diff --git a/code/year_to_year_transition_times_data_generation.ipynb b/code/year_to_year_transition_times_data_generation.ipynb
index 3410fc2c..c5cb5cff 100644
--- a/code/year_to_year_transition_times_data_generation.ipynb
+++ b/code/year_to_year_transition_times_data_generation.ipynb
@@ -233,7 +233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 28,
    "id": "11a5392f-f926-409f-adbe-77fb381bebbb",
    "metadata": {},
    "outputs": [],
@@ -258,7 +258,8 @@
     "\n",
     "    for i in range(0,len(scores_start), 48):\n",
     "\n",
-    "        score_for_year = scores_start[range(i, i+48)].copy() # get scores for year\n",
+    "        start_score_for_fullyear = scores_start[range(i, i+48)].copy() # get scores for year\n",
+    "        end_scores_for_fullyear = scores_end[range(i, i+48)].copy() # get scores for year\n",
     "        \n",
     "        max_start_score_idx = i+24 + np.argmax(scores_start[i+24:i+48]) # find max score in second half of year, will become 'center' of the start transition week distribution for year\n",
     "        max_end_score_idx = i + np.argmax(scores_end[i:i+24]) # find max score in first half of year of year, will become 'center' of the end transition week distribution for year\n",
@@ -277,8 +278,8 @@
     "        start_means.append(round(start_mean % 48)) # add means to array, taking modulo 48 to convert to a week of the year, and rounding to nearest integer\n",
     "        end_means.append(round(end_mean % 48)) \n",
     "\n",
-    "        mean_start_probs.append((score_for_year / np.sum(start_scores_for_year))[round(start_mean % 48)])\n",
-    "        mean_end_probs.append((score_for_year / np.sum(end_scores_for_year))[round(end_mean % 48)])\n",
+    "        mean_start_probs.append((start_score_for_fullyear / np.sum(start_scores_for_year))[round(start_mean % 48)])\n",
+    "        mean_end_probs.append((end_scores_for_fullyear / np.sum(end_scores_for_year))[round(end_mean % 48)])\n",
     "    \n",
     "        max_start_prob = np.max(start_probs_for_year) # compute maximum probability start week\n",
     "        max_start_probs.append(max_start_prob)\n",
@@ -339,7 +340,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 29,
    "id": "8e0c3f0b-7261-4647-8803-c5bfee58deda",
    "metadata": {},
    "outputs": [],
@@ -365,7 +366,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 30,
    "id": "82df1381",
    "metadata": {},
    "outputs": [
@@ -416,7 +417,7 @@
        "      <td>9</td>\n",
        "      <td>0.078031</td>\n",
        "      <td>14</td>\n",
-       "      <td>0.001249</td>\n",
+       "      <td>0.064089</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -430,7 +431,7 @@
        "      <td>11</td>\n",
        "      <td>0.087274</td>\n",
        "      <td>12</td>\n",
-       "      <td>0.001240</td>\n",
+       "      <td>0.056800</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
@@ -444,7 +445,7 @@
        "      <td>8</td>\n",
        "      <td>0.073567</td>\n",
        "      <td>8</td>\n",
-       "      <td>0.000944</td>\n",
+       "      <td>0.073567</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -458,7 +459,7 @@
        "      <td>9</td>\n",
        "      <td>0.063489</td>\n",
        "      <td>9</td>\n",
-       "      <td>0.001954</td>\n",
+       "      <td>0.063489</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -472,7 +473,7 @@
        "      <td>11</td>\n",
        "      <td>0.068561</td>\n",
        "      <td>11</td>\n",
-       "      <td>0.003461</td>\n",
+       "      <td>0.068561</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
@@ -486,7 +487,7 @@
        "      <td>8</td>\n",
        "      <td>0.074932</td>\n",
        "      <td>9</td>\n",
-       "      <td>0.002084</td>\n",
+       "      <td>0.073573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
@@ -500,7 +501,7 @@
        "      <td>9</td>\n",
        "      <td>0.073493</td>\n",
        "      <td>14</td>\n",
-       "      <td>0.001177</td>\n",
+       "      <td>0.060723</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
@@ -514,7 +515,7 @@
        "      <td>11</td>\n",
        "      <td>0.084680</td>\n",
        "      <td>13</td>\n",
-       "      <td>0.000676</td>\n",
+       "      <td>0.060494</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
@@ -528,7 +529,7 @@
        "      <td>8</td>\n",
        "      <td>0.073729</td>\n",
        "      <td>9</td>\n",
-       "      <td>0.004183</td>\n",
+       "      <td>0.058757</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
@@ -542,7 +543,7 @@
        "      <td>7</td>\n",
        "      <td>0.063056</td>\n",
        "      <td>10</td>\n",
-       "      <td>0.001382</td>\n",
