From 9d1b928031631a12566c7cb57ad108e321f2a297 Mon Sep 17 00:00:00 2001
From: danoh07 <danoh@bu.edu>
Date: Tue, 16 Jul 2024 13:50:09 -0400
Subject: [PATCH] added more species

---
 ...ear_transition_times_data_generation.ipynb | 1009 ++---------------
 data/year_to_year_transition_time.csv         |  192 ++++
 2 files changed, 317 insertions(+), 884 deletions(-)

diff --git a/code/year_to_year_transition_times_data_generation.ipynb b/code/year_to_year_transition_times_data_generation.ipynb
index c5cb5cff..f7b9140a 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": 28,
+   "execution_count": 14,
    "id": "11a5392f-f926-409f-adbe-77fb381bebbb",
    "metadata": {},
    "outputs": [],
@@ -257,9 +257,12 @@
     "    max_end_probs = []\n",
     "\n",
     "    for i in range(0,len(scores_start), 48):\n",
-    "\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",
+    "        full_year = 49 \n",
+    "        if i >= len(scores_start) - 48:\n",
+    "            full_year = 48\n",
+    "            \n",
+    "        start_score_for_fullyear = scores_start[range(i, i+full_year)].copy() # get scores for year\n",
+    "        end_scores_for_fullyear = scores_end[range(i, i+full_year)].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",
@@ -340,14 +343,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 15,
    "id": "8e0c3f0b-7261-4647-8803-c5bfee58deda",
    "metadata": {},
    "outputs": [],
    "source": [
     "# initialize dictionary which maps species id to a list of all attributes for which we will compute mean transition times for that species id \n",
     "transition_dict = {1090: ['Flowers_bud', 'Flowers_open', 'Fruits_unripe', 'Fruits_ripe'],\n",
-    "                   1161: ['Flowers_bud', 'Flowers_male', 'Flowers_Female', 'Fruits_unripe', 'Fruits_ripe']}\n",
+    "                   1161: ['Flowers_bud', 'Flowers_male', 'Flowers_Female', 'Fruits_unripe', 'Fruits_ripe'],\n",
+    "                   1184: ['Flowers_bud', 'Flowers_open', 'Fruits_unripe', 'Fruits_ripe'] ,\n",
+    "                   1081: ['Flowers_bud', 'Flowers_open', 'Fruits_unripe', 'Fruits_ripe'],   \n",
+    "                   1020: ['Flowers_bud', 'Flowers_open', 'Fruits_unripe', 'Fruits_ripe'],\n",
+    "                   1063: ['Flowers_bud', 'Flowers_open', 'Fruits_unripe', 'Fruits_ripe'],\n",
+    "                   1079: ['Flowers_bud', 'Flowers_open', 'Fruits_unripe', 'Fruits_ripe'], \n",
+    "                   1011: ['Flowers_bud', 'Flowers_open', 'Fruits_unripe', 'Fruits_ripe'],\n",
+    "                   1054: ['Flowers_bud', 'Flowers_open', 'Fruits_unripe', 'Fruits_ripe'],\n",
+    "                   1171: ['Flowers_bud', 'Flowers_open', 'Fruits_unripe', 'Fruits_ripe']\n",
+    "                   }\n",
     "\n",
     "# load all kerala observations\n",
     "kerala_df = pd.read_csv('../data/citizen_states_cleaned/kerala.csv')\n",
@@ -366,7 +378,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 16,
    "id": "82df1381",
    "metadata": {},
    "outputs": [
@@ -476,922 +488,151 @@
        "      <td>0.068561</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2023</td>\n",
-       "      <td>Flowers_bud</td>\n",
-       "      <td>27</td>\n",
-       "      <td>0.135528</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0.017784</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.074932</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.073573</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>Flowers_open</td>\n",
-       "      <td>33</td>\n",
-       "      <td>0.078766</td>\n",
-       "      <td>32</td>\n",
-       "      <td>0.043086</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.073493</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0.060723</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>Flowers_open</td>\n",
-       "      <td>36</td>\n",
-       "      <td>0.081853</td>\n",
-       "      <td>34</td>\n",
-       "      <td>0.076870</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.084680</td>\n",
-       "      <td>13</td>\n",
-       "      <td>0.060494</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>Flowers_open</td>\n",
-       "      <td>33</td>\n",
-       "      <td>0.071209</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0.059765</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.073729</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.058757</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2021</td>\n",
-       "      <td>Flowers_open</td>\n",
-       "      <td>37</td>\n",
-       "      <td>0.066565</td>\n",
-       "      <td>38</td>\n",
-       "      <td>0.064819</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0.063056</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.062548</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2022</td>\n",
-       "      <td>Flowers_open</td>\n",
-       "      <td>36</td>\n",
-       "      <td>0.062426</td>\n",
-       "      <td>33</td>\n",
-       "      <td>0.053500</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.065309</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.064685</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2023</td>\n",
-       "      <td>Flowers_open</td>\n",
-       "      <td>27</td>\n",
-       "      <td>0.117441</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0.052029</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.075369</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.062281</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>Fruits_unripe</td>\n",
-       "      <td>47</td>\n",
-       "      <td>0.052219</td>\n",
-       "      <td>39</td>\n",
-       "      <td>0.028195</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0.077346</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0.077346</td>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
+       "      <th>241</th>\n",
+       "      <td>Guava tree-Psidium guajava</td>\n",
        "      <td>2019</td>\n",
-       "      <td>Fruits_unripe</td>\n",
-       "      <td>36</td>\n",
-       "      <td>0.076008</td>\n",
-       "      <td>37</td>\n",
-       "      <td>0.047013</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0.071626</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0.070339</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>Fruits_unripe</td>\n",
-       "      <td>33</td>\n",
-       "      <td>0.057263</td>\n",
-       "      <td>37</td>\n",
-       "      <td>0.053314</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0.082137</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0.075178</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2021</td>\n",
-       "      <td>Fruits_unripe</td>\n",
-       "      <td>46</td>\n",
-       "      <td>0.073978</td>\n",
-       "      <td>41</td>\n",
-       "      <td>0.055299</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0.071094</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0.065025</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2022</td>\n",
-       "      <td>Fruits_unripe</td>\n",
-       "      <td>37</td>\n",
-       "      <td>0.058415</td>\n",
-       "      <td>38</td>\n",
-       "      <td>0.044795</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0.081649</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0.081649</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2023</td>\n",
-       "      <td>Fruits_unripe</td>\n",
-       "      <td>32</td>\n",
-       "      <td>0.089417</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0.015173</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0.070176</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0.070176</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>Fruits_ripe</td>\n",
-       "      <td>47</td>\n",
-       "      <td>0.076606</td>\n",
-       "      <td>46</td>\n",
-       "      <td>0.023212</td>\n",
-       "      <td>21</td>\n",
-       "      <td>0.096492</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.095090</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>Fruits_ripe</td>\n",
-       "      <td>47</td>\n",
-       "      <td>0.094701</td>\n",
-       "      <td>45</td>\n",
-       "      <td>0.068007</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.095571</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0.076465</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2020</td>\n",
        "      <td>Fruits_ripe</td>\n",
