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brian
2023-04-13 18:20:32 +00:00
parent 73b82ddf38
commit 740df1f883
2 changed files with 263 additions and 234 deletions
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sustainability_word_list.ipynb
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@@ -2,7 +2,7 @@
"cells": [ "cells": [
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 72, "execution_count": 1,
"id": "0c875ce0-80ad-42f3-af90-9bb1c1e53858", "id": "0c875ce0-80ad-42f3-af90-9bb1c1e53858",
"metadata": { "metadata": {
"tags": [] "tags": []
@@ -30,7 +30,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 73, "execution_count": 2,
"id": "99837ffc-0eb7-4e89-87e5-eedbe35219bc", "id": "99837ffc-0eb7-4e89-87e5-eedbe35219bc",
"metadata": { "metadata": {
"tags": [] "tags": []
@@ -101,31 +101,31 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>10920</th>\n", " <th>10920</th>\n",
" <td>phase</td>\n", " <td>ritzau</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>0.00001</td>\n", " <td>0.00001</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>10921</th>\n", " <th>10921</th>\n",
" <td>agrichemicals</td>\n", " <td>baan</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>0.00001</td>\n", " <td>0.00001</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>10922</th>\n", " <th>10922</th>\n",
" <td>polluting</td>\n", " <td>indiabased</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>0.00001</td>\n", " <td>0.00001</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>10923</th>\n", " <th>10923</th>\n",
" <td>adams</td>\n", " <td>occurs</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>0.00001</td>\n", " <td>0.00001</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>10924</th>\n", " <th>10924</th>\n",
" <td>maerskcapitalmarketsday</td>\n", " <td>multicarrier</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>0.00001</td>\n", " <td>0.00001</td>\n",
" </tr>\n", " </tr>\n",
@@ -135,23 +135,23 @@
"</div>" "</div>"
], ],
"text/plain": [ "text/plain": [
" word counts ratio\n", " word counts ratio\n",
"0 maersk 3207 0.04001\n", "0 maersk 3207 0.04001\n",
"1 is 1025 0.01279\n", "1 is 1025 0.01279\n",
"2 more 989 0.01234\n", "2 more 989 0.01234\n",
"3 here 825 0.01029\n", "3 here 825 0.01029\n",
"4 trade 642 0.00801\n", "4 trade 642 0.00801\n",
"... ... ... ...\n", "... ... ... ...\n",
"10920 phase 1 0.00001\n", "10920 ritzau 1 0.00001\n",
"10921 agrichemicals 1 0.00001\n", "10921 baan 1 0.00001\n",
"10922 polluting 1 0.00001\n", "10922 indiabased 1 0.00001\n",
"10923 adams 1 0.00001\n", "10923 occurs 1 0.00001\n",
"10924 maerskcapitalmarketsday 1 0.00001\n", "10924 multicarrier 1 0.00001\n",
"\n", "\n",
"[10925 rows x 3 columns]" "[10925 rows x 3 columns]"
] ]
}, },
"execution_count": 73, "execution_count": 2,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@@ -167,7 +167,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 74, "execution_count": 3,
"id": "57e749a9-3401-4cb5-98b0-ad68098bf5b4", "id": "57e749a9-3401-4cb5-98b0-ad68098bf5b4",
"metadata": { "metadata": {
"tags": [] "tags": []
@@ -195,7 +195,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 76, "execution_count": 4,
"id": "f2f37c6b-cb1f-4c71-aa24-9601d5bfe7b8", "id": "f2f37c6b-cb1f-4c71-aa24-9601d5bfe7b8",
"metadata": { "metadata": {
"tags": [] "tags": []
@@ -206,9 +206,9 @@
"output_type": "stream", "output_type": "stream",
"text": [ "text": [
"CO2\n", "CO2\n",
"['co2', 'co2emission', 'co2neutral']\n", "['co2', 'co2neutral', 'co2emission']\n",
"3279.0\n", "3390.0\n",
"2165.0\n" "2275.0\n"
] ]
} }
], ],
@@ -253,7 +253,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 77, "execution_count": 5,
"id": "f825653d-6c43-46bc-bc11-f9b8f4de5414", "id": "f825653d-6c43-46bc-bc11-f9b8f4de5414",
"metadata": { "metadata": {
"tags": [] "tags": []
@@ -290,21 +290,21 @@
" <tr>\n", " <tr>\n",
" <th>0</th>\n", " <th>0</th>\n",
" <td>CO2</td>\n", " <td>CO2</td>\n",
" <td>3279.0</td>\n", " <td>3390.0</td>\n",
" <td>2165.0</td>\n", " <td>2275.0</td>\n",
" <td>[co2, co2emission, co2neutral]</td>\n", " <td>[co2, co2neutral, co2emission]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1</th>\n", " <th>1</th>\n",
" <td>CSR</td>\n", " <td>CSR</td>\n",
" <td>1345.0</td>\n", " <td>1371.0</td>\n",
" <td>0.0</td>\n", " <td>0.0</td>\n",
" <td>[csr]</td>\n", " <td>[csr]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>2</th>\n", " <th>2</th>\n",
