diff --git a/book/en/projects/nlp4ss-project-2.ipynb b/book/en/projects/nlp4ss-project-2.ipynb index d25dd33..0f799e7 100644 --- a/book/en/projects/nlp4ss-project-2.ipynb +++ b/book/en/projects/nlp4ss-project-2.ipynb @@ -38,30 +38,10 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "01J5WQ6QMDM4GJTR1KBQTSFGCF", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/yjlee/.venvs/nlp4ss/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n", - "INFO:hyfi.utils.notebooks:Extension autotime not found. Install it first.\n", - "INFO:hyfi.joblib.joblib:initialized batcher with \n", - "INFO:hyfi.main.config:HyFi project [nlp4ss] initialized\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Project directory: /home/yjlee/workspace/courses/nlp4ss\n", - "Project workspace directory: /home/yjlee/workspace/courses/nlp4ss/workspace\n" - ] - } - ], + "outputs": [], "source": [ "from hyfi import HyFI\n", "\n", @@ -84,35 +64,10 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "01J5WQ7T7EZ5CHV1NM6C9KPC7Q", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[nltk_data] Downloading package punkt to /home/yjlee/nltk_data...\n", - "[nltk_data] Package punkt is already up-to-date!\n", - "[nltk_data] Downloading package punkt_tab to /home/yjlee/nltk_data...\n", - "[nltk_data] Package punkt_tab is already up-to-date!\n", - "[nltk_data] Downloading package stopwords to /home/yjlee/nltk_data...\n", - "[nltk_data] Package stopwords is already up-to-date!\n", - "[nltk_data] Downloading package wordnet to /home/yjlee/nltk_data...\n", - "[nltk_data] Package wordnet is already up-to-date!\n" - ] - }, - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "import re\n", "import pandas as pd\n", @@ -130,72 +85,15 @@ "nltk.download(\"punkt\")\n", "nltk.download(\"punkt_tab\")\n", "nltk.download(\"stopwords\")\n", - "nltk.download(\"wordnet\")\n" + "nltk.download(\"wordnet\")" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, + "id": "01J5YK28NGGTRJ6YC547Y6ZBFP", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 6354 entries, 0 to 6353\n", - "Data columns (total 7 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 title 6354 non-null object\n", - " 1 timestamp 6354 non-null object\n", - " 2 url 6354 non-null object\n", - " 3 page_url 6354 non-null object\n", - " 4 page 6354 non-null int64 \n", - " 5 content 6354 non-null object\n", - " 6 uuid 6354 non-null object\n", - "dtypes: int64(1), object(6)\n", - "memory usage: 347.6+ KB\n", - "None\n", - "\n", - "Sample of the data:\n", - " title timestamp \\\n", - "0 Sierra Club Urges Commerce Department to Hold ... April 15, 2024 \n", - "1 Sierra Club Statement on BOEM Financial Assura... April 15, 2024 \n", - "2 We Energies Files Third Rate Increase in Three... April 15, 2024 \n", - "3 MEDIA ADVISORY: Oregon Regulators to Hear Conc... April 12, 2024 \n", - "4 Advisory: Special Meeting for County Commissio... April 12, 2024 \n", - "\n", - " url \\\n", - "0 https://www.sierraclub.org/press-releases/2024... \n", - "1 https://www.sierraclub.org/press-releases/2024... \n", - "2 https://www.sierraclub.org/press-releases/2024... \n", - "3 https://www.sierraclub.org/press-releases/2024... \n", - "4 https://www.sierraclub.org/press-releases/2024... \n", - "\n", - " page_url page \\\n", - "0 https://www.sierraclub.org/press-releases?_wra... 1 \n", - "1 https://www.sierraclub.org/press-releases?_wra... 1 \n", - "2 https://www.sierraclub.org/press-releases?_wra... 1 \n", - "3 https://www.sierraclub.org/press-releases?_wra... 1 \n", - "4 https://www.sierraclub.org/press-releases?_wra... 1 \n", - "\n", - " content \\\n", - "0 April 15, 2024\\n\\n\\nContact\\nAda Recinos, Depu... \n", - "1 April 15, 2024\\n\\n\\nContact\\nIan Brickey, ian.... \n", - "2 April 15, 2024\\n\\n\\nContact\\nMegan Wittman, me... \n", - "3 April 12, 2024\\n\\n\\nContact\\nKim Petty, Sierra... \n", - "4 April 12, 2024\\n\\n\\nContact\\nLee Ziesche, lee.... \n", - "\n", - " uuid \n", - "0 9ee69b6c-cd7a-4617-94d2-18951266c182 \n", - "1 deed5268-32a0-4607-9c0e-e4f565b189f7 \n", - "2 c0486029-319a-46c8-9622-56bdd61fd9e5 \n", - "3 3ebc6ab6-15a5-4ccc-953b-593965ae0ad8 \n", - "4 924abe2c-586d-4087-b4f2-208b731ebb2b \n" - ] - } - ], + "outputs": [], "source": [ "# Load the data\n", "raw_data_file = h.project.workspace_dir / \"data/raw/articles.jsonl\"\n", @@ -224,69 +122,213 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, + "id": "01J5YK28NGXPXHXHRPHPK2GWSX", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of transition risk keywords: 77\n", - "Transition risk keywords: ['usdkwh', 'mtco', 'global_warming', 'radiative_forcing', 'climate_system', 'mitigation_scenario', 'ozone_depletion', 'investment_cost', 'teap', 'mitigation_option', 'lifecycle', 'life_cycle_climate_performance', 'emission', 'ocean_storage', 'global_warming_potential', 'gigajoules', 'blowing_agent', 'solar_energy', 'direct_solar', 'geothermal', 'chlorofluorocarbon', 'feedstock', 'foam', 'adaptation_option', 'capacity_factor', 'equivalent', 'product_carbon_footprint', 'montreal_protocol', 'ipcc', 'eqyr', 'ozonedepleting_substance', 'hydropower', 'wind_energy', 'biofuels', 'radiative', 'dioxide_capture', 'leakage', 'unep', 'hcfc', 'carbon_dioxide_capture_storage', 'troposphere', 'biomass', 'sustainable_development', 'hydrogen', 'photovoltaics', 'change_mitigation', 'ecosystem', 'aerosol', 'gtco', 'human_system', 'ocean_energy', 'anthropogenic', 'twhyr', 'fluid', 'technical_potential', 'ozone', 'solvent', 'ocean', 'ozone_layer', 'methane', 'level_cost', 'pathway', 'report_safeguarding', 'reservoir', 'stratospheric', 'heat_pump', 'bioenergy', 'unfccc', 'energy_system', 'geological_storage', 'primary_energy', 'ejyr', 'halon', 'dioxide_capture_storage', 'exajoules', 'refrigerant', 'atmosphere']\n", - "Number of physical risk keywords: 57\n", - "Physical risk keywords: ['coastal', 'ecosystem_service', 'climate_model', 'wetland', 'ipcc', 'adaptation', 'ryosphere', 'sheet', 'biodiversity', 'specie', 'phytoplankton', 'antarctic', 'climate_variable', 'biophysical', 'pathway', 'climate_change', 'precipitation', 'anthropogenic', 'coupled_model', 'intercomparison_project', 'cyclone', 'climate_related', 'ocean', 'streamflow', 'adaptation_response', 'change_impact', 'observed_change', 'socioeconomic', 'freshwater', 'temperature_increase', 'coastal_zone', 'level', 'phenology', 'future_climate', 'upwelling', 