From 4dfda9e6b781e974e0090f1f2439b44276d6a921 Mon Sep 17 00:00:00 2001 From: dadams Date: Sun, 16 Mar 2025 21:19:23 -0700 Subject: [PATCH] output for nurun and a new colorado map --- .../analysis/output/analysis_results.docx | Bin 0 -> 10654 bytes analysis/analysis/output/analysis_results.md | 47 ++ ...ical_spills_response_time_distribution.png | Bin 0 -> 34093 bytes ...cent_spills_response_time_distribution.png | Bin 0 -> 33952 bytes .../analysis/output/report_delay_summary.docx | Bin 0 -> 10081 bytes .../analysis/output/report_delay_summary.md | 6 + .../output/response_time_distribution.png | Bin 0 -> 29136 bytes .../output/response_time_summary.docx | Bin 0 -> 10084 bytes .../analysis/output/response_time_summary.md | 6 + .../output/spatial_distribution_spills.png | Bin 0 -> 357234 bytes .../output/spills_by_year_and_type.png | Bin 0 -> 25152 bytes analysis/analysis/output/t_test_results.docx | Bin 0 -> 9887 bytes analysis/analysis/output/t_test_results.md | 9 + analysis/analysis5.ipynb | 433 ++++++++++++------ 14 files changed, 360 insertions(+), 141 deletions(-) create mode 100644 analysis/analysis/output/analysis_results.docx create mode 100644 analysis/analysis/output/analysis_results.md create mode 100644 analysis/analysis/output/historical_spills_response_time_distribution.png create mode 100644 analysis/analysis/output/recent_spills_response_time_distribution.png create mode 100644 analysis/analysis/output/report_delay_summary.docx create mode 100644 analysis/analysis/output/report_delay_summary.md create mode 100644 analysis/analysis/output/response_time_distribution.png create mode 100644 analysis/analysis/output/response_time_summary.docx create mode 100644 analysis/analysis/output/response_time_summary.md create mode 100644 analysis/analysis/output/spatial_distribution_spills.png create mode 100644 analysis/analysis/output/spills_by_year_and_type.png create mode 100644 analysis/analysis/output/t_test_results.docx create mode 100644 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46.9977 | +| min | 0 | +| 25% | 0 | +| 50% | 1 | +| 75% | 2 | +| max | 2232 | + +## Historical Spills Response Time Summary: +| Period | count | mean | std | min | 25% | 50% | 75% | max | +|:---------------|--------:|--------:|--------:|------:|------:|------:|------:|------:| +| 2020 and After | 2705 | 13.5331 | 200.352 | 0 | 0 | 0 | 1 | 9261 | +| Before 2020 | 2607 | 29.7461 | 210.659 | 0 | 0 | 1 | 2 | 5681 | + +## Recent Spills Response Time Summary: +| Period | count | mean | std | min | 25% | 50% | 75% | max | +|:---------------|--------:|--------:|--------:|------:|------:|------:|------:|------:| +| 2020 and After | 4472 | 2.92688 | 27.3021 | 0 | 0 | 1 | 1 | 1329 | +| Before 2020 | 6206 | 4.71221 | 57.1161 | 0 | 1 | 1 | 2 | 2232 | + +## T-Test Results for Historical Spills +T-Statistic: 2.8723 +P-Value: 0.0041 +The difference in response time for historical spills is statistically significant. + +## T-Test Results for Recent Spills +T-Statistic: 2.1457 +P-Value: 0.0319 +The 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+ "\n", + "# Set plot title and labels\n", + "ax.set_title('Spatial Distribution of Historical vs. Recent Spills in