" <td>ESG</td>\n", " <td>ESG</td>\n",
" <td>635.0</td>\n", " <td>636.0</td>\n",
" <td>0.0</td>\n", " <td>0.0</td>\n",
" <td>[esg]</td>\n", " <td>[esg]</td>\n",
" </tr>\n", " </tr>\n",
@@ -318,169 +318,169 @@
" <tr>\n", " <tr>\n",
" <th>4</th>\n", " <th>4</th>\n",
" <td>bio</td>\n", " <td>bio</td>\n",
" <td>3579.0</td>\n", " <td>3687.0</td>\n",
" <td>1252.0</td>\n", " <td>1274.0</td>\n",
" <td>[biofuel, biofuels, biodiversity, biohuts]</td>\n", " <td>[biofuel, biofuels, biohuts, biodiversity]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>5</th>\n", " <th>5</th>\n",
" <td>carb</td>\n", " <td>carb</td>\n",
" <td>1848.0</td>\n", " <td>1952.0</td>\n",
" <td>1396.0</td>\n", " <td>1526.0</td>\n",
" <td>[decarbonisation, carbon, decarbonization, car...</td>\n", " <td>[decarbonisation, carbon, decarbonization, car...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>6</th>\n", " <th>6</th>\n",
" <td>challeng</td>\n", " <td>challeng</td>\n",
" <td>406.0</td>\n", " <td>420.0</td>\n",
" <td>248.0</td>\n", " <td>264.0</td>\n",
" <td>[challenges, challenge, challenging]</td>\n", " <td>[challenges, challenge, challenging]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>7</th>\n", " <th>7</th>\n",
" <td>chang</td>\n", " <td>chang</td>\n",
" <td>2054.0</td>\n", " <td>2148.0</td>\n",
" <td>1563.0</td>\n", " <td>1667.0</td>\n",
" <td>[change, changing, climatechange, changes, exc...</td>\n", " <td>[change, changing, climatechange, changes, exc...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>8</th>\n", " <th>8</th>\n",
" <td>clean</td>\n", " <td>clean</td>\n",
" <td>1709.0</td>\n", " <td>1695.0</td>\n",
" <td>859.0</td>\n", " <td>837.0</td>\n",
" <td>[theoceancleanup, cleanup, clean, cleanseas, o...</td>\n", " <td>[theoceancleanup, cleanup, clean, cleanseas, o...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>9</th>\n", " <th>9</th>\n",
" <td>climate</td>\n", " <td>climate</td>\n",
" <td>2943.0</td>\n", " <td>3046.0</td>\n",
" <td>1978.0</td>\n", " <td>2095.0</td>\n",
" <td>[climateaction, climate, climatechange, climat...</td>\n", " <td>[climateaction, climate, climatechange, climat...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>10</th>\n", " <th>10</th>\n",
" <td>eco</td>\n", " <td>eco</td>\n",
" <td>3128.0</td>\n", " <td>3074.0</td>\n",
" <td>1228.0</td>\n", " <td>1269.0</td>\n",
" <td>[ecosystem, eco, maerskecodelivery, ecofriendl...</td>\n", " <td>[ecosystem, eco, maerskecodelivery, ecofriendl...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>11</th>\n", " <th>11</th>\n",
" <td>emissions</td>\n", " <td>emissions</td>\n",
" <td>2912.0</td>\n", " <td>2925.0</td>\n",
" <td>2065.0</td>\n", " <td>2046.0</td>\n",
" <td>[emissions, carbonemissions, zeroemissions]</td>\n", " <td>[emissions, carbonemissions, zeroemissions]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>12</th>\n", " <th>12</th>\n",
" <td>environment</td>\n", " <td>environment</td>\n",
" <td>2537.0</td>\n", " <td>2391.0</td>\n",
" <td>1736.0</td>\n", " <td>1574.0</td>\n",
" <td>[environment, environmental, unenvironment, en...</td>\n", " <td>[environment, environmental, unenvironment, en...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>13</th>\n", " <th>13</th>\n",
" <td>future</td>\n", " <td>future</td>\n",
" <td>1626.0</td>\n", " <td>1770.0</td>\n",
" <td>1540.0</td>\n", " <td>1684.0</td>\n",
" <td>[future, futureproofing]</td>\n", " <td>[future, futureproofing]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>14</th>\n", " <th>14</th>\n",
" <td>garbage</td>\n", " <td>garbage</td>\n",
" <td>1772.0</td>\n", " <td>1808.0</td>\n",
" <td>511.0</td>\n", " <td>612.0</td>\n",
" <td>[garbage, greatpacificgarbagepatch]</td>\n", " <td>[garbage, greatpacificgarbagepatch]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>15</th>\n", " <th>15</th>\n",
" <td>green</td>\n", " <td>green</td>\n",
" <td>2580.0</td>\n", " <td>2393.0</td>\n",
" <td>1376.0</td>\n", " <td>1158.0</td>\n",
" <td>[green, greenfuels, greener, greenfuel, greenl...</td>\n", " <td>[green, greenfuels, greener, greenfuel, greent...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>16</th>\n", " <th>16</th>\n",
" <td>methanol</td>\n", " <td>methanol</td>\n",
" <td>1755.0</td>\n", " <td>1700.0</td>\n",
" <td>1110.0</td>\n", " <td>1044.0</td>\n",