'fishery', 'hazard', 'general_circulation_model', 'nutrient', 'adaptation', 'permafrost', 'arid', 'reef', 'water_resource', 'terrestrial', 'spatial', 'coral', 'land_degradation', 'adaptation_planning', 'change_climate', 'glacier', 'salinity', 'hydrological_variable', 'sediment', 'tropical_cyclone', 'latitude', 'projected_change']\n" - ] - } - ], + "outputs": [], "source": [ "# Initial keyword lists\n", - "initial_transition_risk_keywords = ['EJ/YR', 'Radiative Forcing', 'HCFC', 'Ozone', 'Bioenergy', 'Technical Potential', 'GHG Emissions',\n", - " 'Refrigerant', 'IPCC', 'GHG','Ozone Layer', 'Geothermal', 'Pathways', 'Exajoules', 'Biomass',\n", - " 'Hydropower', 'GigaJoules', 'Photovoltaics', 'Chlorofluorocarbon', 'Heat Pumps',\n", - " 'Ocean Energies', 'Carbon Dioxide Capture and Storage', 'Mitigation Scenarios', 'Lifecycle','USD/kWh', 'Fluid', 'Equivalent CO2', 'Methane',\n", - " 'Halon', 'Blowing Agent', 'Aerosols', 'Leakage', 'Sustainable Development', 'UNEP', 'Montreal Protocol', 'Anthropogenic', 'Radiative', 'Wind Energy',\n", - " 'Solar energy', 'Hydrogen', 'UNFCCC', 'Product carbon footprints', 'report safeguarding',\n", - " 'geological storage', 'direct solar', 'Reservoir', 'IEA', 'anthropogenic', 'adaptation options', 'ecosystems',\n", - " 'global warming potential', 'ozone-depleting substances', 'GTCO2', 'global warming', 'primary energies', 'ocean', 'atmosphere',\n", - " 'EQ/YR', 'dioxide capture and storage', 'methane', 'ocean storage', 'equivalent', 'dioxide capture','change mitigation',\n", - " 'teap', 'levels cost','energies systems', 'life cycle climate performance', 'mitigation options', 'capacity factors',\n", - " 'TWH/YR', 'feedstock', 'foam','solvent','biofuels','ozone depletion', 'sustainable development', 'Tco2', 'MTCO2', 'MTCO2 EQ', 'stratospheric',\n", - " 'climate systems', 'troposphere', 'investment cost', 'human system']\n", - "\n", - "initial_physical_risk_keywords = ['coastal', 'ecosystem services', 'climate models', 'wetlands', 'ipcc', 'adaptation', 'ryosphere', 'ice sheet', 'biodiversity', 'species', 'phytoplankton', 'antarctic','climate variables',\n", - " 'biophysical', 'ghg', 'pathways', 'climate change', 'precipitation', 'anthropogenic', 'coupled model', 'intercomparison projects', 'cyclones', 'climate related', 'ocean',\n", - " 'streamflow', 'adaptation response', 'change impacts', 'observed change', 'socioeconomic', 'freshwater', 'temperature increase', 'coastal zones', 'sea level', 'phenology',\n", - " 'future climate', 'upwelling', 'fisheries', 'hazards', 'general circulation models', 'nutrient', 'adaptation', 'permafrost', 'arid', 'reefs', 'water resources', 'terrestrial', 'spatial', 'coral',\n", - " 'land degradation', 'RCP', 'adaptation planning', 'change climate', 'glaciers', 'salinity', 'hydrological variables', 'sediment', 'tropical cyclones', 'latitudes', 'projected change']\n", - "\n", + "initial_transition_risk_keywords = [\n", + " \"EJ/YR\",\n", + " \"Radiative Forcing\",\n", + " \"HCFC\",\n", + " \"Ozone\",\n", + " \"Bioenergy\",\n", + " \"Technical Potential\",\n", + " \"GHG Emissions\",\n", + " \"Refrigerant\",\n", + " \"IPCC\",\n", + " \"GHG\",\n", + " \"Ozone Layer\",\n", + " \"Geothermal\",\n", + " \"Pathways\",\n", + " \"Exajoules\",\n", + " \"Biomass\",\n", + " \"Hydropower\",\n", + " \"GigaJoules\",\n", + " \"Photovoltaics\",\n", + " \"Chlorofluorocarbon\",\n", + " \"Heat Pumps\",\n", + " \"Ocean Energies\",\n", + " \"Carbon Dioxide Capture and Storage\",\n", + " \"Mitigation Scenarios\",\n", + " \"Lifecycle\",\n", + " \"USD/kWh\",\n", + " \"Fluid\",\n", + " \"Equivalent CO2\",\n", + " \"Methane\",\n", + " \"Halon\",\n", + " \"Blowing Agent\",\n", + " \"Aerosols\",\n", + " \"Leakage\",\n", + " \"Sustainable Development\",\n", + " \"UNEP\",\n", + " \"Montreal Protocol\",\n", + " \"Anthropogenic\",\n", + " \"Radiative\",\n", + " \"Wind Energy\",\n", + " \"Solar energy\",\n", + " \"Hydrogen\",\n", + " \"UNFCCC\",\n", + " \"Product carbon footprints\",\n", + " \"report safeguarding\",\n", + " \"geological storage\",\n", + " \"direct solar\",\n", + " \"Reservoir\",\n", + " \"IEA\",\n", + " \"anthropogenic\",\n", + " \"adaptation options\",\n", + " \"ecosystems\",\n", + " \"global warming potential\",\n", + " \"ozone-depleting substances\",\n", + " \"GTCO2\",\n", + " \"global warming\",\n", + " \"primary energies\",\n", + " \"ocean\",\n", + " \"atmosphere\",\n", + " \"EQ/YR\",\n", + " \"dioxide capture and storage\",\n", + " \"methane\",\n", + " \"ocean storage\",\n", + " \"equivalent\",\n", + " \"dioxide capture\",\n", + " \"change mitigation\",\n", + " \"teap\",\n", + " \"levels cost\",\n", + " \"energies systems\",\n", + " \"life cycle climate performance\",\n", + " \"mitigation options\",\n", + " \"capacity factors\",\n", + " \"TWH/YR\",\n", + " \"feedstock\",\n", + " \"foam\",\n", + " \"solvent\",\n", + " \"biofuels\",\n", + " \"ozone depletion\",\n", + " \"sustainable development\",\n", + " \"Tco2\",\n", + " \"MTCO2\",\n", + " \"MTCO2 EQ\",\n", + " \"stratospheric\",\n", + " \"climate systems\",\n", + " \"troposphere\",\n", + " \"investment cost\",\n", + " \"human system\",\n", + "]\n", + "\n", + "initial_physical_risk_keywords = [\n", + " \"coastal\",\n", + " \"ecosystem services\",\n", + " \"climate models\",\n", + " \"wetlands\",\n", + " \"ipcc\",\n", + " \"adaptation\",\n", + " \"ryosphere\",\n", + " \"ice sheet\",\n", + " \"biodiversity\",\n", + " \"species\",\n", + " \"phytoplankton\",\n", + " \"antarctic\",\n", + " \"climate variables\",\n", + " \"biophysical\",\n", + " \"ghg\",\n", + " \"pathways\",\n", + " \"climate change\",\n", + " \"precipitation\",\n", + " \"anthropogenic\",\n", + " \"coupled model\",\n", + " \"intercomparison projects\",\n", + " \"cyclones\",\n", + " \"climate related\",\n", + " \"ocean\",\n", + " \"streamflow\",\n", + " \"adaptation response\",\n", + " \"change impacts\",\n", + " \"observed change\",\n", + " \"socioeconomic\",\n", + " \"freshwater\",\n", + " \"temperature increase\",\n", + " \"coastal zones\",\n", + " \"sea level\",\n", + " \"phenology\",\n", + " \"future climate\",\n", + " \"upwelling\",\n", + " \"fisheries\",\n", + " \"hazards\",\n", + " \"general circulation models\",\n", + " \"nutrient\",\n", + " \"adaptation\",\n", + " \"permafrost\",\n", + " \"arid\",\n", + " \"reefs\",\n", + " \"water