkZ2cXeVFEREREmlToO0ELIdCrVy8YGBhIbS9evMDAgQNhZGQktW3atKloKyQiIiIqYoUOQKouhf/mm2+KtBgiIiKiD6HQAWjFihWarIOIiIjog+F3gREREZHWYQAiIiIircMARERERFqHAYiIiIi0zkcRgObPnw87OzvI5XK4u7vj6NGjb+y/YcMGODk5QS6Xo06dOti+fbs0LTs7Gz/88APq1KkDIyMjVKhQAYGBgbxhIxEREUmKPQBFRUUhODgYoaGhOHnyJOrWrQsfHx88fPhQZf/4+Hh069YNffv2xalTp+Dn5wc/Pz+cP38eAPDs2TOcPHkS48ePx8mTJ7Fp0yZcvnwZHTt2/JCbRURERB+xYg9As2fPRv/+/dG7d2/UrFkTCxcuROnSpbF8+XKV/efMmQNfX1+MHj0azs7OmDx5MurXr4958+YBAExNTRETEwN/f3/UqFEDjRs3xrx583DixAkkJiZ+yE0jIiKij1SxBqCsrCycOHEC3t7eUpuOjg68vb2RkJCgcp6EhASl/gDg4+NTYH8ASE1NhUwmQ9myZYukbiIiIvq0FfpGiJqQkpKC3NxcWFtbK7VbW1vj0qVLKudJSkpS2T8pKUll/xcvXuCHH35At27dYGJiorJPZmYmMjMzpedpaWnqbAYRERF9Yor9FJgmZWdnw9/fH0IILFiwoMB+4eHhMDU1lR62trYfsEoiIiL60Io1AFlYWEBXVxcPHjxQan/w4AFsbGxUzmNjY1Oo/nnh599//0VMTEyBR38AICQkBKmpqdLj9u3b77hFRERE9Cko1gCkr6+PBg0aIDY2VmpTKBSIjY2Fh4eHynk8PDyU+gNATEyMUv+88HP16lXs2bMH5ubmb6zDwMAAJiYmSg8iIiIquYp1DBAABAcHo2fPnmjYsCEaNWqEiIgIZGRkoHfv3gCAwMBAVKxYEeHh4QCAYcOGwcvLC7NmzUL79u0RGRmJ48ePY/HixQBehp+vvvoKJ0+exNatW5GbmyuNDypXrhz09fWLZ0OJiIjoo1HsASggIADJycmYMGECkpKS4Orqip07d0oDnRMTE6Gj878DVZ6enli3bh3GjRuHsWPHwsHBAdHR0ahduzYA4O7du9iyZQsAwNXVVWlde/fuRYsWLT7IdhEREdHHq9gDEAAEBQUhKChI5bS4uLh8bV26dEGXLl1U9rezs4MQoijLIyIiohKmRF8FRkRERKQKAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6zAAERERkdZhACIiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6zAAERERkdZhACIiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6zAAERERkdZhACIiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6zAAERERkdZhACIiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6zAAERERkdZhACIiIiKtwwBEREREWqfYA9D8+fNhZ2cHuVwOd3d3HD169I39N2zYACcnJ8jlctSpUwfbt29Xmr5p0ya0adMG5ubmkMlkOH36tAarJyIiok9RsQagqKgoBAcHIzQ0FCdPnkTdunXh4+ODhw8fquwfHx+Pbt26oW/fvjh16hT8/Pzg5+eH8+fPS30yMjLQtGlTzJgx40NtBhEREX1iijUAzZ49G/3790fv3r1Rs2ZNLFy4EKVLl8by5ctV9p8zZw58fX0xevRoODs7Y/Lkyahfvz7mzZsn9enRowcmTJgAb2/vD7UZRERE9IkptgCUlZWFEydOKAUVHR0deHt7IyEhQeU8CQkJ+YKNj49Pgf0LKzMzE2lpaUoPIiIiKrmKLQClpKQgNzcX1tbWSu3W1tZISkpSOU9SUpJa/QsrPDwcpqam0sPW1va9lkdEREQft2IfBP0xCAkJQWpqqvS4fft2cZdEREREGqRXXCu2sLCArq4uHjx4oNT+4MED2NjYqJzHxsZGrf6FZWBgAAMDg/daBhEREX06iu0IkL6+Pho0aIDY2FipTaFQIDY2Fh4eHirn8fDwUOoPADExMQX2JyIiIlKl2I4AAUBwcDB69uyJhg0bolGjRoiIiEBGRgZ69+4NAAgMDETFihURHh4OABg2bBi8vLwwa9YstG/fHpGRkTh+/DgWL14sLfPRo0dITEzEvXv3AACXL18G8PLo0fseKSIiIqKSoVgDUEBAAJKTkzFhwgQkJSXB1dUVO3fulAY6JyYmQkfnfwepPD09sW7dOowbNw5jx46Fg4MDoqOjUbt2banPli1bpAAFAF27dgUAhIaGYuLEiR9mw4iIiOijVqwBCACCgoIQFBSkclpcXFy+ti5duqBLly4FLq9Xr17o1atXEVVHREREJRGvAiMiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6zAAERERkdZhACIiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6zAAERERkdZhACIiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6zAAERERkdZhACIiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6zAAERERkdZhACIiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI63wUAWj+/Pmws7ODXC6Hu7s7jh49+sb+GzZsgJOTE+RyOerUqYPt27crTRdCYMKECShfvjwMDQ3h7e2Nq1evanITiIiI6BNS7AEoKioKwcHBCA0NxcmTJ1G3bl34+Pjg4cOHKvvHx8ejW7du6Nu3L06dOgU/Pz/4+fnh/PnzUp+ffvoJ//d//4eFCxfiyJEjMDIygo+PD168ePGhNouIiIg+YsUegGbPno3+/fujd+/eqFmzJhYuXIjSpUtj+fLlKvvPmTMHvr6+GD16NJydnTF58mTUr18f8+bNA/Dy6E9ERATGjRuHTp06wcXFBb/99hvu3buH6OjoD7hlRERE9LEq1gCUlZWFEydOwNvbW2rT0dGBt7c3EhISVM6TkJCg1B8AfHx8pP43b95EUlKSUh9TU1O4u7sXuEwiIiLSLnrFufKUlBTk5ubC2tpaqd3a2hqXLl1SOU9SUpLK/klJSdL0vLaC+rwuMzMTmZmZ0vPU1FQAQFpamhpbU3iKzGcaWW5JVJT/B9zvhVdU+537XD3c78WD+/3D09Tna95yhRBv7VusAehjER4ejrCwsHzttra2xVANvco0orgr0E7c78WD+714cL9/eJre50+fPoWpqekb+xRrALKwsICuri4ePHig1P7gwQPY2NionMfGxuaN/fP+ffDgAcqXL6/Ux9XVVeUyQ0JCEBwcLD1XKBR49OgRzM3NIZPJ1N6uT01aWhpsbW1x+/ZtmJiYFHc5WoP7vXhwvxcP7vfioW37XQiBp0+fokKFCm/tW6wBSF9fHw0aNEBsbCz8/PwAvAwfsbGxCAoKUjmPh4cHYmNjMXz4cKktJiYGHh4eAICqVavCxsYGsbGxUuBJS0vDkSNHMGjQIJXLNDAwgIGBgVJb2bJl32vbPkUmJiZa8QvyseF+Lx7c78WD+714aNN+f9uRnzzFfgosODgYPXv2RMOGDdGoUSNEREQgIyMDvXv3BgAEBgaiYsWKCA8PBwAMGzYMXl5emDVrFtq3b4/IyEgcP34cixcvBgDIZDIMHz4cU6ZMgYODA6pWrYrx48ejQoUKUsgiIiIi7VbsASggIADJycmYMGECkpKS4Orqip07d0qDmBMTE6Gj87+L1Tw9PbFu3TqMGzcOY8eOhYODA6Kjo1G7dm2pz/fff4+MjAwMGDAAT548QdOmTbFz507I5fIPvn1ERET08ZGJwgyVphItMzMT4eHhCAkJyXcqkDSH+714cL8XD+734sH9XjAGICIiItI6xX4naCIiIqIPjQGIiIiItA4DEBEREWkdBiAiIiLSOgxAJVx4eDjc3NxQpkwZWFlZwc/PD5cvX37rfB07dkTlypUhl8tRvnx59OjRA/fu3fsAFWuX6dOnS/euIs2aOHEiZDKZ0sPJyam4y9IKd+/exTfffANzc3MYGhqiTp06OH78eHGXVSLY2dnle13LZDIMGTKkuEv76DEAlXD79u3DkCFDcPjwYcTExCA7Oxtt2rRBRkbGG+dr2bIlfv/9d1y+fBkbN27E9evX8dVXX32gqrXDsWPHsGjRIri4uBR3KVqjVq1auH//vvQ4ePBgcZdU4j1+/BhNmjRBqVKlsGPHDly4cAGzZs2CmZlZcZdWIhw7dkzpNR0TEwMA6NKli8r+MpkMt27d+oAVfryK/UaIpFk7d+5Uer5y5UpYWVnhxIkTaN68eYHzjRgxQvq5SpUqGDNmDPz8/JCdnY1SpUpprF5tkZ6eju7du2PJkiWYMmVKcZejNfT09Ar8nkHSjBkzZsDW1hYrVqyQ2qpWrVqMFZUslpaWSs+nT58Oe3t7eHl5FVNFnw4eAdIyqampAIBy5coVep5Hjx5h7dq18PT0ZPgpIkOGDEH79u3h7e1d3KVolatXr6JChQqoVq0aunfvjsTExOIuqcTbsmULGjZsiC5dusDKygr16tXDkiVLirusEikrKwtr1qxBnz59tOKLvN8XA5AWUSgUGD58OJo0aaL01SEF+eGHH2BkZARzc3MkJibizz///ABVlnyRkZE4efKk9P129GG4u7tj5cqV2LlzJxYsWICbN2+iWbNmePr0aXGXVqLduHEDCxYsgIODA3bt2oVBgwZh6NChWLVqVXGXVuJER0fjyZMn6NWrV3GX8kngnaC1yKBBg7Bjxw4cPHgQlSpVAgAMHDgQa9askfqkp6dLP6ekpODRo0f4999/ERYWBlNTU2zdupV/WbyH27dvo2HDhoiJiZHG/rRo0QKurq6IiIgo3uK0zJMnT1ClShXMnj0bffv2Le5ySix9fX00bNgQ8fHxUtvQoUNx7NgxJCQkFGNlJY+Pjw/09fXx119/SW1t27bFgQMHpOcZGRkoXbq09D5epUoV/PPPPx+81o8BxwBpiaCgIGzduhX79++Xwg8ATJo0CaNGjVI5j4WFBSwsLODo6AhnZ2fY2tri8OHD8PDw+FBllzgnTpzAw4cPUb9+faktNzcX+/fvx7x585CZmQldXd1irFB7lC1bFo6Ojrh27Vpxl1KilS9fHjVr1lRqc3Z2xsaNG4upopLp33//xZ49e7Bp0yal9qVLl+L58+fScwcHB2zfvh0VK1YEAK0e1sAAVMIJIfDdd99h8+bNiIuLyzf40MrKClZWVm9djkKhAPDyi/Xo3bVq1Qrnzp1TauvduzecnJzwww8/MPx8QOnp6bh+/Tp69OhR3KWUaE2aNMl3640rV66gSpUqxVRRybRixQpYWVmhffv2Su15QedVVapUgZ2d3Qeq7OPFAFTCDRkyBOvWrcOff/6JMmXKICkpCQBgamoKQ0NDlfMcOXIEx44dQ9OmTWFmZobr169j/PjxsLe359Gf91SmTJl846/yxlkVZlwWvbtRo0ahQ4cOqFKlCu7du4fQ0FDo6uqiW7duxV1aiTZixAh4enpi2rRp8Pf3x9GjR7F48WIsXry4uEsrMRQKBVasWIGePXtCT48f64XFQdAl3IIFC5CamooWLVqgfPny0iMqKqrAeUqXLo1NmzahVatWqFGjBvr27QsXFxfs27cPBgYGH7B6oqJz584ddOvWDTVq1IC/vz/Mzc1x+PDhfJcRU9Fyc3PD5s2bsX79etSuXRuTJ09GREQEunfvXtyllRh79uxBYmIi+vTpU9ylfFI4CJqIiIi0Do8AERERkdZhACIiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIisitW7cgk8lw+vTp4i5FcunSJTRu3BhyuRyurq7vtIyVK1eibNmyRVrXx2jixIlv3Ucf4/8xvb/C/N9TycMARCVGr169IJPJMH36dKX26Ohorf0G+9DQUBgZGeHy5cuIjY1V2Sdvv8lkMujr66N69eqYNGkScnJyPnC1xWvUqFFK+6hXr17w8/MrkmWfOXMGHTt2hJWVFeRyOezs7BAQEICHDx8WyfKLUl7Ie/01MWXKFGjyvrmXLl2CTCbD4cOHldrzAvyLFy+kthcvXkAul2PZsmUaq4dKPgYgKlHkcjlmzJiBx48fF3cpRSYrK+ud571+/TqaNm2KKlWqwNzcvMB+vr6+uH//Pq5evYqRI0di4sSJ+Pnnn995vZqQnZ2t0eUbGxu/cR+9q+TkZLRq1QrlypXDrl27cPHiRaxYsQIVKlRARkZGka+vqOzZs0d6TYSFhWHq1KlYvny5xtbn5OQEGxsbxMXFSW1Pnz7FyZMnYWlpqRSMEhISkJmZic8++0xj9VDJxwBEJYq3tzdsbGwQHh5eYB9Vh7sjIiKUvh0576//adOmwdraGmXLlpWOiowePRrlypVDpUqVsGLFinzLv3TpEjw9PSGXy1G7dm3s27dPafr58+fRtm1bGBsbw9raGj169EBKSoo0vUWLFggKCsLw4cNhYWEBHx8flduhUCgwadIkVKpUCQYGBnB1dcXOnTul6TKZDCdOnMCkSZMgk8kwceLEAveJgYEBbGxsUKVKFQwaNAje3t7YsmWLyr7Xr19Hp06dYG1tDWNjY7i5uWHPnj3S9EmTJqn8YldXV1eMHz9eer506VI4OztDLpfDyckJv/76qzQt7yhEVFQUvLy8IJfLsXbtWvz777/o0KEDzMzMYGRkhFq1amH79u0q65w3b55SHXlHAhcuXCi1eXt7Y9y4cQCUXxcTJ07EqlWr8Oeff0pHQl79YL5x4wZatmyJ0qVLo27dukhISChw3x46dAipqalYunQp6tWrh6pVq6Jly5b45ZdfULVqVQBAbm4u+vbti6pVq8LQ0BA1atTAnDlzlJbzrq/J27dvw9/fH2XLlkW5cuXQqVMn3Lp1q8B685ibm0uvie7du6NJkyY4efIkAGD//v0oVaqU9OXKeYYPH45mzZpJzw8ePIhmzZrB0NAQtra2GDp06BtDX8uWLZX288GDB+Ho6IgOHTootcfFxaFKlSrS/vvzzz9Rv359yOVyVKtWDWFhYUpHMJ88eYJ+/frB0tISJiYm+Oyzz3DmzJkC67h+/TqqVauGoKAgjR71ouLFAEQliq6uLqZNm4a5c+fizp0777Wsv//+G/fu3cP+/fsxe/ZshIaG4vPPP4eZmRmOHDmCgQMH4ttvv823ntGjR2PkyJE4deoUPDw80KFDB/z3338AXr4Rf/bZZ6hXrx6OHz+OnTt34sGDB/D391daxqpVq6Cvr49Dhw4pfWC/as6cOZg1axZmzpyJs2fPwsfHBx07dsTVq1cBAPfv30etWrUwcuRI3L9/H6NGjSr0thsaGhZ45Ck9PR3t2rVDbGwsTp06BV9fX3To0AGJiYkAgD59+uDixYs4duyYNM+pU6dw9uxZ9O7dGwCwdu1aTJgwAVOnTsXFixcxbdo0jB8/HqtWrVJa15gxYzBs2DBcvHgRPj4+GDJkCDIzM7F//36cO3cOM2bMgLGxsco6vby8cOHCBSQnJwMA9u3bBwsLC+mDNDs7GwkJCWjRokW+eUeNGgV/f3/pyNj9+/fh6ekpTf/xxx8xatQonD59Go6OjujWrVuBpwxtbGyQk5ODzZs3F/hhqlAoUKlSJWzYsAEXLlzAhAkTMHbsWPz+++9K/dR9TWZnZ8PHxwdlypTBgQMHcOjQIRgbG8PX11etI4vHjx/HiRMn4O7uDgBo3rw5qlWrhtWrV0t9srOzsXbtWukLOa9fvw5fX198+eWXOHv2LKKionDw4EEEBQUVuJ6WLVvi4MGD0r7cu3cvWrRoAS8vL+zdu1fqt3fvXrRs2RIAcODAAQQGBmLYsGG4cOECFi1ahJUrV2Lq1KlS/y5duuDhw4fYsWMHTpw4gfr166NVq1Z49OhRvhrOnj2Lpk2b4uuvv8a8efO09vS5VhBEJUTPnj1Fp06dhBBCNG7cWPTp00cIIcTmzZvFqy/10NBQUbduXaV5f/nlF1GlShWlZVWpUkXk5uZKbTVq1BDNmjWTnufk5AgjIyOxfv16IYQQN2/eFADE9OnTpT7Z2dmiUqVKYsaMGUIIISZPnizatGmjtO7bt28LAOLy5ctCCCG8vLxEvXr13rq9FSpUEFOnTlVqc3NzE4MHD5ae161bV4SGhr5xOa/uN4VCIWJiYoSBgYEYNWqUEEKIFStWCFNT0zcuo1atWmLu3LnS87Zt24pBgwZJz7/77jvRokUL6bm9vb1Yt26d0jImT54sPDw8hBD/25cRERFKferUqSMmTpz4xlryKBQKYW5uLjZs2CCEEMLV1VWEh4cLGxsbIYQQBw8eFKVKlRIZGRlCiPyvi1f3S568upYuXSq1/fPPPwKAuHjxYoG1jB07Vujp6Yly5coJX19f8dNPP4mkpKQ31j9kyBDx5ZdfKtWj7mty9erVokaNGkKhUEh9MjMzhaGhodi1a5fK9eZto6GhoTAyMhKlSpUSAMSAAQOU+s2YMUM4OztLzzdu3CiMjY1Fenq6EEKIvn375pvnwIEDQkdHRzx//lzluq9evSoAiPj4eCHEy9fz77//Lu7duycMDAzE8+fPxbNnz4SBgYFYtWqVEEKIVq1aiWnTpiktZ/Xq1aJ8+fLSOk1MTMSLFy+U+tjb24tFixYJIf73f3/o0CFhZmYmZs6cqbI+Kll4BIhKpBkzZmDVqlW4ePHiOy+jVq1a0NH536+ItbU16tSpIz3X1dWFubl5voGsHh4e0s96enpo2LChVMeZM2ewd+9eGBsbSw8nJycAL/9iztOgQYM31paWloZ79+6hSZMmSu1NmjR5p23eunUrjI2NIZfL0bZtWwQEBBR4yiw9PR2jRo2Cs7MzypYtC2NjY1y8eFE6AgQA/fv3x/r16/HixQtkZWVh3bp10pGBjIwMXL9+HX379lXaD1OmTFHaBwDQsGFDpedDhw7FlClT0KRJE4SGhuLs2bMFbpNMJkPz5s0RFxeHJ0+e4MKFCxg8eDAyMzNx6dIl7Nu3D25ubihdurTa+8vFxUX6uXz58gDwxgHNU6dORVJSEhYuXIhatWph4cKFcHJywrlz56Q+8+fPR4MGDWBpaQljY2MsXrxYaZ8C6r8mz5w5g2vXrqFMmTLSfi5XrhxevHiRb1+/LioqCqdPn8aZM2fw+++/488//8SYMWOk6b169cK1a9eksTkrV66Ev78/jIyMpHWvXLlS6f/Yx8