diff --git a/analysis/collab_patterns_outcomes_2.ipynb b/analysis/collab_patterns_outcomes_2.ipynb
new file mode 100644
index 00000000..ae9d7888
--- /dev/null
+++ b/analysis/collab_patterns_outcomes_2.ipynb
@@ -0,0 +1,616 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collaboration Analysis:\n",
+      "                                         program_name  project_count  \\\n",
+      "0   Sustainable Agricultural Lands Conservation Pr...             96   \n",
+      "1                             Water-Energy Efficiency             35   \n",
+      "2                               Forest Health Program            147   \n",
+      "3               Low Carbon Transit Operations Program            770   \n",
+      "4                   Low-Income Weatherization Program             51   \n",
+      "5                         Climate Resilience Planning             74   \n",
+      "6                           Climate Smart Agriculture           1318   \n",
+      "7                         Coastal Resilience Planning             17   \n",
+      "8                            Community Air Protection            222   \n",
+      "9     Community Assistance for Climate Equity Program             33   \n",
+      "10                            Fire Prevention Program            600   \n",
+      "11    Fluorinated Gases Emission Reduction Incentives             15   \n",
+      "12                 Food Production Investment Program             56   \n",
+      "13                  Forest Carbon Plan Implementation            388   \n",
+      "14  Funding Agricultural Replacement Measures for ...             30   \n",
+      "15                       Low-Carbon Economy Workforce             30   \n",
+      "16                Low-Carbon Fuels Production Program              4   \n",
+      "17                          Low Carbon Transportation            129   \n",
+      "18       Prescribed Fire and Smoke Monitoring Program             51   \n",
+      "19                  Regional Forest and Fire Capacity              7   \n",
+      "20           Renewable Energy for Agriculture Program             45   \n",
+      "21            Safe and Affordable Drinking Water Fund             67   \n",
+      "22             SB 1383 Local Assistance Grant Program            467   \n",
+      "23         Training and Workforce Development Program            766   \n",
+      "24                 Transformative Climate Communities             99   \n",
+      "25         Transit and Intercity Rail Capital Program             52   \n",
+      "26             Transition to a Carbon-Neutral Economy              2   \n",
+      "27               Urban and Community Forestry Program            115   \n",
+      "28                             Urban Greening Program             88   \n",
+      "29                                    Waste Diversion            121   \n",
+      "30                 Wetlands and Watershed Restoration              8   \n",
+      "31                    Wildfire Response and Readiness             63   \n",
+      "32                        Woodsmoke Reduction Program             85   \n",
+      "33                      Active Transportation Program              3   \n",
+      "34                 Workforce Training and Development             14   \n",
+      "35  Affordable Housing and Sustainable Communities...             94   \n",
+      "36          Climate Adaptation and Resiliency Program             17   \n",
+      "37                    Climate Change Research Program             22   \n",
+      "38                             Climate Ready Program              11   \n",
+      "\n",
+      "    avg_ghg_efficiency  dac_rate  avg_partners  total_funding  \n",
+      "0             0.072917  0.010417      0.250000   1.224242e+08  \n",
+      "1             0.066094  0.440761      0.000000   5.247043e+07  \n",
+      "2             0.027211  0.000000      0.000000   2.094100e+08  \n",