-       "      <td>44</td>\n",
-       "      <td>0.060988</td>\n",
-       "      <td>44</td>\n",
-       "      <td>0.060988</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0.096430</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0.145548</td>\n",
        "      <td>22</td>\n",
-       "      <td>0.085255</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2021</td>\n",
-       "      <td>Fruits_ripe</td>\n",
-       "      <td>46</td>\n",
-       "      <td>0.080569</td>\n",
-       "      <td>45</td>\n",
-       "      <td>0.071703</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.074820</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.056990</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2022</td>\n",
-       "      <td>Fruits_ripe</td>\n",
-       "      <td>45</td>\n",
-       "      <td>0.070768</td>\n",
-       "      <td>43</td>\n",
-       "      <td>0.052355</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0.089201</td>\n",
-       "      <td>21</td>\n",
-       "      <td>0.078539</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>Mango (all varieties)-Mangifera indica</td>\n",
-       "      <td>2023</td>\n",
-       "      <td>Fruits_ripe</td>\n",
-       "      <td>29</td>\n",
-       "      <td>0.237421</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0.020433</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0.083384</td>\n",
+       "      <td>0.060810</td>\n",
        "      <td>20</td>\n",
-       "      <td>0.058588</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>Flowers_bud</td>\n",
-       "      <td>39</td>\n",
-       "      <td>0.093836</td>\n",
-       "      <td>29</td>\n",
-       "      <td>0.008736</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0.162487</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.058634</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>Flowers_bud</td>\n",
-       "      <td>30</td>\n",
-       "      <td>0.094985</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0.070626</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.080737</td>\n",
-       "      <td>12</td>\n",
-       "      <td>0.072174</td>\n",
+       "      <td>0.118194</td>\n",
+       "      <td>21</td>\n",
+       "      <td>0.014454</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
+       "      <th>242</th>\n",
+       "      <td>Guava tree-Psidium guajava</td>\n",
        "      <td>2020</td>\n",
-       "      <td>Flowers_bud</td>\n",
-       "      <td>32</td>\n",
-       "      <td>0.069781</td>\n",
-       "      <td>30</td>\n",
-       "      <td>0.067125</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.078175</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0.075587</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2021</td>\n",
-       "      <td>Flowers_bud</td>\n",
+       "      <td>Fruits_ripe</td>\n",
        "      <td>24</td>\n",
-       "      <td>0.088931</td>\n",
-       "      <td>33</td>\n",
-       "      <td>0.013553</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.060094</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.051991</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2022</td>\n",
-       "      <td>Flowers_bud</td>\n",
-       "      <td>33</td>\n",
-       "      <td>0.065010</td>\n",
-       "      <td>33</td>\n",
-       "      <td>0.065010</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.081440</td>\n",
-       "      <td>13</td>\n",
-       "      <td>0.057555</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2023</td>\n",
-       "      <td>Flowers_bud</td>\n",
+       "      <td>0.088827</td>\n",
        "      <td>28</td>\n",
-       "      <td>0.083798</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0.015034</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.075517</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.062809</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>Flowers_male</td>\n",
-       "      <td>39</td>\n",
-       "      <td>0.081075</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0.033073</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.169346</td>\n",
-       "      <td>12</td>\n",
-       "      <td>0.023532</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>Flowers_male</td>\n",
-       "      <td>30</td>\n",
-       "      <td>0.092313</td>\n",
-       "      <td>32</td>\n",
-       "      <td>0.072979</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.077068</td>\n",
-       "      <td>12</td>\n",
-       "      <td>0.073514</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>Flowers_male</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0.072172</td>\n",
-       "      <td>30</td>\n",
-       "      <td>0.068216</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0.080879</td>\n",
+       "      <td>0.025756</td>\n",
+       "      <td>15</td>\n",
+       "      <td>0.069729</td>\n",
        "      <td>8</td>\n",
-       "      <td>0.074713</td>\n",
+       "      <td>0.050446</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>33</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
+       "      <th>243</th>\n",
+       "      <td>Guava tree-Psidium guajava</td>\n",
        "      <td>2021</td>\n",
-       "      <td>Flowers_male</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0.088873</td>\n",
-       "      <td>32</td>\n",
-       "      <td>0.004362</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.059481</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.053600</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>34</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2022</td>\n",
-       "      <td>Flowers_male</td>\n",
-       "      <td>33</td>\n",
-       "      <td>0.065127</td>\n",
-       "      <td>33</td>\n",
-       "      <td>0.065127</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.107912</td>\n",
-       "      <td>12</td>\n",
-       "      <td>0.041274</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2023</td>\n",
-       "      <td>Flowers_male</td>\n",
-       "      <td>27</td>\n",
-       "      <td>0.112685</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0.059000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.080065</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.064465</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>36</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>Flowers_Female</td>\n",
+       "      <td>Fruits_ripe</td>\n",
        "      <td>39</td>\n",
-       "      <td>0.083802</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0.027218</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0.169025</td>\n",
-       "      <td>12</td>\n",
-       "      <td>0.021421</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>37</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>Flowers_Female</td>\n",
-       "      <td>30</td>\n",
-       "      <td>0.088315</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0.072415</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.077781</td>\n",
-       "      <td>12</td>\n",
-       "      <td>0.073763</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>38</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>Flowers_Female</td>\n",
-       "      <td>32</td>\n",
-       "      <td>0.073765</td>\n",
-       "      <td>30</td>\n",
-       "      <td>0.066622</td>\n",
-       "      <td>7</td>\n",
-       "      <td>0.078331</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.072470</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>39</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2021</td>\n",
-       "      <td>Flowers_Female</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0.092301</td>\n",
-       "      <td>32</td>\n",
-       "      <td>0.005895</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.061022</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0.054846</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>40</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2022</td>\n",
-       "      <td>Flowers_Female</td>\n",
-       "      <td>33</td>\n",
-       "      <td>0.069215</td>\n",
-       "      <td>33</td>\n",
-       "      <td>0.069215</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.087135</td>\n",
-       "      <td>13</td>\n",
-       "      <td>0.051513</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2023</td>\n",