Colorado', fontsize=14)\n", + "ax.set_xlabel('Longitude', fontsize=12)\n", + "ax.set_ylabel('Latitude', fontsize=12)\n", + "\n", + "# Store the current axis limits to restore them after adding basemap\n", + "xlim = ax.get_xlim()\n", + "ylim = ax.get_ylim()\n", + "\n", + "# Before adding the basemap, convert the axes coordinates to Web Mercator\n", + "# This is a crucial step that lets us keep your original points exactly as they are\n", + "from pyproj import Transformer\n", + "\n", + "# Create transformer from lat/lon to Web Mercator\n", + "transformer = Transformer.from_crs(\"EPSG:4326\", \"EPSG:3857\", always_xy=True)\n", + "\n", + "# Transform the limits\n", + "west, south = transformer.transform(xlim[0], ylim[0])\n", + "east, north = transformer.transform(xlim[1], ylim[1])\n", + "\n", + "# Add the basemap - this will be UNDER your existing points\n", + "ctx.add_basemap(\n", + " ax,\n", + " crs=spills_gdf.crs,\n", + " source=ctx.providers.OpenStreetMap.Mapnik,\n", + " zoom=\"auto\"\n", + ")\n", + "\n", + "# Restore original axis limits\n", + "ax.set_xlim(xlim)\n", + "ax.set_ylim(ylim)\n", + "\n", + "# Improve layout\n", + "plt.tight_layout()\n", + "\n", + "# Save the plot to the analysis/output directory\n", + "output_dir = 'analysis/output'\n", + "os.makedirs(output_dir, exist_ok=True)\n", + "plt.savefig(f'{output_dir}/spatial_distribution_spills.png')\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -295,12 +318,21 @@ "\n", "# Group by the new period column and calculate the mean response time\n", "response_time_summary = spills_gdf.groupby('Period')['Report Delay (Days)'].describe()\n", - "print(response_time_summary)" + "print(response_time_summary)\n", + "\n", + "# Ensure the output directory exists\n", + "output_dir = 'analysis/output'\n", + "os.makedirs(output_dir, exist_ok=True)\n", + "\n", + "# Save the response time summary to a markdown file\n", + "with open(os.path.join(output_dir, 'response_time_summary.md'), 'w') as f:\n", + " f.write(\"# Response Time Summary\\n\\n\")\n", + " f.write(response_time_summary.to_markdown())" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -318,7 +350,7 @@ "" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -361,7 +393,25 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: tabulate in /home/dadams/miniconda3/envs/spatial_env2/lib/python3.10/site-packages (0.9.0)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "%pip install tabulate" + ] + }, + { + "cell_type": "code", + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -400,19 +450,21 @@ " count mean std min 25% 50% 75% max\n", "Period \n", "2020 and After 4472.0 2.926878 27.302062 0.0 0.0 1.0 1.0 1329.0\n", - "Before 2020 6206.0 4.712214 57.116100 0.0 1.0 1.0 2.0 2232.0\n" + "Before 2020 6206.0 4.712214 57.116100 0.0 1.0 1.0 2.0 2232.0\n", + "\n", + "Historical Spills T-Statistic: 2.8723\n", + "Historical Spills P-Value: 0.0041\n", + "The difference in response time for historical spills is statistically significant.\n", + "\n", + "Recent Spills T-Statistic: 2.1457\n", + "Recent Spills P-Value: 0.0319\n", + "The difference in response time for recent spills is statistically significant.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/home/dadams/miniconda3/envs/spatial_env2/lib/python3.10/site-packages/geopandas/geodataframe.py:1819: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " super().