resources\",\n", + " \"terrestrial\",\n", + " \"spatial\",\n", + " \"coral\",\n", + " \"land degradation\",\n", + " \"RCP\",\n", + " \"adaptation planning\",\n", + " \"change climate\",\n", + " \"glaciers\",\n", + " \"salinity\",\n", + " \"hydrological variables\",\n", + " \"sediment\",\n", + " \"tropical cyclones\",\n", + " \"latitudes\",\n", + " \"projected change\",\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "01J5YK4CJBC1ZE3YN5W98VWZ98", + "metadata": {}, + "outputs": [], + "source": [ "def preprocess_text(text):\n", " # Convert to lowercase and remove special characters\n", - " text = re.sub(r'[^a-zA-Z\\s]', '', text.lower())\n", - " \n", + " text = re.sub(r\"[^a-zA-Z\\s]\", \"\", text.lower())\n", + "\n", " # Tokenize\n", " tokens = word_tokenize(text)\n", - " \n", + "\n", " # Remove stopwords and short words\n", - " stop_words = set(stopwords.words('english'))\n", + " stop_words = set(stopwords.words(\"english\"))\n", " tokens = [t for t in tokens if t not in stop_words and len(t) > 3]\n", - " \n", + "\n", " # Lemmatize\n", " lemmatizer = WordNetLemmatizer()\n", " tokens = [lemmatizer.lemmatize(t) for t in tokens]\n", - " \n", - " return ' '.join(tokens)\n", + "\n", + " return \" \".join(tokens)\n", + "\n", "\n", "# Preprocess keywords\n", - "initial_transition_risk_keywords = [preprocess_text(keyword) for keyword in initial_transition_risk_keywords]\n", - "initial_physical_risk_keywords = [preprocess_text(keyword) for keyword in initial_physical_risk_keywords]\n", + "initial_transition_risk_keywords = [\n", + " preprocess_text(keyword) for keyword in initial_transition_risk_keywords\n", + "]\n", + "initial_physical_risk_keywords = [\n", + " preprocess_text(keyword) for keyword in initial_physical_risk_keywords\n", + "]\n", "\n", "# Remove duplicates\n", "initial_transition_risk_keywords = list(set(initial_transition_risk_keywords))\n", - "physicalinitial_physical_risk_keywords_risk_keywords = list(set(initial_physical_risk_keywords))\n", + "physicalinitial_physical_risk_keywords_risk_keywords = list(\n", + " set(initial_physical_risk_keywords)\n", + ")\n", "\n", "# Replace space with underscore\n", - "initial_transition_risk_keywords = [keyword.replace(' ', '_') for keyword in initial_transition_risk_keywords if len(keyword) > 0]\n", - "initial_physical_risk_keywords = [keyword.replace(' ', '_') for keyword in initial_physical_risk_keywords if len(keyword) > 0]\n", + "initial_transition_risk_keywords = [\n", + " keyword.replace(\" \", \"_\")\n", + " for keyword in initial_transition_risk_keywords\n", + " if len(keyword) > 0\n", + "]\n", + "initial_physical_risk_keywords = [\n", + " keyword.replace(\" \", \"_\")\n", + " for keyword in initial_physical_risk_keywords\n", + " if len(keyword) > 0\n", + "]\n", "\n", "print(\"Number of transition risk keywords:\", len(initial_transition_risk_keywords))\n", "print(\"Transition risk keywords:\", initial_transition_risk_keywords)\n", @@ -309,33 +351,16 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, + "id": "01J5YK28NGCCGSH9GMY7VPC0E5", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:gensim.models.keyedvectors:loading projection weights from /home/yjlee/gensim-data/word2vec-google-news-300/word2vec-google-news-300.gz\n", - "INFO:gensim.utils:KeyedVectors lifecycle event {'msg': 'loaded (3000000, 300) matrix of type float32 from /home/yjlee/gensim-data/word2vec-google-news-300/word2vec-google-news-300.gz', 'binary': True, 'encoding': 'utf8', 'datetime': '2024-08-23T11:51:22.740565', 'gensim': '4.3.3', 'python': '3.10.12 (main, Nov 20 2023, 15:14:05) [GCC 11.4.0]', 'platform': 'Linux-5.15.0-1029-nvidia-x86_64-with-glibc2.35', 'event': 'load_word2vec_format'}\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of expanded transition risk keywords: 221\n", - "Number of expanded physical risk keywords: 201\n", - "Expanded transition risk keywords: ['terawatts', 'report_safeguarding', 'usdkwh', 'emissions', 'fluids', 'equates', 'forcings', 'ozone_pollution', 'mtco', 'seepage', 'mitigation_option', 'solar_energy', 'solar_thermal', 'greenhouse_warming', 'insulation_foam', 'bipv', 'solar_photovoltaics', 'aerosolized', 'atmopshere', 'climate_change', 'gigawatts_gw', 'direct_solar', 'mesosphere', 'teap', 'renewable_fuels', 'astronomical', 'water_vapor', 'aerosol_spray', 'biorefining', 'equivilant', 'lifecycle', 'bio_fuels', 'ionosphere', 'emission', 'mitigation_scenario', 'stratospheric_ozone', 'aquatic_ecosystem', 'solar_cells', 'hydrofluorocarbon', 'dioxide_capture', 'gigajoules', 'life_cycle_climate_performance', 'polyurethane_foam', 'biofuel', 'foam_insulation', 'leak', 'geothermal', 'chlorofluorocarbon', 'upper_troposphere', 'ethanol', 'sniffing_glue_lighter', 'ozone_depleting_substance', 'paths', 'atmospheres', 'dam', 'polaritons', 'feedstock', 'heat_pump', 'kw_h', 'foam', 'fluorocarbons', 'hydro_electric_power', 'geological_storage', 'hfc_###a', 'blowing_agent', 'cosmic_ray_flux', 'astronomic', 'lifecycles', 'photovoltaic', 'montreal_protocol', 'ozone_concentrations', 'ozone_layer', 'investment_cost', 'molecular_pathway', 'equivalent', 'ecosytem', 'refrigerants', 'sea', 'ipcc', 'eqyr', 'hydrogen_powered', 'technical_potential', 'hydropower', 'capacity_factor', 'reservoirs', 'aerosols', 'pericardial_sac', 'ocean_storage', 'mtoe', 'oceans', 'pathways', 'biofuels', 'radiative', 'extracted_groundnut', 'equals', '##twh', 'gases', 'leakage', '##kwh', 'greenhouse_gas_emission', 'unep', 'biomass_feedstock', 'hcfc', 'chlorofluorocarbon_cfc', 'hydro_electric', 'emmissions', 'stratospheric_ozone_layer', 'energy_system', 'dioxide_capture_storage', 'geo_thermal', 'troposphere', 'biomass', 'r_###a_refrigerant', 'feedstocks', 'vapor_degreasing', 'ormat', 'sulfate_aerosol', 'carbon_dioxide', 'cfcs_chlorofluorocarbons', 'hydrogen_fueling', 'surfactant_replacement_therapies', 'lignol_modified', 'ambiance', 'lifecyle', 'ecosystems', 'fine_particle_pollution', 'ambience', 'ocean_energy', 'pacific_ocean', 'human_system', 'atmostphere', 'stratosphere', 'greenhouse_gases', 'tropopause', 'quadrillion_btus', 'hydrogen', 'radiative_forcing', 'ozone_smog', 'leakages', 'protective_ozone_layer', 'atlantic_ocean', 'adaptation_option', 'groundwater_aquifer', 'marine_ecosystem', 'photovoltaics', 'carbon_dioxide_co2', 'supply_chain', 'equivalents', 'solar_irradiance', 'ozonedepleting_substance', 'ecosystem', 'aerosol', 'gtco', 'renewable_feedstocks', 'solvents', 'change_mitigation', 'anthropogenic', 'twhyr', 'hydro', 'kilowatthours', 'hydropower_plants', 'alternative_fuels', 'carbon_dioxide_capture_storage', 'primary_energy', 'hydrogen_fuel', 'fluid', 'carbon_emission', 'sugar_cane_bagasse', 'co2_emission', 'typing_optical_trackpad', 'cellulosic_ethanol', 'dispersive', 'global_warming', 'wind_energy', 'methane_gas', 'kwh', 'ozone', 'solvent', 'woody_biomass', 'ocean', 'polariton', 'stratospherically', 'dizzying_heights', 'r###a', 'product_carbon_footprint', 'signaling_pathway', 'earth_ozone_layer', 'methane', 'path', 'pathway', 'geothermic', 'photovoltaics_pv', 'stratospheric_ozone_depletion', 'equivilent', 'ozone_depletion', 'anthropogenic_climate', 'chlorofluorocarbons_cfcs', 'reservoir', 'stratospheric', 'dipole_moment', 'halons', 'metal_hydride', 'leaks', 'climate_system', 'insulating_foam', 'bioenergy', 'unfccc', 'level_cost', 'atmospheric_co2', 'global_warming_potential', 'ejyr', 'hydroelectric', 'manmade_global_warming', 'halon', 'exajoules', 'petrochemical_feedstock', 'refrigerant', 'sustainable_development', 'atmosphere', 'lifecycle_management', 'oceanic']\n", - "Expanded physical risk keywords: ['soil_salinity', 'future_climate', 'arowana', 'salinity', 'socioeconomic_backgrounds', 'socioeconomic', 'freshwater_habitats', 'greenhouse_warming', 'adaptations', 'floodplain', 'climate_change', 'glacial_ice', 'adaption', 'ecosystem_service', 'biodiversity', 'icefield', 'biophysical', 'antarctic', 'precip', 'estuaries', 'change_impact', 'inland', 'diatoms', 'freshwater_wetlands', 'cinematic_adaptation', 'micronutrients', 'adaptation_response', 'upwelling', 'terrestrial', 'nutrients', 'coral_reef', 'terrestrially', 'contaminated_sediment', 'tropical_depression', 'sediment', 'coastal', 'paths', 'thawing_permafrost', 'coral', 'observed_change', 'pollinator', 'ryosphere', 'rainfall', 'snowpacks', 'icecap', 'molecular_pathway', 'antartic', 'latitude', 'adélie_penguins', 'lattitude', 'sea', 'latitude_coordinates', 'ipcc', 'danger', 'plankton', 'socioeconomics', 'fringing_reef', 'corals', 'adaptation', 'wetland', 'adapation', 'about_musicnotes_musicnotes', 'change_climate', 'tropical_cyclone', 'bio_diversity', 'semi_arid', 'oceans', 'pathways', 'computational_methods', 'hydrologic', 'topological', 'hazardous', 'plankton_blooms', 'precipitation', 'salinities', 'uses_perpendicular_lenticular', 'freshwater', 'levels', 'sediments', 'dissolved_oxygen', 'climate_related', 'wetland_habitat', 'coupled_model', 'snowfall', 'computational_algorithms', 'upwellings', 'leeway', 'metabolomic', 'herring_fishery', 'coastal_zone', 'silt', 'permafrost', 'sheets', 'tripping_hazard', 'ecosystems', 'marine_biodiversity', 'temperature_increase', 'cyclone_nargis', 'spatial', 'terrestrial_transmitters', 'phenology', 'siberian_permafrost', 'ocean_upwelling', 'pacific_ocean', 'coral_reefs', 'sedimentation', 'terrestrial_analogue', 'hazzard', 'terrestial', 'level', 'phytoplankton_bloom', 'pangolin', 'socio_economic', 'streamflow_forecasts', 'general_circulation_model', 'radiative_forcing', 'glaciers', 'arid', 'spatiotemporal', 'phytoplankton_blooms', 'cyclone', 'atlantic_ocean', 'corrugated_container', 'antarctica', 'critically_endangered', 'socioeconomic_status', 'climate_model', 'project_budburst', 'spitzbergen', 'zooplankton', 'hazard', 'cyclones', 'anthropogenic', 'arctic_permafrost', 'nutrient', 'hazards', 'dissolved_oxygen_levels', 'biodiversity_conservation', 'spatially', 'echelon', 'climate', 'adaptation_planning', 'streamflows', 'reefs', 'microbial_ecology', 'spacial', 'threshold', 'global_warming', 'intercomparison_project', 'coast', 'photoperiodic', 'ocean', 'phosphorus', 'glacier', 'costal', 'biological_macromolecules', 'wetlands', 'adapatation', 'phytoplankton', 'educational_attainment', 'signaling_pathway', 'saltwater', 'water_resource', 'path', 'parched', 'freshwater_lakes', 'pathway', 'wiggle_room', 'spatio_temporal', 'tropical_storm', 'anthropogenic_climate', 'cod_fisheries', 'species', 'arid_regions', 'fisheries', 'arid_desert', 'streamflow', 'hydrological_variable', 'specie', 'projected_change', 'atmospheric_co2', 'melting_permafrost', 'coastlines', 'nitrogen', 'arid_lands', 'sheet', 'climate_variable', 'cycad', 'recreational_fishery', 'lakes', 'reef', 'coastline', 'cyclone_giri', 'salmon_fishery', 'land_degradation', 'discretion', 'level.the', 'phenological', 'receding_glaciers', 'fishery', 'oceanic']\n" - ] - } - ], + "outputs": [], "source": [ "%%time\n", "\n", "# Load pre-trained word embeddings\n", - "word2vec_model = api.load('word2vec-google-news-300')\n", + "word2vec_model = api.load(\"word2vec-google-news-300\")\n", + "\n", "\n", "def expand_keywords(keywords, model, topn=5):\n", " expanded_keywords = set()\n", @@ -347,12 +372,19 @@ " continue # Skip words not in the vocabulary\n", " return list(expanded_keywords)\n", "\n", + "\n", "# Expand keyword lists\n", - "expanded_transition_keywords = expand_keywords(initial_transition_risk_keywords, word2vec_model)\n", - "expanded_physical_keywords = expand_keywords(initial_physical_risk_keywords, word2vec_model)\n", + "expanded_transition_keywords = expand_keywords(\n", + " initial_transition_risk_keywords, word2vec_model\n", + ")\n", + "expanded_physical_keywords = expand_keywords(\n", + " initial_physical_risk_keywords, word2vec_model\n", + ")\n", "\n", "# Combine original and expanded keywords\n", - "transition_risk_keywords = initial_transition_risk_keywords + expanded_transition_keywords\n", + "transition_risk_keywords = (\n", + " initial_transition_risk_keywords + expanded_transition_keywords\n", + ")\n", "physical_risk_keywords = initial_physical_risk_keywords + expanded_physical_keywords\n", "\n", "# Remove duplicates\n", @@ -363,7 +395,7 @@ "print(\"Number of expanded physical risk keywords:\", len(physical_risk_keywords))\n", "\n", "print(\"Expanded transition risk keywords:\", transition_risk_keywords)\n", - "print(\"Expanded physical risk keywords:\", physical_risk_keywords)\n" + "print(\"Expanded physical risk keywords:\", physical_risk_keywords)" ] }, { @@ -381,72 +413,10 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, + "id": "01J5YK28NG9X9P9ZYQYTTAAKHP", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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processed_content_bigrams
5775april contact emily pomilio emilypomiliosierra...