-       "      <td>Flowers_Female</td>\n",
-       "      <td>26</td>\n",
-       "      <td>0.100049</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0.028444</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.078719</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.065371</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>Fruits_unripe</td>\n",
+       "      <td>0.064981</td>\n",
        "      <td>47</td>\n",
-       "      <td>0.064519</td>\n",
-       "      <td>43</td>\n",
-       "      <td>0.064160</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0.078017</td>\n",
+       "      <td>0.032335</td>\n",
        "      <td>23</td>\n",
-       "      <td>0.034966</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>43</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>Fruits_unripe</td>\n",
-       "      <td>35</td>\n",
-       "      <td>0.082230</td>\n",
-       "      <td>35</td>\n",
-       "      <td>0.082230</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0.073110</td>\n",
-       "      <td>22</td>\n",
-       "      <td>0.069607</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>44</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>Fruits_unripe</td>\n",
-       "      <td>33</td>\n",
-       "      <td>0.066633</td>\n",
-       "      <td>35</td>\n",
-       "      <td>0.061382</td>\n",
-       "      <td>13</td>\n",
-       "      <td>0.072977</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0.070334</td>\n",
+       "      <td>0.090272</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0.077622</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>45</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2021</td>\n",
-       "      <td>Fruits_unripe</td>\n",
-       "      <td>46</td>\n",
-       "      <td>0.066491</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0.016771</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0.070198</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0.070198</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
+       "      <th>244</th>\n",
+       "      <td>Guava tree-Psidium guajava</td>\n",
        "      <td>2022</td>\n",
-       "      <td>Fruits_unripe</td>\n",
-       "      <td>36</td>\n",
-       "      <td>0.065657</td>\n",
-       "      <td>38</td>\n",
-       "      <td>0.046096</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0.069877</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0.067940</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>47</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2023</td>\n",
-       "      <td>Fruits_unripe</td>\n",
-       "      <td>32</td>\n",
-       "      <td>0.099631</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0.008839</td>\n",
-       "      <td>21</td>\n",
-       "      <td>0.067196</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0.064583</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>48</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2018</td>\n",
        "      <td>Fruits_ripe</td>\n",
-       "      <td>47</td>\n",
-       "      <td>0.108633</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0.092534</td>\n",
-       "      <td>30</td>\n",
-       "      <td>0.062591</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>49</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>Fruits_ripe</td>\n",
-       "      <td>46</td>\n",
-       "      <td>0.073263</td>\n",
-       "      <td>46</td>\n",
-       "      <td>0.073263</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.089464</td>\n",
        "      <td>26</td>\n",
-       "      <td>0.070254</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>Fruits_ripe</td>\n",
-       "      <td>45</td>\n",
-       "      <td>0.054720</td>\n",
-       "      <td>45</td>\n",
-       "      <td>0.054720</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0.095168</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.081139</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>51</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2021</td>\n",
-       "      <td>Fruits_ripe</td>\n",
-       "      <td>46</td>\n",
-       "      <td>0.061518</td>\n",
-       "      <td>46</td>\n",
-       "      <td>0.061518</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.079191</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.069437</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>52</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
-       "      <td>2022</td>\n",
-       "      <td>Fruits_ripe</td>\n",
-       "      <td>45</td>\n",
-       "      <td>0.068468</td>\n",
-       "      <td>45</td>\n",
-       "      <td>0.068468</td>\n",
+       "      <td>0.100958</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.063263</td>\n",
        "      <td>23</td>\n",
-       "      <td>0.078928</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0.076081</td>\n",
+       "      <td>0.091523</td>\n",
+       "      <td>32</td>\n",
+       "      <td>0.002126</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>53</th>\n",
-       "      <td>Jackfruit-Artocarpus heterophyllus</td>\n",
+       "      <th>245</th>\n",
+       "      <td>Guava tree-Psidium guajava</td>\n",
        "      <td>2023</td>\n",
        "      <td>Fruits_ripe</td>\n",
-       "      <td>32</td>\n",
-       "      <td>0.141372</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0.057136</td>\n",
-       "      <td>21</td>\n",
-       "      <td>0.076214</td>\n",
-       "      <td>22</td>\n",
-       "      <td>0.062319</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0.104978</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0.084193</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0.082711</td>\n",
+       "      <td>47</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>246 rows × 11 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                              Species_name  Year      Phenophase  \\\n",
-       "0   Mango (all varieties)-Mangifera indica  2018     Flowers_bud   \n",
-       "1   Mango (all varieties)-Mangifera indica  2019     Flowers_bud   \n",
-       "2   Mango (all varieties)-Mangifera indica  2020     Flowers_bud   \n",
-       "3   Mango (all varieties)-Mangifera indica  2021     Flowers_bud   \n",
-       "4   Mango (all varieties)-Mangifera indica  2022     Flowers_bud   \n",
-       "5   Mango (all varieties)-Mangifera indica  2023     Flowers_bud   \n",
-       "6   Mango (all varieties)-Mangifera indica  2018    Flowers_open   \n",
-       "7   Mango (all varieties)-Mangifera indica  2019    Flowers_open   \n",
-       "8   Mango (all varieties)-Mangifera indica  2020    Flowers_open   \n",
-       "9   Mango (all varieties)-Mangifera indica  2021    Flowers_open   \n",
-       "10  Mango (all varieties)-Mangifera indica  2022    Flowers_open   \n",
-       "11  Mango (all varieties)-Mangifera indica  2023    Flowers_open   \n",
-       "12  Mango (all varieties)-Mangifera indica  2018   Fruits_unripe   \n",
-       "13  Mango (all varieties)-Mangifera indica  2019   Fruits_unripe   \n",
-       "14  Mango (all varieties)-Mangifera indica  2020   Fruits_unripe   \n",
-       "15  Mango (all varieties)-Mangifera indica  2021   Fruits_unripe   \n",
-       "16  Mango (all varieties)-Mangifera indica  2022   Fruits_unripe   \n",
-       "17  Mango (all varieties)-Mangifera indica  2023   Fruits_unripe   \n",
-       "18  Mango (all varieties)-Mangifera indica  2018     Fruits_ripe   \n",
-       "19  Mango (all varieties)-Mangifera indica  2019     Fruits_ripe   \n",
-       "20  Mango (all varieties)-Mangifera indica  2020     Fruits_ripe   \n",
-       "21  Mango (all varieties)-Mangifera indica  2021     Fruits_ripe   \n",
-       "22  Mango (all varieties)-Mangifera indica  2022     Fruits_ripe   \n",
-       "23  Mango (all varieties)-Mangifera indica  2023     Fruits_ripe   \n",
-       "24      Jackfruit-Artocarpus heterophyllus  2018     Flowers_bud   \n",
-       "25      Jackfruit-Artocarpus heterophyllus  2019     Flowers_bud   \n",
-       "26      Jackfruit-Artocarpus heterophyllus  2020     Flowers_bud   \n",
-       "27      Jackfruit-Artocarpus heterophyllus  2021     Flowers_bud   \n",
-       "28      Jackfruit-Artocarpus heterophyllus  2022     Flowers_bud   \n",
-       "29      Jackfruit-Artocarpus heterophyllus  2023     Flowers_bud   \n",
-       "30      Jackfruit-Artocarpus heterophyllus  2018    Flowers_male   \n",