__setitem__(key, value)\n", "/home/dadams/miniconda3/envs/spatial_env2/lib/python3.10/site-packages/geopandas/geodataframe.py:1819: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", @@ -423,6 +475,13 @@ } ], "source": [ + "import tabulate\n", + "from scipy.stats import ttest_ind\n", + "\n", + "# Ensure the output directory exists\n", + "output_dir = 'analysis/output'\n", + "os.makedirs(output_dir, exist_ok=True)\n", + "\n", "# Add a column to indicate whether the spill occurred before or after 2020 for historical and recent spills\n", "historical_spills['Period'] = historical_spills['Report Year'].apply(lambda x: 'Before 2020' if x < 2020 else '2020 and After')\n", "recent_spills['Period'] = recent_spills['Report Year'].apply(lambda x: 'Before 2020' if x < 2020 else '2020 and After')\n", @@ -445,12 +504,145 @@ "# Recent Spills Response Time Summary\n", "recent_response_time_summary = recent_spills.groupby('Period')['Report Delay (Days)'].describe()\n", "print(\"\\nRecent Spills Response Time Summary:\")\n", - "print(recent_response_time_summary)" + "print(recent_response_time_summary)\n", + "\n", + "# t-test for the difference in response time before and after 2020 for historical spills\n", + "historical_before_2020 = historical_spills[historical_spills['Period'] == 'Before 2020']['Report Delay (Days)']\n", + "historical_after_2020 = historical_spills[historical_spills['Period'] == '2020 and After']['Report Delay (Days)']\n", + "\n", + "t_stat_historical, p_value_historical = ttest_ind(historical_before_2020, historical_after_2020, equal_var=False)\n", + "print(f'\\nHistorical Spills T-Statistic: {t_stat_historical:.4f}')\n", + "print(f'Historical Spills P-Value: {p_value_historical:.4f}')\n", + "\n", + "# Check if the difference is statistically significant for historical spills\n", + "if p_value_historical < 0.05:\n", + " print('The difference in response time for historical spills is statistically significant.')\n", + "else:\n", + " print('The difference in response time for historical spills is not statistically significant.')\n", + " \n", + "# t-test for the difference in response time before and after 2020 for recent spills\n", + "recent_before_2020 = recent_spills[recent_spills['Period'] == 'Before 2020']['Report Delay (Days)']\n", + "recent_after_2020 = recent_spills[recent_spills['Period'] == '2020 and After']['Report Delay (Days)']\n", + "\n", + "t_stat_recent, p_value_recent = ttest_ind(recent_before_2020, recent_after_2020, equal_var=False)\n", + "print(f'\\nRecent Spills T-Statistic: {t_stat_recent:.4f}')\n", + "print(f'Recent Spills P-Value: {p_value_recent:.4f}')\n", + "\n", + "# Check if the difference is statistically significant for recent spills\n", + "if p_value_recent < 0.05:\n", + " print('The difference in response time for recent spills is statistically significant.')\n", + "else:\n", + " print('The difference in response time for recent spills is not statistically significant.')