+      "3             0.002597  0.092208      0.127273   7.787979e+08  \n",
+      "4             0.001898  0.917273      0.000000   1.583588e+08  \n",
+      "5             0.000000  0.000000      0.000000   8.680291e+06  \n",
+      "6             0.000000  0.053111      0.028832   3.474239e+08  \n",
+      "7             0.000000  0.000000      0.000000   2.667413e+06  \n",
+      "8             0.000000  0.000000      0.000193   5.295232e+08  \n",
+      "9             0.000000  0.081081      0.135135   9.250430e+06  \n",
+      "10            0.000000  0.000000      0.003333   5.962741e+08  \n",
+      "11            0.000000  0.000000      0.000000   1.000001e+06  \n",
+      "12            0.000000  0.000000      0.142857   1.177915e+08  \n",
+      "13            0.000000  0.000000      0.002577   1.051691e+08  \n",
+      "14            0.000000  0.000000      0.000000   2.540456e+08  \n",
+      "15            0.000000  0.000000      0.000000   2.442836e+07  \n",
+      "16            0.000000  0.000000      0.000000   1.250000e+07  \n",
+      "17            0.000000  0.370603      0.004289   1.840180e+09  \n",
+      "18            0.000000  0.000000      0.000000   3.903695e+06  \n",
+      "19            0.000000  0.000000      0.000000   6.244191e+06  \n",
+      "20            0.000000  0.000000      0.000000   9.500000e+06  \n",
+      "21            0.000000  0.000000      0.356436   1.206498e+08  \n",
+      "22            0.000000  0.000000      0.025696   5.655802e+07  \n",
+      "23            0.000000  0.000000      0.084856   4.716136e+07  \n",
+      "24            0.000000  0.000000      0.000000   2.027377e+08  \n",
+      "25            0.000000  0.184397      0.170213   8.145985e+08  \n",
+      "26            0.000000  0.000000      0.000000   2.560940e+06  \n",
+      "27            0.000000  0.183369      0.000000   5.919797e+07  \n",
+      "28            0.000000  0.183908      0.000000   1.387790e+08  \n",
+      "29            0.000000  0.089844      0.074219   1.185714e+08  \n",
+      "30            0.000000  0.000000      0.000000   1.617130e+07  \n",
+      "31            0.000000  0.000000      0.000000   3.103736e+07  \n",
+      "32            0.000000  0.000000      0.000000   7.895909e+06  \n",
+      "33            0.000000  0.666667      0.000000   1.000000e+07  \n",
+      "34            0.000000  0.000000      0.000000   1.000000e+06  \n",
+      "35            0.000000  0.159574      0.021277   1.211578e+09  \n",
+      "36            0.000000  0.000000      0.058824   1.257480e+07  \n",
+      "37            0.000000  0.000000      0.136364   3.063090e+07  \n",
+      "38            0.000000  0.000000      0.454545   1.271824e+07  \n",
+      "\n",
+      "Temporal Analysis:\n",
+      "     year  project_count  avg_ghg_efficiency  dac_rate  avg_partners  \\\n",
+      "0  2015.0             69        7.156804e-06  0.367245      0.000000   \n",
+      "1  2016.0             49        9.112592e-07  0.370971      0.000000   \n",
+      "2  2017.0            226        3.249980e-06  0.371377      0.000000   \n",
+      "3  2018.0            831        5.931791e-04  0.391222      0.000000   \n",
+      "4  2019.0            780        2.114446e-05  0.384766      0.000093   \n",
+      "5  2020.0            859        1.832304e-05  0.389228      0.001306   \n",
+      "6  2021.0           1260        6.299689e-06  0.395332      0.000756   \n",
+      "7  2022.0           1387        1.314323e-05  0.355894      0.000563   \n",
+      "8  2023.0           1008        7.572222e-05  0.131493      0.010155   \n",
+      "9  2024.0            255        0.000000e+00  0.000000      0.001535   \n",
+      "\n",
+      "   total_funding  \n",
+      "0   1.133284e+08  \n",
+      "1   7.820408e+07  \n",
+      "2   3.764004e+08  \n",
+      "3   8.085144e+08  \n",
+      "4   1.111907e+09  \n",