-       "31      Jackfruit-Artocarpus heterophyllus  2019    Flowers_male   \n",
-       "32      Jackfruit-Artocarpus heterophyllus  2020    Flowers_male   \n",
-       "33      Jackfruit-Artocarpus heterophyllus  2021    Flowers_male   \n",
-       "34      Jackfruit-Artocarpus heterophyllus  2022    Flowers_male   \n",
-       "35      Jackfruit-Artocarpus heterophyllus  2023    Flowers_male   \n",
-       "36      Jackfruit-Artocarpus heterophyllus  2018  Flowers_Female   \n",
-       "37      Jackfruit-Artocarpus heterophyllus  2019  Flowers_Female   \n",
-       "38      Jackfruit-Artocarpus heterophyllus  2020  Flowers_Female   \n",
-       "39      Jackfruit-Artocarpus heterophyllus  2021  Flowers_Female   \n",
-       "40      Jackfruit-Artocarpus heterophyllus  2022  Flowers_Female   \n",
-       "41      Jackfruit-Artocarpus heterophyllus  2023  Flowers_Female   \n",
-       "42      Jackfruit-Artocarpus heterophyllus  2018   Fruits_unripe   \n",
-       "43      Jackfruit-Artocarpus heterophyllus  2019   Fruits_unripe   \n",
-       "44      Jackfruit-Artocarpus heterophyllus  2020   Fruits_unripe   \n",
-       "45      Jackfruit-Artocarpus heterophyllus  2021   Fruits_unripe   \n",
-       "46      Jackfruit-Artocarpus heterophyllus  2022   Fruits_unripe   \n",
-       "47      Jackfruit-Artocarpus heterophyllus  2023   Fruits_unripe   \n",
-       "48      Jackfruit-Artocarpus heterophyllus  2018     Fruits_ripe   \n",
-       "49      Jackfruit-Artocarpus heterophyllus  2019     Fruits_ripe   \n",
-       "50      Jackfruit-Artocarpus heterophyllus  2020     Fruits_ripe   \n",
-       "51      Jackfruit-Artocarpus heterophyllus  2021     Fruits_ripe   \n",
-       "52      Jackfruit-Artocarpus heterophyllus  2022     Fruits_ripe   \n",
-       "53      Jackfruit-Artocarpus heterophyllus  2023     Fruits_ripe   \n",
+       "                               Species_name  Year   Phenophase  \\\n",
+       "0    Mango (all varieties)-Mangifera indica  2018  Flowers_bud   \n",
+       "1    Mango (all varieties)-Mangifera indica  2019  Flowers_bud   \n",
+       "2    Mango (all varieties)-Mangifera indica  2020  Flowers_bud   \n",
+       "3    Mango (all varieties)-Mangifera indica  2021  Flowers_bud   \n",
+       "4    Mango (all varieties)-Mangifera indica  2022  Flowers_bud   \n",
+       "..                                      ...   ...          ...   \n",
+       "241              Guava tree-Psidium guajava  2019  Fruits_ripe   \n",
+       "242              Guava tree-Psidium guajava  2020  Fruits_ripe   \n",
+       "243              Guava tree-Psidium guajava  2021  Fruits_ripe   \n",
+       "244              Guava tree-Psidium guajava  2022  Fruits_ripe   \n",
+       "245              Guava tree-Psidium guajava  2023  Fruits_ripe   \n",
+       "\n",
+       "     Phenophase_start_week  Max_Initiation_probability  Mean_initiation_week  \\\n",
+       "0                       37                    0.080885                    32   \n",
+       "1                       33                    0.083946                    32   \n",
+       "2                       33                    0.074016                    30   \n",
+       "3                       35                    0.071315                    37   \n",
+       "4                       34                    0.064178                    32   \n",
+       "..                     ...                         ...                   ...   \n",
+       "241                     25                    0.145548                    22   \n",
+       "242                     24                    0.088827                    28   \n",
+       "243                     39                    0.064981                    47   \n",
+       "244                     26                    0.100958                    14   \n",
+       "245                     24                    0.104978                    16   \n",
        "\n",
-       "    Phenophase_start_week  Max_Initiation_probability  Mean_initiation_week  \\\n",
-       "0                      37                    0.080885                    32   \n",
-       "1                      33                    0.083946                    32   \n",
-       "2                      33                    0.074016                    30   \n",
-       "3                      35                    0.071315                    37   \n",
-       "4                      34                    0.064178                    32   \n",
-       "5                      27                    0.135528                    20   \n",
-       "6                      33                    0.078766                    32   \n",
-       "7                      36                    0.081853                    34   \n",
-       "8                      33                    0.071209                    31   \n",
-       "9                      37                    0.066565                    38   \n",
-       "10                     36                    0.062426                    33   \n",
-       "11                     27                    0.117441                    20   \n",
-       "12                     47                    0.052219                    39   \n",
-       "13                     36                    0.076008                    37   \n",
-       "14                     33                    0.057263                    37   \n",
-       "15                     46                    0.073978                    41   \n",
-       "16                     37                    0.058415                    38   \n",
-       "17                     32                    0.089417                    18   \n",
-       "18                     47                    0.076606                    46   \n",
-       "19                     47                    0.094701                    45   \n",
-       "20                     44                    0.060988                    44   \n",
-       "21                     46                    0.080569                    45   \n",
-       "22                     45                    0.070768                    43   \n",
-       "23                     29                    0.237421                    14   \n",
-       "24                     39                    0.093836                    29   \n",
-       "25                     30                    0.094985                    31   \n",
-       "26                     32                    0.069781                    30   \n",
-       "27                     24                    0.088931                    33   \n",
-       "28                     33                    0.065010                    33   \n",
-       "29                     28                    0.083798                    20   \n",
-       "30                     39                    0.081075                    31   \n",
-       "31                     30                    0.092313                    32   \n",
-       "32                     31                    0.072172                    30   \n",
-       "33                     24                    0.088873                    32   \n",
-       "34                     33                    0.065127                    33   \n",
-       "35                     27                    0.112685                    20   \n",
-       "36                     39                    0.083802                    31   \n",
-       "37                     30                    0.088315                    31   \n",
-       "38                     32                    0.073765                    30   \n",
-       "39                     24                    0.092301                    32   \n",
-       "40                     33                    0.069215                    33   \n",
-       "41                     26                    0.100049                    20   \n",
-       "42                     47                    0.064519                    43   \n",
-       "43                     35                    0.082230                    35   \n",
-       "44                     33                    0.066633                    35   \n",
-       "45                     46                    0.066491                    40   \n",
-       "46                     36                    0.065657                    38   \n",
-       "47                     32                    0.099631                    20   \n",
-       "48                     47                    0.108633                     3   \n",
-       "49                     46                    0.073263                    46   \n",
-       "50                     45                    0.054720                    45   \n",
-       "51                     46                    0.061518                    46   \n",
-       "52                     45                    0.068468                    45   \n",
-       "53                     32                    0.141372                    18   \n",
+       "     Mean_initiation_probability  Phenophase_end_week  Max_end_probability  \\\n",
+       "0                       0.042795                    9             0.078031   \n",
+       "1                       0.061640                   11             0.087274   \n",
+       "2                       0.063177                    8             0.073567   \n",
+       "3                       0.070194                    9             0.063489   \n",
+       "4                       0.056300                   11             0.068561   \n",
+       "..                           ...                  ...                  ...   \n",
+       "241                     0.060810                   20             0.118194   \n",
+       "242                     0.025756                   15             0.069729   \n",
+       "243                     0.032335                   23             0.090272   \n",
+       "244                     0.063263                   23             0.091523   \n",
+       "245                     0.084193                    8             0.082711   \n",
        "\n",
-       "    Mean_initiation_probability  Phenophase_end_week  Max_end_probability  \\\n",
-       "0                      0.042795                    9             0.078031   \n",
-       "1                      0.061640                   11             0.087274   \n",
-       "2                      0.063177                    8             0.073567   \n",
-       "3                      0.070194                    9             0.063489   \n",
-       "4                      0.056300                   11             0.068561   \n",
-       "5                      0.017784                    8             0.074932   \n",
-       "6                      0.043086                    9             0.073493   \n",
-       "7                      0.076870                   11             0.084680   \n",
-       "8                      0.059765                    8             0.073729   \n",
-       "9                      0.064819                    7             0.063056   \n",
-       "10                     0.053500                   10             0.065309   \n",
-       "11                     0.052029                    9             0.075369   \n",
-       "12                     0.028195                   17             0.077346   \n",
-       "13                     0.047013                   19             0.071626   \n",
-       "14                     0.053314                   17             0.082137   \n",
-       "15                     0.055299                   15             0.071094   \n",
-       "16                     0.044795                   18             0.081649   \n",
-       "17                     0.015173                   17             0.070176   \n",
-       "18                     0.023212                   21             0.096492   \n",
-       "19                     0.068007                   23             0.095571   \n",
-       "20                     0.060988                   20             0.096430   \n",
-       "21                     0.071703                   23             0.074820   \n",
-       "22                     0.052355                   18             0.089201   \n",
-       "23                     0.020433                   18             0.083384   \n",
-       "24                     0.008736                    7             0.162487   \n",
-       "25                     0.070626                   11             0.080737   \n",
-       "26                     0.067125                    2             0.078175   \n",
-       "27                     0.013553                    9             0.060094   \n",
-       "28                     0.065010                   11             0.081440   \n",
-       "29                     0.015034                    5             0.075517   \n",
-       "30                     0.033073                    8             0.169346   \n",
-       "31                     0.072979                   11             0.077068   \n",
-       "32                     0.068216                    7             0.080879   \n",
-       "33                     0.004362                    9             0.059481   \n",
-       "34                     0.065127                   11             0.107912   \n",
-       "35                     0.059000                    5             0.080065   \n",
-       "36                     0.027218                    7             0.169025   \n",
-       "37                     0.072415                   11             0.077781   \n",
-       "38                     0.066622                    7             0.078331   \n",
-       "39                     0.005895                    9             0.061022   \n",
-       "40                     0.069215                   11             0.087135   \n",
-       "41                     0.028444                    5             0.078719   \n",
-       "42                     0.064160                   16             0.078017   \n",
-       "43                     0.082230                   20             0.073110   \n",
-       "44                     0.061382                   13             0.072977   \n",
-       "45                     0.016771                   17             0.070198   \n",
-       "46                     0.046096                   18             0.069877   \n",
-       "47                     0.008839                   21             0.067196   \n",
-       "48                     0.000000                   17             0.092534   \n",
-       "49                     0.073263                   23             0.089464   \n",
-       "50                     0.054720                   20             0.095168   \n",
-       "51                     0.061518                   23             0.079191   \n",
-       "52                     0.068468                   23             0.078928   \n",
-       "53                     0.057136                   21             0.076214   \n",
+       "     Mean_end_week  Mean_end_probability  \n",
+       "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",
+       "..             ...                   ...  \n",
+       "241             21              0.014454  \n",
+       "242              8              0.050446  \n",
+       "243             25              0.077622  \n",
+       "244             32              0.002126  \n",
+       "245             47              0.000000  \n",
        "\n",
-       "    Mean_end_week  Mean_end_probability  \n",
-       "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  "
+       "[246 rows x 11 columns]"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/data/year_to_year_transition_time.csv b/data/year_to_year_transition_time.csv
index f94303f4..3a91fed6 100644
--- a/data/year_to_year_transition_time.csv
+++ b/data/year_to_year_transition_time.csv
@@ -53,3 +53,195 @@ Jackfruit-Artocarpus heterophyllus,2020,Fruits_ripe,45,0.054719954335262354,45,0
 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
+Coconut palm-Cocos nucifera,2018,Flowers_bud,24,0.025654409322794017,24,0.025654409322794017,5,0.04482599655369673,16,0.04482599655369673
+Coconut palm-Cocos nucifera,2019,Flowers_bud,39,0.15970960477212856,44,0.025086936303810932,4,0.04873823170261456,8,0.005415359078068292
+Coconut palm-Cocos nucifera,2020,Flowers_bud,25,0.07092040269583812,21,0.05324843349949813,8,0.07003655287894743,8,0.07003655287894743
+Coconut palm-Cocos nucifera,2021,Flowers_bud,38,0.09938001709217138,40,0.00017330657313821681,23,0.08628755331277088,27,0.07809817208660548
+Coconut palm-Cocos nucifera,2022,Flowers_bud,26,0.08498122220489701,28,0.029042095022075543,16,0.0677611814480389,19,0.02485519868349953
+Coconut palm-Cocos nucifera,2023,Flowers_bud,31,0.1485933187257339,20,0.031420666998118796,18,0.07665217936110005,13,0.005368796457326918
