RCT Spillover analysis.ipynb

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   "source": [
    "# Spillover Analysis of Control Groups with and without Treated Neighbors\n",
    "\n",
    "In this analysis, we explore the potential spillover effects among control groups with and without neighbors who received the SBCC treatment. The analysis includes performing t-tests and plotting the results to visualize differences in cooking behaviors over time.\n",
    "\n",
    "## Import Libraries\n",
    "\n",
    "```python\n",
    "import pandas as pd\n",
    "from scipy.stats import ttest_ind\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.formula.api import ols"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd3fd5f8-7a85-4f31-9126-f4727db7f307",
   "metadata": {},
   "source": [
    "### Explanation of the following code:\n",
    "\n",
    "1. **Data Loading**: The dataset is loaded using pandas.\n",
    "2. **Statistical Testing**: A function is defined to perform t-tests for the differences in means between the groups.\n",
    "3. **Visualization**: The results are plotted using bar charts to illustrate mean differences with error bars.\n",
    "4. **ANOVA Analysis**: ANOVA is used to test for statistically significant differences in the outcome variables.\n",
    "\n",
    "This report-style presentation helps clarify each step of the analysis, making it easier to understand the methodology and interpret the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "46d7872b-e35f-4841-910d-ab2c85c02f18",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/kj/2hjk7hzn2qz7f8rsq4mzqnm40000gp/T/ipykernel_62847/1870937404.py:2: DtypeWarning: Columns (84,291,317,325,330,331,342,347,726,729,740,775,1003) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  data = pd.read_csv('final_data.csv')\n"
     ]
    }
   ],
   "source": [
    "# Load the dataset\n",
    "data = pd.read_csv('final_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8a2532af-0587-4f70-865e-e289bbd41650",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "deac762a-0594-4b77-942c-544afde82896",
   "metadata": {},
   "outputs": [],
   "source": [
    "def perform_ttest(group1, group2, variable):\n",
    "    \"\"\"\n",
    "    Perform an independent t-test between two groups for a given variable.\n",
    "\n",
    "    Parameters:\n",
    "    group1: pd.Series\n",
    "        Data for group 1.\n",
    "    group2: pd.Series\n",
    "        Data for group 2.\n",
    "    variable: str\n",
    "        The variable to perform the t-test on.\n",
    "\n",
    "    Returns:\n",
    "    tuple: t-statistic, p-value, mean of group1, mean of group2\n",
    "    \"\"\"\n",
    "    group1_data = data[group1][variable].dropna()\n",
    "    group2_data = data[group2][variable].dropna()\n",
    "    t_stat, p_val = ttest_ind(group1_data, group2_data, equal_var=False)  # assuming unequal variance\n",
    "    return t_stat, p_val, np.mean(group1_data), np.mean(group2_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "82388eeb-6b6c-42d2-9da1-7c1d4dfddc4b",
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   "source": [
    "# Define the variables of interest for analysis\n",
    "variables_of_interest_days = ['diff_G1_days', 'diff_G2_days', 'diff_G3_days', 'diff_G5_days']\n",
    "variables_of_interest_cooked = ['diff_G1_cooked', 'diff_G2_cooked', 'diff_G3_cooked', 'diff_G5_cooked']\n",
    "\n",
    "# Initialize dictionaries to store results\n",
    "results_days = {}\n",
    "results_cooked = {}\n",
    "\n",
    "# Perform t-tests for each variable of interest\n",
    "for variable in variables_of_interest_days:\n",
    "    t_stat, p_val, mean_control, mean_treatment = perform_ttest(\n",
    "        data['control_with_neighbor_500'], data['control_without_neighbor_500'], variable)\n",
    "    results_days[variable] = {\n",