" <td>[methanol, emethanol]</td>\n", " <td>[methanol, emethanol]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>17</th>\n", " <th>17</th>\n",
" <td>mission</td>\n", " <td>mission</td>\n",
" <td>3245.0</td>\n", " <td>3247.0</td>\n",
" <td>1937.0</td>\n", " <td>1950.0</td>\n",
" <td>[emissions, mission, carbonemissions, eucommis...</td>\n", " <td>[emissions, mission, eucommission, carbonemiss...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>18</th>\n", " <th>18</th>\n",
" <td>neutral</td>\n", " <td>neutral</td>\n",
" <td>2384.0</td>\n", " <td>2382.0</td>\n",
" <td>1886.0</td>\n", " <td>1798.0</td>\n",
" <td>[neutral, carbonneutral, neutrality, co2neutral]</td>\n", " <td>[neutral, carbonneutral, neutrality, co2neutral]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>19</th>\n", " <th>19</th>\n",
" <td>ocean</td>\n", " <td>ocean</td>\n",
" <td>2217.0</td>\n", " <td>2169.0</td>\n",
" <td>1657.0</td>\n", " <td>1629.0</td>\n",
" <td>[ocean, theoceancleanup, oceans, oceanplastic,...</td>\n", " <td>[ocean, theoceancleanup, oceans, oceanplastic,...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>20</th>\n", " <th>20</th>\n",
" <td>planet</td>\n", " <td>planet</td>\n",
" <td>1390.0</td>\n", " <td>1295.0</td>\n",
" <td>0.0</td>\n", " <td>0.0</td>\n",
" <td>[planet]</td>\n", " <td>[planet]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>21</th>\n", " <th>21</th>\n",
" <td>plastic</td>\n", " <td>plastic</td>\n",
" <td>2354.0</td>\n", " <td>2320.0</td>\n",
" <td>1587.0</td>\n", " <td>1490.0</td>\n",
" <td>[plastic, oceanplastic, plasticwaste, plasticp...</td>\n", " <td>[plastic, oceanplastic, plasticwaste, plasticp...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>22</th>\n", " <th>22</th>\n",
" <td>recycling</td>\n", " <td>recycling</td>\n",
" <td>848.0</td>\n", " <td>860.0</td>\n",
" <td>171.0</td>\n", " <td>154.0</td>\n",
" <td>[recycling, shiprecycling]</td>\n", " <td>[recycling, shiprecycling]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>23</th>\n", " <th>23</th>\n",
" <td>reduc</td>\n", " <td>reduc</td>\n",
" <td>1359.0</td>\n", " <td>1242.0</td>\n",
" <td>1199.0</td>\n", " <td>965.0</td>\n",
" <td>[reduce, reducing, reduced, reduction, reducti...</td>\n", " <td>[reduce, reducing, reduced, reduction, reducti...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>24</th>\n", " <th>24</th>\n",
" <td>responsib</td>\n", " <td>responsib</td>\n",
" <td>1840.0</td>\n", " <td>1889.0</td>\n",
" <td>1093.0</td>\n", " <td>1135.0</td>\n",
" <td>[responsible, responsibility, responsibly, res...</td>\n", " <td>[responsible, responsibility, responsibly, res...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>25</th>\n", " <th>25</th>\n",
" <td>sulphur</td>\n", " <td>sulphur</td>\n",
" <td>2572.0</td>\n", " <td>2828.0</td>\n",
" <td>1524.0</td>\n", " <td>1772.0</td>\n",
" <td>[sulphur, lowsulphur]</td>\n", " <td>[sulphur, lowsulphur]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>26</th>\n", " <th>26</th>\n",
" <td>sustainab</td>\n", " <td>sustainab</td>\n",
" <td>1516.0</td>\n", " <td>1527.0</td>\n",
" <td>1825.0</td>\n", " <td>1873.0</td>\n",
" <td>[sustainability, sustainable, sustainableshipp...</td>\n", " <td>[sustainability, sustainable, sustainableshipp...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>27</th>\n", " <th>27</th>\n",
" <td>zero</td>\n", " <td>zero</td>\n",
" <td>2972.0</td>\n", " <td>2977.0</td>\n",
" <td>1670.0</td>\n", " <td>1646.0</td>\n",
" <td>[zero, netzero, zerocarbon, zerocarbonship, ze...</td>\n", " <td>[zero, netzero, zerocarbon, zerocarbonship, ze...</td>\n",
" </tr>\n", " </tr>\n",
" </tbody>\n", " </tbody>\n",
@@ -488,42 +488,42 @@
"</div>" "</div>"
], ],
"text/plain": [ "text/plain": [
" root mean_ranking std_ranking \\\n", " root mean_ranking std_ranking \n",
"0 CO2 3279.0 2165.0 \n", "0 CO2 3390.0 2275.0 \\\n",
"1 CSR 1345.0 0.0 \n", "1 CSR 1371.0 0.0 \n",
"2 ESG 635.0 0.0 \n", "2 ESG 636.0 0.0 \n",
"3 SDG 423.0 0.0 \n", "3 SDG 423.0 0.0 \n",
"4 bio 3579.0 1252.0 \n", "4 bio 3687.0 1274.0 \n",
"5 carb 1848.0 1396.0 \n", "5 carb 1952.0 1526.0 \n",
"6 challeng 406.0 248.0 \n", "6 challeng 420.0 264.0 \n",
"7 chang 2054.0 1563.0 \n", "7 chang 2148.0 1667.0 \n",
"8 clean 1709.0 859.0 \n", "8 clean 1695.0 837.0 \n",
"9 climate 2943.0 1978.0 \n", "9 climate 3046.0 2095.0 \n",
"10 eco 3128.0 1228.0 \n", "10 eco 3074.0 1269.0 \n",
"11 emissions 2912.0 2065.0 \n", "11 emissions 2925.0 2046.0 \n",