+Coconut palm-Cocos nucifera,2018,Flowers_open,24,0.025802952234682992,24,0.025802952234682992,5,0.044702143388400846,16,0.044702143388400846
+Coconut palm-Cocos nucifera,2019,Flowers_open,39,0.13978643978507513,42,0.03487455508040013,11,0.12153544543134537,11,0.12153544543134537
+Coconut palm-Cocos nucifera,2020,Flowers_open,25,0.07122554109887781,21,0.0562798537863264,8,0.06964018538945763,8,0.06964018538945763
+Coconut palm-Cocos nucifera,2021,Flowers_open,38,0.09839019416206167,40,0.0001750784426941664,23,0.08048747469421687,27,0.07301560382455567
+Coconut palm-Cocos nucifera,2022,Flowers_open,26,0.07575666554329505,26,0.07575666554329505,16,0.07491459260846041,18,0.022854396709327346
+Coconut palm-Cocos nucifera,2023,Flowers_open,31,0.13707923874543393,23,0.007219109162091001,20,0.07990706259075675,15,0.026835930863114758
+Coconut palm-Cocos nucifera,2018,Fruits_unripe,24,0.02467421117228386,25,0.02467421117228386,5,0.04252087232967881,16,0.04252087232967881
+Coconut palm-Cocos nucifera,2019,Fruits_unripe,30,0.04066537239068653,29,0.016467795430939177,5,0.040874292226556856,7,0.007933398496122271
+Coconut palm-Cocos nucifera,2020,Fruits_unripe,25,0.06624136292264425,21,0.06102892780741978,6,0.06584106651952806,8,0.06584106651952806
+Coconut palm-Cocos nucifera,2021,Fruits_unripe,38,0.09123089704511497,40,0.0001683632056517407,23,0.09424532867160587,27,0.08013095187580814
+Coconut palm-Cocos nucifera,2022,Fruits_unripe,46,0.043032615742884306,47,0.030153399635676308,23,0.05162445504095574,25,0.035456838927227265
+Coconut palm-Cocos nucifera,2023,Fruits_unripe,27,0.06827659929252784,17,0.03325756646269144,8,0.046720720148496826,6,0.018626268538553998
+Coconut palm-Cocos nucifera,2018,Fruits_ripe,24,0.029334210573547567,23,0.029334210573547567,5,0.049400737379609,15,0.049400737379609
+Coconut palm-Cocos nucifera,2019,Fruits_ripe,35,0.06993353214148913,28,0.007738345963273909,6,0.07538010353546903,7,0.05648345530664418
+Coconut palm-Cocos nucifera,2020,Fruits_ripe,24,0.07354124093822853,21,0.05907411157333111,3,0.07046945615375988,6,0.06765067790760948
+Coconut palm-Cocos nucifera,2021,Fruits_ripe,40,0.08943246737700203,40,0.08943246737700203,23,0.0751863163565618,24,0.047556389055722285
+Coconut palm-Cocos nucifera,2022,Fruits_ripe,27,0.07925815001012167,24,0.010813330099373217,7,0.17497753372045477,45,0.02331447163972049
+Coconut palm-Cocos nucifera,2023,Fruits_ripe,26,0.091272755295075,18,0.03480364450943569,16,0.05864318658442146,11,0.006776974186704574
+Tamarind-Tamarindus indica,2018,Flowers_bud,25,0.07805111602350621,18,0.06371519675388262,5,0.38210003395873626,9,0.0019844197119627573
+Tamarind-Tamarindus indica,2019,Flowers_bud,33,0.09574362667180517,36,0.05469355954978893,22,0.07627523702629843,19,0.04892663047370938
+Tamarind-Tamarindus indica,2020,Flowers_bud,30,0.08292474123026679,25,0.0009183905012892636,3,0.08756255889074621,2,0.061735132972084716
+Tamarind-Tamarindus indica,2021,Flowers_bud,45,0.08108124542209391,46,0.014503272104223728,23,0.1061080347597426,26,0.030661334367770885
+Tamarind-Tamarindus indica,2022,Flowers_bud,28,0.0768641906182794,23,0.027009001209978567,20,0.08042393123428448,25,0.05608157869017578
+Tamarind-Tamarindus indica,2023,Flowers_bud,27,0.1558495597820234,10,0.13104291356369946,23,0.1320583669470229,21,0.05906240037671433
+Tamarind-Tamarindus indica,2018,Flowers_open,25,0.07889096238327756,19,0.06440078561900209,5,0.1734092562907415,9,0.11311815911859026
+Tamarind-Tamarindus indica,2019,Flowers_open,33,0.11499729377856861,34,0.10738376305330823,22,0.08010663472784584,19,0.03635691300118182
+Tamarind-Tamarindus indica,2020,Flowers_open,24,0.06473944730674198,23,0.06473944730674198,7,0.10074867609144492,7,0.10074867609144492
+Tamarind-Tamarindus indica,2021,Flowers_open,45,0.07921223530180177,46,0.01177546327752607,23,0.10656101808882949,25,0.0347009768790386
+Tamarind-Tamarindus indica,2022,Flowers_open,28,0.08565971987625254,21,0.0021598547272036095,21,0.0756945444930532,25,0.06176592741709276
+Tamarind-Tamarindus indica,2023,Flowers_open,27,0.14864390996196966,10,0.1279999286897548,20,0.13080962802898288,20,0.07028998936001135
+Tamarind-Tamarindus indica,2018,Fruits_unripe,25,0.06716527857754691,25,0.06716527857754691,6,0.12988003209119087,10,0.0786614427934044
+Tamarind-Tamarindus indica,2019,Fruits_unripe,35,0.10005716184493213,23,0.013655083342177717,6,0.08965440338664117,7,0.02514766394012353
+Tamarind-Tamarindus indica,2020,Fruits_unripe,25,0.07110670199424464,22,0.06039321270480919,7,0.07703229180818909,5,0.06793427675202664
+Tamarind-Tamarindus indica,2021,Fruits_unripe,25,0.07856683045041214,26,0.0763092598981399,0,0.07773824043977533,2,0.06340480788353772
+Tamarind-Tamarindus indica,2022,Fruits_unripe,25,0.08911506408400748,18,0.042123511156111494,5,0.09637772703343439,43,0.0013824206816262516
+Tamarind-Tamarindus indica,2023,Fruits_unripe,24,0.07659635001332249,18,0.07659635001332249,2,0.07207819841255074,4,0.06162548394557815
+Tamarind-Tamarindus indica,2018,Fruits_ripe,33,0.08883515085497946,32,0.04709405798944413,8,0.11232845628334207,13,0.03975398657547772
+Tamarind-Tamarindus indica,2019,Fruits_ripe,32,0.08177984903728402,34,0.07382501619920659,10,0.07558108150121717,11,0.0626067086796446
+Tamarind-Tamarindus indica,2020,Fruits_ripe,32,0.06394457104128441,31,0.0612294579054654,4,0.0747108162151153,9,0.05764761550952276
+Tamarind-Tamarindus indica,2021,Fruits_ripe,39,0.07771592062032665,36,0.037587407405347266,9,0.06814896397610787,10,0.06226694588860445
+Tamarind-Tamarindus indica,2022,Fruits_ripe,37,0.06959927975998399,32,0.044031727064698,11,0.07422310116417184,9,0.04749800108854056
+Tamarind-Tamarindus indica,2023,Fruits_ripe,32,0.13190846736903442,27,0.09137022157953739,10,0.10228231835296922,12,0.044128071679159726
+Indian Laburnum-Cassia fistula,2018,Flowers_bud,44,0.07975892360283113,42,0.05628192289435214,17,0.1711712242415479,25,0.0048158929486996896
+Indian Laburnum-Cassia fistula,2019,Flowers_bud,46,0.10219617936539763,43,0.06176119331713421,22,0.0760806966063994,21,0.05953069281255798
+Indian Laburnum-Cassia fistula,2020,Flowers_bud,42,0.056134939150849016,36,0.02669241478112647,13,0.07590245809959685,14,0.07408689004320218
+Indian Laburnum-Cassia fistula,2021,Flowers_bud,44,0.08457512787533866,41,0.021559642529113243,18,0.08154653272440163,20,0.0358900613994193
+Indian Laburnum-Cassia fistula,2022,Flowers_bud,41,0.05308008797995326,37,0.021340793374084396,16,0.11156782939028649,18,0.0918238089350806
+Indian Laburnum-Cassia fistula,2023,Flowers_bud,25,0.15792923238909323,13,0.013460738335052947,15,0.14171643269529263,15,0.14171643269529263
+Indian Laburnum-Cassia fistula,2018,Flowers_open,45,0.07989491138029584,43,0.07065845135686175,20,0.2050721133209135,26,0.005692093395416971
+Indian Laburnum-Cassia fistula,2019,Flowers_open,46,0.09502166494079717,43,0.07838157290352936,22,0.09594294182109663,22,0.09594294182109663
+Indian Laburnum-Cassia fistula,2020,Flowers_open,44,0.05666648857578756,39,0.03893205699928531,14,0.07785429540206128,17,0.07514087491887951
+Indian Laburnum-Cassia fistula,2021,Flowers_open,44,0.081097885234229,42,0.043832108035537026,18,0.08631143763611586,21,0.015028561021745308
+Indian Laburnum-Cassia fistula,2022,Flowers_open,44,0.04839268818811872,39,0.019214762933587155,16,0.1041377920541176,18,0.08164157331772812
+Indian Laburnum-Cassia fistula,2023,Flowers_open,25,0.15072908233007828,12,0.005425110173742713,15,0.1342886955651771,16,0.10967433250808642
+Indian Laburnum-Cassia fistula,2018,Fruits_unripe,45,0.07457810769177152,47,0.02542763444111923,21,0.10589355694789865,29,0.0919362946604222
+Indian Laburnum-Cassia fistula,2019,Fruits_unripe,47,0.21539533117806894,4,0.03783747298635404,20,0.12141524410667574,31,0.02478866132424285
+Indian Laburnum-Cassia fistula,2020,Fruits_unripe,29,0.0769250784096276,32,0.05607426590338927,14,0.07394193756608802,11,0.04663266283656323
+Indian Laburnum-Cassia fistula,2021,Fruits_unripe,26,0.13219086029774446,30,0.0031226724288891854,20,0.09551604319140675,24,0.08656778044814277
+Indian Laburnum-Cassia fistula,2022,Fruits_unripe,31,0.08946694704644724,26,0.02244479679234459,0,0.12094357173382352,38,0.0013604827163500208
+Indian Laburnum-Cassia fistula,2023,Fruits_unripe,25,0.11277748698602393,16,0.028462966708510465,2,0.08879258113825428,46,0.0
+Indian Laburnum-Cassia fistula,2018,Fruits_ripe,40,0.10684411863253844,38,0.05367808198172439,21,0.1441026563430184,30,0.09082922006797646