+       "      <td>0.062548</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
@@ -556,7 +557,7 @@
        "      <td>10</td>\n",
        "      <td>0.065309</td>\n",
        "      <td>11</td>\n",
-       "      <td>0.004448</td>\n",
+       "      <td>0.064685</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
@@ -570,7 +571,7 @@
        "      <td>9</td>\n",
        "      <td>0.075369</td>\n",
        "      <td>10</td>\n",
-       "      <td>0.001952</td>\n",
+       "      <td>0.062281</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
@@ -584,7 +585,7 @@
        "      <td>17</td>\n",
        "      <td>0.077346</td>\n",
        "      <td>17</td>\n",
-       "      <td>0.001203</td>\n",
+       "      <td>0.077346</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
@@ -598,7 +599,7 @@
        "      <td>19</td>\n",
        "      <td>0.071626</td>\n",
        "      <td>20</td>\n",
-       "      <td>0.002506</td>\n",
+       "      <td>0.070339</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
@@ -612,7 +613,7 @@
        "      <td>17</td>\n",
        "      <td>0.082137</td>\n",
        "      <td>15</td>\n",
-       "      <td>0.001287</td>\n",
+       "      <td>0.075178</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
@@ -626,7 +627,7 @@
        "      <td>15</td>\n",
        "      <td>0.071094</td>\n",
        "      <td>17</td>\n",
-       "      <td>0.002096</td>\n",
+       "      <td>0.065025</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
@@ -640,7 +641,7 @@
        "      <td>18</td>\n",
        "      <td>0.081649</td>\n",
        "      <td>18</td>\n",
-       "      <td>0.001720</td>\n",
+       "      <td>0.081649</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
@@ -654,7 +655,7 @@
        "      <td>17</td>\n",
        "      <td>0.070176</td>\n",
        "      <td>17</td>\n",
-       "      <td>0.005408</td>\n",
+       "      <td>0.070176</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
@@ -668,7 +669,7 @@
        "      <td>21</td>\n",
        "      <td>0.096492</td>\n",
        "      <td>23</td>\n",
-       "      <td>0.001517</td>\n",
+       "      <td>0.095090</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
@@ -682,7 +683,7 @@
        "      <td>23</td>\n",
        "      <td>0.095571</td>\n",
        "      <td>24</td>\n",
-       "      <td>0.002291</td>\n",
+       "      <td>0.076465</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
@@ -696,7 +697,7 @@
        "      <td>20</td>\n",
        "      <td>0.096430</td>\n",
        "      <td>22</td>\n",
-       "      <td>0.000306</td>\n",
+       "      <td>0.085255</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
@@ -710,7 +711,7 @@
        "      <td>23</td>\n",
        "      <td>0.074820</td>\n",
        "      <td>23</td>\n",
-       "      <td>0.001344</td>\n",
+       "      <td>0.056990</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
@@ -724,7 +725,7 @@
        "      <td>18</td>\n",
        "      <td>0.089201</td>\n",
        "      <td>21</td>\n",
-       "      <td>0.001908</td>\n",
+       "      <td>0.078539</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
@@ -738,7 +739,7 @@
        "      <td>18</td>\n",
        "      <td>0.083384</td>\n",
        "      <td>20</td>\n",
-       "      <td>0.002801</td>\n",
+       "      <td>0.058588</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
@@ -752,7 +753,7 @@
        "      <td>7</td>\n",
        "      <td>0.162487</td>\n",
        "      <td>11</td>\n",
-       "      <td>0.066572</td>\n",
+       "      <td>0.058634</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
@@ -766,7 +767,7 @@
        "      <td>11</td>\n",
        "      <td>0.080737</td>\n",
        "      <td>12</td>\n",
-       "      <td>0.002815</td>\n",
+       "      <td>0.072174</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
@@ -780,7 +781,7 @@
        "      <td>2</td>\n",
        "      <td>0.078175</td>\n",
        "      <td>7</td>\n",
-       "      <td>0.000516</td>\n",
+       "      <td>0.075587</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
@@ -794,7 +795,7 @@
        "      <td>9</td>\n",
        "      <td>0.060094</td>\n",
        "      <td>10</td>\n",
-       "      <td>0.001900</td>\n",
+       "      <td>0.051991</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
@@ -808,7 +809,7 @@
        "      <td>11</td>\n",
        "      <td>0.081440</td>\n",
        "      <td>13</td>\n",
-       "      <td>0.005259</td>\n",
+       "      <td>0.057555</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
@@ -822,7 +823,7 @@
        "      <td>5</td>\n",
        "      <td>0.075517</td>\n",
        "      <td>8</td>\n",
-       "      <td>0.007393</td>\n",