"12 environment 2537.0 1736.0 \n", "12 environment 2391.0 1574.0 \n",
"13 future 1626.0 1540.0 \n", "13 future 1770.0 1684.0 \n",
"14 garbage 1772.0 511.0 \n", "14 garbage 1808.0 612.0 \n",
"15 green 2580.0 1376.0 \n", "15 green 2393.0 1158.0 \n",
"16 methanol 1755.0 1110.0 \n", "16 methanol 1700.0 1044.0 \n",
"17 mission 3245.0 1937.0 \n", "17 mission 3247.0 1950.0 \n",
"18 neutral 2384.0 1886.0 \n", "18 neutral 2382.0 1798.0 \n",
"19 ocean 2217.0 1657.0 \n", "19 ocean 2169.0 1629.0 \n",
"20 planet 1390.0 0.0 \n", "20 planet 1295.0 0.0 \n",
"21 plastic 2354.0 1587.0 \n", "21 plastic 2320.0 1490.0 \n",
"22 recycling 848.0 171.0 \n", "22 recycling 860.0 154.0 \n",
"23 reduc 1359.0 1199.0 \n", "23 reduc 1242.0 965.0 \n",
"24 responsib 1840.0 1093.0 \n", "24 responsib 1889.0 1135.0 \n",
"25 sulphur 2572.0 1524.0 \n", "25 sulphur 2828.0 1772.0 \n",
"26 sustainab 1516.0 1825.0 \n", "26 sustainab 1527.0 1873.0 \n",
"27 zero 2972.0 1670.0 \n", "27 zero 2977.0 1646.0 \n",
"\n", "\n",
" word_matches \n", " word_matches \n",
"0 [co2, co2emission, co2neutral] \n", "0 [co2, co2neutral, co2emission] \n",
"1 [csr] \n", "1 [csr] \n",
"2 [esg] \n", "2 [esg] \n",
"3 [sdgs] \n", "3 [sdgs] \n",
"4 [biofuel, biofuels, biodiversity, biohuts] \n", "4 [biofuel, biofuels, biohuts, biodiversity] \n",
"5 [decarbonisation, carbon, decarbonization, car... \n", "5 [decarbonisation, carbon, decarbonization, car... \n",
"6 [challenges, challenge, challenging] \n", "6 [challenges, challenge, challenging] \n",
"7 [change, changing, climatechange, changes, exc... \n", "7 [change, changing, climatechange, changes, exc... \n",
@@ -534,9 +534,9 @@
"12 [environment, environmental, unenvironment, en... \n", "12 [environment, environmental, unenvironment, en... \n",
"13 [future, futureproofing] \n", "13 [future, futureproofing] \n",
"14 [garbage, greatpacificgarbagepatch] \n", "14 [garbage, greatpacificgarbagepatch] \n",
"15 [green, greenfuels, greener, greenfuel, greenl... \n", "15 [green, greenfuels, greener, greenfuel, greent... \n",
"16 [methanol, emethanol] \n", "16 [methanol, emethanol] \n",
"17 [emissions, mission, carbonemissions, eucommis... \n", "17 [emissions, mission, eucommission, carbonemiss... \n",
"18 [neutral, carbonneutral, neutrality, co2neutral] \n", "18 [neutral, carbonneutral, neutrality, co2neutral] \n",
"19 [ocean, theoceancleanup, oceans, oceanplastic,... \n", "19 [ocean, theoceancleanup, oceans, oceanplastic,... \n",
"20 [planet] \n", "20 [planet] \n",
@@ -549,7 +549,7 @@
"27 [zero, netzero, zerocarbon, zerocarbonship, ze... " "27 [zero, netzero, zerocarbon, zerocarbonship, ze... "
] ]
}, },
"execution_count": 77, "execution_count": 5,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@@ -567,7 +567,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 78, "execution_count": 6,
"id": "c4ea948f-66f6-405d-8b35-b390b1b3e4a7", "id": "c4ea948f-66f6-405d-8b35-b390b1b3e4a7",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
@@ -602,8 +602,8 @@
" <tr>\n", " <tr>\n",
" <th>0</th>\n", " <th>0</th>\n",
" <td>challeng</td>\n", " <td>challeng</td>\n",
" <td>406.0</td>\n", " <td>420.0</td>\n",
" <td>248.0</td>\n", " <td>264.0</td>\n",
" <td>[challenges, challenge, challenging]</td>\n", " <td>[challenges, challenge, challenging]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
@@ -616,232 +616,232 @@
" <tr>\n", " <tr>\n",
" <th>2</th>\n", " <th>2</th>\n",
" <td>ESG</td>\n", " <td>ESG</td>\n",
" <td>635.0</td>\n", " <td>636.0</td>\n",
" <td>0.0</td>\n", " <td>0.0</td>\n",
" <td>[esg]</td>\n", " <td>[esg]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>3</th>\n", " <th>3</th>\n",
" <td>recycling</td>\n", " <td>recycling</td>\n",
" <td>848.0</td>\n", " <td>860.0</td>\n",
" <td>171.0</td>\n", " <td>154.0</td>\n",
" <td>[recycling, shiprecycling]</td>\n", " <td>[recycling, shiprecycling]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>4</th>\n", " <th>4</th>\n",
" <td>CSR</td>\n",
" <td>1345.0</td>\n",
" <td>0.0</td>\n",
" <td>[csr]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>reduc</td>\n", " <td>reduc</td>\n",
" <td>1359.0</td>\n", " <td>1242.0</td>\n",
" <td>1199.0</td>\n", " <td>965.0</td>\n",
" <td>[reduce, reducing, reduced, reduction, reducti...</td>\n", " <td>[reduce, reducing, reduced, reduction, reducti...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>6</th>\n", " <th>5</th>\n",
" <td>planet</td>\n", " <td>planet</td>\n",