+Indian Laburnum-Cassia fistula,2019,Fruits_ripe,28,0.08783115237590727,25,0.03940432773379605,13,0.10545208919367581,9,0.09183755840020946
+Indian Laburnum-Cassia fistula,2020,Fruits_ripe,30,0.07574751037305137,32,0.04402314171152431,14,0.08203774691683934,14,0.08203774691683934
+Indian Laburnum-Cassia fistula,2021,Fruits_ripe,26,0.09789112426441404,35,0.06915983145170232,23,0.07462347309434958,23,0.07462347309434958
+Indian Laburnum-Cassia fistula,2022,Fruits_ripe,33,0.0959401730688575,32,0.06544009783356229,20,0.08446662859701153,18,0.03713948635581586
+Indian Laburnum-Cassia fistula,2023,Fruits_ripe,32,0.12439106374085879,25,0.10182079635162705,5,0.09937268854317628,9,0.03277144886837866
+Amla-Phyllanthus emblica,2018,Flowers_bud,27,0.0757392236887344,15,0.05668729525569193,5,0.2030093451490026,12,0.007112436782496715
+Amla-Phyllanthus emblica,2019,Flowers_bud,45,0.12701894348470316,43,0.07494550646052689,10,0.05471080013364432,8,0.0028542903533863902
+Amla-Phyllanthus emblica,2020,Flowers_bud,30,0.07241813056527587,30,0.07241813056527587,17,0.09633270418643564,14,0.029050318255556044
+Amla-Phyllanthus emblica,2021,Flowers_bud,24,0.11130999887246364,29,0.002849828299379501,23,0.14211162711891837,25,0.03260241131593331
+Amla-Phyllanthus emblica,2022,Flowers_bud,43,0.08122759488655527,37,0.03463582367209077,7,0.18926776825302571,2,0.005539627924942408
+Amla-Phyllanthus emblica,2023,Flowers_bud,29,0.165048474209165,18,0.017609324653624202,19,0.12084731054712178,18,0.03739702961563419
+Amla-Phyllanthus emblica,2018,Flowers_open,26,0.07942667720902565,14,0.06737347423462506,5,0.19910926076717186,12,0.0069757972421257315
+Amla-Phyllanthus emblica,2019,Flowers_open,45,0.11249953201680692,42,0.014435101648376575,2,0.0858071263598821,0,0.0037311486243148824
+Amla-Phyllanthus emblica,2020,Flowers_open,30,0.07899033252885525,31,0.07719736155089889,17,0.09771093297909698,17,0.09771093297909698
+Amla-Phyllanthus emblica,2021,Flowers_open,24,0.11623488440280294,29,0.0028686041503107928,23,0.14031770434977334,25,0.03204958800659783
+Amla-Phyllanthus emblica,2022,Flowers_open,45,0.10855003907953864,40,0.04157736819354866,7,0.1885110320175327,2,0.00549326532088218
+Amla-Phyllanthus emblica,2023,Flowers_open,26,0.1422775241294674,19,0.02143458830820351,19,0.08814190524494211,16,0.03672579385205922
+Amla-Phyllanthus emblica,2018,Fruits_unripe,31,0.07935233013913438,17,0.06492463375020087,5,0.19785637810498716,12,0.006931902471054309
+Amla-Phyllanthus emblica,2019,Fruits_unripe,41,0.08755876518160764,40,0.004651976241661885,10,0.06708430089819278,10,0.06708430089819278
+Amla-Phyllanthus emblica,2020,Fruits_unripe,24,0.11154530017168329,13,0.019415009847245375,4,0.0764906258584257,48,0.018091558346592585
+Amla-Phyllanthus emblica,2021,Fruits_unripe,24,0.09518281511970014,27,0.005714540848005471,18,0.08253929370420987,17,0.007780637655408998
+Amla-Phyllanthus emblica,2022,Fruits_unripe,33,0.07564418094937982,26,0.003582796249399088,21,0.09247006913590916,21,0.06480246751694484
+Amla-Phyllanthus emblica,2023,Fruits_unripe,30,0.18953416721821686,24,0.09643357361255085,21,0.08410463369174632,16,0.02123030238876917
+Amla-Phyllanthus emblica,2018,Fruits_ripe,37,0.12330208172729494,21,0.00033967515627353974,5,0.18694425080451244,13,0.003464249047752473
+Amla-Phyllanthus emblica,2019,Fruits_ripe,29,0.11405268810538977,27,0.042585810785386514,10,0.08862239274438959,8,0.053288203442126175
+Amla-Phyllanthus emblica,2020,Fruits_ripe,35,0.1623043799813809,28,0.03231023925953961,1,0.10662873892644706,0,0.08160033559706929
+Amla-Phyllanthus emblica,2021,Fruits_ripe,39,0.062032431136217904,42,0.03517436651067201,7,0.11593877800077947,9,0.010932532542011668
+Amla-Phyllanthus emblica,2022,Fruits_ripe,33,0.048087906028392864,27,0.0019330716838697297,7,0.09120436240365494,1,0.011377162091879053
+Amla-Phyllanthus emblica,2023,Fruits_ripe,30,0.18050477187081435,21,0.010369401536577635,19,0.07208387975729107,16,0.035693438167788964
+Jamun-Syzygium cumini,2018,Flowers_bud,39,0.0787686056434904,38,0.06349961439567535,16,0.11558889448411988,14,0.11064166833075571
+Jamun-Syzygium cumini,2019,Flowers_bud,43,0.11859358228300866,42,0.08334056711038793,11,0.06967827436469083,16,0.06341996082388504
+Jamun-Syzygium cumini,2020,Flowers_bud,39,0.06159069819966891,40,0.05238170967506415,15,0.09275286059894293,16,0.02529623470880262
+Jamun-Syzygium cumini,2021,Flowers_bud,37,0.08791448283662279,39,0.05794266883324145,23,0.08620657117866563,24,0.05163376950735315
+Jamun-Syzygium cumini,2022,Flowers_bud,44,0.0727787999204463,40,0.05276094964366929,18,0.08285629107381584,19,0.044719147429117034
+Jamun-Syzygium cumini,2023,Flowers_bud,32,0.16081634775760978,26,0.007628933726151675,16,0.09053224859633684,17,0.07844483875395392
+Jamun-Syzygium cumini,2018,Flowers_open,39,0.07458830723694804,39,0.07458830723694804,16,0.12869750283738557,17,0.0850884344359602
+Jamun-Syzygium cumini,2019,Flowers_open,42,0.11165878682161366,43,0.04867280855924747,21,0.05360202212368686,21,0.05360202212368686
+Jamun-Syzygium cumini,2020,Flowers_open,39,0.061907464992996264,40,0.046660658820830335,4,0.0717131515214016,6,0.015767676610135832
+Jamun-Syzygium cumini,2021,Flowers_open,38,0.09188174572192494,40,0.05592426103676898,23,0.08903270540499333,25,0.05156265882978558
+Jamun-Syzygium cumini,2022,Flowers_open,44,0.09672893040720579,40,0.03245921701149223,18,0.09111122940983114,19,0.05468434969858926
+Jamun-Syzygium cumini,2023,Flowers_open,29,0.16816612284928803,25,0.01268600490895429,16,0.09412665501943412,18,0.09048162709345056
+Jamun-Syzygium cumini,2018,Fruits_unripe,41,0.08846794208939127,41,0.08846794208939127,19,0.1080332009822287,21,0.10203425976216864
+Jamun-Syzygium cumini,2019,Fruits_unripe,42,0.08687128618294024,36,0.0008437728406834001,13,0.08231611960483357,18,0.05184828132077118
+Jamun-Syzygium cumini,2020,Fruits_unripe,46,0.055896870560926626,44,0.0524947463009893,14,0.05817769592173482,9,0.03170163817973651
+Jamun-Syzygium cumini,2021,Fruits_unripe,46,0.07336296133664609,46,0.07336296133664609,23,0.09085438264298387,26,0.052828095014435826
+Jamun-Syzygium cumini,2022,Fruits_unripe,44,0.07451593279661477,44,0.06789091080543615,21,0.10498366365361479,24,0.05133413000749098
+Jamun-Syzygium cumini,2023,Fruits_unripe,30,0.23510954910237372,22,0.004614623870427721,22,0.10849447248338444,21,0.09183000279467585
+Jamun-Syzygium cumini,2018,Fruits_ripe,42,0.09512728618384068,43,0.039112671711901,20,0.0856093815549673,23,0.0771026243399835
+Jamun-Syzygium cumini,2019,Fruits_ripe,45,0.06682086198128939,46,0.06682086198128939,22,0.09104459949790769,25,0.05189797043776355
+Jamun-Syzygium cumini,2020,Fruits_ripe,39,0.08655392150347921,41,0.013623541942179,17,0.05676856586416468,17,0.05676856586416468
+Jamun-Syzygium cumini,2021,Fruits_ripe,45,0.09532282029563546,47,0.04018649039490518,23,0.12945187940584038,29,0.058438276988922226
+Jamun-Syzygium cumini,2022,Fruits_ripe,47,0.07327832577894029,47,0.05742009808367662,21,0.13270967843618542,23,0.08014009078081376
+Jamun-Syzygium cumini,2023,Fruits_ripe,30,0.21802821682132512,12,0.008030065908651412,22,0.0965168644303108,24,0.08648293297963493
+Neem-Azadirachta indica,2018,Flowers_bud,40,0.11439035883111953,29,0.007332161483106811,22,0.10873133078358194,31,0.005311802729524581
+Neem-Azadirachta indica,2019,Flowers_bud,29,0.08426570076341616,30,0.038167954045803386,12,0.06655916651987126,8,0.04136514953940439
+Neem-Azadirachta indica,2020,Flowers_bud,25,0.08259084059291147,25,0.069404945146978,15,0.09777939814114167,13,0.03366176001580287
+Neem-Azadirachta indica,2021,Flowers_bud,40,0.15650405021057331,35,0.04377284630793137,19,0.17540396427455288,23,0.0003530813309688816
+Neem-Azadirachta indica,2022,Flowers_bud,26,0.06328180963298677,34,0.03619818160418413,12,0.11782455186210895,10,0.03361001275108124
+Neem-Azadirachta indica,2023,Flowers_bud,24,0.12709408617506293,14,0.012093394119831605,16,0.10936919291132563,16,0.10936919291132563
+Neem-Azadirachta indica,2018,Flowers_open,40,0.11253095904604325,29,0.007212978191567696,22,0.10584975762299102,31,0.004272943337263259
+Neem-Azadirachta indica,2019,Flowers_open,29,0.08103388381142283,30,0.03085727363680009,12,0.06216744992345514,8,0.04977025687511184
+Neem-Azadirachta indica,2020,Flowers_open,29,0.08233884779154654,26,0.04930615369228304,15,0.09398081951338837,13,0.03235405261936321
+Neem-Azadirachta indica,2021,Flowers_open,40,0.16791073660047773,36,0.04178284190878107,19,0.1896449046906845,23,0.0003786763536883938
