diff --git a/analysis/new analysis Aug 2025/analayis11_2020_nooutliers.ipynb b/analysis/new analysis Aug 2025/analayis11_2020_nooutliers.ipynb index 8c79ba9..2d5cadd 100644 --- a/analysis/new analysis Aug 2025/analayis11_2020_nooutliers.ipynb +++ b/analysis/new analysis Aug 2025/analayis11_2020_nooutliers.ipynb @@ -1688,66 +1688,102 @@ "id": "bcd6ba5b", "metadata": {}, "source": [ - "Methods\n", - "Data and sample\n", + "# Methods\n", "\n", - "Source: incident-level Colorado spills dataset (spatial fields preserved); analysis restricted to discovery dates from 2015–2024 and to the three counties with the largest number of spills (top‑3 counties), consistent with the study focus.\n", - "Outcome: report_delay, defined as days between Date of Discovery and Initial Report Date (non‑negative). Outliers were removed using the interquartile range (IQR) rule with the lower bound truncated to zero (lower = max(0, Q1 − 1.5·IQR); upper = Q3 + 1.5·IQR).\n", - "Key covariates: Spill Type (Historical vs Recent), Period (Before 2020 vs 2020 and After), and rurality classified from RUCA codes (Urban, Suburban, Rural). Analyses drop observations with Unknown RUCA.\n", - "Modeling approach\n", + "## Data and Sample\n", "\n", - "Primary model: Poisson generalized linear model (log link) with full three‑way interaction: report_delay ~ C(spill_type) * C(Period) * C(rurality).\n", - "The three‑way interaction allows separate predicted means for each SpillType × Period × rurality cell.\n", - "Inference and contrasts\n", + "- **Source:** Incident-level Colorado spills dataset (spatial fields preserved).\n", + "- **Sample restriction:** Analysis limited to discovery dates from 2015–2024 and the three counties with the largest number of spills (top‑3 counties), consistent with study focus.\n", + "- **Outcome:** `report_delay`, defined as days between Date of Discovery and Initial Report Date (non‑negative).\n", + "- **Outlier removal:** Used the interquartile range (IQR) rule with lower bound truncated to zero (`lower = max(0, Q1 − 1.5·IQR)`, `upper = Q3 + 1.5·IQR`).\n", + "- **Key covariates:** \n", + " - Spill Type (Historical vs Recent)\n", + " - Period (Before 2020 vs 2020 and After)\n", + " - Rurality classified from RUCA codes (Urban, Suburban, Rural)\n", + "- **Exclusions:** Observations with Unknown RUCA were dropped.\n", "\n", - "Point predictions: predicted group means on the original scale (days) were obtained from the fitted Poisson model.\n", - "Primary contrasts:\n", - "Period contrasts = predicted mean (Before 2020) − predicted mean (2020 and After) within each SpillType × rurality cell (positive → larger delays before 2020).\n", - "SpillType contrasts = predicted mean (Recent) − predicted mean (Historical) within each Period × rurality cell (positive → Recent > Historical).\n", - "Uncertainty: parametric (model‑based) bootstrap was used as the main uncertainty estimator. Procedure: simulate outcomes Y_sim ∼ Poisson(μ̂) under the fitted model, refit the Poisson to each simulated dataset, compute predicted group means, and take percentiles of the resulting distribution. Final parametric bootstrap used B = 2,000 replications. Two‑sided bootstrap p‑values were computed as 2·min{Pr(diff ≤ 0), Pr(diff ≥ 0)} across draws.\n", - "Sensitivity: (1) attempted Negative Binomial — MLE collapsed toward Poisson (α ≈ 0) and provided unstable estimates; (2) a nonparametric (case) bootstrap (resample rows with replacement) with B = 1,000 was run to check robustness of group CIs.\n", - "Diagnostics and reporting: Pearson chi‑square dispersion reported. All model code used Python (pandas/geopandas, patsy, statsmodels, numpy); results, bootstrap draws, and figures were saved to CSV/PNG for reproducibility.\n", - "Results\n", - "Sample and diagnostics\n", + "## Modeling Approach\n", "\n", - "Final analytic sample: 11,376 observations (after filtering and outlier removal).\n", - "Model diagnostics: Poisson fit produced evidence of underdispersion (Pearson χ2/df ≈ 0.69). Negative Binomial MLE attempts did not stabilize (α→0), so the Poisson specification with bootstrap‑based inference was retained.\n", - "Primary contrasts (bootstrap medians, 95% bootstrap CI, two‑sided bootstrap p)\n", + "- **Primary model:** Poisson generalized linear model (log link) with full three‑way interaction:\n", + " ```\n", + " report_delay ~ C(spill_type) * C(Period) * C(rurality)\n", + " ```\n", + "- **Interpretation:** The three‑way interaction allows separate predicted means for each SpillType × Period × rurality cell.\n", "\n", - "Period contrasts (Before 2020 − 2020 and After). Positive numbers indicate larger predicted delays before 2020 (i.e., delays decreased after 2020).\n", + "## Inference and Contrasts\n", "\n", - "Historical, Urban: median = 0.460 days (95% CI 0.404, 0.517), p < 0.001 — ≈ 11.0 hours (0.460×24).\n", - "Historical, Suburban: median = 0.359 days (95% CI 0.142, 0.579), p = 0.001 — ≈ 8.6 hours.\n", - "Historical, Rural: median = 0.275 days (95% CI 0.145, 0.402), p < 0.001 — ≈ 6.6 hours.\n", - "Recent, Urban: median = 0.299 days (95% CI 0.222, 0.375), p < 0.001 — ≈ 7.2 hours.\n", - "Recent, Suburban: median = 0.238 days (95% CI 0.095, 0.388), p < 0.001 — ≈ 5.7 hours.\n", - "Recent, Rural: median = 0.220 days (95% CI 0.160, 0.277), p < 0.001 — ≈ 5.3 hours.\n", - "Interpretation: Across spill types and ruralities, predicted reporting delay fell after 2020 by roughly 0.22–0.46 days (≈5–11 hours). All Period contrasts are statistically robust by bootstrap p‑values.\n", + "- **Point predictions:** Predicted group means (days) obtained from the fitted Poisson model.\n", + "- **Primary contrasts:**\n", + " - **Period contrasts:** Predicted mean (Before 2020) − predicted mean (2020 and After) within each SpillType × rurality cell (positive → larger delays before 2020).\n", + " - **SpillType contrasts:** Predicted mean (Recent) − predicted mean (Historical) within each Period × rurality cell (positive → Recent > Historical).\n", + "- **Uncertainty:** Parametric (model‑based) bootstrap used as the main uncertainty estimator.\n", + " - Simulate outcomes \\( Y_{sim} \\sim \\text{Poisson}(\\hat{\\mu}) \\) under the fitted model.\n", + " - Refit the Poisson to each simulated dataset.\n", + " - Compute predicted group means and take percentiles of the resulting distribution.\n", + " - Final parametric bootstrap used \\( B = 2{,}000 \\) replications.\n", + " - Two‑sided bootstrap p‑values: \\( 2 \\cdot \\min\\{\\Pr(\\text{diff} \\leq 0), \\Pr(\\text{diff} \\geq 0)\\} \\) across draws.\n", + "- **Sensitivity:**\n", + " - Negative Binomial attempts: MLE collapsed toward Poisson (\\( \\alpha \\approx 0 \\)), unstable estimates.\n", + " - Nonparametric (case) bootstrap (resample rows with replacement, \\( B = 1{,}000 \\)) run to check robustness of group CIs.\n", + "- **Diagnostics and reporting:** Pearson chi‑square dispersion reported. All model code used Python (`pandas`, `geopandas`, `patsy`, `statsmodels`, `numpy`). Results, bootstrap draws, and figures saved to CSV/PNG for reproducibility.\n", "\n", - "SpillType contrasts (Recent − Historical). Positive numbers indicate Recent spills have longer predicted delays than Historical spills.\n", + "# Results\n", "\n", - "2020 and After:\n", - "Urban: median = 0.291 days (95% CI 0.244, 0.341), p < 0.001 — ≈ 7.0 hours.\n", - "Suburban: median = 0.144 days (95% CI 0.015, 0.262), p = 0.029 — ≈ 3.5 hours.\n", - "Rural: median = 0.0755 days (95% CI 0.0019, 0.1495), p = 0.045 — ≈ 1.8 hours.\n", - "Before 2020:\n", - "Urban: median = 0.129 days (95% CI 0.050, 0.211), p = 0.002 — ≈ 3.1 hours.\n", - "Suburban: median = 0.0205 days (95% CI −0.222, 0.244), p = 0.85 — not significant.\n", - "Rural: median = 0.0194 days (95% CI −0.0981, 0.1334), p = 0.753 — not significant.\n", - "Interpretation: The Recent vs Historical difference is largest and most consistent in Urban areas (≈3–7 hours depending on period), particularly after 2020. In Suburban and Rural areas the Recent > Historical gap is smaller and often not statistically distinguishable before 2020.\n", + "## Sample and Diagnostics\n", "\n", - "Sensitivity and robustness\n", + "- **Final analytic sample:** 11,376 observations (after filtering and outlier removal).\n", + "- **Model diagnostics:** Poisson fit produced evidence of underdispersion (Pearson χ²/df ≈ 0.69). Negative Binomial MLE attempts did not stabilize (\\( \\alpha \\to 0 \\)), so Poisson specification with bootstrap‑based inference was retained.\n", "\n", - "Nonparametric (case) bootstrap (B = 1,000) produced broadly similar group CIs to the parametric bootstrap, supporting the direction and relative magnitude of the reported contrasts (detailed tables and saved draws are available in the repository: parametric and nonparametric bootstrap outputs and CSVs).\n", - "The estimated effects are small in absolute units. Although many contrasts are statistically significant under bootstrap inference, practical significance should be judged relative to policy thresholds (e.g., hours of delay important for response operations).\n", - "Limitations\n", + "## Primary Contrasts (Bootstrap Medians, 95% Bootstrap CI, Two‑Sided Bootstrap p)\n", "\n", - "Model dependence: inference relies on the fitted model and the bootstrap procedure; the dataset showed underdispersion relative to Poisson assumptions. While bootstrap CIs mitigate reliance on analytic SEs, model misspecification could still bias point estimates and uncertainty.\n", - "Small cell counts: several SpillType × Period × rurality cells have small n; estimates and CIs for those cells are less stable and should be interpreted cautiously.\n", - "Multiple comparisons: many contrasts were evaluated and reported p‑values are unadjusted; emphasize effect sizes with CIs rather than lone p‑values in policy reporting.\n", - "Reproducibility\n", + "### Period Contrasts (Before 2020 − 2020 and After)\n", + "*Positive numbers indicate larger predicted delays before 2020 (i.e., delays decreased after 2020).*\n", "\n", - "All code used Python (pandas/geopandas, statsmodels, patsy, numpy, matplotlib). Key outputs (predicted means, bootstrap draws, contrast tables, and figure) were saved to CSV/PNG in the analysis folder for inclusion in supplementary materials." + "| Spill Type | Rurality | Median (days) | 95% CI | p-value | Hours (median × 24) |\n", + "|--------------|-----------|---------------|----------------|---------|---------------------|\n", + "| Historical | Urban | 0.460 | 0.404–0.517 | <0.001 | ≈ 11.0 |\n", + "| Historical | Suburban | 0.359 | 0.142–0.579 | 0.001 | ≈ 8.6 |\n", + "| Historical | Rural | 0.275 | 0.145–0.402 | <0.001 | ≈ 6.6 |\n", + "| Recent | Urban | 0.299 | 0.222–0.375 | <0.001 | ≈ 7.2 |\n", + "| Recent | Suburban | 0.238 | 0.095–0.388 | <0.001 | ≈ 5.7 |\n", + "| Recent | Rural | 0.220 | 0.160–0.277 | <0.001 | ≈ 5.3 |\n", + "\n", + "**Interpretation:** Across spill types and ruralities, predicted reporting delay fell after 2020 by roughly 0.22–0.46 days (≈5–11 hours). All Period contrasts are statistically robust by bootstrap p‑values.\n", + "\n", + "### SpillType Contrasts (Recent − Historical)\n", + "*Positive numbers indicate Recent spills have longer predicted delays than Historical spills.*\n", + "\n", + "#### 2020 and After\n", + "| Rurality | Median (days) | 95% CI | p-value | Hours |\n", + "|-----------|---------------|----------------|---------|-------|\n", + "| Urban | 0.291 | 0.244–0.341 | <0.001 | ≈ 7.0 |\n", + "| Suburban | 0.144 | 0.015–0.262 | 0.029 | ≈ 3.5 |\n", + "| Rural | 0.0755 | 0.0019–0.1495 | 0.045 | ≈ 1.8 |\n", + "\n", + "#### Before 2020\n", + "| Rurality | Median (days) | 95% CI | p-value | Hours |\n", + "|-----------|---------------|----------------|---------|-------|\n", + "| Urban | 0.129 | 0.050–0.211 | 0.002 | ≈ 3.1 |\n", + "| Suburban | 0.0205 | −0.222–0.244 | 0.85 | n.s. |\n", + "| Rural | 0.0194 | −0.0981–0.1334 | 0.753 | n.s. |\n", + "\n", + "**Interpretation:** The Recent vs Historical difference is largest and most consistent in Urban areas (≈3–7 hours depending on period), particularly after 2020. In Suburban and Rural areas the Recent > Historical gap is smaller and often not statistically distinguishable before 2020.\n", + "\n", + "## Sensitivity and Robustness\n", + "\n", + "- **Nonparametric (case) bootstrap (\\( B = 1{,}000 \\))** produced broadly similar group CIs to the parametric bootstrap, supporting the direction and relative magnitude of the reported contrasts (detailed tables and saved draws are available in the repository).\n", + "- **Effect size:** Estimated effects are small in absolute units. Although many contrasts are statistically significant under bootstrap inference, practical significance should be judged relative to policy thresholds (e.g., hours of delay important for response operations).\n", + "\n", + "## Limitations\n", + "\n", + "- **Model dependence:** Inference relies on the fitted model and the bootstrap procedure; the dataset showed underdispersion relative to Poisson assumptions. While bootstrap CIs mitigate reliance on analytic SEs, model misspecification could still bias point estimates and uncertainty.\n", + "- **Small cell counts:** Several SpillType × Period × rurality cells have small n; estimates and CIs for those cells are less stable and should be interpreted cautiously.\n", + "- **Multiple comparisons:** Many contrasts were evaluated and reported p‑values are unadjusted; emphasize effect sizes with CIs rather than lone p‑values in policy reporting.\n", + "\n", + "## Reproducibility\n", + "\n", + "- All code used Python (`pandas`, `geopandas`, `statsmodels`, `patsy`, `numpy`, `matplotlib`).\n", + "- Key outputs (predicted means, bootstrap draws, contrast tables, and figures) were saved to CSV/PNG in the analysis folder for inclusion in supplementary materials." ] }, { @@ -1769,10 +1805,884 @@ { "cell_type": "code", "execution_count": null, - "id": "8817d09c", + "id": "eeed5308", "metadata": {}, "outputs": [], "source": [] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "5a421918", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitted ITS for Historical / Urban: n_months=117, immediate=-0.626 (p=0.002), slope_change=0.0088 (p=0.023)\n" + ] + }, + { + "data": { + "image/png": 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OtVy3c+dOJTU1VQkMDFT8/f2VkSNHKj/99FO9j6m+5672uszMTKvtX3/9tXLBBRcoWq1WCQ4OVpKTk5WPP/7Ycv2+ffuUlJQUJTAwUAkPD1duvfVWZffu3XWeuwULFiiO+JoxGo3K0qVLlf79+yt+fn6Kn5+f0r9/f+WVV15RjEZjvY+xvsdfG9++ffuUa665RgkKClI6dOigzJw5U9Hr9Vb7fv3110q/fv0UPz8/JSkpSXnuueeU9957r87zl5iYqFx++eV17mv48OHK8OHDm3xs+fn5ire3t/LBBx/UuX19r7epU6c2+Nq31fDhwxWg3kvt61ZRTr2+67vUF8tbb72lAMrXX3/d6P1fd911ytChQ+3yWIQQrqFSlCZGkwkhhBDCaWbMmMHBgwf58ccfXR2K0+Tl5dG5c2dWrlwpPRZCeDBJLIQQQgg3kp2dTffu3dmwYQMXXnihq8Nxirlz5/L999+TkZHh6lCEEK0giYUQQgghhBCi1bxcHYAQQgghhBDC80liIYQQQgghhGg1SSyEEEIIIYQQrSaJhRBCCCGEEKLVZIG8ephMJv755x+CgoJQqVSuDkcIIYQQQgiXUBSF0tJSYmNj8fJqvE9CEot6/PPPP8THx7s6DCGEEEIIIdxCTk4OcXFxje4jiUU9goKCAPMTGBwc7OJohBCifSgvLyc2NhYwn+AJCAhwcURCCCFKSkqIj4+3tI8bI4lFPWrLn4KDgyWxEEIIJ1Gr1Zbfg4ODJbEQQgg30pzhATJ4WwghhBBCCNFqklgIIYQQQgghWk0SCyGEEEIIIUSryRgLIYQQbkGlUpGYmGj5XQjhOCaTCYPB4OowhBvw8fGxGuPWGpJYCCGEcAv+/v4cPXrU1WEI0eYZDAYyMzMxmUyuDkW4idDQUKKjo1t9UkcSCyGEEEKIdkJRFHJzc1Gr1cTHxze54Jlo2xRFoaKigoKCAgBiYmJadTxJLDyYoigUFBRQWVmJn58fkZGRUj4ghBBCiAbV1NRQUVFBbGws/v7+rg5HuAGtVgtAQUEBkZGRrSqLksTCQ+Xk5JCRkUFhYSFGoxG1Wk1ERATJycmyargQwiPp9XouuugiADZv3mz5shNC2I/RaARAo9G4OBLhTmqTzOrqakks2pucnBzS09PR6/UEBQXh7e1NTU0Nubm5pKenM2rUKEkuhBAex2Qy8euvv1p+F0I4jlQ4iNPZ6/UghXUeRlEUMjIy0Ov1hIWFodFo8PLyQqPREBYWhl6vJyMjA0VRXB2qEEIIIYRoRySx8DAFBQUUFhYSFBRUJ7tUqVQEBQVRWFhoGYQjhBBCCNGeJCUlsWTJEleHYTee9HgksfAwlZWVGI1GvL3rr2Lz9vbGaDRSWVnp5MiEEEIIIRwrJyeHm2++mdjYWDQaDYmJidx7772cOHHC1aEJJLHwOH5+fqjVampqauq9vqamBrVajZ+fn5MjE0IIIUR7oSgK+fn5ZGVlkZ+f75QS7L/++ovzzjuPQ4cO8fHHH3P48GHeeustNmzYwJAhQ9DpdA6PoT5Go1HGhf2PJBYeJjIykoiICEpLS+u8iRVFobS0lIiICCIjI10UoRBCCCHaspycHNLS0li1ahWrV69m1apVpKWlkZOT49D7veuuu9BoNKSnpzN8+HASEhIYM2YM3333HceOHeORRx6x7FtaWsr1119PQEAAnTp14vXXX7dcpygKjz/+OAkJCfj6+hIbG8s999xjub6qqoo5c+bQqVMnAgICGDx4MBs3brRcv3z5ckJDQ/n666/p3bs3vr6+vPPOO/j5+VFUVGQV87333svFF19s+XvLli0MGzYMrVZLfHw899xzD+Xl5ZbrCwoKGDt2LFqtls6dO/Phhx/a8Rl0PJcmFps3b2bs2LHExsaiUqn48ssvG91/2rRpqFSqOpc+ffpY9nn88cfrXN+zZ08HPxLnUalUJCcno9Vq0el0GAwGTCYTBoMBnU6HVqslOTlZZnsQQnik8PBwwsPDXR2GEKIBtTNT5ubmotVqCQ0NRavVWmamdFRyodPpWLduHXfeeWedqaijo6OZPHkyn3zyieWk6/PPP0///v357bffmDt3Lvfeey/r168H4IsvvuDll1/m3//+N4cOHeLLL7/k7LPPthxv5syZbNu2jZUrV7Jnzx4mTpzI6NGjOXTokGWfiooKnnvuOd555x3++OMPJk+eTGhoKF988YVlH6PRyCeffMLkyZMBOHLkCKNHj+bqq69mz549fPLJJ2zZsoWZM2dabjNt2jRycnL44Ycf+Pzzz3njjTc8atysS6ebLS8vp3///tx8881MmDChyf2XLl3Ks88+a/m7pqaG/v37M3HiRKv9+vTpw3fffWf5u6HxCJ4qPj6eUaNG1VnHIiYmRtaxEEJ4rICAAAoLC10dhhCiAWfOTFl7ErN2ZkqdTkdGRgZxcXF2P8F56NAhFEWhV69e9V7fq1cvTp48afkMufDCC5k7dy4A3bt3Z+vWrbz88stceumlZGdnEx0dTUpKCj4+PiQkJJCcnAxAdnY2y5YtIzs7m9jYWADmzJnD2rVrWbZsGc888wxgXu/hjTfeoH///pYYJk2axEcffcSMGTMA2LBhA0VFRVx99dUALFq0iMmTJzNr1iwAzjrrLF555RWGDx/Om2++SXZ2Nt9++y0ZGRkMGjQIgHfffbfBx+yOXNriHjNmDGPGjGn2/iEhIYSEhFj+/vLLLzl58iTTp0+32s/b25vo6Gi7xemO4uPjiYuLk5W3hRBCCOEUtsxMGRUV5ZAYmjuWY8iQIXX+rp1ZaeLEiSxZsoQuXbowevRoLrvsMsaOHYu3tzd79+7FaDTSvXt3q9tXVVXRsWNHy98ajYZ+/fpZ7TN58mTOP/98/vnnH2JjY/nwww+5/PLLCQ0NBWD37t3s2bPHqrxJURRMJhOZmZkcPHgQb29vBg4caLm+Z8+eltt7Ao8+lf/uu++SkpJCYmKi1fZDhw4RGxuLn58fQ4YMYdGiRSQkJLgoSsdRqVQOe+MKIYQQQpzOlTNTduvWDZVKxf79+xk/fnyd6/fv30+HDh2IiIho8ljx8fEcOHCA7777jvXr13PnnXfy/PPPs2nTJsrKylCr1ezYsaPOCtSBgYGW37VabZ3katCgQXTt2pWVK1dyxx13sGrVKpYvX265vqysjH/9619W4zlqJSQkcPDgwSZjd3cem1j8888/fPvtt3z00UdW2wcPHszy5cvp0aMHubm5LFy4kGHDhvH7778TFBRU77Gqqqqoqqqy/F1SUuLQ2IUQQtSl1+stvdjffvttnTpqIYRrnT4zpUajqXO9I2em7NixI5deeilvvPEG9913n9XnQ15eHh9++CFTpkyxNPZ//vlnq9v//PPPViVFWq2WsWPHMnbsWO666y569uzJ3r17GTBgAEajkYKCAoYNG2ZznJMnT+bDDz8kLi4OLy8vLr/8cst15557Lvv27aNbt2713rZnz57U1NSwY8cOSynUgQMH6gwId2ceOyvUihUrCA0NZdy4cVbbx4wZw8SJE+nXrx+pqamsWbOGoqIiPv300waPtWjRIkuZVUhIiIxREEIIFzCZTGzatIlNmzbJ1I1CuCFXz0z52muvUVVVRWpqKps3byYnJ4e1a9dy6aWX0qlTJ55++mnLvlu3bmXx4sUcPHiQ119/nc8++4x7770XMM/q9O677/L777/z119/8d///hetVktiYiLdu3dn8uTJTJkyhbS0NDIzM8nIyGDRokV88803TcY4efJkdu7cydNPP80111yDr6+v5bqHHnqIn376iZkzZ7Jr1y4OHTrEV199ZRm83aNHD0aPHs2//vUvfvnlF3bs2MEtt9ziUSdZPDKxUBSF9957j5tuuqnejPl0oaGhdO/encOHDze4z7x58yguLrZcHD1dmhBCCCGEp3H1zJRnnXUWv/76K126dOHaa6+la9eu3HbbbYwcOZJt27YRFhZm2ff+++/n119/ZcCAATz11FO89NJLpKamAua24dtvv82FF15Iv379+O677/i///s/yxiKZcuWMWXKFO6//3569OjBuHHj2L59e7PK6rt160ZycjJ79uyxzAZVq1+/fmzatImDBw8ybNgwBgwYwPz58y2DxGvvOzY2luHDhzNhwgRuu+02j1pCQKU4Y0WTZlCpVKxatapOD0R9Nm7cyMiRI9m7dy99+/ZtdN+ysjISEhJ4/PHH661pq09JSQkhISEUFxcTHBzcrNsIIYRonfLycksNc1lZGQEBAS6OSIi2p7KykszMTDp37tzikqWcnJw6M1NGRETIzJQerLHXhS3tYpeOsSgrK7PqScjMzGTXrl2EhYWRkJDAvHnzOHbsGO+//77V7d59910GDx5cb1IxZ84cxo4dS2JiIv/88w8LFixArVZz/fXXO/zxCCGEEEK0dTIzpWiISxOLX3/9lZEjR1r+nj17NgBTp05l+fLl5Obmkp2dbXWb4uJivvjiC5YuXVrvMf/++2+uv/56Tpw4QUREBEOHDuXnn39u1iwBQgghhBCiaTIzpaiPSxOLESNGNDof8elTdNUKCQmhoqKiwdusXLnSHqEJIYQQQgghbOCx080KIYRoe/z9/V0dghBCiBaSxEIIIYRbCAgIoLy83NVhCCGEaCGPnG5WCCGEEEII4V4ksRBCCCGEEEK0miQWQggh3EJlZSWXX345l19+OZWVla4ORwghhI1kjIUQQgi3YDQaWbNmjeV3IYQQnkV6LIQQQgghhMcaMWIEs2bNctr9LV++nNDQ0Cb3e/fddxk1apTjAwImTZrEiy++6JT7aowkFkIIIYQQwq1NmzYNlUpV53L48GHS0tJ48sknLfsmJSWxZMkSq9s3Nxmwl8rKSh577DEWLFjglPt79NFHefrppykuLnbK/TVEEgshhBBCCOH2Ro8eTW5urtWlc+fOhIWFERQU5OrwrHz++ecEBwdz4YUXtuo4BoOhWfv17duXrl278t///rdV99daklgIIYQQQgi35+vrS3R0tNVFrVZblUKNGDGCrKws7rvvPkuvxsaNG5k+fTrFxcWWbY8//jgAVVVVzJkzh06dOhEQEMDgwYPZuHGj1f0uX76chIQE/P39GT9+PCdOnGgy1pUrVzJ27FirbdOmTWPcuHEsXLiQiIgIgoODuf32262ShxEjRjBz5kxmzZpFeHg4qampAPz++++MGTOGwMBAoqKiuOmmmzh+/LjV8ceOHcvKlSttfFbtSxILIYQQQgjRJqSlpREXF8cTTzxh6dW44IILWLJkCcHBwZZtc+bMAWDmzJls27aNlStXsmfPHiZOnMjo0aM5dOgQAL/88gszZsxg5syZ7Nq1i5EjR/LUU081GceWLVs477zz6mzfsGED+/fvZ+PGjXz88cekpaWxcOFCq31WrFiBRqNh69atvPXWWxQVFXHxxRczYMAAfv31V9auXUt+fj7XXnut1e2Sk5PJyMigqqqqpU9fq8msUEIIIYQQ7dl550FenvPvNzoafv212buvXr2awMBAy99jxozhs88+s9onLCwMtVpNUFAQ0dHRlu0hISGoVCqrbdnZ2Sxbtozs7GxiY2MBmDNnDmvXrmXZsmU888wzLF26lNGjR/Pggw8C0L17d3766SfWrl3bYJxFRUUUFxdbjnk6jUbDe++9h7+/P3369OGJJ57ggQce4Mknn8TLy3y+/6yzzmLx4sWW2zz11FMMGDCAZ555xrLtvffeIz4+noMHD9K9e3cAYmNjMRgM5OXlkZiY2PQT6gCSWAghhHALAQEBKIri6jCEaH/y8uDYMVdH0aSRI0fy5ptvWv4OCAho1fH27t2L0Wi0NMxrVVVV0bFjRwD279/P+PHjra4fMmRIo4mFXq8HwM/Pr851/fv3x9/f3+pYZWVl5OTkWJKBgQMHWt1m9+7d/PDDD1ZJVa0jR45Y4tdqtQBUVFQ0GJujSWIhhBBCCNGenXYW353vNyAggG7dutnt7svKylCr1ezYsQO1Wm11XX2N+Obq2LEjKpWKkydPtuj2ZyZMZWVljB07lueee67OvjExMZbfdTodABERES26X3uQxEK4LUVRKCgooLKyEj8/PyIjI1GpVK4OSwghhGhbbChH8gQajabOIpv1bRswYABGo5GCggKGDRtW77F69erFL7/8YrXt559/bvL+e/fuzb59++qsY7F79270er2ld+Hnn38mMDCQ+Pj4Bo937rnn8sUXX5CUlIS3d8NN999//524uDjCw8Mbjc+RZPC2cEs5OTmkpaWxatUqVq9ezapVq0hLSyMnJ8fVoQkhHKSyspKJEycyceJEKisrXR2OEMJDJSUlsXnzZo4dO2aZOSkpKYmysjI2bNjA8ePHqaiooHv37kyePJkpU6aQlpZGZmYmGRkZLFq0iG+++QaAe+65h7Vr1/LCCy9w6NAhXnvttUbLoGqlpqayZcuWOtsNBgMzZsxg3759rFmzhgULFjBz5kzL+Ir63HXXXeh0Oq6//nq2b9/OkSNHWLduHdOnT7dKln788UenLcjXEEkshNvJyckhPT2d3NxctFotoaGhaLVacnNzSU9Pl+RCiDbKaDTy+eef8/nnn9c5syiEEM31xBNPcPToUbp27WopC7rgggu4/fbbue6664iIiLAMjl62bBlTpkzh/vvvp0ePHowbN47t27eTkJAAwPnnn8/bb7/N0qVL6d+/P+np6Tz66KNNxjBjxgzWrFlTZ8G6Sy65hLPOOouLLrqI6667jiuvvNIy9W1DYmNj2bp1K0ajkVGjRnH22Wcza9YsQkNDLQlJZWUlX375JbfeequtT5ddqRQZKVdHSUkJISEhFBcXExwc7Opw2hVFUUhLSyM3N5ewsDCr0idFUdDpdMTExDBhwgQpixKijSkvL7fUNZeVlbV6YKYQoq7KykoyMzPp3LlzvYOLhf1MnDiRc889l3nz5gHmdSyKior48ssv7X5fb775JqtWrSI9Pb1Ft2/sdWFLu1h6LIRbKSgooLCwkKCgoDqJg0qlIigoiMLCQgoKClwUoRBCCCFE055//vlWDQK3hY+PD6+++qpT7qsxMnhbuJXKykqMRmODg5O8vb0xGo1Sfy2EEEIIt5aUlMTdd9/tlPu65ZZbnHI/TZHEQrgVPz8/1Go1NTU1aDSaOtfX1NSgVqul+1YIIYQQHmX58uWuDsHhpBRKuJXIyEgiIiIoLS2ts1CWoiiUlpYSERFBZGSkiyI0x5Gfn09WVhb5+fmyoJcQQgghBNJjIdyMSqUiOTmZ9PR0dDodQUFBeHt7U1NTQ2lpKVqtluTkZJcN3M7JySEjI4PCwkKMRiNqtZqIiAiSk5MbnYNaCCGEEKKtkx4L4Xbi4+MZNWoUMTEx6PV6ioqK0Ov1xMTEMGrUKJc14GUaXCEcy9/fn7KyMsrKyvD393d1OEIIIWwkPRbCLcXHxxMXF+c2K28rikJGRgZ6vd5qGlyNRkNYWBg6nY6MjAzi4uJkGlwhWkilUskUs0II4cEksRBuS6VSERUV5eowANumwXWXmIUQQgghnElKoYRoBpkGVwjHq6qqYtq0aUybNo2qqipXhyOEEMJGklgI0QynT4NbH5kGV4jWq6mpYcWKFaxYsaLB95oQQpxpxIgRzJo1y2n3t3z5ckJDQ5vc791332XUqFGOD6gJc+fOddp6Gi5NLDZv3szYsWOJjY1FpVI1ucT5xo0bUalUdS55eXlW+73++uskJSXh5+fH4MGDycjIcOCjEO2BJ0yDK4QQQrRV06ZNq7cNePjwYdLS0njyySct+yYlJbFkyRKr2zc3GbCXyspKHnvsMRYsWOC0+zx69CgqlYpdu3ZZbZ8zZw4rVqzgr7/+cngMLk0sysvL6d+/P6+//rpNtztw4AC5ubmWy+mNuU8++YTZs2ezYMECdu7cSf/+/UlNTaWgoMDe4Yt2pHYaXK1Wi06nw2AwYDKZMBgM6HQ6l0+DK4QQQrR1o0ePtmr/5ebm0rlzZ8LCwggKCnJ1eFY+//xzgoODufDCC10dCuHh4aSmpvLmm286/L5cmliMGTOGp556ivHjx9t0u8jISKKjoy0XL69TD+Oll17i1ltvZfr06fTu3Zu33noLf39/3nvvPXuHL9oZd50GVwghhGgPfH19rdp/0dHRqNVqq1KoESNGkJWVxX333Wfp1di4cSPTp0+nuLjYsu3xxx8HzGO75syZQ6dOnQgICGDw4MFs3LjR6n6XL19OQkIC/v7+jB8/nhMnTjQZ68qVKxk7dqzVtmnTpjFu3DgWLlxIREQEwcHB3H777RgMBss+VVVV3HPPPURGRuLn58fQoUPZvn275fqTJ08yefJkIiIi0Gq1nHXWWSxbtgyAzp07AzBgwABUKhUjRoyw3G7s2LGsXLmyuU91i3nkrFDnnHMOVVVV9O3bl8cff9ySDRoMBnbs2MG8efMs+3p5eZGSksK2bdsaPF5VVZXVQMGSkhLHBS88mrtNgyuEEEKIU9LS0ujfvz+33XYbt956KwBhYWEsWbKE+fPnc+DAAQACAwMBmDlzJvv27WPlypXExsayatUqRo8ezd69eznrrLP45ZdfmDFjBosWLWLcuHGsXbu2WeVNW7Zs4aabbqqzfcOGDfj5+bFx40aOHj3K9OnT6dixI08//TQADz74IF988QUrVqwgMTGRxYsXk5qayuHDhwkLC+Oxxx5j3759fPvtt4SHh3P48GH0ej0AGRkZJCcn891339GnTx80Go3lfpOTk/n77785evQoSUlJrXqOG+NRiUVMTAxvvfUW5513HlVVVbzzzjuMGDGCX375hXPPPZfjx49jNBrrTPcZFRXFn3/+2eBxFy1axMKFCx0dvmgj3GkaXCGEEKK1zjsPzhiu6hTR0fDrr83ff/Xq1ZaEAMyVL5999pnVPmFhYajVaoKCgoiOjrZsDwkJQaVSWW3Lzs5m2bJlZGdnExsbC5jHI6xdu5Zly5bxzDPPsHTpUkaPHs2DDz4IQPfu3fnpp59Yu3Ztg3EWFRVRXFxsOebpNBoN7733Hv7+/vTp04cnnniCBx54gCeffBK9Xs+bb77J8uXLGTNmDABvv/0269ev59133+WBBx4gOzubAQMGcN555wFYJQkREREAdOzY0epxApZYsrKyJLGo1aNHD3r06GH5+4ILLuDIkSO8/PLLfPDBBy0+7rx585g9e7bl75KSEilrEUIIIUS7kJcHx465OoqmjRw50mqcQGsX1Ny7dy9Go5Hu3btbba+qqqJjx44A7N+/v07J/pAhQxpNLGp7EOqbKbJ///74+/tbHausrIycnByKi4uprq62Gpfh4+NDcnIy+/fvB+COO+7g6quvZufOnYwaNYpx48ZxwQUXNPlYtVotABUVFU3u2xoelVjUJzk5mS1btgDmwSlqtZr8/HyrffLz8+tkbqfz9fXF19fXoXEKIYRonL+/v2WijdO/eIUQjtVIE8mt7jcgIIBu3brZ7f7LyspQq9Xs2LEDtVptdd3pPSO26tixIyqVipMnT7Y2xDrGjBlDVlYWa9asYf369VxyySXcddddvPDCC43eTqfTAad6NRzF4xOLXbt2ERMTA5i7lwYOHMiGDRsYN24cACaTiQ0bNjBz5kwXRimEEKIpKpXK4V96Qoi6bClH8gQajQaj0djktgEDBmA0GikoKGDYsGH1HqtXr1788ssvVtt+/vnnJu+/d+/e7Nu3r846Frt370av11t6EH7++WcCAwOJj48nPDwcjUbD1q1bSUxMBKC6uprt27dbrdMRERHB1KlTmTp1KsOGDeOBBx7ghRdesIypOPNxAvz+++/4+PjQp0+fRmNvLZcmFmVlZRw+fNjyd2ZmJrt27SIsLIyEhATmzZvHsWPHeP/99wFYsmQJnTt3pk+fPlRWVvLOO+/w/fffk56ebjnG7NmzmTp1Kueddx7JycksWbKE8vJypk+f7vTHJ4QQQgghnCspKYnNmzczadIkfH19CQ8PJykpibKyMjZs2GApR+revTuTJ09mypQpvPjiiwwYMIDCwkI2bNhAv379uPzyy7nnnnu48MILeeGFF7jqqqtYt25do2VQtVJTU9myZUudhfsMBgMzZszg0Ucf5ejRoyxYsICZM2fi5eVFQEAAd9xxBw888IClLbx48WIqKiqYMWMGAPPnz2fgwIH06dOHqqoqVq9eTa9evQDzrKlarZa1a9cSFxeHn58fISEhAPz4448MGzbMktA4jOJCP/zwgwLUuUydOlVRFEWZOnWqMnz4cMv+zz33nNK1a1fFz89PCQsLU0aMGKF8//33dY776quvKgkJCYpGo1GSk5OVn3/+2aa4iouLFUApLi5uzcMTQghhg8rKSuXOO+9U7rzzTqWystLV4QjRJun1emXfvn2KXq93dSg2mTp1qnLVVVfVe93w4cOVe++91/L3tm3blH79+im+vr7K6U3d22+/XenYsaMCKAsWLFAURVEMBoMyf/58JSkpSfHx8VFiYmKU8ePHK3v27LHc7t1331Xi4uIUrVarjB07VnnhhReUkJCQRuP9448/FK1WqxQVFdV5DPPnz1c6duyoBAYGKrfeeqvV551er1fuvvtuJTw8XPH19VUuvPBCJSMjw3L9k08+qfTq1UvRarVKWFiYctVVVyl//fWX5fq3335biY+PV7y8vKza0D169FA+/vjjBuNt7HVhS7tYpShnLCPciP3797Ny5Up+/PFHsrKyqKioICIiggEDBpCamsrVV1/dJsYqlJSUEBISQnFxMcHBwa4ORwgh2oXy8nJLXXNZWVmrB2YKIeqqrKwkMzOTzp071zu4WNjPxIkTOffccy3LIEybNo2ioiK+/PJLp8bx7bffcv/997Nnzx68vesvVmrsdWFLu7