1840october contact shiloh hernandez earthjustice ...
4272december contact courtney bourgoin courtneybou...
80black household face disproportionately high e...
3133february contact gabby brown gabbybrownsierrac...
\n", - "
" - ], - "text/plain": [ - " processed_content_bigrams\n", - "5775 april contact emily pomilio emilypomiliosierra...\n", - "1840 october contact shiloh hernandez earthjustice ...\n", - "4272 december contact courtney bourgoin courtneybou...\n", - "80 black household face disproportionately high e...\n", - "3133 february contact gabby brown gabbybrownsierrac..." - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Preprocess text to include bigrams\n", "def preprocess_text_with_bigrams(text):\n", @@ -454,14 +424,17 @@ " tokens = preprocess_text(text).split()\n", " # Create unigrams and bigrams\n", " unigrams = tokens\n", - " bigrams = [f\"{tokens[i]}_{tokens[i+1]}\" for i in range(len(tokens)-1)]\n", + " bigrams = [f\"{tokens[i]}_{tokens[i+1]}\" for i in range(len(tokens) - 1)]\n", " return unigrams + bigrams\n", "\n", + "\n", "# Update the dataframe with preprocessed text including bigrams\n", - "df['processed_content_bigrams'] = df['content'].apply(preprocess_text_with_bigrams).apply(' '.join)\n", + "df[\"processed_content_bigrams\"] = (\n", + " df[\"content\"].apply(preprocess_text_with_bigrams).apply(\" \".join)\n", + ")\n", "\n", "# Print the updated dataframe\n", - "df[['processed_content_bigrams']].head()" + "df[[\"processed_content_bigrams\"]].head()" ] }, { @@ -477,114 +450,97 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, + "id": "01J5YK28NG88DNQ8AKG3BVDHH7", "metadata": {}, "outputs": [], "source": [ "%%time\n", "\n", "# TF-IDF Analysis with bigrams\n", - "tfidf_vectorizer = TfidfVectorizer(vocabulary=set(transition_risk_keywords + physical_risk_keywords))\n", - "tfidf_matrix = tfidf_vectorizer.fit_transform(df['processed_content_bigrams'])\n", + "tfidf_vectorizer = TfidfVectorizer(\n", + " vocabulary=set(transition_risk_keywords + physical_risk_keywords)\n", + ")\n", + "tfidf_matrix = tfidf_vectorizer.fit_transform(df[\"processed_content_bigrams\"])\n", "\n", "# Calculate risk scores using sum method\n", - "df['tfidf_transition_score_sum'] = tfidf_matrix[:, [tfidf_vectorizer.vocabulary_.get(word) for word in transition_risk_keywords if word in tfidf_vectorizer.vocabulary_]].sum(axis=1)\n", - "df['tfidf_physical_score_sum'] = tfidf_matrix[:, [tfidf_vectorizer.vocabulary_.get(word) for word in physical_risk_keywords if word in tfidf_vectorizer.vocabulary_]].sum(axis=1)\n", + "df[\"tfidf_transition_score_sum\"] = tfidf_matrix[\n", + " :,\n", + " [\n", + " tfidf_vectorizer.vocabulary_.get(word)\n", + " for word in transition_risk_keywords\n", + " if word in tfidf_vectorizer.vocabulary_\n", + " ],\n", + "].sum(axis=1)\n", + "df[\"tfidf_physical_score_sum\"] = tfidf_matrix[\n", + " :,\n", + " [\n", + " tfidf_vectorizer.vocabulary_.get(word)\n", + " for word in physical_risk_keywords\n", + " if word in tfidf_vectorizer.vocabulary_\n", + " ],\n", + "].sum(axis=1)\n", "\n", "# Calculate risk scores using cosine similarity\n", "transition_risk_keywords_vector = tfidf_vectorizer.transform(transition_risk_keywords)\n", "physical_risk_keywords_vector = tfidf_vectorizer.transform(physical_risk_keywords)\n", - "df['tfidf_transition_score_sim'] = df['processed_content_bigrams'].apply(lambda x: cosine_similarity(tfidf_vectorizer.transform([x]), transition_risk_keywords_vector).mean())\n", - "df['tfidf_physical_score_sim'] = df['processed_content_bigrams'].apply(lambda x: cosine_similarity(tfidf_vectorizer.transform([x]), physical_risk_keywords_vector).mean())\n", + "df[\"tfidf_transition_score_sim\"] = df[\"processed_content_bigrams\"].apply(\n", + " lambda x: cosine_similarity(\n", + " tfidf_vectorizer.transform([x]), transition_risk_keywords_vector\n", + " ).mean()\n", + ")\n", + "df[\"tfidf_physical_score_sim\"] = df[\"processed_content_bigrams\"].apply(\n", + " lambda x: cosine_similarity(\n", + " tfidf_vectorizer.transform([x]), physical_risk_keywords_vector\n", + " ).mean()\n", + ")\n", "\n", "# Normalize scores\n", - "for col in ['tfidf_transition_score_sum', 'tfidf_physical_score_sum', 'tfidf_transition_score_sim', 'tfidf_physical_score_sim']:\n", + "for col in [\n", + " \"tfidf_transition_score_sum\",\n", + " \"tfidf_physical_score_sum\",\n", + " \"tfidf_transition_score_sim\",\n", + " \"tfidf_physical_score_sim\",\n", + "]:\n", " df[col] = (df[col] - df[col].min()) / (df[col].max() - df[col].min())\n", "\n", "# Combine scores\n", - "df['tfidf_transition_score'] = (df['tfidf_transition_score_sum'] + df['tfidf_transition_score_sim']) / 2\n", - "df['tfidf_physical_score'] = (df['tfidf_physical_score_sum'] + df['tfidf_physical_score_sim']) / 2\n" + "df[\"tfidf_transition_score\"] = (\n", + " df[\"tfidf_transition_score_sum\"] + df[\"tfidf_transition_score_sim\"]\n", + ") / 2\n", + "df[\"tfidf_physical_score\"] = (\n", + " df[\"tfidf_physical_score_sum\"] + df[\"tfidf_physical_score_sim\"]\n", + ") / 2" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, + "id": "01J5YK28NG92MNJJJ3NQ8Z4P7H", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Top 10 articles by TF-IDF physical risk score (combined):\n", - " processed_content_bigrams tfidf_physical_score\n", - "3896 government national climate assessment directl... 1.000000\n", - "2715 tongass national forest jeopardized push aband... 0.767211\n", - "1199 group file petition affidavit louisiana offici... 0.718412\n", - "4442 october contact trey pollard treypollardsierra... 0.714806\n", - "3494 september contact adam beitman adambeitmansier... 0.711288\n", - "3386 october contact gabby brown sierra club gabbyb... 0.705285\n", - "2464 enero contacto javier sierra javiersierrasierr... 