+Neem-Azadirachta indica,2022,Flowers_open,38,0.056947061285067546,40,0.043356023980531996,17,0.0686268805904913,17,0.0686268805904913
+Neem-Azadirachta indica,2023,Flowers_open,24,0.14844394246149145,11,0.010397924505273375,16,0.0935247306625133,16,0.0935247306625133
+Neem-Azadirachta indica,2018,Fruits_unripe,40,0.1211900963487844,31,0.028010646801618036,22,0.11054107661491216,31,0.005695990779214654
+Neem-Azadirachta indica,2019,Fruits_unripe,29,0.06564572526131644,32,0.02301204891523153,12,0.05478261834475791,11,0.015671839853503126
+Neem-Azadirachta indica,2020,Fruits_unripe,26,0.07998929719168744,24,0.046665692748984446,15,0.07812051256407954,14,0.051806234647758014
+Neem-Azadirachta indica,2021,Fruits_unripe,40,0.17946923817387495,37,0.01661152303633131,9,0.07128650265484268,7,0.013418523655851819
+Neem-Azadirachta indica,2022,Fruits_unripe,44,0.060074141227604044,44,0.03496955507309621,21,0.05009015755698599,23,0.02697162329991553
+Neem-Azadirachta indica,2023,Fruits_unripe,30,0.26166742759991246,11,0.019417925295278606,23,0.10874966758761827,23,0.10874966758761827
+Neem-Azadirachta indica,2018,Fruits_ripe,40,0.11011524237431523,31,0.02518222179059783,22,0.09405609030526775,32,0.004800779609331375
+Neem-Azadirachta indica,2019,Fruits_ripe,29,0.07096853882771102,29,0.07096853882771102,10,0.047640008849905824,8,0.03249610417560643
+Neem-Azadirachta indica,2020,Fruits_ripe,26,0.062184572816497585,20,0.04517511605253204,1,0.07461900413621009,47,0.02128160643798143
+Neem-Azadirachta indica,2021,Fruits_ripe,40,0.19947127673109322,35,0.013812387101263745,2,0.06843948040698106,48,0.028783546397059063
+Neem-Azadirachta indica,2022,Fruits_ripe,35,0.08023060167070116,42,0.023252210928062213,8,0.11943256856043076,12,0.02852408881199492
+Neem-Azadirachta indica,2023,Fruits_ripe,24,0.12436026039829302,9,0.060550134096798124,23,0.09347606150284363,19,0.023669105524777526
+Maulsari-Mimusops elengi,2018,Flowers_bud,46,0.07099688961619133,46,0.05537126701110703,10,0.12717986332610615,22,0.002658091907456499
+Maulsari-Mimusops elengi,2019,Flowers_bud,38,0.08817396200785835,0,0.000713650292520197,12,0.12224550231840324,9,0.0011993800898117497
+Maulsari-Mimusops elengi,2020,Flowers_bud,46,0.08401521911231188,43,0.0314918104129941,1,0.1055637323375518,45,0.02466883651552952
+Maulsari-Mimusops elengi,2021,Flowers_bud,38,0.07506403764584338,37,0.06514135556934085,23,0.08763038416395681,24,0.04158986752544818
+Maulsari-Mimusops elengi,2022,Flowers_bud,45,0.08076901655055145,44,0.07635705828998456,21,0.06743798948334459,22,0.04478421901743583
+Maulsari-Mimusops elengi,2023,Flowers_bud,32,0.241038675959226,27,0.006974911697036414,23,0.10801740520606794,22,0.04647261667134955
+Maulsari-Mimusops elengi,2018,Flowers_open,46,0.06614223192433216,45,0.047295751788080084,10,0.14150821645158224,22,0.002616019761998083
+Maulsari-Mimusops elengi,2019,Flowers_open,38,0.140039715390284,1,0.0911284199925251,14,0.12184890608759967,14,0.057443761618603234
+Maulsari-Mimusops elengi,2020,Flowers_open,46,0.10110680086272769,46,0.09874028784093782,1,0.1224140939064799,46,0.00683567735874601
+Maulsari-Mimusops elengi,2021,Flowers_open,38,0.07656941763190755,37,0.06644774003805062,23,0.08807463944901442,24,0.045003427715458094
+Maulsari-Mimusops elengi,2022,Flowers_open,45,0.07854240504480253,45,0.07854240504480253,21,0.06817678276828128,22,0.04527483685071788
+Maulsari-Mimusops elengi,2023,Flowers_open,29,0.18267833095704805,22,0.0036540441365714633,17,0.09658342381853781,22,0.04155334432782001
+Maulsari-Mimusops elengi,2018,Fruits_unripe,39,0.07005063510485207,35,0.0007461014389865897,10,0.12627414807685147,24,0.0005358531914078007
+Maulsari-Mimusops elengi,2019,Fruits_unripe,47,0.09708022034374153,9,0.0011974942168741873,12,0.11867399680637906,1,0.0018695591415685943
+Maulsari-Mimusops elengi,2020,Fruits_unripe,24,0.09966504735447883,23,0.09966504735447883,8,0.08197931410083535,4,0.0003264269032692233
+Maulsari-Mimusops elengi,2021,Fruits_unripe,38,0.0907900269238057,41,0.00018045930657519698,23,0.10092737500273845,26,0.061940430633758974
+Maulsari-Mimusops elengi,2022,Fruits_unripe,45,0.09467006245720729,0,0.05557150301385971,22,0.06487826766743118,25,0.058872066056414034
+Maulsari-Mimusops elengi,2023,Fruits_unripe,25,0.14603125254933436,12,0.004620453234234702,17,0.1476355887058285,16,0.024592958062688974
+Maulsari-Mimusops elengi,2018,Fruits_ripe,47,0.05432863161495262,5,0.08184297683533606,10,0.1265112068752444,25,0.04843521562310149
+Maulsari-Mimusops elengi,2019,Fruits_ripe,24,0.05848867383777553,15,0.050485202389193004,17,0.14345333166129268,13,0.0015887714513216672
+Maulsari-Mimusops elengi,2020,Fruits_ripe,25,0.08073607608159125,23,0.07199840304623885,1,0.07384284360274329,2,0.06964652321638529
+Maulsari-Mimusops elengi,2021,Fruits_ripe,38,0.0922523794969454,41,0.00018336595987466915,23,0.09985256727232972,26,0.07414426200023472
+Maulsari-Mimusops elengi,2022,Fruits_ripe,44,0.09926216207210888,43,0.03827239681737034,22,0.06225002989119385,23,0.037404955148722684
+Maulsari-Mimusops elengi,2023,Fruits_ripe,27,0.11158147721559136,23,0.0024556453191187573,17,0.13383563662425785,17,0.13383563662425785
+Guava tree-Psidium guajava,2018,Flowers_bud,24,0.09370094733562961,19,0.04144061853541489,7,0.3199121328582883,18,0.026115276151697047
+Guava tree-Psidium guajava,2019,Flowers_bud,34,0.14692324549294,19,0.007105847885515855,4,0.10662368370219798,0,0.03416768708158386
+Guava tree-Psidium guajava,2020,Flowers_bud,31,0.07097731545000478,27,0.0001461416654677357,6,0.07792263418565956,1,0.03916746162771248
+Guava tree-Psidium guajava,2021,Flowers_bud,38,0.07713792523989019,38,0.07400349534559364,16,0.10486642363358069,20,0.04666724380145745
+Guava tree-Psidium guajava,2022,Flowers_bud,40,0.09979252603261712,39,0.025933090993463026,23,0.10204990254901311,25,0.007673440700807328
+Guava tree-Psidium guajava,2023,Flowers_bud,31,0.1978338568452192,16,0.14900630371553067,6,0.09084991187655109,10,0.003432103294290981
+Guava tree-Psidium guajava,2018,Flowers_open,26,0.09054449543650414,18,0.0502488804616129,14,0.22056195239948378,24,0.03065429223839051
+Guava tree-Psidium guajava,2019,Flowers_open,43,0.18428331574034684,2,0.0158892341618824,4,0.096038384450772,47,0.0003957245234847013
+Guava tree-Psidium guajava,2020,Flowers_open,34,0.07095769069251318,29,0.030890887780208928,6,0.07216637219066563,1,0.03245577585294486
+Guava tree-Psidium guajava,2021,Flowers_open,38,0.07536517583713921,41,0.0009670694034296297,16,0.09921748277741643,20,0.051607830439715945
+Guava tree-Psidium guajava,2022,Flowers_open,24,0.08180335337264706,20,0.016897124492708488,12,0.146235901756417,8,0.0021733268486520485
+Guava tree-Psidium guajava,2023,Flowers_open,24,0.10861448503980455,13,0.08867645465527804,5,0.09329026743709794,9,0.022910565316914315
+Guava tree-Psidium guajava,2018,Fruits_unripe,24,0.07562685578625435,19,0.017042475779647088,14,0.2510465693732474,17,0.05802491461928832
+Guava tree-Psidium guajava,2019,Fruits_unripe,43,0.19864982058476996,43,0.16313943317582544,7,0.09304079418900103,6,0.000589833633036635
+Guava tree-Psidium guajava,2020,Fruits_unripe,25,0.0731478569601897,29,0.03830360568591708,6,0.06677150673391787,1,0.00011996318134013269
+Guava tree-Psidium guajava,2021,Fruits_unripe,45,0.0667957639194957,47,0.05545434461691328,20,0.08097908820893258,26,0.06431258823926185
+Guava tree-Psidium guajava,2022,Fruits_unripe,43,0.07409371546266212,3,0.0625063469097182,13,0.15173694243908728,15,0.008985584146517765
+Guava tree-Psidium guajava,2023,Fruits_unripe,32,0.12248614223993326,15,0.061448003934768396,4,0.0624683594274598,47,0.0
+Guava tree-Psidium guajava,2018,Fruits_ripe,47,0.14122420672641064,2,0.0,5,0.17546328804045483,16,0.048403665666332384
+Guava tree-Psidium guajava,2019,Fruits_ripe,25,0.1455482629259781,22,0.06081026781447774,20,0.11819412814997156,21,0.014453713288824227
+Guava tree-Psidium guajava,2020,Fruits_ripe,24,0.08882711193467237,28,0.025755573130580953,15,0.06972868731184283,8,0.05044646436312694
+Guava tree-Psidium guajava,2021,Fruits_ripe,39,0.064981043956401,47,0.03233461697949229,23,0.09027201090215221,25,0.07762191259440324
+Guava tree-Psidium guajava,2022,Fruits_ripe,26,0.10095755286383101,14,0.06326297976748559,23,0.09152290357497808,32,0.0021263667456038263
+Guava tree-Psidium guajava,2023,Fruits_ripe,24,0.10497771558634576,16,0.08419337209332846,8,0.08271087885310702,47,0.0