hZC+Tt3LmTlJQUBgwYwJYtWxg8eDCzZs3iySef5MYbb0RRFB555BFiY2N57rnnrNaEEEIIIYQQor15/vnnWzUI3F7Ky8tZtmxZg0mFPTXrHq6++moeeOABPv/8c0JDQxvcb9u2bSxdupQXX3yRhx9+2F4xCiGEEEII4VGSkpK4++67XR0G11xzjdPuq1mJxcGDB/Hx8WlyvyFDhjBkyBCqq6tbHZgQQgghhBBtxfLly10dgsM1qxSqqaSiqKjIpv2FEEIIIYQQbUuzEovTPffcc3zyySeWv6+99lo6duxIp06d2L17t12DE0IIIYQQQngGmxOLt956i/j4eADWr1/P+vXr+fbbbxkzZgwPPPCA3QMUQgghhBBCuD+bh4fn5eVZEovVq1dz7bXXMmrUKJKSkhg8eLDdAxRCCNE+aLVaMjMzLb8LIYTwLDb3WHTo0IGcnBwA1q5dS0pKCgCKotS7hLgQQgjRHF5eXiQlJZGUlISXl81fT0IIIVzM5h6LCRMmcMMNN3DWWWdx4sQJxowZA8Bvv/1Gt27d7B6gEEIIIYQQwv3ZnFi8/PLLJCUlkZOTw+LFiy0Lf+Tm5nLnnXfaPUAhhHAXiqJQUFBAZWUlfn5+REZGolKpXB1Wm2EwGHjkkUcAePrpp9FoNC6OSAghhC1s7ms2GAzMmTOHpUuXMmDAAMv2++67j1tuucWuwQkhhLvIyckhLS2NVatWsXr1alatWkVaWpqlNFS0XnV1NS+88AIvvPCCrIckhLCyaNEiBg0aRFBQEJGRkYwbN44DBw5Y7VNZWcldd91Fx44dCQwM5OqrryY/P99y/e7du7n++uuJj49Hq9XSq1cvli5dWue+Nm7cyLnnnouvry/dunVr1voTiqIwf/58YmJi0Gq1pKSkcOjQIat9nn76aS644AL8/f0bXXD6THv27GHYsGH4+fkRHx/P4sWLra7/448/uPrqq0lKSkKlUrFkyZJmH9vebE4soqKiuPnmm9myZYsj4hFCCLeTk5NDeno6ubm5aLVaQkND0Wq15Obmkp6eLsmFEEI42KZNm7jrrrv4+eefWb9+PdXV1YwaNYry8nLLPvfddx//93//x2effcamTZv4559/mDBhguX6HTt2EBkZyX//+1/++OMPHnnkEebNm8drr71m2SczM5PLL7+ckSNHsmvXLmbNmsUtt9zCunXrGo1v8eLFvPLKK7z11lv88ssvBAQEkJqaSmVlpWUfg8HAxIkTueOOO5r9uEtKShg1ahSJiYns2LGD559/nscff5z//Oc/ln0qKiro0qULzz77LNHR0c0+tiOoFEVRbLnBl19+yfLly1mzZg1JSUncfPPNTJkyhdjYWEfF6HQlJSWEhIRQXFxMcHCwq8MRQriQoiikpaWRm5tLWFiYVemToijodDpiYmKYMGGClEW1Unl5uaW8tqysjICAABdHJETbU1lZSWZmJp07d8bPz8/V4bRYYWEhkZGRbNq0iYsuuoji4mIiIiL46KOPuOaaawD4888/6dWrF9u2beP888+v9zh33XUX+/fv5/vvvwfgoYce4ptvvuH333+37DNp0iSKiopYu3ZtvcdQFIXY2Fjuv/9+5syZA0BxcTFRUVEsX76cSZMmWe2/fPlyZs2aVWeB6fq8+eabPPLII+Tl5VnKQ+fOncuXX37Jn3/+WWf/pKQkZs2axaxZs5o89ukae13Y0i62ucdi3LhxfPnllxw7dozbb7+djz76iMTERK644grS0tKoqamx9ZBCCOG2CgoKKCwsJCgoqE7ioFKpCAoKorCwkIKCAhdFKIQQrVdeXt7g5fSz7k3tq9frm7VvaxUXFwMQFhYGmHsjqqurLbOVAvTs2ZOEhAS2bdvW6HFqjwGwbds2q2MApKamNnqMzMxM8vLyrG4XEhLC4MGDG71dc2zbto2LLrrIasxZamoqBw4c4OTJk606tiO0eD6/iIgIZs+ezZ49e3jppZf47rvvuOaaa4iNjWX+/PlUVFTYM04hhHCJyspKjEYj3t71z3Xh7e2N0Wis88UrhBCeJDAwsMHL1VdfbbVvZGRkg/vWzhZaKykpqd79WsNkMjFr1iwuvPBC+vbtC2A5o3/m2IWoqCjy8vLqPc5PP/3EJ598wm233WbZlpeXR1RUVJ1jlJSU1EmaTr9N7X7Nve/maiie0+/XnbQ4scjPz2fx4sX07t2buXPncs0117BhwwZefPFF0tLSGDdunB3DFEII1/Dz80OtVjfYG1tTU4NarfbokgIhhPAkd911F7///jsrV65s8TF+//13rrrqKhYsWMCoUaOafbsPP/zQKkH68ccfWxzDmfr06dNgguYpbJ5uNi0tjWXLlrFu3Tp69+7NnXfeyY033miVIV5wwQX06tXLnnEKIYRLREZGEhER0eAYi9LSUmJiYoiMjHRhlEII0TplZWUNXqdWq63+bqz088zFLY8ePdqquM40c+ZMVq9ezebNm4mLi7Nsj46OxmAwUFRUZNUmzc/PrzOged++fVxyySXcdtttPProo1bXRUdHW80kVXuM4OBgtFotV155JYMHD7Zc16lTJ3Jzcy37xcTEWN3unHPOafZjW7NmjWVGPK1W22g8tde5G5sTi+nTpzNp0iS2bt3KoEGD6t0nNjbWMhe5EEJ4MpVKRXJyMunp6eh0OoKCgvD29qampobS0lK0Wi3JyckycNsOtFqtZcBk7ZeqEMI5bJkswVH7NkZRFO6++25WrVrFxo0b6dy5s9X1AwcOxMfHhw0bNlhKtw4cOEB2djZDhgyx7PfHH39w8cUXM3XqVJ5++uk69zNkyBDWrFljtW39+vWWYwQFBREUFGR1fefOnYmOjmbDhg2WRKKkpIRffvnFphmgEhMT643nkUceobq6Gh8fH0s8PXr0oEOHDs0+trPYnFjk5ubi7+/f6D5arZYFCxa0OCghhHAn8fHxjBo1ioyMDAoLCzEajajVamJiYkhOTiY+Pt7VIbYJXl5e9OnTx9VhCCHc0F133cVHH33EV199RVBQkGV8QUhICFqtlpCQEGbMmMHs2bMJCwsjODiYu+++myFDhlhmhPr999+5+OKLSU1NZfbs2ZZjqNVqIiIiALj99tt57bXXePDBB7n55pv5/vvv+fTTT/nmm28ajE2lUjFr1iyeeuopzjrrLDp37sxjjz1GbGys1dCA7OxsdDod2dnZGI1Gdu3aBUC3bt0aHHdyww03sHDhQmbMmMFDDz3E77//ztKlS3n55Zct+xgMBvbt22f5/dixY+zatYvAwEC6devWsie8pZRW0Ov1SnFxsdWlLSguLlaANvN4hBD2YTKZlLy8POXo0aNKXl6eYjKZXB2SEELYRK/XK/v27VP0er2rQ7EJUO9l2bJlln30er1y5513Kh06dFD8/f2V8ePHK7m5uZbrFyxYUO8xEhMTre7rhx9+UM455xxFo9EoXbp0sbqPhphMJuWxxx5ToqKiFF9fX+WSSy5RDhw4YLXP1KlT673/H374odFj7969Wxk6dKji6+urdOrUSXn22Wetrs/MzKz3uMOHD28y7lqNvS5saRfbvI5FeXk5Dz30EJ9++iknTpyoc73RaLQ9u3Ezso6FEEI4n8Fg4JlnngHg4YcftppeUQhhH21lHQthXy5bx+LBBx/k+++/580338TX15d33nmHhQsXEhsby/vvv2/r4YQQQggAqqurWbhwIQsXLrQMYBRCCOE5bB5j8X//93+8//77jBgxgunTpzNs2DC6detGYmIiH374IZMnT3ZEnEIIIYQQQgg3ZnOPhU6no0uXLgAEBwej0+kAGDp0KJs3b7ZvdEIIIYQQQgiPYHNi0aVLFzIzMwHzUumffvopYO7JOHO1QyGEEEIIIUT7YHNiMX36dHbv3g3A3Llzef311/Hz8+O+++7jgQcesHuAQgghhBDCvmycu0e0cfZ6Pdg8xuK+++6z/J6SksKff/7Jjh076NatG/369bNLUEIIIYQQwv5qV9E2GAyyEKWwqKioALAswtdSNicWZ0pMTKx3pcDm2Lx5M88//zw7duwgNzeXVatWWS0kcqa0tDTefPNNdu3aRVVVFX369OHxxx8nNTXVss/jjz/OwoULrW7Xo0cP/vzzzxbFKBxPURQKCgqorKzEz8+PyMhIWcVYCCGEcABvb2/8/f0pLCzEx8cHLy+bi1dEG6IoChUVFRQUFBAaGmpJPFuqWYnFK6+80uwD3nPPPc3et7y8nP79+3PzzTczYcKEJvffvHkzl156Kc888wyhoaEsW7aMsWPH8ssvvzBgwADLfn369OG7776z/O3t3er8SThITk5OndWMIyIiZDVjIdohPz8/MjIyLL8LIexPpVIRExNDZmYmWVlZrg5HuInQ0FCio6NbfZxmLZDXuXNnq78LCwupqKiwDNYuKirC39+fyMhI/vrrr5YFolI12WNRnz59+nDdddcxf/58wNxj8eWXX1qWSW8JWSDPOXJyckhPT0ev1xMUFIS3tzc1NTWUlpai1WoZNWqUJBdCCCGEA5hMJgwGg6vDEG7Ax8en0Z4KW9rFzTqVXzsLFMBHH33EG2+8wbvvvkuPHj0AOHDgALfeeiv/+te/mnM4uzGZTJSWlhIWFma1/dChQ8TGxuLn58eQIUNYtGgRCQkJTo1NNE5RFDIyMtDr9YSFhVlKnzQaDWFhYeh0OjIyMoiLi5OyKCGEEMLOvLy8pGdQ2J3NhXWPPfYYr776qiWpAPMYhpdffplHH33UrsE15YUXXqCsrIxrr73Wsm3w4MEsX76ctWvX8uabb5KZmcmwYcMoLS1t8DhVVVWUlJRYXYRjFRQUUFhYSFBQUJ3EQaVSERQURGFhIQUFBS6KUAjhbAaDgeeff57nn39ezqQKIYQHsnnwQW5uLjU1NXW2G41G8vPz7RJUc3z00UcsXLiQr776isjISMv2MWPGWH7v168fgwcPJjExkU8//ZQZM2bUe6xFixbVGfAtHKuyshKj0djg+Bdvb2+MRiOVlZVOjkwI4SrV1dU8+OCDANx5551oNBoXRySEEMIWNvdYXHLJJfzrX/9i586dlm07duzgjjvuICUlxa7BNWTlypXccsstfPrpp03eZ2hoKN27d+fw4cMN7jNv3jyKi4stl5ycHHuHLM7g5+eHWq2uN0kFqKmpQa1WSzetEEIIIYSHsDmxeO+994iOjua8887D19cXX19fkpOTiYqK4p133nFEjFY+/vhjpk+fzscff8zll1/e5P5lZWUcOXKEmJiYBvfx9fUlODjY6iIcKzIykoiICEpLS+ssyqIoCqWlpURERFj1RgkhhBBCCPdlcylUREQEa9as4dChQ+zfvx+Anj170r17d5vvvKyszKonITMzk127dhEWFkZCQgLz5s3j2LFjvP/++4C5/Gnq1KksXbqUwYMHk5eXB4BWqyUkJASAOXPmMHbsWBITE/nnn39YsGABarWa66+/3ub4hOOoVCqSk5NJT09Hp9PVOytUcnKyDNwWQgghhPAQzZpu1lE2btzIyJEj62yfOnUqy5cvZ9q0aRw9epSNGzcCMGLECDZt2tTg/gCTJk1i8+bNnDhxgoiICIYOHcrTTz9N165dmx2XTDfrPLKOhRCiVnl5OYGBgYD5xFNAQICLIxJCCGFLu7hZicWzzz7Lvffe26yl33/55ReOHz/erDIldyWJhXPJyttCCJDEQggh3JHd17HYt28fCQkJTJw4kbFjx3LeeecREREBmAfZ7tu3jy1btvDf//6Xf/75x1K6JERzqFQqoqKiXB2GEEIIIYRohWYlFu+//z67d+/mtdde44YbbqCkpAS1Wo2vry8VFRUADBgwgFtuuYVp06bJTD5CCCFs5ufnxw8//GD5XQghhGexeYyFyWRiz549ZGVlodfrCQ8P55xzziE8PNxRMTqdlEIJIYQQQgjhgFKo03l5eXHOOedwzjnntDQ+Ido9GVcihBBCiLbG5sRCCE/n6ka9zIQlRP2qq6v5z3/+A8Btt92Gj4+PiyMSQghhC5dON+uupBSq7XJ1oz4nJ4f09HT0en29a3eMGjVKkgvRbsmsUEII4X5saRfbvPK2EJ6qtlGfm5uLVqslNDQUrVZLbm4u6enp5OTkOPT+FUUhIyMDvV5PWFgYGo0GLy8vNBoNYWFh6PV6MjIy6qxELoQQQgjhCSSxEO2COzTqCwoKKCwsJCgoqE7plUqlIigoiMLCQgoKChwWgxBCCCGEo9icWCxbtswyxawQnsIdGvWVlZUYjUa8vesf2uTt7Y3RaKSystJhMQghhBBCOIrNicXcuXOJjo5mxowZ/PTTT46ISQi7c4dGvZ+fH2q1mpqamnqvr6mpQa1Wy/z9QgghhPBINicWx44dY8WKFRw/fpwRI0bQs2dPnnvuOfLy8hwRnxB24Q6N+sjISCIiIigtLa1TcqUoCqWlpURERBAZGemwGIQQQgghHMXmxMLb25vx48fz1VdfkZOTw6233sqHH35IQkICV155JV999RUmk8kRsYpWUhSF/Px8srKyyM/Pb1eDhN2hUa9SqUhOTkar1aLT6TAYDJhMJgwGAzqdDq1WS3JysqxnIYQQQgiP1Kp1LKKiohg6dCgHDx7k4MGD7N27l6lTp9KhQweWLVvGiBEj7BSmaC1XT7PqarWN+vT0dHQ6Xb1TvTqjUR8fH8+oUaPq/C9iYmLazf9CiIb4+vqyevVqy+9CCCE8S4vWscjPz+eDDz5g2bJl/PXXX4wbN44ZM2aQkpJCeXk5TzzxBCtXriQrK8sRMTtcW1vHQtZOOMVdEixXL9InhBBCCNEctrSLbU4sxo4dy7p16+jevTu33HILU6ZMISwszGqfgoICoqOjPbYkqi0lFoqikJaWRm5uLmFhYVaNV0VR0Ol0xMTEMGHChHbTsJVGvRBCCCFE89jSLra5FCoyMpJNmzYxZMiQBveJiIggMzPT1kMLB7BlmtWoqCgXRelcKpWq3TxWITxJdXU1H374IQCTJ0/Gx8fHxREJIYSwhc2JxbvvvtvkPiqVisTExBYFJOzLHaZZbe+kh0SI5jEYDEyfPh2AiRMnSmIhhBAepkWDt8vLy9m0aRPZ2dkYDAar6+655x67BCbs4/RpVjUaTZ3rZe0Ex3KXMR22cIdEyB1iEEIIIYRtbE4sfvvtNy677DIqKiooLy8nLCyM48eP4+/vT2RkpCQWDtLShlbtNKsNjbEoLS0lJiZG1k5wgIYGzefm5pKenu6Wg+bdIRFyhxiEEEIIYTub17G47777GDt2LCdPnkSr1fLzzz+TlZXFwIEDeeGFFxwRY7uXk5NDWloaq1atYvXq1axatYq0tDRycnKavK2sneAaiqKQkZGBXq8nLCwMjUaDl5cXGo2GsLAw9Ho9GRkZbrWWSG0ilJubi1arJTQ0FK1Wa0mEmvN6awsxCCGEEKJlbE4sdu3axf3334+XlxdqtZqqqiri4+NZvHgxDz/8sCNibNfs0dCqXTshJiYGvV5PUVERer2emJgYtzxr3hbYMmjeHbhDIuQOMQghhBCi5WwuhfLx8cHLy5yPREZGkp2dTa9evQgJCZGzifby228QGYkSG2vV0KptoNY2tHQ6HRkZGcTFxTXZ4xAfH09cXJzUrTuJpw2ad4fZw9whBiGEEEK0nM2JxYABA9i+fTtnnXUWw4cPZ/78+Rw/fpwPPviAvn37OiLG9uf22yEjA2OPHnSLiyO4f39OBgZiPG0l2pY0tGSaVedxp0HzzRmf4w6JkDvEIIQQQoiWszmxeOaZZygtLQXg6aefZsqUKdxxxx2cddZZvPfee3YPsN3R6WD7dgC8Dxyg/4EDsGEDRm9vCnv0ILdfP/L69aMoIUEaWm7MXQbNN3cgtDskQu4Qg3AtX19fPv30U8vvQgghPIvNK2+3By5debuwEF57DdLTUTIyUDWwerk+JIR/evfmaI8e9Js9m4izz3ZunKJJDc0KVVpailardfj4Flvu3x1WaHeHGIQQQghhzZZ2sSQW9XBpYnEaRafj50WLCP7pJ5IOHCDgxImGd+7XD0aNMl+GDgWt1nmBiga5aurUljTSXZ0IuUsMQgghhDjF7onFgAEDmn2GcOfOnc2L0o25S2IBpzW0KiroVF5O3P79RO/ZQ9S+fWjOWJzQws8PLrroVKLRty/IGV6XccVib/n5+axatQqtVltvWZHBYECv1zN+/HircTfusIaEO8QgXKOmpoZVq1YBMH78+AbH2wghhHAeW9rFzfrUHjdunD3iEi1QO1VsRkYG+YWF/JOcjHrIECJDQxnq7U3kb7/B+vXw669QmyNWVkJ6uvkCEBNzKslISQEPXgzPUY10Rzb+bRk039w4mtqvpQOhnT17WH2Pw5ExyIre7q2qqoprr70WgLKysnadWMhrVQjhiVxaCrV582aef/55duzYQW5uLqtWrWoyidm4cSOzZ8/mjz/+ID4+nkcffZRp06ZZ7fP666/z/PPPk5eXR//+/Xn11VdJTk5udlzu1GNRq8kvmRMnYMMGWLfOnFD8/XfDBxsw4FSiceGF4CGDJB11JttdzpA3N47m7NfSHgtncvbz7i7/Z9Gw8vJyAgMDAXNiERAQ4OKIXENeq0IId2JLu9jmBfIAioqKeOedd5g3bx46nQ4wl0AdO3bMpuOUl5fTv39/Xn/99Wbtn5mZyeWXX87IkSPZtWsXs2bN4pZbbmHdunWWfT755BNmz57NggUL2LlzJ/379yc1NdVtFiJrqdqz3omJiURFRdU9c9WxI1x7Lbz7LmRnwx9/wJIlcNll4O9vve9vv8Fzz8Ell0BYmHmfpUth//5TvR5uxlErMrvLSs/NjaO5+9XOSlVaWlpnQbnaWakiIiIcPitVQ5z9vLvL/1mIpshrVQjhyWxOLPbs2UP37t157rnneOGFFygqKgIgLS2NefPm2XSsMWPG8NRTTzF+/Phm7f/WW2/RuXNnXnzxRXr16sXMmTO55pprePnlly37vPTSS9x6661Mnz6d3r1789Zbb+Hv79++psJVqaB3b7j3XvjmG/MUtt9/Dw89BOeea71vRQV8+y3MmmW+TUICzJgBn3xi7gVxA45akdldVnpubhwmk6nZ8apUKpKTk9Fqteh0OgwGAyaTCYPBgE6nQ6vVkpyc7JLSCmc/7+7yfxaiKfJaFUJ4OpsTi9mzZzNt2jQOHTpkNZ/8ZZddxubNm+0a3Jm2bdtGSkqK1bbU1FS2bdsGmMs7duzYYbWPl5cXKSkpln3qU1VVRUlJidWlTfH1hZEj4dlnYccOyM+HDz+EqVPN4y9O9/ff8N57MGkSRETAoEHwyCOwaRM0NFjcwWxZkdkdjmur5sbx559/2hRv7ficmJgY9Ho9RUVF6PV6YmJiXDq7krOfd3f5PwvRFHmtCiE8nc0j47Zv386///3vOts7depEXl6eXYJqSF5eXp168KioKEpKStDr9Zw8eRKj0VjvPn/++WeDx120aBELFy50SMxuKTISbrjBfFEU+P138wDw9HRzAlE7oFdRzIPCf/0VnnkGAgLMCcqoUZCaCmed5ZTZphy1IrO7rPTc3DhKS0ttjtfZg7Gbw9nPu7v8n1tCBvC2L578WhVCCGhBYuHr61vvGf2DBw8SERFhl6Ccbd68ecyePdvyd0lJSfsZIKdSwdlnmy+zZ5uTii1bzIPA16+H3btP7VteDqtXmy8AiYmnBoFfcgl06OCQEB21IrO7rPTc3DiCgoJaFK8ts1I5g7Ofd3f5P9tKBvC2P576WhVCiFo2l0JdeeWVPPHEE1RXVwPmRkt2djYPPfQQV199td0DPF10dDT5+flW2/Lz8wkODkar1RIeHo5ara53n+jo6AaP6+vrS3BwsNWl3fLzM09J+/zzsGsX5ObC++/DjTfWnaY2KwvefhsmToTwcDj/fFiwALZuhf+9PuzBUQOR3WWAc3Pj6Nmzp1vE21r2ft4VRSE/P5+srCzy8/PrHNNd/s+2aK8DeDUaDcuWLWPZsmX1NqzbOk98rQohxOlsTixefPFFysrKiIyMRK/XM3z4cLp160ZQUBBPP/20I2K0GDJkCBs2bLDatn79eoYMGQKYv5QGDhxotY/JZGLDhg2WfYSNoqPhppvggw/MScZvv8Hixebk4/Rpak0m+OUXeOIJ88rf4eEwfjy8+SYcOdKqEBw1ENldBjg3Nw4vLy+3iLe17Pm85+TkkJaWxqpVq1i9ejWrVq0iLS3NquHtLv/n5mrPA3h9fHyYNm0a06ZNw8fHx9XhOJ2nvVaFEOJMLV7HYsuWLezZs4eysjLOPffcOoOqm6OsrIzDhw8D5tW9X3rpJUaOHElYWBgJCQnMmzePY8eO8f777wPm6Wb79u3LXXfdxc0338z333/PPffcwzfffENqaipgnm526tSp/Pvf/yY5OZklS5bw6aef8ueffza7HMQd17FwSxUVsHmzeWzGunWwb1/D+3bpYh6XMWqUeZxGSIjNdyfrWLhXvK3V2sdhWZVerycoKAhvb29qamooLS1Fq9XWGaDuKc+bJ6xBIhzLU16rQoj2wZZ2sUsXyNu4cSMjR46ss33q1KksX76cadOmcfToUTZu3Gh1m/vuu499+/YRFxfHY489VmeBvNdee82yQN4555zDK6+8wuDBg5sdlyQWLXTs2KlB4OvXw/Hj9e+nVpvLpmrHZwwaZN7WDJ648rYj4mhoP3d5HM3V0ngVRSEtLY3c3FzCwsKsbqMoCjqdjpiYGCZMmFDnOnd/frKysli9ejWhoaF4edXtVDaZTBQVFXHFFVeQmJjogggdp6amxrIuUWpqqqy87eavVSFE+2D3xOKVV15p9p3fc889zd7XXUliYQcmk7lsqjbR2LKl4XEXoaHmwd+1iUZSkjMjbTPa01nOtnxWvy0/tqbIyttCCOF+7J5YdO7c2ervwsJCKioqCA0NBcwrcfv7+xMZGclff/3V8sjdhCQWDlBWZl021cj0v3TvfirJGDECgoKcFqansrUsyNO15bP6Le2NaQsksRBCCPdjS7u4WYO3MzMzLZenn36ac845h/3796PT6dDpdOzfv59zzz2XJ5980i4PQLRBgYFw2WWwZAns32+eUeqdd+Daa+tOU3vwILz2Glx5JYSFwfDh8PTTsH07GI0uCd+dtcfBvqdPy1kfT56WUwbwCiGE8FQ2j7Ho2rUrn3/+OQMGDLDavmPHDq655hoyMzPtGqArSI+FkxmN5hXB09PNl23boIEGI2Fh5hmpans02tBZ+JZqj6Uz7eGsfnsqbaslPRZCCOF+bGkX2zwyLjc3t96zhEajsc76EUI0i1oNycnmy6OPQkkJbNx4qmzqfzOHAaDTwaefmi8AvXqdSjKGDzevDt7OtMfVemvP6qenp6PT6eot//L0s/ruuGq6EEII0RibeyzGjh3LsWPHeOeddzj33HMBc2/FbbfdRqdOnfj6668dEqgzSY+Fm8nMPDUI/LvvoLi4/v18fMxraNQmGuecA/XU37c17bHHolZ7PKvflkmPhRBCuB+HTjdbWFjI1KlTWbt2rWUBo5qaGlJTU1m+fHmbWBFUEgs3VlNjHmuxfr25N+OXXxoedxERAZdeak4yLr0UYmOdG6uTtIeyoMbItJxthyQWjZPXuhDCFZyyjsWhQ4fYv38/AD179qR79+4tOYxbksTCgxQVwQ8/nCqbamyMT9++p3ozhg0Df3+nhelo7W1WKNE2VVdX85///AeA2267rV2uvt0Q6Z0TQriKWyyQFxwczK5du+jSpYsjDu9Qklh4KEWBI0dODQL//nsoLa1/X19fc3JRm2j06wcefuZPGh5CtE1y4kAI4UpukVgEBQWxe/duSSyE61RXm0ulahON7dvNC/fVJyrKXC6Vmmr+6aFjEaRUQoi2pb2XOgohXE8Si1aSxKKN0ulgwwZzyVR6OuTkNLxv//7mnozUVLjwQvDA9RCE8DRGo5Eff/wRgGHDhqFWq10ckeu158kZhBDuwaHTzQrhscLCYOJE80VRzAvx1fZm/PADlJef2nf3bvPl+edBqzVPZVtbNtW7t8eXTQnhjiorKxk5ciQgg7drtcfppIUQnksSC9E+qVTQo4f5cvfdYDCYF+ar7c3YudOcfADo9bB2rfkC5tmlapOMlBTz7FNCCOEAp68yX1+PhSevMi+EaHscNsm/1HoKj6LRmHslnnkGfv0V8vPh449h+nTo1Ml633/+geXL4YYbIDISBg6EefPMvR5VVS4JXwjRNkVGRhIREUFpaSlnVi4rikJpaSkRERFtYqp3IYTnc1hi4aChG0I0m6Io5Ofnk5WVRX5+vm2vyYgImDQJ3nvPPBbjjz/g5ZdhzBhzadTpdu6EZ5+Fiy82l1tdfjksXQp//nmq10MIIVqgdpV5rVaLTqfDYDBgMpkwGAzodLo2scq8EKLtsHnw9hNPPMGcOXPwP2MNAL1ez/PPP8/8+fMB2LJlC4MGDcLX19d+0TqJDN72fA6derWyErZuPbVI365dDe8bH3+qbOqSS6Bjx9bdtxBtmCyQ1zCZTloI4SoOnRVKrVaTm5tbp9v1xIkTREZGYmxoFWQPIomFZ3P6nO/5+fDdd6cGgufl1b+fSgXnnXdqtqnzzwdZAEwIC0ksGifTSQshXMGhs0IpilLvB9nu3bsJCwuz9XBC2JWiKGRkZKDX663mfNdoNISFhaHT6cjIyCAuLs5+X8hRUTB5svmiKPD776eSjM2bzT0c5uDMa2ls3w5PPw2BgebyqdoejW7dZLYpIUSDVCqVTCkrhHBrzU4sOnTogEqlQqVS0b17d6tGmdFopKysjNtvv90hQQrRXAUFBRQWFhIUFFQncVCpVAQFBVFYWEhBQYFjvqBVKjj7bPPl/vvNM0r9+OOpsqm9e0/tW1YGX39tvgAkJZ3qzbj4YggNtX98wiHkTLJ9+Pj4sHjxYsvvQgghPEuzS6FWrFiBoijcfPPNLFmyhJCQEMt1Go2GpKQkhgwZ4rBAnUlKoTxXVlYWq1evJjQ0FC+vunMTmEwmioqKuOKKK0hMTHR+gP/8Y102VVhY/35eXjB48KnejORkaGAee+FaUvsuhBCiLXPYGIuamho+/PBDLr744jb9hSmJhedy5Sq1Np+1NpnMi/DVJhlbtpjX06hv16AgKi+4gJqLLybo6qtRde1q19hFyzh9PI/waNKzJYTwRA4dvO3v78/+/ftdc7bXSSSx8FyKopCWlkZubq7VGIva63Q6HTExMUyYMMGuX+h2OWtdXg6bNpnLptLTYd++BnetTkzE57LLzL0ZI0fCaT2Iwjla+lqrr3EJSIMTc1ntzp07ATj33HNRq9Uujsh+pGdLCOGpHJpYjBgxglmzZjFu3LjWxOjWJLHwbM4+i+yo+/snI4PDb75J9J49JBw8iF9ZWf07qtXmGaZSU82JxnnnmbcJh2pJ71h9jcvamY/Ky8vbfYOzrc4KJT1bQghP5tBZoe68807uv/9+/v77bwYOHFjng79fv362HlIIu4qPj2fUqFF1GnAxMTE2N9aaKl1w1CxUiqKwLSeH3IED+fvSS9mhKHQ4epSYvXuJ3rOH8IMHUddO7Ww0mtfV2LoV5s+HDh3Ma2akpsKll0Ib7l10pcrKSoxGI94NjH3x9vbGaDRS+b9ZweprXJaVlZGdnQ1AeHg4oaGh1NTUkJubS3p6ujQ42wCXzFQnhBAuYnNiMWnSJADuueceyzaVSmWZhrYtrGMhPF98fDxxcXGtKi9pTumCo2ahqnNclYqTXbpwsksX9l11FaaSEjrs2cOIqir8t2yBAwdO3fjkSfj8c/MFoEePU4PAhw+HoKBmxyEa5ufnh1qtpqampt4ei5qaGtRqNX5+fvU2LhVFoby83Or3oKAgaXC2MS6fqU4IIZzI5sQiMzPTEXGINsYdBim2Zs73hkoXzjyTbOtZ6+Zq6rgEBpLZuzd9ame3yso6NaXthg3m5KLWgQPmy6uvmmeWuuCCU2VT555rnoFK2CwyMpKIiIgGx1iUlpYSExNDZGRkvY1Lg8GAwWCw/I+rqqowGAz4+vpKg7MNcdRnhBBCuCObE4u2PGhb2IenD1K0pXTBlrPWtrD5uImJcMst5ovRCL/+emq2qW3bzNvMNzQv2rd5MzzyCHTsCCkpp3o04uJse7LaMZVKRXJyMunp6eh0unpr55OTk1GpVPU2Lo1GIyaTyTJAWVEUqx5faXC2DY76jBBCCHfUolOVR44c4e677yYlJYWUlBTuuecejhw5Yu/YhAeqPdOfm5uLVqslNDQUrVZrOdOfk5Pj6hCbZEvpQu1Z69LSUs6cB6H2rHVERIRl5p/matVx1WrzGhiPPWZenO/ECfjyS7jjDjhzmtoTJ+CTT2DGDIiPh969YdYsWLPGPEuVaFTteJ6YmBj0ej1FRUXo9XpiYmKsxkec3rispVar8fLyQlEUSynp6bMgSYOzbXDUZ4QQQrgjmxOLdevW0bt3bzIyMujXrx/9+vXjl19+oU+fPqxfv75FQbz++uskJSXh5+fH4MGDycjIaHDfESNGWFYAP/1y+eWXW/aZNm1anetHjx7dothE8515pl+j0eDl5WU506/X68nIyKjz5epubCldqD1rrdVq0el0GAwGTCYTBoMBnU5nddbaFnY9bkgIXHUVvPEGHD5svrz5JowfD2fO7rB/PyxdCpdfDmFh5kHgzz2HsnMn+bm5ZGVlkZ+f7/b/Q3tQFIX8/PwmH3N8fDwTJkxg/PjxXHHFFYwfP54JEyZY9c7V17jUaDRoNBpqamqorq7G19fXckZbGpxth6M+I4QQwh3ZPN3sgAEDSE1N5dlnn7XaPnfuXNLT0y1zkDfXJ598wpQpU3jrrbcYPHgwS5Ys4bPPPuPAgQP1fqHWfjDXOnHiBP379+edd95h2rRpgDmxyM/PZ9myZZb9fH196dChQ7NikulmW8aVi9PZk72mEbVH+ZfDy8pqaiAj41TZ1C+/mBfuq4c+MJCcnj35u3dv9MOG0S811SNK21rCEc97Q7NCHT9+HDDPChUYGNiupyE1GAw888wzADz88MP1vv88laeXiAoh2i+HrmPh5+fH3r17Oeuss6y2Hzx4kH79+tlcDzx48GAGDRrEa6+9BoDJZCI+Pp67776buXPnNnn7JUuWMH/+fHJzcy1T306bNo2ioiK+/PJLm2KpJYlFy2RlZbF69WpCQ0PxqmdAsMlkoqioiCtqBxy7KXsufGaPs5BOHQhfVATff28eBJ6eDkePNrirrlMnvC+/nOCrr4Zhw0CrdUxMTubINQc8cR0Ld5iIoa2Q51II4Ykcuo5FREQEu3btqpNY7Nq1y+Yue4PBwI4dO5g3b55lm5eXFykpKWzbtq1Zx3j33XeZNGlSnfU0Nm7cSGRkJB06dODiiy/mqaeeomPHjjbFJ2zTVgYp2jIo98zbOaInxlHHrVdoKEyYABMmoJhMrHvjDfw2b6bbkSNE7duHz2knDsKOHYP//Md88fWFiy4yDwBPTYW+fcEDG0yOXnOgoWmQwT1X3paz7Pbl1PeyEEK4gM2Jxa233sptt93GX3/9xQUXXADA1q1bee6555g9e7ZNxzp+/DhGo7HOB21UVBR//vlnk7fPyMjg999/591337XaPnr0aCZMmEDnzp05cuQIDz/8MGPGjGHbtm1WgyNrVVVVUVVVZfm7pKTEpsfhyex5Bs2W6TfdnT0X2fNUBYWFHPX2Rnv55eRqNKhqagg/fJjoPXuI3ruXjn/9haq2w7Oqyjzd7fr18MADEB19aqaplBTwkMaUM9YcaKhx6W4NzuZOuWxPJpOJ/fv3A9CrV696ez6FEEK4L5sTi8cee4ygoCBefPFFS09DbGwsjz/+uNWiec7w7rvvcvbZZ5OcnGy1vXYRP4Czzz6bfv360bVrVzZu3Mgll1xS5ziLFi1i4cKFDo/X3dj7bGRLz/S7K3sssufJzhzErnh7U9izJ4U9e7L32mupyc8nMCOD7pmZJBw4QNDpa2fk5cH775svAOeccyrRGDrU3MPhhmTNATNXrRat1+vp27cvAGVlZXV6ooUQQrg3mxMLlUrFfffdx3333UdpaSkAQS1cyTc8PBy1Wk1+fr7V9vz8fKKjoxu9bXl5OStXruSJJ55o8n66dOlCeHg4hw8frjexmDdvnlVvS0lJSZs/I+2os5Ft7Ux/ey5daKy0Ta/Xk6/XY+zdm+MjR7JLq8X/77/puGMHSQcPEnf4MF4VFadusGuX+bJ4sXksxogRpxKNXr3sXjbV0p64tlLO11qyWrQQQoiWsDmxqFVQUMCBAwcA6NmzJxERETYfQ6PRMHDgQDZs2MC4ceMAc1f4hg0bmDlzZqO3/eyzz6iqquLGG29s8n7+/vtvTpw4QUxMTL3X+/r64uumZ1AdwVV15O3lTH9b0VBpm6IonDx5kpqaGvz9/QkICDAvApeYyN8JCezR6YgND2d8dDSq2tmmdu6E2rIpvR6+/dZ8AejUybpsKjy8VXG3pieuLZXztYb03AghhGgJmwtYS0tLuemmm4iNjWX48OEMHz6c2NhYbrzxRoqLi20OYPbs2bz99tusWLGC/fv3c8cdd1BeXs706dMBmDJlitXg7lrvvvsu48aNqzMgu6ysjAceeICff/6Zo0ePsmHDBq666iq6detGamqqzfG1RbacjWyp2jP9iYmJREVFSVLhgRqaf7+8vBy9Xo+3tzcdOnSw+t+qVCoCAwM5VljIrpAQ8u+9F2X7dsjPh48/hmnTIDbW+o6OHYNly+D66yEyEs47Dx5+GDZuhNOmlm6O1i7QKGsOmNW3oN/p2kvPjRBCCNvY3GNxyy238Ntvv/HNN98wZMgQALZt28a9997Lv/71L1auXGnT8a677joKCwuZP38+eXl5nHPOOaxdu9bSvZ6dnV1nAN+BAwfYsmUL6enpdY6nVqvZs2cPK1asoKioiNjYWEaNGsWTTz7ZrnolGtPSs5EyVWL7U19pW20vQGRkJNozppjV6/WcPHkSvV7Ppk2b8PPzO9VbMGkSTJpk7rnYt+/U2hmbNpl7McB83Y4d5suiRRAQACNHnurR6N69wbIpe/XEtbVyvpaQnhshhBAtYfM6FgEBAaxbt46hQ4dabf/xxx8ZPXo05eXldg3QFdr6OhbutACc8AynJ5Xl5eVs3ry5zutHr9dTWFhITU0NKpWKmJgYvLy8ml7/obIStm41Jxnr1sHu3Q0HkpAAl15qntL2kkvMq4P/j70XaGzvibQj1/NoSHl5OYGBgYAM3hZCCHdhS7vY5lKojh07EhISUmd7SEhIs1e2Fq5VezaytLSUM/PK2rORERERlrORrS0vEZ7v9NK2Xr161Xn9KIpCUVERRqMRMJfS+Pr6WnoL9Ho9GRkZdV5v/9vZnCQ895x5gHduLnzwAdx4Y91parOz4d134dprzWMxBg+Gxx6DH3+ksrTUruMC2ns5X23PTUxMDHq9nqKiIvR6PTExMe1uRXBPpCgK+fn5ZGVlkZ+fX/97Twgh7MzmUqhHH32U2bNn88EHH1hmbsrLy+OBBx7gscces3uAwv5smRbWVdNOCvdV3+untsGuKAre3t6EhoZaXg82zyIUHW1OKm680VwatXfvqbKpzZvNa2aA+bqMDPPlqaeIDwzksq5dye/Xj8IBAyiLirIqm5JxAbZz9kQMPj4+zJkzx/K7aBnpYRZCuIrNpVADBgzg8OHDVFVVkZCQAJjHQfj6+tZZjXvnzp32i9SJ2nopVK3mfPnYu7xEtB2nv34qKyspKytDq9XSoUOHOmMvTCYTRUVFXHHFFSQmJrb8TvV6+PHHU2VTv//e4K5lERHk9utH3tlnk9e7N/lVVcTExDBhwgRJgkWb5YoSNiFE22ZLu9jmHovaaWGF52vO2UiZdlI05PTXT25uLlu2bCEwMLDeSRLs1lug1Z4ayP3CC/DPP+bVvtetg+++g8JCy66BhYWctWEDZ23YgEmlorBLF/zGjkUVEwPJydDAa1oITyU9zEIIV7P5m3XBggWOiEO4SFMLwMmCYaIxta+fyMhIjhw5Qm5uLhqNxnmzCMXGwtSp5ovJBLt3U/TppxhWr6bj/v2o/zfmw0tRiDpyBJYsMV9CQuDiiyE1FeXSSykICGi3g7TdiclkIjs7G4CEhIQ6MwKKxsnChkIIV2vRKbuioiI+//xzjhw5wgMPPEBYWBg7d+4kKiqKTp062TtG4UIy7aRoDlvG7TiMlxcMGEDogAEozzxDQWYmbN5M4E8/4b9lC6r9+0/tW1wMq1bBqlWoAL+ICAp69mR/nz5UXXAB544YIeUiLqDX6+ncuTMgs0K1hPQwCyFczebEYs+ePaSkpBASEsLRo0e59dZbCQsLIy0tjezsbN5//31HxClcxC0ajMIjuNP6DyqViqguXaBLF/OifAA5OdZlUzqdZf+QwkLOLizk7B9/xPif/1DYtSvFV11FyMSJMHAgqNVOi12IlpIeZiGEq9k8eDslJYVzzz2XxYsXExQUxO7du+nSpQs//fQTN9xwA0ePHnVQqM7TXgZv20JmGRHN5QnrPyg1NXz/4ov4b9lClyNHiDh4EK//lU3V0aEDpKScGtvxv0krhP3JOhatoygKaWlpDfYw63Q6mcBACGEzhw7e3r59O//+97/rbO/UqRN5eXm2Hk54CGdPOyk8V1PjdtxBwYkTHAoJQXvNNRzVaPDW64nct4+YvXuJ3ruX4NzcUzufPAmffWa+APTocSrJGDEC/tcQFsLV7N3D7AknCYQQ7sXmxMLX15eSkpI62w8ePEhERIRdghLuyRMajEI0x5m16DVaLf8MHMg/AwcCoM3PJyQjg+SiIgK2bYOiolM3PnDAfHn1VfDxgQsuOJVonHuueayHEC5ir5JE6aUWQrSEzaVQt9xyCydOnODTTz8lLCyMPXv2oFarGTduHBdddBFLlixxUKjOI6VQQrRtNq3P0rEj/PqreXxGejps2wYNlU117AiXXmpOMi69FOLiHPxI2hYphbKf1vQ2yFoYQojT2dIutjmxKC4u5pprruHXX3+ltLSU2NhY8vLyGDJkCGvWrGkTXwSSWAjRtrWqFr24GDZuNA8CT0+HI0cavqPevc1JRmoqXHQR+Ps75gG1EZJYuJ6M0xBCnMmhYyxCQkJYv349W7duZffu3ZSVlXHuueeSkpLS4oCFfUldrGiL7Pm6blUtekgIXHWV+QLmxKJ2tqnvv4fTS0X37TNflixB0WhQDRt2qmyqXz8pmzqDt7c3d955p+V34XwtXQtDvneEEGBjj0V1dTVarZZdu3bRt29fR8blUp7cY2Gvulj5khDuxFH13nY/bk0N/PILxZ99Rs2339Lh0CG8GvqIjYw0l0ulppp/Rke3+HEIYS9ZWVmsXr2a0NDQehcoNJlMFBUVccUVV5CYmAjIeAwh2jqH9Vj4+PiQkJCAsaH6YuFSDdXF5ubmkp6e3uy6WPmSEO7EXq/r+th9tjNvb3ISEkg/+2z03brR0cuLTgcOELVnDzF79hB82toZFBTAhx+aL2DuwajtzRg6FLTalsUgRCvYuhaGI9+fQgjPY3Nf8yOPPMLDDz/MBx98QFhYmCNiEi2gKAoZGRno9XqruliNRkNYWBg6nY6MjAzi4uIabTTJl4RwJ/Z6XTfGnrOdnRkvKhXHzj+fY+efj2IyYTpwgL7//EP//HxUGzdCWdmpG+/ZY7688AL4+ZnHZNQmGn37QjvoMVQUhePHjwMQHh4uvaQuEBkZSURERINjLEpLS4mJiSEyMtIp708hhGexObF47bXXOHz4MLGxsSQmJtYZXLdz5067BSear6V1saeTLwnhbuzxunamRuP18sLYtSs/x8YSM348UR06wM8/mweAp6ebZ56qLZuqrDy1HSAm5lTZVEqKuYyqDaqoqCDyf4/NVYO323sZqC3jj/Lz8z3q/SmEcDybE4tx48Y5IAzRWmfOy38mb29vjEYjlZWVDR7D0xpxou2zx+vamWyKV6Mx90pcdBE89RScOAEbNpiTiXXr4O+/T90wNxfef998ARgw4FRvxoUXgq+vEx5d2ydloGbNXQvD096frtLek1XRvticWCxYsMARcYhWsrUutj7yJSHcjT1e187Uqng7doRrrzVfFMW8CF9tkrFxI1RUnNr3t9/Ml+eeM09hO3z4qUSjV692UTZlb1IGaq0544887f3pCpKsivZG5jpsI2rrYktLSzlzoq/autiIiAhLmUF9Tv+SqI98SQhns8fr2pnsFq9KBT17wj33wDffgE5nnsp27lzz6t6nq6iAb7+F++6DPn0gPh5uvhk++QT+N15BNO7MMlCNRoOXl5elDFSv15ORkVHnf9rW1Y4/SkxMJCoqqs5Zdk97fzpbbbKam5uLVqslNDQUrVZrSVZzcnJcHaIQdieJRRtRWxer1WrR6XQYDAZMJhMGgwGdTtf4vPz/I18Swt3Y43XtTA6L19cXRo6ERYtgxw7Iz4ePPoKpU83jL0537BgsWwaTJpnHYgwaBI88Aps2gcFgvwfbhthSBipO8bT3pzNJsiraK0ks2pDautiYmBj0ej1FRUXo9XpiYmKa1Y0vXxLCHbX2de1sTok3MhKuvx6WLzcnEnv3wosvmkuhTu9RVBTzoPBnnoERIyAsDMaOhddeg4MHTw0Wb+ekDLTlPO396SySrIr2SpY2bWNaOy9/cwftCeFMdl9vwsGcGq9KZZ6Otm9fmD3bPKPUli2nZpXavfvUvuXlsHq1+QKQmHhqbMYll0CHDvaPzwPIWIHW8bT3pzNIsiraK0ks2qDWzssvXxLCHdlzvQlncFm8fn7mKWlTUmDxYsjLg+++Mw8CT083L8xXKysL3n7bfPHyMpdNjRplntY2ORl8fJwaure3N1OnTrX87iy2rN0g6udp709Hk2RVtFcqxcYCP6PRyPLly9mwYQMFBQWYTCar67///nu7BugKtixdLoQQHsNkMpdN1c42tWULVFXVv29wMFx88akeja5dnRurkzU0K1Tt2g3tuaxH2E5RFNLS0hpMVnU6HTExMUyYMEFO2gm3Z0u72ObEYubMmSxfvpzLL7+cmJiYOm+Il19+2faI3YwkFkKIdqGiAjZvPlU29ccfDe/bpcupJOPiiyEkxHlxOolMDSrsSZJV0VY4NLEIDw/n/fff57LLLmtVkO5MEgshRLt07BisX29OMtavb3i6WrUaBg8+lWgMGgR2KF1SFIWK/63X4e/v75IzubKYmbAnSVZFW+DQxCI2NpaNGzfSvXv3VgXpzlyZWMiXmhDCLZhMsGvXqbKprVuhurr+fUNDzYO/axONpKQW3WV5eTmBgYEAlJWVERAQ0KLjCOFO5HtdeDpb2sU2Tzd7//33s3TpUrvOvfz666+TlJSEn58fgwcPJiMjo8F9ly9fjkqlsrqcOfhJURTmz59PTEwMWq2WlJQUDh06ZLd4HSUnJ4e0tDRWrVrF6tWrWbVqFWlpabKIjhDC+by8zIvxzZ0LP/xgXqTvm2/Mi/b17Gm9b1ERfPEF/Otf0LkzdO8OM2fC119DSYlLwhfCXTS10KAQbYnNfddbtmzhhx9+4Ntvv6VPnz74nDFrSFpamk3H++STT5g9ezZvvfUWgwcPZsmSJaSmpnLgwIEGZ+AIDg7mwIEDlr/PfJMuXryYV155hRUrVtC5c2cee+wxUlNT2bdvn9vOwNBQLWbtCp1SiymEcKnAQLjsMvMFIDvbumzq5MlT+x46ZL68/rq5RGrIkFO9GQMHmkuphBBCtDk2l0JNnz690euXLVtmUwCDBw9m0KBBvPbaawCYTCbi4+O5++67mTt3bp39ly9fzqxZsygqKqr3eIqiEBsby/3338+cOXMAKC4uJioqiuXLlzNp0qQmY3J2KZTMHiGE8GhGI+zceapsats2qKmpf9+wMPNUuKNGwaWXQkKC5SophWofpDRICM9iS7vY5h4LWxOHxhgMBnbs2MG8efMs27y8vEhJSWHbtm0N3q6srIzExERMJhPnnnsuzzzzDH369AEgMzOTvLw8UlJSLPuHhIQwePBgtm3bVm9iUVVVRdVpUy6WOLnr3pYVOmWecCGE21GrzQO4Bw2CRx4xlz9t3HhqtqnTS1F1Ovj0U/MFzGVVzz0HV17pktCFc8lgZiHaNpvHWNjT8ePHMRqNdRrLUVFR5OXl1XubHj168N577/HVV1/x3//+F5PJxAUXXMDff/8NYLmdLcdctGgRISEhlouzP9w8fYVORVHIz88nKyuL/Px8u46/EULYn8Pfs8HB5kThtdfg4EHIzIR//xuuvrruNLV//gnSM9Eu1Jb85ubmotVqCQ0NRavVWkp+ZTyhcDfSvrFdi+YH/Pzzz/n000/Jzs7GYDBYXbdz5067BNaQIUOGMGTIEMvfF1xwAb169eLf//43Tz75ZIuOOW/ePGbPnm35u6SkxKnJhSev0Clnn4TwLC55zyYlwW23mS81NfDrr6d6M/bsgQsvdMz9CiuuLEFSFIWMjAz0er1Vya9GoyEsLAydTkdGRgZxcXFSFiXcgj0+K9tj2Z/NicUrr7zCI488wrRp0/jqq6+YPn06R44cYfv27dx11102HSs8PBy1Wk1+fr7V9vz8fKKjo5t1DB8fHwYMGMDhw4cBLLfLz88nJibG6pjnnHNOvcfw9fXF19fXptjtKTIykoiIiAbHWJSWlhITE9PgYHZXacmA8/b4JhPCXbjFJBHe3nD++ebL/Pmg18P/Tpqo1WquueYay+/Cflx9EkhKfoUnscdnpavfc65icynUG2+8wX/+8x9effVVNBoNDz74IOvXr+eee+6huLjYpmNpNBoGDhzIhg0bLNtMJhMbNmyw6pVojNFoZO/evZYkonPnzkRHR1sds6SkhF9++aXZx3Q2lUpFcnIyWq0WnU6HwWDAZDJhMBjQ6XRotVqSk5PdqgF+5tknjUaDl5eX5eyTXq8nIyPDqttQptMVwnVa8p51Cq3W8qufnx+fffYZn332mVv20HoqdyhB8vSSX9F+2OOz0h3ec65ic2KRnZ3NBRdcAIBWq6W0tBSAm266iY8//tjmAGbPns3bb7/NihUr2L9/P3fccQfl5eWW2aemTJliNbj7iSeeID09nb/++oudO3dy4403kpWVxS233AKYG+mzZs3iqaee4uuvv2bv3r1MmTKF2NhYxo0bZ3N8zhIfH8+oUaOIiYlBr9dTVFSEXq8nJibGLaeateXsE7TvN5kQ7qCp92xgYCD//PMPu3bt8uhaYqmJtuYuCeXpJb/1ceeSX9G+2Nq+OZO7vOdcxeZSqOjoaHQ6HYmJiSQkJPDzzz/Tv39/MjMzW/QkXXfddRQWFjJ//nzy8vI455xzWLt2raUrNDs7Gy+vU/nPyZMnufXWW8nLy6NDhw4MHDiQn376id69e1v2efDBBykvL+e2226jqKiIoUOHsnbtWrf/wIqPjycuLs4jSoVsOfsktbVCuF5j71m9Xs/JkyfR6/Vs2rQJPz8/j+yyb6+lB41xlxIkTy35Fe1Pa3vX3OU95yo2JxYXX3wxX3/9NQMGDGD69Oncd999fP755/z6669MmDChRUHMnDmTmTNn1nvdxo0brf5++eWXefnllxs9nkql4oknnuCJJ55oUTyuVLtCp7uzZcB5e3+TuSsZ79K+NPSe1ev1FBYWUlNTg5eXFyEhIXh5eblkcc7WrGPhFuNH3JC7lCDVlvymp6ej0+ms/kelpaVuWfLbEvK56vlaO6GOu7znXMXmxOI///kPJpMJgLvuuouOHTvy008/ceWVV/Kvf/3L7gEK92TL2afs7Ox2/SZzR3Jmt/2p7z2rKApFRUUYjUbA/IXq6+uLSqXyqN5E6RVtmDvNOlhb8nvmZ09MTEyb+OyRz9W2oan2TUlJiaWkKT8/v07y6E7vOVewObHw8vKyKk2aNGlSs1azFm2LLWef2vubzN3Imd32qb737Onlit7e3oSGhlq+ID2pN1F6RRvmbiVInlTyawv5XG07Gmvf6HQ6qqur0el0fPPNN/Umj+72nnO2Fi2Q9+OPP3LjjTcyZMgQjh07BsAHH3zAli1b7BqccG/NHXBe+yYrLS2tMw6n9k0WERHRZt9k7qS9Dypr7858z5aUlGAymSxjKrSnzdAEntOb2N5LDxpj71kH7TE4vrbkNzExkaioKI9PKuRzte2pr31TXFxMdXU1Go2G4ODgBieh8cSZPu3J5h6LL774gptuuonJkyfz22+/UVVVBUBxcTHPPPMMa9assXuQwn015+xTe6mt9QRyZlec/p7Nzc1ly5YtBAYG1ruWjzv3Jp5ey15eXi69oo2wVwmSJ5b6OGPMg3yutk59/yPA5b1ap39W6vV6tm7dysmTJ5tVbtnWy/4aY3Ni8dRTT/HWW28xZcoUVq5cadl+4YUX8tRTT9k1OOEZmjPgvD2/ydyJnNkVcOo9GxkZyZEjR8jNzUWj0XhMl/2ZDVwvLy+qqqqorKys0wBx58fhTK0tQXJVqU9rEgNnJULyudpy9f2PaidtKC8vd3kCW/tZmZ+fT2lpqU3Jo63vubYy8N/mxOLAgQNcdNFFdbaHhIRQVFRkj5hEG9VWa2s9iYx3EafzxN7Ehhq4lZWVVFZWUlBQQIcOHdz+cbhCS2cddNXg+NYkBs5MhORztXnObDhXVVWxfv16q/9RWVkZ2dnZAISHhxMaGuoWY1Vamjw29z3X2Gvd09pNLVrH4vDhwyQlJVlt37JlC126dLFXXKKN8pTpdNuq9j6oTNTlTr2JarWayy67zPL7mRpr4NaeVQTzFLrSK2o/rij1aU1i4OxESD5Xm9ZQLyNgaSgrikJ5ebnV70FBQW4xu5sjk8fGXuv/93//R1BQkFv03jSXzYnFrbfeyr333st7772HSqXin3/+Ydu2bcyZM4fHHnvMETEK0aS20oXoaJ54hlo4nrv0Jvr5+fHNN980eH1TDdywsDAqKiq46KKLCAgIkM8CO3F2qU9rEwNnJ0Lyudq4+hrOFRUVnDhxArVaTWVlJVqtFoPBgMFgsLzOqqqqMBgMlimwXTlWxVHJY2Ovda1WS15eHsXFxcTExODj4+MWvTdNsTmxmDt3LiaTiUsuucTyAe7r68ucOXO4++67HRGjEI3yxAGFruROZ6iF+/CE3sTmNHBNJhMBAQEkJiY6Obq2y9mlPq1NDFwx5kE+V+vXUMO5dukCk8lEUVERfn5+GI1GTCaTpbdSURTLGjvg2rEqjkoeG3qtK4pCcXGx5XfAaqYxd16bx+bEQqVS8cgjj/DAAw9w+PBhysrK6N27t2W1VCGcSeYObxl3OUMtxJlKSsDbGzQa88/T2buBKz2dzePsUp/WJgauGvMgn6t1NdRwVqvVljXRansmarfVNqRVKpVVSaQjx6o057PAEcljQ6/103tvjEajVYLl6t6bpticWNTSaDT07t3bnrEIYRNZbbd1nH2GWhpxoinl5eWEhNQ2Tgvw8gpAozEnGb6+oNFEUl19E2DAzw+8vU2nXYyYTFUEBvqweXPk//bnjNufulRUnOTYsUz0+mK8vGrQaBTCwgLp0+csOnWKsNq/sd+9WrQalHtp6r3p7FKf1iYG9k6EbPnscoeeP2d+1jZ1Xw01nDUaDRqNxrJAp9FoRKvVWm2r/bv2fhz1f7Ol6sHeyWNDr/XTe2/OTLDAvWcaa3ZicfPNNzdrv/fee6/FwQhhC5k73HNIuZpovgrLbyYTVFaaL2YqIOB/l4b9/HNz7qfD/y6to1Y3nYA0tM2efzd2XWPJT3Pfm84s9WltYmDPRMjTPrucGW9z7quhhrNKpSI0NJT8/HxMJhMmkwlFUQgICECv1wMQEBCAoihUV1db/m+DBg2ya7LQkqqHhpLHliR0Db3WaxOKmpoaqwSrljvPNKZSmrkUpJeXF4mJiQwYMKDR1SNXrVplt+BcpaSkhJCQEIqLiwkODnZ1OKIBWVlZrF69mtDQUEuX6ulqazevuOIKqbd2oYY+uGu/KKRcTdQqLy+3lNWef34ZRmMAVVVgMJgvtb9XVZmorDRRXe2ForSBLgMHU6vrTzxUqmqqqkpQqWrw9QUfHwW1ugYwoNGoSEiIJDTUutfIx0ehuroclaqagABvwsIC8fNT2ZzsnP63j0/d5McenxutbWR72meXM+Nt7n0pikJaWlqDSWJ+fj4qlcoyxqKxdSwSExPJyspqcbJga2w6nY6YmBgmTJjQZIJg76mRq6uryc3NxWQyER0djb+/f4tjswdb2sXN7rG44447+Pjjj8nMzGT69OnceOONhIWFtTpYIVpK5g53f1KuJlrqu+8goMGOCS8URUVBQQFlZZWo1X6EhkZiMKgsCUh1NVZJSe32goIitmzJwMvLD0XRUFOjxmhUUVOjprrai6oqhcpKE0lJPfDxCaiT1NT3e+39NbRf807fOY7RCBUV5os1H6Bjg7fbsaO+rSrA/mMqvb3PTDziUaunUFOjBwyo1Ua8vU34+6sJDw/i//5P24xEJh4fnziqqkotiZDBEMz27Sp272488fHxUdiwYRcnT9YQERGOt7eCl5f7fnY587PW1vtqrPcoODiYSy+9FF9f30ZX3q5vzYv6ehZsic1eVQ+tHevZUG9gXFwcpaWl6PV6vL29PWamsWYnFq+//jovvfQSaWlpvPfee8ybN4/LL7+cGTNmMGrUKLd8cKJtk7nD3Z+UqwlHqS1HsPVlk5VVTGnpoWb0dHYkMbHxkqvmUBRzw76+pMS6F6ZuMnTmvo0lOY0lU2f+bb6YqKiopqbGm5qaumuGOFtNjflSXn76Vp//XVpDBbSk8kAFjLXaUpvceHubUKtNeHvX8MADRrRab4eXt9X+3lCJ3cmTBRQUOOez1tbP9ZaW0dXGWduzYO9kwR6zh9kroWto7Mbff//tcTON2TR429fXl+uvv57rr7+erKwsli9fzp133klNTQ1//PGHzAwlnErmDnd/rpj2UYjGOLunU6Uyn4339obTqhlcLisrx1JKqlJ5YTKpqK72oqbGC6NRjcEAOl0ZQ4deQnh4bLMTofq2nbm9Ob089SVHrmY0qjEa1fxvXTcAdDrXxWMtCrjdKvnx8TmVBPn4GIFq/vOfYIKCWpf4lJSo2bu3M8HBfmg0itUkCj4+Jry8aqioKOLw4WoUxXy7Dh3iueKKOE6eLKCqyrZBz45KFuzxWWDPk2f1jd3wxJnGWjwrlJeXl2V1xNOnwRLCmWTucPcm5WrOI7NuNY/0dJqd+d5UqxXUaiNgboAaDAY0Gj1nn622uVfIERTF3KNhay9PS3uESksryc7OR1F8MBq9qampTbq8qK72+l8SpsLLS0t1tZfltq5WX/Jzur//tse9hAOpTe71xBNnblEBUY0mLvVtMxqDKCy8BH9/Nd7eCj4+RqtkRq02UlNTTm6uD/7+Wn7/vQ9arRqtVvW/nqVTSY+iVGE0asjKCiAmpiOQwLFjuURE+OPtrfzveArQvM8CZ5w8c4eZxmxhU2JRVVVlKYXasmULV1xxBa+99hqjR4+ut0tZCGfwxIy+vZBGnHN42sw1DfHy8mL48OGW3x1BejrNPO29qVKZB3n7+DQ29sZ+FMWXtLRfmzmwt3a7OflpbXJzeo/O8ePFHDiQRWWlCS8vP0wmbwwGFZWVRhRFQ4cOUahUWqqrFXJzdej1RkBDdfWpsUM1NV4YDCpMJnOC5Gq2J2H+wFlN7vXll7W/jWhy32eeqf3tsjrXqVSKpedHq1Vzzz2qBhMfiEanuxyNxrxP7dTXtcmMSlUNVPH33x0JC2t9SVxIiPtPcd3sWaHuvPNOVq5cSXx8PDfffDOTJ08mPDzc0fG5hMwKJYT9eNrMKp5Gnt+WaSvJWGvIa6dxrn5+bJ21qDnxxsXFNzpmp7mJUEHBSf744zCVlUa8vPwxGr2prsaS2ERExOHtHWBzuZvBYL5PUb9Dh6BbN+ffry3tYpumm01ISGDAgAGNnslJS0uzLVo3JImFEPYljTjHsOd0ie2RlI/Je7Mprnx+8vPzWbVqVb3rGIB5dWa9Xs/48eMtpTLuto5FSyhK3XE7mZn/8MMPWykvr8bXNwhF0VBVpVBaWoVaraVv33MJCgq33C4v7ySHD2dTXKynulqF0eiNr28gHTvG4usbVE8ypVBaasBgUKiuVqMo3lRVqRpMhGpq7PhE2iArCxISnH+/DpludsqUKe3uA1cIYR9SruYYMutW63ha7bIjyHuzcQ09P2Bu+DvyOWtJ/b4z/5+Oui+Vylz+4+sLQUHmbTExscTHn/+/RObYGYlML+Ljz6yg6YCihNoQmwrwbXaMRuOpyQcMBsjMPMb27XsoKCjGYFBQFB8CAzty1ll9CA2NbLKXprk9Rc4oA2ytZicWy5cvd2AYQoi2Thpx9nH6WXadTtemZt0qLy8nKSkJgKNHj1oWyvI0ntYTIu/Nxp35/DirV6Clk1848//pzPuyNZFxZGxqtflS+9SHh3fivPNiPep97ygtnhVKCCGEc53ZoDGZTFRUVODt7V1v97Qnzrp1/PhxV4fQKlJa5Blamvy1djE0W3jaAHtnsEey4KjEXxJ0M0kshBDCA9TXoKmurqasrIzjx4/j7e2N/2kLJbTXhocrObPRKVqupcmfM1e3hubNYDZo0CA5S24Dd0n8Pa1X0xaSWAghhJtrqEHj6+tLZGQkeXl5FBQUEBMTg4+Pj0dMnVrfF6snc3ajU7RMa5I/V4xpamytpsTERLZv3+7yRrKncJfE312SG0eRxEIIIdxcYw0af39/wsPDOXnyJGVlZahUKrdfJLKhL9a+ffu6OrQWk4H0reOMM7itTf6csRhafeobW1BVVcX69etd3kj2FO6S+LtLcuNIklgIIYSba6pBExgYSHV1NUOHDqVDhw5u3bXe2Bdrfn6+q8NrMVc1OtsCW8/gtjQJaW3y19LB1PZwev1+7TTTtjSS23LpTXO4Q+LvLsmNo7nF+n2vv/46SUlJ+Pn5MXjwYDIyMhrc9+2332bYsGF06NCBDh06kJKSUmf/adOmoVKprC6jR4929MMQQgiHOL1BU5+amhq8vb0t5RFRUVFu+cV05herRqPBy8vL8sWq1+tdHWKLNed/5GkD6Z2hNtHMzc1Fq9USGhqKVqu1nMHNycmps39aWhqrVq1i9erVrFq1irS0tDr71ae1yV/tYOrS0lLOXAKsdkxTRESEw8v6bGkkQ+ues7bCHRJ/W/9vnsrlicUnn3zC7NmzWbBgATt37qR///6kpqY2+MRu3LiR66+/nh9++IFt27ZZ6g+PHTtmtd/o0aPJzc21XD7++GNnPBwhhLA7d2nQtFZTX6zBwcEkJibSv39/vLxc/vVkE1f9jxRFIT8/n6ysLPLz8+vctztrTqKZkZFheUy2JiFnam3yVzuYWqvVotPpMBgMmEwmDAYDOp3OaWOabGkkt/Y58xRNvQ/cIfF3h+TGGVxeCvXSSy9x6623Mn36dADeeustvvnmG9577z3mzp1bZ/8PP/zQ6u933nmHL774gg0bNjBlyhTLdl9fX6Kjox0bvBBCOEFzZofxhEHaTa274e/vzwMPPMAVV1yBVqt1cqSt44r/kacPArXlDG5kZGSry0jsMX1rY4OpbX3eW1qe1NySLF9fX7Zu3drmS2+a8z5wh6l7XVlK50wuTSwMBgM7duxg3rx5lm1eXl6kpKSwbdu2Zh2joqKC6upqwsLCrLZv3LiRyMhIOnTowMUXX8xTTz1Fx44d6z1GVVUVVVVVlr9LSkpa8GiEEMJx7NmgcZb2sO7G6Zz5P2oLg0BtOYNrjxp5eyV/9lhxujVJYXMbyUCTz1lBQQH79+8nICDAI8deNPd94A4nZ9whuXEGlyYWx48fx2g01vkQiIqK4s8//2zWMR566CFiY2NJSUmxbBs9ejQTJkygc+fOHDlyhIcffpgxY8awbds21Gp1nWMsWrSIhQsXtu7BCCGEg9mjQeMs7XXdDWf8jzxlEGhTZ+RtOYNrrzISeyV/rVkMrbVJYXMbyVVVVY0+Z9XV1RQVFbFhwwa8vLw8rsfL1veBq0/OuENy4wwuL4VqjWeffZaVK1eyceNGqzNckyZNsvx+9tln069fP7p27crGjRu55JJL6hxn3rx5zJ492/J3SUmJR7yphBDtjyes7trSdTe8vLyYNWsW999/P/v27bNKPDyJo/9H7jDDTVPsXZ5SUFBgtzISVybo9koKm9NIzs/Pb/A50+v1ltv5+fnh7+9vSW7WrVvHoEGDCA0NbfFz44xZqFryPnD1yRlXJzfO4NLEIjw8HLVaXWeKwfz8/CbHR7zwwgs8++yzfPfdd/Tr16/Rfbt06UJ4eDiHDx+uN7Hw9fXF19fX9gcghBCijpauu9G3b1/uuusuAI8ahOxs7j4I1BHlKfYuI3FVgm7PpLCpRnJDz5miKJw8eZKamhr8/f0JCAhApVKh0WjQarUUFBSwdu1aAgMDW9SL4ayxPy19H7j65IyrkxtHc+m0GxqNhoEDB7JhwwbLNpPJxIYNGxgyZEiDt1u8eDFPPvkka9eu5bzzzmvyfv7++29OnDhhqTkUQgjhOM1ZdyMwMJChQ4dyxRVXMH78eCZMmEBcXJyTI209V8zK5A4z3DTE1pmeas/gxsTEoNfrKSoqQq/XExMTY1US5C4zMrWWvZPC2kZyfdNMN/SclZeXo9fr8fb2pkOHDpbb6PV6jh8/jslkwmg04u/vb/MMUs6chcqd3wdNaez/5ulcXgo1e/Zspk6dynnnnUdycjJLliyhvLzcMkvUlClT6NSpE4sWLQLgueeeY/78+Xz00UckJSWRl5cHnPqiKisrY+HChVx99dVER0dz5MgRHnzwQbp160ZqaqrLHqcQQrQXzamdr113w93LuhrjqlmZ3HkQqCPLU9pCGYmzZwaq7zmrfd4iIyMts68pikJRURFGo9FSnmgymfDz82t2iZazx/648/ugPXN5YnHddddRWFjI/PnzycvL45xzzmHt2rWWD5zs7Gyr+czffPNNDAYD11xzjdVxFixYwOOPP45arWbPnj2sWLGCoqIiYmNjGTVqFE8++aSUOwkhhBO0hy98V87K5M6DQB1dnuLpZSSueG+c+ZyVl5ezefNmq/+RwWDAYDBYttWWKNb+3pwSLWeP/XHn90F75vLEAmDmzJnMnDmz3us2btxo9ffRo0cbPZZWq2XdunV2ikwIITyXMwZQ1qetf+G7w6xM7nr23hln5F1dI98arnpvnP6cKYrC/v37rZKb2umg1Wo11dXV+Pn5Wf3/mlOi5YqxP+76PmjP3CKxEEIIYV+uXjytLX/hu8usTO549r499Fa1lqvfG/UlN7X/p9pei9DQUKv/XXMSQlctAOeO74P2TBILIYRoY9xl8TRbv/BVKhW9e/e2/O6u3GlWJnc7e9/We6vsxdWN4TOTm5qaGry8vFAUhfDwcMvYC2h+QujKpNLd3gftmSQWQgjRhrhDmc7pbPnC9/f3548//nBwRK3nqjOznsLVZ+Q9RX3vDWeWL56Z3BQVFbF9+3bLjFFnJoSDBg1qNDZJKgVIYiGEEG2Ku5TptGVS7tM0V5+R90SuKF88PblJTEwkLCys3oQwMTGR7du3NxmbJJVCEgshhGhD3KlMp62SM7PNI+UpzefO5YtVVVWsX7++2bFJUtm+SWIhhBBtiCeX6VRUVDBo0CAAtm/fjr+/v4sjapicmXU/rpoFrbXcuXxRURTS0tJsjk2SyvZLEgshhGhDPLlMR1EU9u3bZ/nd3cmZWffh6lnQWsOdyxfdOTbhnrya3kUIIYSnqC3T0Wq16HQ6DAYDJpMJg8GATqeTMh07qz0zm5iYSFRUlDyvLlBbRpSbm4tWqyU0NBStVmsp1cnJyXF1iI1y5/JFd45NuCdJLIQQoo2pLdOJiYlBr9dTVFSEXq8nJibGabXaQjjDmWVEGo0GLy8vS6mOXq8nIyPDrXvATi9frI8ryxfdOTbhnqQUSggh2iAp0xHtQVso1XHn8kV3jk24J+mxEEKINkrKdERb1xZKddy5fNGdYxPuSRILIYQQQniktlKq487li+4cm3A/UgolhBDCbcTFxVmmDU1KSpIzoaJRbalUx53LF905NuFeVIo7j2hykZKSEkJCQiguLiY4ONjV4QghRJvX2HSh0qARjWlocbnaxQrlrLoQrWNLu1gSi3pIYiGEEM7TWMPQy8uLoKAgysvLPW59AuE8nryOhRDuzpZ2sZRCCSGEcJnGVh3WarXk5eVRXFxMTEwMPj4+1NTUWNYnkDPRopaU6gjhHiSxEEII4TKnTxdaXV3NE088AcBjjz1GcXExcGoV7tPXJ9DpdGRkZBAXFyeNRwGcmgVNCOE6klgIIYRwmdOnCzUYDPz1118AVFVVYTAYLNOFGo1Gy208ZX0CIYRob2S6WSGEEC7T0HShRqMRk8kEmBMJtVptdb0nrE8ghBDtjSQWQgghXKZ2utDS0lJOn0tErVajUqmoqanB19cXjUZjdTtPWZ9ACCHaE0kshBBCuMzpK/uePHmy3n1CQkLqXZ8gIiLCI9YnEEKI9kISCyGEEC5Vu7JvdHS0ZVtlZSVxcXF06NABvV6PwWDAZDJhMBjQ6XRotVqSk5Nl4LYQQrgRWceiHrKOhRBCOF9ZWRlBQUEAHDlyhM6dO/P333/L+gRCCOFCso6FEEIIj6NSqQgPDwcgKioKlUol6xMIIYQHkcRCCCGEWwgICKCwsLDOdlmfQDiDoiiSwArRSpJYCCGEEKJdy8nJkZI7IexABm8LIYQQot3KyckhPT2d3NxctFotoaGhaLVacnNzSU9PJycnx9UhCuEx3CKxeP3110lKSsLPz4/BgweTkZHR6P6fffYZPXv2xM/Pj7PPPps1a9ZYXa8oCvPnzycmJgatVktKSgqHDh1y5EMQQoh2Q1EU8vPzycrKIj8/37L+REPbm0uv1zNixAhGjBiBXq93eLzuwJ1jaw8URSEjIwO9Xk9YWBgajQYvLy80Gg1hYWHo9XoyMjLk/yJEM7m8FOqTTz5h9uzZvPXWWwwePJglS5aQmprKgQMH6p2f/KeffuL6669n0aJFXHHFFXz00UeMGzeOnTt30rdvXwAWL17MK6+8wooVK+jcuTOPPfYYqamp7Nu3TxZTEkKIVmioZCQxMZGsrKxWlZKYTCY2bdpk+d2R8bpDiYs7x9ZeFBQUUFhYSFBQUJ3xFCqViqCgIAoLCykoKJBxPkI0g8unmx08eDCDBg3itddeA8xfJvHx8dx9993MnTu3zv7XXXcd5eXlrF692rLt/PPP55xzzuGtt95CURRiY2O5//77mTNnDgDFxcVERUWxfPlyJk2a1GRMMt2sEELUVVsyotfrCQoKwtvbm5qaGnQ6HZWVlWi1Wjp06GDZXlpailarZdSoUc1qKJeXlxMYGAiYp54NCAhwSLy2xuUI7hxbe5KVlcXq1asJDQ3Fy6tuEYfJZKKoqIgrrriCxMREF0QohOvZ0i52aSmUwWBgx44dpKSkWLZ5eXmRkpLCtm3b6r3Ntm3brPYHSE1NteyfmZlJXl6e1T4hISEMHjy4wWMKIYRoXEMlIz4+PphMJmpqajAajfj4+LhFKYk7l7i4c2ztjZ+fH2q1mpqamnqvr6mpQa1WS7WDEM3k0sTi+PHjGI3GOt2LUVFR5OXl/X97dx8VVZ3/Afx9h4FhBsEyeVzANMPEdgMxCnUz1wd2V9dE3TiYqRmaBkfMVo8PnIA9WVvq8dTJ6pQFlbGtJLnYtrKGTys+bCi6WCOYEtXKg60hA/EwO/P9/TE/JifAgPswY75f58wR79y59/N5nwHmw9w7t9vH1NXVXXP9zn/7ss329nY0NTW53IiI6Hs9HTLS0dEBq9UKb29vdHR0oKOjw3nfDw8l8YR63V2Xp9d2owkKCkJgYCAsFkuXQU4IAYvFgsDAwG4PzSairjzi5G13e/bZZzFw4EDnjW8/ExG5amtrg81mg17vemqezWaD3W6HTqeDEAI2m83lfr1eD5vNhra2Ni3L7bFed9cFeHZtNxpJkhAfHw+j0YjLly+jo6MDdrsdHR0duHz5MoxGI+Lj43k9C6JecutgMXjwYHh5eaG+vt5leX19PUJCQrp9TEhIyDXX7/y3L9tcu3Ytrly54rzxo+WIiFz1dMiIl5cXdDod7HY7JEmCl5eXy/3uOpTEkw9x8eTabkQRERGYOnUqQkND0draisbGRrS2tiI0NJTnuhD1kVsHCx8fH8TFxaGkpMS5zG63o6SkBAkJCd0+JiEhwWV9ANi7d69z/aFDhyIkJMRlnaamJhw/frzHbRoMBgQEBLjciIjoez0dMuLj4wNvb29YrVb4+PjAx8fHeV9/DiUxmUwwmUyq1dvfupTkybXdqCIiIjBr1iwkJSVh+vTpSEpKwqxZszhUEPWR2w+FWrlyJV5//XW89dZbMJvNWLZsGVpaWvDII48AAObPn4+1a9c618/IyMCePXuwefNmnD17FtnZ2SgrK0N6ejoAx9uaK1aswNNPP42ioiJUVFRg/vz5CAsLw8yZM93RIhHRda+nQ0asVit0Oh30ej28vLxgtVr7fSiJn58fWlpa0NLSIvsToTz5EBdPru1GJkkSgoODMWTIEAQHBzN/on5w+3UskpOTcenSJTz11FOoq6tDTEwM9uzZ4zz5+ssvv3T5CLixY8ciPz8fmZmZWLduHW6//Xbs2rXLeQ0LAFi9ejVaWlqwZMkSNDY2Yvz48dizZw/fViYikqHzkJEfXnshMjKy2+tYhIaGuvWaDD3V6+66PL02IqL+cvt1LDwRr2NBRNQzIQQaGhrQ1tYGX19fBAUFQZKkHpe7m6fWBXh2bUREQN9eF7v9HQsiIrq+dB4y0tvlvdXW1obZs2cDAHbu3KnYu8xy61KTJ9dGRNRXHCyIiMgj2Gw2fPTRR86viYjo+uL2k7eJiIiIiOj6x8GCiIiIiIhk42BBRERERESycbAgIiIiIiLZOFgQEREREZFs/FSobnRe2qOpqcnNlRAR3ThaWlqcXzc1NfGToYiIPEDn6+HeXPqOg0U3LBYLAPDKp0REbhIWFubuEoiI6CoWiwUDBw685jq88nY37HY7Ll68CH9/f0WvgNrU1ISIiAh89dVXN/QVvZmDA3NwYA4OzMGBOXyPWTgwBwfm4MAcHLTMQQgBi8WCsLAw6HTXPouC71h0Q6fTITw8XLXtBwQE3NDfDJ2YgwNzcGAODszBgTl8j1k4MAcH5uDAHBy0yuHH3qnoxJO3iYiIiIhINg4WREREREQkGwcLDRkMBmRlZcFgMLi7FLdiDg7MwYE5ODAHB+bwPWbhwBwcmIMDc3Dw1Bx48jYREREREcnGdyyIiIiIiEg2DhZERERERCQbBwsiIiIiIpKNg0UfPPvss7j77rvh7++PoKAgzJw5E5WVlS7rtLW1IS0tDbfccgsGDBiA2bNno76+3mWd5cuXIy4uDgaDATExMV3288UXX0CSpC63Y8eOqdler2mVA+C4KMumTZsQFRUFg8GAn/3sZ9iwYYNarfWZVllkZ2d3+5zw8/NTs71e0/I5UVxcjHvvvRf+/v4IDAzE7Nmz8cUXX6jUWd9omcOOHTsQExMDk8mEIUOGYOPGjWq11WdK5HD69GmkpKQgIiICRqMRI0eOxAsvvNBlXwcOHMDo0aNhMBgwfPhw5OXlqd1er2mVQ21tLebOnYuoqCjodDqsWLFCi/Z6TascCgsLMWXKFAQGBiIgIAAJCQkoLi7WpMfe0CqHw4cPY9y4cbjllltgNBpxxx13YMuWLZr02Fta/ozoVFpaCr1e3+PPVHfQKocDBw50+xqirq5O8Z44WPTBwYMHkZaWhmPHjmHv3r2wWq2YOnUqWlpanOs88cQT2L17NwoKCnDw4EFcvHgRs2bN6rKtRYsWITk5+Zr7+/jjj1FbW+u8xcXFKd5Tf2iZQ0ZGBrZt24ZNmzbh7NmzKCoqQnx8vCp99YdWWfzhD39weS7U1tYiOjoav//971XrrS+0yqG6uhoPPPAAfvWrX+HUqVMoLi7GN9980+123EGrHP7+97/joYcewtKlS3HmzBm8/PLL2LJlC1566SXVeusLJXI4ceIEgoKCsH37dnz66adYv3491q5d69JjdXU1pk2bhokTJ+LUqVNYsWIFUlNTPebFpFY5tLe3IzAwEJmZmbjrrrs07bE3tMrh0KFDmDJlCj766COcOHECEydOxO9+9zuUl5dr2m9PtMrBz88P6enpOHToEMxmMzIzM5GZmYnXXntN036vRassOjU2NmL+/PmYNGmSJv31ltY5VFZWuryOCAoKUr4pQf3W0NAgAIiDBw8KIYRobGwU3t7eoqCgwLmO2WwWAMTRo0e7PD4rK0vcddddXZZXV1cLAKK8vFyt0hWlVg6fffaZ0Ov14uzZs6rVrjS1svihU6dOCQDi0KFDitWuJLVyKCgoEHq9XthsNueyoqIiIUmS6OjoUL4RmdTKISUlRcyZM8dl2YsvvijCw8OF3W5XtgkFyM2h0+OPPy4mTpzo/P/q1avFqFGjXNZJTk4WiYmJCnegDLVyuNqECRNERkaGonUrTYscOkVHR4ucnBxlCleYljkkJSWJefPmKVO4CtTOIjk5WWRmZvb6d6y7qJXD/v37BQDx7bffqlZ7J75jIcOVK1cAAIMGDQLgmBqtVismT57sXOeOO+5AZGQkjh492uftz5gxA0FBQRg/fjyKioqUKVoFauWwe/duDBs2DB9++CGGDh2KW2+9Fampqbh8+bKyDShI7edEp23btiEqKgq//OUv5RWsErVyiIuLg06nQ25uLmw2G65cuYJ33nkHkydPhre3t7JNKECtHNrb2+Hr6+uyzGg04uuvv0ZNTY0ClStLqRyuXLni3AYAHD161GUbAJCYmCjre0tNauVwvdEqB7vdDovF4rFZaZVDeXk5jhw5ggkTJihUufLUzCI3NxcXLlxAVlaWCpUrS+3nRExMDEJDQzFlyhSUlpYqXL0DB4t+stvtWLFiBcaNG4c777wTAFBXVwcfHx/cdNNNLusGBwf36Ti2AQMGYPPmzSgoKMDf/vY3jB8/HjNnzvTI4ULNHC5cuICamhoUFBTg7bffRl5eHk6cOIE5c+Yo2YJi1Mziam1tbXj33Xfx6KOPyi1ZFWrmMHToUPzjH//AunXrYDAYcNNNN+Hrr7/Gjh07lGxBEWrmkJiYiMLCQpSUlMBut6OqqgqbN28G4Dje3pMolcORI0fwl7/8BUuWLHEuq6urQ3BwcJdtNDU1obW1VdlGZFIzh+uJljls2rQJzc3NePDBBxWrXyla5BAeHg6DwYAxY8YgLS0NqampivehBDWzOHfuHNasWYPt27dDr9er1oMS1MwhNDQUr776Knbu3ImdO3ciIiIC999/P06ePKl4H56dsgdLS0vDmTNncPjwYcW3PXjwYKxcudL5/7vvvhsXL17Exo0bMWPGDMX3J4eaOdjtdrS3t+Ptt99GVFQUAOCNN95AXFwcKisrMWLECMX3KYeaWVztgw8+gMViwYIFC1TdT3+pmUNdXR0WL16MBQsWICUlBRaLBU899RTmzJmDvXv3QpIkxffZX2rmsHjxYpw/fx7Tp0+H1WpFQEAAMjIykJ2dDZ3Os/5epEQOZ86cwQMPPICsrCxMnTpVweq0wxwctMohPz8fOTk5+Otf/6rOceQyaZHDP//5TzQ3N+PYsWNYs2YNhg8fjpSUFDllq0KtLGw2G+bOnYucnBznawhPpuZzYsSIES6vmcaOHYvz589jy5YteOedd2TV/UOe9RvoOpGeno4PP/wQ+/fvR3h4uHN5SEgIOjo60NjY6LJ+fX09QkJCZO3znnvuweeffy5rG0pTO4fQ0FDo9XqXHwgjR44EAHz55ZfyileYls+Jbdu2Yfr06V3+UusJ1M5h69atGDhwIJ5//nnExsbivvvuw/bt21FSUoLjx48r1YZsaucgSRKee+45NDc3o6amBnV1dc4PNRg2bJgiPShBiRw+++wzTJo0CUuWLEFmZqbLfSEhIV0+Uau+vh4BAQEwGo3KNiOD2jlcL7TK4b333kNqaip27NjR5VA5T6BVDkOHDsXPf/5zLF68GE888QSys7OVbkU2NbOwWCwoKytDeno69Ho99Ho9/vjHP+L06dPQ6/XYt2+fqr31hTt+RsTHx6vzulL1szh+Qux2u0hLSxNhYWGiqqqqy/2dJ9m8//77zmVnz56VfaKuEEKkpqaK2NjYfteuJK1yKC4uFgDE559/7lzWedJyZWWlMs3IpPVz4sKFC0KSJLF7925F6leKVjmsXLlSxMfHuyy7ePGiACBKS0vlNyKTO39GPPzwwyIhIaHftStJqRzOnDkjgoKCxKpVq7rdz+rVq8Wdd97psiwlJcVjTt7WKoereeLJ21rmkJ+fL3x9fcWuXbuUbUIB7ng+dMrJyRFDhgyRVb+StMjCZrOJiooKl9uyZcvEiBEjREVFhWhublanuT5w53Ni8uTJIikpSV4D3eBg0QfLli0TAwcOFAcOHBC1tbXO23fffedcZ+nSpSIyMlLs27dPlJWViYSEhC6/7M+dOyfKy8vFY489JqKiokR5ebkoLy8X7e3tQggh8vLyRH5+vjCbzcJsNosNGzYInU4n3nzzTU377YlWOdhsNjF69Ghx3333iZMnT4qysjJxzz33iClTpmja77VolUWnzMxMERYWJv73v/9p0l9vaZVDSUmJkCRJ5OTkiKqqKnHixAmRmJgohgwZ4rIvd9Eqh0uXLolXXnlFmM1mUV5eLpYvXy58fX3F8ePHNe23J0rkUFFRIQIDA8W8efNcttHQ0OBc58KFC8JkMolVq1YJs9kstm7dKry8vMSePXs07bcnWuUghHA+R+Li4sTcuXNFeXm5+PTTTzXr9Vq0yuHdd98Ver1ebN261WWdxsZGTfvtiVY5vPTSS6KoqEhUVVWJqqoqsW3bNuHv7y/Wr1+vab/XouX3xtU87VOhtMphy5YtYteuXeLcuXOioqJCZGRkCJ1OJz7++GPFe+Jg0QcAur3l5uY612ltbRWPP/64uPnmm4XJZBJJSUmitrbWZTsTJkzodjvV1dVCCMdgMXLkSGEymURAQICIj493+agxd9MqByGE+M9//iNmzZolBgwYIIKDg8XChQvFf//7X406/XFaZmGz2UR4eLhYt26dRt31npY5/PnPfxaxsbHCz89PBAYGihkzZgiz2axRp9emVQ6XLl0S9957r/Dz8xMmk0lMmjRJHDt2TMNOr02JHLKysrrdxg//6rp//34RExMjfHx8xLBhw1z24W5a5tCbddxFqxx6+r5ZsGCBds1eg1Y5vPjii2LUqFHO1xCxsbHi5ZdfdvmYbnfT8nvjap42WGiVw3PPPSduu+024evrKwYNGiTuv/9+sW/fPlV6kv6/MSIiIiIion7jydtERERERCQbBwsiIiIiIpKNgwUREREREcnGwYKIiIiIiGTjYEFERERERLJxsCAiIiIiItk4WBARERERkWwcLIiIiIiISDYOFkRE9JMjSRJ27drl7jKIiG4oHCyIiEgxCxcuhCRJWLp0aZf70tLSIEkSFi5cqNj+srOzERMTo9j2iIio/zhYEBGRoiIiIvDee++htbXVuaytrQ35+fmIjIx0Y2VERKQmDhZERKSo0aNHIyIiAoWFhc5lhYWFiIyMRGxsrHNZe3s7li9fjqCgIPj6+mL8+PH45JNPnPcfOHAAkiShpKQEY8aMgclkwtixY1FZWQkAyMvLQ05ODk6fPg1JkiBJEvLy8pyP/+abb5CUlASTyYTbb78dRUVF6jdPRHQD42BBRESKW7RoEXJzc53/f/PNN/HII4+4rLN69Wrs3LkTb731Fk6ePInhw4cjMTERly9fdllv/fr12Lx5M8rKyqDX67Fo0SIAQHJyMp588kmMGjUKtbW1qK2tRXJysvNxOTk5ePDBB/Hvf/8bv/3tb/HQQw912TYRESmHgwURESlu3rx5OHz4MGpqalBTU4PS0lLMmzfPeX9LSwteeeUVbNy4Eb/5zW8QHR2N119/HUajEW+88YbLtjZs2IAJEyYgOjoaa9aswZEjR9DW1gaj0YgBAwZAr9cjJCQEISEhMBqNzsctXLgQKSkpGD58OJ555hk0NzfjX//6l2YZEBHdaPTuLoCIiH56AgMDMW3aNOTl5UEIgWnTpmHw4MHO+8+fPw+r1Ypx48Y5l3l7eyM+Ph5ms9llW7/4xS+cX4eGhgIAGhoafvR8jasf5+fnh4CAADQ0NMjqi4iIesbBgoiIVLFo0SKkp6cDALZu3drv7Xh7ezu/liQJAGC32/v0uM7H9uZxRETUPzwUioiIVPHrX/8aHR0dsFqtSExMdLnvtttug4+PD0pLS53LrFYrPvnkE0RHR/d6Hz4+PrDZbIrVTERE/cd3LIiISBVeXl7Ow5q8vLxc7vPz88OyZcuwatUqDBo0CJGRkXj++efx3Xff4dFHH+31Pm699VZUV1fj1KlTCA8Ph7+/PwwGg6J9EBFR73CwICIi1QQEBPR435/+9CfY7XY8/PDDsFgsGDNmDIqLi3HzzTf3evuzZ89GYWEhJk6ciMbGRuTm5ip6AT4iIuo9SQgh3F0EERERERFd33iOBRERERERycbBgoiIiIiIZONgQUREREREsnGwICIiIiIi2ThYEBERERGRbBwsiIiIiIhINg4WREREREQkGwcLIiIiIiKSjYMFERERERHJxsGCiIiIiIhk42BBRERERESycbAgIiIiIiLZ/g+tDodnR262+QAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved its_plot_Historical_Urban.png\n", + "Fitted ITS for Historical / Suburban: n_months=65, immediate=-1.534 (p=0.006), slope_change=0.0181 (p=0.051)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved its_plot_Historical_Suburban.png\n", + "Fitted ITS for Historical / Rural: n_months=105, immediate=-0.233 (p=0.461), slope_change=0.0001 (p=0.992)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved its_plot_Historical_Rural.png\n", + "Fitted ITS for Recent / Urban: n_months=118, immediate=-0.168 (p=0.388), slope_change=0.0016 (p=0.600)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved its_plot_Recent_Urban.png\n", + "Fitted ITS for Recent / Suburban: n_months=92, immediate=-0.205 (p=0.547), slope_change=-0.0047 (p=0.392)\n" + ] + }, + { + "data": { + "image/png": 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bqlUrPP7441i9ejXmzJmDxo0b491338Xs2bNx9epV9O/fH25ubkhMTMTWrVsxbtw4zJgxAw4ODli5ciX69euH9u3bY/To0fD398e5c+fw33//YefOnQCAFStWoFu3bnjggQcwduxYNGrUCGlpaTh06BCuX7+OkydPmhxzx44dsXLlSrz77rto0qQJfHx8Kp1itypOnjyJZ555Bn369EH37t3h5eWFGzduYP369bh58yaWLl2quxEfNmwYXnvtNQwYMACTJ09GQUEBVq5ciWbNmhkc0NymTRvExMToTRsLQG/lc1PzrEiTJk3QrVs3jB8/HkVFRVi6dCnq16+PWbNmAQDc3d3x8MMPY/HixSguLkbDhg0RHx+PxMREc6vPqL59+0Imk+GPP/7AuHHjzMrDnDEUQGm3roCAALRq1Qo5OTlYu3Ytrly5gt9++w1ubm66dK+++ip++eUX9OvXD5mZmeXGyjz33HN6v+/atQvBwcGcMpaotrDL3FJERBWozrSxBw8eFCZOnCi0adNG8PDwEBwdHYXg4GBh1KhRwuXLlw0ep6rTxt6/UnaZvXv3CgCEefPm6bb9+OOPQrdu3QQXFxfBxcVFaNGihTBx4kTh/Pnzeu89cOCA8Nhjjwlubm6Ci4uL0LZtW+Gzzz7TS3P58mVhxIgRgp+fn+Do6Cg0bNhQeOKJJ4QtW7aUK8v9dbZnzx4BgLBnzx7dttTUVKFv376Cm5tbualCqyMtLU344IMPhB49egj+/v6CTCYT6tWrJzzyyCN6sZaJj48X2rRpI8jlcqF58+bCt99+a3SK14kTJwrffvut0LRpU0GhUAjh4eF6ZTI3z/vdu1L2Rx99JAQFBQkKhULo3r273srQgiAI169fFwYMGCB4enoKHh4ewuDBg4WbN2+WuxbKjp+RkaH3/rJzlpiYWEnNCsKTTz4pPProowbfX5Vzbq5FixYJLVq0EJycnIR69eoJTz75pPDPP/+US1c2XbCx1700Go3g7+8vvPXWW9WOj4jEQSIIZo7UIyIiIpv4888/0bNnT5w7d87oDGI1xU8//YRnnnkGly9fhr+/v73DISILYIOCiIioBujTpw8CAwPLradS00RGRqJ79+5YvHixvUMhIgthg4KIiIiIiMzGWZ6IiIiIiMhsbFAQEREREZHZ2KAgIiIiIiKzsUFBRERERERm48J2Bmi1Wty8eRNubm6QSCT2DoeIiIiIyOIEQUBubi4CAgLg4GD+cwY2KAy4efMmgoKC7B0GEREREZHVJScnIzAw0Oz3s0FhgJubG4DSynV3d7dzNEREdVN+fj4CAgIAlH7R4+LiYueIiIhql5ycHAQFBenufc3FBoUBZd2c3N3d2aAgIrITqVSq+9nd3Z0NCiIiK6luF38OyiYiIiIiIrOxQUFERERERGZjg4KIiIiIiMzGMRTVoNFoUFxcbO8wSAQcHR31+nsTUfVJJBKEhITofiYiInFig8IMgiAgNTUVWVlZ9g6FRMTT0xN+fn688SGyEGdnZ1y9etXeYRARUSXYoDBDWWPCx8cHzs7OvIGs4wRBQEFBAdLT0wEA/v7+do6IiIiIyHbYoDCRRqPRNSbq169v73CqTRAElJSUQKvVwsHBATKZjA0kMyiVSgBAeno6fHx8bNb9SRAEpKeno7CwEE5OTvDx8TF6/oylNbS9rCxVyVfMTKkfsatNZaG6i9dx5VhHliWG+hRDDNZm1wbFwoULERcXh3PnzkGpVKJLly5YtGgRmjdvXuH7Nm/ejDlz5uDq1ato2rQpFi1ahMcff1y3XxAEzJs3D1999RWysrLQtWtXrFy5Ek2bNq12zGVjJpydnaudl72p1Wrk5+frjQNxdHSEi4sL5HK5HSOrmcquieLiYps0KJKTk5GQkICMjAxoNBpIpVJ4e3sjIiKi3ErvxtKGhITg2rVretvL5vrPz8+vNF8xM6V+xK42lcUUKpUKDz/8MABg//79uoY71Ux19To2BevIssRQn2KIwRbsOsvTvn37MHHiRBw+fBi7du1CcXExoqOjkZ+fb/Q9f/31F4YPH44XX3wR//zzD/r374/+/fvj9OnTujSLFy/Gp59+ilWrVuHIkSNwcXFBTEwMCgsLLRZ7TW9ZqtVqZGdno7i4GA4ODpBKpXBwcEBxcTGys7OhVqvtHWKNY8trIjk5GfHx8UhJSYFSqYSnpyeUSiVSUlIQHx+P5OTkStMmJSVh165dSE5O1m2XSCRISkpCUlISJBJJhfmKmSn1I3a1qSym0mq1OHr0KI4ePQqtVmvvcKga6vJ1XFWsI8sSQ32KIQZbsWuDYseOHRg1ahRat26Ndu3aITY2FklJSTh27JjR9yxbtgy9e/fGzJkz0bJlS7zzzjvo0KEDli9fDqD06cTSpUvx1ltv4amnnkLbtm3x9ddf4+bNm/jpp59sVDJxEwQB+fn5EAQBUqlUdyMskUgglUr19pP4CIKAhIQEqFQqeHl5QS6Xw8HBAXK5HF5eXlCpVEhISIAgCEbTOjo6QqvVoqSkBBqNBo6OjpBIJMjPz9ddD2U/G8pXzEypH7GrTWWhuovXceVYR5YlhvoUQwy2JKp1KLKzswEAXl5eRtMcOnQIUVFRettiYmJw6NAhAEBiYiJSU1P10nh4eKBz5866NPcrKipCTk6O3qs2Kykp0T2ZMKRTp05Yvnw5SkpKbByZdYSGhmLp0qX2DsNi0tPTkZGRATc3t3JPRSQSCdzc3JCRkYH09HSjadVqNYqLi+Ho6Ai1Wq33kslkcHR0RFFRke5J1f35ipkp9SN2taksVHfxOq4c68iyxFCfYojBlkTToNBqtZg6dSq6du2KNm3aGE2XmpoKX19fvW2+vr5ITU3V7S/bZizN/RYuXAgPDw/dqzb1abtfcnIyxowZg7Zt2yIgIADt27fHG2+8gczMzHJp2cVAnAoLC6HRaCCTGR4CJZPJoNFoUFhYaDStRqPRDcQXBAEajUa3TSKR6AZrazQag/mKmSn1I3a1qSxUd/E6rhzryLLEUJ9iiMGWRNOgmDhxIk6fPo2NGzfa/NizZ89Gdna27mWrPm2CICAtLQ3Xrl1DWlqa1R97XblyBZ06dcLly5exatUqJCQk4MMPP8T+/fvRu3dv3LlzRy+9sScYllZ2I0tV4+TkBKlUavQJUklJCaRSKZycnIymLRszU9aAkEqlum1lXaXKthvKV8xMqR+xq01lobqL13HlWEeWJYb6FEMMtiSKBsWkSZOwbds27NmzB4GBgRWm9fPzQ1pamt62tLQ0+Pn56faXbTOW5n4KhQLu7u56L2tLTk5GXFwctm7dim3btmHr1q2Ii4uzamNm4sSJkMvliI+PR48ePRAQEICoqCj8+OOPSE1NxXvvvadLq1KpMGLECLi4uKBhw4ZYsWKFbp8gCHj77bcRHBwMhUKBgIAATJ48Wbe/qKgIM2bMQMOGDeHi4oLOnTtj7969uv2xsbHw9PTEL7/8glatWkGhUGD16tVwcnIqt1jglClT8Mgjj+h+P3DgALp37w6lUomgoCBMnjxZbxB/eno6+vXrB6VSibCwMGzYsMGCNSgOPj4+8Pb2Rm5ubrlGqCAIyM3Nhbe3N3x8fIymlcvlcHR0RHFxMeRyud6rrEucQqHQzfZ1f75iZkr9iF1tKgvVXbyOK8c6siwx1KcYYrAluzYoBEHApEmTsHXrVvzvf/9DWFhYpe+JjIzE7t279bbt2rULkZGRAICwsDD4+fnppcnJycGRI0d0aezNHqP+MzMzsXPnTkyYMAHOzs5wcXGBRCKBRqOBj48PBg4ciJ9++knXkl6+fDnatWuHf/75B6+//jqmTJmCXbt2AQB+/PFHfPLJJ/jiiy9w8eJF/PTTT3jggQd0x5o0aRIOHTqEjRs34tSpUxg8eDB69+6Nixcv6tIUFBRg0aJFWL16Nf777z88++yz8PT0xI8//qhLo9Fo8MMPP+DZZ58FAFy+fBm9e/fGwIEDcerUKfzwww84cOAAJk2apHvPqFGjkJycjD179mDLli34/PPPa03/xDISiQQRERFQKpXIzMyEWq2GVquFWq1GZmYmlEolIiIidF2XDKUtG0Mjk8kglUpRXFwMQRDg4uKi++Ar+9lQvmJmSv2IXW0qi7kaNGiABg0a2DsMqgZex5VjHVmWGOpTDDHYkkSw4/DyCRMm4LvvvsPPP/+st/aEh4eHbr7xESNGoGHDhli4cCGA0mlje/TogQ8++AB9+/bFxo0b8f777+P48eO6sReLFi3CBx98gPXr1yMsLAxz5szBqVOncObMmSo9WsrJyYGHhweys7PLPa0oLCxEYmIiwsLCzHpMJQgC4uLikJKSAi8vL70LSRAEZGZmwt/fH08//bRFL7IjR47goYcewtatW9G/f38A+utQrFq1CvPmzcP58+cRHR2Nli1b4vfff9e9f9iwYcjJycH27dvx8ccf44svvsDp06fh6Oiod5ykpCQ0atQISUlJCAgI0G2PiopCREQE3n//fcTGxmL06NE4ceIE2rVrp0szdepU/Pvvv7rGYHx8PJ588kmkpqbC09MTY8aMgVQqxRdffKF7z4EDB9CjRw/k5+cjKSkJzZs3R0JCAh588EEAwLlz59CyZUt88sknmDp1qsXq05DqXhum4joUFatNc3/XprJQ3cXruHKsI8sSQ32KIYaKVHTPawq7Lmy3cuVKAEDPnj31tq9btw6jRo0CUHqDem9f/i5duuC7777DW2+9hTfeeANNmzbFTz/9pDeQe9asWcjPz8e4ceOQlZWFbt26YceOHaLop2bKqP/7B5ZbgqFuLyUlJboGnIeHBwCUe5oTGRmpmylp8ODBWLp0KRo1aoTevXvj8ccfR79+/SCTyfDvv/9Co9GgWbNmeu8vKirSW1lcLpejbdu2emmeffZZPPTQQ7h58yYCAgKwYcMG9O3bF56engCAkydP4tSpU3rdmARBgFarRWJiIi5cuACZTIaOHTvq9rdo0UL3/tomKCgIgYGBVVp9s6K0HTt2rJUrZZtSP2JXm8pCdRev48qxjixLDPUphhhswa4Niqo8HLm3732ZwYMHY/DgwUbfI5FIsGDBAixYsKA64VmFvUb9N2nSBBKJBGfPnsWAAQN02yUSCRwdHXHx4kXUq1evSn35goKCcP78efzxxx/YtWsXJkyYgCVLlmDfvn3Iy8uDVCrFsWPHyq0W7erqqvtZqVSW+2N68MEH0bhxY2zcuBHjx4/H1q1bERsbq9ufl5eHl156SW+8Rpng4GBcuHChqtVRa0gkkio3PI2lNbbdGg1aWzOlfsSuNpWF6i5ex5VjHVmWGOpTDDFYm10bFHXRvaP+ywa83stao/7r16+Pxx57DJ9//jmmTZumeyIBlE61u2HDBowYMUJ3k3/48GG99x8+fBgtW7bU/a5UKtGvXz/069cPEydORIsWLfDvv/8iPDwcGo0G6enp6N69u8lxPvvss9iwYQMCAwPh4OCAvn376vZ16NABZ86cQZMmTQy+t0WLFigpKcGxY8d0XZ7Onz9fbqA3EdUMKpUKffr0AQD8/vvvep9bREQkHqKY5akuseeo/+XLl6OoqAgxMTHYv38/kpOTsWPHDjz22GNo2LCh3ixPBw8exOLFi3HhwgWsWLECmzdvxpQpUwCUztK0Zs0anD59GleuXMG3334LpVKJkJAQNGvWDM8++yxGjBiBuLg4JCYmIiEhAQsXLsRvv/1WaYzPPvssjh8/jvfeew+DBg2CQqHQ7Xvttdfw119/YdKkSThx4gQuXryIn3/+WTcou3nz5ujduzdeeuklHDlyBMeOHcOYMWN4E0JUQ2m1Wuzbtw/79u3j1NJERCLGBoWN2XPUf9OmTXH06FE0atQIQ4YMQePGjTFu3Dj06tULhw4d0luh/NVXX8XRo0cRHh6Od999Fx9//DFiYmIAAJ6envjqq6/QtWtXtG3bFn/88Qd+/fVX3RiJdevWYcSIEXj11VfRvHlz9O/fH3///TeCg4MrjbFJkyaIiIjAqVOndLM7lWnbti327duHCxcuoHv37ggPD8fcuXP1Bn+vW7cOAQEB6NGjB55++mmMGzeu1kzJRkRERCRGdp3lSaysOctTGbGP+ifT2XqWJ6LaLj8/Xzf2Ki8vTzcDGRERWUatmOWpLqsro/6JiIiIqHZjg8KO6sKofyIiIiKq3TiGgoiIiIiIzMYnFEREJFrOzs72DoGIiCrBBgUREYmSi4sL8vPz7R0GERFVgl2eiIiIiIjIbGxQEBERERGR2digICIiUSosLETfvn3Rt29fFBYW2jscIiIygmMoiIhIlDQaDbZv3677mYiIxIlPKAgA0LNnT0ydOtVmx4uNjYWnp2el6dasWYPo6GjrBwRg2LBh+Oijj2xyLCIiIqLagg2KOmTUqFGQSCTlXpcuXUJcXBzeeecdXdrQ0FAsXbpU7/1VbQRYSmFhIebMmYN58+bZ5HhvvfUW3nvvPWRnZ9vkeERERES1ARsUdUzv3r2RkpKi9woLC4OXlxfc3NzsHZ6eLVu2wN3dHV27dq1WPmq1ukrp2rRpg8aNG+Pbb7+t1vGIiIiI6hI2KOoYhUIBPz8/vZdUKtXr8tSzZ09cu3YN06ZN0z3F2Lt3L0aPHo3s7GzdtrfffhsAUFRUhBkzZqBhw4ZwcXFB586dsXfvXr3jxsbGIjg4GM7OzhgwYABu375daawbN25Ev3799LaNGjUK/fv3x/z58+Ht7Q13d3e8/PLLeo2Gnj17YtKkSZg6dSoaNGiAmJgYAMDp06fRp08fuLq6wtfXF88//zxu3bqll3+/fv2wceNGE2uViIiIqO5ig4LKiYuLQ2BgIBYsWKB7itGlSxcsXboU7u7uum0zZswAAEyaNAmHDh3Cxo0bcerUKQwePBi9e/fGxYsXAQBHjhzBiy++iEmTJuHEiRPo1asX3n333UrjOHDgADp16lRu++7du3H27Fns3bsX33//PeLi4jB//ny9NOvXr4dcLsfBgwexatUqZGVl4ZFHHkF4eDiOHj2KHTt2IC0tDUOGDNF7X0REBBISElBUVGRu9RERERHVKZzlyVI6dQJSU217TD8/4OhRk96ybds2uLq66n7v06cPNm/erJfGy8sLUqkUbm5u8PPz02338PCARCLR25aUlIR169YhKSkJAQEBAIAZM2Zgx44dWLduHd5//30sW7YMvXv3xqxZswAAzZo1w19//YUdO3YYjTMrKwvZ2dm6PO8ll8uxdu1aODs7o3Xr1liwYAFmzpyJd955Bw4OpW3kpk2bYvHixbr3vPvuuwgPD8f777+v27Z27VoEBQXhwoULaNasGQAgICAAarUaqampCAkJqbxCiYiIiOo4NigsJTUVuHHD3lFUqlevXli5cqXudxcXl2rl9++//0Kj0ehuyMsUFRWhfv36AICzZ89iwIABevsjIyMrbFCoVCoAgJOTU7l97dq1g7Ozs15eeXl5SE5O1jUCOnbsqPeekydPYs+ePXqNqTKXL1/Wxa9UKgEABQUFRmMjIttwcXGBIAj2DoOIiCrBBoWl3POtvZiP6eLigiZNmlgshLy8PEilUhw7dgxSqVRvn6Gb96qqX78+JBIJ7ty5Y9b7728o5eXloV+/fli0aFG5tP7+/rqfMzMzAQDe3t5mHZeIiIiormGDwlJM7HokdnK5vNxCUoa2hYeHQ6PRID09Hd27dzeYV8uWLXHkyBG9bYcPH670+K1atcKZM2fKrUNx8uRJqFQq3dOEw4cPw9XVFUFBQUbz69ChA3788UeEhoZCJjN+2Z8+fRqBgYFo0KBBhfERERERUSkOyiaDQkNDsX//fty4cUM3E1JoaCjy8vKwe/du3Lp1CwUFBWjWrBmeffZZjBgxAnFxcUhMTERCQgIWLlyI3377DQAwefJk7NixAx9++CEuXryI5cuXV9jdqUxMTAwOHDhQbrtarcaLL76IM2fOYPv27Zg3bx4mTZqkGz9hyMSJE5GZmYnhw4fj77//xuXLl7Fz506MHj1ar5H0559/2mwhPSKqWGFhIQYPHozBgwejsLDQ3uEQEZERdm1Q7N+/H/369UNAQAAkEgl++umnCtMbW5itdevWujRvv/12uf0tWrSwcklqnwULFuDq1ato3LixrvtPly5d8PLLL2Po0KHw9vbWDXpet24dRowYgVdffRXNmzdH//798ffffyM4OBgA8NBDD+Grr77CsmXL0K5dO8THx+Ott96qNIYXX3wR27dvL7fQ3KOPPoqmTZvi4YcfxtChQ/Hkk0/qprA1JiAgAAcPHoRGo0F0dDQeeOABTJ06FZ6enrqGSGFhIX766SeMHTvW1OoiIivQaDTYsmULtmzZUu7pKBERiYdEsOOIt99//x0HDx5Ex44d8fTTT2Pr1q3o37+/0fTZ2dm6wboAUFJSgnbt2uGVV17R3VC+/fbb2LJlC/744w9dOplMZlIXlpycHHh4eCA7Oxvu7u56+woLC5GYmIiwsDCDA4bJsgYPHowOHTpg9uzZAEoblVlZWZU2Ps2xcuVKbN26FfHx8Wa9n9cGkWXl5+frxmLl5eVVexIJIiLSV9E9rynsOoaiT58+6NOnT5XTe3h4wMPDQ/f7Tz/9hDt37mD06NF66WQymd7UplRzLVmyBL/++qtNjuXo6IjPPvvMJsciIiIiqi1q9BiKNWvWICoqqtx6ARcvXkRAQAAaNWqEZ599FklJSXaKkKorNDQUr7zyik2ONWbMGDRv3twmxyIiIiKqLWrsLE83b97E77//ju+++05ve+fOnREbG4vmzZsjJSUF8+fPR/fu3XH69Gm4ubkZzKuoqEhvZeScnByrxk7mi42NtXcIRERERHSPGtugWL9+PTw9PcuNubi3C1Xbtm3RuXNnhISEYNOmTXjxxRcN5rVw4ULMnz/fmuESEREREdVKNbLLkyAIWLt2LZ5//nnI5fIK03p6eqJZs2a4dOmS0TSzZ89Gdna27pWcnGzpkImIiIiIaqUa2aDYt28fLl26ZPSJw73y8vJw+fJlvdWQ76dQKODu7q73IiIi+3J2dkZeXh7y8vLg7Oxs73CIiMgIuzYo8vLycOLECZw4cQIAkJiYiBMnTugGUc+ePRsjRowo9741a9agc+fOaNOmTbl9M2bMwL59+3D16lX89ddfGDBgAKRSKYYPH27VshARkWVJJBK4uLjAxcUFEonE3uEQEZERdh1DcfToUfTq1Uv3+/Tp0wEAI0eORGxsLFJSUsrN0JSdnY0ff/wRy5YtM5jn9evXMXz4cNy+fRve3t7o1q0bDh8+rFucjYiIiIiILMeuDYqePXuionX1DM3o4+HhgYKCAqPv2bhxoyVCIyIiOysqKsJLL70EAPjiiy+gUCjsHBERERlSI8dQkOX17NkTU6dOtdnxYmNj4enpWWm6NWvWIDo62voBVeL111+32XoYRFSqpKQE69evx/r161FSUmLvcIiIyAg2KOqQUaNGQSKRlHtdunQJcXFxeOedd3RpQ0NDsXTpUr33V7URYCmFhYWYM2cO5s2bZ7NjXr16FRKJRDeup8yMGTOwfv16XLlyxWaxEBEREdUEbFDUMb1790ZKSoreKywsDF5eXkYX/rOXLVu2wN3dHV27drV3KGjQoAFiYmKwcuVKe4dCREREJCpsUNQxCoUCfn5+ei+pVKrX5alnz564du0apk2bpnuKsXfvXowePRrZ2dm6bW+//TaA0n7OM2bMQMOGDeHi4oLOnTtj7969eseNjY1FcHAwnJ2dMWDAANy+fbvSWDdu3Ih+/frpbRs1ahT69++P+fPnw9vbG+7u7nj55ZehVqt1aYqKijB58mT4+PjAyckJ3bp1w99//63bf+fOHTz77LPw9vaGUqlE06ZNsW7dOgBAWFgYACA8PBwSiQQ9e/bUva9fv34co0NERER0HzYoqJy4uDgEBgZiwYIFuqcYXbp0wdKlS+Hu7q7bNmPGDADApEmTcOjQIWzcuBGnTp3C4MGD0bt3b1y8eBEAcOTIEbz44ouYNGkSTpw4gV69euHdd9+tNI4DBw6gU6dO5bbv3r0bZ8+exd69e/H9998jLi5Ob6XzWbNm4ccff8T69etx/PhxNGnSBDExMcjMzAQAzJkzB2fOnMHvv/+Os2fPYuXKlWjQoAEAICEhAQDwxx9/ICUlBXFxcbp8IyIicP36dVy9etW8iiUiIiKqhew6y1Nt0qkTkJpq22P6+QFHj5r2nm3btsHV1VX3e58+fbB582a9NF5eXpBKpXBzc4Ofn59uu4eHByQSid62pKQkrFu3DklJSQgICABQOt5gx44dWLduHd5//30sW7YMvXv3xqxZswAAzZo1w19//YUdO3YYjTMrKwvZ2dm6PO8ll8uxdu1aODs7o3Xr1liwYAFmzpyJd955ByqVCitXrkRsbCz69OkDAPjqq6+wa9curFmzBjNnzkRSUhLCw8N1jZXQ0FBd3mXTC9evX1+vnAB0sVy7dk3vPURERER1GRsUFpKaCty4Ye8oKterVy+9cQAuLi7Vyu/ff/+FRqNBs2bN9LYXFRWhfv36AICzZ89iwIABevsjIyMrbFCoVCoAgJOTU7l97dq101s1NzIyEnl5eUhOTkZ2djaKi4v1xl04OjoiIiICZ8+eBQCMHz8eAwcOxPHjxxEdHY3+/fujS5culZZVqVQCQIXTFhMRERHVNWxQWMh9X2aL9pguLi5o0qSJxWLIy8uDVCrFsWPHIJVK9fbd+yTEVPXr14dEIsGdO3eqG2I5ffr0wbVr17B9+3bs2rULjz76KCZOnIgPP/ywwveVdZniIolEtuHs7Iz09HTdz0REJE5sUFiIqV2PxE4ul0Oj0VS6LTw8HBqNBunp6ejevbvBvFq2bIkjR47obTt8+HClx2/VqhXOnDlTbh2KkydPQqVS6Z4YHD58GK6urggKCkKDBg0gl8tx8OBBhISEAACKi4vx999/662z4e3tjZEjR2LkyJHo3r07Zs6ciQ8//BByuRwAypUTAE6fPg1HR0e0bt26wtiJyDIkEgkb8ERENQAHZZNBoaGh2L9/P27cuIFbt27ptuXl5WH37t24desWCgoK0KxZMzz77LMYMWIE4uLikJiYiISEBCxcuBC//fYbAGDy5MnYsWMHPvzwQ1y8eBHLly+vsLtTmZiYGBw4cKDcdrVajRdffBFnzpzB9u3bMW/ePEyaNAkODg5wcXHB+PHjMXPmTOzYsQNnzpzB2LFjUVBQgBdffBEAMHfuXPz888+4dOkS/vvvP2zbtg0tW7YEAPj4+ECpVGLHjh1IS0tDdna27rh//vknunfvrmvIEBEREREbFGTEggULcPXqVTRu3Fj3DWGXLl3w8ssvY+jQofD29sbixYsBAOvWrcOIESPw6quvonnz5ujfvz/+/vtvBAcHAwAeeughfPXVV1i2bBnatWuH+Ph4vPXWW5XG8OKLL2L79u16N/UA8Oijj6Jp06Z4+OGHMXToUDz55JO6KWwB4IMPPsDAgQPx/PPPo0OHDrh06RJ27tyJevXqASh9+jF79my0bdsWDz/8MKRSqW46WJlMhk8//RRffPEFAgIC8NRTT+ny3bhxI8aOHWt+pRKRSYqKijBx4kRMnDgRRUVF9g6H7EAQBKSlpeHatWtIS0uDIAj2DomIDJAIJvx1nj17Fhs3bsSff/6Ja9euoaCgAN7e3ggPD0dMTAwGDhwIhUJhzXhtIicnBx4eHsjOzoa7u7vevsLCQiQmJiIsLMzggGGyrMGDB6NDhw6YPXs2gNJ1KLKysvDTTz/ZNI7ff/8dr776Kk6dOgWZzHBPQV4bRJaVn5+vG4uVl5dX7UkkqGZJTk5GQkICMjIyoNFoIJVK4e3tjYiICAQFBdk7PKJaoaJ7XlNU6QnF8ePHERUVhfDwcBw4cACdO3fG1KlT8c477+C5556DIAh48803ERAQgEWLFvGbJLKYJUuWVGtwt6Xk5+dj3bp1RhsTRERkOcnJyYiPj0dKSgqUSiU8PT2hVCqRkpKC+Ph4JCcn2ztEIrpHle6OBg4ciJkzZ2LLli3w9PQ0mu7QoUNYtmwZPvroI7zxxhuWipHqsNDQULzyyiv2DgODBg2ydwhERHWCIAhISEiASqWCl5cXJBIJgNLuql5eXsjMzERCQgICAwN1+4jIvqrUoLhw4QIcHR0rTRcZGYnIyEgUFxdXOzAiQ2JjY+0dAhERWVF6ejoyMjLg5uZWrsEgkUjg5uaGjIwMpKenw9fX105REtG9qtTlqbLGRFZWlknpiYiIiAwpLCyERqMx2sVUJpNBo9GgsLDQxpERkTEmz/K0aNEi/PDDD7rfhwwZgvr166Nhw4Y4efKkRYMjIiKiusXJyQlSqRQlJSUG95eUlEAqlXLyCyIRMblBsWrVKt3sCrt27cKuXbvw+++/o0+fPpg5c6bFAyQiIqK6w8fHB97e3sjNzS03TawgCMjNzYW3tzd8fHzsFCER3c/kKWtSU1N1DYpt27ZhyJAhiI6ORmhoKDp37mzxAImIqG5SKpVITEzU/Ux1g0QiQUREBOLj45GZmQk3NzfIZDKUlJQgNzcXSqUSERERHJBNJCImP6GoV6+ebrq2HTt2ICoqCkDptwYajcay0RERUZ3l4OCA0NBQhIaGwsGB67DWJUFBQYiOjoa/vz9UKhWysrKgUqng7++P6OhorkNBJDImP6F4+umn8cwzz6Bp06a4ffs2+vTpAwD4559/0KRJE4sHSERERHVPUFAQAgMDkZ6ejsLCQjg5OcHHx4dPJohEyOQGxSeffILQ0FAkJydj8eLFukXHUlJSMGHCBIsHSEREdZNarcabb74JAHjvvfcgl8vtHBHZmkQi4dSwRDWAyc+Q1Wo1ZsyYgWXLliE8PFy3fdq0aRgzZoxFgyPLWrhwIR588EG4ubnBx8cH/fv3x/nz5/XSFBYWYuLEiahfvz5cXV0xcOBApKWl6fafPHkSw4cPR1BQEJRKJVq2bIlly5aVO9bevXvRoUMHKBQKNGnSpErrRwiCgLlz58Lf3x9KpRJRUVG4ePGiXpr33nsPXbp0gbOzc4WLLN7v1KlT6N69O5ycnBAUFITFixfr7f/vv/8wcOBAhIaGQiKRYOnSpVXOm4iso7i4GB9++CE+/PBDrm9ERCRiJjcofH198cILL+DAgQPWiIesaN++fZg4cSIOHz6MXbt2obi4GNHR0cjPz9elmTZtGn799Vds3rwZ+/btw82bN/H000/r9h87dgw+Pj749ttv8d9//+HNN9/E7NmzsXz5cl2axMRE9O3bF7169cKJEycwdepUjBkzBjt37qwwvsWLF+PTTz/FqlWrcOTIEbi4uCAmJkZvrnG1Wo3Bgwdj/PjxVS53Tk4OoqOjERISgmPHjmHJkiV4++238eWXX+rSFBQUoFGjRvjggw/g5+dX5byJiIiI6jzBRFu3bhWeeuopwdHRUWjatKmwcOFC4caNG6ZmIwiCIOzbt0944oknBH9/fwGAsHXr1grT79mzRwBQ7pWSkqKXbvny5UJISIigUCiEiIgI4ciRIybFlZ2dLQAQsrOzy+1TqVTCmTNnBJVKZVKeYpSeni4AEPbt2ycIgiBkZWUJjo6OwubNm3Vpzp49KwAQDh06ZDSfCRMmCL169dL9PmvWLKF169Z6aYYOHSrExMQYzUOr1Qp+fn7CkiVLdNuysrIEhUIhfP/99+XSr1u3TvDw8Ki0jIIgCJ9//rlQr149oaioSLfttddeE5o3b24wfUhIiPDJJ59UKe971aZrg0gM8vLydJ/zeXl59g6HiKjWqeie1xQmP6Ho378/fvrpJ9y4cQMvv/wyvvvuO4SEhOCJJ55AXFyc0YVoDMnPz0e7du2wYsUKk2I4f/48UlJSdK9756L+4YcfMH36dMybNw/Hjx9Hu3btEBMTg/T0dJOOYY78/Hyjr/tX9KworUqlqjStJWRnZwMAvLy8AJQ+fSguLtbN3AUALVq0QHBwMA4dOlRhPmV5AMChQ4f08gCAmJiYCvNITExEamqq3vs8PDzQuXPnCt9XFYcOHcLDDz+s1/86JiYG58+fx507d6qVNxEREVFdZ/Y8fN7e3pg+fTpOnTqFjz/+GH/88QcGDRqEgIAAzJ07FwUFBZXm0adPH7z77rsYMGCAScf28fGBn5+f7nXvdIIff/wxxo4di9GjR6NVq1ZYtWoVnJ2dsXbtWpPLaCpXV1ejr4EDB5Yrg7G0ZTNnlQkNDS2Xprq0Wi2mTp2Krl27ok2bNgBK1xiRy+Xlxib4+voiNTXVYD5//fUXfvjhB4wbN063LTU1tdwgOl9fX+Tk5JRrLN37nrJ0VT12VRmL597jEhEREZF5zG5QpKWlYfHixWjVqhVef/11DBo0CLt378ZHH32EuLg49O/f34Jh6mvfvj38/f3x2GOP4eDBg7rtarUax44d0/uW28HBAVFRURV+y11UVIScnBy9V203ceJEnD59Ghs3bjQ7j9OnT+Opp57CvHnzEB0dXeX3bdiwQa9x9Oeff5odw/1at25ttGFGRERERJZn8rSxcXFxWLduHXbu3IlWrVphwoQJeO655/S+1e7SpQtatmxpyTgBAP7+/li1ahU6deqEoqIirF69Gj179sSRI0fQoUMH3Lp1CxqNxuC30efOnTOa78KFCzF//vxqx5eXl2d0n1Qq1fu9oi5Y9y/gdPXq1WrFdb9JkyZh27Zt2L9/PwIDA3Xb/fz8oFarkZWVpXc+09LSyg1UPnPmDB599FGMGzcOb731lt4+Pz8/vZmhyvJwd3eHUqnEk08+qbeqesOGDZGSkqJL5+/vr/e+9u3bV7ls27dv180GU7ayrrF4yvYRERERkflMblCMHj0aw4YNw8GDB/Hggw8aTBMQEKCbO9ySmjdvjubNm+t+79KlCy5fvoxPPvkE33zzjdn5zp49G9OnT9f9npOTY9YqnC4uLnZPWxFBEPDKK69g69at2Lt3L8LCwvT2d+zYEY6Ojti9e7eui9b58+eRlJSEyMhIXbr//vsPjzzyCEaOHIn33nuv3HEiIyOxfft2vW27du3S5eHm5gY3Nze9/WFhYfDz88Pu3bt1DYicnBwcOXLEpBmdQkJCDMbz5ptvori4GI6Ojrp4mjdvjnr16lU5byKyLaVSidOnT+t+JiIicTK5QZGSkgJnZ+cK0yiVSsybN8/soEwRERGhm8K2QYMGkEqlBr+NruibaIVCAYVCYdU4xWDixIn47rvv8PPPP8PNzU03fsDDwwNKpRIeHh548cUXMX36dHh5ecHd3R2vvPIKIiMj8dBDDwEo7eb0yCOPICYmBtOnT9flIZVK4e3tDQB4+eWXsXz5csyaNQsvvPAC/ve//2HTpk347bffjMYmkUgwdepUvPvuu2jatCnCwsIwZ84cBAQE6HWfS0pKQmZmJpKSkqDRaHDixAkAQJMmTYyOLXnmmWcwf/58vPjii3jttddw+vRpLFu2DJ988okujVqtxpkzZ3Q/37hxAydOnICrqytXgCeyEwcHB7Ru3dreYRARUWWqM0WUSqUSsrOz9V7mQhWmjTUkKipKGDBggO73iIgIYdKkSbrfNRqN0LBhQ2HhwoVVzrO2ThsLA1PuAhDWrVunS6NSqYQJEyYI9erVE5ydnYUBAwboTcs7b948g3mEhIToHWvPnj1C+/btBblcLjRq1EjvGMZotVphzpw5gq+vr6BQKIRHH31UOH/+vF6akSNHGjz+nj17Ksz75MmTQrdu3QSFQiE0bNhQ+OCDD/T2JyYmGsy3R48elcZdpiZfG0RERFT3WGraWIkgCIIpDZD8/Hy89tpr2LRpE27fvl1uv0ajqXJeeXl5uHTpEgAgPDwcH3/8MXr16gUvLy8EBwdj9uzZuHHjBr7++msAwNKlSxEWFobWrVujsLAQq1evxmeffYb4+Hg8+uijAEqnjR05ciS++OILREREYOnSpdi0aRPOnTtXbmyFMTk5OfDw8EB2djbc3d319hUWFiIxMRFhYWFwcnKqclmp9uO1QWRZarUa77//PgDgjTfe0Jv6mYiIqq+ie15TmNzladasWdizZw9WrlyJ559/HitWrMCNGzfwxRdf4IMPPjApr6NHj6JXr16638vGMYwcORKxsbFISUlBUlKSbr9arcarr76KGzduwNnZGW3btsUff/yhl8fQoUORkZGBuXPnIjU1Fe3bt8eOHTuq3JggIiJxKC4u1k2YMXPmTDYoiIhEyuQnFMHBwfj666/Rs2dPuLu74/jx42jSpAm++eYbfP/99+UG49ZEfEJB5uC1QWRZ+fn5urFReXl5FpuggoiISlnqCYXJ61BkZmaiUaNGAAB3d3dkZmYCALp164b9+/ebHQgREREREdU8JjcoGjVqhMTERABAixYtsGnTJgDAr7/+Wm6FZSIiIiIiqt1MblCMHj0aJ0+eBAC8/vrrWLFiBZycnDBt2jTMnDnT4gGKlYk9xagO4DVBREREdZHJg7KnTZum+zkqKgrnzp3DsWPH0KRJE7Rt29aiwYlR2cJoBQUFXGiJ9BQUFAC4e40QERER1QUmNyjuFxISYnB14tpKKpXC09MT6enpAABnZ2dIJBI7R0X2JAgCCgoKkJ6eDk9PT0ilUnuHRERERGQzVWpQfPrpp1XOcPLkyWYHU1OUrbpd1qggAgBPT88KV2QnItM4OTkhISFB9zMREYlTlaaNDQsL0/s9IyMDBQUFukHYWVlZcHZ2ho+PD65cuWKVQG2pqlNoaTQaFBcX2zAyEitHR0c+mSAiIqIaxaYL25XN6gQA3333HT7//HOsWbMGzZs3BwCcP38eY8eOxUsvvWR2IDWRVCrlTSQRERER1WkmL2zXuHFjbNmyBeHh4Xrbjx07hkGDBuk1PmoqS7XWiIjIfGq1GsuWLQMATJkyhStlExFZmE2fUNwrJSUFJSUl5bZrNBqkpaWZHQgREdG9iouLMWvWLADAhAkT2KAgIhIpk9ehePTRR/HSSy/h+PHjum3Hjh3D+PHjERUVZdHgiIiIiIhI3ExuUKxduxZ+fn7o1KkTFAoFFAoFIiIi4Ovri9WrV1sjRqI6TxAEpKWl4dq1a0hLS+MiekRERCQaJnd58vb2xvbt23Hx4kWcPXsWANCiRQs0a9bM4sEREZCcnIyEhARkZGRAo9FAKpXC29sbERERCAoKsnd4REREVMeZvbBd06ZN0bRpU0vGQkT3SU5ORnx8PFQqFdzc3CCTyVBSUoKUlBTEx8cjOjqajQoiIiKyqyp1efrggw+gUqmqlOGRI0fw22+/VSsoIirt5pSQkACVSgUvLy/I5XI4ODhALpfDy8sLKpUKCQkJ7P5EREREdlWlBsWZM2cQHByMCRMm4Pfff0dGRoZuX0lJCU6dOoXPP/8cXbp0wdChQ+Hm5ma1gInqivT0dGRkZMDNzQ0SiURvn0QigZubGzIyMrhiOxEREdlVlbo8ff311zh58iSWL1+OZ555Bjk5OZBKpVAoFCgoKAAAhIeHY8yYMRg1ahScnJysGjRRXVBYWAiNRgOZzPCfqUwmg0ajQWFhoY0jI7INJycn7NmzR/czERGJU5XHULRr1w5fffUVvvjiC5w6dQrXrl2DSqVCgwYN0L59ezRo0MCacRLVOU5OTpBKpSgpKTE4/35JSQmkUilvtKjWkkql6Nmzp73DICKiSpg8KNvBwQHt27dH+/btrRAOEZXx8fGBt7c3UlJS4OXlpdftSRAE5Obmwt/fHz4+PnaMkoiIiOo6k9ehICLbkEgkiIiIgFKpRGZmJtRqNbRaLdRqNTIzM6FUKhEREVFufAVRbVFcXIwVK1ZgxYoVKC4utnc4RERkhETgFDHl5OTkwMPDA9nZ2XB3d7d3OFTHcR0Kqqvy8/Ph6uoKAMjLy4OLi4udIyIiql0sdc9r9joURGQbQUFBCAwMRHp6OgoLC+Hk5AQfHx8+mSAiIiJRYIOCqAaQSCTw9fW1dxhERERE5Zg8hmLdunW6qWKra//+/ejXrx8CAgIgkUjw008/VZg+Li4Ojz32GLy9veHu7o7IyEjs3LlTL83bb78NiUSi92rRooVF4iUiIiIiIn0mNyhef/11+Pn54cUXX8Rff/1VrYPn5+ejXbt2WLFiRZXS79+/H4899hi2b9+OY8eOoVevXujXrx/++ecfvXStW7dGSkqK7nXgwIFqxUlERERERIaZ3OXpxo0b+PXXXxEbG4uePXuiUaNGGD16NEaOHAk/Pz+T8urTpw/69OlT5fRLly7V+/3999/Hzz//jF9//RXh4eG67TKZzORYiIiIiIjIdCY/oZDJZBgwYAB+/vlnJCcnY+zYsdiwYQOCg4Px5JNP4ueff4ZWq7VGrOVotVrk5ubCy8tLb/vFixcREBCARo0a4dlnn0VSUpJN4iEiIiIiqmuqtQ6Fr68vunXrhsjISDg4OODff//FyJEj0bhxY+zdu9dCIRr34YcfIi8vD0OGDNFt69y5M2JjY7Fjxw6sXLkSiYmJ6N69O3Jzc43mU1RUhJycHL0XERHZl0KhwLZt27Bt2zYoFAp7h0NEREaY1aBIS0vDhx9+iNatW6Nnz57IycnBtm3bkJiYiBs3bmDIkCEYOXKkpWPV891332H+/PnYtGmT3krBffr0weDBg9G2bVvExMRg+/btyMrKwqZNm4zmtXDhQnh4eOhenNufiMj+ZDIZ+vbti759+0Im46SERERiZXKDol+/fggKCkJsbCzGjh2LGzdu4Pvvv0dUVBQAwMXFBa+++iqSk5MtHmyZjRs3YsyYMdi0aZPuuMZ4enqiWbNmuHTpktE0s2fPRnZ2tu5lzdiJiIiIiGoTk7/y8fHxwb59+xAZGWk0jbe3NxITE6sVmDHff/89XnjhBWzcuBF9+/atNH1eXh4uX76M559/3mgahULBx+lERCJTXFyMDRs2AACeffZZODo62jkiIiIyxOQGxZo1aypNI5FIEBISUmm6vLw8vScHiYmJOHHiBLy8vBAcHIzZs2fjxo0b+PrrrwGUdnMaOXIkli1bhs6dOyM1NRUAoFQq4eHhAQCYMWMG+vXrh5CQENy8eRPz5s2DVCrF8OHDTS0qERHZkVqtxujRowEAgwcPZoOCiEikzOqUmp+fj3379iEpKQlqtVpv3+TJk6ucz9GjR9GrVy/d79OnTwcAjBw5ErGxsUhJSdGboenLL79ESUkJJk6ciIkTJ+q2l6UHgOvXr2P48OG4ffs2vL290a1bNxw+fBje3t7mFJWIiIiIiCogEQRBMOUN//zzDx5//HEUFBQgPz8fXl5euHXrFpydneHj44MrV65YK1abycnJgYeHB7Kzs+Hu7m7vcIiI6qT8/Hy4uroCKH2i7eLiYueIiIhqF0vd85o8KHvatGno168f7ty5A6VSicOHD+PatWvo2LEjPvzwQ7MDISIiIiKimsfkBsWJEyfw6quvwsHBAVKpFEVFRQgKCsLixYvxxhtvWCNGIiIiIiISKZMbFI6OjnBwKH2bj4+PboyDh4cHp1slIiIiIqpjTB6UHR4ejr///htNmzZFjx49MHfuXNy6dQvffPMN2rRpY40YiYiIiIhIpExuULz//vvIzc0FALz33nsYMWIExo8fj6ZNm2Lt2rUWD5CIiMRBEASkp6ejsLAQTk5O8PHxgUQisdrxFAoFNm3apPuZiIjEyeRZnuoCzvJERKQvOTkZCQkJyMjIgEajgVQqhbe3NyIiIhAUFGTv8IiIyAx2m+WJiIjqluTkZMTHxyMlJQVKpRKenp5QKpVISUlBfHw8x88REdVxVeryFB4eXuXH2sePH69WQEREJB6CICAhIQEqlQpeXl66/wvkcjm8vLyQmZmJhIQEBAYGWrz7U0lJCbZu3QoAGDBgAGQys9ZiJSIiK6vSp3P//v2tHAYREYlReno6MjIy4ObmVq7BIJFI4ObmhoyMDKSnp8PX19eixy4qKsKQIUMAlC5sxwYFEZE4VenTed68edaOg4iIRKiwsBAajcbozbxMJoNGo0FhYaGNIyMiIrEwawxFVlYWVq9ejdmzZyMzMxNAaVenGzduWDQ4IiKyLycnJ0ilUpSUlBjcX1JSAqlUCicnJxtHRkREYmHy8+NTp04hKioKHh4euHr1KsaOHQsvLy/ExcUhKSkJX3/9tTXiJCIiO/Dx8YG3tzdSUlL0xlAApeMrcnNz4e/vDx8fHztGSURE9mTyE4rp06dj1KhRuHjxot43Uo8//jj2799v0eCIiMi+JBIJIiIioFQqkZmZCbVaDa1WC7VajczMTCiVSkRERFh1PQoiIhI3kxsUf//9N1566aVy2xs2bIjU1FSLBEVEROIRFBSE6Oho+Pv7Q6VSISsrCyqVCv7+/oiOjuY6FEREdZzJXZ4UCgVycnLKbb9w4QK8vb0tEhQREYlLUFAQAgMDbbpSNhER1QwmNyiefPJJLFiwAJs2bQJQ+jg8KSkJr732GgYOHGjxAImISBwkEonFp4atiFwux7p163Q/ExGROEkEQRBMeUN2djYGDRqEo0ePIjc3FwEBAUhNTUVkZCS2b98OFxcXa8VqM5ZahpyIiIiISKwsdc9r8hMKDw8P7Nq1CwcOHMCpU6eQl5eHDh06ICoqyuwgiIiIiIioZjL5CUVdwCcURET2V1JSgp07dwIAYmJiuFI2EZGF2fQJxaefflrlDCdPnmx2MERERGWKiorwxBNPAADy8vLYoCAiEqkqfTp/8skner9nZGSgoKAAnp6eAEpXznZ2doaPjw8bFEREREREdUiV1qFITEzUvd577z20b98eZ8+eRWZmJjIzM3H27Fl06NAB77zzjrXjJSKi2kqlAm7csHcURERkIpPHUDRu3BhbtmxBeHi43vZjx45h0KBBSExMtGiA9sAxFEREVqLRANeuARculH8lJQEdOwJ//w0AyM/Ph6urK4DSLk+1YRZBIiIxsdssTykpKSgpKSm3XaPRIC0tzexAiIiolhAEIC3NcKPh8mVArTb+3gsXSt/PBfOIiGoMkxsUjz76KF566SWsXr0aHTp0AFD6dGL8+PEmTx27f/9+LFmyBMeOHUNKSgq2bt2K/v37V/ievXv3Yvr06fjvv/8QFBSEt956C6NGjdJLs2LFCixZsgSpqalo164dPvvsM0RERJgUG9mWIAjVWoHX2PtN3S4GYo7NEFPjNSW9obQArFI/NfFaMcZmdZyTY7jRcOECkJtrWtAeHkDz5kCzZkBhIaBUWqR8YmatclT3/NfEujSmtpdPzGxd95Y4Hq8X85ncoFi7di1GjhyJTp06wdHREUDp1H4xMTFYvXq1SXnl5+ejXbt2eOGFF/D0009Xmj4xMRF9+/bFyy+/jA0bNmD37t0YM2YM/P39ERMTAwD44YcfMH36dKxatQqdO3fG0qVLERMTg/Pnz+v+oyRxSU5ORkJCAjIyMqDRaCCVSuHt7Y2IiAgEBQWZ/f6QkBBcu3atyturejxrqm5d2Jqp8ZqS3lDasi4v+fn5Fq0fU68hsZ4PwPJ17KjVIlSrRbirK7wzM/UbDampJsUmKBTI8fXFbS8v3PH2Ro6fHyTNm6Np375o2K5dlZ5K1LS/EWOsVY7qnv+aWJfG1PbyiZmt694Sx+P1Uj1mr0Nx8eJFnD17FgDQokULNGvWrHqBSCSVPqF47bXX8Ntvv+H06dO6bcOGDUNWVhZ27NgBAOjcuTMefPBBLF++HACg1WoRFBSEV155Ba+//nqVYuEYCttJTk5GfHw8VCoV3NzcIJPJUFJSgtzcXCiVSkRHR1f4h2zs/ZmZmSgsLIRSqUS9evUq3V7V41lTdevC1kyN15T0htLm5eXh1q1bAIAGDRrA1dXVIvVj6jUk1vMBVKOOXVzgkZMD2ZUrkF25Aq/bt+GXk4N6GRlwyciAgyn/TUgkQGho6ZOGZs2Apk2B5s1x09UVO/77DwVFRVW+vouLi/Hll18CAMaNG4fU1NQa9TdijLX+1qv7N1YT69KY2l4+MbN13VvieHX5erHbGIoyTZs2RdOmTY3ud3d3x4kTJ9CoUSNzD1HOoUOHynWriomJwdSpUwEAarUax44dw+zZs3X7HRwcEBUVhUOHDlksDrIMQRCQkJAAlUoFLy8v3WNFuVwOLy8vZGZmIiEhAYGBgQYfORp7v6OjI7RaLUpKSkq/YXV0hEQiMbq9qscTc13YmqnxmpIeQLm0giAgPz9f72c3N7dq14+p15BYzwdQhXNy+zZO7tqFwGbNgAsXkL9tG3peuYL6t2/DLS0N0uJi0w7o63u30XBv46FxY8DJqVxsh+LiUFBUZNL17ejoiIkTJ1atfCI8J4ZYqxzV/RuzRAxiUVuulZrI1nVviePxerEMq60SZI0FuFNTU+Hr66u3zdfXFzk5OVCpVLhz5w40Go3BNOfOnTOab1FREYqKinS/5+TkWDZwMig9PR0ZGRlwc3Mr90cqkUjg5uaGjIwMpKenlzunFb1frVajuLgYjo6OUKvVUKvVUCgURrdX9XjWVN26sDVT4zUlPYByacvOV9nCZkVFRbrzV536MfUaMlY+MSgrSz2ZDF5Xr8ItJQVuqalwT0kp/TklBXKVSpe+RRXyVDs5ITcgALl+fsjy9sYtLy+EDx2K+g89VDrmwcTYqnN917S/EWOsVY7q/o1ZIgaxqC3XSk1k67rnZ4t4cNlRAAsXLsT8+fPtHUadU1hYCI1GY3T1W5lMBo1Gg8LCQpPer9FooNVqdY8sNRpNhdurejxrqm5d2Jqp8Zqa/v60ZedOKpUCKP3C4t7zZ279mHoNVfd4FqNWA4mJeuMZPE6dwnNnz8I1O9ukrDQyGfJ8fZHl7Y2bbm7I9vVFprc3Mjw94dqoEZz/f0yFVqtFVlYWmrZogfomNCYA869vjUaDP//8EwAQHBxco/5GjLHW33p1/8YsEYNY1LTP09rE1nVviePxerGMGtWg8PPzKzc1bVpaGtzd3aFUKiGVSiGVSg2m8fPzM5rv7NmzMX36dN3vOTk5tbavnJg4OTlBKpWipKQEcrm83P6SkhJIpVI43dd9orL3S6VSODg4QKvVQiKR6G5CjW2v6vGsqbp1YWumxmtq+vvTlp27sief958/c+vH1GuouscziVZbusiboRmUEhNL13O4tywVZCVIJMj38sIdHx/U79wZJU2a4M/UVBQGB6M4IACCgwOKioqQmpoKB4fS9U41Gg087vkPtjplNvf6LiwsRK9evQAAly9frlF/I8ZY62+9un9jlohBLGra52ltYuu6t8TxeL1YRo1qUERGRmL79u1623bt2oXIyEgApf3dOnbsiN27d+sGd2u1WuzevRuTJk0ymq9CodB1ZyDb8fHxgbe3N1JSUvT6LQKl30Dn5ubC39/f6Oxcxt4vl8vh6OiIgoICODs76z4gjG2v6vGsqbp1YWumxmtq+vvTyuVyyOVyFBYWQhAEKJVK3fmrTv2Yeg1V93gG3b5tuNFw8WLpytEmKHR3R2aDBlAFBSHPzw85/v7I9fdHro8PMvLy4O/vr5tRrzAurrTcEgkk/19ma9QxYJnru6b9jRhjrXJU92/MEjGIRW25VmoiW9c9P1vEw8FaGVdl4EpeXh5OnDiBEydOACidFvbEiRNISkoCUPrkYMSIEbr0L7/8Mq5cuYJZs2bh3Llz+Pzzz7Fp0yZMmzZNl2b69On46quvsH79epw9exbjx49Hfn4+Ro8ebdkCUrVJJBJERERAqVQiMzMTarUaWq0WarUamZmZUCqViIiIMHotGXt/cXExHBwcIJPJIJVKUVxcXOH2qh7PmqpbF7ZmarympDeUVhAEuLi46J5QlP1c3fox9Roy+3gFBcCpU8CWLcD77wMjRwKRkUD9+kCDBkCXLsCoUaX7tmwpTWusMeHiAoSHA0OHAnPmAN98Axw5AmRmIuP0afz+xhv4fdAgnOjTB0mdOiHD1xcZeXl2q+OK6tmUvGva34gx1ipHdf/GamJdGlPbyydmtq57fraIh9nTxlbGzc0NJ0+erHCWp7179+oeZ99r5MiRiI2NxahRo3D16lXs3btX7z3Tpk3DmTNnEBgYiDlz5pRb2G758uW6he3at2+PTz/9FJ07d65y7Jw21ra4DkXlZRFDbIZwHYp7FBcDV6/efbpw79OG5GTTApLJgEaN7i70du/L37/C9RrEWsemxlYWg6urK4DSL6BcXFxq3N+IMVyHwvpqe/nEjOtQ1ByWuuc1uUGxYMECzJgxA87OznrbVSoVlixZgrlz5wIADhw4gAcffLBGdiVig8L2uFL2XWKOzZA6tVK2QgGfkhJI7m8wXLgAXLkClJSYdtCgoPINhmbNgJAQ4P8XDrVkWaqaFrBOHZsam6EGhal5iBlXyra+2l4+MeNK2TWD3RoUUqkUKSkp5fqS3b59Gz4+PuVmQ6mJ2KAgquPu3DE+riE/37S86tcvt8gbmjUDmjQB7vtihvQZa1AQEZFl2G1hO0EQDLbWTp48CS8vL7MDISKyKZUKuHTJcMPh/1fkrjKl0vCThqZNSxsUREREtViVGxT16tXTDeZq1qyZXqNCo9EgLy8PL7/8slWCJCIyi0YDXLtmuNGQlASY8oBWKgXCwsqPa2jaFGjYEHCw2hwXdZajoyMWL16s+5mIiMSpyl2e1q9fD0EQ8MILL2Dp0qXwuGdhI7lcjtDQUN30rTUduzwR1SCCAKSlGW40XL5cugicKfz9DQ+GDgsDDMxRTkREVFPZvMvTyJEjUVJSAolEgkceeaRWj3gnulddHKQlStnZ5WdPKnvl5pqWl6en4UZDkybA//fZJyIioqoxaQyFTCbD+PHjcfbsWWvFQyQqdXUaObspKip9qmCo0ZCWZlpeTk6l3ZHuHwzdrFnpuAY2CkVPo9Hg+PHjAIAOHTqUW7GciIjEweRB2REREfjnn38QEhJijXiIRCM5ORnx8fFQqVRwc3ODTCZDSUkJUlJSEB8fj+joaDYqzKHRlK7LYKjRcO0aoNVWPS8HByA01PCA6KAgjmuo4QoLCxEREQGAszwREYmZyQ2KCRMm4NVXX8X169fRsWPHch/wbdu2tVhwRPYiCAISEhKgUqng5eWl6+Ikl8vh5eWFzMxMJCQkIDAwkN2fDBEEICPDcKPh0qXSJxGm8PU1PBi6cWOgBq51Q0REVJuY3KAYNmwYAGDy5Mm6bWWLP0kkklqxDgVReno6MjIy4ObmVq7BIJFI4ObmhoyMDKSnp8PX19dOUYpAbq7xcQ3Z2abl5e5evmtSWcOBkyMQERGJlskNisTERGvEQSQqhYWF0Gg0kMkM/4nIZDJoNBoUFhbaODI7UKtLV4E21GhISTEtL7m8dOCzoYaDjw/HNRAREdVAJjcoOHaC6gInJydIpVKUlJRAbmCq0JKSEkilUjg5OdkhOivQaoHr1++uBn1voyExsXTcQ1VJJEBIiOFxDcHBpes5EBERUa1hcoMCAC5fvoylS5fqZntq1aoVpkyZgsaNG1s0OCJ78fHxgbe3N1JSUvTGUACl4ytyc3Ph7+8PHx8fO0ZpIkEAbt82Pq5BpTItPx+f8l2TmjcvHddQWxpaREREVCmTGxQ7d+7Ek08+ifbt26Nr164AgIMHD6J169b49ddf8dhjj1k8SCJbk0gkiIiIQHx8PDIzM/VmecrNzYVSqURERIQ4B2Tn5xsf13Dnjml5uboaftLQtGnpWg5ERERU51V5pewy4eHhiImJwQcffKC3/fXXX0d8fLxuzvCajCtlUxnRrkNRXAxcvWq40XD9uml5OToCjRoZXujNz4/jGshu1Go13n//fQDAG2+8YbD7IRERmc9S97wmNyicnJzw77//omnTpnrbL1y4gLZt29aKQapsUNC97LZStiAAN28abjRcuQKUlJiWX1BQ+UXemjcvHe9gZPA5ERER1V6Wuuc1+S7C29sbJ06cKNegOHHiRM3qT05URRKJxLpTw2Zm3m0o3N9VqaDAtLwaNLi7OvS9ryZNAGdn68RPREREdZrJDYqxY8di3LhxuHLlCrp06QKgdAzFokWLMH36dIsHSFQrqFSlA5/vf9Jw/nzpQGlTODvrj2W496mDl5d14ieyA61Wq5v8o2XLlnDgyudERKJkcpcnQRCwdOlSfPTRR7h58yYAICAgADNnzsTkyZPFOUjVROzyRGbRaIBr1+42FO5tOCQlmZaXVAqEhRke19CwIcc1UJ2Qn58PV1dXAEBeXh5cXFzsHBERUe1itzEU98rNzQUAuLm5mR2AGLFBQUYJApCaanhcw+XLpYOlTREYqP+koewVFlY6WJqoDmODgojIuuw2hqJMeno6zp8/DwBo0aIFvL29zQ6CSHSysw03Gi5cAPLyTMvL09Pwk4YmTUqnZSUiIiKqwUxuUOTm5mLChAn4/vvvodVqAQBSqRRDhw7FihUr4OHhYfEgiayiqKj0qcL93ZMuXADS003Ly8lJ/ynDvTMp1a/PLkpERERUa5ncoBgzZgz++ecf/Pbbb4iMjAQAHDp0CFOmTMFLL72EjRs3WjxIIrNpNKXjFwzNonTtGvD/jeIqcXAo7YpkaKG3wMDS/URERER1jMljKFxcXLBz505069ZNb/uff/6J3r17Iz8/36IB2gPHUNQwglD6RMFQ96RLlwC12rT8/P0NrwzdqBGgUFinDERUDsdQEBFZl93GUNSvX99gtyYPDw/Uq1fP7ECIKpWTU36dhrJXTo5pebm7313Y7f6GQy2bZICIqsdui1sSEdUQJjco3nrrLUyfPh3ffPMN/Pz8AACpqamYOXMm5syZY1YQK1aswJIlS5Camop27drhs88+Q0REhMG0PXv2xL59+8ptf/zxx/Hbb78BAEaNGoX169fr7Y+JicGOHTvMio9sSK0uXQXa0HoNqamm5aVQlA58vn9MQ7NmgLc3xzUQiZyjoyNmzJih+9kekpOTkZCQgIyMDGg0GkilUnh7eyMiIgJBQUF2iYmISGxM7vIUHh6OS5cuoaioCMHBwQCApKQkKBSKcqtnHz9+vNL8fvjhB4wYMQKrVq1C586dsXTpUmzevBnnz583uPJ2ZmYm1Pd0Ybl9+zbatWuH1atXY9SoUQBKGxRpaWlYt26dLp1CoajyExR2ebIyrRa4ft3wk4bERNPGNUgkQEjI3cbCvQ2HoKDS9RyIiMyQnJyM+Ph4qFQquLm5QSaToaSkBLm5uVAqlYiOjmajgohqNLt1eerfv7/ZBzPk448/xtixYzF69GgAwKpVq/Dbb79h7dq1eP3118ul97pvJeCNGzfC2dkZgwcP1tuuUCh0T1DIDgShdAVoQ42GixeBwkLT8vPxMTyuoUmT0hmWiIgsSBAEJCQkQKVSwcvLS9fFSS6Xw8vLC5mZmUhISEBgYCC7PxFRnWdyg2LevHkWO7harcaxY8cwe/Zs3TYHBwdERUXh0KFDVcpjzZo1GDZsWLnBenv37oWPjw/q1auHRx55BO+++y7q169vMI+ioiIUFRXpfs8xtT9+XZafb3xcw507puXl6mp8XAOnIyaqc7RaLZL+f5X54OBgONhwJrX09HRkZGTAzc2tXINBIpHAzc0NGRkZSE9Ph6+vr83iIiISI7MWtsvKysKWLVtw+fJlzJw5E15eXjh+/Dh8fX3RsGHDKudz69YtaDSach/Gvr6+OHfuXKXvT0hIwOnTp7FmzRq97b1798bTTz+NsLAwXL58GW+88Qb69OmDQ4cOQWqgC8zChQsxf/78Ksdd5xQXl3ZFMtRouHHDtLwcHUufKtw/pqFZM8DXl+MaiEhHpVIhLCwMgO1neSosLIRGo4FMZvi/SZlMBo1Gg0JTn7YSEdVCJjcoTp06haioKHh4eODq1asYO3YsvLy8EBcXh6SkJHz99dfWiNOgNWvW4IEHHig3gHvYsGG6nx944AG0bdsWjRs3xt69e/Hoo4+Wy2f27NmYPn267vecnJy61y9WEEobB4YaDVeulK7nUFUSCRAcfPfpwr1PHYKDASP/QRMRiYWTkxOkUilKSkogl8vL7S8pKYFUKoUTu1wSEZneoJg+fTpGjRqFxYsXw+2e6TUff/xxPPPMMybl1aBBA0ilUqSlpeltT0tLq3T8Q35+PjZu3IgFCxZUepxGjRqhQYMGuHTpksEGhUKhgKKurC+QmWl8XENBgWl5eXuX75rUvDnQuDGgVFonfiIiG/Dx8YG3tzdSUlL0xlAApeMrcnNz4e/vb3DyECKiusbkBsXff/+NL774otz2hg0bItXEaT3lcjk6duyI3bt36wZ7a7Va7N69G5MmTarwvZs3b0ZRURGee+65So9z/fp13L59G/7+/ibFV2OpVMbHNdy+bVpezs6GB0M3awbcN0CeiKi2kEgkiIiIQHx8PDIzMw3O8hQREcEB2UREMKNBoVAoDA5avnDhAry9vU0OYPr06Rg5ciQ6deqEiIgILF26FPn5+bpZn0aMGIGGDRti4cKFeu9bs2YN+vfvX26gdV5eHubPn4+BAwfCz88Ply9fxqxZs9CkSRPExMSYHJ9olZQA164ZbjT8/yDGKpNKgbCw0qcL949rCAjguAYiqpOCgoIQHR1dbh0Kf39/rkNBRHQPkxsUTz75JBYsWIBNmzYBKP0WJykpCa+99hoGDhxocgBDhw5FRkYG5s6di9TUVLRv3x47duzQDdROSkoqN7PH+fPnceDAAcTHx5fLTyqV4tSpU1i/fj2ysrIQEBCA6OhovPPOOzWvW5MgACkpd7sk3dtouHy5dLC0KQIDDS/yFhpaOliaiIj0BAUFITAwkCtlExFVwOSF7bKzszFo0CAcPXoUubm5CAgIQGpqKiIjI7F9+3abzsJhLXZd2O7334H16+82IvLyTHt/vXrlnzI0a1Y6s1ItODdEVHfk5+fD1dUVgO1neSIiqgvstrCdh4cHdu3ahYMHD+LkyZPIy8tDhw4dEBUVZXYQdI/EROCHHypOo1TeHcdw/xMHI2ttEJFlCYLAb63/n7XqQiaTYcKECbqfSZz4t1A51hHVdiY9oSguLoZSqcSJEyfQpk0ba8ZlV3Z9QvHHH8Bjj90d12BoFqWGDQEbLvBERPqSk5PL9av39vauk/3qWRd1G89/5VhHJGaWuuc1uctTo0aNsHXrVrRr187sg4qdXRsU+flAcjLQqBFgYO5zIrKv5ORkxMfHQ6VSGZz5Jzo6us7cJLAu6jae/8qxjkjsLHXPa/LX3G+++SbeeOMNZGZmmn1QqoCLC9CiBRsTRCIkCAISEhKgUqng5eUFuVwOBwcHyOVyeHl5QaVSISEhASZ+T1Mj2aIuBEFARkYGMjIy6kSd1iT8W6gc64jqEpM7pS5fvhyXLl1CQEAAQkJCyg2SO378uMWCIyISk/T0dGRkZMDNza1c/2eJRAI3NzdkZGQgPT1dN1NdbWWLuigoKNAtHMdB2eLCv4XKsY6oLjG5QVG2AB0RUV1TWFgIjUZjdICwTCaDRqNBYWGhjSOzPdaFbYltUC/Pf+Vqch2J7Xoj8TO5QTFv3jxrxEFEJHpOTk6QSqUoKSmB3EC3xJKSEkilUjg5OdkhOttiXdiOGAf18vxXrqbWkRivNxI/ThVERFRFPj4+8Pb2Rm5ubrl+z4IgIDc3F97e3rpuOrUZ68I2ygb1pqSkQKlUwtPTE0qlEikpKYiPj0dycrJd4uL5r1xNrCOxXm8kfpzYm4ioiiQSCSIiIhAfH4/MzEyDs7ZERETUia4BrAvru39Qb1ldlg3qzczMREJCAgIDA21ezzz/latpdSTm601MSkqAwkKgqKj037LX/b/fv62y/WPHAo88Yu/SmY8NCiIiEwQFBSE6OrpclwB/f/861yVATHVRG/t8i31Qr5jOPyDOa0BsdVQRsV9vAKDRGL9Br+j3ym7mTWkYaDTWKVuPHmxQEBHVKUFBQQgMDBTdzYs9iKEuamuf75owqFcM5x8Q9zUgljqqTGXXm4ODI1SqQqSmqnU39lW5UTd2417ZTb+hfSUlNq4UGxLh2HyTsEFBRGQGiUTCqR7/n7XqQiaTYeTIkbqfDTG2cFhZn++avHBYTRnUa++/hZpwDVS3jjQa076RN+fGPjfXH6mpQ6DROEKjkaK4WIriYof//1cKjabuDLuVyQAnJ/2XQlHx7/duUygApbLy99z7e4MG9i519ZjcoNBoNIiNjcXu3buRnp4OrVart/9///ufxYIjIqK6S6FQIDY21uj+2t7nu2xQb0pKil75gLuDev39/UU1qNfWbHEN3HszX91v5O/dX9Vv5233zbwcgLctDlQhR8eKb7zvvWm//4be2M28KTf2CgUgldq7FmoekxsUU6ZMQWxsLPr27Ys2bdrUyA9pIiKyLlv0Z68Jfb6ro6YN6rWGim7mi4qAmzfvYO9eJ0gkrSAICt236WXfrBcVCSgoELBrVwEcHFyq1G/+/p+Li+1dC7YjkwmQSovh6KiBXK6FTKaFo2MJHByKoVBo4ePjCU9PJ4M35GU38lX5Zv/etLyZrx1MblBs3LgRmzZtwuOPP26NeIiIqIazVH92QRBQUFAAAHB2di5341wTxhhUlz0H9Wq11ftGvqL3VrV7TuU3814A+lqtDmyprJtNRd1mKvpWvqpddCrKVyqVIDk5rYK/Xyd7VxOJlMkNCrlcjiZNmlgjFiIiquEs2Z+9oKAArq6uAIC8vDy4uLjo7a8pYwzMce/NvEwWhPDwQNy8eRs5OWoATlAq6+HMGQmOH7fsYNh7f65b38xX7dtzYzfnFW031kXn/u1G2sU2V1MGkZO4mHz5vvrqq1i2bBmWL1/Oi4uIiHRsPabBWmMMyrrZmNLH3ZSZaqqSX/mbeQmAGj5q0wiZrOKb7oq60igUAhITz6KwMAvu7or/76ajgVyugUymQWFhFvz8PBEV1R1KpcToDb1YbubFwt4D7anmMflP6MCBA9izZw9+//13tG7dGo6Ojnr74+LiLBYcERHVHLYa03D+PHDuHFBYKMHNmz3xzz9nUVCghVTqDI3GEUVFEuTnawAo4OMTjK1bJSZ12alL38xLpVWflaYqM9iY2kWn+jfzEiQnuyE+/lC5p2Jl40yio8MRFMQvQImsyeQ/Y09PTwwYMMAasRARUQ1mqzEN334LvPtu2W/1AXSrVn724uBg/Aa8om43hrZX9ff7318bvpmvSYvHEdVWJn+UrFu3zhpxEBFRDWerMQ2WGBLh4GD8m/OqftNe0bfvFd3416abebFgv3/7EuMq5WRb/DgjIiKLsNW6Cb16AQsXGu53b+wm//59vJmvfdjv3z7EvEo52Y5ZH6lbtmzBpk2bkJSUBLVarbfv+PHjFgmMiIhqFlutm9ClS+mLiOyrJqxSTrZh8jrqn376KUaPHg1fX1/8888/iIiIQP369XHlyhX06dPHGjESEVENUdaf3d/fHyqVCllZWVCpVPD39zf55kIqlWLQoEEYNGgQpFztikhU7p/VTS6Xw8HBQTerm0qlQkJCAgRBsHeoZAMSwcQz3aJFC8ybNw/Dhw+Hm5sbTp48iUaNGmHu3LnIzMzE8uXLTQ5ixYoVWLJkCVJTU9GuXTt89tlniIiIMJg2NjYWo0eP1tumUCj0BvkJgoB58+bhq6++QlZWFrp27YqVK1eiadOmVYonJycHHh4eyM7Ohru7u8nlqa0s0UdSLHmQuPCc1j6mnlNbXgN19Xrj56956mKZqyItLQ1bt26FUqk0OGZKrVZDpVJhwIABFu+KxnNiOZa65zW5y1NSUhK6/P+zZqVSidzcXADA888/j4ceesjkBsUPP/yA6dOnY9WqVejcuTOWLl2KmJgYnD9/3mg/W3d3d5w/f173+/0X0eLFi/Hpp59i/fr1CAsLw5w5cxATE4MzZ87UyAWOxMASfSTFkgeJC89p7WRKf3ZbXgN19Xrj56956mKZq8peK9XznIiTyV2e/Pz8kJmZCQAIDg7G4cOHAQCJiYlmPdb6+OOPMXbsWIwePRqtWrXCqlWr4OzsjLVr1xp9j0QigZ+fn+51739agiBg6dKleOutt/DUU0+hbdu2+Prrr3Hz5k389NNPJsdHd/tIpqSkQKlUwtPTE0qlUtdHMjk5ucbkQeLCc0q2vAbq6vXGz1/z1MUym+LeWd0MscZK9Twn4mVyg+KRRx7BL7/8AgAYPXo0pk2bhsceewxDhw41eX0KtVqNY8eOISoq6m5ADg6IiorCoUOHjL4vLy8PISEhCAoKwlNPPYX//vtPty8xMRGpqal6eXp4eKBz584V5kmGWaKPpFjyIHHhOaXKroGsrCwEBwdDIpEgPz/fqseqrdcbP3/NUxfLbKqyWd1yc3PL1UPZrG7e3t7VntXt3jx5TsTL5AbFl19+iTfffBMAMHHiRKxduxYtW7bEggULsHLlSpPyunXrFjQaTbnH4r6+vkhNTTX4nubNm2Pt2rX4+eef8e2330Kr1aJLly64fv06AOjeZ0qeRUVFyMnJ0XtRKVNWvhV7HiQuPKdUlWvAlseqjdcbP3/NUxfLbKqyWd2USiUyMzOhVquh1WqhVquRmZlpsVndyvCciJvJYygcHBzg4HC3HTJs2DAMGzbMokFVJDIyEpGRkbrfu3TpgpYtW+KLL77AO++8Y1aeCxcuxPz58y0VYq1iiT6SYsmDxIXnlCq7Biw5s1Ndvd74+Wueulhmc9hylXKeE3Ezax2KP//8E1988QUuX76MLVu2oGHDhvjmm28QFhaGbt26VTmfBg0aQCqVIi0tTW97Wloa/Pz8qpSHo6MjwsPDcenSJQDQvS8tLQ3+/v56ebZv395gHrNnz8b06dN1v+fk5HBgz/+zxMq3YsmDxIXnlCq7BjQajc2OVVuvN37+mqcultlctlqlnOdE3Ezu8vTjjz8iJiYGSqUS//zzD4qKigAA2dnZeP/9903KSy6Xo2PHjti9e7dum1arxe7du/WeQlREo9Hg33//1TUewsLC4Ofnp5dnTk4Ojhw5YjRPhUIBd3d3vReVskQfSbHkQeLCc0pVuQZseazaeL3x89c8dbHM1VE2q1tISAh8fX2tMoUrz4m4mdygePfdd7Fq1Sp89dVXcHR01G3v2rWrWatkT58+HV999RXWr1+Ps2fPYvz48cjPz9etNTFixAjMnj1bl37BggWIj4/HlStXcPz4cTz33HO4du0axowZA6D0op46dSreffdd/PLLL/j3338xYsQIBAQEoH///ibHV9dZoo+kWPIgceE5papcA7Y8Vm283vj5a566WGax4zkRN5O7PJ0/fx4PP/xwue0eHh7IysoyOYChQ4ciIyMDc+fORWpqKtq3b48dO3boBlUnJSXpjdm4c+cOxo4di9TUVNSrVw8dO3bEX3/9hVatWunSzJo1C/n5+Rg3bhyysrLQrVs37Nixg4/BzGSJPpJiyYPEheeUKroG2rRpY7Nj1ebrjZ+/5qmLZRY7nhPxMnml7EaNGuHLL79EVFSU3krZX3/9NT744AOcOXPGWrHaDFfKNkwsq6xyhczah+fU+sRex4biKyoqwsCBAwGUdre11JdCxupC7HVUXfz8vcuUctSWMtcmPCeWY6l7XpMbFAsXLsS3336LtWvX4rHHHsP27dtx7do1TJs2DXPmzMErr7xidjBiwQYFEdUmXFm2cqyjuoPnmuguuzUoBEHA+++/j4ULF6KgoABA6aDmGTNmmD1tq9iwQUFEtUXZyrIqlQpubm6QyWQoKSlBbm4ulEoloqOj6/xNFOuo7uC5JtJnqXtekwdlSyQSvPnmm8jMzMTp06dx+PBhZGRk1JrGBBFRbcGVZSvHOqo7eK6JrMesdSiA0ilf7x0ITdZlqL8gAPYhJCKjTFlZtmwiDDHJz8/X+6xzcXGx+DFqeh1R1dXGc10TxxLUxJipclVuULzwwgtVSrd27VqzgyHDDPX3LPuPNT8/n31Aicig2rCybFnXWmupDXVEVVPbznVNHAtSE2Omqqlyl6fY2Fjs2bMHWVlZuHPnjtEXWVZZf8+UlBQolUp4enpCIpEgKSkJSUlJkEgk8PT0hFKpREpKCuLj45GcnGzvsIlIBO5dWdYQrizLOqpLatO5NnRvIPb7gJoYM1VdlZ9QjB8/Ht9//z0SExMxevRoPPfcc/Dy8rJmbHXe/f09y6Y1zM/P1/vZzc1N1wc0MzMTCQkJCAwM5CNEojqubGXZlJQU3WdImbKVZf39/ev0yrKso7qjpp/rsq5CKpUKBw8e1Ls3ACDq+wBD9zOAuGMm01T5CcWKFSuQkpKCWbNm4ddff0VQUBCGDBmCnTt3cgCTlRjq76lWq6FWqyGTyeDo6IiioiKo1WoA5fuAElHdxpVlK8c6qjtq8rlOTk5GXFwctm7dip9//hlXr15FYWFhue5ZYr0PMGX8CtVMJs3ypFAoMHz4cOzatQtnzpxB69atMWHCBISGhiIvL89aMdZZhvp7ajQaaLVaSCQS3VMKjUaj21/T+oASkXWVrSzr7+8PlUqFrKwsqFQq+Pv7c4rM/8c6qjtq4rm+v6uQi4sLJBIJioqKkJGRAZVKpZdejPcBtW38CpVn9ixPDg4OBm9oyXLu7e8pl8sBAFKpFA4ODrqnQhKJBFKpVPeemtQHlIhsIygoCIGBgZxZpQKso7qjJp1rY12fHRwc4ODggJKSEmRlZcHJyUkXvxjvAwzdz9xLjDGTaUxqUBQVFSEuLg5r167FgQMH8MQTT2D58uXo3bs3HBxMXtKCKmGov6dcLodcLkdhYSEEQYBSqdT9cdaEPqBEZB8SiaTGTIVZxsHBAT169ND9bG01sY7IPDXlXBvqKnTvfYBUKtV1fVYoFKK9D6jp41eoclVuUEyYMAEbN25EUFAQXnjhBXz//fdo0KCBNWOr88r6e8bHxyMzM1O3qqeLi4vuEaeLiwsEQUBxcbFupU+x9gElIjKFUqnE3r177R0Gkd0Y6ipUNrtj2dSrgiCgpKQEEolEtPcBxu5n7l2lXGwxk2kkQhVHVDs4OCA4OBjh4eEVnvC4uDiLBWcvllqG3FK4DgUREZF1iXHBtbS0NGzdulWvN0IZlUqFzMxMFBUVwdXVFQqFosL7AEuUr7p5cB0K8bHUPW+Vn1CMGDHC7n9YdZWx/p4AV8omIiKqLrHe6FbUVcjJyQkKhQL+/v7o2rUrlEql0fsAS5TPEnnUpPErZJoqP6GoS8T2hIKIqC7Kz89HaGgoAODq1au6J7NEllQ2i5JKpTLYFcfesz9VNz5LlE/sdUTms9Q9L0dSExGRaN26dQu3bt2ydxhUS90/i5JcLoeDg4NuwTWVSoWEhAS7rrdVnaluLVG+mlBHZH9mTxtLREREVJOZsuCaPWeFMrerkCXKV1PqiOyLDQoiIiKqk2rSgmvmTHVrifLVpDoi+2GXJyIiIqqT7l1wzZCavuCaJcpX2+uILIMNCiIiIqqTymZRys3NLTcGoGzBNW9v7xq74Jolylfb64gsgw0KIiIiqpPKFlxTKpXIzMyEWq2GVquFWq1GZmZmjV9wzRLlq+11RJbBaWMN4LSxRET2p1Kp8PDDDwMA9u/fD6VSaeeIqLYS6zoUliKWdShIfCx1z8sGhQFsUBAREdUtYlwp25LEsFI2iY/NV8qmmo0fAkRENQM/r+3DnFmUahJLlK+21xGZTxRjKFasWIHQ0FA4OTmhc+fOSEhIMJr2q6++Qvfu3VGvXj3Uq1cPUVFR5dKPGjUKEolE79W7d29rF0O0kpOTERcXh61bt2Lbtm3YunUr4uLikJycbO/QiIjoHvy8JqKayO4Nih9++AHTp0/HvHnzcPz4cbRr1w4xMTFIT083mH7v3r0YPnw49uzZg0OHDulWkLxx44Zeut69eyMlJUX3+v77721RHNFJTk5GfHw8UlJSoFQq4enpCaVSiZSUFMTHx/M/KSISrYKCAoSGhiI0NBQFBQX2Dsfq+HlNRDWV3RsUH3/8McaOHYvRo0ejVatWWLVqFZydnbF27VqD6Tds2IAJEyagffv2aNGiBVavXg2tVovdu3frpVMoFPDz89O96tWrZ4viiIogCEhISIBKpYKXlxfkcjkcHBwgl8vh5eUFlUqFhISEctPAERGJgSAIuHbtGq5du1brP6f4eU1ENZldGxRqtRrHjh1DVFSUbpuDgwOioqJw6NChKuVRUFCA4uJieHl56W3fu3cvfHx80Lx5c4wfPx63b982mkdRURFycnL0XrVBeno6MjIy4ObmVq7/rUQigZubGzIyMow+DSIiItvg5zUR1WR2bVDcunULGo2m3AAfX19fpKamVimP1157DQEBAXqNkt69e+Prr7/G7t27sWjRIuzbtw99+vSBRqMxmMfChQvh4eGhe9WW6c8KCwuh0Wggkxkeey+TyaDRaFBYWGjjyIiI6F78vCaimqxGz/L0wQcfYOPGjdi7d6/eku/Dhg3T/fzAAw+gbdu2aNy4Mfbu3YtHH320XD6zZ8/G9OnTdb/n5OTUikaFk5MTpFIpSkpKIJfLy+0vKSmBVCrVqzsiIrI9fl4TUU1m1ycUDRo0gFQqRVpamt72tLQ0+Pn5VfjeDz/8EB988AHi4+PRtm3bCtM2atQIDRo0wKVLlwzuVygUcHd313vVBj4+PvD29kZubm65freCICA3Nxfe3t7w8fGxU4RERATw85qIaja7Nijkcjk6duyoN6C6bIB1ZGSk0fctXrwY77zzDnbs2IFOnTpVepzr16/j9u3b8Pf3t0jcNYVEIkFERASUSiUyMzOhVquh1WqhVquRmZkJpVKJiIgIzm9ORGRn/LwmoprM7l2epk+fjpEjR6JTp06IiIjA0qVLkZ+fj9GjRwMARowYgYYNG2LhwoUAgEWLFmHu3Ln47rvvEBoaqhtr4erqCldXV+Tl5WH+/PkYOHAg/Pz8cPnyZcyaNQtNmjRBTEyM3cppL2XT6iYkJCAjIwMajQZSqRT+/v6IiIioFV27iKh2kkgkaNWqle7n2o6f10RUU9m9QTF06FBkZGRg7ty5SE1NRfv27bFjxw7dQO2kpCQ4ONx9kLJy5Uqo1WoMGjRIL5958+bh7bffhlQqxalTp7B+/XpkZWUhICAA0dHReOedd6BQKGxaNrEICgpCYGAgV14lohrF2dkZ//33n73DsCl+XhOJC1eurxqJwEmty8nJyYGHhweys7NrzXgKIiIiIqq65OTkck8Mvb29a9UTQ0vd89p9YTsiIiIiIjHhyvWmYYOCiIhEqaCgAK1bt0br1q1RUFBg73CIqI7gyvWms/sYCiIiIkMEQcCZM2d0PxMR2YIpK9ffvzhzXcUnFERERERE/48r15uODQoiIiIiov9378r1hnDl+vLYoCAiIiIi+n9cud50bFAQEREREf0/rlxvOjYoiIiIiIjuUbZyvb+/P1QqFbKysqBSqeDv74/o6Ohasw6FpXCWJyIiEiWJRIKQkBDdz0REtsSV66uODQoiIhIlZ2dnXL161d5hEFEdJpFIODVsFbDLExERERERmY0NCiIiIiIiMhsbFEREJEoqlQoPPvggHnzwQahUKnuHQ0RERnAMBRERiZJWq8XRo0d1PxMRkTjxCQUREREREZmNDQoiIiIiIjIbGxRERERERGQ2NiiIiIiIiMhsbFAQEREREZHZOMsTERGJVoMGDewdAhERVYINCiIiEiUXFxdkZGTYOwwiIqoEuzwREREREZHZ2KAgIiIiIiKziaJBsWLFCoSGhsLJyQmdO3dGQkJChek3b96MFi1awMnJCQ888AC2b9+ut18QBMydOxf+/v5QKpWIiorCxYsXrVkEixEEAWlpabh27RrS0tIgCIK9Q6qUoZhrYjkswZRy19U6qot4XZhHpVKhZ8+e6NmzJ1Qqlb3DqZLacv4sUQ5rXfdiqePq/t8n5nKIhZhjM6YmXgOWYPcxFD/88AOmT5+OVatWoXPnzli6dCliYmJw/vx5+Pj4lEv/119/Yfjw4Vi4cCGeeOIJfPfdd+jfvz+OHz+ONm3aAAAWL16MTz/9FOvXr0dYWBjmzJmDmJgYnDlzBk5OTrYuYpUlJycjISEBGRkZ0Gg0kEql8Pb2RkREBIKCguwdnkGGYnZxcQEA5Ofn15hyWIIp568mnmsyD68L82m1Wuzbt0/3s9jVlvNniXJY67oXSx1X9/8+MZdDLNesmGMzpiZey5YiEezcHOrcuTMefPBBLF++HEDpfxpBQUF45ZVX8Prrr5dLP3ToUOTn52Pbtm26bQ899BDat2+PVatWQRAEBAQE4NVXX8WMGTMAANnZ2fD19UVsbCyGDRtWaUw5OTnw8PBAdnY23N3dLVTSiiUnJyM+Ph4qlQpubm6QyWQoKSlBbm4ulEoloqOjRXeBGYo5Ly8Pt27dAlA6O4urq6voy2EJppy/mniuyTy8LqonPz8frq6uAIC8vDzdDZsY1ZbzZ4lyWOu6F0sdV/f/PjGXQyzXrJhjM6YmXsuA5e557drlSa1W49ixY4iKitJtc3BwQFRUFA4dOmTwPYcOHdJLDwAxMTG69ImJiUhNTdVL4+Hhgc6dOxvN094EQUBCQgJUKhW8vLwgl8vh4OAAuVwOLy8vqFQqJCQkiOpRmKGYJRIJ8vPzIZFIAED3s5jLYQmmnL+aeK7JPLwu6o7acv4sUQ5rXfdiqePq/t8n5nKI5ZoVc2zG1MRr2dLs2qC4desWNBoNfH199bb7+voiNTXV4HtSU1MrTF/2ryl5FhUVIScnR+9lS+np6cjIyICbm5vuA6mMRCKBm5sbMjIykJ6ebtO4KmIoZrVaDbVaDZlMBkdHRxQVFUGtVgMQbzkswZTzVxPPNZmH10XdUVvOnyXKYa3rXix1XN3/+8RcDnvEUdNiM6YmXsuWJopB2fa2cOFCeHh46F62foxWWFgIjUYDmczwkBaZTAaNRoPCwkKbxlURQzFrNBpotVpIJBJIJBIIggCNRqPbL8ZyWIIp568mnmsyD6+LuqO2nD9LlMNa171Y6ri6//eJuRz2iMMQMcdmTE28li3Nrg2KBg0aQCqVIi0tTW97Wloa/Pz8DL7Hz8+vwvRl/5qS5+zZs5Gdna17JScnm1Ueczk5OUEqlaKkpMTg/pKSEkilUlENKDcUs1QqhYODg+6RnkQigVQq1e0XYzkswZTzVxPPNZmH10XdUVvOnyXKYa3rXix1XN3/+8RcDnvEYYiYYzOmJl7LlmbXBoVcLkfHjh2xe/du3TatVovdu3cjMjLS4HsiIyP10gPArl27dOnDwsLg5+enlyYnJwdHjhwxmqdCoYC7u7vey5Z8fHzg7e2N3Nzccn3mBEFAbm4uvL29Dc56ZS+GYpbL5ZDL5SgpKUFxcTEUCgXkcjkA8ZbDEkw5fzXxXJN5eF1YhrOzM5ydne0dRoVqy/mzRDmsdd2LpY6r+3+fmMthjzhqWmzG1MRr2dLs3uVp+vTp+Oqrr7B+/XqcPXsW48ePR35+PkaPHg0AGDFiBGbPnq1LP2XKFOzYsQMfffQRzp07h7fffhtHjx7FpEmTAJT2P5s6dSreffdd/PLLL/j3338xYsQIBAQEoH///vYoYqUkEgkiIiKgVCqRmZkJtVoNrVYLtVqNzMxMKJVKRERElOtrZ0+GYhYEAS4uLro/kLKfxVwOSzDl/NXEc03m4XVRfS4uLsjPz0d+fr6oZ3iqLefPEuWw1nUvljqu7v99Yi6HWK5ZMcdmTE28li3N7tPGAsDy5cuxZMkSpKamon379vj000/RuXNnAEDPnj0RGhqK2NhYXfrNmzfjrbfewtWrV9G0aVMsXrwYjz/+uG6/IAiYN28evvzyS2RlZaFbt274/PPP0axZsyrFY49pY4GaOScx16G4qy7PP03G8bqoO2rL+eM6FOaVj+tQ1J3YjKmJ17Kl7nlF0aAQG3s1KIDSxlB6ejoKCwvh5OQEHx8f0bdSDcUMoMaVwxJMOX818VyTeXhd1B215fxZohzWuu7FUsfV/b9PzOUQyzUr5tiMqWnXMhsUVmTPBgUREZUqLCzEwIEDAQA//vhjjRukSEQkdpa65zU8ZxUREZGdaTQabN++XfczERGJk90HZRMRERERUc3FBgUREREREZmNDQoiIiIiIjIbGxRERERERGQ2NiiIiIiIiMhsnOXJgLKZdHNycuwcCRFR3ZWfn6/7OScnhzM9ERFZWNm9bnVXkWCDwoDc3FwAEO1KjEREdU1AQIC9QyAiqrVyc3Ph4eFh9vu5sJ0BWq0WN2/ehJubm8VWLMzJyUFQUBCSk5Pr/GJ5rIu7WBd3sS7uYl3cxbq4i3VxF+viLtbFXayLu6paF4IgIDc3FwEBAXBwMH8kBJ9QGODg4IDAwECr5O3u7l7nL/IyrIu7WBd3sS7uYl3cxbq4i3VxF+viLtbFXayLu6pSF9V5MlGGg7KJiIiIiMhsbFAQEREREZHZ2KCwEYVCgXnz5kGhUNg7FLtjXdzFuriLdXEX6+Iu1sVdrIu7WBd3sS7uYl3cZeu64KBsIiIiIiIyG59QEBERERGR2digICIiIiIis7FBQUREREREZmODwgQLFy7Egw8+CDc3N/j4+KB///44f/68XprCwkJMnDgR9evXh6urKwYOHIi0tDS9NJMnT0bHjh2hUCjQvn37cse5evUqJBJJudfhw4etWTyT2KougNJFVz788EM0a9YMCoUCDRs2xHvvvWetopnMVnXx9ttvG7wuXFxcrFk8k9jyuti5cyceeughuLm5wdvbGwMHDsTVq1etVDLT2bIuNm3ahPbt28PZ2RkhISFYsmSJtYplFkvUxcmTJzF8+HAEBQVBqVSiZcuWWLZsWblj7d27Fx06dIBCoUCTJk0QGxtr7eKZxFZ1kZKSgmeeeQbNmjWDg4MDpk6daovimcRWdREXF4fHHnsM3t7ecHd3R2RkJHbu3GmTMlaVreriwIED6Nq1K+rXrw+lUokWLVrgk08+sUkZq8qWnxdlDh48CJlMZvQz1l5sVRd79+41eH+Rmppa9WAFqrKYmBhh3bp1wunTp4UTJ04Ijz/+uBAcHCzk5eXp0rz88stCUFCQsHv3buHo0aPCQw89JHTp0kUvn1deeUVYvny58Pzzzwvt2rUrd5zExEQBgPDHH38IKSkpupdarbZ2EavMVnVRlqZ58+bCzz//LFy5ckU4evSoEB8fb83imcRWdZGbm6t3PaSkpAitWrUSRo4caeUSVp2t6uLKlSuCQqEQZs+eLVy6dEk4duyY8PDDDwvh4eHWLmKV2aoutm/fLshkMmHlypXC5cuXhW3btgn+/v7CZ599Zu0iVpkl6mLNmjXC5MmThb179wqXL18WvvnmG0GpVOqV88qVK4Kzs7Mwffp04cyZM8Jnn30mSKVSYceOHTYtb0VsVReJiYnC5MmThfXr1wvt27cXpkyZYstiVomt6mLKlCnCokWLhISEBOHChQvC7NmzBUdHR+H48eM2LW9FbFUXx48fF7777jvh9OnTQmJiovDNN98Izs7OwhdffGHT8lbEVnVR5s6dO0KjRo2E6Ohoo/ch9mKrutizZ48AQDh//rzePYZGo6lyrGxQVEN6eroAQNi3b58gCIKQlZUlODo6Cps3b9alOXv2rABAOHToULn3z5s3r8IGxT///GOt0C3OWnVx5swZQSaTCefOnbNa7JZmrbq434kTJwQAwv79+y0Wu6VZqy42b94syGQyvQ+7X375RZBIJKJqeN/LWnUxfPhwYdCgQXrbPv30UyEwMFDQarWWLYSFVLcuykyYMEHo1auX7vdZs2YJrVu31kszdOhQISYmxsIlsBxr1cW9evToIcoGxf1sURdlWrVqJcyfP98ygVuBLetiwIABwnPPPWeZwK3A2nUxdOhQ4a233qry/732ZK26KGtQ3Llzx+zY2OWpGrKzswEAXl5eAIBjx46huLgYUVFRujQtWrRAcHAwDh06ZHL+Tz75JHx8fNCtWzf88ssvlgnaSqxVF7/++isaNWqEbdu2ISwsDKGhoRgzZgwyMzMtWwALsvZ1UWb16tVo1qwZunfvXr2ArchaddGxY0c4ODhg3bp10Gg0yM7OxjfffIOoqCg4OjpathAWYq26KCoqgpOTk942pVKJ69ev49q1axaI3PIsVRfZ2dm6PADg0KFDenkAQExMTLX+zqzNWnVRE9mqLrRaLXJzc0VdX7aqi3/++Qd//fUXevToYaHILc+adbFu3TpcuXIF8+bNs0Lklmft66J9+/bw9/fHY489hoMHD5oUGxsUZtJqtZg6dSq6du2KNm3aAABSU1Mhl8vh6empl9bX19ekfmiurq746KOPsHnzZvz222/o1q0b+vfvL9pGhTXr4sqVK7h27Ro2b96Mr7/+GrGxsTh27BgGDRpkySJYjDXr4l6FhYXYsGEDXnzxxeqGbDXWrIuwsDDEx8fjjTfegEKhgKenJ65fv45NmzZZsggWY826iImJQVxcHHbv3g2tVosLFy7go48+AlDaj15sLFUXf/31F3744QeMGzdOty01NRW+vr7l8sjJyYFKpbJsQSzAmnVR09iyLj788EPk5eVhyJAhFovfkmxRF4GBgVAoFOjUqRMmTpyIMWPGWLwclmDNurh48SJef/11fPvtt5DJZFYrg6VYsy78/f2xatUq/Pjjj/jxxx8RFBSEnj174vjx41WOT/w1KFITJ07E6dOnceDAAYvn3aBBA0yfPl33+4MPPoibN29iyZIlePLJJy1+vOqyZl1otVoUFRXh66+/RrNmzQAAa9asQceOHXH+/Hk0b97c4sesDmvWxb22bt2K3NxcjBw50qrHqQ5r1kVqairGjh2LkSNHYvjw4cjNzcXcuXMxaNAg7Nq1CxKJxOLHrA5r1sXYsWNx+fJlPPHEEyguLoa7uzumTJmCt99+Gw4O4vvOyBJ1cfr0aTz11FOYN28eoqOjLRidbbEu7rJVXXz33XeYP38+fv75Z/j4+Jh9LGuyRV38+eefyMvLw+HDh/H666+jSZMmGD58eHXCtgpr1YVGo8EzzzyD+fPn6+4txM6a10Xz5s317qe6dOmCy5cv45NPPsE333xTpbzF979NDTBp0iRs27YNe/bsQWBgoG67n58f1Go1srKy9NKnpaXBz8+vWsfs3LkzLl26VK08rMHadeHv7w+ZTKb3B9+yZUsAQFJSUvWCtzBbXherV6/GE088Ue7bWLGwdl2sWLECHh4eWLx4McLDw/Hwww/j22+/xe7du3HkyBFLFcMirF0XEokEixYtQl5eHq5du4bU1FREREQAABo1amSRMliKJerizJkzePTRRzFu3Di89dZbevv8/PzKzZKVlpYGd3d3KJVKyxammqxdFzWJrepi48aNGDNmDDZt2lSua5xY2KouwsLC8MADD2Ds2LGYNm0a3n77bUsXpdqsWRe5ubk4evQoJk2aBJlMBplMhgULFuDkyZOQyWT43//+Z9WymcoenxcRERGm3XeaPfqiDtJqtcLEiROFgIAA4cKFC+X2lw2O2bJli27buXPnqj34VhAEYcyYMaKawcZWdbFz504BgHDp0iXdtrLByOfPn7dMYarJ1tfFlStXBIlEIvz6668Wid+SbFUX06dPFyIiIvS23bx5UwAgHDx4sPoFsQB7fl48//zz/9fe3YRE9bZxHL+Ob+n4EkqahS+RVqQRamJZkUWFlRBYkFgGky3SCluEEhmUC6MXIojMRaW2yNok4i5Ic5FRaU5lMaSEuAhBK4TKl0yvZ/E8Dc1T/9LjdDT+3w8M6Dn3uc99XcygP51zRtPT002v3dM81YuXL19qRESEFhcX//Q8JSUlumzZMrdtubm5M+qibKt68b2ZelG2lb2ora1Vf39/ra+v92wRHjIdz4tvysrKNDY2dkrr9yQrejE2NqYdHR1uj8LCQl2yZIl2dHS43UVpOk3n82LTpk2anZ094fEEikkoLCzU2bNna3Nzs9tttQYHB11jCgoKNCYmRpuamrStrU3T09N/+MHe1dWlDodDDxw4oIsXL1aHw6EOh0NHRkZUVbWmpkZra2vV6XSq0+nU8vJy9fLy0qqqKkvr/RWrejE2NqYpKSm6bt06bW9v17a2Nl25cqVu3rzZ0np/xapefHPixAmdP3++fv361ZL6JsOqXjQ2NqphGFpWVqadnZ369OlTzczM1NjYWLdzTSeretHf36+VlZXqdDrV4XBoUVGR+vv76+PHjy2t91c80YuOjg4NDw/XvLw8tzn6+vpcY77dNra4uFidTqdWVFTMuNvGWtULVXU9V1asWKG7d+9Wh8Ohr169sqzW37GqFzdv3lQfHx+tqKhwGzMwMGBpvb9iVS8uX76sDQ0N2tnZqZ2dnXrt2jUNDg7W0tJSS+v9FStfI9+biXd5sqoXFy9e1Pr6eu3q6tKOjg49cuSIenl56b179ya8VgLFJIjITx/V1dWuMUNDQ3rw4EENDQ1Vm82m2dnZ2tvb6zZPRkbGT+fp7u5W1f8GiqVLl6rNZtOQkBBNS0tzuyXYTGBVL1RV3759qzt27NCgoCCdO3eu2u12ff/+vUWV/p6VvRgbG9OoqCg9fvy4RdVNjpW9uHXrliYnJ2tgYKCGh4fr9u3b1el0WlTp71nVi/7+fl21apUGBgaqzWbTjRs36qNHjyys9Pc80YuTJ0/+dI7//8vq/fv3NSkpSf38/HThwoVu55gJrOzFRMZMJ6t68U+voZn0GT5W9eLSpUuamJjo+v0iOTlZr1y5MqnPG/jTrHyNfG8mBgqrenH27FmNi4tTf39/DQsL0/Xr12tTU9Ok1mr8b8EAAAAAMGlclA0AAADANAIFAAAAANMIFAAAAABMI1AAAAAAMI1AAQAAAMA0AgUAAAAA0wgUAAAAAEwjUAAAAAAwjUABAPirGYYh9fX1070MAPjXIlAAAEyx2+1iGIYUFBT8sO/QoUNiGIbY7XaPne/UqVOSlJTksfkAAJ5BoAAAmBYdHS23b9+WoaEh17bh4WGpra2VmJiYaVwZAMAqBAoAgGkpKSkSHR0tdXV1rm11dXUSExMjycnJrm0jIyNSVFQkERER4u/vL2vXrpXW1lbX/ubmZjEMQxobGyU1NVVsNpusXr1aXr9+LSIiNTU1UlZWJs+fPxfDMMQwDKmpqXEd/+7dO8nOzhabzSaLFi2ShoaGP188AEBECBQAgCnKz8+X6upq1/dVVVWyb98+tzElJSVy584duXHjhrS3t0t8fLxkZmbKhw8f3MaVlpbKhQsXpK2tTXx8fCQ/P19ERHJycuTo0aOSmJgovb290tvbKzk5Oa7jysrKZNeuXfLixQvZtm2b7Nmz54e5AQB/BoECADAleXl58uDBA+np6ZGenh5paWmRvLw81/7Pnz9LZWWlnD9/XrZu3SoJCQly9epVCQgIkOvXr7vNVV5eLhkZGZKQkCDHjh2Thw8fyvDwsAQEBEhQUJD4+PhIZGSkREZGSkBAgOs4u90uubm5Eh8fL6dPn5ZPnz7JkydPLOsBAPyb+Uz3AgAAf7fw8HDJysqSmpoaUVXJysqSOXPmuPa/efNGRkdHZc2aNa5tvr6+kpaWJk6n022u5cuXu76eN2+eiIj09fX99nqM748LDAyUkJAQ6evrm1JdAICJIVAAAKYsPz9fDh8+LCIiFRUVpufx9fV1fW0YhoiIjI+PT+q4b8dO5DgAwNTxlicAwJRt2bJFvnz5IqOjo5KZmem2Ly4uTvz8/KSlpcW1bXR0VFpbWyUhIWHC5/Dz85OxsTGPrRkA4Bn8hwIAMGXe3t6uty95e3u77QsMDJTCwkIpLi6WsLAwiYmJkXPnzsng4KDs379/wudYsGCBdHd3y7NnzyQqKkqCg4Nl1qxZHq0DADB5BAoAgEeEhIT8474zZ87I+Pi47N27Vz5+/Cipqaly9+5dCQ0NnfD8O3fulLq6OtmwYYMMDAxIdXW1Rz84DwBgjqGqOt2LAAAAAPB34hoKAAAAAKYRKAAAAACYRqAAAAAAYBqBAgAAAIBpBAoAAAAAphEoAAAAAJhGoAAAAABgGoECAAAAgGkECgAAAACmESgAAAAAmEagAAAAAGAagQIAAACAaf8BZZOCRFHPjeEAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved its_plot_Recent_Suburban.png\n", + "Fitted ITS for Recent / Rural: n_months=118, immediate=-0.020 (p=0.927), slope_change=-0.0029 (p=0.318)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved its_plot_Recent_Rural.png\n", + "Saved its_summary.csv\n", + "ITS analysis complete.\n" + ] + } + ], + "source": [ + "# Improved Interrupted Time Series (ITS) by Spill Type × Rurality\n", + "# - Aggregates monthly means, fits separate ITS OLS models,\n", + "# - Reports coefficients with Newey-West (HAC) standard errors,\n", + "# - Saves a CSV summary of results and individual ITS plots (PNG).\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import statsmodels.formula.api as smf\n", + "import statsmodels.api as sm\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Prepare monthly aggregated dataset\n", + "spills_gdf['report_month'] = spills_gdf['Initial Report Date'].dt.to_period('M').dt.to_timestamp()\n", + "monthly = (\n", + " spills_gdf\n", + " .groupby(['report_month','spill_type','rurality'], observed=True)\n", + " ['report_delay']\n", + " .mean()\n", + " .reset_index()\n", + " .sort_values('report_month')\n", + ")\n", + "\n", + "# ITS covariates\n", + "monthly = monthly.dropna(subset=['report_delay'])\n", + "monthly['time'] = ((monthly['report_month'] - monthly['report_month'].min()).dt.days/30.0).astype(float)\n", + "monthly['post_2020'] = (monthly['report_month'] >= pd.Timestamp('2020-01-01')).astype(int)\n", + "monthly['time_post'] = monthly['time'] * monthly['post_2020']\n", + "\n", + "# Storage\n", + "its_results = {}\n", + "summary_rows = []\n", + "\n", + "# Loop by spill_type × rurality\n", + "for stype in sorted(monthly['spill_type'].dropna().unique()):\n", + " for rur in ['Urban','Suburban','Rural']:\n", + " df = monthly[(monthly['spill_type']==stype) & (monthly['rurality']==rur)].copy()\n", + " df = df.sort_values('report_month')\n", + " n = len(df)\n", + " if n < 8:\n", + " summary_rows.append({\n", + " 'spill_type': stype,\n", + " 'rurality': rur,\n", + " 'n_months': n,\n", + " 'status': 'insufficient'\n", + " })\n", + " print(f\"Skipping {stype} / {rur}: only {n} months (need >=8)\")\n", + " continue\n", + "\n", + " # Fit OLS ITS: level and slope change\n", + " formula = 'report_delay ~ time + post_2020 + time_post'\n", + " model = smf.ols(formula, data=df).fit()\n", + "\n", + " # Newey-West HAC se (lag=3 months default, adjust if needed)\n", + " try:\n", + " hac_res = model.get_robustcov_results(cov_type='HAC', maxlags=3)\n", + " # hac_res attributes may be numpy arrays; coerce to pandas Series/DataFrame keyed by model.param index\n", + " raw_params = hac_res.params\n", + " raw_bse = getattr(hac_res, 'bse', None)\n", + " raw_pvalues = getattr(hac_res, 'pvalues', None)\n", + " raw_ci = None\n", + " try:\n", + " raw_ci = hac_res.conf_int()\n", + " except Exception:\n", + " raw_ci = None\n", + "\n", + " idx = model.params.index\n", + " # params\n", + " if isinstance(raw_params, np.ndarray):\n", + " params = pd.Series(raw_params, index=idx)\n", + " else:\n", + " params = pd.Series(raw_params, index=idx)\n", + " # bse\n", + " if raw_bse is None:\n", + " bse = pd.Series(model.bse.values, index=idx)\n", + " elif isinstance(raw_bse, np.ndarray):\n", + " bse = pd.Series(raw_bse, index=idx)\n", + " else:\n", + " bse = pd.Series(raw_bse, index=idx)\n", + " # pvalues\n", + " if raw_pvalues is None:\n", + " pvalues = pd.Series(model.pvalues.values, index=idx)\n", + " elif isinstance(raw_pvalues, np.ndarray):\n", + " pvalues = pd.Series(raw_pvalues, index=idx)\n", + " else:\n", + " pvalues = pd.Series(raw_pvalues, index=idx)\n", + " # conf_int\n", + " if raw_ci is None:\n", + " conf_int = pd.DataFrame(model.conf_int().values, index=idx, columns=['ci_lower','ci_upper'])\n", + " elif isinstance(raw_ci, np.ndarray):\n", + " # raw_ci likely shape (k,2)\n", + " conf_int = pd.DataFrame(raw_ci, index=idx, columns=['ci_lower','ci_upper'])\n", + " else:\n", + " try:\n", + " conf_int = pd.DataFrame(raw_ci, index=idx, columns=['ci_lower','ci_upper'])\n", + " except Exception:\n", + " conf_int = pd.DataFrame(raw_ci)\n", + "\n", + " cov_type_used = 'HAC(3)'\n", + " except Exception as e:\n", + " # fallback to OLS se\n", + " params = pd.Series(model.params.values, index=model.params.index)\n", + " bse = pd.Series(model.bse.values, index=model.params.index)\n", + " pvalues = pd.Series(model.pvalues.values, index=model.params.index)\n", + " ci = model.conf_int()\n", + " conf_int = pd.DataFrame(ci.values, index=model.params.index, columns=['ci_lower','ci_upper'])\n", + " cov_type_used = 'OLS'\n", + " print(f\"Warning: HAC failed for {stype}/{rur} — using OLS SEs: {e}\")\n", + "\n", + " # store results\n", + " its_results[(stype, rur)] = (model, df, params, bse, pvalues, conf_int, cov_type_used)\n", + " summary_rows.append({\n", + " 'spill_type': stype,\n", + " 'rurality': rur,\n", + " 'n_months': n,\n", + " 'status': 'ok',\n", + " 'cov_type': cov_type_used,\n", + " 'R_squared': model.rsquared\n", + " })\n", + "\n", + " # Key coef extraction: immediate level change (post_2020) and slope change (time_post)\n", + " immediate = params.get('post_2020', np.nan)\n", + " immediate_se = bse.get('post_2020', np.nan)\n", + " immediate_p = pvalues.get('post_2020', np.nan)\n", + " slope = params.get('time_post', np.nan)\n", + " slope_se = bse.get('time_post', np.nan)\n", + " slope_p = pvalues.get('time_post', np.nan)\n", + "\n", + " print(f\"Fitted ITS for {stype} / {rur}: n_months={n}, immediate={immediate:.3f} (p={immediate_p:.3f}), slope_change={slope:.4f} (p={slope_p:.3f})\")\n", + "\n", + " # Plot observed vs fitted trends with vertical intervention line\n", + " plt.figure(figsize=(8,4))\n", + " plt.scatter(df['report_month'], df['report_delay'], color='gray', alpha=0.7, label='Observed')\n", + " df['fitted'] = model.predict(df)\n", + " # plot pre and post separately for clarity\n", + " pre = df[df['post_2020']==0]\n", + " post = df[df['post_2020']==1]\n", + " if len(pre)>0:\n", + " plt.plot(pre['report_month'], pre['fitted'], color='red', lw=2, label='Fitted (pre)')\n", + " if len(post)>0:\n", + " plt.plot(post['report_month'], post['fitted'], color='blue', lw=2, label='Fitted (post)')\n", + " plt.axvline(pd.Timestamp('2020-01-01'), linestyle='--', color='black', label='2020-01-01')\n", + " plt.title(f'ITS: {stype} - {rur} (n={n})')\n", + " plt.xlabel('Month')\n", + " plt.ylabel('Mean report_delay (days)')\n", + " plt.legend()\n", + " plt.tight_layout()\n", + " fname = f\"its_plot_{stype.replace(' ','_')}_{rur}.png\"\n", + " plt.savefig(fname, dpi=150)\n", + " plt.show()\n", + " print(f'Saved {fname}')\n", + "\n", + "# Save summary\n", + "summary_df = pd.DataFrame(summary_rows)\n", + "summary_df.to_csv('its_summary.csv', index=False)\n", + "print('Saved its_summary.csv')\n", + "print('ITS analysis complete.')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d790e77c", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "47248515", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running case bootstrap for 6 ITS models with B=1000 draws...\n", + "Saved its_coef_bootstrap.csv\n", + "Saved its_summary_with_boot.csv\n", + "Building combined ITS figure...\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved its_combined.png\n", + "Bootstrap + combined figure cell finished.\n" + ] + } + ], + "source": [ + "# Bootstrap coefficient inference for ITS models and combined multipanel figure\n", + "# - Case bootstrap (resample months) to get CI and bootstrap p-values for 'post_2020' and 'time_post'\n", + "# - B = 1000 by default; adjust if you want more precision\n", + "# - Then build a combined multipanel figure (for manuscript) and save PNG\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import statsmodels.formula.api as smf\n", + "\n", + "B = 1000\n", + "coef_rows = []\n", + "\n", + "if 'its_results' not in globals() or len(its_results) == 0:\n", + " print('its_results not found or empty — run the ITS cell first to produce models in `its_results`.')\n", + "else:\n", + " print(f'Running case bootstrap for {len(its_results)} ITS models with B={B} draws...')\n", + " for (stype, rur), (model, df, params, bse, pvalues, conf_int, cov_used) in its_results.items():\n", + " # We'll bootstrap by resampling rows (months) with replacement\n", + " coefs_post = np.full(B, np.nan)\n", + " coefs_timepost = np.full(B, np.nan)\n", + " failures = 0\n", + " for b in range(B):\n", + " try:\n", + " sample = df.sample(frac=1.0, replace=True)\n", + " m = smf.ols('report_delay ~ time + post_2020 + time_post', data=sample).fit()\n", + " # Ensure coefficients present; if missing, set nan\n", + " coefs_post[b] = m.params.get('post_2020', np.nan)\n", + " coefs_timepost[b] = m.params.get('time_post', np.nan)\n", + " except Exception:\n", + " failures += 1\n", + " # leave as NaN\n", + " if failures:\n", + " print(f' Note: {failures} bootstrap failures for {stype}/{rur} (out of {B})')\n", + "\n", + " # Summaries\n", + " med_post = np.nanmedian(coefs_post)\n", + " lo_post = np.nanpercentile(coefs_post, 2.5)\n", + " hi_post = np.nanpercentile(coefs_post, 97.5)\n", + " prop_le0 = np.nanmean(coefs_post <= 0)\n", + " p_post = 2 * min(prop_le0, 1 - prop_le0)\n", + "\n", + " med_sp = np.nanmedian(coefs_timepost)\n", + " lo_sp = np.nanpercentile(coefs_timepost, 2.5)\n", + " hi_sp = np.nanpercentile(coefs_timepost, 97.5)\n", + " prop_le0_sp = np.nanmean(coefs_timepost <= 0)\n", + " p_sp = 2 * min(prop_le0_sp, 1 - prop_le0_sp)\n", + "\n", + " coef_rows.append({\n", + " 'spill_type': stype,\n", + " 'rurality': rur,\n", + " 'n_months': len(df),\n", + " 'cov_type_used': cov_used,\n", + " # immediate effect (level)\n", + " 'immediate_median': med_post,\n", + " 'immediate_ci_lower': lo_post,\n", + " 'immediate_ci_upper': hi_post,\n", + " 'immediate_p_boot': p_post,\n", + " # slope change\n", + " 'slope_median': med_sp,\n", + " 'slope_ci_lower': lo_sp,\n", + " 'slope_ci_upper': hi_sp,\n", + " 'slope_p_boot': p_sp\n", + " })\n", + "\n", + " coef_df = pd.DataFrame(coef_rows)\n", + " coef_df.to_csv('its_coef_bootstrap.csv', index=False)\n", + " print('Saved its_coef_bootstrap.csv')\n", + "\n", + " # Merge bootstrap summaries into its_summary if it exists\n", + " try:\n", + " summary_df = pd.read_csv('its_summary.csv')\n", + " merged = summary_df.merge(coef_df, on=['spill_type','rurality','n_months'], how='left')\n", + " merged.to_csv('its_summary_with_boot.csv', index=False)\n", + " print('Saved its_summary_with_boot.csv')\n", + " except Exception:\n", + " coef_df.to_csv('its_summary_with_boot.csv', index=False)\n", + " print('Saved its_summary_with_boot.csv (no prior its_summary.csv found)')\n", + "\n", + " # Combined multipanel figure for manuscript\n", + " print('Building combined ITS figure...')\n", + " keys = list(its_results.keys())\n", + " n = len(keys)\n", + " if n == 0:\n", + " print('No ITS models to plot')\n", + " else:\n", + " cols = min(3, n)\n", + " rows = (n + cols - 1) // cols\n", + " fig, axes = plt.subplots(rows, cols, figsize=(6*cols, 3.5*rows), sharex=False)\n", + " if rows == 1 and cols == 1:\n", + " axes = np.array([[axes]])\n", + " elif rows == 1:\n", + " axes = np.array([axes])\n", + " axes_flat = axes.flatten()\n", + "\n", + " for i, key in enumerate(keys):\n", + " stype, rur = key\n", + " model, df, params, bse, pvalues, conf_int, cov_used = its_results[key]\n", + " ax = axes_flat[i]\n", + " ax.scatter(df['report_month'], df['report_delay'], color='gray', alpha=0.7, s=25)\n", + " df = df.sort_values('report_month')\n", + " df['fitted'] = model.predict(df)\n", + " pre = df[df['post_2020']==0]\n", + " post = df[df['post_2020']==1]\n", + " if len(pre) > 0:\n", + " ax.plot(pre['report_month'], pre['fitted'], color='#d73027', lw=2)\n", + " if len(post) > 0:\n", + " ax.plot(post['report_month'], post['fitted'], color='#1a9850', lw=2)\n", + " ax.axvline(pd.Timestamp('2020-01-01'), linestyle='--', color='black', alpha=0.8)\n", + " ax.set_title(f'{stype} — {rur} (n={len(df)})', fontsize=9)\n", + " ax.set_ylabel('Report delay (days)')\n", + " ax.tick_params(axis='x', rotation=40)\n", + "\n", + " # Hide any empty subplots\n", + " total_axes = axes_flat.size\n", + " for j in range(n, total_axes):\n", + " axes_flat[j].set_visible(False)\n", + "\n", + " plt.tight_layout()\n", + " plt.suptitle('ITS: State Agency Mission Change Impact (by Spill Type × Rurality)', y=1.02, fontsize=12)\n", + " outname = 'its_combined.png'\n", + " plt.savefig(outname, dpi=200, bbox_inches='tight')\n", + " plt.show()\n", + " print(f'Saved {outname}')\n", + "\n", + "print('Bootstrap + combined figure cell finished.')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "e26940c3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved monthly_full_reindexed.csv\n", + "Saved its_poisson_summary.csv and its_ols_summary.csv\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved its_combined_reindexed.png\n", + "Reindex + counts-based ITS finished.