+      "5   1.550148e+09  \n",
+      "6   1.297800e+09  \n",
+      "7   1.336047e+09  \n",
+      "8   1.293982e+09  \n",
+      "9   8.588199e+08  \n",
+      "\n",
+      "Regional Analysis:\n",
+      "      region_type  project_count  avg_ghg_efficiency  dac_rate  avg_partners  \\\n",
+      "0           Other         163864            0.002038  0.390739      0.005242   \n",
+      "1           Urban          30104            0.002325  0.468941      0.006145   \n",
+      "2  Central Valley          73585            0.000693  0.315078      0.003234   \n",
+      "\n",
+      "   total_funding  \n",
+      "0   1.335890e+10  \n",
+      "1   4.108062e+09  \n",
+      "2   5.189634e+09  \n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x1200 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from sqlalchemy import create_engine, text\n",
+    "\n",
+    "# Database configuration\n",
+    "DB_USER = 'postgres'\n",
+    "DB_PASSWORD = 'MandyLinkToby3'\n",
+    "DB_HOST = '192.168.0.74'\n",
+    "DB_PORT = '5432'\n",
+    "DB_NAME = 'calif_equity'\n",
+    "\n",
+    "# Create SQLAlchemy engine\n",
+    "engine = create_engine(f'postgresql://{DB_USER}:{DB_PASSWORD}@{DB_HOST}:{DB_PORT}/{DB_NAME}')\n",
+    "\n",
+    "# ------------------------------\n",
+    "# 1. Collaboration Patterns Analysis\n",
+    "# ------------------------------\n",
+    "collab_query = text(\"\"\"\n",
+    "    SELECT \n",
+    "        p.program_name,\n",
+    "        COUNT(DISTINCT p.project_id) as project_count,\n",
+    "        AVG(p.ghg_efficiency) as avg_ghg_efficiency,\n",
+    "        AVG(CASE WHEN p.dac_benefit THEN 1 ELSE 0 END) as dac_rate,\n",
+    "        AVG(p.partner_count) as avg_partners,\n",
+    "        SUM(p.total_funding) as total_funding\n",
+    "    FROM project_efficiency p\n",
+    "    GROUP BY p.program_name\n",
+    "    ORDER BY avg_ghg_efficiency DESC\n",
+    "\"\"\")\n",
+    "\n",
+    "collab_analysis = pd.read_sql(collab_query, engine)\n",
+    "print(\"Collaboration Analysis:\")\n",
+    "print(collab_analysis)\n",
+    "\n",
+    "# ------------------------------\n",
+    "# 2. Temporal Trends Analysis\n",
+    "# ------------------------------\n",
+    "temporal_query = text(\"\"\"\n",
+    "    SELECT \n",
+    "        EXTRACT(YEAR FROM cp.date_operational) as year,\n",
+    "        COUNT(DISTINCT cp.project_id) as project_count,\n",
+    "        AVG(pe.ghg_efficiency) as avg_ghg_efficiency,\n",
+    "        AVG(CASE WHEN pe.dac_benefit THEN 1 ELSE 0 END) as dac_rate,\n",
+    "        AVG(pe.partner_count) as avg_partners,\n",
+    "        SUM(DISTINCT pe.total_funding) as total_funding\n",
+    "    FROM project_efficiency pe\n",
+    "    JOIN cci_projects cp ON pe.project_id = cp.project_id\n",
+    "    WHERE cp.date_operational BETWEEN '2015-01-01' AND '2024-12-31'\n",
+    "    GROUP BY EXTRACT(YEAR FROM cp.date_operational)\n",
+    "    ORDER BY year\n",
+    "\"\"\")\n",
+    "\n",
+    "temporal_analysis = pd.read_sql(temporal_query, engine)\n",
+    "print(\"\\nTemporal Analysis:\")\n",
+    "print(temporal_analysis)\n",
+    "\n",
+    "# ------------------------------\n",
+    "# 3. Regional Efficiency Analysis\n",
+    "# ------------------------------\n",
+    "# Here we replace DISTINCT ON with a GROUP BY in the CTE\n",
+    "regional_query = text(\"\"\"\n",
+    "    WITH distinct_projects AS (\n",
+    "        SELECT\n",
+    "            pe.project_id,\n",
+    "            pe.ghg_efficiency,\n",
+    "            pe.dac_benefit,\n",
+    "            pe.partner_count,\n",
+    "            pe.total_funding,\n",
+    "            cp.county\n",
+    "        FROM project_efficiency pe\n",
+    "        JOIN cci_projects cp ON pe.project_id = cp.project_id\n",
+    "        WHERE cp.county NOT LIKE '%,%'\n",
+    "        GROUP BY pe.project_id, pe.ghg_efficiency, pe.dac_benefit, pe.partner_count, pe.total_funding, cp.county\n",