cHCoUCN2/eVLnO6tWro1KlSoiLi0NaWhpOnToFLy8vlC9fHpUrV0ZCQoI0/ifvCNCZM2cwadIkpfX0798f9+/fx7Nnz3DmzBmkp6fD3Nxcqc/NmzeV9kFiYiJat26NCRMmYOTIkW/cN1Qy6BV3AUSa0Lx5c/j4+CAkJAS9evVSmqajo5PvVISqAbalSpVSei6TyVS2KRSKQteVnp6ODh06YMaMGfmm5X2QApA+RD6Uli1bYsGCBdDX10eFChWgp1fwW8OoUaMQExODmTNnonr16jA0NMRXX32ldEqlQ4cOMDAwwObNm6Gvr4/s7Gx89dVXAF7uAwBYsmSJdEolj66urtLz1/dDv3794OPjg23btmH37t0IDw/HrFmz8N1336mstUWLFli8eDEOHDiAevXqwcTERApF+/btg5eXV+F30itefR3knSJ52+vA3NwcXbp0QZcuXTBt2jTUq1cPM2fOxKpVqxAZGYlRo0Zh1qxZ8PDwQJkyZfDzzz/jyJEjBa43b91vek2mp6ejQYMGWLt2bb56LC0t31ivra0tqlevDgBwdnbG9evXMX78eEycOBFyuRxWVlbo0KEDVqxYgapVq2LHjh1K43TS09Px7bffYujQofmWXbly5QLX26JFC+zduxcuLi5wcHCAlZUVAEinwYQQqF69OmxtbaX1hIWFoXPnzvmWJZfLkZ6ejvLlyyvVlufV2ztYWlqiQoUKWL9+Pfr06QMTE5M37h/69DEAUYk1ffp0uLq6okaNGkrtlpaWSEpKghBC+vAqyvu6HD58GM2bNwcA5OTk4MSJE9K4h/r162Pjxo2ws7N7Y8h4GxMTE1SoUAGHDh1S+hA/dOgQGjVqpPbyjIyMpA+7tzl06BB69eqFL774AsDLD6DXB9Xq6emhZ8+eWLFiBfT19dG1a1cYGhoCeHnUokKFCrhx4wa6d++udq22trYYOHAgBg4ciJCQECxZsqTAAOTl5YXhw4djw4YN0lifFi1aYM+ePTh06NAb/9LX19dHbm6u2vUVhr6+Puzt7aUBwYcOHYKnpycGDx4s9XnbEZrCqF+/PqKiomBlZfXeH+i6urrIyclBVlYW5HI5gJeBtFu3bqhUqRLs7e2VjkjWr18fFy5cKPTrKk/Lli0xdOhQ1KxZU2l8VvPmzbFkyRIIIaSjP3nruXz5coHrqV+/PpKSkqCnp6d0ocPrDA0NsXXrVrRr1w4+Pj7YvXs3ypQpo1bt9GnhKTAqserUqYPu3bvj//7v/5TaW7RogeTkZPz000+4fv065s+fjx07dhTZeufPn4/Nmzfj0qVLGDJkCB4/fiyd/hkyZAgePXqEbt264dixY7h+/Tp27dqF3r17q/1hO3r0aMyYMQNRUVG4fPkyxowZg9OnT2PYsGFFti2qODg4YNOmTdLpka+//lrl0Y9+/frh77//xs6dO6XtzxMWFobw8HD83//9H65cuYJz585hxYoVmD179hvXPXz4cOzatQs3b97EyZMnsXfvXjg7OxfY38XFBWZmZli3bp1SAIqOjkZmZma+U4ivsrOzw9mzZ3H58mWkpKS882X4W7duxTfffIOtW7fiypUruHz5MmbOnInt27ejU6dOAF7u0+PHj2PXrl24cuUKxo8frzSI/F11794dFhYW6NSpEw4cOICbN28iLi4OQ4cOfetFAv/99x+SkpJw584d7NixA3PmzEHLli2VgpSPjw9MTEwwZcoUaYB7nh9++AHx8fEICgrC6dOncfXqVfz5559vHAQNvAxAGRkZWL58uVK49/LywpEjR3D06FGlADRhwgT89ttvCAsLwz///IOLFy8iMjJSurrP29sbHh4e8PPzw+7du3Hr1i3Ex8fjxx9/xPHjx5XWbWRkhG3btkFPTw9t27aVjlZSycQARCXapEmT8n04Ozs749dff8X8+fNRt25dHD16VK0rpN5m+vTpmD59OurWrYuDBw9iy5YtsLCwAADpqE1ubi7atGmDOnXqYPjw4ShbtqzS2I7CGDp0KIKDgzFy5EjUqVMHO3fuxJYtW+Dg4FBk26LK7NmzYWZmBk9PT3To0AE+Pj6oX79+vn4ODg7w9PSEk5NTvlNd/fr1w9KlS7FixQrUqVMHXl5eWLlypXRZc0Fyc3MxZMgQODs7w9fXF46OjkqXz79OJpOhWbNmkMlkaNq0KYCXocjExAQNGzZ846nG/v37o0aNGmjYsCEsLS1x6NChN9ZWkJo1a6J06dIYOXIkXF1d0bhxY/z+++9YunQpevToAQD49ttv0blzZwQEBMDd3R3//fef0tGgd1W6dGns378flStXRufOneHs7Iy+ffvixYsXbz0i5O3tjfLly8POzg4DBgxAu3btEBUVpdRHR0cHvXr1Qm5uLgIDA5Wmubi4YN++fbhy5QqaNWuGevXqYcKECahQocIb11u1alVUqVIFT58+VQpAlStXRoUKFZCVlaV0ZMjHxwdbt27F7t274ebmhsaNG+OXX35BlSpVALx8DWzfvh3NmzdH79694ejoiK5du+Lff/+FtbV1vvUbGxtjx44dEEKgffv2H/W9muj9yMTrgyGIiIqAEAIODg4YPHgwgoODi7sc0pC+ffsiOTm5wPtGEX2sOAaIiIpccnIyIiMjkZSUlO/UCJUMqampOHfuHNatW8fwQ58kBiAiKnJWVlawsLDA4sWLYWZmVtzlkAZ06tQJR48excCBA9G6deviLodIbTwFRkRERFqHg6CJiIhI6zAAERERkdZhACIiIiKtwwBEREREWocBiIiIiLQOAxARERFpHQYgIiIi0joMQERERKR1GICIiIhI6/w/r8qzF2YctOAAAAAASUVORK5CYII=\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 640x480 with 1 Axes>"
             ]
@@ -687,10 +589,11 @@
       "execution_count": null,
       "metadata": {
         "colab": {
-          "background_save": true
+          "base_uri": "https://localhost:8080/",
+          "height": 619
         },
         "id": "YzSTbb8qJOoK",
-        "outputId": "8335105c-181d-49f6-e9e1-4c2db5444bd5"
+        "outputId": "5f217c37-ca1a-4849-f83f-bc716b505068"
       },
       "outputs": [
         {
@@ -698,9 +601,9 @@
           "output_type": "stream",
           "text": [
             "  count  playoff_team\n",
-            "0     1         22776\n",
-            "1     2          3089\n",
-            "2    3+            55\n",
+            "0     1         87474\n",
+            "1     2         13387\n",
+            "2    3+           259\n",
             "  Bucket  Number of Unique Players\n",
             "0      1                    510474\n",
             "1      2                     93668\n",
@@ -709,7 +612,7 @@
         },
         {
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 640x480 with 1 Axes>"
             ]
@@ -756,7 +659,7 @@
         "\n",
         "# Plot\n",
         "plt.bar(playoff_rates['count'], playoff_rates['playoff_team'])\n",
-        "plt.xlabel('Number of TE with Same Bye Week')\n",
+        "plt.xlabel('Number of QB with Same Bye Week')\n",
         "plt.ylabel('Playoff Advance Rate')\n",
         "plt.title(f'Playoff Advance Rate (QB)')\n",
         "\n",
@@ -783,9 +686,10 @@
       },
       "source": [
         "####We see a few things in the below data:\n",
-        "1. Most teams (~84%) have avoided duplicated bye weeks on QBs, with a small sample (<1%) of teams having 3 or more.\n",
-        "2. The most significant drop off comes from RBs. However, RB and WR have a smaller sample of players without duping bye weeks (presumably due to stacking).\n",