" <td>1390.0</td>\n", " <td>1295.0</td>\n",
" <td>0.0</td>\n", " <td>0.0</td>\n",
" <td>[planet]</td>\n", " <td>[planet]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>6</th>\n",
" <td>CSR</td>\n",
" <td>1371.0</td>\n",
" <td>0.0</td>\n",
" <td>[csr]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n", " <th>7</th>\n",
" <td>sustainab</td>\n", " <td>sustainab</td>\n",
" <td>1516.0</td>\n", " <td>1527.0</td>\n",
" <td>1825.0</td>\n", " <td>1873.0</td>\n",
" <td>[sustainability, sustainable, sustainableshipp...</td>\n", " <td>[sustainability, sustainable, sustainableshipp...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>8</th>\n", " <th>8</th>\n",
" <td>future</td>\n",
" <td>1626.0</td>\n",
" <td>1540.0</td>\n",
" <td>[future, futureproofing]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>clean</td>\n", " <td>clean</td>\n",
" <td>1709.0</td>\n", " <td>1695.0</td>\n",
" <td>859.0</td>\n", " <td>837.0</td>\n",
" <td>[theoceancleanup, cleanup, clean, cleanseas, o...</td>\n", " <td>[theoceancleanup, cleanup, clean, cleanseas, o...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>10</th>\n", " <th>9</th>\n",
" <td>methanol</td>\n", " <td>methanol</td>\n",
" <td>1755.0</td>\n", " <td>1700.0</td>\n",
" <td>1110.0</td>\n", " <td>1044.0</td>\n",
" <td>[methanol, emethanol]</td>\n", " <td>[methanol, emethanol]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>10</th>\n",
" <td>future</td>\n",
" <td>1770.0</td>\n",
" <td>1684.0</td>\n",
" <td>[future, futureproofing]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n", " <th>11</th>\n",
" <td>garbage</td>\n", " <td>garbage</td>\n",
" <td>1772.0</td>\n", " <td>1808.0</td>\n",
" <td>511.0</td>\n", " <td>612.0</td>\n",
" <td>[garbage, greatpacificgarbagepatch]</td>\n", " <td>[garbage, greatpacificgarbagepatch]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>12</th>\n", " <th>12</th>\n",
" <td>responsib</td>\n", " <td>responsib</td>\n",
" <td>1840.0</td>\n", " <td>1889.0</td>\n",
" <td>1093.0</td>\n", " <td>1135.0</td>\n",
" <td>[responsible, responsibility, responsibly, res...</td>\n", " <td>[responsible, responsibility, responsibly, res...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>13</th>\n", " <th>13</th>\n",
" <td>carb</td>\n", " <td>carb</td>\n",
" <td>1848.0</td>\n", " <td>1952.0</td>\n",
" <td>1396.0</td>\n", " <td>1526.0</td>\n",
" <td>[decarbonisation, carbon, decarbonization, car...</td>\n", " <td>[decarbonisation, carbon, decarbonization, car...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>14</th>\n", " <th>14</th>\n",
" <td>chang</td>\n", " <td>chang</td>\n",
" <td>2054.0</td>\n", " <td>2148.0</td>\n",
" <td>1563.0</td>\n", " <td>1667.0</td>\n",
" <td>[change, changing, climatechange, changes, exc...</td>\n", " <td>[change, changing, climatechange, changes, exc...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>15</th>\n", " <th>15</th>\n",
" <td>ocean</td>\n", " <td>ocean</td>\n",
" <td>2217.0</td>\n", " <td>2169.0</td>\n",
" <td>1657.0</td>\n", " <td>1629.0</td>\n",
" <td>[ocean, theoceancleanup, oceans, oceanplastic,...</td>\n", " <td>[ocean, theoceancleanup, oceans, oceanplastic,...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>16</th>\n", " <th>16</th>\n",
" <td>plastic</td>\n", " <td>plastic</td>\n",
" <td>2354.0</td>\n", " <td>2320.0</td>\n",
" <td>1587.0</td>\n", " <td>1490.0</td>\n",
" <td>[plastic, oceanplastic, plasticwaste, plasticp...</td>\n", " <td>[plastic, oceanplastic, plasticwaste, plasticp...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>17</th>\n", " <th>17</th>\n",
" <td>neutral</td>\n", " <td>neutral</td>\n",
" <td>2384.0</td>\n", " <td>2382.0</td>\n",
" <td>1886.0</td>\n", " <td>1798.0</td>\n",
" <td>[neutral, carbonneutral, neutrality, co2neutral]</td>\n", " <td>[neutral, carbonneutral, neutrality, co2neutral]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>18</th>\n", " <th>18</th>\n",
" <td>environment</td>\n", " <td>environment</td>\n",
" <td>2537.0</td>\n", " <td>2391.0</td>\n",
" <td>1736.0</td>\n", " <td>1574.0</td>\n",
" <td>[environment, environmental, unenvironment, en...</td>\n", " <td>[environment, environmental, unenvironment, en...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>19</th>\n", " <th>19</th>\n",
" <td>sulphur</td>\n", " <td>green</td>\n",
" <td>2572.0</td>\n", " <td>2393.0</td>\n",
" <td>1524.0</td>\n", " <td>1158.0</td>\n",