+    "    )\n",
+    "    SELECT \n",
+    "        CASE \n",
+    "            WHEN county IN ('Los Angeles', 'San Francisco', 'Alameda', 'San Diego', 'Orange')\n",
+    "                THEN 'Urban'\n",
+    "            WHEN county IN ('Fresno', 'Kern', 'Kings', 'Madera', 'Merced', 'San Joaquin', 'Stanislaus', 'Tulare')\n",
+    "                THEN 'Central Valley'\n",
+    "            ELSE 'Other'\n",
+    "        END as region_type,\n",
+    "        COUNT(*) as project_count,\n",
+    "        AVG(ghg_efficiency) as avg_ghg_efficiency,\n",
+    "        AVG(CASE WHEN dac_benefit THEN 1 ELSE 0 END) as dac_rate,\n",
+    "        AVG(partner_count) as avg_partners,\n",
+    "        SUM(total_funding) as total_funding\n",
+    "    FROM distinct_projects\n",
+    "    GROUP BY \n",
+    "        CASE \n",
+    "            WHEN county IN ('Los Angeles', 'San Francisco', 'Alameda', 'San Diego', 'Orange')\n",
+    "                THEN 'Urban'\n",
+    "            WHEN county IN ('Fresno', 'Kern', 'Kings', 'Madera', 'Merced', 'San Joaquin', 'Stanislaus', 'Tulare')\n",
+    "                THEN 'Central Valley'\n",
+    "            ELSE 'Other'\n",
+    "        END\n",
+    "\"\"\")\n",
+    "\n",
+    "regional_analysis = pd.read_sql(regional_query, engine)\n",
+    "print(\"\\nRegional Analysis:\")\n",
+    "print(regional_analysis)\n",
+    "\n",
+    "# ------------------------------\n",
+    "# 4. Create Visualizations\n",
+    "# ------------------------------\n",
+    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(15, 12))\n",
+    "\n",
+    "# 4a. Temporal trends: Efficiency and DAC Rate over time\n",
+    "if not temporal_analysis.empty:\n",
+    "    sns.lineplot(data=temporal_analysis, x='year', y='avg_ghg_efficiency', marker=\"o\", ax=ax1, label='GHG Efficiency')\n",
+    "    sns.lineplot(data=temporal_analysis, x='year', y='dac_rate', marker=\"o\", ax=ax1, label='DAC Rate')\n",
+    "    ax1.set_title('Efficiency and Equity Over Time')\n",
+    "    ax1.set_ylabel('Rate')\n",
+    "    ax1.legend()\n",
+    "\n",
+    "# 4b. Total funding by region (bar chart)\n",
+    "if not regional_analysis.empty:\n",
+    "    regional_analysis.plot(kind='bar', x='region_type', y='total_funding', ax=ax2)\n",
+    "    ax2.set_title('Total Funding by Region')\n",
+    "    ax2.set_ylabel('Total Funding ($)')\n",
+    "\n",
+    "# 4c. Top 10 Programs by GHG Efficiency (bar chart)\n",
+    "if not collab_analysis.empty:\n",
+    "    top_programs = collab_analysis.nlargest(10, 'avg_ghg_efficiency')\n",
+    "    top_programs.plot(kind='bar', x='program_name', y=['avg_ghg_efficiency', 'dac_rate'], ax=ax3)\n",
+    "    ax3.set_title('Top 10 Programs by GHG Efficiency')\n",
+    "    ax3.set_ylabel('Rate')\n",
+    "    plt.setp(ax3.xaxis.get_majorticklabels(), rotation=45, ha='right')\n",
+    "\n",
+    "# 4d. Scatter plot: Partners vs Efficiency (using temporal analysis averages)\n",
+    "if not temporal_analysis.empty:\n",
+    "    sns.scatterplot(data=temporal_analysis, x='avg_partners', y='avg_ghg_efficiency', ax=ax4)\n",
+    "    ax4.set_title('Partnership Size vs Efficiency')\n",
+    "    ax4.set_ylabel('GHG Efficiency')\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Revised view 'project_efficiency' created successfully.\n",
+      "\n",
+      "Collaboration Analysis:\n",
+      "                                         program_name  project_count  \\\n",
+      "0   Sustainable Agricultural Lands Conservation Pr...             96   \n",
+      "1                             Water-Energy Efficiency             35   \n",
+      "2                               Forest Health Program            147   \n",
+      "3     Fluorinated Gases Emission Reduction Incentives             15   \n",
+      "4                  Wetlands and Watershed Restoration              8   \n",
+      "5                  Food Production Investment Program             56   \n",