0.697268\n", - "425 september contact larisa manescu larisamanescu... 0.682795\n", - "5889 february contact shane levy shanelevysierraclu... 0.669556\n", - "4578 august contact ricky junquera rickyjunquerasie... 0.655046\n", - "\n", - "Top 10 articles by TF-IDF transition risk score (combined):\n", - " processed_content_bigrams \\\n", - "393 october contact dominguez amydominguezsierracl... \n", - "208 fullyconstructed wind turbine power massachuse... \n", - "5925 january contact emily pomilio emilypomiliosier... \n", - "4872 unanimous decision norman city council adopts ... \n", - "2847 business support bold action energy modernizat... \n", - "5058 mountain valley pipeline announces plan expand... \n", - "2755 september contact emily pomilio emilypomiliosi... \n", - "4050 february contact lauren lantry laurenlantrysie... \n", - "4411 wake county becomes county state nationally ad... \n", - "3551 august contact cywinski timcywinskisierraclubo... \n", - "\n", - " tfidf_transition_score \n", - "393 1.000000 \n", - "208 0.880798 \n", - "5925 0.753404 \n", - "4872 0.732780 \n", - "2847 0.732336 \n", - "5058 0.712532 \n", - "2755 0.706397 \n", - "4050 0.705275 \n", - "4411 0.681453 \n", - "3551 0.680237 \n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "image/png": { - "height": 546, - "width": 1001 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "\n", "# Display results\n", "print(\"Top 10 articles by TF-IDF physical risk score (combined):\")\n", - "print(df[['processed_content_bigrams', 'tfidf_physical_score']].sort_values('tfidf_physical_score', ascending=False).head(10))\n", + "print(\n", + " df[[\"processed_content_bigrams\", \"tfidf_physical_score\"]]\n", + " .sort_values(\"tfidf_physical_score\", ascending=False)\n", + " .head(10)\n", + ")\n", "\n", "print(\"\\nTop 10 articles by TF-IDF transition risk score (combined):\")\n", - "print(df[['processed_content_bigrams', 'tfidf_transition_score']].sort_values('tfidf_transition_score', ascending=False).head(10))\n", + "print(\n", + " df[[\"processed_content_bigrams\", \"tfidf_transition_score\"]]\n", + " .sort_values(\"tfidf_transition_score\", ascending=False)\n", + " .head(10)\n", + ")\n", "\n", "# Visualization\n", "plt.figure(figsize=(12, 6))\n", - "plt.scatter(df['tfidf_transition_score'], df['tfidf_physical_score'], alpha=0.5)\n", - "plt.xlabel('TF-IDF Transition Risk Score (Combined)')\n", - "plt.ylabel('TF-IDF Physical Risk Score (Combined)')\n", - "plt.title('TF-IDF: Transition vs Physical Risk in Sierra Club Press Releases')\n", + "plt.scatter(df[\"tfidf_transition_score\"], df[\"tfidf_physical_score\"], alpha=0.5)\n", + "plt.xlabel(\"TF-IDF Transition Risk Score (Combined)\")\n", + "plt.ylabel(\"TF-IDF Physical Risk Score (Combined)\")\n", + "plt.title(\"TF-IDF: Transition vs Physical Risk in Sierra Club Press Releases\")\n", "plt.show()" ] }, @@ -602,17 +558,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, + "id": "01J5YK28NGMBMYG3PSG8JE38HJ", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Using device: cuda\n" - ] - } - ], + "outputs": [], "source": [ "# Check if GPU is available\n", "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", @@ -620,48 +569,63 @@ "\n", "\n", "# Load pre-trained BERT model and tokenizer\n", - "tokenizer = BertTokenizer.from_pretrained('bert-base-uncased')\n", - "model = BertModel.from_pretrained('bert-base-uncased').to(device)\n" + "tokenizer = BertTokenizer.from_pretrained(\"bert-base-uncased\")\n", + "model = BertModel.from_pretrained(\"bert-base-uncased\").to(device)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, + "id": "01J5YK28NG57ZBZGD6734R6EY6", "metadata": {}, "outputs": [], "source": [ "%%time\n", "\n", "def get_bert_embedding(text):\n", - " inputs = tokenizer(text, return_tensors='pt', truncation=True, padding=True, max_length=512)\n", + " inputs = tokenizer(\n", + " text, return_tensors=\"pt\", truncation=True, padding=True, max_length=512\n", + " )\n", " inputs = {k: v.to(device) for k, v in inputs.items()}\n", " with torch.no_grad():\n", " outputs = model(**inputs)\n", " return outputs.last_hidden_state.mean(dim=1).cpu().numpy().flatten()\n", "\n", + "\n", "def contextual_keyword_importance(text, keywords):\n", " # Get BERT embeddings for the full text and keywords\n", " text_embedding = get_bert_embedding(text)\n", - " keyword_embeddings = np.array([get_bert_embedding(keyword.replace('_', ' ')) for keyword in keywords])\n", - " \n", + " keyword_embeddings = np.array(\n", + " [get_bert_embedding(keyword.replace(\"_\", \" \")) for keyword in keywords]\n", + " )\n", + "\n", " # Calculate attention scores\n", - " attention_scores = cosine_similarity(text_embedding.reshape(1, -1), keyword_embeddings).flatten()\n", - " \n", + " attention_scores = cosine_similarity(\n", + " text_embedding.reshape(1, -1), keyword_embeddings\n", + " ).flatten()\n", + "\n", " # Count keyword occurrences (considering bigrams)\n", - " keyword_counts = np.array([text.lower().count(keyword.replace('_', ' ')) for keyword in keywords])\n", - " \n", + " keyword_counts = np.array(\n", + " [text.lower().count(keyword.replace(\"_\", \" \")) for keyword in keywords]\n", + " )\n", + "\n", " # Combine attention scores and counts\n", " importance_scores = attention_scores * keyword_counts\n", - " \n", + "\n", " return importance_scores.sum()\n", "\n", + "\n", "# Calculate BERT-based scores\n", - "df['bert_transition_score'] = df['content'].apply(lambda x: contextual_keyword_importance(x, transition_risk_keywords))\n", - "df['bert_physical_score'] = df['content'].apply(lambda x: contextual_keyword_importance(x, physical_risk_keywords))\n", + "df[\"bert_transition_score\"] = df[\"content\"].apply(\n", + " lambda x: contextual_keyword_importance(x, transition_risk_keywords)\n", + ")\n", + "df[\"bert_physical_score\"] = df[\"content\"].apply(\n", + " lambda