" <td>[sulphur, lowsulphur]</td>\n", " <td>[green, greenfuels, greener, greenfuel, greent...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>20</th>\n", " <th>20</th>\n",
" <td>green</td>\n", " <td>sulphur</td>\n",
" <td>2580.0</td>\n", " <td>2828.0</td>\n",
" <td>1376.0</td>\n", " <td>1772.0</td>\n",
" <td>[green, greenfuels, greener, greenfuel, greenl...</td>\n", " <td>[sulphur, lowsulphur]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>21</th>\n", " <th>21</th>\n",
" <td>emissions</td>\n", " <td>emissions</td>\n",
" <td>2912.0</td>\n", " <td>2925.0</td>\n",
" <td>2065.0</td>\n", " <td>2046.0</td>\n",
" <td>[emissions, carbonemissions, zeroemissions]</td>\n", " <td>[emissions, carbonemissions, zeroemissions]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>22</th>\n", " <th>22</th>\n",
" <td>climate</td>\n", " <td>zero</td>\n",
" <td>2943.0</td>\n", " <td>2977.0</td>\n",
" <td>1978.0</td>\n", " <td>1646.0</td>\n",
" <td>[climateaction, climate, climatechange, climat...</td>\n", " <td>[zero, netzero, zerocarbon, zerocarbonship, ze...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>23</th>\n", " <th>23</th>\n",
" <td>zero</td>\n", " <td>climate</td>\n",
" <td>2972.0</td>\n", " <td>3046.0</td>\n",
" <td>1670.0</td>\n", " <td>2095.0</td>\n",
" <td>[zero, netzero, zerocarbon, zerocarbonship, ze...</td>\n", " <td>[climateaction, climate, climatechange, climat...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>24</th>\n", " <th>24</th>\n",
" <td>eco</td>\n", " <td>eco</td>\n",
" <td>3128.0</td>\n", " <td>3074.0</td>\n",
" <td>1228.0</td>\n", " <td>1269.0</td>\n",
" <td>[ecosystem, eco, maerskecodelivery, ecofriendl...</td>\n", " <td>[ecosystem, eco, maerskecodelivery, ecofriendl...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>25</th>\n", " <th>25</th>\n",
" <td>mission</td>\n", " <td>mission</td>\n",
" <td>3245.0</td>\n", " <td>3247.0</td>\n",
" <td>1937.0</td>\n", " <td>1950.0</td>\n",
" <td>[emissions, mission, carbonemissions, eucommis...</td>\n", " <td>[emissions, mission, eucommission, carbonemiss...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>26</th>\n", " <th>26</th>\n",
" <td>CO2</td>\n", " <td>CO2</td>\n",
" <td>3279.0</td>\n", " <td>3390.0</td>\n",
" <td>2165.0</td>\n", " <td>2275.0</td>\n",
" <td>[co2, co2emission, co2neutral]</td>\n", " <td>[co2, co2neutral, co2emission]</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>27</th>\n", " <th>27</th>\n",
" <td>bio</td>\n", " <td>bio</td>\n",
" <td>3579.0</td>\n", " <td>3687.0</td>\n",
" <td>1252.0</td>\n", " <td>1274.0</td>\n",
" <td>[biofuel, biofuels, biodiversity, biohuts]</td>\n", " <td>[biofuel, biofuels, biohuts, biodiversity]</td>\n",
" </tr>\n", " </tr>\n",
" </tbody>\n", " </tbody>\n",
"</table>\n", "</table>\n",
"</div>" "</div>"
], ],
"text/plain": [ "text/plain": [
" root mean_ranking std_ranking \\\n", " root mean_ranking std_ranking \n",
"0 challeng 406.0 248.0 \n", "0 challeng 420.0 264.0 \\\n",
"1 SDG 423.0 0.0 \n", "1 SDG 423.0 0.0 \n",
"2 ESG 635.0 0.0 \n", "2 ESG 636.0 0.0 \n",
"3 recycling 848.0 171.0 \n", "3 recycling 860.0 154.0 \n",
"4 CSR 1345.0 0.0 \n", "4 reduc 1242.0 965.0 \n",
"5 reduc 1359.0 1199.0 \n", "5 planet 1295.0 0.0 \n",
"6 planet 1390.0 0.0 \n", "6 CSR 1371.0 0.0 \n",
"7 sustainab 1516.0 1825.0 \n", "7 sustainab 1527.0 1873.0 \n",
"8 future 1626.0 1540.0 \n", "8 clean 1695.0 837.0 \n",
"9 clean 1709.0 859.0 \n", "9 methanol 1700.0 1044.0 \n",
"10 methanol 1755.0 1110.0 \n", "10 future 1770.0 1684.0 \n",
"11 garbage 1772.0 511.0 \n", "11 garbage 1808.0 612.0 \n",
"12 responsib 1840.0 1093.0 \n", "12 responsib 1889.0 1135.0 \n",
"13 carb 1848.0 1396.0 \n", "13 carb 1952.0 1526.0 \n",
"14 chang 2054.0 1563.0 \n", "14 chang 2148.0 1667.0 \n",
"15 ocean 2217.0 1657.0 \n", "15 ocean 2169.0 1629.0 \n",
"16 plastic 2354.0 1587.0 \n", "16 plastic 2320.0 1490.0 \n",
"17 neutral 2384.0 1886.0 \n", "17 neutral 2382.0 1798.0 \n",
"18 environment 2537.0 1736.0 \n", "18 environment 2391.0 1574.0 \n",
"19 sulphur 2572.0 1524.0 \n", "19 green 2393.0 1158.0 \n",
"20 green 2580.0 1376.0 \n", "20 sulphur 2828.0 1772.0 \n",
"21 emissions 2912.0 2065.0 \n", "21 emissions 2925.0 2046.0 \n",
"22 climate 2943.0 1978.0 \n", "22 zero 2977.0 1646.0 \n",
"23 zero 2972.0 1670.0 \n", "23 climate 3046.0 2095.0 \n",
"24 eco 3128.0 1228.0 \n", "24 eco 3074.0 1269.0 \n",