    "        't_stat': t_stat,\n",
    "        'p_val': p_val,\n",
    "        'mean_control_with_neighbor_SBCC': mean_control,\n",
    "        'mean_control_without_neighbor_SBCC': mean_treatment\n",
    "    }\n",
    "\n",
    "for variable in variables_of_interest_cooked:\n",
    "    t_stat, p_val, mean_control, mean_treatment = perform_ttest(\n",
    "        data['control_with_neighbor_500'], data['control_without_neighbor_500'], variable)\n",
    "    results_cooked[variable] = {\n",
    "        't_stat': t_stat,\n",
    "        'p_val': p_val,\n",
    "        'mean_control_with_neighbor_SBCC': mean_control,\n",
    "        'mean_control_without_neighbor_SBCC': mean_treatment\n",
    "    }\n"
   ]
  },
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   "cell_type": "code",
   "execution_count": 40,
   "id": "38bf1225-5527-499d-9c80-81b7900e826e",
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",
      "text/plain": [
       "<Figure size 1400x1600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Extracting results for plotting\n",
    "variables_days = list(results_days.keys())\n",
    "mean_control_with_neighbor_days = [results_days[var]['mean_control_with_neighbor_SBCC'] for var in variables_days]\n",
    "mean_control_without_neighbor_days = [results_days[var]['mean_control_without_neighbor_SBCC'] for var in variables_days]\n",
    "\n",
    "variables_cooked = list(results_cooked.keys())\n",
    "mean_control_with_neighbor_cooked = [results_cooked[var]['mean_control_with_neighbor_SBCC'] for var in variables_cooked]\n",
    "mean_control_without_neighbor_cooked = [results_cooked[var]['mean_control_without_neighbor_SBCC'] for var in variables_cooked]\n",
    "\n",
    "x_days = np.arange(len(variables_days))  # the label locations\n",
    "x_cooked = np.arange(len(variables_cooked))  # the label locations\n",
    "width = 0.35  # the width of the bars\n",
    "\n",
    "fig, axs = plt.subplots(2, 1, figsize=(14, 16))\n",
    "\n",
    "# Plot for 'days' variables\n",
    "bars1 = axs[0].bar(x_days - width/2, mean_control_with_neighbor_days, width, label='Control with Neighbor SBCC')\n",
    "bars2 = axs[0].bar(x_days + width/2, mean_control_without_neighbor_days, width, label='Control without Neighbor SBCC')\n",
    "\n",
    "# Adding error bars\n",
    "def add_error_bars(ax, bars, group_mask, variables):\n",
    "    \"\"\"\n",
    "    Add error bars to the bars in a bar plot.\n",
    "\n",
    "    Parameters:\n",
    "    ax: plt.Axes\n",
    "        The axes to add the error bars to.\n",
    "    bars: plt.BarContainer\n",
    "        The bars to add the error bars to.\n",
    "    group_mask: pd.Series\n",
    "        A boolean mask for selecting the data corresponding to the bars.\n",
    "    variables: list of str\n",
    "        The variables corresponding to the bars.\n",
    "    \"\"\"\n",
    "    for bar, variable in zip(bars, variables):\n",
    "        group_data = data[group_mask][variable].dropna()\n",
    "        error = group_data.std() / np.sqrt(len(group_data))\n",
    "        ax.errorbar(bar.get_x() + bar.get_width() / 2, bar.get_height(), yerr=error, capsize=5, color='black')\n",
    "\n",
    "add_error_bars(axs[0], bars1, data['control_with_neighbor_500'], variables_days)\n",
    "add_error_bars(axs[0], bars2, data['control_without_neighbor_500'], variables_days)\n",
    "\n",
    "# Add some text for labels, title and custom x-axis tick labels, etc.\n",
    "axs[0].set_xlabel('Outcome Variables (Days)', fontsize=14)\n",
    "axs[0].set_ylabel('Mean Difference', fontsize=14)\n",
    "axs[0].set_title('Mean Differences in Outcome Variables (Days) by Neighbor SBCC Status among Controls', fontsize=16)\n",
    "axs[0].set_xticks(x_days)\n",
    "axs[0].set_xticklabels([var.replace('_', ' ') for var in variables_days], rotation=45, ha=\"right\", fontsize=12)\n",
