213 lines
122 KiB
Plaintext
213 lines
122 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"from sqlalchemy import create_engine\n",
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"import geopandas as gpd\n",
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"\n",
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"import os\n",
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"\n",
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"# Database connection details from zshrc environment variables\n",
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"db_name = 'colorado_spills'\n",
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"user = os.getenv('DB_USER')\n",
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"password = os.getenv('DB_PASSWORD')\n",
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"host = os.getenv('DB_HOST')\n",
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"port = os.getenv('DB_PORT')\n",
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"\n",
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"\n",
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"# Create an engine to connect to the PostgreSQL database\n",
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"engine = create_engine(f'postgresql+psycopg2://{user}:{password}@{host}:{port}/{db_name}')\n",
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"\n",
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"# Read in the spills_with_demographics as spills\n",
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"spills = pd.read_sql_table('spills_with_demographics', engine)\n",
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"\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"# use longitude and latitude to create a GeoDataFrame from spills data\n",
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"spills['geometry'] = gpd.points_from_xy(spills['Longitude'], spills['Latitude'])"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Create a GeoDataFrame from spills\n",
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"spills_gdf = gpd.GeoDataFrame(spills, crs='EPSG:4326') \n",
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"\n",
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"# Write the GeoDataFrame to a new table in the database\n",
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"spills_gdf.to_postgis('spills_with_demographics_geog', engine, if_exists='replace')\n",
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"\n",
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"# Close the database connection\n",
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"engine.dispose()\n",
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"\n",
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"\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Spill Description</th>\n",
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" <th>Sentiment</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Crews working on 6/11/14 in area of former pro...</td>\n",
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" <td>0.000000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>Historical release discovered during removal o...</td>\n",
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" <td>0.000000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>Historical release discovered during removal o...</td>\n",
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" <td>0.000000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>The night operator noticed a high level alarm ...</td>\n",
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" <td>-0.046667</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>On May 24, 2014, in anticipation of potential ...</td>\n",
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" <td>0.151786</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Spill Description Sentiment\n",
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"0 Crews working on 6/11/14 in area of former pro... 0.000000\n",
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"1 Historical release discovered during removal o... 0.000000\n",
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"2 Historical release discovered during removal o... 0.000000\n",
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"3 The night operator noticed a high level alarm ... -0.046667\n",
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"4 On May 24, 2014, in anticipation of potential ... 0.151786"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"from textblob import TextBlob\n",
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"\n",
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"# Function to get sentiment polarity\n",
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"def get_sentiment(text):\n",
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" blob = TextBlob(text)\n",
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" # Polarity ranges from -1 (negative) to +1 (positive)\n",
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" return blob.sentiment.polarity\n",
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"\n",
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"# Apply sentiment analysis to each Spill Description\n",
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"spills_gdf['Sentiment'] = spills_gdf['Spill Description'].apply(get_sentiment)\n",
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"\n",
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"# Display the first few sentiment scores\n",
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"spills_gdf[['Spill Description', 'Sentiment']].head()\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Correlation between sentiment and poverty levels: -0.026246587095843262\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import seaborn as sns\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"# Example: Correlate sentiment with poverty levels\n",
|
|
"sns.scatterplot(x=spills_gdf['percent_poverty'], y=spills_gdf['Sentiment'])\n",
|
|
"plt.xlabel('Percent Poverty')\n",
|
|
"plt.ylabel('Sentiment Polarity')\n",
|
|
"plt.title('Correlation between Sentiment and Poverty Levels')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Calculate correlation coefficient\n",
|
|
"correlation = spills_gdf['percent_poverty'].corr(spills_gdf['Sentiment'])\n",
|
|
"print(f\"Correlation between sentiment and poverty levels: {correlation}\")\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "funkyfunk",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.14"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|