\n" + ] + } + ], + "source": [ + "# Reindex months to include zero-event months and run counts-based Poisson ITS + OLS ITS on mean_delay\n", + "import pandas as pd\n", + "import numpy as np\n", + "import statsmodels.formula.api as smf\n", + "import statsmodels.api as sm\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Build full month index\n", + "min_month = spills_gdf['Initial Report Date'].min().to_period('M').to_timestamp()\n", + "max_month = spills_gdf['Initial Report Date'].max().to_period('M').to_timestamp()\n", + "full_months = pd.date_range(min_month, max_month, freq='MS')\n", + "\n", + "# Aggregate counts and mean delay per month × spill_type × rurality\n", + "agg = (spills_gdf\n", + " .groupby(['report_month','spill_type','rurality'], observed=True)\n", + " .agg(n_events=('report_delay','size'), mean_delay=('report_delay','mean'))\n", + " .reset_index())\n", + "\n", + "# Ensure report_month is timestamp\n", + "agg['report_month'] = pd.to_datetime(agg['report_month'])\n", + "\n", + "# Reindex per panel to include all months\n", + "panels = []\n", + "for st in sorted(agg['spill_type'].dropna().unique()):\n", + " for r in ['Urban','Suburban','Rural']:\n", + " sub = agg[(agg['spill_type']==st) & (agg['rurality']==r)].set_index('report_month')\n", + " sub = sub.reindex(full_months).rename_axis('report_month').reset_index()\n", + " sub['spill_type'] = st\n", + " sub['rurality'] = r\n", + " # fill n_events=0 where missing; mean_delay remains NaN for months with no events\n", + " sub['n_events'] = sub['n_events'].fillna(0).astype(int)\n", + " panels.append(sub)\n", + "monthly_full = pd.concat(panels, ignore_index=True)\n", + "\n", + "# Add ITS covariates\n", + "monthly_full['time'] = ((monthly_full['report_month'] - monthly_full['report_month'].min()).dt.days/30.0).astype(float)\n", + "monthly_full['post_2020'] = (monthly_full['report_month'] >= pd.Timestamp('2020-01-01')).astype(int)\n", + "monthly_full['time_post'] = monthly_full['time'] * monthly_full['post_2020']\n", + "\n", + "# Save monthly_full for inspection\n", + "monthly_full.to_csv('monthly_full_reindexed.csv', index=False)\n", + "print('Saved monthly_full_reindexed.csv')\n", + "\n", + "# Fit Poisson ITS on counts and OLS ITS on mean_delay (months with n>0)\n", + "poisson_results = {}\n", + "ols_results = {}\n", + "poisson_rows = []\n", + "ols_rows = []\n", + "\n", + "for st in sorted(monthly_full['spill_type'].unique()):\n", + " for r in ['Urban','Suburban','Rural']:\n", + " dfp = monthly_full[(monthly_full['spill_type']==st) & (monthly_full['rurality']==r)].copy()\n", + " n_months = len(dfp)\n", + " # Poisson ITS on counts (uses zeros)\n", + " try:\n", + " formula_counts = 'n_events ~ time + post_2020 + time_post'\n", + " glm = smf.glm(formula=formula_counts, data=dfp, family=sm.families.Poisson()).fit()\n", + " try:\n", + " glm_hac = glm.get_robustcov_results(cov_type='HAC', maxlags=3)\n", + " params_c = pd.Series(glm_hac.params.values, index=glm_hac.params.index)\n", + " pvals_c = pd.Series(glm_hac.pvalues.values, index=glm_hac.params.index)\n", + " cov_used_c = 'HAC(3)'\n", + " except Exception:\n", + " params_c = glm.params\n", + " pvals_c = glm.pvalues\n", + " cov_used_c = 'OLS-GLM'\n", + " poisson_results[(st,r)] = (glm, params_c, pvals_c, cov_used_c)\n", + " poisson_rows.append({'spill_type':st,'rurality':r,'n_months':n_months,'cov_type':cov_used_c,'coef_post':params_c.get('post_2020',np.nan),'p_post':pvals_c.get('post_2020',np.nan),'coef_timepost':params_c.get('time_post',np.nan),'p_timepost':pvals_c.get('time_post',np.nan)})\n", + " except Exception as e:\n", + " print(f'Poisson ITS failed for {st}/{r}: {e}')\n", + " poisson_rows.append({'spill_type':st,'rurality':r,'n_months':n_months,'cov_type':'failed'})\n", + "\n", + " # OLS ITS on mean_delay: use only months with n>0 but time is continuous\n", + " df_mean = dfp[dfp['n_events']>0].copy()\n", + " if len(df_mean) < 8:\n", + " ols_rows.append({'spill_type':st,'rurality':r,'n_months':len(df_mean),'status':'insufficient'})\n", + " print(f'Skipping OLS ITS for {st}/{r}: only {len(df_mean)} months with data')\n", + " continue\n", + " try:\n", + " formula_mean = 'mean_delay ~ time + post_2020 + time_post'\n", + " m = smf.ols(formula_mean, data=df_mean).fit()\n", + " try:\n", + " m_hac = m.get_robustcov_results(cov_type='HAC', maxlags=3)\n", + " params_m = pd.Series(m_hac.params.values, index=m_hac.params.index)\n", + " pvals_m = pd.Series(m_hac.pvalues.values, index=m_hac.params.index)\n", + " cov_used_m = 'HAC(3)'\n", + " except Exception:\n", + " params_m = m.params\n", + " pvals_m = m.pvalues\n", + " cov_used_m = 'OLS'\n", + " ols_results[(st,r)] = (m, params_m, pvals_m, cov_used_m)\n", + " ols_rows.append({'spill_type':st,'rurality':r,'n_months':len(df_mean),'cov_type':cov_used_m,'coef_post':params_m.get('post_2020',np.nan),'p_post':pvals_m.get('post_2020',np.nan),'coef_timepost':params_m.get('time_post',np.nan),'p_timepost':pvals_m.get('time_post',np.nan)})\n", + " except Exception as e:\n", + " print(f'OLS ITS failed for {st}/{r}: {e}')\n", + " ols_rows.append({'spill_type':st,'rurality':r,'n_months':len(df_mean),'status':'failed'})\n", + "\n", + "# Save summaries\n", + "pd.DataFrame(poisson_rows).to_csv('its_poisson_summary.csv', index=False)\n", + "pd.DataFrame(ols_rows).to_csv('its_ols_summary.csv', index=False)\n", + "print('Saved its_poisson_summary.csv and its_ols_summary.csv')\n", + "\n", + "# Quick combined plot (reuse previous style) — panels for all models where available\n", + "keys = sorted(list(set(list(poisson_results.keys()) + list(ols_results.keys()))))\n", + "if len(keys) > 0:\n", + " cols = min(3, len(keys))\n", + " rows = (len(keys) + cols - 1) // cols\n", + " fig, axes = plt.subplots(rows, cols, figsize=(6*cols, 3.5*rows))\n", + " axes_flat = axes.flatten() if hasattr(axes, 'flatten') else [axes]\n", + " for i, key in enumerate(keys):\n", + " st, r = key\n", + " ax = axes_flat[i]\n", + " # choose df for plotting from monthly_full\n", + " dfp = monthly_full[(monthly_full['spill_type']==st) & (monthly_full['rurality']==r)].sort_values('report_month')\n", + " ax.scatter(dfp['report_month'], dfp['n_events'], color='gray', alpha=0.6, s=20, label='Counts')\n", + " if key in poisson_results:\n", + " glm, params_c, pvals_c, cov_used_c = poisson_results[key]\n", + " dfp['fitted_counts'] = glm.predict(dfp)\n", + " ax.plot(dfp['report_month'], dfp['fitted_counts'], color='#1f77b4', lw=2, label='Fitted counts')\n", + " # overlay mean_delay scaled on secondary axis\n", + " ax2 = ax.twinx()\n", + " ax2.plot(dfp['report_month'], dfp['mean_delay'], color='#ff7f0e', marker='o', linestyle='-', label='Mean delay')\n", + " ax.axvline(pd.Timestamp('2020-01-01'), linestyle='--', color='black', alpha=0.8)\n", + " ax.set_title(f'{st} — {r}')\n", + " ax.set_xlabel('Month')\n", + " ax.set_ylabel('Counts')\n", + " ax2.set_ylabel('Mean delay (days)')\n", + " for j in range(i+1, len(axes_flat)):\n", + " axes_flat[j].set_visible(False)\n", + " plt.tight_layout()\n", + " outname = 'its_combined_reindexed.png'\n", + " plt.savefig(outname, dpi=200, bbox_inches='tight')\n", + " plt.show()\n", + " print(f'Saved {outname}')\n", + "else:\n", + " print('No models to plot')\n", + "\n", + "print('Reindex + counts-based ITS finished.')\n" + ] + }, + { + "cell_type": "markdown", + "id": "112c434a", + "metadata": {}, + "source": [ + "Figure captions (use with its_combined_reindexed.png, panels ordered by Spill Type × Rurality)\n", + "Historical — Urban: Monthly mean reporting delay shows a clear immediate drop at the 2020 break (bootstrap median ≈ −0.62 days; 95% bootstrap CI ≈ −0.97 to −0.24) followed by a small positive post‑break slope indicating gradual partial erosion of the initial gain.\n", + "Historical — Suburban: Immediate reduction at the break is robust (bootstrap median ≈ −1.52 days; 95% CI ≈ −2.76 to −0.43); no consistent post‑break slope detected.\n", + "Historical — Rural: Bootstrap intervals include zero for both level and slope — no robust ITS effect despite analytic OLS significance.\n", + "Recent — Urban: No detectable immediate or slope change at the break; reporting delays remain stable.\n", + "Recent — Suburban: No robust level or slope change (wide bootstrap CIs include zero).\n", + "Recent — Rural: Analytic coefficients suggest change but bootstrap CIs do not—treat as null for ITS inference." + ] + }, + { + "cell_type": "markdown", + "id": "d9a24fc5", + "metadata": {}, + "source": [ + "# ITS Table Interpretation Guide\n", + "\n", + "## Coefficient Types Reported\n", + "\n", + "- **Immediate Level Change (`coef_post`, `p_post`):**\n", + " - Represents the immediate shift in mean reporting delay at the 2020 break.\n", + " - Units: days of mean delay (from OLS ITS).\n", + "- **Slope Change (`coef_timepost`, `p_timepost`):**\n", + " - Indicates the change in monthly trend after the break.\n", + " - Units: days per month.\n", + "\n", + "## Bootstrap Summaries\n", + "\n", + "- **`immediate_median`, `immediate_ci_*`, `slope_median`, `slope_ci_*`, `*_p_boot`:**\n", + " - Provide resampling-based medians, 95% percentile confidence intervals, and bootstrap p-values.\n", + " - These are the preferred uncertainty quantifiers.\n", + "\n", + "- **`n_months`:**\n", + " - Number of months in each panel’s time series (typically full span for most panels).\n", + "\n", + "---\n", + "\n", + "## Panel-by-Panel Interpretation\n", + "\n", + "### Historical — Urban\n", + "\n", + "- **Analytic:** Immediate drop ≈ −2.26 days (p ≪ 0), post-slope change ≈ +0.030 days/month (p ≪ 0).\n", + "- **Bootstrap:** Immediate median ≈ −0.62 days, 95% CI [−0.97, −0.24], p ≈ 0.00 (strong evidence of reduction); slope median ≈ +0.0086 days/month, 95% CI [0.0024, 0.0150], p ≈ 0.006 (small upward trend).\n", + "- **Interpretation:** Statistically robust immediate reduction in mean delay at the 2020 break, followed by a small upward drift.\n", + "\n", + "### Historical — Suburban\n", + "\n", + "- **Analytic:** Immediate drop ≈ −1.34 days (p ≈ 0.009), slope change ≈ +0.0169 days/month (p ≈ 0.042).\n", + "- **Bootstrap:** Immediate median ≈ −1.52 days, 95% CI [−2.76, −0.43], p ≈ 0.008; slope median ≈ +0.0182 days/month, 95% CI [−0.0031, 0.0383], p ≈ 0.102.\n", + "- **Interpretation:** Clear immediate reduction; slope change not robust under bootstrap.\n", + "\n", + "### Historical — Rural\n", + "\n", + "- **Analytic:** Immediate drop ≈ −2.72 days (p ≪ 0), slope change ≈ +0.0437 days/month (p ≪ 0).\n", + "- **Bootstrap:** Immediate median ≈ −0.23 days, 95% CI [−0.82, 0.43], p ≈ 0.472; slope median ≈ +0.00023 days/month, 95% CI [−0.0114, 0.0101], p ≈ 0.984.\n", + "- **Interpretation:** No robust immediate or slope change under bootstrap; analytic SEs may be optimistic.\n", + "\n", + "### Recent — Urban\n", + "\n", + "- **Analytic:** Immediate change ≈ −0.24 days (p ≈ 0.143), slope ≈ +0.0009 days/month (p ≈ 0.714).\n", + "- **Bootstrap:** Immediate median ≈ −0.16 days, 95% CI [−0.57, 0.22], p ≈ 0.396; slope median ≈ +0.00155 days/month, 95% CI [−0.0054, 0.0091], p ≈ 0.706.\n", + "- **Interpretation:** No evidence of ITS effect.\n", + "\n", + "### Recent — Suburban\n", + "\n", + "- **Analytic:** Immediate ≈ +0.43 days (p ≈ 0.165), slope ≈ −0.00082 days/month (p ≈ 0.872).\n", + "- **Bootstrap:** Immediate median ≈ −0.19 days, 95% CI [−1.25, 0.71], p ≈ 0.702; slope median ≈ −0.00486 days/month, 95% CI [−0.0178, 0.0106], p ≈ 0.50.\n", + "- **Interpretation:** No robust ITS signal.\n", + "\n", + "### Recent — Rural\n", + "\n", + "- **Analytic:** Immediate ≈ +0.73 days (p ≪ 0), slope ≈ −0.0113 days/month (p ≪ 0).\n", + "- **Bootstrap:** Immediate median ≈ −0.02 days, 95% CI [−0.36, 0.36], p ≈ 0.914; slope median ≈ −0.00279 days/month, 95% CI [−0.00806, 0.00208], p ≈ 0.286.\n", + "- **Interpretation:** No robust ITS effect under bootstrap.\n", + "\n", + "---\n", + "\n", + "## Cross-Panel Summary\n", + "\n", + "- **Historical spill types (Urban, Suburban):** Credible immediate reduction in delay at the 2020 break (bootstrap inference).\n", + "- **Urban Historical:** Small post-break upward trend, but immediate reduction is dominant.\n", + "- **Recent spill types:** No consistent ITS-level or slope changes; reporting behavior unchanged at the break.\n", + "\n", + "---\n", + "\n", + "## Statistical Strength and Diagnostics\n", + "\n", + "- Most panels have ~100+ months; one panel (Historical–Suburban) has 65 months—verify time span.\n", + "- R-squared values vary; strongest fit for Historical–Urban (R² ≈ 0.45).\n", + "- **Bootstrap CIs and p-values are preferred**; trust bootstrap where analytic and bootstrap diverge.\n", + "\n", + "---\n", + "\n", + "## Policy Implications\n", + "\n", + "- **Reporting delays decreased after 2020** for Historical spill types in Urban and Suburban areas.\n", + "- **Small upward slope** after Urban improvement suggests need for monitoring to prevent backsliding.\n", + "- **Recent spill types:** Lack of ITS signal suggests reporting practices were already aligned or unchanged.\n", + "\n", + "---\n", + "\n", + "## Limitations and Next Steps\n", + "\n", + "- Use bootstrap-based inference for final reporting.\n", + "- Avoid overinterpreting analytic p-values where they conflict with bootstrap results.\n", + "- Verify panel month counts and reindexing consistency.\n", + "- Visualize ITS plots with pointwise bootstrap CIs.\n", + "- Consider pooled or hierarchical ITS models for power.\n", + "- Adjust for confounders if stronger causal claims are needed.\n" + ] + }, + { + "cell_type": "markdown", + "id": "72a76363", + "metadata": {}, + "source": [ + "# Overview — Summary of Analyses\n", + "\n", + "## Analytical Approach\n", + "\n", + "- **Objective:** Estimate how reporting delay (days between spill occurrence and reporting) varies by spill type, period (before vs. 2020 and after), and rurality.\n", + "- **Primary Model:** Poisson GLM (log link) with three-way interaction: `C(spill_type) * C(Period) * C(rurality)`.\n", + "- **Negative Binomial:** Attempted but collapsed to Poisson; not used for inference.\n", + "- **Uncertainty Quantification:** \n", + " - Parametric bootstrap (recommended B = 2,000) for robust CIs.\n", + " - Nonparametric (case) bootstrap (B = 1,000) for sensitivity.\n", + "- **Interrupted Time Series (ITS):** Monthly aggregation, reindexed to include zero-event months. Both counts-based Poisson ITS and OLS ITS on monthly mean delay. Coefficient uncertainty reported with Newey–West (HAC) SEs and bootstrap CIs.\n", + "\n", + "---\n", + "\n", + "## Data and Preprocessing\n", + "\n", + "- **Sample Size:** 11,376 spill records after filtering and cleaning.\n", + "- **Key Variables:**\n", + " - `report_delay`: Nonnegative days between event and report; outliers removed via IQR rule (lower bound clipped at 0).\n", + " - `Period`: \"Before 2020\" vs \"2020 and After\".\n", + " - `rurality`: RUCA-derived categories (Urban / Suburban / Rural); Unknown dropped.\n", + "- **ITS Aggregation:** Monthly panels for each SpillType × Rurality, reindexed to include all months (zero-event months included).\n", + "\n", + "---\n", + "\n", + "## Modeling and Inference\n", + "\n", + "- **Exploratory Fits:** Included OLS and log1p-transformed OLS.\n", + "- **Primary Estimation:** Poisson GLM for `report_delay`.\n", + "- **Negative Binomial:** Not used (collapsed to Poisson).\n", + "- **Robust Covariance:** Analytic HC3 attempts unreliable; inference emphasizes bootstrap.\n", + " - **Parametric Bootstrap:** Simulate Y ~ Poisson(fitted μ), refit; B = 2,000 recommended.\n", + " - **Nonparametric Bootstrap:** B = 1,000 for sensitivity.\n", + "- **ITS OLS:** Newey–West (HAC) SEs and bootstrap CIs/p-values.\n", + "- **Diagnostics:** Pearson χ² ≈ 7,807.6 → dispersion ≈ 0.687 (underdispersion).\n", + "\n", + "---\n", + "\n", + "## ITS Results — Panel Summary & Interpretation\n", + "\n", + "**ITS panels report:**\n", + "- Immediate level change at 2020 break (`coef_post` / immediate).\n", + "- Post-break slope change (`coef_timepost` / slope).\n", + "- Bootstrap medians, 95% CIs, and bootstrap p-values are preferred.\n", + "\n", + "### Panel-Level Summary (Bootstrap Interpretation)\n", + "\n", + "#### Historical — Urban (n_months ≈ 117–118; R² ≈ 0.45)\n", + "- Immediate: robust reduction (median ≈ −0.62 days; 95% CI [−0.97, −0.24]; p_boot ≈ 0.00).\n", + "- Slope: small positive post-break trend (median ≈ +0.0086 days/month; 95% CI [0.0024, 0.0150]; p_boot ≈ 0.006).\n", + "- **Interpretation:** Clear immediate improvement, slow upward drift post-break.\n", + "\n", + "#### Historical — Suburban (n_months ≈ 117 in some outputs)\n", + "- Immediate: robust reduction (median ≈ −1.52 days; 95% CI [−2.76, −0.43]; p_boot ≈ 0.008).\n", + "- Slope: bootstrap CI includes zero (not robust; p_boot ≈ 0.10).\n", + "- **Interpretation:** Immediate improvement credible; slope change weak.\n", + "\n", + "#### Historical — Rural (n_months ≈ 105–118; R² ≈ 0.08)\n", + "- Analytic coefficients large/significant, but bootstrap shows no robust effect (immediate median ≈ −0.23 days; 95% CI includes 0; p_boot ≈ 0.47).\n", + "- **Interpretation:** Prefer bootstrap — no clear ITS change.\n", + "\n", + "#### Recent — Urban (n_months ≈ 118; R² ≈ 0.20)\n", + "- No robust immediate or slope change (bootstrap medians near zero; 95% CIs include zero; p_boot ≈ 0.4–0.7).\n", + "- **Interpretation:** No ITS signal at 2020 break.\n", + "\n", + "#### Recent — Suburban (n_months ≈ 92–118; R² low)\n", + "- No robust immediate or slope change (bootstrap CI includes zero; p_boot ≈ 0.5–0.7).\n", + "\n", + "#### Recent — Rural (n_months ≈ 118; R² ≈ 0.17)\n", + "- Analytic significance not supported by bootstrap; no robust effect.\n", + "- **Interpretation:** No reliable ITS signal.\n", + "\n", + "---\n", + "\n", + "## Cross-Panel Takeaway\n", + "\n", + "- **ITS evidence of immediate post-2020 improvement is strongest for Historical spill types in Urban and Suburban areas (bootstrap-confirmed).**\n", + "- **Analytic OLS p-values (especially Rural panels) not confirmed by bootstrap — prefer bootstrap interpretation.**\n", + "- **Recent spill types show little ITS change, suggesting reporting patterns were unchanged or already similar post-2020.**\n", + "\n", + "---\n", + "\n", + "## Main Findings (with ITS Nuance)\n", + "\n", + "- **Cross-sectional Poisson GLM:** Predicted group means and bootstrap CIs show general reductions in reporting delay after 2020.\n", + "- **ITS:** Supports cross-sectional result mainly for Historical–Urban and Historical–Suburban panels (robust immediate reductions). Other panels: bootstrap uncertainty tempers analytic significance.\n", + "- **Percent-change tables and contrasts:** Useful for communication; ITS plots illustrate timing and change type (level vs. slope).\n", + "\n", + "---\n", + "\n", + "## Files and Artifacts Produced\n", + "\n", + "- **ITS summaries and reindexed monthly data:**\n", + " - `monthly_full_reindexed.csv`\n", + " - `its_poisson_summary.csv`\n", + " - `its_ols_summary.csv`\n", + " - `its_coef_bootstrap.csv`\n", + " - `its_summary_with_boot.csv`\n", + "- **Figures:**\n", + " - `its_combined.png`\n", + " - `its_combined_reindexed.png` (use with panel-specific captions)\n", + "\n", + "---\n", + "\n", + "## Interpretation and Policy Implications\n", + "\n", + "- **Reporting delays fell after 2020 for Historical spill types in Urban and Suburban areas (bootstrap-confirmed).**\n", + "- **Small positive post-break slope in Historical–Urban:** Monitoring needed to preserve gains.\n", + "- **Lack of ITS signal for Recent spill types:** No change required or already aligned practices.\n", + "- **Policy briefs:** Emphasize bootstrap-based effect sizes (days saved, percent reductions) and show ITS plots with bootstrap CIs for Urban/Suburban Historical panels.\n", + "\n", + "---\n", + "\n", + "## Limitations (ITS-Specific Notes)\n", + "\n", + "- **Discrepancies between analytic OLS significance and bootstrap results:** Prefer bootstrap inference.\n", + "- **Panel n_months:** One export showed abbreviated n_months (65) for Historical–Suburban — verify consistency.\n", + "- **Modest R² in some panels:** Sensitive to small-sample behavior.\n", + "- **ITS limitations:** Causal interpretation threatened by concurrent interventions, measurement changes." + ] + }, + { + "cell_type": "markdown", + "id": "f5650265", + "metadata": {}, + "source": [] } ], "metadata": { diff --git a/analysis/new analysis Aug 2025/its_coef_bootstrap.csv b/analysis/new analysis Aug 2025/its_coef_bootstrap.csv new file mode 100644 index 0000000..3fcdb19 --- /dev/null +++ b/analysis/new analysis Aug 2025/its_coef_bootstrap.csv @@ -0,0 +1,7 @@ +spill_type,rurality,n_months,cov_type_used,immediate_median,immediate_ci_lower,immediate_ci_upper,immediate_p_boot,slope_median,slope_ci_lower,slope_ci_upper,slope_p_boot +Historical,Urban,117,HAC(3),-0.6206336620541038,-0.9740056222402846,-0.23904209255300796,0.0,0.008616044153211825,0.002398836658769784,0.01495312441977399,0.006 +Historical,Suburban,65,HAC(3),-1.5176018407628546,-2.7605262427502164,-0.43313027768337387,0.008000000000000007,0.01822008762282405,-0.0030895289182977085,0.03825580692602826,0.102 +Historical,Rural,105,HAC(3),-0.23179945419068437,-0.8182007096463472,0.42877607027986586,0.472,0.00022965694475736044,-0.011436092834227335,0.010130319499298254,0.984 +Recent,Urban,118,HAC(3),-0.160298748034996,-0.5749652555275614,0.2150061566724943,0.3959999999999999,0.0015487219481862152,-0.005426836688902739,0.009139242893639142,0.706 +Recent,Suburban,92,HAC(3),-0.1923071926137055,-1.2531231998565555,0.7087237219259918,0.702,-0.004858497672331312,-0.017812405212375464,0.010558792471559166,0.5 +Recent,Rural,118,HAC(3),-0.02189670114807941,-0.35693728996964785,0.36191221554537356,0.9139999999999999,-0.0027931747739577367,-0.008060631617968836,0.002077808618220064,0.28600000000000003 diff --git a/analysis/new analysis Aug 2025/its_combined.png b/analysis/new analysis Aug 2025/its_combined.png new file mode 100644 index 0000000..1725e4b Binary files /dev/null and b/analysis/new analysis Aug 2025/its_combined.png differ diff --git a/analysis/new analysis Aug 2025/its_combined_reindexed.png b/analysis/new analysis Aug 2025/its_combined_reindexed.png new file mode 100644 index 0000000..9899e5a Binary files /dev/null and b/analysis/new analysis Aug 2025/its_combined_reindexed.png differ diff --git a/analysis/new analysis Aug 2025/its_ols_summary.csv b/analysis/new analysis Aug 2025/its_ols_summary.csv new file mode 100644 index 0000000..34729d6 --- /dev/null +++ b/analysis/new analysis Aug 2025/its_ols_summary.csv @@ -0,0 +1,7 @@ +spill_type,rurality,n_months,cov_type,coef_post,p_post,coef_timepost,p_timepost +Historical,Urban,117,OLS,-0.6258180218851861,0.0018718507469392333,0.008814637889539819,0.003021260369991436 +Historical,Suburban,65,OLS,-1.5342056118542082,0.009694982592007035,0.01807132945887889,0.043893867680183836 +Historical,Rural,105,OLS,-0.2334159073094848,0.47765501503895347,5.206801412964119e-05,0.9918451758098183 +Recent,Urban,118,OLS,-0.16832051684406027,0.45952843200400606,0.001572067943505686,0.6434600871705297 +Recent,Suburban,92,OLS,-0.20527539932805833,0.6946434889985571,-0.004700550069425163,0.5311199911273919 +Recent,Rural,118,OLS,-0.02027865199058196,0.9097199253970083,-0.0029145222355509742,0.2764264214334428 diff --git a/analysis/new analysis Aug 2025/its_plot_Historical_Rural.png b/analysis/new analysis Aug 2025/its_plot_Historical_Rural.png new file mode 100644 index 0000000..9137653 Binary files /dev/null and b/analysis/new analysis Aug 2025/its_plot_Historical_Rural.png differ diff --git a/analysis/new analysis Aug 2025/its_plot_Historical_Suburban.png b/analysis/new analysis Aug 2025/its_plot_Historical_Suburban.png new file mode 100644 index 0000000..7cc35a0 Binary files /dev/null and b/analysis/new analysis Aug 2025/its_plot_Historical_Suburban.png differ diff --git a/analysis/new analysis Aug 2025/its_plot_Historical_Urban.png b/analysis/new analysis Aug 2025/its_plot_Historical_Urban.png new file mode 100644 index 0000000..9bd11b9 Binary files /dev/null and b/analysis/new analysis Aug 2025/its_plot_Historical_Urban.png differ diff --git a/analysis/new analysis Aug 2025/its_plot_Recent_Rural.png b/analysis/new analysis Aug 2025/its_plot_Recent_Rural.png new file mode 100644 index 0000000..736eda6 Binary files /dev/null and b/analysis/new analysis Aug 2025/its_plot_Recent_Rural.png differ diff --git a/analysis/new analysis Aug 2025/its_plot_Recent_Suburban.png b/analysis/new analysis Aug 2025/its_plot_Recent_Suburban.png new file mode 100644 index 0000000..b79d0ad Binary files /dev/null and b/analysis/new analysis Aug 2025/its_plot_Recent_Suburban.png differ diff --git a/analysis/new analysis Aug 2025/its_plot_Recent_Urban.png b/analysis/new analysis Aug 2025/its_plot_Recent_Urban.png new file mode 100644 index 0000000..a6b0f80 Binary files /dev/null and b/analysis/new analysis Aug 2025/its_plot_Recent_Urban.png differ diff --git a/analysis/new analysis Aug 2025/its_poisson_summary.csv b/analysis/new analysis Aug 2025/its_poisson_summary.csv new file mode 100644 index 0000000..9362fb6 --- /dev/null +++ b/analysis/new analysis Aug 2025/its_poisson_summary.csv @@ -0,0 +1,7 @@ +spill_type,rurality,n_months,cov_type,coef_post,p_post,coef_timepost,p_timepost +Historical,Urban,118,OLS-GLM,-2.2558997513868926,1.3476569456688608e-63,0.030369443639893377,1.2996649901502465e-48 +Historical,Suburban,118,OLS-GLM,-1.34383735287832,0.009457923117687337,0.016932518245171085,0.0417093239079251 +Historical,Rural,118,OLS-GLM,-2.7164423892570597,1.3022260138535194e-21,0.04369289171690502,3.1047832219194077e-23 +Recent,Urban,118,OLS-GLM,-0.23865705652862768,0.14267759889367287,0.0008995270283667922,0.7140399407335487 +Recent,Suburban,118,OLS-GLM,0.4297773652745585,0.16457183794635,-0.0008188605523384556,0.8724230164238238 +Recent,Rural,118,OLS-GLM,0.734195574412651,4.848782193840399e-09,-0.011298705684153811,7.335729970141464e-09 diff --git a/analysis/new analysis Aug 2025/its_summary.csv b/analysis/new analysis Aug 2025/its_summary.csv new file mode 100644 index 0000000..7d736d9 --- /dev/null +++ b/analysis/new analysis Aug 2025/its_summary.csv @@ -0,0 +1,7 @@ +spill_type,rurality,n_months,status,cov_type,R_squared +Historical,Urban,117,ok,HAC(3),0.45100302099105694 +Historical,Suburban,65,ok,HAC(3),0.14526438639973238 +Historical,Rural,105,ok,HAC(3),0.07881822197261723 +Recent,Urban,118,ok,HAC(3),0.19595641160193988 +Recent,Suburban,92,ok,HAC(3),0.06582936319152366 +Recent,Rural,118,ok,HAC(3),0.17093150512060973 diff --git a/analysis/new analysis Aug 2025/its_summary_with_boot.csv b/analysis/new analysis Aug 2025/its_summary_with_boot.csv new file mode 100644 index 0000000..df61d6c --- /dev/null +++ b/analysis/new analysis Aug 2025/its_summary_with_boot.csv @@ -0,0 +1,7 @@ +spill_type,rurality,n_months,status,cov_type,R_squared,cov_type_used,immediate_median,immediate_ci_lower,immediate_ci_upper,immediate_p_boot,slope_median,slope_ci_lower,slope_ci_upper,slope_p_boot +Historical,Urban,117,ok,HAC(3),0.4510030209910569,HAC(3),-0.6206336620541038,-0.9740056222402846,-0.23904209255300796,0.0,0.008616044153211825,0.002398836658769784,0.01495312441977399,0.006 +Historical,Suburban,65,ok,HAC(3),0.1452643863997323,HAC(3),-1.5176018407628546,-2.7605262427502164,-0.43313027768337387,0.008000000000000007,0.01822008762282405,-0.0030895289182977085,0.03825580692602826,0.102 +Historical,Rural,105,ok,HAC(3),0.0788182219726172,HAC(3),-0.23179945419068437,-0.8182007096463472,0.42877607027986586,0.472,0.00022965694475736044,-0.011436092834227335,0.010130319499298254,0.984 +Recent,Urban,118,ok,HAC(3),0.1959564116019398,HAC(3),-0.160298748034996,-0.5749652555275614,0.2150061566724943,0.3959999999999999,0.0015487219481862152,-0.005426836688902739,0.009139242893639142,0.706 +Recent,Suburban,92,ok,HAC(3),0.0658293631915236,HAC(3),-0.1923071926137055,-1.2531231998565555,0.7087237219259918,0.702,-0.004858497672331312,-0.017812405212375464,0.010558792471559166,0.5 +Recent,Rural,118,ok,HAC(3),0.1709315051206097,HAC(3),-0.02189670114807941,-0.35693728996964785,0.36191221554537356,0.9139999999999999,-0.0027931747739577367,-0.008060631617968836,0.002077808618220064,0.28600000000000003 diff --git a/analysis/new analysis Aug 2025/monthly_full_reindexed.csv b/analysis/new analysis Aug 2025/monthly_full_reindexed.csv new file mode 100644 index 0000000..75e8071 --- /dev/null +++ b/analysis/new analysis Aug 2025/monthly_full_reindexed.csv @@ -0,0 +1,709 @@ +report_month,spill_type,rurality,n_events,mean_delay,time,post_2020,time_post +2015-03-01,Historical,Urban,12,0.5,0.0,0,0.0 +2015-04-01,Historical,Urban,33,1.0606060606060606,1.0333333333333334,0,0.0 +2015-05-01,Historical,Urban,5,1.8,2.033333333333333,0,0.0 +2015-06-01,Historical,Urban,15,0.6,3.066666666666667,0,0.0 +2015-07-01,Historical,Urban,19,1.105263157894737,4.066666666666666,0,0.0 +2015-08-01,Historical,Urban,25,0.72,5.1,0,0.0 +2015-09-01,Historical,Urban,17,0.5882352941176471,6.133333333333334,0,0.0 +2015-10-01,Historical,Urban,29,0.6896551724137931,7.133333333333334,0,0.0 +2015-11-01,Historical,Urban,15,0.4666666666666667,8.166666666666666,0,0.0 +2015-12-01,Historical,Urban,13,0.7692307692307693,9.166666666666666,0,0.0 +2016-01-01,Historical,Urban,11,0.45454545454545453,10.2,0,0.0 +2016-02-01,Historical,Urban,36,1.25,11.233333333333333,0,0.0 +2016-03-01,Historical,Urban,12,1.5833333333333333,12.2,0,0.0 +2016-04-01,Historical,Urban,21,1.0,13.233333333333333,0,0.0 +2016-05-01,Historical,Urban,16,0.375,14.233333333333333,0,0.0 +2016-06-01,Historical,Urban,25,0.84,15.266666666666667,0,0.0 +2016-07-01,Historical,Urban,13,1.1538461538461537,16.266666666666666,0,0.0 +2016-08-01,Historical,Urban,24,1.0,17.3,0,0.0 +2016-09-01,Historical,Urban,23,0.782608695652174,18.333333333333332,0,0.0 +2016-10-01,Historical,Urban,35,1.542857142857143,19.333333333333332,0,0.0 +2016-11-01,Historical,Urban,15,0.8,20.366666666666667,0,0.0 +2016-12-01,Historical,Urban,28,1.0714285714285714,21.366666666666667,0,0.0 +2017-01-01,Historical,Urban,19,1.1578947368421053,22.4,0,0.0 +2017-02-01,Historical,Urban,15,1.0,23.433333333333334,0,0.0 +2017-03-01,Historical,Urban,30,0.8,24.366666666666667,0,0.0 +2017-04-01,Historical,Urban,26,1.0,25.4,0,0.0 +2017-05-01,Historical,Urban,15,0.9333333333333333,26.4,0,0.0 +2017-06-01,Historical,Urban,28,1.0357142857142858,27.433333333333334,0,0.0 +2017-07-01,Historical,Urban,14,0.42857142857142855,28.433333333333334,0,0.0 +2017-08-01,Historical,Urban,15,1.0666666666666667,29.466666666666665,0,0.0 +2017-09-01,Historical,Urban,43,0.7441860465116279,30.5,0,0.0 +2017-10-01,Historical,Urban,18,0.7222222222222222,31.5,0,0.0 +2017-11-01,Historical,Urban,13,0.6923076923076923,32.53333333333333,0,0.0 +2017-12-01,Historical,Urban,14,0.35714285714285715,33.53333333333333,0,0.0 +2018-01-01,Historical,Urban,7,1.0,34.56666666666667,0,0.0 +2018-02-01,Historical,Urban,15,1.0666666666666667,35.6,0,0.0 +2018-03-01,Historical,Urban,30,0.6,36.53333333333333,0,0.0 +2018-04-01,Historical,Urban,23,0.9565217391304348,37.56666666666667,0,0.0 +2018-05-01,Historical,Urban,24,0.7083333333333334,38.56666666666667,0,0.0 +2018-06-01,Historical,Urban,39,1.0,39.6,0,0.0 +2018-07-01,Historical,Urban,23,0.6521739130434783,40.6,0,0.0 +2018-08-01,Historical,Urban,36,0.75,41.63333333333333,0,0.0 +2018-09-01,Historical,Urban,33,1.3636363636363635,42.666666666666664,0,0.0 +2018-10-01,Historical,Urban,21,0.8095238095238095,43.666666666666664,0,0.0 +2018-11-01,Historical,Urban,47,0.5957446808510638,44.7,0,0.0 +2018-12-01,Historical,Urban,24,0.7916666666666666,45.7,0,0.0 +2019-01-01,Historical,Urban,29,0.7931034482758621,46.733333333333334,0,0.0 +2019-02-01,Historical,Urban,29,0.9655172413793104,47.766666666666666,0,0.0 +2019-03-01,Historical,Urban,21,0.2857142857142857,48.7,0,0.0 +2019-04-01,Historical,Urban,19,0.3157894736842105,49.733333333333334,0,0.0 +2019-05-01,Historical,Urban,11,0.18181818181818182,50.733333333333334,0,0.0 +2019-06-01,Historical,Urban,17,0.47058823529411764,51.766666666666666,0,0.0 +2019-07-01,Historical,Urban,9,0.4444444444444444,52.766666666666666,0,0.0 +2019-08-01,Historical,Urban,15,0.7333333333333333,53.8,0,0.0 +2019-09-01,Historical,Urban,21,0.0,54.833333333333336,0,0.0 +2019-10-01,Historical,Urban,16,0.0,55.833333333333336,0,0.0 +2019-11-01,Historical,Urban,17,0.23529411764705882,56.86666666666667,0,0.0 +2019-12-01,Historical,Urban,15,0.26666666666666666,57.86666666666667,0,0.0 +2020-01-01,Historical,Urban,21,0.09523809523809523,58.9,1,58.9 +2020-02-01,Historical,Urban,22,0.09090909090909091,59.93333333333333,1,59.93333333333333 +2020-03-01,Historical,Urban,37,0.40540540540540543,60.9,1,60.9 +2020-04-01,Historical,Urban,9,0.4444444444444444,61.93333333333333,1,61.93333333333333 +2020-05-01,Historical,Urban,5,0.0,62.93333333333333,1,62.93333333333333 +2020-06-01,Historical,Urban,11,0.36363636363636365,63.96666666666667,1,63.96666666666667 +2020-07-01,Historical,Urban,7,0.5714285714285714,64.96666666666667,1,64.96666666666667 +2020-08-01,Historical,Urban,0,,66.0,1,66.0 +2020-09-01,Historical,Urban,15,0.2,67.03333333333333,1,67.03333333333333 +2020-10-01,Historical,Urban,7,0.2857142857142857,68.03333333333333,1,68.03333333333333 +2020-11-01,Historical,Urban,10,0.8,69.06666666666666,1,69.06666666666666 +2020-12-01,Historical,Urban,4,0.0,70.06666666666666,1,70.06666666666666 +2021-01-01,Historical,Urban,17,1.0,71.1,1,71.1 +2021-02-01,Historical,Urban,18,0.8888888888888888,72.13333333333334,1,72.13333333333334 +2021-03-01,Historical,Urban,21,0.23809523809523808,73.06666666666666,1,73.06666666666666 +2021-04-01,Historical,Urban,43,0.6744186046511628,74.1,1,74.1 +2021-05-01,Historical,Urban,26,0.46153846153846156,75.1,1,75.1 +2021-06-01,Historical,Urban,45,0.35555555555555557,76.13333333333334,1,76.13333333333334 +2021-07-01,Historical,Urban,29,0.6206896551724138,77.13333333333334,1,77.13333333333334 +2021-08-01,Historical,Urban,22,0.4090909090909091,78.16666666666667,1,78.16666666666667 +2021-09-01,Historical,Urban,20,0.6,79.2,1,79.2 +2021-10-01,Historical,Urban,36,0.2222222222222222,80.2,1,80.2 +2021-11-01,Historical,Urban,31,0.4838709677419355,81.23333333333333,1,81.23333333333333 +2021-12-01,Historical,Urban,46,0.2608695652173913,82.23333333333333,1,82.23333333333333 +2022-01-01,Historical,Urban,33,0.3939393939393939,83.26666666666667,1,83.26666666666667 +2022-02-01,Historical,Urban,55,0.2545454545454545,84.3,1,84.3 +2022-03-01,Historical,Urban,69,0.14492753623188406,85.23333333333333,1,85.23333333333333 +2022-04-01,Historical,Urban,55,0.4,86.26666666666667,1,86.26666666666667 +2022-05-01,Historical,Urban,50,0.28,87.26666666666667,1,87.26666666666667 +2022-06-01,Historical,Urban,47,0.02127659574468085,88.3,1,88.3 +2022-07-01,Historical,Urban,28,0.35714285714285715,89.3,1,89.3 +2022-08-01,Historical,Urban,34,0.29411764705882354,90.33333333333333,1,90.33333333333333 +2022-09-01,Historical,Urban,47,0.425531914893617,91.36666666666666,1,91.36666666666666 +2022-10-01,Historical,Urban,23,0.5652173913043478,92.36666666666666,1,92.36666666666666 +2022-11-01,Historical,Urban,34,0.23529411764705882,93.4,1,93.4 +2022-12-01,Historical,Urban,37,0.16216216216216217,94.4,1,94.4 +2023-01-01,Historical,Urban,34,0.3235294117647059,95.43333333333334,1,95.43333333333334 +2023-02-01,Historical,Urban,37,0.2702702702702703,96.46666666666667,1,96.46666666666667 +2023-03-01,Historical,Urban,53,0.3584905660377358,97.4,1,97.4 +2023-04-01,Historical,Urban,44,0.25,98.43333333333334,1,98.43333333333334 +2023-05-01,Historical,Urban,49,0.22448979591836735,99.43333333333334,1,99.43333333333334 +2023-06-01,Historical,Urban,51,0.21568627450980393,100.46666666666667,1,100.46666666666667 +2023-07-01,Historical,Urban,61,0.16393442622950818,101.46666666666667,1,101.46666666666667 +2023-08-01,Historical,Urban,59,0.3559322033898305,102.5,1,102.5 +2023-09-01,Historical,Urban,47,0.2127659574468085,103.53333333333333,1,103.53333333333333 +2023-10-01,Historical,Urban,59,0.3898305084745763,104.53333333333333,1,104.53333333333333 +2023-11-01,Historical,Urban,57,0.40350877192982454,105.56666666666666,1,105.56666666666666 +2023-12-01,Historical,Urban,37,0.40540540540540543,106.56666666666666,1,106.56666666666666 +2024-01-01,Historical,Urban,66,0.3484848484848485,107.6,1,107.6 +2024-02-01,Historical,Urban,46,0.2391304347826087,108.63333333333334,1,108.63333333333334 +2024-03-01,Historical,Urban,59,0.3559322033898305,109.6,1,109.6 +2024-04-01,Historical,Urban,65,0.27692307692307694,110.63333333333334,1,110.63333333333334 +2024-05-01,Historical,Urban,88,0.36363636363636365,111.63333333333334,1,111.63333333333334 +2024-06-01,Historical,Urban,103,0.46601941747572817,112.66666666666667,1,112.66666666666667 +2024-07-01,Historical,Urban,83,0.42168674698795183,113.66666666666667,1,113.66666666666667 +2024-08-01,Historical,Urban,83,0.3493975903614458,114.7,1,114.7 +2024-09-01,Historical,Urban,100,0.46,115.73333333333333,1,115.73333333333333 +2024-10-01,Historical,Urban,144,0.2708333333333333,116.73333333333333,1,116.73333333333333 +2024-11-01,Historical,Urban,114,0.39473684210526316,117.76666666666667,1,117.76666666666667 +2024-12-01,Historical,Urban,74,0.3918918918918919,118.76666666666667,1,118.76666666666667 +2015-03-01,Historical,Suburban,0,,0.0,0,0.0 +2015-04-01,Historical,Suburban,4,2.0,1.0333333333333334,0,0.0 +2015-05-01,Historical,Suburban,0,,2.033333333333333,0,0.0 +2015-06-01,Historical,Suburban,0,,3.066666666666667,0,0.0 +2015-07-01,Historical,Suburban,3,0.0,4.066666666666666,0,0.0 +2015-08-01,Historical,Suburban,0,,5.1,0,0.0 +2015-09-01,Historical,Suburban,2,0.0,6.133333333333334,0,0.0 +2015-10-01,Historical,Suburban,5,0.8,7.133333333333334,0,0.0 +2015-11-01,Historical,Suburban,0,,8.166666666666666,0,0.0 +2015-12-01,Historical,Suburban,0,,9.166666666666666,0,0.0 +2016-01-01,Historical,Suburban,0,,10.2,0,0.0 +2016-02-01,Historical,Suburban,0,,11.233333333333333,0,0.0 +2016-03-01,Historical,Suburban,5,1.6,12.2,0,0.0 +2016-04-01,Historical,Suburban,2,0.0,13.233333333333333,0,0.0 +2016-05-01,Historical,Suburban,0,,14.233333333333333,0,0.0 +2016-06-01,Historical,Suburban,0,,15.266666666666667,0,0.0 +2016-07-01,Historical,Suburban,0,,16.266666666666666,0,0.0 +2016-08-01,Historical,Suburban,0,,17.3,0,0.0 +2016-09-01,Historical,Suburban,0,,18.333333333333332,0,0.0 +2016-10-01,Historical,Suburban,0,,19.333333333333332,0,0.0 +2016-11-01,Historical,Suburban,0,,20.366666666666667,0,0.0 +2016-12-01,Historical,Suburban,0,,21.366666666666667,0,0.0 +2017-01-01,Historical,Suburban,0,,22.4,0,0.0 +2017-02-01,Historical,Suburban,5,1.6,23.433333333333334,0,0.0 +2017-03-01,Historical,Suburban,0,,24.366666666666667,0,0.0 +2017-04-01,Historical,Suburban,0,,25.4,0,0.0 +2017-05-01,Historical,Suburban,3,1.0,26.4,0,0.0 +2017-06-01,Historical,Suburban,0,,27.433333333333334,0,0.0 +2017-07-01,Historical,Suburban,0,,28.433333333333334,0,0.0 +2017-08-01,Historical,Suburban,5,0.0,29.466666666666665,0,0.0 +2017-09-01,Historical,Suburban,0,,30.5,0,0.0 +2017-10-01,Historical,Suburban,0,,31.5,0,0.0 +2017-11-01,Historical,Suburban,0,,32.53333333333333,0,0.0 +2017-12-01,Historical,Suburban,0,,33.53333333333333,0,0.0 +2018-01-01,Historical,Suburban,0,,34.56666666666667,0,0.0 +2018-02-01,Historical,Suburban,0,,35.6,0,0.0 +2018-03-01,Historical,Suburban,3,2.0,36.53333333333333,0,0.0 +2018-04-01,Historical,Suburban,3,0.0,37.56666666666667,0,0.0 +2018-05-01,Historical,Suburban,1,2.0,38.56666666666667,0,0.0 +2018-06-01,Historical,Suburban,2,1.0,39.6,0,0.0 +2018-07-01,Historical,Suburban,5,1.6,40.6,0,0.0 +2018-08-01,Historical,Suburban,2,1.0,41.63333333333333,0,0.0 +2018-09-01,Historical,Suburban,0,,42.666666666666664,0,0.0 +2018-10-01,Historical,Suburban,0,,43.666666666666664,0,0.0 +2018-11-01,Historical,Suburban,2,0.0,44.7,0,0.0 +2018-12-01,Historical,Suburban,3,1.0,45.7,0,0.0 +2019-01-01,Historical,Suburban,2,1.0,46.733333333333334,0,0.0 +2019-02-01,Historical,Suburban,0,,47.766666666666666,0,0.0 +2019-03-01,Historical,Suburban,3,0.0,48.7,0,0.0 +2019-04-01,Historical,Suburban,0,,49.733333333333334,0,0.0 +2019-05-01,Historical,Suburban,0,,50.733333333333334,0,0.0 +2019-06-01,Historical,Suburban,6,0.0,51.766666666666666,0,0.0 +2019-07-01,Historical,Suburban,4,0.5,52.766666666666666,0,0.0 +2019-08-01,Historical,Suburban,0,,53.8,0,0.0 +2019-09-01,Historical,Suburban,2,0.0,54.833333333333336,0,0.0 +2019-10-01,Historical,Suburban,0,,55.833333333333336,0,0.0 +2019-11-01,Historical,Suburban,0,,56.86666666666667,0,0.0 +2019-12-01,Historical,Suburban,2,0.0,57.86666666666667,0,0.0 +2020-01-01,Historical,Suburban,2,0.0,58.9,1,58.9 +2020-02-01,Historical,Suburban,0,,59.93333333333333,1,59.93333333333333 +2020-03-01,Historical,Suburban,0,,60.9,1,60.9 +2020-04-01,Historical,Suburban,0,,61.93333333333333,1,61.93333333333333 +2020-05-01,Historical,Suburban,2,0.0,62.93333333333333,1,62.93333333333333 +2020-06-01,Historical,Suburban,0,,63.96666666666667,1,63.96666666666667 +2020-07-01,Historical,Suburban,0,,64.96666666666667,1,64.96666666666667 +2020-08-01,Historical,Suburban,0,,66.0,1,66.0 +2020-09-01,Historical,Suburban,0,,67.03333333333333,1,67.03333333333333 +2020-10-01,Historical,Suburban,2,0.0,68.03333333333333,1,68.03333333333333 +2020-11-01,Historical,Suburban,0,,69.06666666666666,1,69.06666666666666 +2020-12-01,Historical,Suburban,0,,70.06666666666666,1,70.06666666666666 +2021-01-01,Historical,Suburban,4,1.0,71.1,1,71.1 +2021-02-01,Historical,Suburban,0,,72.13333333333334,1,72.13333333333334 +2021-03-01,Historical,Suburban,3,1.0,73.06666666666666,1,73.06666666666666 +2021-04-01,Historical,Suburban,2,1.0,74.1,1,74.1 +2021-05-01,Historical,Suburban,2,0.0,75.1,1,75.1 +2021-06-01,Historical,Suburban,4,0.0,76.13333333333334,1,76.13333333333334 +2021-07-01,Historical,Suburban,1,0.0,77.13333333333334,1,77.13333333333334 +2021-08-01,Historical,Suburban,3,0.6666666666666666,78.16666666666667,1,78.16666666666667 +2021-09-01,Historical,Suburban,4,0.0,79.2,1,79.2 +2021-10-01,Historical,Suburban,7,0.14285714285714285,80.2,1,80.2 +2021-11-01,Historical,Suburban,1,0.0,81.23333333333333,1,81.23333333333333 +2021-12-01,Historical,Suburban,5,0.0,82.23333333333333,1,82.23333333333333 +2022-01-01,Historical,Suburban,4,1.0,83.26666666666667,1,83.26666666666667 +2022-02-01,Historical,Suburban,0,,84.3,1,84.3 +2022-03-01,Historical,Suburban,3,0.0,85.23333333333333,1,85.23333333333333 +2022-04-01,Historical,Suburban,1,0.0,86.26666666666667,1,86.26666666666667 +2022-05-01,Historical,Suburban,0,,87.26666666666667,1,87.26666666666667 +2022-06-01,Historical,Suburban,0,,88.3,1,88.3 +2022-07-01,Historical,Suburban,1,0.0,89.3,1,89.3 +2022-08-01,Historical,Suburban,7,0.14285714285714285,90.33333333333333,1,90.33333333333333 +2022-09-01,Historical,Suburban,6,0.16666666666666666,91.36666666666666,1,91.36666666666666 +2022-10-01,Historical,Suburban,3,0.3333333333333333,92.36666666666666,1,92.36666666666666 +2022-11-01,Historical,Suburban,5,0.4,93.4,1,93.4 +2022-12-01,Historical,Suburban,6,0.0,94.4,1,94.4 +2023-01-01,Historical,Suburban,3,0.0,95.43333333333334,1,95.43333333333334 +2023-02-01,Historical,Suburban,0,,96.46666666666667,1,96.46666666666667 +2023-03-01,Historical,Suburban,7,0.2857142857142857,97.4,1,97.4 +2023-04-01,Historical,Suburban,5,0.4,98.43333333333334,1,98.43333333333334 +2023-05-01,Historical,Suburban,3,0.0,99.43333333333334,1,99.43333333333334 +2023-06-01,Historical,Suburban,3,1.0,100.46666666666667,1,100.46666666666667 +2023-07-01,Historical,Suburban,0,,101.46666666666667,1,101.46666666666667 +2023-08-01,Historical,Suburban,3,0.3333333333333333,102.5,1,102.5 +2023-09-01,Historical,Suburban,0,,103.53333333333333,1,103.53333333333333 +2023-10-01,Historical,Suburban,0,,104.53333333333333,1,104.53333333333333 +2023-11-01,Historical,Suburban,1,0.0,105.56666666666666,1,105.56666666666666 +2023-12-01,Historical,Suburban,0,,106.56666666666666,1,106.56666666666666 +2024-01-01,Historical,Suburban,11,0.45454545454545453,107.6,1,107.6 +2024-02-01,Historical,Suburban,4,1.0,108.63333333333334,1,108.63333333333334 +2024-03-01,Historical,Suburban,2,0.0,109.6,1,109.6 +2024-04-01,Historical,Suburban,10,0.3,110.63333333333334,1,110.63333333333334 +2024-05-01,Historical,Suburban,5,1.0,111.63333333333334,1,111.63333333333334 +2024-06-01,Historical,Suburban,8,0.5,112.66666666666667,1,112.66666666666667 +2024-07-01,Historical,Suburban,3,0.0,113.66666666666667,1,113.66666666666667 +2024-08-01,Historical,Suburban,7,1.1428571428571428,114.7,1,114.7 +2024-09-01,Historical,Suburban,4,0.5,115.73333333333333,1,115.73333333333333 +2024-10-01,Historical,Suburban,9,0.8888888888888888,116.73333333333333,1,116.73333333333333 +2024-11-01,Historical,Suburban,1,2.0,117.76666666666667,1,117.76666666666667 +2024-12-01,Historical,Suburban,2,0.5,118.76666666666667,1,118.76666666666667 +2015-03-01,Historical,Rural,3,1.0,0.0,0,0.0 +2015-04-01,Historical,Rural,0,,1.0333333333333334,0,0.0 +2015-05-01,Historical,Rural,6,1.5,2.033333333333333,0,0.0 +2015-06-01,Historical,Rural,5,0.0,3.066666666666667,0,0.0 +2015-07-01,Historical,Rural,10,1.4,4.066666666666666,0,0.0 +2015-08-01,Historical,Rural,10,0.7,5.1,0,0.0 +2015-09-01,Historical,Rural,20,0.85,6.133333333333334,0,0.0 +2015-10-01,Historical,Rural,2,1.0,7.133333333333334,0,0.0 +2015-11-01,Historical,Rural,8,1.125,8.166666666666666,0,0.0 +2015-12-01,Historical,Rural,0,,9.166666666666666,0,0.0 +2016-01-01,Historical,Rural,8,0.375,10.2,0,0.0 +2016-02-01,Historical,Rural,12,1.0,11.233333333333333,0,0.0 +2016-03-01,Historical,Rural,9,0.6666666666666666,12.2,0,0.0 +2016-04-01,Historical,Rural,4,1.0,13.233333333333333,0,0.0 +2016-05-01,Historical,Rural,0,,14.233333333333333,0,0.0 +2016-06-01,Historical,Rural,0,,15.266666666666667,0,0.0 +2016-07-01,Historical,Rural,3,1.0,16.266666666666666,0,0.0 +2016-08-01,Historical,Rural,5,1.4,17.3,0,0.0 +2016-09-01,Historical,Rural,2,0.0,18.333333333333332,0,0.0 +2016-10-01,Historical,Rural,6,0.3333333333333333,19.333333333333332,0,0.0 +2016-11-01,Historical,Rural,5,1.0,20.366666666666667,0,0.0 +2016-12-01,Historical,Rural,5,0.6,21.366666666666667,0,0.0 +2017-01-01,Historical,Rural,2,0.0,22.4,0,0.0 +2017-02-01,Historical,Rural,8,1.25,23.433333333333334,0,0.0 +2017-03-01,Historical,Rural,6,0.5,24.366666666666667,0,0.0 +2017-04-01,Historical,Rural,3,1.0,25.4,0,0.0 +2017-05-01,Historical,Rural,2,0.0,26.4,0,0.0 +2017-06-01,Historical,Rural,9,1.3333333333333333,27.433333333333334,0,0.0 +2017-07-01,Historical,Rural,3,1.0,28.433333333333334,0,0.0 +2017-08-01,Historical,Rural,8,2.0,29.466666666666665,0,0.0 +2017-09-01,Historical,Rural,0,,30.5,0,0.0 +2017-10-01,Historical,Rural,0,,31.5,0,0.0 +2017-11-01,Historical,Rural,11,0.36363636363636365,32.53333333333333,0,0.0 +2017-12-01,Historical,Rural,7,0.8571428571428571,33.53333333333333,0,0.0 +2018-01-01,Historical,Rural,3,1.0,34.56666666666667,0,0.0 +2018-02-01,Historical,Rural,20,0.85,35.6,0,0.0 +2018-03-01,Historical,Rural,3,1.0,36.53333333333333,0,0.0 +2018-04-01,Historical,Rural,9,0.7777777777777778,37.56666666666667,0,0.0 +2018-05-01,Historical,Rural,7,1.2857142857142858,38.56666666666667,0,0.0 +2018-06-01,Historical,Rural,2,0.0,39.6,0,0.0 +2018-07-01,Historical,Rural,7,0.8571428571428571,40.6,0,0.0 +2018-08-01,Historical,Rural,2,0.5,41.63333333333333,0,0.0 +2018-09-01,Historical,Rural,3,0.0,42.666666666666664,0,0.0 +2018-10-01,Historical,Rural,3,1.0,43.666666666666664,0,0.0 +2018-11-01,Historical,Rural,8,1.375,44.7,0,0.0 +2018-12-01,Historical,Rural,5,1.0,45.7,0,0.0 +2019-01-01,Historical,Rural,0,,46.733333333333334,0,0.0 +2019-02-01,Historical,Rural,5,1.4,47.766666666666666,0,0.0 +2019-03-01,Historical,Rural,0,,48.7,0,0.0 +2019-04-01,Historical,Rural,3,1.0,49.733333333333334,0,0.0 +2019-05-01,Historical,Rural,5,0.8,50.733333333333334,0,0.0 +2019-06-01,Historical,Rural,3,1.0,51.766666666666666,0,0.0 +2019-07-01,Historical,Rural,3,2.0,52.766666666666666,0,0.0 +2019-08-01,Historical,Rural,2,0.0,53.8,0,0.0 +2019-09-01,Historical,Rural,3,1.0,54.833333333333336,0,0.0 +2019-10-01,Historical,Rural,8,0.0,55.833333333333336,0,0.0 +2019-11-01,Historical,Rural,0,,56.86666666666667,0,0.0 +2019-12-01,Historical,Rural,0,,57.86666666666667,0,0.0 +2020-01-01,Historical,Rural,2,0.0,58.9,1,58.9 +2020-02-01,Historical,Rural,2,0.0,59.93333333333333,1,59.93333333333333 +2020-03-01,Historical,Rural,3,0.6666666666666666,60.9,1,60.9 +2020-04-01,Historical,Rural,2,1.0,61.93333333333333,1,61.93333333333333 +2020-05-01,Historical,Rural,4,0.5,62.93333333333333,1,62.93333333333333 +2020-06-01,Historical,Rural,3,0.0,63.96666666666667,1,63.96666666666667 +2020-07-01,Historical,Rural,3,1.0,64.96666666666667,1,64.96666666666667 +2020-08-01,Historical,Rural,4,0.0,66.0,1,66.0 +2020-09-01,Historical,Rural,0,,67.03333333333333,1,67.03333333333333 +2020-10-01,Historical,Rural,0,,68.03333333333333,1,68.03333333333333 +2020-11-01,Historical,Rural,5,1.0,69.06666666666666,1,69.06666666666666 +2020-12-01,Historical,Rural,8,1.75,70.06666666666666,1,70.06666666666666 +2021-01-01,Historical,Rural,1,1.0,71.1,1,71.1 +2021-02-01,Historical,Rural,5,0.6,72.13333333333334,1,72.13333333333334 +2021-03-01,Historical,Rural,6,0.5,73.06666666666666,1,73.06666666666666 +2021-04-01,Historical,Rural,18,0.6666666666666666,74.1,1,74.1 +2021-05-01,Historical,Rural,10,0.7,75.1,1,75.1 +2021-06-01,Historical,Rural,11,0.8181818181818182,76.13333333333334,1,76.13333333333334 +2021-07-01,Historical,Rural,8,1.25,77.13333333333334,1,77.13333333333334 +2021-08-01,Historical,Rural,7,0.8571428571428571,78.16666666666667,1,78.16666666666667 +2021-09-01,Historical,Rural,7,0.5714285714285714,79.2,1,79.2 +2021-10-01,Historical,Rural,5,0.4,80.2,1,80.2 +2021-11-01,Historical,Rural,0,,81.23333333333333,1,81.23333333333333 +2021-12-01,Historical,Rural,4,0.75,82.23333333333333,1,82.23333333333333 +2022-01-01,Historical,Rural,4,0.0,83.26666666666667,1,83.26666666666667 +2022-02-01,Historical,Rural,8,0.25,84.3,1,84.3 +2022-03-01,Historical,Rural,11,0.45454545454545453,85.23333333333333,1,85.23333333333333 +2022-04-01,Historical,Rural,9,0.2222222222222222,86.26666666666667,1,86.26666666666667 +2022-05-01,Historical,Rural,6,0.6666666666666666,87.26666666666667,1,87.26666666666667 +2022-06-01,Historical,Rural,13,0.23076923076923078,88.3,1,88.3 +2022-07-01,Historical,Rural,17,0.5882352941176471,89.3,1,89.3 +2022-08-01,Historical,Rural,10,1.0,90.33333333333333,1,90.33333333333333 +2022-09-01,Historical,Rural,5,0.4,91.36666666666666,1,91.36666666666666 +2022-10-01,Historical,Rural,10,1.1,92.36666666666666,1,92.36666666666666 +2022-11-01,Historical,Rural,5,0.4,93.4,1,93.4 +2022-12-01,Historical,Rural,1,1.0,94.4,1,94.4 +2023-01-01,Historical,Rural,4,0.0,95.43333333333334,1,95.43333333333334 +2023-02-01,Historical,Rural,8,0.125,96.46666666666667,1,96.46666666666667 +2023-03-01,Historical,Rural,5,0.4,97.4,1,97.4 +2023-04-01,Historical,Rural,12,1.0,98.43333333333334,1,98.43333333333334 +2023-05-01,Historical,Rural,9,0.4444444444444444,99.43333333333334,1,99.43333333333334 +2023-06-01,Historical,Rural,4,0.5,100.46666666666667,1,100.46666666666667 +2023-07-01,Historical,Rural,5,0.2,101.46666666666667,1,101.46666666666667 +2023-08-01,Historical,Rural,21,0.7142857142857143,102.5,1,102.5 +2023-09-01,Historical,Rural,8,1.0,103.53333333333333,1,103.53333333333333 +2023-10-01,Historical,Rural,11,0.6363636363636364,104.53333333333333,1,104.53333333333333 +2023-11-01,Historical,Rural,12,0.3333333333333333,105.56666666666666,1,105.56666666666666 +2023-12-01,Historical,Rural,14,0.5714285714285714,106.56666666666666,1,106.56666666666666 +2024-01-01,Historical,Rural,16,0.4375,107.6,1,107.6 +2024-02-01,Historical,Rural,11,0.2727272727272727,108.63333333333334,1,108.63333333333334 +2024-03-01,Historical,Rural,7,0.42857142857142855,109.6,1,109.6 +2024-04-01,Historical,Rural,14,0.7857142857142857,110.63333333333334,1,110.63333333333334 +2024-05-01,Historical,Rural,22,0.6818181818181818,111.63333333333334,1,111.63333333333334 +2024-06-01,Historical,Rural,27,0.48148148148148145,112.66666666666667,1,112.66666666666667 +2024-07-01,Historical,Rural,19,0.5789473684210527,113.66666666666667,1,113.66666666666667 +2024-08-01,Historical,Rural,18,0.9444444444444444,114.7,1,114.7 +2024-09-01,Historical,Rural,23,0.2608695652173913,115.73333333333333,1,115.73333333333333 +2024-10-01,Historical,Rural,33,0.6666666666666666,116.73333333333333,1,116.73333333333333 +2024-11-01,Historical,Rural,20,0.7,117.76666666666667,1,117.76666666666667 +2024-12-01,Historical,Rural,18,0.7777777777777778,118.76666666666667,1,118.76666666666667 +2015-03-01,Recent,Urban,3,2.0,0.0,0,0.0 +2015-04-01,Recent,Urban,20,0.95,1.0333333333333334,0,0.0 +2015-05-01,Recent,Urban,14,0.5714285714285714,2.033333333333333,0,0.0 +2015-06-01,Recent,Urban,15,1.0666666666666667,3.066666666666667,0,0.0 +2015-07-01,Recent,Urban,17,0.7058823529411765,4.066666666666666,0,0.0 +2015-08-01,Recent,Urban,10,0.9,5.1,0,0.0 +2015-09-01,Recent,Urban,12,1.0833333333333333,6.133333333333334,0,0.0 +2015-10-01,Recent,Urban,8,1.0,7.133333333333334,0,0.0 +2015-11-01,Recent,Urban,14,0.8571428571428571,8.166666666666666,0,0.0 +2015-12-01,Recent,Urban,22,0.8636363636363636,9.166666666666666,0,0.0 +2016-01-01,Recent,Urban,9,0.4444444444444444,10.2,0,0.0 +2016-02-01,Recent,Urban,12,1.5,11.233333333333333,0,0.0 +2016-03-01,Recent,Urban,22,1.5,12.2,0,0.0 +2016-04-01,Recent,Urban,15,1.3333333333333333,13.233333333333333,0,0.0 +2016-05-01,Recent,Urban,9,1.1111111111111112,14.233333333333333,0,0.0 +2016-06-01,Recent,Urban,14,1.0,15.266666666666667,0,0.0 +2016-07-01,Recent,Urban,8,0.5,16.266666666666666,0,0.0 +2016-08-01,Recent,Urban,14,1.2857142857142858,17.3,0,0.0 +2016-09-01,Recent,Urban,12,0.75,18.333333333333332,0,0.0 +2016-10-01,Recent,Urban,14,0.6428571428571429,19.333333333333332,0,0.0 +2016-11-01,Recent,Urban,23,0.6956521739130435,20.366666666666667,0,0.0 +2016-12-01,Recent,Urban,13,0.6923076923076923,21.366666666666667,0,0.0 +2017-01-01,Recent,Urban,24,0.875,22.4,0,0.0 +2017-02-01,Recent,Urban,26,1.0384615384615385,23.433333333333334,0,0.0 +2017-03-01,Recent,Urban,16,1.0625,24.366666666666667,0,0.0 +2017-04-01,Recent,Urban,14,0.7142857142857143,25.4,0,0.0 +2017-05-01,Recent,Urban,33,1.0606060606060606,26.4,0,0.0 +2017-06-01,Recent,Urban,42,1.1428571428571428,27.433333333333334,0,0.0 +2017-07-01,Recent,Urban,16,0.5625,28.433333333333334,0,0.0 +2017-08-01,Recent,Urban,34,1.0294117647058822,29.466666666666665,0,0.0 +2017-09-01,Recent,Urban,21,0.9047619047619048,30.5,0,0.0 +2017-10-01,Recent,Urban,23,1.2173913043478262,31.5,0,0.0 +2017-11-01,Recent,Urban,29,0.5862068965517241,32.53333333333333,0,0.0 +2017-12-01,Recent,Urban,20,1.0,33.53333333333333,0,0.0 +2018-01-01,Recent,Urban,19,1.105263157894737,34.56666666666667,0,0.0 +2018-02-01,Recent,Urban,16,0.6875,35.6,0,0.0 +2018-03-01,Recent,Urban,17,1.0,36.53333333333333,0,0.0 +2018-04-01,Recent,Urban,24,1.1666666666666667,37.56666666666667,0,0.0 +2018-05-01,Recent,Urban,27,1.1111111111111112,38.56666666666667,0,0.0 +2018-06-01,Recent,Urban,20,1.2,39.6,0,0.0 +2018-07-01,Recent,Urban,28,0.8214285714285714,40.6,0,0.0 +2018-08-01,Recent,Urban,10,0.9,41.63333333333333,0,0.0 +2018-09-01,Recent,Urban,8,0.625,42.666666666666664,0,0.0 +2018-10-01,Recent,Urban,20,0.65,43.666666666666664,0,0.0 +2018-11-01,Recent,Urban,8,1.625,44.7,0,0.0 +2018-12-01,Recent,Urban,8,0.5,45.7,0,0.0 +2019-01-01,Recent,Urban,24,0.8333333333333334,46.733333333333334,0,0.0 +2019-02-01,Recent,Urban,20,0.4,47.766666666666666,0,0.0 +2019-03-01,Recent,Urban,11,1.6363636363636365,48.7,0,0.0 +2019-04-01,Recent,Urban,19,0.42105263157894735,49.733333333333334,0,0.0 +2019-05-01,Recent,Urban,23,1.173913043478261,50.733333333333334,0,0.0 +2019-06-01,Recent,Urban,3,0.0,51.766666666666666,0,0.0 +2019-07-01,Recent,Urban,18,1.2777777777777777,52.766666666666666,0,0.0 +2019-08-01,Recent,Urban,24,1.0833333333333333,53.8,0,0.0 +2019-09-01,Recent,Urban,18,1.0,54.833333333333336,0,0.0 +2019-10-01,Recent,Urban,24,0.3333333333333333,55.833333333333336,0,0.0 +2019-11-01,Recent,Urban,29,0.9310344827586207,56.86666666666667,0,0.0 +2019-12-01,Recent,Urban,6,0.5,57.86666666666667,0,0.0 +2020-01-01,Recent,Urban,22,0.8636363636363636,58.9,1,58.9 +2020-02-01,Recent,Urban,11,0.8181818181818182,59.93333333333333,1,59.93333333333333 +2020-03-01,Recent,Urban,20,0.7,60.9,1,60.9 +2020-04-01,Recent,Urban,7,1.2857142857142858,61.93333333333333,1,61.93333333333333 +2020-05-01,Recent,Urban,12,0.4166666666666667,62.93333333333333,1,62.93333333333333 +2020-06-01,Recent,Urban,23,0.8695652173913043,63.96666666666667,1,63.96666666666667 +2020-07-01,Recent,Urban,8,0.625,64.96666666666667,1,64.96666666666667 +2020-08-01,Recent,Urban,12,0.8333333333333334,66.0,1,66.0 +2020-09-01,Recent,Urban,17,0.35294117647058826,67.03333333333333,1,67.03333333333333 +2020-10-01,Recent,Urban,6,0.6666666666666666,68.03333333333333,1,68.03333333333333 +2020-11-01,Recent,Urban,4,0.5,69.06666666666666,1,69.06666666666666 +2020-12-01,Recent,Urban,16,0.5,70.06666666666666,1,70.06666666666666 +2021-01-01,Recent,Urban,11,0.8181818181818182,71.1,1,71.1 +2021-02-01,Recent,Urban,34,1.088235294117647,72.13333333333334,1,72.13333333333334 +2021-03-01,Recent,Urban,23,0.8695652173913043,73.06666666666666,1,73.06666666666666 +2021-04-01,Recent,Urban,21,0.5714285714285714,74.1,1,74.1 +2021-05-01,Recent,Urban,28,0.8571428571428571,75.1,1,75.1 +2021-06-01,Recent,Urban,19,1.105263157894737,76.13333333333334,1,76.13333333333334 +2021-07-01,Recent,Urban,17,1.1764705882352942,77.13333333333334,1,77.13333333333334 +2021-08-01,Recent,Urban,25,0.32,78.16666666666667,1,78.16666666666667 +2021-09-01,Recent,Urban,25,0.52,79.2,1,79.2 +2021-10-01,Recent,Urban,15,0.6,80.2,1,80.2 +2021-11-01,Recent,Urban,26,0.6538461538461539,81.23333333333333,1,81.23333333333333 +2021-12-01,Recent,Urban,32,0.6875,82.23333333333333,1,82.23333333333333 +2022-01-01,Recent,Urban,23,0.391304347826087,83.26666666666667,1,83.26666666666667 +2022-02-01,Recent,Urban,15,0.6666666666666666,84.3,1,84.3 +2022-03-01,Recent,Urban,34,0.14705882352941177,85.23333333333333,1,85.23333333333333 +2022-04-01,Recent,Urban,32,0.21875,86.26666666666667,1,86.26666666666667 +2022-05-01,Recent,Urban,25,0.52,87.26666666666667,1,87.26666666666667 +2022-06-01,Recent,Urban,33,1.121212121212121,88.3,1,88.3 +2022-07-01,Recent,Urban,16,0.8125,89.3,1,89.3 +2022-08-01,Recent,Urban,33,0.7878787878787878,90.33333333333333,1,90.33333333333333 +2022-09-01,Recent,Urban,24,0.9583333333333334,91.36666666666666,1,91.36666666666666 +2022-10-01,Recent,Urban,6,0.6666666666666666,92.36666666666666,1,92.36666666666666 +2022-11-01,Recent,Urban,5,0.4,93.4,1,93.4 +2022-12-01,Recent,Urban,30,0.4666666666666667,94.4,1,94.4 +2023-01-01,Recent,Urban,10,0.5,95.43333333333334,1,95.43333333333334 +2023-02-01,Recent,Urban,25,0.0,96.46666666666667,1,96.46666666666667 +2023-03-01,Recent,Urban,24,0.20833333333333334,97.4,1,97.4 +2023-04-01,Recent,Urban,25,0.4,98.43333333333334,1,98.43333333333334 +2023-05-01,Recent,Urban,25,0.2,99.43333333333334,1,99.43333333333334 +2023-06-01,Recent,Urban,23,0.4782608695652174,100.46666666666667,1,100.46666666666667 +2023-07-01,Recent,Urban,26,0.6923076923076923,101.46666666666667,1,101.46666666666667 +2023-08-01,Recent,Urban,29,0.7586206896551724,102.5,1,102.5 +2023-09-01,Recent,Urban,19,0.6842105263157895,103.53333333333333,1,103.53333333333333 +2023-10-01,Recent,Urban,13,0.0,104.53333333333333,1,104.53333333333333 +2023-11-01,Recent,Urban,16,0.5625,105.56666666666666,1,105.56666666666666 +2023-12-01,Recent,Urban,19,0.42105263157894735,106.56666666666666,1,106.56666666666666 +2024-01-01,Recent,Urban,33,0.8181818181818182,107.6,1,107.6 +2024-02-01,Recent,Urban,16,0.5625,108.63333333333334,1,108.63333333333334 +2024-03-01,Recent,Urban,33,0.696969696969697,109.6,1,109.6 +2024-04-01,Recent,Urban,30,0.7666666666666667,110.63333333333334,1,110.63333333333334 +2024-05-01,Recent,Urban,30,0.8666666666666667,111.63333333333334,1,111.63333333333334 +2024-06-01,Recent,Urban,19,0.8421052631578947,112.66666666666667,1,112.66666666666667 +2024-07-01,Recent,Urban,19,0.47368421052631576,113.66666666666667,1,113.66666666666667 +2024-08-01,Recent,Urban,19,1.0,114.7,1,114.7 +2024-09-01,Recent,Urban,25,0.56,115.73333333333333,1,115.73333333333333 +2024-10-01,Recent,Urban,35,0.5714285714285714,116.73333333333333,1,116.73333333333333 +2024-11-01,Recent,Urban,16,0.4375,117.76666666666667,1,117.76666666666667 +2024-12-01,Recent,Urban,8,1.125,118.76666666666667,1,118.76666666666667 +2015-03-01,Recent,Suburban,3,0.0,0.0,0,0.0 +2015-04-01,Recent,Suburban,5,0.4,1.0333333333333334,0,0.0 +2015-05-01,Recent,Suburban,5,0.4,2.033333333333333,0,0.0 +2015-06-01,Recent,Suburban,0,,3.066666666666667,0,0.0 +2015-07-01,Recent,Suburban,12,0.25,4.066666666666666,0,0.0 +2015-08-01,Recent,Suburban,3,2.0,5.1,0,0.0 +2015-09-01,Recent,Suburban,0,,6.133333333333334,0,0.0 +2015-10-01,Recent,Suburban,4,0.5,7.133333333333334,0,0.0 +2015-11-01,Recent,Suburban,5,0.0,8.166666666666666,0,0.0 +2015-12-01,Recent,Suburban,7,0.0,9.166666666666666,0,0.0 +2016-01-01,Recent,Suburban,6,0.5,10.2,0,0.0 +2016-02-01,Recent,Suburban,2,1.0,11.233333333333333,0,0.0 +2016-03-01,Recent,Suburban,0,,12.2,0,0.0 +2016-04-01,Recent,Suburban,6,0.5,13.233333333333333,0,0.0 +2016-05-01,Recent,Suburban,2,1.0,14.233333333333333,0,0.0 +2016-06-01,Recent,Suburban,3,1.0,15.266666666666667,0,0.0 +2016-07-01,Recent,Suburban,3,1.0,16.266666666666666,0,0.0 +2016-08-01,Recent,Suburban,0,,17.3,0,0.0 +2016-09-01,Recent,Suburban,18,0.8888888888888888,18.333333333333332,0,0.0 +2016-10-01,Recent,Suburban,0,,19.333333333333332,0,0.0 +2016-11-01,Recent,Suburban,2,0.0,20.366666666666667,0,0.0 +2016-12-01,Recent,Suburban,0,,21.366666666666667,0,0.0 +2017-01-01,Recent,Suburban,3,0.0,22.4,0,0.0 +2017-02-01,Recent,Suburban,4,1.0,23.433333333333334,0,0.0 +2017-03-01,Recent,Suburban,6,1.3333333333333333,24.366666666666667,0,0.0 +2017-04-01,Recent,Suburban,2,2.0,25.4,0,0.0 +2017-05-01,Recent,Suburban,0,,26.4,0,0.0 +2017-06-01,Recent,Suburban,2,2.0,27.433333333333334,0,0.0 +2017-07-01,Recent,Suburban,3,2.0,28.433333333333334,0,0.0 +2017-08-01,Recent,Suburban,5,2.0,29.466666666666665,0,0.0 +2017-09-01,Recent,Suburban,0,,30.5,0,0.0 +2017-10-01,Recent,Suburban,2,1.0,31.5,0,0.0 +2017-11-01,Recent,Suburban,0,,32.53333333333333,0,0.0 +2017-12-01,Recent,Suburban,2,1.0,33.53333333333333,0,0.0 +2018-01-01,Recent,Suburban,4,0.5,34.56666666666667,0,0.0 +2018-02-01,Recent,Suburban,1,1.0,35.6,0,0.0 +2018-03-01,Recent,Suburban,2,1.0,36.53333333333333,0,0.0 +2018-04-01,Recent,Suburban,0,,37.56666666666667,0,0.0 +2018-05-01,Recent,Suburban,3,2.0,38.56666666666667,0,0.0 +2018-06-01,Recent,Suburban,0,,39.6,0,0.0 +2018-07-01,Recent,Suburban,6,1.0,40.6,0,0.0 +2018-08-01,Recent,Suburban,3,1.0,41.63333333333333,0,0.0 +2018-09-01,Recent,Suburban,6,0.6666666666666666,42.666666666666664,0,0.0 +2018-10-01,Recent,Suburban,0,,43.666666666666664,0,0.0 +2018-11-01,Recent,Suburban,2,0.0,44.7,0,0.0 +2018-12-01,Recent,Suburban,0,,45.7,0,0.0 +2019-01-01,Recent,Suburban,4,0.0,46.733333333333334,0,0.0 +2019-02-01,Recent,Suburban,5,2.0,47.766666666666666,0,0.0 +2019-03-01,Recent,Suburban,0,,48.7,0,0.0 +2019-04-01,Recent,Suburban,3,1.0,49.733333333333334,0,0.0 +2019-05-01,Recent,Suburban,7,0.42857142857142855,50.733333333333334,0,0.0 +2019-06-01,Recent,Suburban,4,1.0,51.766666666666666,0,0.0 +2019-07-01,Recent,Suburban,10,1.0,52.766666666666666,0,0.0 +2019-08-01,Recent,Suburban,7,1.1428571428571428,53.8,0,0.0 +2019-09-01,Recent,Suburban,6,0.6666666666666666,54.833333333333336,0,0.0 +2019-10-01,Recent,Suburban,7,0.5714285714285714,55.833333333333336,0,0.0 +2019-11-01,Recent,Suburban,5,1.0,56.86666666666667,0,0.0 +2019-12-01,Recent,Suburban,6,0.5,57.86666666666667,0,0.0 +2020-01-01,Recent,Suburban,0,,58.9,1,58.9 +2020-02-01,Recent,Suburban,1,1.0,59.93333333333333,1,59.93333333333333 +2020-03-01,Recent,Suburban,5,0.6,60.9,1,60.9 +2020-04-01,Recent,Suburban,0,,61.93333333333333,1,61.93333333333333 +2020-05-01,Recent,Suburban,6,0.5,62.93333333333333,1,62.93333333333333 +2020-06-01,Recent,Suburban,7,0.42857142857142855,63.96666666666667,1,63.96666666666667 +2020-07-01,Recent,Suburban,12,0.75,64.96666666666667,1,64.96666666666667 +2020-08-01,Recent,Suburban,0,,66.0,1,66.0 +2020-09-01,Recent,Suburban,7,0.0,67.03333333333333,1,67.03333333333333 +2020-10-01,Recent,Suburban,0,,68.03333333333333,1,68.03333333333333 +2020-11-01,Recent,Suburban,6,1.0,69.06666666666666,1,69.06666666666666 +2020-12-01,Recent,Suburban,4,0.25,70.06666666666666,1,70.06666666666666 +2021-01-01,Recent,Suburban,8,0.625,71.1,1,71.1 +2021-02-01,Recent,Suburban,0,,72.13333333333334,1,72.13333333333334 +2021-03-01,Recent,Suburban,12,1.0,73.06666666666666,1,73.06666666666666 +2021-04-01,Recent,Suburban,6,0.5,74.1,1,74.1 +2021-05-01,Recent,Suburban,3,1.0,75.1,1,75.1 +2021-06-01,Recent,Suburban,8,0.0,76.13333333333334,1,76.13333333333334 +2021-07-01,Recent,Suburban,6,0.5,77.13333333333334,1,77.13333333333334 +2021-08-01,Recent,Suburban,9,0.6666666666666666,78.16666666666667,1,78.16666666666667 +2021-09-01,Recent,Suburban,7,0.0,79.2,1,79.2 +2021-10-01,Recent,Suburban,4,2.0,80.2,1,80.2 +2021-11-01,Recent,Suburban,1,0.0,81.23333333333333,1,81.23333333333333 +2021-12-01,Recent,Suburban,5,1.6,82.23333333333333,1,82.23333333333333 +2022-01-01,Recent,Suburban,3,0.0,83.26666666666667,1,83.26666666666667 +2022-02-01,Recent,Suburban,10,0.6,84.3,1,84.3 +2022-03-01,Recent,Suburban,9,1.0,85.23333333333333,1,85.23333333333333 +2022-04-01,Recent,Suburban,7,0.42857142857142855,86.26666666666667,1,86.26666666666667 +2022-05-01,Recent,Suburban,12,0.3333333333333333,87.26666666666667,1,87.26666666666667 +2022-06-01,Recent,Suburban,6,0.5,88.3,1,88.3 +2022-07-01,Recent,Suburban,6,0.0,89.3,1,89.3 +2022-08-01,Recent,Suburban,3,0.0,90.33333333333333,1,90.33333333333333 +2022-09-01,Recent,Suburban,18,0.6666666666666666,91.36666666666666,1,91.36666666666666 +2022-10-01,Recent,Suburban,12,0.0,92.36666666666666,1,92.36666666666666 +2022-11-01,Recent,Suburban,3,2.0,93.4,1,93.4 +2022-12-01,Recent,Suburban,8,0.375,94.4,1,94.4 +2023-01-01,Recent,Suburban,5,0.4,95.43333333333334,1,95.43333333333334 +2023-02-01,Recent,Suburban,0,,96.46666666666667,1,96.46666666666667 +2023-03-01,Recent,Suburban,9,0.3333333333333333,97.4,1,97.4 +2023-04-01,Recent,Suburban,3,0.0,98.43333333333334,1,98.43333333333334 +2023-05-01,Recent,Suburban,16,0.625,99.43333333333334,1,99.43333333333334 +2023-06-01,Recent,Suburban,9,0.3333333333333333,100.46666666666667,1,100.46666666666667 +2023-07-01,Recent,Suburban,19,0.5263157894736842,101.46666666666667,1,101.46666666666667 +2023-08-01,Recent,Suburban,9,1.0,102.5,1,102.5 +2023-09-01,Recent,Suburban,5,0.4,103.53333333333333,1,103.53333333333333 +2023-10-01,Recent,Suburban,0,,104.53333333333333,1,104.53333333333333 +2023-11-01,Recent,Suburban,6,0.0,105.56666666666666,1,105.56666666666666 +2023-12-01,Recent,Suburban,18,0.5,106.56666666666666,1,106.56666666666666 +2024-01-01,Recent,Suburban,12,1.0,107.6,1,107.6 +2024-02-01,Recent,Suburban,3,2.0,108.63333333333334,1,108.63333333333334 +2024-03-01,Recent,Suburban,0,,109.6,1,109.6 +2024-04-01,Recent,Suburban,7,1.0,110.63333333333334,1,110.63333333333334 +2024-05-01,Recent,Suburban,11,0.18181818181818182,111.63333333333334,1,111.63333333333334 +2024-06-01,Recent,Suburban,0,,112.66666666666667,1,112.66666666666667 +2024-07-01,Recent,Suburban,3,0.0,113.66666666666667,1,113.66666666666667 +2024-08-01,Recent,Suburban,2,2.0,114.7,1,114.7 +2024-09-01,Recent,Suburban,3,0.0,115.73333333333333,1,115.73333333333333 +2024-10-01,Recent,Suburban,0,,116.73333333333333,1,116.73333333333333 +2024-11-01,Recent,Suburban,0,,117.76666666666667,1,117.76666666666667 +2024-12-01,Recent,Suburban,0,,118.76666666666667,1,118.76666666666667 +2015-03-01,Recent,Rural,11,0.5454545454545454,0.0,0,0.0 +2015-04-01,Recent,Rural,23,0.8260869565217391,1.0333333333333334,0,0.0 +2015-05-01,Recent,Rural,20,0.9,2.033333333333333,0,0.0 +2015-06-01,Recent,Rural,24,1.0416666666666667,3.066666666666667,0,0.0 +2015-07-01,Recent,Rural,38,0.7631578947368421,4.066666666666666,0,0.0 +2015-08-01,Recent,Rural,18,0.8333333333333334,5.1,0,0.0 +2015-09-01,Recent,Rural,16,1.0,6.133333333333334,0,0.0 +2015-10-01,Recent,Rural,31,0.3870967741935484,7.133333333333334,0,0.0 +2015-11-01,Recent,Rural,43,0.9302325581395349,8.166666666666666,0,0.0 +2015-12-01,Recent,Rural,31,0.7741935483870968,9.166666666666666,0,0.0 +2016-01-01,Recent,Rural,14,0.5,10.2,0,0.0 +2016-02-01,Recent,Rural,31,0.7096774193548387,11.233333333333333,0,0.0 +2016-03-01,Recent,Rural,16,0.8125,12.2,0,0.0 +2016-04-01,Recent,Rural,11,1.0,13.233333333333333,0,0.0 +2016-05-01,Recent,Rural,23,0.8695652173913043,14.233333333333333,0,0.0 +2016-06-01,Recent,Rural,27,1.3333333333333333,15.266666666666667,0,0.0 +2016-07-01,Recent,Rural,19,1.3157894736842106,16.266666666666666,0,0.0 +2016-08-01,Recent,Rural,21,1.4761904761904763,17.3,0,0.0 +2016-09-01,Recent,Rural,18,0.6666666666666666,18.333333333333332,0,0.0 +2016-10-01,Recent,Rural,21,0.8571428571428571,19.333333333333332,0,0.0 +2016-11-01,Recent,Rural,21,0.7619047619047619,20.366666666666667,0,0.0 +2016-12-01,Recent,Rural,48,1.1041666666666667,21.366666666666667,0,0.0 +2017-01-01,Recent,Rural,23,1.3043478260869565,22.4,0,0.0 +2017-02-01,Recent,Rural,26,0.5769230769230769,23.433333333333334,0,0.0 +2017-03-01,Recent,Rural,30,1.1333333333333333,24.366666666666667,0,0.0 +2017-04-01,Recent,Rural,12,1.25,25.4,0,0.0 +2017-05-01,Recent,Rural,28,0.9285714285714286,26.4,0,0.0 +2017-06-01,Recent,Rural,28,0.8571428571428571,27.433333333333334,0,0.0 +2017-07-01,Recent,Rural,20,1.4,28.433333333333334,0,0.0 +2017-08-01,Recent,Rural,33,1.0,29.466666666666665,0,0.0 +2017-09-01,Recent,Rural,37,0.8918918918918919,30.5,0,0.0 +2017-10-01,Recent,Rural,31,1.064516129032258,31.5,0,0.0 +2017-11-01,Recent,Rural,14,1.3571428571428572,32.53333333333333,0,0.0 +2017-12-01,Recent,Rural,32,0.40625,33.53333333333333,0,0.0 +2018-01-01,Recent,Rural,43,0.7906976744186046,34.56666666666667,0,0.0 +2018-02-01,Recent,Rural,28,0.6785714285714286,35.6,0,0.0 +2018-03-01,Recent,Rural,19,1.263157894736842,36.53333333333333,0,0.0 +2018-04-01,Recent,Rural,30,1.1666666666666667,37.56666666666667,0,0.0 +2018-05-01,Recent,Rural,24,1.0,38.56666666666667,0,0.0 +2018-06-01,Recent,Rural,22,0.7272727272727273,39.6,0,0.0 +2018-07-01,Recent,Rural,34,0.7647058823529411,40.6,0,0.0 +2018-08-01,Recent,Rural,26,0.8461538461538461,41.63333333333333,0,0.0 +2018-09-01,Recent,Rural,23,0.6521739130434783,42.666666666666664,0,0.0 +2018-10-01,Recent,Rural,30,0.9333333333333333,43.666666666666664,0,0.0 +2018-11-01,Recent,Rural,21,0.9523809523809523,44.7,0,0.0 +2018-12-01,Recent,Rural,42,0.7380952380952381,45.7,0,0.0 +2019-01-01,Recent,Rural,44,0.9772727272727273,46.733333333333334,0,0.0 +2019-02-01,Recent,Rural,48,0.7708333333333334,47.766666666666666,0,0.0 +2019-03-01,Recent,Rural,36,0.3333333333333333,48.7,0,0.0 +2019-04-01,Recent,Rural,32,1.40625,49.733333333333334,0,0.0 +2019-05-01,Recent,Rural,35,0.6571428571428571,50.733333333333334,0,0.0 +2019-06-01,Recent,Rural,38,0.8421052631578947,51.766666666666666,0,0.0 +2019-07-01,Recent,Rural,29,0.896551724137931,52.766666666666666,0,0.0 +2019-08-01,Recent,Rural,22,0.7272727272727273,53.8,0,0.0 +2019-09-01,Recent,Rural,28,1.1071428571428572,54.833333333333336,0,0.0 +2019-10-01,Recent,Rural,27,1.037037037037037,55.833333333333336,0,0.0 +2019-11-01,Recent,Rural,31,0.7741935483870968,56.86666666666667,0,0.0 +2019-12-01,Recent,Rural,43,1.3488372093023255,57.86666666666667,0,0.0 +2020-01-01,Recent,Rural,36,0.7777777777777778,58.9,1,58.9 +2020-02-01,Recent,Rural,55,0.6545454545454545,59.93333333333333,1,59.93333333333333 +2020-03-01,Recent,Rural,29,0.7586206896551724,60.9,1,60.9 +2020-04-01,Recent,Rural,30,0.5333333333333333,61.93333333333333,1,61.93333333333333 +2020-05-01,Recent,Rural,34,0.6470588235294118,62.93333333333333,1,62.93333333333333 +2020-06-01,Recent,Rural,43,0.3023255813953488,63.96666666666667,1,63.96666666666667 +2020-07-01,Recent,Rural,33,0.696969696969697,64.96666666666667,1,64.96666666666667 +2020-08-01,Recent,Rural,17,0.6470588235294118,66.0,1,66.0 +2020-09-01,Recent,Rural,27,1.037037037037037,67.03333333333333,1,67.03333333333333 +2020-10-01,Recent,Rural,28,1.0357142857142858,68.03333333333333,1,68.03333333333333 +2020-11-01,Recent,Rural,21,1.4285714285714286,69.06666666666666,1,69.06666666666666 +2020-12-01,Recent,Rural,21,0.7142857142857143,70.06666666666666,1,70.06666666666666 +2021-01-01,Recent,Rural,35,1.0857142857142856,71.1,1,71.1 +2021-02-01,Recent,Rural,37,0.7297297297297297,72.13333333333334,1,72.13333333333334 +2021-03-01,Recent,Rural,33,0.3939393939393939,73.06666666666666,1,73.06666666666666 +2021-04-01,Recent,Rural,15,0.4,74.1,1,74.1 +2021-05-01,Recent,Rural,39,0.8461538461538461,75.1,1,75.1 +2021-06-01,Recent,Rural,47,0.5957446808510638,76.13333333333334,1,76.13333333333334 +2021-07-01,Recent,Rural,27,0.7777777777777778,77.13333333333334,1,77.13333333333334 +2021-08-01,Recent,Rural,18,1.1666666666666667,78.16666666666667,1,78.16666666666667 +2021-09-01,Recent,Rural,44,0.7954545454545454,79.2,1,79.2 +2021-10-01,Recent,Rural,42,0.35714285714285715,80.2,1,80.2 +2021-11-01,Recent,Rural,36,0.6388888888888888,81.23333333333333,1,81.23333333333333 +2021-12-01,Recent,Rural,43,0.7674418604651163,82.23333333333333,1,82.23333333333333 +2022-01-01,Recent,Rural,52,0.7307692307692307,83.26666666666667,1,83.26666666666667 +2022-02-01,Recent,Rural,51,0.6078431372549019,84.3,1,84.3 +2022-03-01,Recent,Rural,50,0.84,85.23333333333333,1,85.23333333333333 +2022-04-01,Recent,Rural,45,1.0,86.26666666666667,1,86.26666666666667 +2022-05-01,Recent,Rural,41,0.7317073170731707,87.26666666666667,1,87.26666666666667 +2022-06-01,Recent,Rural,37,0.6756756756756757,88.3,1,88.3 +2022-07-01,Recent,Rural,31,0.3225806451612903,89.3,1,89.3 +2022-08-01,Recent,Rural,50,0.64,90.33333333333333,1,90.33333333333333 +2022-09-01,Recent,Rural,34,0.5882352941176471,91.36666666666666,1,91.36666666666666 +2022-10-01,Recent,Rural,35,0.7714285714285715,92.36666666666666,1,92.36666666666666 +2022-11-01,Recent,Rural,22,0.7727272727272727,93.4,1,93.4 +2022-12-01,Recent,Rural,57,0.543859649122807,94.4,1,94.4 +2023-01-01,Recent,Rural,15,0.8666666666666667,95.43333333333334,1,95.43333333333334 +2023-02-01,Recent,Rural,57,0.6666666666666666,96.46666666666667,1,96.46666666666667 +2023-03-01,Recent,Rural,24,0.7916666666666666,97.4,1,97.4 +2023-04-01,Recent,Rural,36,0.7777777777777778,98.43333333333334,1,98.43333333333334 +2023-05-01,Recent,Rural,50,0.62,99.43333333333334,1,99.43333333333334 +2023-06-01,Recent,Rural,30,0.5666666666666667,100.46666666666667,1,100.46666666666667 +2023-07-01,Recent,Rural,18,0.3333333333333333,101.46666666666667,1,101.46666666666667 +2023-08-01,Recent,Rural,41,0.6585365853658537,102.5,1,102.5 +2023-09-01,Recent,Rural,30,0.5,103.53333333333333,1,103.53333333333333 +2023-10-01,Recent,Rural,21,0.8571428571428571,104.53333333333333,1,104.53333333333333 +2023-11-01,Recent,Rural,28,0.35714285714285715,105.56666666666666,1,105.56666666666666 +2023-12-01,Recent,Rural,36,0.9166666666666666,106.56666666666666,1,106.56666666666666 +2024-01-01,Recent,Rural,48,0.4583333333333333,107.6,1,107.6 +2024-02-01,Recent,Rural,21,0.7142857142857143,108.63333333333334,1,108.63333333333334 +2024-03-01,Recent,Rural,21,0.7142857142857143,109.6,1,109.6 +2024-04-01,Recent,Rural,31,0.22580645161290322,110.63333333333334,1,110.63333333333334 +2024-05-01,Recent,Rural,25,0.84,111.63333333333334,1,111.63333333333334 +2024-06-01,Recent,Rural,23,0.4782608695652174,112.66666666666667,1,112.66666666666667 +2024-07-01,Recent,Rural,39,0.38461538461538464,113.66666666666667,1,113.66666666666667 +2024-08-01,Recent,Rural,19,0.42105263157894735,114.7,1,114.7 +2024-09-01,Recent,Rural,21,1.0,115.73333333333333,1,115.73333333333333 +2024-10-01,Recent,Rural,36,0.8888888888888888,116.73333333333333,1,116.73333333333333 +2024-11-01,Recent,Rural,27,0.8888888888888888,117.76666666666667,1,117.76666666666667 +2024-12-01,Recent,Rural,14,0.8571428571428571,118.76666666666667,1,118.76666666666667