+      "6                 Low-Carbon Fuels Production Program              4   \n",
+      "7                         Woodsmoke Reduction Program             85   \n",
+      "8                           Climate Smart Agriculture           1318   \n",
+      "9            Renewable Energy for Agriculture Program             45   \n",
+      "10                                    Waste Diversion            121   \n",
+      "11         Transit and Intercity Rail Capital Program             52   \n",
+      "12          Climate Adaptation and Resiliency Program             17   \n",
+      "13                  Low-Income Weatherization Program             51   \n",
+      "14              Low Carbon Transit Operations Program            770   \n",
+      "15         Training and Workforce Development Program            766   \n",
+      "16                          Low Carbon Transportation            129   \n",
+      "17  Affordable Housing and Sustainable Communities...             94   \n",
+      "18  Funding Agricultural Replacement Measures for ...             30   \n",
+      "19                           Community Air Protection            222   \n",
+      "20               Urban and Community Forestry Program            115   \n",
+      "21                 Transformative Climate Communities             99   \n",
+      "22                             Urban Greening Program             88   \n",
+      "23                  Forest Carbon Plan Implementation            388   \n",
+      "24                      Active Transportation Program              3   \n",
+      "25                 Workforce Training and Development             14   \n",
+      "26             SB 1383 Local Assistance Grant Program            467   \n",
+      "27                  Regional Forest and Fire Capacity              7   \n",
+      "28       Prescribed Fire and Smoke Monitoring Program             51   \n",
+      "29                       Low-Carbon Economy Workforce             30   \n",
+      "30             Transition to a Carbon-Neutral Economy              2   \n",
+      "31                            Fire Prevention Program            600   \n",
+      "32    Community Assistance for Climate Equity Program             33   \n",
+      "33                        Coastal Resilience Planning             17   \n",
+      "34                        Climate Resilience Planning             74   \n",
+      "35                             Climate Ready Program              11   \n",
+      "36                    Wildfire Response and Readiness             63   \n",
+      "37                    Climate Change Research Program             22   \n",
+      "38            Safe and Affordable Drinking Water Fund             67   \n",
+      "\n",
+      "    avg_ghg_efficiency  dac_rate  avg_partners  total_funding  \n",
+      "0             0.197503  0.010417      0.250000   1.224242e+08  \n",
+      "1             0.106412  0.440761      0.000000   5.247043e+07  \n",
+      "2             0.048451  0.000000      0.000000   2.094100e+08  \n",
+      "3             0.045904  0.000000      0.000000   1.000001e+06  \n",
+      "4             0.038846  0.000000      0.000000   1.617130e+07  \n",
+      "5             0.030755  0.000000      0.142857   1.177915e+08  \n",
+      "6             0.022624  0.000000      0.000000   1.250000e+07  \n",
+      "7             0.019091  0.000000      0.000000   7.895909e+06  \n",
+      "8             0.017551  0.053111      0.028832   3.474239e+08  \n",
+      "9             0.013892  0.000000      0.000000   9.500000e+06  \n",
+      "10            0.012955  0.089844      0.074219   1.185714e+08  \n",
+      "11            0.011464  0.184397      0.170213   8.145985e+08  \n",
+      "12            0.007972  0.000000      0.058824   1.257480e+07  \n",
+      "13            0.007745  0.917273      0.000000   1.583588e+08  \n",