"25 mission 3245.0 1937.0 \n", "25 mission 3247.0 1950.0 \n",
"26 CO2 3279.0 2165.0 \n", "26 CO2 3390.0 2275.0 \n",
"27 bio 3579.0 1252.0 \n", "27 bio 3687.0 1274.0 \n",
"\n", "\n",
" word_matches \n", " word_matches \n",
"0 [challenges, challenge, challenging] \n", "0 [challenges, challenge, challenging] \n",
"1 [sdgs] \n", "1 [sdgs] \n",
"2 [esg] \n", "2 [esg] \n",
"3 [recycling, shiprecycling] \n", "3 [recycling, shiprecycling] \n",
"4 [csr] \n", "4 [reduce, reducing, reduced, reduction, reducti... \n",
"5 [reduce, reducing, reduced, reduction, reducti... \n", "5 [planet] \n",
"6 [planet] \n", "6 [csr] \n",
"7 [sustainability, sustainable, sustainableshipp... \n", "7 [sustainability, sustainable, sustainableshipp... \n",
"8 [future, futureproofing] \n", "8 [theoceancleanup, cleanup, clean, cleanseas, o... \n",
"9 [theoceancleanup, cleanup, clean, cleanseas, o... \n", "9 [methanol, emethanol] \n",
"10 [methanol, emethanol] \n", "10 [future, futureproofing] \n",
"11 [garbage, greatpacificgarbagepatch] \n", "11 [garbage, greatpacificgarbagepatch] \n",
"12 [responsible, responsibility, responsibly, res... \n", "12 [responsible, responsibility, responsibly, res... \n",
"13 [decarbonisation, carbon, decarbonization, car... \n", "13 [decarbonisation, carbon, decarbonization, car... \n",
@@ -850,18 +850,18 @@
"16 [plastic, oceanplastic, plasticwaste, plasticp... \n", "16 [plastic, oceanplastic, plasticwaste, plasticp... \n",
"17 [neutral, carbonneutral, neutrality, co2neutral] \n", "17 [neutral, carbonneutral, neutrality, co2neutral] \n",
"18 [environment, environmental, unenvironment, en... \n", "18 [environment, environmental, unenvironment, en... \n",
"19 [sulphur, lowsulphur] \n", "19 [green, greenfuels, greener, greenfuel, greent... \n",
"20 [green, greenfuels, greener, greenfuel, greenl... \n", "20 [sulphur, lowsulphur] \n",
"21 [emissions, carbonemissions, zeroemissions] \n", "21 [emissions, carbonemissions, zeroemissions] \n",
"22 [climateaction, climate, climatechange, climat... \n", "22 [zero, netzero, zerocarbon, zerocarbonship, ze... \n",
"23 [zero, netzero, zerocarbon, zerocarbonship, ze... \n", "23 [climateaction, climate, climatechange, climat... \n",
"24 [ecosystem, eco, maerskecodelivery, ecofriendl... \n", "24 [ecosystem, eco, maerskecodelivery, ecofriendl... \n",
"25 [emissions, mission, carbonemissions, eucommis... \n", "25 [emissions, mission, eucommission, carbonemiss... \n",
"26 [co2, co2emission, co2neutral] \n", "26 [co2, co2neutral, co2emission] \n",
"27 [biofuel, biofuels, biodiversity, biohuts] " "27 [biofuel, biofuels, biohuts, biodiversity] "
] ]
}, },
"execution_count": 78, "execution_count": 6,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
@@ -874,7 +874,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 79, "execution_count": 7,
"id": "7b3dbcf3-2d95-4a5e-b795-cea63da2a34a", "id": "7b3dbcf3-2d95-4a5e-b795-cea63da2a34a",
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
@@ -910,7 +910,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.10.9" "version": "3.8.10"
} }
}, },
"nbformat": 4, "nbformat": 4,
word_root_ranking.csv
+29
View File
@@ -0,0 +1,29 @@
,root,mean_ranking,std_ranking,word_matches
0,challeng,420,264,"['challenges', 'challenge', 'challenging']"
1,SDG,423,0,['sdgs']
2,ESG,636,0,['esg']
3,recycling,860,154,"['recycling', 'shiprecycling']"
4,reduc,1242,965,"['reduce', 'reducing', 'reduced', 'reduction', 'reductions', 'reduces']"
5,planet,1295,0,['planet']
6,CSR,1371,0,['csr']
7,sustainab,1527,1873,"['sustainability', 'sustainable', 'sustainableshipping', 'sustainablelogistics', 'sustainabletogether', 'sustainablity']"
8,clean,1695,837,"['theoceancleanup', 'cleanup', 'clean', 'cleanseas', 'oceancleanup', 'worldcleanupday', 'cleaner', 'cleaning']"
9,methanol,1700,1044,"['methanol', 'emethanol']"
10,future,1770,1684,"['future', 'futureproofing']"
11,garbage,1808,612,"['garbage', 'greatpacificgarbagepatch']"
12,responsib,1889,1135,"['responsible', 'responsibility', 'responsibly', 'responsibilities']"
13,carb,1952,1526,"['decarbonisation', 'carbon', 'decarbonization', 'carbonneutral', 'decarbonising', 'decarbonise', 'zerocarbon', 'decarbonize', 'zerocarbonship', 'decarbonisinglogistics', 'lowcarbon', 'carbonemissions', 'zerocarbonshipping', 'carbonconstrained', 'decarbonizing']"
14,chang,2148,1667,"['change', 'changing', 'climatechange', 'changes', 'exchange', 'principlesofchange', 'everchanging', 'changer', 'changetheworld']"