    "axs[0].legend()\n",
    "\n",
    "# Adding value labels on the bars\n",
    "def add_value_labels(ax, bars):\n",
    "     \"\"\"\n",
    "    Add value labels on the bars.\n",
    "\n",
    "    Parameters:\n",
    "    ax: plt.Axes\n",
    "        The axes to add the value labels to.\n",
    "    bars: plt.BarContainer\n",
    "        The bars to add the value labels to.\n",
    "    \"\"\"\n",
    "    for bar in bars:\n",
    "        height = bar.get_height()\n",
    "        ax.annotate(f'{height:.2f}',\n",
    "                    xy=(bar.get_x() + bar.get_width() / 2, height),\n",
    "                    xytext=(0, 3),  # 3 points vertical offset\n",
    "                    textcoords=\"offset points\",\n",
    "                    ha='center', va='bottom')\n",
    "\n",
    "add_value_labels(axs[0], bars1)\n",
    "add_value_labels(axs[0], bars2)\n",
    "\n",
    "# Plot for 'cooked' variables\n",
    "bars3 = axs[1].bar(x_cooked - width/2, mean_control_with_neighbor_cooked, width, label='Control with Neighbor SBCC')\n",
    "bars4 = axs[1].bar(x_cooked + width/2, mean_control_without_neighbor_cooked, width, label='Control without Neighbor SBCC')\n",
    "\n",
    "add_error_bars(axs[1], bars3, data['control_with_neighbor_500'], variables_cooked)\n",
    "add_error_bars(axs[1], bars4, data['control_without_neighbor_500'], variables_cooked)\n",
    "\n",
    "# Add some text for labels, title and custom x-axis tick labels, etc.\n",
    "axs[1].set_xlabel('Outcome Variables (Cooked)', fontsize=14)\n",
    "axs[1].set_ylabel('Mean Difference', fontsize=14)\n",
    "axs[1].set_title('Mean Differences in Outcome Variables (Cooked) by Neighbor SBCC Status among Controls', fontsize=16)\n",
    "axs[1].set_xticks(x_cooked)\n",
    "axs[1].set_xticklabels([var.replace('_', ' ') for var in variables_cooked], rotation=45, ha=\"right\", fontsize=12)\n",
    "axs[1].legend()\n",
    "\n",
    "add_value_labels(axs[1], bars3)\n",
    "add_value_labels(axs[1], bars4)\n",
    "\n",
    "fig.tight_layout()\n",
    "\n",
    "# Legend of the full variable names\n",
    "legend_text = \"\"\"\n",
    "diff_G1_cooked: \"G1 a. Over the previous seven days, have you or someone in the household cooked fresh fish for your household consumption?\"\n",
    "diff_G1_days: \"G1 b. On how many days did you or someone else in the household cook fresh fish for household consumption in the past seven days?\"\n",
    "diff_G2_cooked: \"G2 a. Over the previous seven days, have you or someone in the household cooked tinned fish for your household consumption?\"\n",
    "diff_G2_days: \"G2 b. On how many days did you or someone else in the household cook tinned fish for household consumption in the past seven days?\"\n",
    "diff_G3_cooked: \"G3 a. Over the previous seven days, have you or someone in the household cooked dried fish or smoked fish for your household consumption?\"\n",
    "diff_G3_days: \"G3 b. On how many days did you or someone else in the household cook dried fish or smoked fish for household consumption in the past seven days?\"\n",
    "diff_G5_cooked: \"G5 a. Over the previous seven days, have you or someone in the household cooked seafood for your household consumption?\"\n",
    "diff_G5_days: \"G5 b. On how many days did you or someone else in the household cook seafood for household consumption in the past seven days?\"\n",
    "\"\"\"\n",
    "\n",
    "plt.figtext(0.5, -0.15, legend_text, wrap=True, horizontalalignment='center', fontsize=13, )\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "15aa5664-c738-4ca0-a767-b60d47252cbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the new outcome variables\n",