+       "      <td>0.062809</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
@@ -836,7 +837,7 @@
        "      <td>8</td>\n",
        "      <td>0.169346</td>\n",
        "      <td>12</td>\n",
-       "      <td>0.058593</td>\n",
+       "      <td>0.023532</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
@@ -850,7 +851,7 @@
        "      <td>11</td>\n",
        "      <td>0.077068</td>\n",
        "      <td>12</td>\n",
-       "      <td>0.002162</td>\n",
+       "      <td>0.073514</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
@@ -864,7 +865,7 @@
        "      <td>7</td>\n",
        "      <td>0.080879</td>\n",
        "      <td>8</td>\n",
-       "      <td>0.000526</td>\n",
+       "      <td>0.074713</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
@@ -878,7 +879,7 @@
        "      <td>9</td>\n",
        "      <td>0.059481</td>\n",
        "      <td>10</td>\n",
-       "      <td>0.002164</td>\n",
+       "      <td>0.053600</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
@@ -892,7 +893,7 @@
        "      <td>11</td>\n",
        "      <td>0.107912</td>\n",
        "      <td>12</td>\n",
-       "      <td>0.005845</td>\n",
+       "      <td>0.041274</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
@@ -906,7 +907,7 @@
        "      <td>5</td>\n",
        "      <td>0.080065</td>\n",
        "      <td>8</td>\n",
-       "      <td>0.006755</td>\n",
+       "      <td>0.064465</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
@@ -920,7 +921,7 @@
        "      <td>7</td>\n",
        "      <td>0.169025</td>\n",
        "      <td>12</td>\n",
-       "      <td>0.052369</td>\n",
+       "      <td>0.021421</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
@@ -934,7 +935,7 @@
        "      <td>11</td>\n",
        "      <td>0.077781</td>\n",
        "      <td>12</td>\n",
-       "      <td>0.002269</td>\n",
+       "      <td>0.073763</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
@@ -948,7 +949,7 @@
        "      <td>7</td>\n",
        "      <td>0.078331</td>\n",
        "      <td>8</td>\n",
-       "      <td>0.000514</td>\n",
+       "      <td>0.072470</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
@@ -962,7 +963,7 @@
        "      <td>9</td>\n",
        "      <td>0.061022</td>\n",
        "      <td>10</td>\n",
-       "      <td>0.002119</td>\n",
+       "      <td>0.054846</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
@@ -976,7 +977,7 @@
        "      <td>11</td>\n",
        "      <td>0.087135</td>\n",
        "      <td>13</td>\n",
-       "      <td>0.005407</td>\n",
+       "      <td>0.051513</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
@@ -990,7 +991,7 @@
        "      <td>5</td>\n",
        "      <td>0.078719</td>\n",
        "      <td>8</td>\n",
-       "      <td>0.006328</td>\n",
+       "      <td>0.065371</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
@@ -1004,7 +1005,7 @@
        "      <td>16</td>\n",
        "      <td>0.078017</td>\n",
        "      <td>23</td>\n",
-       "      <td>0.010342</td>\n",
+       "      <td>0.034966</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
@@ -1018,7 +1019,7 @@
        "      <td>20</td>\n",
        "      <td>0.073110</td>\n",
        "      <td>22</td>\n",
-       "      <td>0.002942</td>\n",
+       "      <td>0.069607</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
@@ -1032,7 +1033,7 @@
        "      <td>13</td>\n",
        "      <td>0.072977</td>\n",
        "      <td>14</td>\n",
-       "      <td>0.002507</td>\n",
+       "      <td>0.070334</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
@@ -1046,7 +1047,7 @@
        "      <td>17</td>\n",
        "      <td>0.070198</td>\n",
        "      <td>17</td>\n",
-       "      <td>0.001412</td>\n",
+       "      <td>0.070198</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
@@ -1060,7 +1061,7 @@
        "      <td>18</td>\n",
        "      <td>0.069877</td>\n",
        "      <td>19</td>\n",
-       "      <td>0.006932</td>\n",
+       "      <td>0.067940</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
@@ -1074,7 +1075,7 @@
        "      <td>21</td>\n",
        "      <td>0.067196</td>\n",
        "      <td>19</td>\n",
-       "      <td>0.001269</td>\n",
+       "      <td>0.064583</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
@@ -1088,7 +1089,7 @@
        "      <td>17</td>\n",
        "      <td>0.092534</td>\n",
        "      <td>30</td>\n",
-       "      <td>0.014529</td>\n",
+       "      <td>0.062591</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
@@ -1102,7 +1103,7 @@
        "      <td>23</td>\n",
        "      <td>0.089464</td>\n",
        "      <td>26</td>\n",