15,ocean,2169,1629,"['ocean', 'theoceancleanup', 'oceans', 'oceanplastic', 'worldoceansday', 'oceanhealth', 'oceancleanup', 'oceanrail', 'oceanaction', 'oceanforclimate', 'oceangoing']"
16,plastic,2320,1490,"['plastic', 'oceanplastic', 'plasticwaste', 'plasticpollution', 'plastics']"
17,neutral,2382,1798,"['neutral', 'carbonneutral', 'neutrality', 'co2neutral']"
18,environment,2391,1574,"['environment', 'environmental', 'unenvironment', 'environmentally', 'environmentallyfriendly']"
19,green,2393,1158,"['green', 'greenfuels', 'greener', 'greenfuel', 'greentransition', 'greentech', 'greenland', 'greenhouse', 'greenvillespartanburg', 'greenest']"
20,sulphur,2828,1772,"['sulphur', 'lowsulphur']"
21,emissions,2925,2046,"['emissions', 'carbonemissions', 'zeroemissions']"
22,zero,2977,1646,"['zero', 'netzero', 'zerocarbon', 'zerocarbonship', 'zero2050', 'gettingtozerocoalition', 'zerocarbonshipping', 'steelzero', 'racetozero', 'zeroemissions', 'zerowaste']"
23,climate,3046,2095,"['climateaction', 'climate', 'climatechange', 'climategroup', 'oceanforclimate', 'worldclimatesummit', 'climatebreakthroughs', 'myclimateaction']"
24,eco,3074,1269,"['ecosystem', 'eco', 'maerskecodelivery', 'ecofriendly', 'ecodelivery', 'recommendations']"
25,mission,3247,1950,"['emissions', 'mission', 'eucommission', 'carbonemissions', 'emission', 'zeroemissions', 'co2emission']"
26,CO2,3390,2275,"['co2', 'co2neutral', 'co2emission']"
27,bio,3687,1274,"['biofuel', 'biofuels', 'biohuts', 'biodiversity']"
1 root mean_ranking std_ranking word_matches
2 0 challeng 420 264 ['challenges', 'challenge', 'challenging']
3 1 SDG 423 0 ['sdgs']
4 2 ESG 636 0 ['esg']
5 3 recycling 860 154 ['recycling', 'shiprecycling']
6 4 reduc 1242 965 ['reduce', 'reducing', 'reduced', 'reduction', 'reductions', 'reduces']
7 5 planet 1295 0 ['planet']
8 6 CSR 1371 0 ['csr']
9 7 sustainab 1527 1873 ['sustainability', 'sustainable', 'sustainableshipping', 'sustainablelogistics', 'sustainabletogether', 'sustainablity']
10 8 clean 1695 837 ['theoceancleanup', 'cleanup', 'clean', 'cleanseas', 'oceancleanup', 'worldcleanupday', 'cleaner', 'cleaning']
11 9 methanol 1700 1044 ['methanol', 'emethanol']
12 10 future 1770 1684 ['future', 'futureproofing']
13 11 garbage 1808 612 ['garbage', 'greatpacificgarbagepatch']
14 12 responsib 1889 1135 ['responsible', 'responsibility', 'responsibly', 'responsibilities']
15 13 carb 1952 1526 ['decarbonisation', 'carbon', 'decarbonization', 'carbonneutral', 'decarbonising', 'decarbonise', 'zerocarbon', 'decarbonize', 'zerocarbonship', 'decarbonisinglogistics', 'lowcarbon', 'carbonemissions', 'zerocarbonshipping', 'carbonconstrained', 'decarbonizing']
16 14 chang 2148 1667 ['change', 'changing', 'climatechange', 'changes', 'exchange', 'principlesofchange', 'everchanging', 'changer', 'changetheworld']
17 15 ocean 2169 1629 ['ocean', 'theoceancleanup', 'oceans', 'oceanplastic', 'worldoceansday', 'oceanhealth', 'oceancleanup', 'oceanrail', 'oceanaction', 'oceanforclimate', 'oceangoing']
18 16 plastic 2320 1490 ['plastic', 'oceanplastic', 'plasticwaste', 'plasticpollution', 'plastics']
19 17 neutral 2382 1798 ['neutral', 'carbonneutral', 'neutrality', 'co2neutral']
20 18 environment 2391 1574 ['environment', 'environmental', 'unenvironment', 'environmentally', 'environmentallyfriendly']
21 19 green 2393 1158 ['green', 'greenfuels', 'greener', 'greenfuel', 'greentransition', 'greentech', 'greenland', 'greenhouse', 'greenvillespartanburg', 'greenest']
22 20 sulphur 2828 1772 ['sulphur', 'lowsulphur']
23 21 emissions 2925 2046 ['emissions', 'carbonemissions', 'zeroemissions']
24 22 zero 2977 1646 ['zero', 'netzero', 'zerocarbon', 'zerocarbonship', 'zero2050', 'gettingtozerocoalition', 'zerocarbonshipping', 'steelzero', 'racetozero', 'zeroemissions', 'zerowaste']
25 23 climate 3046 2095 ['climateaction', 'climate', 'climatechange', 'climategroup', 'oceanforclimate', 'worldclimatesummit', 'climatebreakthroughs', 'myclimateaction']
26 24 eco 3074 1269 ['ecosystem', 'eco', 'maerskecodelivery', 'ecofriendly', 'ecodelivery', 'recommendations']
27 25 mission 3247 1950 ['emissions', 'mission', 'eucommission', 'carbonemissions', 'emission', 'zeroemissions', 'co2emission']
28 26 CO2 3390 2275 ['co2', 'co2neutral', 'co2emission']
29 27 bio 3687 1274 ['biofuel', 'biofuels', 'biohuts', 'biodiversity']