x: contextual_keyword_importance(x, physical_risk_keywords)\n", + ")\n", "\n", "# Normalize scores\n", - "for col in ['bert_transition_score', 'bert_physical_score']:\n", - " df[col] = (df[col] - df[col].min()) / (df[col].max() - df[col].min())\n" + "for col in [\"bert_transition_score\", \"bert_physical_score\"]:\n", + " df[col] = (df[col] - df[col].min()) / (df[col].max() - df[col].min())" ] }, { @@ -676,137 +640,54 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, + "id": "01J5YK28NHJ6EKDDH3H89YTEBW", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Top 10 articles by TF-IDF transition risk score:\n", - " content \\\n", - "393 October 2, 2023\\n\\n\\nContact\\nAmy Dominguez, A... \n", - "208 When Fully-Constructed, the 62 Wind Turbines W... \n", - "5925 January 24, 2017\\n\\n\\nContact\\nEmily Pomilio (... \n", - "4872 In a unanimous decision, Norman City Council a... \n", - "2847 Businesses Support Bold Action in Energy Moder... \n", - "5058 Mountain Valley Pipeline Announces Plans to Ex... \n", - "2755 September 9, 2020\\n\\n\\nContact\\nEmily Pomilio,... \n", - "4050 February 26, 2019\\n\\n\\nContact\\nLauren Lantry,... \n", - "4411 Wake County becomes 3rd county in state, 10th ... \n", - "3551 August 29, 2019\\n\\n\\nContact\\nTim Cywinski, 54... \n", - "\n", - " tfidf_transition_score \n", - "393 1.000000 \n", - "208 0.880798 \n", - "5925 0.753404 \n", - "4872 0.732780 \n", - "2847 0.732336 \n", - "5058 0.712532 \n", - "2755 0.706397 \n", - "4050 0.705275 \n", - "4411 0.681453 \n", - "3551 0.680237 \n", - "\n", - "Top 10 articles by TF-IDF physical risk score:\n", - " content tfidf_physical_score\n", - "3896 The U.S. Government’s National Climate Assessm... 1.000000\n", - "2715 Tongass National Forest jeopardized by push to... 0.767211\n", - "1199 Groups file petition with affidavit from Louis... 0.718412\n", - "4442 October 8, 2018\\n\\n\\nContact\\n Trey Pollard tr... 0.714806\n", - "3494 September 20, 2019\\n\\n\\nContact\\nAdam Beitman,... 0.711288\n", - "3386 October 31, 2019\\n\\n\\nContact\\nGabby Brown, Si... 0.705285\n", - "2464 20 de enero de 2021\\n\\n\\nContacto\\nJavier Sier... 0.697268\n", - "425 September 20, 2023\\n\\n\\nContact\\nLarisa Manesc... 0.682795\n", - "5889 February 13, 2017\\n\\n\\nContact\\nShane Levy - s... 0.669556\n", - "4578 August 27, 2018\\n\\n\\nContact\\n Ricky Junquera,... 0.655046\n", - "\n", - "Top 10 articles by BERT transition risk score:\n", - " content bert_transition_score\n", - "503 New Poll Finds 68% Support EPA Safeguards to R... 1.000000\n", - "1533 March 15, 2022\\n\\n\\nContact\\nCarolyn Morrisroe... 0.779621\n", - "1421 Crucial for severely asthma burdened communiti... 0.751936\n", - "5925 January 24, 2017\\n\\n\\nContact\\nEmily Pomilio (... 0.710342\n", - "3896 The U.S. Government’s National Climate Assessm... 0.705046\n", - "1419 April 29, 2022\\n\\n\\nContact\\nSamantha Dynowski... 0.577527\n", - "5139 Participants call on DEQ to implement strong p... 0.503703\n", - "543 Kentucky Wants the EPA to Say it Isn’t\\nJune 2... 0.487295\n", - "239 December 11, 2023\\n\\n\\nContact\\nGrace Nolan, g... 0.469511\n", - "472 Energy Department export approval failed to fu... 0.447547\n", - "\n", - "Top 10 articles by BERT physical risk score:\n", - " content bert_physical_score\n", - "4541 Over 800 global events in 90 countries, includ... 1.000000\n", - "3896 The U.S. Government’s National Climate Assessm... 0.868247\n", - "1199 Groups file petition with affidavit from Louis... 0.843045\n", - "1533 March 15, 2022\\n\\n\\nContact\\nCarolyn Morrisroe... 0.823180\n", - "1703 December 21, 2021\\n\\n\\nContact\\nCourtney Naqui... 0.578368\n", - "4420 October 15, 2018\\n\\n\\nContact\\nLauren Lantry, ... 0.538403\n", - "3544 Morning Consult Poll for the Sierra Club Comes... 0.503922\n", - "5925 January 24, 2017\\n\\n\\nContact\\nEmily Pomilio (... 0.469790\n", - "239 December 11, 2023\\n\\n\\nContact\\nGrace Nolan, g... 0.461239\n", - "2018 August 11, 2021\\n\\n\\nContact\\nAdam Beitman, ad... 0.450095\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 546, - "width": 1001 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Display results\n", "print(\"Top 10 articles by TF-IDF transition risk score:\")\n", - "print(df[['content', 'tfidf_transition_score']].sort_values('tfidf_transition_score', ascending=False).head(10))\n", + "print(\n", + " df[[\"content\", \"tfidf_transition_score\"]]\n", + " .sort_values(\"tfidf_transition_score\", ascending=False)\n", + " .head(10)\n", + ")\n", "\n", "print(\"\\nTop 10 articles by TF-IDF physical risk score:\")\n", - "print(df[['content', 'tfidf_physical_score']].sort_values('tfidf_physical_score', ascending=False).head(10))\n", + "print(\n", + " df[[\"content\", \"tfidf_physical_score\"]]\n", + " .sort_values(\"tfidf_physical_score\", ascending=False)\n", + " .head(10)\n", + ")\n", "\n", "print(\"\\nTop 10 articles by BERT transition risk score:\")\n", - "print(df[['content', 'bert_transition_score']].sort_values('bert_transition_score', ascending=False).head(10))\n", + "print(\n", + " df[[\"content\", \"bert_transition_score\"]]\n", + " .sort_values(\"bert_transition_score\", ascending=False)\n", + " .head(10)\n", + ")\n", "\n", "print(\"\\nTop 10 articles by BERT physical risk score:\")\n", - "print(df[['content', 'bert_physical_score']].sort_values('bert_physical_score', ascending=False).head(10))\n", + "print(\n", + " df[[\"content\", \"bert_physical_score\"]]\n", + " .sort_values(\"bert_physical_score\", ascending=False)\n", + " .head(10)\n", + ")\n", "\n", "# Visualization\n", "plt.figure(figsize=(12, 6))\n", - "plt.scatter(df['tfidf_transition_score'], df['tfidf_physical_score'], alpha=0.5)\n", - "plt.xlabel('TF-IDF Transition Risk