+      "14            0.006353  0.092208      0.127273   7.787979e+08  \n",
+      "15            0.002897  0.000000      0.084856   4.716136e+07  \n",
+      "16            0.002855  0.370603      0.004289   1.840180e+09  \n",
+      "17            0.001692  0.159574      0.021277   1.211578e+09  \n",
+      "18            0.001328  0.000000      0.000000   2.540456e+08  \n",
+      "19            0.000681  0.000000      0.000193   5.295232e+08  \n",
+      "20            0.000514  0.183369      0.000000   5.919797e+07  \n",
+      "21            0.000504  0.000000      0.000000   2.027377e+08  \n",
+      "22            0.000303  0.183908      0.000000   1.387790e+08  \n",
+      "23            0.000046  0.000000      0.002577   1.051691e+08  \n",
+      "24            0.000007  0.666667      0.000000   1.000000e+07  \n",
+      "25            0.000000  0.000000      0.000000   1.000000e+06  \n",
+      "26            0.000000  0.000000      0.025696   5.655802e+07  \n",
+      "27            0.000000  0.000000      0.000000   6.244191e+06  \n",
+      "28            0.000000  0.000000      0.000000   3.903695e+06  \n",
+      "29            0.000000  0.000000      0.000000   2.442836e+07  \n",
+      "30            0.000000  0.000000      0.000000   2.560940e+06  \n",
+      "31            0.000000  0.000000      0.003333   5.962741e+08  \n",
+      "32            0.000000  0.081081      0.135135   9.250430e+06  \n",
+      "33            0.000000  0.000000      0.000000   2.667413e+06  \n",
+      "34            0.000000  0.000000      0.000000   8.680291e+06  \n",
+      "35            0.000000  0.000000      0.454545   1.271824e+07  \n",
+      "36            0.000000  0.000000      0.000000   3.103736e+07  \n",
+      "37            0.000000  0.000000      0.136364   3.063090e+07  \n",
+      "38           -0.000109  0.000000      0.356436   1.206498e+08  \n",
+      "\n",
+      "Temporal Analysis:\n",
+      "     year  project_count  avg_ghg_efficiency  dac_rate  avg_partners  \\\n",
+      "0  2015.0             69            0.003156  0.367245      0.000000   \n",
+      "1  2016.0             49            0.003133  0.370971      0.000000   \n",
+      "2  2017.0            226            0.003034  0.371377      0.000000   \n",
+      "3  2018.0            831            0.003615  0.391222      0.000000   \n",
+      "4  2019.0            780            0.003331  0.384766      0.000093   \n",
+      "5  2020.0            859            0.003275  0.389228      0.001306   \n",
+      "6  2021.0           1260            0.003009  0.395332      0.000756   \n",
+      "7  2022.0           1387            0.002783  0.355894      0.000563   \n",
+      "8  2023.0           1008            0.001490  0.131493      0.010155   \n",
+      "9  2024.0            255            0.000551  0.000000      0.001535   \n",
+      "\n",
+      "   total_funding  \n",
+      "0   1.133284e+08  \n",
+      "1   7.820408e+07  \n",
+      "2   3.764004e+08  \n",
+      "3   8.085144e+08  \n",
+      "4   1.111907e+09  \n",
+      "5   1.550148e+09  \n",
+      "6   1.297800e+09  \n",
+      "7   1.336047e+09  \n",
+      "8   1.293982e+09  \n",
+      "9   8.588199e+08  \n",
+      "\n",
+      "Regional Analysis:\n",
+      "      region_type  project_count  avg_ghg_efficiency  dac_rate  avg_partners  \\\n",
+      "0  Central Valley         153140            0.003104  0.309952      0.001920   \n",
+      "1           Other         486362            0.004464  0.359687      0.002161   \n",
+      "2           Urban          71853            0.006905  0.402266      0.003131   \n",
+      "\n",
+      "   total_funding  \n",
+      "0   7.882630e+09  \n",
+      "1   2.368803e+10  \n",
+      "2   5.452720e+09  \n"
+     ]
+    },
+    {
+     "data": {
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+      "text/plain": [
+       "<Figure size 1500x1200 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from sqlalchemy import create_engine, text\n",