    "outcome_variables = ['totalfishhhmv2_el', 'seafood_MDD', 'anyfish_EL']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "76daaf53-7d47-4881-9963-ac1a88dc9bab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANOVA Results for totalfishhhmv2_el:\n",
      "                                       sum_sq     df         F    PR(>F)\n",
      "C(control_with_neighbor_500)     1.744862e+03    1.0  0.006785  0.934391\n",
      "C(control_without_neighbor_500)  7.908416e+05    1.0  3.075413  0.080246\n",
      "Residual                         1.033742e+08  402.0       NaN       NaN\n",
      "ANOVA Results for seafood_MDD:\n",
      "                                    sum_sq     df         F    PR(>F)\n",
      "C(control_with_neighbor_500)      0.138504    1.0  1.328386  0.249619\n",
      "C(control_without_neighbor_500)   0.028382    1.0  0.272211  0.602073\n",
      "Residual                         54.530525  523.0       NaN       NaN\n",
      "ANOVA Results for anyfish_EL:\n",
      "                                     sum_sq     df         F    PR(>F)\n",
      "C(control_with_neighbor_500)       0.046189    1.0  0.194553  0.659294\n",
      "C(control_without_neighbor_500)    0.108125    1.0  0.455438  0.499993\n",
      "Residual                         161.200631  679.0       NaN       NaN\n"
     ]
    }
   ],
   "source": [
    "# Restrict data to only relevant groups\n",
    "\n",
    "only_target_data = data[(data['control_with_neighbor_500'] == True) | (data['control_without_neighbor_500'] == True)]\n",
    "\n",
    "# Example ANOVA for one of the new outcome variables\n",
    "for variable in outcome_variables:\n",
    "    model = ols(f'{variable} ~ C(control_with_neighbor_500) + C(control_without_neighbor_500)', data=merged_data).fit()\n",
    "    anova_table = sm.stats.anova_lm(model, typ=2)\n",
    "    print(f'ANOVA Results for {variable}:')\n",
    "    print(anova_table)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "159e5159-6641-4a5d-b873-795990876067",
   "metadata": {},
   "source": [
    "# Summary of ANOVA Test Results\n",
    "\n",
    "This analysis examines the differences in outcome variables between control groups with and without neighbors who received the SBCC treatment.\n",
    "\n",
    "## Key Findings\n",
    "\n",
    "1. **`totalfishhhmv2_el`**:\n",
    "   - **F-statistic for Controls with Neighbor SBCC**: 0.0068, **p-value**: 0.9344\n",
    "   - **F-statistic for Controls without Neighbor SBCC**: 3.0754, **p-value**: 0.0802\n",
    "\n",
    "   *Conclusion*: No statistically significant differences were observed between groups, indicating neighbor treatment status did not significantly affect total fish consumption.\n",
    "\n",
    "2. **`seafood_MDD`**:\n",
    "   - **F-statistic for Controls with Neighbor SBCC**: 1.3284, **p-value**: 0.2496\n",
    "   - **F-statistic for Controls without Neighbor SBCC**: 0.2722, **p-value**: 0.6021\n",
    "\n",
    "   *Conclusion*: There are no significant differences in seafood diversity scores based on the SBCC status of neighbors.\n",
    "\n",
    "3. **`anyfish_EL`**:\n",
    "   - **F-statistic for Controls with Neighbor SBCC**: 0.1946, **p-value**: 0.6593\n",
    "   - **F-statistic for Controls without Neighbor SBCC**: 0.4554, **p-value**: 0.5000\n",
    "\n",
    "   *Conclusion*: No significant differences were found in fish consumption between groups with or without treated neighbors.\n",
    "\n",
    "## Overall Conclusion\n",
    "\n",
    "The ANOVA results suggest that the presence of neighbors who received SBCC treatment does not significantly impact the fish and seafood consumption behaviors of control households. This indicates a lack of observable spillover effects based on the variables studied.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7985c22b-bae3-4054-b106-d8e255d234b5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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