-       "      <td>0.002005</td>\n",
+       "      <td>0.070254</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50</th>\n",
@@ -1116,7 +1117,7 @@
        "      <td>20</td>\n",
        "      <td>0.095168</td>\n",
        "      <td>23</td>\n",
-       "      <td>0.000681</td>\n",
+       "      <td>0.081139</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>51</th>\n",
@@ -1130,7 +1131,7 @@
        "      <td>23</td>\n",
        "      <td>0.079191</td>\n",
        "      <td>23</td>\n",
-       "      <td>0.003415</td>\n",
+       "      <td>0.069437</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>52</th>\n",
@@ -1144,7 +1145,7 @@
        "      <td>23</td>\n",
        "      <td>0.078928</td>\n",
        "      <td>24</td>\n",
-       "      <td>0.001987</td>\n",
+       "      <td>0.076081</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>53</th>\n",
@@ -1158,7 +1159,7 @@
        "      <td>21</td>\n",
        "      <td>0.076214</td>\n",
        "      <td>22</td>\n",
-       "      <td>0.005497</td>\n",
+       "      <td>0.062319</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1334,63 +1335,63 @@
        "53                     0.057136                   21             0.076214   \n",
        "\n",
        "    Mean_end_week  Mean_end_probability  \n",
-       "0              14              0.001249  \n",
-       "1              12              0.001240  \n",
-       "2               8              0.000944  \n",
-       "3               9              0.001954  \n",
-       "4              11              0.003461  \n",
-       "5               9              0.002084  \n",
-       "6              14              0.001177  \n",
-       "7              13              0.000676  \n",
-       "8               9              0.004183  \n",
-       "9              10              0.001382  \n",
-       "10             11              0.004448  \n",
-       "11             10              0.001952  \n",
-       "12             17              0.001203  \n",
-       "13             20              0.002506  \n",
-       "14             15              0.001287  \n",
-       "15             17              0.002096  \n",
-       "16             18              0.001720  \n",
-       "17             17              0.005408  \n",
-       "18             23              0.001517  \n",
-       "19             24              0.002291  \n",
-       "20             22              0.000306  \n",
-       "21             23              0.001344  \n",
-       "22             21              0.001908  \n",
-       "23             20              0.002801  \n",
-       "24             11              0.066572  \n",
-       "25             12              0.002815  \n",
-       "26              7              0.000516  \n",
-       "27             10              0.001900  \n",
-       "28             13              0.005259  \n",
-       "29              8              0.007393  \n",
-       "30             12              0.058593  \n",
-       "31             12              0.002162  \n",
-       "32              8              0.000526  \n",
-       "33             10              0.002164  \n",
-       "34             12              0.005845  \n",
-       "35              8              0.006755  \n",
-       "36             12              0.052369  \n",
-       "37             12              0.002269  \n",
-       "38              8              0.000514  \n",
-       "39             10              0.002119  \n",
-       "40             13              0.005407  \n",
-       "41              8              0.006328  \n",
-       "42             23              0.010342  \n",
-       "43             22              0.002942  \n",
-       "44             14              0.002507  \n",
-       "45             17              0.001412  \n",
-       "46             19              0.006932  \n",
-       "47             19              0.001269  \n",
-       "48             30              0.014529  \n",
-       "49             26              0.002005  \n",
-       "50             23              0.000681  \n",
-       "51             23              0.003415  \n",
-       "52             24              0.001987  \n",
-       "53             22              0.005497  "
+       "0              14              0.064089  \n",
+       "1              12              0.056800  \n",
+       "2               8              0.073567  \n",
+       "3               9              0.063489  \n",
+       "4              11              0.068561  \n",
+       "5               9              0.073573  \n",
+       "6              14              0.060723  \n",
+       "7              13              0.060494  \n",