+    "\n",
+    "# Database configuration\n",
+    "DB_USER = 'postgres'\n",
+    "DB_PASSWORD = 'MandyLinkToby3'\n",
+    "DB_HOST = '192.168.0.74'\n",
+    "DB_PORT = '5432'\n",
+    "DB_NAME = 'calif_equity'\n",
+    "\n",
+    "# Create SQLAlchemy engine\n",
+    "engine = create_engine(f'postgresql://{DB_USER}:{DB_PASSWORD}@{DB_HOST}:{DB_PORT}/{DB_NAME}')\n",
+    "\n",
+    "# ------------------------------\n",
+    "# (Re)create the project_efficiency view with improved partner count and funding casting\n",
+    "# ------------------------------\n",
+    "revised_view_sql = text(\"\"\"\n",
+    "DROP VIEW IF EXISTS project_efficiency CASCADE;\n",
+    "CREATE VIEW project_efficiency AS\n",
+    "SELECT \n",
+    "    p.project_id,\n",
+    "    p.program_name,\n",
+    "    p.agency_name,\n",
+    "    CAST(p.total_funding AS numeric) AS total_funding,\n",
+    "    p.ghg_reduction,\n",
+    "    p.dac_benefit,\n",
+    "    -- Use TRIM and string_to_array to count partners reliably.\n",
+    "    CASE \n",
+    "        WHEN trim(p.project_partners) = '' THEN 0\n",
+    "        ELSE array_length(string_to_array(trim(p.project_partners), ','), 1)\n",
+    "    END AS partner_count,\n",
+    "    CASE \n",
+    "        WHEN CAST(p.total_funding AS numeric) > 0 THEN p.ghg_reduction / CAST(p.total_funding AS numeric)\n",
+    "        ELSE 0 \n",
+    "    END AS ghg_efficiency,\n",
+    "    c.ci_score AS ces_score\n",
+    "FROM cci_projects p\n",
+    "LEFT JOIN ces_data c ON cast(p.census_tract as text) = cast(c.tract_id as text);\n",
+    "\"\"\")\n",
+    "with engine.begin() as conn:\n",
+    "    conn.execute(revised_view_sql)\n",
+    "print(\"Revised view 'project_efficiency' created successfully.\")\n",
+    "\n",
+    "# ------------------------------\n",
+    "# 1. Collaboration Patterns Analysis\n",
+    "# ------------------------------\n",
+    "collab_query = text(\"\"\"\n",
+    "    SELECT \n",
+    "        p.program_name,\n",
+    "        COUNT(DISTINCT p.project_id) as project_count,\n",
+    "        AVG(p.ghg_efficiency) as avg_ghg_efficiency,\n",
+    "        AVG(CASE WHEN p.dac_benefit THEN 1 ELSE 0 END) as dac_rate,\n",
+    "        AVG(p.partner_count) as avg_partners,\n",
+    "        SUM(p.total_funding) as total_funding\n",
+    "    FROM project_efficiency p\n",
+    "    GROUP BY p.program_name\n",
+    "    ORDER BY avg_ghg_efficiency DESC\n",
+    "\"\"\")\n",
+    "collab_analysis = pd.read_sql(collab_query, engine)\n",
+    "print(\"\\nCollaboration Analysis:\")\n",
+    "print(collab_analysis)\n",
+    "\n",
+    "# ------------------------------\n",
+    "# 2. Temporal Trends Analysis\n",
+    "# ------------------------------\n",
+    "temporal_query = text(\"\"\"\n",
+    "    SELECT \n",
+    "        EXTRACT(YEAR FROM cp.date_operational) as year,\n",
+    "        COUNT(DISTINCT cp.project_id) as project_count,\n",
+    "        AVG(pe.ghg_efficiency) as avg_ghg_efficiency,\n",
+    "        AVG(CASE WHEN pe.dac_benefit THEN 1 ELSE 0 END) as dac_rate,\n",
+    "        AVG(pe.partner_count) as avg_partners,\n",
+    "        SUM(DISTINCT pe.total_funding) as total_funding\n",
+    "    FROM project_efficiency pe\n",
+    "    JOIN cci_projects cp ON pe.project_id = cp.project_id\n",
+    "    WHERE cp.date_operational BETWEEN '2015-01-01' AND '2024-12-31'\n",
+    "    GROUP BY EXTRACT(YEAR FROM cp.date_operational)\n",
+    "    ORDER BY year\n",
+    "\"\"\")\n",
+    "temporal_analysis = pd.read_sql(temporal_query, engine)\n",
+    "print(\"\\nTemporal Analysis:\")\n",
+    "print(temporal_analysis)\n",
+    "\n",
+    "# ------------------------------\n",
+    "# 3. Regional Efficiency Analysis\n",
+    "# ------------------------------\n",
+    "# Using GROUP BY in a CTE to ensure one record per project\n",
+    "regional_query = text(\"\"\"\n",