\n", + "\n", + "# Save the summaries and t-test results to a markdown file\n", + "with open(os.path.join(output_dir, 'analysis_results.md'), 'w') as f:\n", + " f.write(\"# Analysis Results\\n\\n\")\n", + " \n", + " f.write(\"## Historical Spills Report Delay Summary:\\n\")\n", + " f.write(historical_report_delay_summary.to_markdown() + \"\\n\\n\")\n", + " \n", + " f.write(\"## Recent Spills Report Delay Summary:\\n\")\n", + " f.write(recent_report_delay_summary.to_markdown() + \"\\n\\n\")\n", + " \n", + " f.write(\"## Historical Spills Response Time Summary:\\n\")\n", + " f.write(historical_response_time_summary.to_markdown() + \"\\n\\n\")\n", + " \n", + " f.write(\"## Recent Spills Response Time Summary:\\n\")\n", + " f.write(recent_response_time_summary.to_markdown() + \"\\n\\n\")\n", + " \n", + " f.write(\"## T-Test Results for Historical Spills\\n\")\n", + " f.write(f\"T-Statistic: {t_stat_historical:.4f}\\n\")\n", + " f.write(f\"P-Value: {p_value_historical:.4f}\\n\")\n", + " if p_value_historical < 0.05:\n", + " f.write('The difference in response time for historical spills is statistically significant.\\n')\n", + " else:\n", + " f.write('The difference in response time for historical spills is not statistically significant.\\n')\n", + " \n", + " f.write(\"\\n## T-Test Results for Recent Spills\\n\")\n", + " f.write(f\"T-Statistic: {t_stat_recent:.4f}\\n\")\n", + " f.write(f\"P-Value: {p_value_recent:.4f}\\n\")\n", + " if p_value_recent < 0.05:\n", + " f.write('The difference in response time for recent spills is statistically significant.\\n')\n", + " else:\n", + " f.write('The difference in response time for recent spills is not statistically significant.\\n')" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import os\n", + "\n", + "# Ensure the output directory exists\n", + "output_dir = 'analysis/output'\n", + "os.makedirs(output_dir, exist_ok=True)\n", + "\n", + "# Save the t-test results to a markdown file\n", + "with open(os.path.join(output_dir, 't_test_results.md'), 'w') as f:\n", + " f.write(f\"## T-Test Results for Historical Spills\\n\")\n", + " f.write(f\"T-Statistic: {t_stat_historical:.4f}\\n\")\n", + " f.write(f\"P-Value: {p_value_historical:.4f}\\n\")\n", + " if p_value_historical < 0.05:\n", + " f.write('The difference in response time for historical spills is statistically significant.\\n')\n", + " else:\n", + " f.write('The difference in response time for historical spills is not statistically significant.\\n')\n", + " \n", + " f.write(f\"\\n## T-Test Results for Recent Spills\\n\")\n", + " f.write(f\"T-Statistic: {t_stat_recent:.4f}\\n\")\n", + " f.write(f\"P-Value: {p_value_recent:.4f}\\n\")\n", + " if p_value_recent < 0.05:\n", + " f.write('The difference in response time for recent spills is statistically significant.\\n')\n", + " else:\n", + " f.write('The difference in response time for recent spills is not statistically significant.\\n')\n", + "\n", + "# Create and save the plots\n", + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "historical_spills.boxplot(column='Report Delay (Days)', by='Period', ax=ax)\n", + "ax.set_title('Historical Spills Response Time Distribution Before and After 2020', fontsize=14)\n", + "ax.set_xlabel('Period', fontsize=12)\n", + "ax.set_ylabel('Report Delay (Days)', fontsize=12)\n", + "plt.suptitle('')\n", + "plt.tight_layout()\n", + "plt.savefig(os.path.join(output_dir, 