-        "3. The flattest rates come from TEs"
+        "1. Duplicating QB bye weeks seems to have the biggest effect on advance rate.\n",
+        "2. Every position drops off at 3\n",
+        "3. RBs most commonly have 2 shared bye weeks.\n",
+        "4. Most teams have at least 2 WR on the same bye, likely due to double stacking and higher volume of WR drafted than other positions."
       ]
     },
     {
@@ -793,10 +697,11 @@
       "execution_count": null,
       "metadata": {
         "colab": {
-          "background_save": true
+          "background_save": true,
+          "base_uri": "https://localhost:8080/"
         },
         "id": "liXC0LBLJvvv",
-        "outputId": "0f1c5c17-6d9c-453b-9cc4-3907be5a213a"
+        "outputId": "d75780ee-1286-48b1-c7ed-a509ed59b194"
       },
       "outputs": [
         {
@@ -823,7 +728,7 @@
         },
         {
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 640x480 with 1 Axes>"
             ]
@@ -889,7 +794,7 @@
         "\n",
         "     # Add the percentage on each bar\n",
         "    for i, v in enumerate(playoff_rates['playoff_team']):\n",
-        "        plt.text(x_positions[i], v, f\"{v*100:.1f}%\", ha='center', va='bottom', fontsize=8)\n",
+        "        plt.text(x_positions[i], v, f\"{v*100:.1f}%\", ha='center', va='bottom', fontsize=6)\n",
         "\n",
         "# Plot data for 'QB'\n",
         "plot_position_data(filtered_df_qb, position_name_qb, 1, 4)\n",
@@ -907,7 +812,7 @@
         "plt.ylabel('Playoff Advance Rate')\n",
         "plt.title('Playoff Advance Rate by Bye Week Concentration')\n",
         "plt.xticks(np.arange(len(playoff_rates)) + 0.25, playoff_rates['count'])\n",
-        "plt.legend()\n",
+        "legend = plt.legend(loc='lower center', frameon=True, ncol=2, fontsize=6)\n",
         "\n",
         "plt.show()"
       ]
@@ -915,10 +820,10 @@
     {
       "cell_type": "markdown",
       "metadata": {
-        "id": "CPoNk7zKs99s"
+        "id": "QMLJldggA4OB"
       },
       "source": [
-        "WR had a small sample of 1 duped bye week and a larger sample of 3+, so I decided to run WR out with 4+ to see if there was a significant change. There wasn't.\n"
+        "About 44% of WR values were at 3+ so I wanted to break out 3 and 4. I do that below."
       ]
     },
     {
@@ -926,17 +831,21 @@
       "execution_count": null,
       "metadata": {
         "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 564
+          "background_save": true
         },
-        "id": "AVQ5yuCrkKCj",
-        "outputId": "12a2ac8d-64aa-4c0f-cefb-30d7b40fb42f"
+        "id": "5aiKHaSj_ewP",
+        "outputId": "f630f4a8-f73c-4f52-a515-290ea0b89eeb"
       },
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
+            "  count  playoff_team\n",
+            "0     1          2427\n",
+            "1     2         55301\n",
+            "2     3         35823\n",
+            "3    4+          7569\n",
             "  Bucket  Number of Unique Players\n",
             "0      1                     15821\n",
             "1      2                    326428\n",
@@ -945,14 +854,14 @@
           ]
         },
         {
-          "output_type": "display_data",
           "data": {
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 640x480 with 1 Axes>"
-            ],
-            "image/png": "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\n"
+            ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         }
       ],
       "source": [
@@ -980,6 +889,11 @@
         "# Group by the new 'count' groups and calculate the rate of playoff_team = 1\n",
         "playoff_rates = merged.groupby('count')['playoff_team'].mean().reset_index()\n",
         "\n",
+        "# Group by the max count (bucket) and calculate the total count of teams\n",
+        "playoff_counts = merged.groupby('count')['playoff_team'].sum().reset_index()\n",
+        "\n",
+        "print(playoff_counts)\n",
+        "\n",
         "# Count the number of unique players in each bucket after grouping\n",
         "unique_players_after_grouping = merged.groupby('count')['tournament_entry_id'].nunique().reset_index()\n",
         "unique_players_after_grouping.columns = ['Bucket', 'Number of Unique Players']\n",
@@ -1001,17 +915,19 @@
     },
     {
       "cell_type": "markdown",
+      "metadata": {
+        "id": "zdS799lSvzu_"
+      },
       "source": [
         "##Conclusion\n",
-        "The bye week bros might be on to something here. From the sample data, we can conclude that teams that have less duplicated bye weeks amongst their lineups are expected to have a higher chance at making the playoffs in Best Ball Mania.\n",
+        "The bye week bros might be on to something here. From the sample data, we can conclude that teams that have fewer duplicated bye weeks amongst their lineups are expected to have a higher chance at making the playoffs in Best Ball Mania. You really begin to lose advance equity as a whole team once you get up to 6 duplicated bye weeks.\n",
         "\n",
-        "The data also seems to show that as you continue to add more players with the same bye week, there are \"diminishing returns.\" The example of this is for the WR position, where the advance rate of teams is relatively the same as you go from 2 to 4 duplicated bye weeks. You can also see the overall lineup advance rate flattens out at 5+ duplicated bye weeks.\n",
+        "The data also seems to show that as you continue to add more players with the same bye week, there are \"diminishing returns,\" with the dropoff happening around 6 players.\n",
         "\n",
-        "We might not have enough data yet to come up with a concrete conclusion. It would be interesting to re-run this project in a couple years with more data points. But as it stands now, don't get carried away with too many players on the same bye week."
-      ],
-      "metadata": {
-        "id": "zdS799lSvzu_"
-      }
+        "At the position level, duplicated bye weeks affect QBs the most and WRs the least. You can have 2 players at the same position with the same bye week, but once you get to 3 it gets worrisome.\n",
+        "\n",
+        "We might not have enough data yet to come up with a concrete conclusion. It would be interesting to re-run this project in a couple of years with more data points. But as it stands now, don't get carried away with too many players on the same bye week."
+      ]
     },
     {
       "cell_type": "code",
@@ -1040,4 +956,4 @@
   },
   "nbformat": 4,
   "nbformat_minor": 0
-}
\ No newline at end of file
+}