+    "    WITH distinct_projects AS (\n",
+    "        SELECT\n",
+    "            pe.project_id,\n",
+    "            pe.ghg_efficiency,\n",
+    "            pe.dac_benefit,\n",
+    "            pe.partner_count,\n",
+    "            pe.total_funding,\n",
+    "            cp.county\n",
+    "        FROM project_efficiency pe\n",
+    "        JOIN cci_projects cp ON pe.project_id = cp.project_id\n",
+    "        WHERE cp.county NOT LIKE '%,%'\n",
+    "        GROUP BY pe.project_id, pe.ghg_efficiency, pe.dac_benefit, pe.partner_count, pe.total_funding, cp.county\n",
+    "    )\n",
+    "    SELECT \n",
+    "        CASE \n",
+    "            WHEN county IN ('Los Angeles', 'San Francisco', 'Alameda', 'San Diego', 'Orange')\n",
+    "                THEN 'Urban'\n",
+    "            WHEN county IN ('Fresno', 'Kern', 'Kings', 'Madera', 'Merced', 'San Joaquin', 'Stanislaus', 'Tulare')\n",
+    "                THEN 'Central Valley'\n",
+    "            ELSE 'Other'\n",
+    "        END as region_type,\n",
+    "        COUNT(*) as project_count,\n",
+    "        AVG(ghg_efficiency) as avg_ghg_efficiency,\n",
+    "        AVG(CASE WHEN dac_benefit THEN 1 ELSE 0 END) as dac_rate,\n",
+    "        AVG(partner_count) as avg_partners,\n",
+    "        SUM(total_funding) as total_funding\n",
+    "    FROM distinct_projects\n",
+    "    GROUP BY \n",
+    "        CASE \n",
+    "            WHEN county IN ('Los Angeles', 'San Francisco', 'Alameda', 'San Diego', 'Orange')\n",
+    "                THEN 'Urban'\n",
+    "            WHEN county IN ('Fresno', 'Kern', 'Kings', 'Madera', 'Merced', 'San Joaquin', 'Stanislaus', 'Tulare')\n",
+    "                THEN 'Central Valley'\n",
+    "            ELSE 'Other'\n",
+    "        END\n",
+    "\"\"\")\n",
+    "regional_analysis = pd.read_sql(regional_query, engine)\n",
+    "print(\"\\nRegional Analysis:\")\n",
+    "print(regional_analysis)\n",
+    "\n",
+    "# ------------------------------\n",
+    "# 4. Create Visualizations\n",
+    "# ------------------------------\n",
+    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(15, 12))\n",
+    "\n",
+    "# 4a. Temporal trends: Efficiency and DAC Rate over time\n",
+    "if not temporal_analysis.empty:\n",
+    "    sns.lineplot(data=temporal_analysis, x='year', y='avg_ghg_efficiency', marker=\"o\", ax=ax1, label='GHG Efficiency')\n",
+    "    sns.lineplot(data=temporal_analysis, x='year', y='dac_rate', marker=\"o\", ax=ax1, label='DAC Rate')\n",
+    "    ax1.set_title('Efficiency and Equity Over Time')\n",
+    "    ax1.set_ylabel('Rate')\n",
+    "    ax1.legend()\n",
+    "\n",
+    "# 4b. Total funding by region (bar chart)\n",
+    "if not regional_analysis.empty:\n",
+    "    regional_analysis.plot(kind='bar', x='region_type', y='total_funding', ax=ax2)\n",
+    "    ax2.set_title('Total Funding by Region')\n",
+    "    ax2.set_ylabel('Total Funding ($)')\n",
+    "\n",
+    "# 4c. Top 10 Programs by GHG Efficiency (bar chart)\n",
+    "if not collab_analysis.empty:\n",
+    "    top_programs = collab_analysis.nlargest(10, 'avg_ghg_efficiency')\n",
+    "    top_programs.plot(kind='bar', x='program_name', y=['avg_ghg_efficiency', 'dac_rate'], ax=ax3)\n",
+    "    ax3.set_title('Top 10 Programs by GHG Efficiency')\n",
+    "    ax3.set_ylabel('Rate')\n",
+    "    plt.setp(ax3.xaxis.get_majorticklabels(), rotation=45, ha='right')\n",
+    "\n",
+    "# 4d. Scatter plot: Partners vs Efficiency (using temporal analysis averages)\n",
+    "if not temporal_analysis.empty:\n",
+    "    sns.scatterplot(data=temporal_analysis, x='avg_partners', y='avg_ghg_efficiency', ax=ax4)\n",
+    "    ax4.set_title('Partnership Size vs Efficiency')\n",
+    "    ax4.set_ylabel('GHG Efficiency')\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv",
+   "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": "3.12.7"
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+}