+       "8               9              0.058757  \n",
+       "9              10              0.062548  \n",
+       "10             11              0.064685  \n",
+       "11             10              0.062281  \n",
+       "12             17              0.077346  \n",
+       "13             20              0.070339  \n",
+       "14             15              0.075178  \n",
+       "15             17              0.065025  \n",
+       "16             18              0.081649  \n",
+       "17             17              0.070176  \n",
+       "18             23              0.095090  \n",
+       "19             24              0.076465  \n",
+       "20             22              0.085255  \n",
+       "21             23              0.056990  \n",
+       "22             21              0.078539  \n",
+       "23             20              0.058588  \n",
+       "24             11              0.058634  \n",
+       "25             12              0.072174  \n",
+       "26              7              0.075587  \n",
+       "27             10              0.051991  \n",
+       "28             13              0.057555  \n",
+       "29              8              0.062809  \n",
+       "30             12              0.023532  \n",
+       "31             12              0.073514  \n",
+       "32              8              0.074713  \n",
+       "33             10              0.053600  \n",
+       "34             12              0.041274  \n",
+       "35              8              0.064465  \n",
+       "36             12              0.021421  \n",
+       "37             12              0.073763  \n",
+       "38              8              0.072470  \n",
+       "39             10              0.054846  \n",
+       "40             13              0.051513  \n",
+       "41              8              0.065371  \n",
+       "42             23              0.034966  \n",
+       "43             22              0.069607  \n",
+       "44             14              0.070334  \n",
+       "45             17              0.070198  \n",
+       "46             19              0.067940  \n",
+       "47             19              0.064583  \n",
+       "48             30              0.062591  \n",
+       "49             26              0.070254  \n",
+       "50             23              0.081139  \n",
+       "51             23              0.069437  \n",
+       "52             24              0.076081  \n",
+       "53             22              0.062319  "
       ]
      },
-     "execution_count": 7,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/data/year_to_year_transition_time.csv b/data/year_to_year_transition_time.csv
index b9491160..f94303f4 100644
--- a/data/year_to_year_transition_time.csv
+++ b/data/year_to_year_transition_time.csv
@@ -1,55 +1,55 @@
 Species_name,Year,Phenophase,Phenophase_start_week,Max_Initiation_probability,Mean_initiation_week,Mean_initiation_probability,Phenophase_end_week,Max_end_probability,Mean_end_week,Mean_end_probability
-Mango (all varieties)-Mangifera indica,2018,Flowers_bud,37,0.08088498718710331,32,0.04279512677238665,9,0.0780307497454301,14,0.001249388346465557
-Mango (all varieties)-Mangifera indica,2019,Flowers_bud,33,0.08394554427554342,32,0.0616403172600257,11,0.08727415888717943,12,0.0012398500555584613
-Mango (all varieties)-Mangifera indica,2020,Flowers_bud,33,0.07401586345218211,30,0.06317690525027471,8,0.07356711778082128,8,0.0009444065021536833
-Mango (all varieties)-Mangifera indica,2021,Flowers_bud,35,0.07131514056957454,37,0.07019396187186756,9,0.06348890609117945,9,0.0019542178416212747
-Mango (all varieties)-Mangifera indica,2022,Flowers_bud,34,0.06417768655721062,32,0.05630048271013594,11,0.06856070879977254,11,0.0034609515796698376
-Mango (all varieties)-Mangifera indica,2023,Flowers_bud,27,0.13552813843287193,20,0.017784069805823175,8,0.07493240559778924,9,0.002083907245465777
-Mango (all varieties)-Mangifera indica,2018,Flowers_open,33,0.07876643236477578,32,0.04308639221408432,9,0.0734933393914526,14,0.0011765732662409399
-Mango (all varieties)-Mangifera indica,2019,Flowers_open,36,0.08185282963055508,34,0.07686961047156436,11,0.08467952347170271,13,0.000676297281430825
-Mango (all varieties)-Mangifera indica,2020,Flowers_open,33,0.07120903991880845,31,0.0597645204469252,8,0.07372938267117495,9,0.004183070587768478
-Mango (all varieties)-Mangifera indica,2021,Flowers_open,37,0.06656479414460388,38,0.06481892110505287,7,0.06305607799266127,10,0.0013823210697390155
-Mango (all varieties)-Mangifera indica,2022,Flowers_open,36,0.062425656097805246,33,0.0534995177871199,10,0.0653086124251583,11,0.0044482987661718