'historical_spills_response_time_distribution.png'))\n", + "\n", + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "recent_spills.boxplot(column='Report Delay (Days)', by='Period', ax=ax)\n", + "ax.set_title('Recent Spills Response Time Distribution Before and After 2020', fontsize=14)\n", + "ax.set_xlabel('Period', fontsize=12)\n", + "ax.set_ylabel('Report Delay (Days)', fontsize=12)\n", + "plt.suptitle('')\n", + "plt.tight_layout()\n", + "plt.savefig(os.path.join(output_dir, 'recent_spills_response_time_distribution.png'))\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -467,16 +659,6 @@ "The difference in response time for recent spills is statistically significant.\n" ] }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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", @@ -524,42 +706,11 @@ "historical_spills.boxplot(column='Report Delay (Days)', by='Period', ax=ax, positions=[1, 2])\n", "\n", "# Plot the response time distribution for recent spills\n", - "recent_spills.boxplot(column='Report Delay (Days)', by='Period', ax=ax, positions=[4, 5])\n" + "recent_spills.boxplot(column='Report Delay (Days)', by='Period', ax=ax, positions=[4, 5])\n", + "\n", + "# Save the plot to the /output directory\n", + "plt.savefig('analysis/output/response_time_distribution.png')\n" ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "# list operator names\n", - "operator_names = operator_analysis.index.tolist()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['NOBLE ENERGY INC', 'KERR MCGEE OIL & GAS ONSHORE LP', 'PDC ENERGY INC', 'CAERUS PICEANCE LLC', 'BONANZA CREEK ENERGY OPERATING COMPANY LLC', 'CHEVRON USA INC', 'KP KAUFFMAN COMPANY INC', 'HIGHPOINT OPERATING CORPORATION', 'LARAMIE ENERGY LLC', 'CRESTONE PEAK RESOURCES OPERATING LLC', 'PIONEER NATURAL RESOURCES USA INC', 'EXTRACTION OIL & GAS INC', 'TEP ROCKY MOUNTAIN LLC', 'WHITING OIL & GAS CORPORATION', 'FOUNDATION ENERGY MANAGEMENT LLC', 'BP AMERICA PRODUCTION COMPANY', 'KERR MCGEE GATHERING LLC', 'DCP OPERATING COMPANY LP', 'GREAT WESTERN OPERATING COMPANY LLC', 'WPX ENERGY ROCKY MOUNTAIN LLC', 'EVERGREEN NATURAL RESOURCES LLC', 'ENCANA OIL & GAS (USA) INC', 'SIMCOE LLC', 'DCP MIDSTREAM LP', 'XTO ENERGY INC', 'SANDRIDGE EXPLORATION & PRODUCTION LLC', 'BARRETT CORPORATION* BILL', 'AUGUSTUS ENERGY RESOURCES LLC', 'SRC ENERGY INC', 'PETROSHARE CORPORATION', 'SYNERGY RESOURCES CORPORATION', 'URSA OPERATING COMPANY LLC', 'FUNDARE RESOURCES OPERATING COMPANY LLC', 'KINDER MORGAN CO2 CO LP', 'EXTRACTION OIL & GAS LLC', 'K P KAUFFMAN COMPANY INC', 'GRAND RIVER GATHERING LLC', 'OWN RESOURCES OPERATING LLC', 'BAYSWATER EXPLORATION AND PRODUCTION LLC', 'VERDAD RESOURCES LLC', 'NGL WATER SOLUTIONS DJ LLC', 'UTAH GAS OP LTD DBA UTAH GAS CORP', 'EOG RESOURCES INC', 'CHEVRON PRODUCTION COMPANY', 'BAYSWATER EXPLORATION & PRODUCTION LLC', 'CITATION OIL & GAS CORP', 'WEXPRO COMPANY', '8 NORTH LLC', 'OXY USA WTP LP', 'OXY USA INC', 'PROSPECT ENERGY LLC', 'SUMMIT MIDSTREAM PARTNERS LLC', 'VANGUARD OPERATING LLC', 'WESTERN OPERATING COMPANY', 'NOBLE MIDSTREAM SERVICES LLC', 'WESCO OPERATING INC', 'COLORADO OIL & GAS CONSERVATION COMMISSION', 'BERRY PETROLEUM COMPANY LLC', 'D90 ENERGY LLC', 'COLORADO INTERSTATE GAS COMPANY LLC', 'MULL