Score')\n", - "plt.ylabel('TF-IDF Physical Risk Score')\n", - "plt.title('TF-IDF: Transition vs Physical Risk in Sierra Club Press Releases')\n", + "plt.scatter(df[\"tfidf_transition_score\"], df[\"tfidf_physical_score\"], alpha=0.5)\n", + "plt.xlabel(\"TF-IDF Transition Risk Score\")\n", + "plt.ylabel(\"TF-IDF Physical Risk Score\")\n", + "plt.title(\"TF-IDF: Transition vs Physical Risk in Sierra Club Press Releases\")\n", "plt.show()\n", "\n", "plt.figure(figsize=(12, 6))\n", - "plt.scatter(df['bert_transition_score'], df['bert_physical_score'], alpha=0.5)\n", - "plt.xlabel('BERT Transition Risk Score')\n", - "plt.ylabel('BERT Physical Risk Score')\n", - "plt.title('BERT: Transition vs Physical Risk in Sierra Club Press Releases')\n", - "plt.show()\n" + "plt.scatter(df[\"bert_transition_score\"], df[\"bert_physical_score\"], alpha=0.5)\n", + "plt.xlabel(\"BERT Transition Risk Score\")\n", + "plt.ylabel(\"BERT Physical Risk Score\")\n", + "plt.title(\"BERT: Transition vs Physical Risk in Sierra Club Press Releases\")\n", + "plt.show()" ] }, { @@ -821,51 +702,34 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, + "id": "01J5YK28NHX18TH78TN2X4D6E4", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 454, - "width": 568 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Time series analysis\n", - "df['date'] = pd.to_datetime(df['timestamp'], errors='coerce')\n", - "df = df.dropna(subset=['date'])\n", - "df.set_index('date', inplace=True)\n", + "df[\"date\"] = pd.to_datetime(df[\"timestamp\"], errors=\"coerce\")\n", + "df = df.dropna(subset=[\"date\"])\n", + "df.set_index(\"date\", inplace=True)\n", "\n", "# Monthly average risk scores\n", - "monthly_risks = df.resample('M')[['tfidf_physical_score', 'tfidf_transition_score', 'bert_physical_score', 'bert_transition_score']].mean()\n", + "monthly_risks = df.resample(\"M\")[\n", + " [\n", + " \"tfidf_physical_score\",\n", + " \"tfidf_transition_score\",\n", + " \"bert_physical_score\",\n", + " \"bert_transition_score\",\n", + " ]\n", + "].mean()\n", "\n", "# Plot time series\n", "plt.figure(figsize=(14, 7))\n", "monthly_risks.plot()\n", - "plt.title('Monthly Average Risk Scores Over Time')\n", - "plt.xlabel('Date')\n", - "plt.ylabel('Risk Score')\n", - "plt.legend(loc='best')\n", - "plt.show()\n" + "plt.title(\"Monthly Average Risk Scores Over Time\")\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Risk Score\")\n", + "plt.legend(loc=\"best\")\n", + "plt.show()" ] }, { @@ -881,98 +745,25 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, + "id": "01J5YK28NHPPXV51QXW31K14KS", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Top 20 most frequent transition risk keywords:\n", - "ormat 1557\n", - "emission 777\n", - "dam 450\n", - "sea 375\n", - "methane 258\n", - "climate_change 237\n", - "path 153\n", - "ozone 117\n", - "ecosystem 111\n", - "leak 90\n", - "ethanol 65\n", - "hydro 51\n", - "ocean 42\n", - "pathway 33\n", - "ipcc 30\n", - "carbon_dioxide 22\n", - "hydrogen 21\n", - "equivalent 21\n", - "atmosphere 21\n", - "solar_energy 20\n", - "dtype: int64\n", - "\n", - "Top 20 most frequent physical risk keywords:\n", - "climate 3864\n", - "danger 681\n", - "coast 390\n", - "sea 375\n", - "level 306\n", - "climate_change 237\n", - "specie 179\n", - "path 153\n", - "coastal 123\n", - "wetland 95\n", - "hazard 63\n", - "ocean 42\n", - "nitrogen 36\n", - "hazardous 33\n", - "pathway 33\n", - "ipcc 30\n", - "sheet 21\n", - "threshold 18\n", - "reef 15\n", - "coastline 15\n", - "dtype: int64\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 589, - "width": 1190 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def analyze_keyword_frequency(keywords, df_column):\n", - " keyword_freq = {keyword: df_column.apply(lambda x: x.count(keyword.replace('_', ' '))).sum() for keyword in keywords}\n", + " keyword_freq = {\n", + " keyword: df_column.apply(lambda x: x.count(keyword.replace(\"_\", \" \"))).sum()\n", + " for keyword in keywords\n", + " }\n", " return pd.Series(keyword_freq).sort_values(ascending=False)\n", "\n", - "transition_freq = analyze_keyword_frequency(transition_risk_keywords, df['processed_content_bigrams'])\n", - "physical_freq = analyze_keyword_frequency(physical_risk_keywords, df['processed_content_bigrams'])\n", + "\n", + "transition_freq = analyze_keyword_frequency(\n", + " transition_risk_keywords, df[\"processed_content_bigrams\"]\n", + ")\n", + "physical_freq = analyze_keyword_frequency(\n", + " physical_risk_keywords, df[\"processed_content_bigrams\"]\n", + ")\n", "\n", "print(\"Top 20 most frequent transition risk keywords:\")\n", "print(transition_freq.head(20))\n", @@ -982,22 +773,22 @@ "\n", "# Visualize top keywords\n", "plt.figure(figsize=(12, 6))\n", - "transition_freq.head(10).plot(kind='bar')\n", - "plt.title('Top 10 Transition Risk Keywords')\n", - "plt.xlabel('Keywords')\n", - "plt.ylabel('Frequency')\n", - "plt.xticks(rotation=45, ha='right')\n", + "transition_freq.head(10).plot(kind=\"bar\")\n", + "plt.title(\"Top 10 Transition Risk Keywords\")\n", + "plt.xlabel(\"Keywords\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.xticks(rotation=45, ha=\"right\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "plt.figure(figsize=(12, 6))\n", - "physical_freq.head(10).plot(kind='bar')\n", - "plt.title('Top 10 Physical Risk Keywords')\n", - "plt.xlabel('Keywords')\n", - "plt.ylabel('Frequency')\n", - "plt.xticks(rotation=45, ha='right')\n", + "physical_freq.head(10).plot(kind=\"bar\")\n", + "plt.title(\"Top 10 Physical Risk Keywords\")\n", + "plt.xlabel(\"Keywords\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.xticks(rotation=45, ha=\"right\")\n", "plt.tight_layout()\n", - "plt.show()\n" + "plt.show()" ] }, { @@ -1052,7 +843,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.12.4" } }, "nbformat": 4,