-Mango (all varieties)-Mangifera indica,2023,Flowers_open,27,0.11744112835823181,20,0.052028982197764716,9,0.07536882275529773,10,0.0019516620061376638
-Mango (all varieties)-Mangifera indica,2018,Fruits_unripe,47,0.05221901394662411,39,0.028194703262842236,17,0.0773462504152274,17,0.0012029958572396032
-Mango (all varieties)-Mangifera indica,2019,Fruits_unripe,36,0.07600790482771122,37,0.047013082365926294,19,0.07162604671384254,20,0.002505672118939341
-Mango (all varieties)-Mangifera indica,2020,Fruits_unripe,33,0.05726313004391452,37,0.053313999964292674,17,0.08213675524316402,15,0.0012868761902291124
-Mango (all varieties)-Mangifera indica,2021,Fruits_unripe,46,0.0739783104694762,41,0.0552988856770169,15,0.07109440893081913,17,0.002096028954649008
-Mango (all varieties)-Mangifera indica,2022,Fruits_unripe,37,0.058414820413826944,38,0.04479475802156803,18,0.08164912304323176,18,0.001720307002572356
-Mango (all varieties)-Mangifera indica,2023,Fruits_unripe,32,0.08941715979325761,18,0.015172730738683584,17,0.07017614289579796,17,0.00540821814844667
-Mango (all varieties)-Mangifera indica,2018,Fruits_ripe,47,0.07660588404961818,46,0.02321179044753807,21,0.09649249134111666,23,0.0015171659194132565
-Mango (all varieties)-Mangifera indica,2019,Fruits_ripe,47,0.09470073070537229,45,0.06800699720730438,23,0.09557104751305605,24,0.002290545598590664
-Mango (all varieties)-Mangifera indica,2020,Fruits_ripe,44,0.06098810333263792,44,0.06098810333263792,20,0.09642982520525827,22,0.00030580313993930656
-Mango (all varieties)-Mangifera indica,2021,Fruits_ripe,46,0.08056891347439239,45,0.07170279981807855,23,0.07482019052132093,23,0.001344453649796237
-Mango (all varieties)-Mangifera indica,2022,Fruits_ripe,45,0.07076849640677753,43,0.052354837641447736,18,0.08920087085515255,21,0.0019075891677205218
-Mango (all varieties)-Mangifera indica,2023,Fruits_ripe,29,0.23742054087703007,14,0.020433465385622504,18,0.08338401807892692,20,0.0028012208713271685
-Jackfruit-Artocarpus heterophyllus,2018,Flowers_bud,39,0.09383578905884281,29,0.008735608109954354,7,0.16248723656608202,11,0.06657161196489766
-Jackfruit-Artocarpus heterophyllus,2019,Flowers_bud,30,0.09498529956508991,31,0.07062629300553837,11,0.08073698858473895,12,0.002815123530087029
-Jackfruit-Artocarpus heterophyllus,2020,Flowers_bud,32,0.06978051992067529,30,0.0671245020638795,2,0.07817500403228168,7,0.0005164507784224687
-Jackfruit-Artocarpus heterophyllus,2021,Flowers_bud,24,0.0889307314680285,33,0.013552830375303406,9,0.06009380051637287,10,0.0018998422812614277
-Jackfruit-Artocarpus heterophyllus,2022,Flowers_bud,33,0.06501008154927579,33,0.06501008154927579,11,0.08143983435607806,13,0.0052588226366139905
-Jackfruit-Artocarpus heterophyllus,2023,Flowers_bud,28,0.08379768672613391,20,0.015034360634016869,5,0.07551689115315956,8,0.007392549583211873
-Jackfruit-Artocarpus heterophyllus,2018,Flowers_male,39,0.08107524764807816,31,0.03307315392305186,8,0.16934607506833876,12,0.05859289549298758
-Jackfruit-Artocarpus heterophyllus,2019,Flowers_male,30,0.09231325364179493,32,0.07297890133893886,11,0.07706754477536189,12,0.0021623637729761944
-Jackfruit-Artocarpus heterophyllus,2020,Flowers_male,31,0.07217150368288543,30,0.0682155345726766,7,0.08087911337708477,8,0.0005264535913345083
-Jackfruit-Artocarpus heterophyllus,2021,Flowers_male,24,0.08887312474222814,32,0.004361605149501804,9,0.05948095711860728,10,0.002164311317627619
-Jackfruit-Artocarpus heterophyllus,2022,Flowers_male,33,0.06512718596986401,33,0.06512718596986401,11,0.10791210442074367,12,0.005844568325469138
-Jackfruit-Artocarpus heterophyllus,2023,Flowers_male,27,0.1126853436392434,20,0.058999506034537345,5,0.08006489849416495,8,0.0067554667539375885
-Jackfruit-Artocarpus heterophyllus,2018,Flowers_Female,39,0.08380217045641147,31,0.027218406328789656,7,0.1690251932075283,12,0.052368542747286584
-Jackfruit-Artocarpus heterophyllus,2019,Flowers_Female,30,0.08831526702738607,31,0.07241517299003616,11,0.07778147323666777,12,0.002268859493209862
-Jackfruit-Artocarpus heterophyllus,2020,Flowers_Female,32,0.07376492922780675,30,0.0666218016638476,7,0.07833064245238949,8,0.0005142143010108651
-Jackfruit-Artocarpus heterophyllus,2021,Flowers_Female,24,0.09230108964926594,32,0.005895042855349623,9,0.061021742582791944,10,0.0021189792290767077
-Jackfruit-Artocarpus heterophyllus,2022,Flowers_Female,33,0.06921492420278381,33,0.06921492420278381,11,0.0871346690008773,13,0.00540708995311986
-Jackfruit-Artocarpus heterophyllus,2023,Flowers_Female,26,0.10004892836133468,20,0.02844411450493433,5,0.07871909809648953,8,0.006327888443784244
-Jackfruit-Artocarpus heterophyllus,2018,Fruits_unripe,47,0.06451892440073523,43,0.06416025730334432,16,0.07801730689204904,23,0.010342472513997402
-Jackfruit-Artocarpus heterophyllus,2019,Fruits_unripe,35,0.0822298239212606,35,0.0822298239212606,20,0.07311007255014854,22,0.0029419318178963176
-Jackfruit-Artocarpus heterophyllus,2020,Fruits_unripe,33,0.06663251382381197,35,0.061382092339079895,13,0.07297663207098724,14,0.00250731000683603
-Jackfruit-Artocarpus heterophyllus,2021,Fruits_unripe,46,0.06649120214553059,40,0.01677115850513586,17,0.07019802209374525,17,0.0014121928808661106
-Jackfruit-Artocarpus heterophyllus,2022,Fruits_unripe,36,0.06565706866817984,38,0.046096251290414225,18,0.06987748496211349,19,0.006931765497449488
-Jackfruit-Artocarpus heterophyllus,2023,Fruits_unripe,32,0.09963090743285999,20,0.00883919859909583,21,0.06719573816627647,19,0.0012690311101318115
-Jackfruit-Artocarpus heterophyllus,2018,Fruits_ripe,47,0.10863317460630238,3,0.0,17,0.09253407830715321,30,0.014529216303803506
-Jackfruit-Artocarpus heterophyllus,2019,Fruits_ripe,46,0.07326270995134132,46,0.07326270995134132,23,0.08946392197882509,26,0.0020047635753238507
-Jackfruit-Artocarpus heterophyllus,2020,Fruits_ripe,45,0.054719954335262354,45,0.054719954335262354,20,0.09516774819004628,23,0.0006808586001949606
-Jackfruit-Artocarpus heterophyllus,2021,Fruits_ripe,46,0.06151770995768085,46,0.06151770995768085,23,0.07919058714255232,23,0.0034154970877684574
-Jackfruit-Artocarpus heterophyllus,2022,Fruits_ripe,45,0.0684679548684042,45,0.0684679548684042,23,0.07892790276911088,24,0.0019871231276574488
-Jackfruit-Artocarpus heterophyllus,2023,Fruits_ripe,32,0.14137155052222639,18,0.057136085798023026,21,0.07621426619009106,22,0.005497208614757275
+Mango (all varieties)-Mangifera indica,2018,Flowers_bud,37,0.08088498718710331,32,0.04279512677238665,9,0.0780307497454301,14,0.06408907944436373
+Mango (all varieties)-Mangifera indica,2019,Flowers_bud,33,0.08394554427554342,32,0.0616403172600257,11,0.08727415888717943,12,0.05679994896993376
+Mango (all varieties)-Mangifera indica,2020,Flowers_bud,33,0.07401586345218211,30,0.06317690525027471,8,0.07356711778082128,8,0.07356711778082128
+Mango (all varieties)-Mangifera indica,2021,Flowers_bud,35,0.07131514056957454,37,0.07019396187186756,9,0.06348890609117945,9,0.06348890609117945
+Mango (all varieties)-Mangifera indica,2022,Flowers_bud,34,0.06417768655721062,32,0.05630048271013594,11,0.06856070879977254,11,0.06856070879977254
+Mango (all varieties)-Mangifera indica,2023,Flowers_bud,27,0.13552813843287193,20,0.017784069805823175,8,0.07493240559778924,9,0.07357328500841695
+Mango (all varieties)-Mangifera indica,2018,Flowers_open,33,0.07876643236477578,32,0.04308639221408432,9,0.0734933393914526,14,0.060723343598607746
+Mango (all varieties)-Mangifera indica,2019,Flowers_open,36,0.08185282963055508,34,0.07686961047156436,11,0.08467952347170271,13,0.0604943855699792
+Mango (all varieties)-Mangifera indica,2020,Flowers_open,33,0.07120903991880845,31,0.0597645204469252,8,0.07372938267117495,9,0.05875683998825757
+Mango (all varieties)-Mangifera indica,2021,Flowers_open,37,0.06656479414460388,38,0.06481892110505287,7,0.06305607799266127,10,0.06254784394388158
+Mango (all varieties)-Mangifera indica,2022,Flowers_open,36,0.062425656097805246,33,0.0534995177871199,10,0.0653086124251583,11,0.06468454031825514
+Mango (all varieties)-Mangifera indica,2023,Flowers_open,27,0.11744112835823181,20,0.052028982197764716,9,0.07536882275529773,10,0.06228108112830987
+Mango (all varieties)-Mangifera indica,2018,Fruits_unripe,47,0.05221901394662411,39,0.028194703262842236,17,0.0773462504152274,17,0.0773462504152274
+Mango (all varieties)-Mangifera indica,2019,Fruits_unripe,36,0.07600790482771122,37,0.047013082365926294,19,0.07162604671384254,20,0.07033904998661723
+Mango (all varieties)-Mangifera indica,2020,Fruits_unripe,33,0.05726313004391452,37,0.053313999964292674,17,0.08213675524316402,15,0.07517841169650295
+Mango (all varieties)-Mangifera indica,2021,Fruits_unripe,46,0.0739783104694762,41,0.0552988856770169,15,0.07109440893081913,17,0.06502477535318202
+Mango (all varieties)-Mangifera indica,2022,Fruits_unripe,37,0.058414820413826944,38,0.04479475802156803,18,0.08164912304323176,18,0.08164912304323176
+Mango (all varieties)-Mangifera indica,2023,Fruits_unripe,32,0.08941715979325761,18,0.015172730738683584,17,0.07017614289579796,17,0.07017614289579796
+Mango (all varieties)-Mangifera indica,2018,Fruits_ripe,47,0.07660588404961818,46,0.02321179044753807,21,0.09649249134111666,23,0.09509045916184064
+Mango (all varieties)-Mangifera indica,2019,Fruits_ripe,47,0.09470073070537229,45,0.06800699720730438,23,0.09557104751305605,24,0.07646503541658277
+Mango (all varieties)-Mangifera indica,2020,Fruits_ripe,44,0.06098810333263792,44,0.06098810333263792,20,0.09642982520525827,22,0.08525504698767027
+Mango (all varieties)-Mangifera indica,2021,Fruits_ripe,46,0.08056891347439239,45,0.07170279981807855,23,0.07482019052132093,23,0.05699048779290764
+Mango (all varieties)-Mangifera indica,2022,Fruits_ripe,45,0.07076849640677753,43,0.052354837641447736,18,0.08920087085515255,21,0.07853874012468787
+Mango (all varieties)-Mangifera indica,2023,Fruits_ripe,29,0.23742054087703007,14,0.020433465385622504,18,0.08338401807892692,20,0.058587808973561
+Jackfruit-Artocarpus heterophyllus,2018,Flowers_bud,39,0.09383578905884281,29,0.008735608109954354,7,0.16248723656608202,11,0.05863363363207605
+Jackfruit-Artocarpus heterophyllus,2019,Flowers_bud,30,0.09498529956508991,31,0.07062629300553837,11,0.08073698858473895,12,0.07217422527612141
+Jackfruit-Artocarpus heterophyllus,2020,Flowers_bud,32,0.06978051992067529,30,0.0671245020638795,2,0.07817500403228168,7,0.07558714182983374
+Jackfruit-Artocarpus heterophyllus,2021,Flowers_bud,24,0.0889307314680285,33,0.013552830375303406,9,0.06009380051637287,10,0.051991105254754824
+Jackfruit-Artocarpus heterophyllus,2022,Flowers_bud,33,0.06501008154927579,33,0.06501008154927579,11,0.08143983435607806,13,0.057554607719012496
+Jackfruit-Artocarpus heterophyllus,2023,Flowers_bud,28,0.08379768672613391,20,0.015034360634016869,5,0.07551689115315956,8,0.06280889115837457
+Jackfruit-Artocarpus heterophyllus,2018,Flowers_male,39,0.08107524764807816,31,0.03307315392305186,8,0.16934607506833876,12,0.023531964422666862
+Jackfruit-Artocarpus heterophyllus,2019,Flowers_male,30,0.09231325364179493,32,0.07297890133893886,11,0.07706754477536189,12,0.07351430985929967
+Jackfruit-Artocarpus heterophyllus,2020,Flowers_male,31,0.07217150368288543,30,0.0682155345726766,7,0.08087911337708477,8,0.07471339991260366
+Jackfruit-Artocarpus heterophyllus,2021,Flowers_male,24,0.08887312474222814,32,0.004361605149501804,9,0.05948095711860728,10,0.05359966340686603
+Jackfruit-Artocarpus heterophyllus,2022,Flowers_male,33,0.06512718596986401,33,0.06512718596986401,11,0.10791210442074367,12,0.04127409987609595
+Jackfruit-Artocarpus heterophyllus,2023,Flowers_male,27,0.1126853436392434,20,0.058999506034537345,5,0.08006489849416495,8,0.06446483587464699
+Jackfruit-Artocarpus heterophyllus,2018,Flowers_Female,39,0.08380217045641147,31,0.027218406328789656,7,0.1690251932075283,12,0.02142131538803241
+Jackfruit-Artocarpus heterophyllus,2019,Flowers_Female,30,0.08831526702738607,31,0.07241517299003616,11,0.07778147323666777,12,0.07376287320408789
+Jackfruit-Artocarpus heterophyllus,2020,Flowers_Female,32,0.07376492922780675,30,0.0666218016638476,7,0.07833064245238949,8,0.07247004524764958
+Jackfruit-Artocarpus heterophyllus,2021,Flowers_Female,24,0.09230108964926594,32,0.005895042855349623,9,0.061021742582791944,10,0.054846046447718566
+Jackfruit-Artocarpus heterophyllus,2022,Flowers_Female,33,0.06921492420278381,33,0.06921492420278381,11,0.0871346690008773,13,0.05151302215812601
+Jackfruit-Artocarpus heterophyllus,2023,Flowers_Female,26,0.10004892836133468,20,0.02844411450493433,5,0.07871909809648953,8,0.0653712673398554
+Jackfruit-Artocarpus heterophyllus,2018,Fruits_unripe,47,0.06451892440073523,43,0.06416025730334432,16,0.07801730689204904,23,0.03496616516318969
+Jackfruit-Artocarpus heterophyllus,2019,Fruits_unripe,35,0.0822298239212606,35,0.0822298239212606,20,0.07311007255014854,22,0.06960651774733752
+Jackfruit-Artocarpus heterophyllus,2020,Fruits_unripe,33,0.06663251382381197,35,0.061382092339079895,13,0.07297663207098724,14,0.0703339475448406
+Jackfruit-Artocarpus heterophyllus,2021,Fruits_unripe,46,0.06649120214553059,40,0.01677115850513586,17,0.07019802209374525,17,0.07019802209374525
+Jackfruit-Artocarpus heterophyllus,2022,Fruits_unripe,36,0.06565706866817984,38,0.046096251290414225,18,0.06987748496211349,19,0.0679399303227742
+Jackfruit-Artocarpus heterophyllus,2023,Fruits_unripe,32,0.09963090743285999,20,0.00883919859909583,21,0.06719573816627647,19,0.06458339125646394
+Jackfruit-Artocarpus heterophyllus,2018,Fruits_ripe,47,0.10863317460630238,3,0.0,17,0.09253407830715321,30,0.06259143668362133
+Jackfruit-Artocarpus heterophyllus,2019,Fruits_ripe,46,0.07326270995134132,46,0.07326270995134132,23,0.08946392197882509,26,0.07025443078601167
+Jackfruit-Artocarpus heterophyllus,2020,Fruits_ripe,45,0.054719954335262354,45,0.054719954335262354,20,0.09516774819004628,23,0.08113887279615861
+Jackfruit-Artocarpus heterophyllus,2021,Fruits_ripe,46,0.06151770995768085,46,0.06151770995768085,23,0.07919058714255232,23,0.0694367690934347
+Jackfruit-Artocarpus heterophyllus,2022,Fruits_ripe,45,0.0684679548684042,45,0.0684679548684042,23,0.07892790276911088,24,0.07608143008894233
+Jackfruit-Artocarpus heterophyllus,2023,Fruits_ripe,32,0.14137155052222639,18,0.057136085798023026,21,0.07621426619009106,22,0.06231934188198829