DRILLING COMPANY INC', 'GUNNISON ENERGY LLC', 'MAGPIE OPERATING INC', 'WARD & SON* ALFRED', 'BISON OIL & GAS II LLC', 'GRYNBERG* JACK DBA GRYNBERG PETROLEUM CO', 'BNN WESTERN LLC', 'PAINTED PEGASUS PETROLEUM LLC', 'HILCORP ENERGY COMPANY', 'BURLINGTON RESOURCES OIL & GAS LP', 'CARRIZO NIOBRARA LLC', 'TAPROOT ROCKIES MIDSTREAM LLC', 'PETROX RESOURCES INC', 'CIVITAS NORTH LLC', 'ANADARKO WATTENBERG OIL COMPLEX LLC', 'HRM RESOURCES II LLC', 'BARGATH LLC', 'DIAMOND OPERATING, INC.', 'SCOUT ENERGY MANAGEMENT LLC', 'GRAND MESA OPERATING CO', 'BLUE CHIP OIL INC', 'IMPETRO RESOURCES LLC', 'TIMBER CREEK OPERATING LLC', 'ARP PRODUCTION COMPANY LLC', 'PADCO LLC', 'CONOCO PHILLIPS COMPANY', 'CORAL PRODUCTION CORP', 'TOP OPERATING COMPANY', 'P O & G OPERATING LLC', 'PETERSON ENERGY OPERATING INC', 'PROVIDENCE OPERATING LLC DBA POCO OPERATING', 'ENERGY SEARCH CO ADBA ENERGY SEARCH CO INC', 'SG INTERESTS I LTD', 'AXIS EXPLORATION LLC', 'INVESTMENT EQUIPMENT LLC', 'SMITH ENERGY CORP', 'WARD PETROLEUM CORPORATION', 'FIFTH CREEK ENERGY OPERATING COMPANY LLC', 'FULCRUM ENERGY OPERATING LLC', 'BENCHMARK ENERGY LLC', 'RED HAWK PETROLEUM LLC', 'ENERPLUS RESOURCES (USA) CORPORATION', 'CAERUS WASHCO LLC', 'WIEPKING-FULLERTON ENERGY LLC', 'CUB CREEK ENERGY', 'TALLGRASS WATER WESTERN LLC', 'RENEGADE OIL & GAS COMPANY LLC', 'GADECO LLC', 'ANADARKO DJ GAS PROCESSING LLC', 'RED ROCK GATHERING COMPANY LLC', 'OMIMEX PETROLEUM INC', 'ENDURING RESOURCES LLC', 'KESTREL RESOURCES INC', 'AKA ENERGY GROUP LLC', 'SAMSON RESOURCES COMPANY', 'CM PRODUCTION LLC', 'CHEMCO INC', 'MARALEX RESOURCES INC', 'PETRO OPERATING COMPANY LLC', 'MAGPIE OPERATING, INC', 'NICKEL ROAD OPERATING LLC', 'SWN PRODUCTION COMPANY LLC', 'LINN OPERATING INC', 'ANSCHUTZ EXPLORATION CORP', 'CHACO ENERGY COMPANY', 'CATAMOUNT ENERGY PARTNERS LLC', 'MURFIN DRILLING COMPANY INC', 'BLACK HILLS PLATEAU PRODUCTION LLC', 'DESERT EAGLE OPERATING LLC', 'MUSTANG RESOURCES LLC', 'LORENTZ OIL & GAS LLC', 'KOCH EXPLORATION COMPANY, LLC', 'QEP FIELD SERVICES LLC', 'PICEANCE ENERGY LLC', 'COLTON LIMITED LIABILITY CO', 'MCWHINNEY HOLDING COMPANY LLLP', 'SCHNEIDER ENERGY SERVICES INC', 'LOGOS OPERATING LLC', 'ROCKY MOUNTAIN MIDSTREAM LLC', 'MONUMENT GLOBAL RESOURCES INC', 'HUNTER RIDGE ENERGY SERVICES LLC', 'MARATHON OIL COMPANY', 'POC-I LLC', 'NIGHTHAWK PRODUCTION LLC', 'CITY & COUNTY OF DENVER', 'LONGS PEAK RESOURCES LLC', 'LINDE INC', 'BLACK DIAMOND MINERALS LLC', 'BISON IV OPERATING LLC', 'HIGHLANDS NATURAL RESOURCES CORPORATION', 'PEAKVIEW OPERATING COMPANY LLC', 'ROCKY MTN NATURAL GAS LLC ADBA BLACK HILLS ENERGY', 'PETRO MEX RESOURCES', 'GRIZZLY OPERATING LLC', 'CRIMSON EXPLORATION OPERATING INC', 'CUB CREEK ENERGY LLC', 'EE3 LLC', 'MERRION OIL & GAS CORP', 'FRITZLER RESOURCES INC', 'QEP ENERGY COMPANY', 'GRAYHORSE OPERATING INC', 'MARALEX RESOURCES, INC', 'GRMR OIL & GAS LLC', 'ANDEAVOR FIELD SERVICES LLC', 'HARVEST FOUR CORNERS LLC', 'KTM OPERATING LLC', 'ROSEWOOD RESOURCES INC', 'PHOENIX RESOURCES LLC', 'RITCHIE EXPLORATION INC', 'ROBERT L BAYLESS PRODUCER LLC', 'WAPITI OPERATING LLC', 'WHITING OIL AND GAS CORPORATION', 'MORNINGSTAR OPERATING LLC', 'YOUNG GAS STORAGE COMPANY LTD', 'MENDELL FINISTERRE II LLC', 'MARALEX DISPOSAL LLC', 'KT RESOURCES LLC', 'SMITH OIL PROPERTIES INC', 'BAYLESS PRODUCER, LLC* ROBERT L', 'CHEVRON PIPELINE COMPANY', 'CCRP OPERATING INC', 'TEXAS TEA OF COLORADO LLC DBA TEXAS TEA LLC', 'HYNDREX RESOURCES', 'JAVERNICK OIL', 'ROBIDOUX RANCH LLC', 'COACHMAN ENERGY OPERATING COMPANY LLC', 'BEREN CORPORATION', 'LINN OPERATING LLC', 'TRUE OIL LLC', 'CRUMLEY* JACK', 'DUGAN PRODUCTION CORP', 'CWC OIL AND GAS LLC', 'MARKUS PRODUCTION, INC', 'DIAMOND OPERATING INC', 'WINDSOR ENERGY GROUP LLC', 'ST CROIX OPERATING INC', 'SANTA FE NATURAL RESOURCES INC', 'RIO MESA RESOURCES INC', 'TOM FENNO PRODUCTION LLC', 'FAULCONER INC* VERNON E', 'EXPEDITION WATER SOLUTIONS COLORADO LLC', 'REP PROCESSING LLC', 'DIVERSIFIED ENERGY LLC', 'ENTEK GRB LLC', 'TEXACO EXPLORATION AND PRODUCTION INC', 'EDGE ENERGY II LLC', 'STRACHAN EXPLORATION INC', 'ENERGY SEARCH COMPANY', 'ENERGY INVESTMENTS INC', 'RWL ENTERPRISES', 'GILBERT-STEWART OPERATING LLC', 'SCHMID PROPERTIES INC', 'SANDLIN OIL CORP', 'MONAHAN GAS & OIL INC', 'CHEVRON MIDCONTINENT LP', 'BISON EXPLORATION LLC', 'ALAMOSA DRILLING INC', 'MCCARTNEY ENGINEERING LLC', 'BARRETT RESOURCES CORP', 'OGRIS OPERATING LLC', 'MACHII-ROSS PETROLEUM CO', 'BEEMAN OIL & GAS INC', 'KUENZLER & FLORA RESERVE COMPANY', '4-H OPERATING CORPORATION', 'GULFPORT ENERGY CORPORATION', 'PLUG NICKEL OIL COMPANY INC', 'UPLAND EXPLORATION LLC', 'VISION ENERGY LLC', 'PETRON DEVELOPMENT COMPANY', 'CAPTIVA ENERGY PARTNERS LLC', 'HIGHPOINT ENERGY LLC', 'CENTRAL OPERATING INC', 'BARNES PETROLEUM CORPORATION', 'TINDALL OPERATING COMPANY', 'ARKOMA OPERATIONS LLC', 'WOODARD* SANDRA K', 'WOLVERINE RESOURCES LLC', 'SOVEREIGN OPERATING COMPANY LLC', 'BOPCO LP', 'SUMMIT MIDSTREAM NIOBRARA LLC', 'TIMKA RESOURCES LTD', 'BISON OIL & GAS LLC', 'CONFLUENCE DJ LLC', 'VERDAD OIL & GAS CORPORATION', 'WELLINGTON OPERATING COMPANY', 'COMPLETE ENERGY SERVICES INC', 'ENDEAVOUR OPERATING CORPORATION', 'SOUTHWESTERN ENERGY PRODUCTION COMPANY', 'GENESIS GAS & OIL COLORADO LLC', 'MEYER OIL COMPANY', 'NATURAL RESOURCE GROUP INC', 'MDS ENERGY DEVELOPMENT LLC', 'MCELVAIN ENERGY INC', \"O'BRIEN ENERGY RESOURCES CORP\", 'OVERLAND RESOURCES LLC', 'LYSTER OIL COMPANY INC', 'KINDER MORGAN CO2 COMPANY LLC', 'INSPIRE OIL & GAS INC', 'INDUSTRIAL GAS SERVICES INC', 'HRM RESOURCES LLC', 'DAN A HUGHES COMPANY LP', 'PINTAIL PETROLEUM LTD', 'GMT EXPLORATION COMPANY LLC', 'PICEANCE ENERGY LLC DBA LARAMIE ENERGY COMPANY', 'FOUR STAR OIL & GAS COMPANY', 'MORNINGSTAR PARTNERS LP', 'EWS 4 DJ BASIN LLC', 'ENTERPRISE PRODUCTS OPERATING LLC', 'SCHUTZ* RICHARD E', 'ROCKY MOUNTAIN NATURAL GAS LLC', 'ENERGY & CARBON MANAGEMENT COMMISSION', 'EAST CHEYENNE GAS STORAGE LLC', 'SHAWNEE OIL DEVELOPMENT CO INC', 'MESA ENERGY PARTNERS LLC', 'STELBAR OIL CORP INC', 'SEELEY OIL COMPANY LLC', 'WILLIAMS FOUR CORNERS LLC', 'NORTHSTAR GAS COMPANY INC', 'BAYLESS PRODUCER LLC* ROBERT L', 'PCR OPERATING LLC', 'CONDOR ENERGY TECHNOLOGY LLC', 'LASSO OIL & GAS LLC', 'RED MESA HOLDINGS/O&G LLC', 'KOCH EXPLORATION COMPANY LLC', 'KGH OPERATING COMPANY', 'BP ENERGY INC', 'CHOLLA PETROLEUM INC', 'REYNOLDS* NOEL', 'HARBURG* RUDOLPH W', 'PRONGHORN OPERATING LLC', '31 OPERATING']\n" - ] - } - ], - "source": [ - "print (operator_names)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {