From db4ee8f41ac29e04e6e45c5768f70b6395da7f74 Mon Sep 17 00:00:00 2001 From: SoyoungJun-SL Date: Sat, 20 Sep 2025 18:24:52 -0400 Subject: [PATCH 1/5] =?UTF-8?q?sdid=20=EA=B5=AC=ED=98=84=20=EC=A4=80?= =?UTF-8?q?=EB=B9=84?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- book/ate/sdid.ipynb | 643 ++++++++++++++++++++++++++++++++++++++------ 1 file changed, 560 insertions(+), 83 deletions(-) diff --git a/book/ate/sdid.ipynb b/book/ate/sdid.ipynb index fcfd250..9c89647 100644 --- a/book/ate/sdid.ipynb +++ b/book/ate/sdid.ipynb @@ -11,14 +11,97 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "- Synthetic Control을 먼저 읽고 오세요.\n", - "- Synthetic Difference-in-Difference (SDID)는 Synthetic Control과 DiD를 결합한 방법입니다.\n", - "- 더 Robust하다고 합니다. 그래서 Synthetic Control만 돌리면, SDID도 돌려보라고 할 수도 있겠네요. 두 specification이 같은 주장을 지지하면 아무래도 더 신뢰할 수 있겠죠." + "## 1. 환경 설정 및 데이터 준비" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: synthdid in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (0.10.1)\n", + "Requirement already satisfied: appdirs==1.4.3 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (1.4.3)\n", + "Requirement already satisfied: contourpy==1.0.7 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (1.0.7)\n", + "Requirement already satisfied: cycler==0.11.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (0.11.0)\n", + "Requirement already satisfied: fonttools==4.39.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (4.39.0)\n", + "Requirement already satisfied: importlib-resources==5.12.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (5.12.0)\n", + "Requirement already satisfied: kiwisolver==1.4.4 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (1.4.4)\n", + "Requirement already satisfied: matplotlib==3.7.1 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (3.7.1)\n", + "Requirement already satisfied: numpy==1.23.5 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (1.23.5)\n", + "Requirement already satisfied: packaging==23.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (23.0)\n", + "Requirement already satisfied: pandas==1.5.3 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (1.5.3)\n", + "Requirement already satisfied: patsy==0.5.3 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (0.5.3)\n", + "Requirement already satisfied: pillow==9.4.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (9.4.0)\n", + "Requirement already satisfied: pipenv-setup==2.0.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (2.0.0)\n", + "Requirement already satisfied: pipfile==0.0.2 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (0.0.2)\n", + "Requirement already satisfied: pyparsing==3.0.9 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (3.0.9)\n", + "Requirement already satisfied: python-dateutil==2.8.2 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (2.8.2)\n", + "Requirement already satisfied: pytz==2022.7.1 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (2022.7.1)\n", + "Requirement already satisfied: six==1.16.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (1.16.0)\n", + "Requirement already satisfied: statsmodels==0.13.5 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (0.13.5)\n", + "Requirement already satisfied: toml==0.10.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (0.10.0)\n", + "Requirement already satisfied: zipp==3.15.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (3.15.0)\n", + "Requirement already satisfied: attrs==19.1.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (19.1.0)\n", + "Requirement already satisfied: click==7.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (7.0)\n", + "Requirement already satisfied: scipy==1.10.1 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (1.10.1)\n", + "Requirement already satisfied: black==19.3b0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (19.3b0)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "%pip install synthdid" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: tqdm in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (4.67.1)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "%pip install tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "from tqdm import tqdm\n", + "\n", + "from synthdid.get_data import california_prop99\n", + "from synthdid.synthdid import Synthdid" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -42,120 +125,514 @@ " \n", " \n", " \n", - " state\n", - " year\n", - " cigsale\n", - " lnincome\n", - " beer\n", - " age15to24\n", - " retprice\n", - " california\n", - " after_treatment\n", + " State\n", + " Year\n", + " PacksPerCapita\n", + " treated\n", " \n", " \n", " \n", " \n", - " 62\n", - " 3\n", + " 0\n", + " Alabama\n", " 1970\n", - " 123.000000\n", - " NaN\n", - " NaN\n", - " 0.178158\n", - " 38.799999\n", - " True\n", - " False\n", + " 89.800003\n", + " 0\n", " \n", " \n", - " 63\n", - " 3\n", - " 1971\n", - " 121.000000\n", - " NaN\n", - " NaN\n", - " 0.179296\n", - " 39.700001\n", - " True\n", - " False\n", + " 1\n", + " Arkansas\n", + " 1970\n", + " 100.300003\n", + " 0\n", " \n", " \n", - " 64\n", - " 3\n", - " 1972\n", - " 123.500000\n", - " 9.930814\n", - " NaN\n", - " 0.180434\n", - " 39.900002\n", - " True\n", - " False\n", + " 2\n", + " Colorado\n", + " 1970\n", + " 124.800003\n", + " 0\n", " \n", " \n", - " 65\n", - " 3\n", - " 1973\n", - " 124.400002\n", - " 9.955092\n", - " NaN\n", - " 0.181572\n", - " 39.900002\n", - " True\n", - " False\n", + " 3\n", + " Connecticut\n", + " 1970\n", + " 120.000000\n", + " 0\n", " \n", " \n", - " 66\n", - " 3\n", - " 1974\n", - " 126.699997\n", - " 9.947999\n", - " NaN\n", - " 0.182710\n", - " 41.900002\n", - " True\n", - " False\n", + " 4\n", + " Delaware\n", + " 1970\n", + " 155.000000\n", + " 0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " state year cigsale lnincome beer age15to24 retprice california \\\n", - "62 3 1970 123.000000 NaN NaN 0.178158 38.799999 True \n", - "63 3 1971 121.000000 NaN NaN 0.179296 39.700001 True \n", - "64 3 1972 123.500000 9.930814 NaN 0.180434 39.900002 True \n", - "65 3 1973 124.400002 9.955092 NaN 0.181572 39.900002 True \n", - "66 3 1974 126.699997 9.947999 NaN 0.182710 41.900002 True \n", - "\n", - " after_treatment \n", - "62 False \n", - "63 False \n", - "64 False \n", - "65 False \n", - "66 False " + " State Year PacksPerCapita treated\n", + "0 Alabama 1970 89.800003 0\n", + "1 Arkansas 1970 100.300003 0\n", + "2 Colorado 1970 124.800003 0\n", + "3 Connecticut 1970 120.000000 0\n", + "4 Delaware 1970 155.000000 0" ] }, - "execution_count": 2, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "import pandas as pd\n", + "df = california_prop99()\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 처리 그룹(California)과 대조 그룹의 시계열 데이터 시각화\n", + "plt.figure(figsize=(12, 6))\n", + "california_df = df[df['State'] == 'California']\n", + "other_states_df = df[df['treated'] == 0]\n", + "plt.plot(other_states_df.groupby('Year')['PacksPerCapita'].mean(), label='Control States Average', linestyle='--')\n", + "plt.plot(california_df['Year'], california_df['PacksPerCapita'], label='California (Treated)', color='blue')\n", + "plt.axvline(x=1988, color='r', linestyle=':', label='Proposition 99 (1988)')\n", + "plt.title('Cigarette Consumption: California vs. Other States')\n", + "plt.ylabel('Packs Per Capita')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. 핵심 SDID 분석 및 다른 방법론과 비교" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " SDID 기본 추정 결과\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fit_model = Synthdid(df, \"State\", \"Year\", \"treated\", \"PacksPerCapita\").fit()\n", "\n", - "cigar = pd.read_csv(\"../data/matheus_data/smoking.csv\")\n", + "print(\"SDID 기본 추정 결과\")\n", + "fit_model.vcov().summary()\n", "\n", - "cigar.query(\"california == True\").head()" + "# SDID 그래프\n", + "fit_model.plot_outcomes() \n", + "fit_model.plot_outcomes[0] \n", + "plt.title(\"SDID: California vs. Synthetic Control\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 합성 대조군(SC) 결과와 비교\n", + "fit_sc = Synthdid(df, \"State\", \"Year\", \"treated\", \"PacksPerCapita\").fit(synth=True)\n", + "fit_sc.plot_outcomes()\n", + "fit_sc.plot_outcomes[0] \n", + "plt.title(\"Synthetic Control (SC) Only\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 이중 차분법(DID) 결과와 비교\n", + "fit_did = Synthdid(df, \"State\", \"Year\", \"treated\", \"PacksPerCapita\").fit(did=True)\n", + "fit_did.plot_outcomes()\n", + "fit_did.plot_outcomes[0] \n", + "plt.title(\"Difference-in-Differences (DID) Only\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. 재현성 검증\n", + "- 모델 내부 파라미터를 확인하고 AA 테스트를 수행하여 모델을 검증합니다.\n", + "- 핵심 파라미터인 단위 가중치(Omega weights)와 시간 가중치(Lambda weights)를 **Arkhangelsky et al. (2021)**의 원본 논문인 [\"Synthetic difference-in-differences\"](https://www.aeaweb.org/articles?id=10.1257/aer.20190159)에서 보고된 값과 비교한 결과, 동일한 값을 재현함을 확인했습니다.\n", + "- 또한, 실제 정책이 없었던 기간(1980-1988년)을 가짜 처리 기간으로 설정하여 AA 테스트를 수행한 결과, 정책 효과(ATT)가 통계적으로 유의하지 않으며 0에 가까운 값으로 나타났습니다. 이를 통해 분석 모델이 임의의 노이즈를 실제 효과로 오인하지 않는 안정성을 검증했습니다." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Omega (Unit Weights) by State (Top 10)\n", + "unit\n", + "Nevada 0.124489\n", + "New Hampshire 0.105048\n", + "Connecticut 0.078287\n", + "Delaware 0.070368\n", + "Colorado 0.057513\n", + "Illinois 0.053388\n", + "Nebraska 0.047853\n", + "Montana 0.045135\n", + "Utah 0.041518\n", + "New Mexico 0.040568\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "# 단위 가중치(Omega) 확인\n", + "omega_weights = fit_model.weights['omega'][0]\n", + "all_unit_names = fit_model.Y_units[0]\n", + "\n", + "num_control_units = fit_model.att_info['N0'][0]\n", + "\n", + "control_unit_names = all_unit_names[:num_control_units]\n", + "\n", + "omega_with_names = pd.Series(omega_weights, index=control_unit_names)\n", + "sorted_omega = omega_with_names.sort_values(ascending=False)\n", + "\n", + "print(\"Omega (Unit Weights) by State (Top 10)\")\n", + "print(sorted_omega.head(10))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lambda (Time Weights) by Year (Top 5)\n", + "time\n", + "1988 0.427076\n", + "1986 0.366471\n", + "1987 0.206453\n", + "1980 0.000000\n", + "1985 0.000000\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "# 시간 가중치(Lambda) 확인\n", + "lambda_weights = fit_model.weights['lambda'][0]\n", + "y_matrix = fit_model.Y_betas[0]\n", + "\n", + "num_pre_periods = fit_model.att_info['T0'][0]\n", + "\n", + "all_years = y_matrix.columns\n", + "pre_treatment_years = all_years[:num_pre_periods]\n", + "\n", + "lambda_with_names = pd.Series(lambda_weights, index=pre_treatment_years)\n", + "sorted_lambda = lambda_with_names.sort_values(ascending=False)\n", + "\n", + "print(\"Lambda (Time Weights) by Year (Top 5)\")\n", + "print(sorted_lambda.head(5))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AA 테스트 실행\n", + "AA 테스트 결과 요약:\n", + " ATT Std. Err. t P>|t|\n", + "0 -2.92498 9.729291 -0.300636 0.763692\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# AA 테스트 (시간축 플라시보 테스트)\n", + "print(\"AA 테스트 실행\")\n", + "df_aa = df[df['Year'] <= 1988].copy()\n", + "df_aa['treated_aa'] = 0\n", + "df_aa.loc[(df_aa['State'] == 'California') & (df_aa['Year'] >= 1980), 'treated_aa'] = 1 \n", + "fit_model_aa = Synthdid(df_aa, \"State\", \"Year\", \"treated_aa\", \"PacksPerCapita\").fit()\n", + "fit_model_aa.vcov().summary()\n", + "\n", + "print(\"AA 테스트 결과 요약:\")\n", + "print(fit_model_aa.summary2)\n", + "\n", + "fit_model_aa.plot_outcomes() \n", + "fit_model_aa.plot_outcomes[0] \n", + "plt.title('AA Test: Pre-Intervention Placebo')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, "source": [ - "# implement detail" + "# 4. 모델 강건성 및 통계적 추론\n", + "- 모든 유닛에 플라시보 테스트를 적용하여 모델의 평균 성능을 비교하고, 통계적 유의성을 최종 검증합니다.\n", + "- SDID 모델이 평균 예측 오차(RMSE)가 가장 낮아, 이 데이터에 가장 적합한 모델임을 알 수 있습니다." ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "총 39개 주에 대한 RMSE 계산을 시작합니다...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 39/39 [00:48<00:00, 1.25s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "모델별 평균 제곱근 오차(RMSE):\n", + "sdid_error 9.563941\n", + "sc_error 9.976063\n", + "did_error 17.619632\n", + "dtype: float64\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "all_states = df['State'].unique()\n", + "rmse_results = []\n", + "print(f\"총 {len(all_states)}개 주에 대한 RMSE 계산을 시작합니다...\")\n", + "for state in tqdm(all_states):\n", + " df_placebo = df.copy()\n", + " df_placebo['treated_placebo'] = 0\n", + " df_placebo.loc[(df_placebo['State'] == state) & (df_placebo['Year'] > 1988), 'treated_placebo'] = 1\n", + " try:\n", + " fit = Synthdid(df_placebo, \"State\", \"Year\", \"treated_placebo\", \"PacksPerCapita\").fit()\n", + " rmse_results.append({\n", + " 'state': state, \n", + " 'sdid_error': fit.att, \n", + " 'sc_error': fit.fit(synth=True).att, \n", + " 'did_error': fit.fit(did=True).att\n", + " })\n", + " except Exception as e:\n", + " continue\n", + "\n", + "results_df = pd.DataFrame(rmse_results)\n", + "rmse = np.sqrt((results_df[['sdid_error', 'sc_error', 'did_error']] ** 2).mean())\n", + "print(\"모델별 평균 제곱근 오차(RMSE):\")\n", + "print(rmse)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "### 최종 추론 결과\n", + "------------------------------------------------------------\n", + "합성 차분 분석법 (SDID)\n", + " ATT Std. Err. t P>|t|\n", + "0 -15.60383 8.790419 -1.775095 0.075882\n", + "\n", + "------------------------------------------------------------\n", + "합성 대조법 (SC)\n", + " ATT Std. Err. t P>|t|\n", + "0 -16.1212 11.025998 -1.462108 0.143712\n", + "\n", + "------------------------------------------------------------\n", + "이중 차분법 (DID)\n", + " ATT Std. Err. t P>|t|\n", + "0 -27.34911 9.311943 -2.936993 0.003314\n" + ] + } + ], + "source": [ + "# SDID 최종 추론\n", + "placebo_summary_sdid = fit_model.vcov(method='placebo')\n", + "placebo_summary_sdid.summary()\n", + "print(\"### 최종 추론 결과\")\n", + "print(\"------------------------------------------------------------\")\n", + "print(\"합성 차분 분석법 (SDID)\")\n", + "print(placebo_summary_sdid.summary2)\n", + "\n", + "# SC 최종 추론\n", + "placebo_summary_sc = fit_sc.vcov(method='placebo')\n", + "placebo_summary_sc.summary()\n", + "print(\"\\n------------------------------------------------------------\")\n", + "print(\"합성 대조법 (SC)\")\n", + "print(placebo_summary_sc.summary2)\n", + "\n", + "# DID 최종 추론\n", + "placebo_summary_did = fit_did.vcov(method='placebo')\n", + "placebo_summary_did.summary()\n", + "print(\"\\n------------------------------------------------------------\")\n", + "print(\"이중 차분법 (DID)\")\n", + "print(placebo_summary_did.summary2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 39/39 [00:25<00:00, 1.56it/s]\n" + ] + }, + { + "data": { + "image/png": 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p1W6sWRdN09C1a1fccccd+OijjwAACxYsMJ+PNYD1PdLRUKtWrar2mN/vx9dff43U1FR07tzZfDwnJwd79uwxT7mqasOGDTW+vs1ma1DtsX+3NWvWIBKJVHs+1niefPLJ9X7NhujZsyd0Xccnn3xS7blPPvkE0Wj0qL330XDKKafAZrM1qPloyM9yQ/LZunVrjB49GkuXLkWHDh2wZs0a80gWEcmFTRERSSG2nO6aNWviPuyUlpbixhtvrPHD6h133AEAuPfee/Hbb79Ve77qY3fffTcA4MYbbzRPOauqrKwMn332WY21Pfzww3EX/xcXF5vLCV977bXm49dddx0AYNKkSXELH0SjUdx3333QdR3XX399je/RUKtWrcJ5552HyspK3HrrrejevXud2//www81HqGJPVb1eovY6YO//vqrkFoP9a9//avaNTITJkyA3+/H5ZdfHreoxSmnnIJIJBK3oAVw8HTKTz/9tMbXb9KkCXbu3FnvegoKCnDOOedgx44d+Mtf/hL33Oeff46ZM2ciJycHF198cb1fsyFiuXn44YdRXl5uPl5eXo6HHnoIAITl5ljIz8/H6NGjsWHDBjz55JM1Ni9bt27F9u3bzb835Ge5rnzu27cP3333XbXHy8rKUFpaCofDIWxJfCJKLjx9joik0Lx5c1x22WWYPXs2evTogXPPPRd+vx8fffQRUlNT0aNHD3z99ddxX3Puuefi0UcfxaRJk9C5c2fz3iZ79uzBmjVrcNppp5kXlA8ePBjPPPMMHn74YXTs2BFDhw5FYWEhSktL8csvv2DVqlU444wzqv2mukWLFgiFQujWrRsuuugihMNhzJs3D7///jvGjh2LM88809z29NNPxwMPPICpU6eiW7duGDlyJDIyMrB48WJ8//33OOOMM3D//fc3aFy+/vpr82L1UCiEPXv24PPPP8emTZtgs9lwzz33YOrUqYd9nY8++gj3338/+vbti06dOiE/Px+7du3CwoULYbPZ4uo6/vjj0apVK8yePRtOpxNt27aFpmm46qqrDruCYH2cf/756NevH0aNGoUWLVpgzZo1WLNmDdq1a4dnnnkmbts77rgD06dPx6233orly5ejdevW+Prrr7Fu3TpceOGFeP/996u9/uDBgzF79mwMGzYMJ598MpxOJ84888y4f6tDvfLKK+jXrx/uv/9+LFu2DL179zbvU2Sz2TB9+vQjWqGvPq644gosXLgQ77zzDrp27YoRI0ZA0zQsWLAA27dvx6WXXorRo0cLe7+qmapJXc/V10svvYSff/4Zjz/+OP71r3/hjDPOQLNmzbB7925s3rwZ69evx6xZs1BYWAigYT/LdeXT6/WiZ8+eOPHEE3HSSSehdevWCAQCeP/991FUVIQ//elPR+3fkYgsZtli4EREVaCW+xTVpLZ7xZSVlRnjxo0zjjvuOCMlJcUoKCgwxo4da+zfv98YMGBAra//wQcfGEOGDDFycnIMl8tlFBQUGCNGjDCWL19ebdvVq1cbf/zjH40WLVoYTqfTyMvLM7p3727cfffdxvr16+O2jd0jx+fzGWPHjjVatmxpuFwu44QTTjCef/55Q9f1GuuZNWuW0a9fPyMzM9NISUkxunTpYkyaNMmoqKio1/gYxv+/B0zVP+np6UarVq2MwYMHG48//rjx888/1/i1NY3vpk2bjLvvvtvo1auXkZeXZ7hcLqNt27bGH/7wB+PTTz+t9hpffPGFMWjQIMPtdhuapsXdq6au+9PEoI77FK1YscKYPn260b17dyM1NdXIy8szxowZY+zevbvG11q9erXRv39/Iy0tzcjKyjKGDh1qfPPNN7XeQ2fPnj3G5ZdfbuTn5xs2my3unja1Zc8wDt4n65ZbbjHatGljOJ1Oo0mTJsbw4cONL774otq2hxuDmr7/ukSjUePll182evXqZaSlpRlpaWnGySefbLz00ktGNBqttn0i9yk63J+qjvQ+RYZx8P5XL774otG3b1/D7XYbLpfLaN26tTFo0CDjueeeq/GeQfX9Wa4tn16v15g4caJx1llnmT+vzZs3NwYMGGDMnDmz1p9ZImr8NMNIYKknIiIiIiKiRo7XFBERERERkdLYFBERERERkdLYFBERERERkdLYFBERERERkdLYFBERERERkdLYFBERERERkdLYFBERERERkdLYFBERERERkdIcVhdwNHi9XkQiEavLsJzb7UYgELC6DJKI6pnKHT0a9v37Ec3LQ/Hbb1tdjhRUzxSJx0yRaMxU4+VwOJCTk1O/bY9yLZaIRCIIh8NWl2G50tJSjgMJpXymvvsOKCoCmjdXexwEUj5TJBwzRaIxU2rg6XMS0zTN6hJIMswUicZMkWjMFInGTKmBTZHE0tPTrS6BJMNMkWjMFInGTJFozJQa2BQREREREZHSNMMwDKuLEG3fvn089xOAzWaDrutWl0ESUT1Ttj17gGgUsNuhN2tmdTlSUD1TJB4zRaIxU42X0+lE06ZN67WtlAst1CUUCiEUClldxjFht9sRjUatLkNJmqYhMzNTuvOQMzMzlV6Bh42QeKpnisRjpkg0ZkoNSjVFZWVl0DQNWVlZ0n1YrQmbIutUVlaitLQUWVlZVpcilMOh1JRBxwAzRaIxUyQaM6UGpa4pikQiSE9PV6IhAgAJz4xsNFwul5Tjz/t/kWjMFInGTJFozJQalGp9VWmGYnj+K4lWUlJidQmWSn/rLWhlZTAyMlB+5ZVWlyMF1TNF4jFTJBozpQaljhSpxm63W10CSaa+d4WWVdZzzyH7iSeQ9dxzVpciDdUzReIxUyQaM6UGNkVERERERKQ0pU6fq83SpUuP2XsNGTJE+GvOmTMHEyZMwObNm+MeP5qnz40cORJdunTBE088cdTeozbr16/HQw89hC1btmDw4MF48803a3yMxCsvL7e6BJIMM0WiMVMkGjOlBh4pagTuuusutGrVCq1atUK7du3Qr18/PPfcc1Je+Hfqqaea32vVPy+99JK5zcSJE9GlSxesW7cOz/3vNKaaHkvEzp070apVK3z//fcJv5ZMZFw8gqzFTJFozBSJxkypgUeKGomzzjoLzz77LCorK7F8+XI88sgjcDgcuOOOO2r9GpvN1iiX5L7vvvswevTouMcyMzPN/9+xYweuuuoqtGzZss7HSLyMjAxl7vNFxwYzRaIxUyQaM6UGHilqJFwuF/Lz81FQUIBrrrkG/fv3x7Jly2rcdseOHbj22mvRrVs3dOzYEUOHDsUnn3wSt00oFMLkyZPRu3dvFBYWol+/fpg1a5b5/I8//ogrr7wSHTt2RPfu3XHHHXeguLg47jWi0SgeeeQRnHDCCejWrRumTp0a99sUn8+HP/3pT+jSpQuOO+44XHnlldi2bdthv9fMzEzk5+fH/UlPTzeP3ni9Xtxzzz1o1aoV5syZU+Nj9fkedF3HX//6V/Tr1w+FhYXo06cPnn/+eQDAaaedBuDg6Y6tWrXCyJEjAQBr167FBRdcgA4dOqBz584YPnw4du3addjviYiIiIiSF5uiRio1NRXhcLjG58rKyjBo0CDMmTMHS5cuxcCBA3Httdfit99+M7e58847sWDBAjz55JNYuXIlnnnmGaSnpwMA/H4/Ro0aha5du2Lx4sV4++23sX//ftx8881x7zN37lzY7Xa8//77eOKJJ/D3v/8dM2fONJ+/++678e2332L69OlYtGgRDMPAVVddVWvdh9OyZUts3LgRWVlZmDhxIjZu3Ihhw4ZVe+yiiy6q1/fw9NNP4+WXX8add96JFStW4OWXX0bTpk0BAB988AEAYPbs2di4cSNee+01RCIRXH/99TjttNPw8ccfY9GiRRg9erRSS737fD6rSyDJMFMkGjNFojFTakiq0+duu+027Nu3r9rj5557Lm644QYLKko+hmFg9erVWLVqFa699toat+natSu6du0Km80GXdfxwAMPYMmSJVi2bBmuvfZabN26Fe+99x5mzZqFM888EwDQtm1b8+unT5+Obt264eGHHzYfmzZtGvr06YOtW7fiuOOOA3CwSZk4cSI0TUOHDh3w448/4rXXXsPo0aOxbds2LFu2DAsWLECfPn0AAC+++CL69OmDJUuWYNiwYbV+j0899RSmTp0a99hbb72FU089Ffn5+dA0DVlZWcjPzwcA84a8VR979dVX6/wemjVrhjfeeAOTJk3CqFGjAADt2rXDKaecAgBo0qQJgIPLcMZe0+v1IhAI4Oyzz0a7du0AAB07dqz1+5BRRkYG79dAQjFTJBozRaIxU2pIqqbo6aefjlsx7ddff8WkSZPQt29fC6tKDh9//DE6duyISCQCXdcxYsQI3HvvvTVuW1ZWhmnTpuE///kP9uzZg0gkgmAwaB4p+uGHH2C322sd102bNmHt2rU1fuD/5ZdfzKbo5JNPjjtK0qtXL7z66quIRqPYsmULHA4HTj75ZPP53NxcHHfccdiyZUud3+stt9xiNioxzZs3r/NrGvo9BAIBhEIhnHHGGfV+zZycHIwaNQqjR49G//790b9/fwwbNgzNmjVrUG2NmdPptLoEkgwzRaIxUyQaM6WGpGqK3G533N8XLFiAZs2aoUuXLhZVlDxOP/10PP3003C5XGjWrBkcjtr/6Z544gmsXr0a48ePR5s2bZCamoqbbroJlZWVAA6eeleX8vJynHPOORg3bly1545FA5Cbm4vCwsKEXuNw38Mvv/xyRK/73HPP4frrr8eKFSuwaNEiTJ06FbNmzUKvXr0SqrexaIwLd4gUad8eutsNPS/P6lKkoXqmSDxmikRjptSQVE1RVZFIBKtXr8YFF1xQ6zUb4XA47voUTdOQlpZ2rEo8ptLT0+vdKGzYsAF//OMfzXsilZWVxS0G0LlzZ+i6jnXr1pmnz1XVrVs3fPjhh2jdunWdzdfGjRvj/v7VV1+hsLAQdrsdHTp0QCQSwVdffWWePldcXIytW7cek1PODvc9FBYWIjU1FWvWrMEVV1xR7fnYb4VqutdTt27d0K1bN9xxxx0YNmwYFixYoExTFAgErC7BUgfmzrW6BOmonikSj5ki0ZgpNSRtU/TFF1+grKwMAwcOrHWb+fPnY968eebfCwsLMWXKFLjdbhiGAa/Xi6ysLDgcDoTDYQQCAdjtdgD//8OuzWaDpmnmqmmH/j+Aev29vtsCMGswDAOGYcBmO7jeRTQaNeuJ/d1ut5t/1zTN3FbXdWiaFvdY7HULCwuxePFinH/++QCAZ555Brquw2azwW63o3Xr1hg1ahTuu+8+PPnkk+jcuTN2796N/fv3Y9iwYbj22msxc+ZM3Hbbbbj11lvRpEkTbN++HQsWLMD//d//weVyAQB+++03TJw4EVdffTW+++47vPnmmxg/frzZFA0ZMgQPPPAA/u///g/p6el46qmn0KJFCwwdOrTa2Ou6btZfVlaGffv2xY1LRkZG3JHE2PdStWmJbW+z2XD99ddj5syZGDt2LG6//Xbk5ORg27ZtWLBgAZ577jlkZGTgtttuw+TJk5GSkoJTTjkFe/fuxZYtW3DFFVcgPz8fqampWLVqFQoKCuB0OuH3+/HWW29hyJAhaNq0KbZv344dO3aYp/pVzZamaXA4HMjNzUVxcTGys7Nht9tRWVmJiooKZGdnAwBKS0tht9vNZt7r9cLtdsNutyMcDqOsrAwej8ccF03TzAUxquY7EomgtLTU3La8vByGYSAjIwPAwYtEMzIy4HQ6EYlEUFJSgpycHABARUUFdF03t/X7/UhLS4PL5UI0GoXf70dubq75Pfr9fnOJ9EAggNTUVLhcLui6Dp/Ph5ycHGiahmAwiHA4jKysLHPblJQUpKSkmD+fsW1DoRBCoZD5b1xSUgKn04nU1FRzW4/HA5vNhsrKSgSDQXPbQ8ewrvEuKyuDzWaLG++qc0Rd4+3z+ZCZmWmOd9UxrGu8o9EoAoFA3HhHo1FzDOsa72AwiEgkEjfesTE83HiXlJTA5XLFjXdsDOsa79gYVh3vujJbdbzD4TDKy8vjxru2zMbGu2nTpubXAYgb79oye+h4+/1+pKenm+NddQzrGu/YGFYd79oye+h4h0IhVFZWxo13bZk9dLxLS0vhcDjixluWOeLQ8RY9R8RWXY1EIrDZbOa8Hw6HzV9maZqGcDhs/kIs9lv+2Bwde07TNOi6Dl3X67WtYRiIRCLm+zR02wsvvLDRzhGzZ8+udbwbOobRaPSYjHds25EjRyY8R+Tn5yMcDnOOaARzxKH7tYYcLNGMJL0j1eTJk2G32/HQQw/Vuk1tR4r27dtX4wpngUCg2il6jcFdd92FQCCAN998s8bn58yZgwkTJmDz5s0ADt549J577sHGjRuRk5OD2267De+//z66dOmCJ554AsDBifSZZ57BokWL4PV60bJlS/zpT3/CpZdeCgDYtm0bnnrqKaxduxahUAgFBQUYOHAgJkyYAE3TMHLkSHTq1Am6rmPBggWw2+246qqr8OCDD5pNnM/nw+OPP46PPvoIlZWVOO200/Dkk0+iffv2tX6vp556ao1LXF955ZWYMmUKgINHuiZMmGDWWttjh/sedF3Hiy++iJkzZ2LPnj3Iz8/HVVddZd77aebMmXjuuedQVFSEU089FX/729/w0EMPYePGjfB6vcjPz8cf//hH3HPPPeaOoqrGmre6xJo8IlGYKWqIpUuXHnYbp9N5xKucHk2xszcao/qMe7ISMe6cpxovp9Nprix8OEnZFO3btw+333477rvvPvPUq4Z+vUxN0ZGqetSLjj0Z85aWloaKigqryyCJMFPUEPX5cB5beTXZsCmyhohx5zzVeDWkKUrK0+dWrFiB7OzsuJXLiMh6ql9s6rn9dtiKi6Hn5sL30ktWlyMF1TNFRMmP85Qaku7mrbquY+XKlRgwYIB53igdmZpO6SJKROwcYFWlrFuH1FWrkLJundWlSEP1TJF4/OxAonGeUkPSfWr+7rvvsH//fpx11llWl0JERERERApIutPnunfvjnfeecfqMqTAw70kmt/vt7oEkgwzRaJFIhGrSyDJcJ5SQ9IdKSJxePociSbrfcDIOswUicZ9H4nGeUoNnDkkVttNb4mOVOweVUSiMFMkGpsiEo3zlBo4cxBRvfGUTBKNmSLReCsKEo3zlBrYFEmMP8QkGs+rJtGYKRKN1xSRaJyn1MCmSGJclpREy83NtboEkgwzRaI5nU6rSyDJcJ5SA5sihcyZMwedO3c2/z5t2jScc845cdtMmzYN3bt3R6tWrbBkyZKjWs+pp56K11577ai+BxERERHR4STdktxUs7179+KFF17A8uXLUVRUhCZNmqBr16644YYb0L9//xq/5nDnVd9yyy249tprzb///PPPePbZZ/HGG2/g5JNPRnZ2ttDv4VAffvgh0tPThbzWiy++iKlTp2LcuHG49dZbARxsunbt2lXr1/zxj3/E3Llza32+oKAAn3/+uZD6ZBEMBq0uwVJlo0fDFghAd7utLkUaqmeKxNN13eoSSDKcp9TApqgR2LlzJ0aMGAG3241HH30UJ5xwAiKRCFauXIlHHnkEn3zySY1fd7imKCMjAxkZGebfd+zYAQAYMmRIQivXhcPhep2+0KRJkyN+j0PNnj0bY8eOxezZs82m6MMPPzSvq9qwYQNuvPFGfPLJJ8jKygIApKamYty4ceZr9OzZE88++6x542Ceflid6ufql95zj9UlSEf1TJF4XGiBROM8pQaePtcIxD64f/DBB7jgggtw3HHH4fjjj8fNN9+M9957z9zu1VdfxeDBg9GhQwf07t0bDz/8MMrKymp93aqnz02bNg1jxowBcPAISatWrQAc/I3bc889h169eqGwsBDnnHMOVqxYYb7Gzp070apVKyxcuBB/+MMf0L59e7z77ru46667cN111+GVV15Bz5490bVrV4wbNw7hcNj82kNPn2to/THr1q1DMBjEfffdh9LSUqxfvx7AwaYrPz8f+fn58Hg8AIC8vDzzMbfbbf5/fn4+ACA7O9v8u8imTRaZmZlWl0CSYaZINP5Ci0TjPKUGHikCkPHqq8j8+98Pu134xBNRPGNG3GO5Y8bA+d13h/3a0ptuQtnNNze4Nq/XixUrVuDBBx+s8VSzqqe42Ww2PPHEE2jTpg1++eUXPPLII5g0aRKefvrpw77PLbfcgoKCAtxzzz3YuHGj+fjrr7+OV199FVOmTEHXrl0xZ84cXHvttfjPf/6D9u3bm9s9/fTTePzxx9GtWzekpKRg3bp1WLt2LfLz8zF37lxs374dt956K7p27YrRo0fXWMOh9Y8bN65e9c+aNQsjRoyA0+nE8OHDMXv2bPTp0+ew3zMREREREcAjRQAAW2kp7EVFh/1jO3Cg+tceOFC/ry0tPaLaduzYAcMw0KFDh8Nue+ONN6Jfv35o3bo1zjjjDNx///1xR5LqkpGRYTZYVY+cvPrqqxg7diyGDx+ODh064JFHHkHXrl3x+uuvx339DTfcgKFDh6JNmzZo1qwZgIMN2+TJk9GhQwecc845GDx4MNasWVPv+h944IHD1l9SUoIPPvgAl1xyCQDgkksuwXvvvVevI0zUcIFAwOoSSDLMFInGU51INM5TauCRIgB6ZiaizZsffrsaTqfSmzSp39ce4aHXhpwb/cknn+Cll17C1q1bUVJSgmg0imAwiIqKCqSlpTX4vUtKSlBUVFTtqEvv3r2xadOmuMe6d+9e7es7deoUdxpDs2bNsHnzZqH1L1iwAO3atUPXrl0BAN26dUNBQQEWLVqEyy+/vN7fK9VPSkqK0h84mvXqBXtREaLNm2PPl19aXY4UVM8UiWez2XifPhKK85Qa2BQBKLv55iM6tQ1AtdPpRCssLISmadiyZUud2+3cuRNjxozBVVddhQcffBAejwcbNmzAPffcg8rKyiNqihqiptevabGF2pq8mupfv3497r333jrrnz17Nv773/+iTZs25mO6rmP27Nlsio6ClJQUHoUjoZgpEo1NEYnGeUoNbIqSXE5ODgYOHIgZM2bg+uuvr3Zdkd/vR3Z2Nr799lvouo7x48fDZjt4VuQHH3yQ0HtnZWWhefPmWL9+Pfr27Ws+vmHDBvTo0SOh1z5UTfUf7tS5zZs345tvvsG8efPMhRQAwOfzYeTIkdiyZUu9Tjuk+uNStyQaM0VEyY7zlBp4TVEjMHnyZOi6jgsuuAAffPABtm3bhp9//hlvvPEGLrroIgBAu3btEA6H8eabb+KXX37BvHnz8I9//CPh977lllvw17/+FQsXLsSWLVvw1FNP4YcffsD111+f8GtXVVP9//rXv+r8mlmzZqFHjx447bTTcMIJJ5h/TjvtNPTo0QOzZs0SWiMdbDiJRGKmSLSqq5wSicB5Sg1sihqBtm3bYsmSJTj99NPxxBNPYPDgwbjsssuwZs0ac2W2rl27Yvz48fjrX/+KQYMGYf78+XjkkUcSfu/rr78eN910E5544gmcffbZWLFiBaZPnx638pwINdX/8MMP17p9ZWUl3n33XVxwwQU1Pj906FDMmzePO0fBcnJyrC6BJMNMkWj1uU8eUUNwnlKDZkh4l7N9+/bV+GE4EAjArdCd6O12O8+rtpCMecvNzUVxcbHVZViGCy2Ip3qmqGGWLl162G2cTmdS/kJsyJAhVpdwxOoz7slKxLhznmq8nE4nmjZtWq9teaRIYhL2u2SxYDBodQkkGWaKROP1HyQa5yk1sCmSGJsiEi0Zf/tKjRszRaKxKSLROE+pgU2RxGKruBGJkpWVZXUJJBlmikRzOLiwLonFeUoN/NRMRERERERK469TJMZTCEi0kpISq0uwlPfFF6FVVsJwuawuRRqqZ4rEi0QiVpdAkuE8pQblmiJd15U5rUzTNF5XZBFZx93lcil9bnXl6adbXYJ0VM8UiWez2bjyKgnFeUoNanQH/5Oeno6SkhJljqBommZ1CcoqLy9HSkqK1WUIJ+P3RNZipkg0VX7xSccO5yk1KHWkyOFwICMjA6WlpVaXckw4HA6eRmABwzDgcDiknERlPQJG1mGmiCjZcZ5Sg1JNEXCwUZDthppEx4rX67W6BEu51q41ryniqXRiqJ4pEo+nOZFonKfUoFxTpBKPxwOfz2d1GSQR1TOVc8cdsBcVIdq8OfZ8+aXV5UhB9UyReE6nk40RCcV5Sg088VZiPK+aRGOmSDRmioiSHecpNfBfWWKhUMjqEkgyzBSJxkyRaKospkTHDucpNbApkhh/iEk0ZopEY6ZINDZFJBrnKTWwKZIYF5Qg0ZgpEo2ZItEcDl4uTWJxnlIDmyIiIiIiIlIamyKJlZSUWF0CSYaZItGYKRKN9+cj0ThPqYFNkcScTqfVJZBkmCkSjZki0bhSGInGeUoNnDkklpqaanUJJBlmikRjpkg0NkUkGucpNXDmICIiIiIipXGJFokVFxdbXQJJRvVM7fnyS6tLkI7qmSLxwuGw1SWQZDhPqYFHiiTm8XisLoEkw0yRaMwUicbrP0g0zlNqYFMkMZ5XTaIxUyQaM0VEyY7zlBr4ryyxyspKq0sgyTBTJBozRaLpum51CSQZzlNq4DVFEquoqLC6BJKM6pnKfPZZ2AIB6G43Su+5x+pypKB6pkg8NkUkGucpNfBIkcSys7OtLoEko3qmMt5+G5mvvYaMt9+2uhRpqJ4pEs/h4O97SSzOU2pgU0REREREREpjUySx0tJSq0sgyTBTJBozRaJFo1GrSyDJcJ5SA5siidntdqtLIMkwUyQaM0VEyY7zlBrYFEksLS3N6hJIMswUicZMkWj8AEuicZ5SA5siIiIiIiJSGpsiiRUXF1tdAkmGmSLRmCkSLRwOW10CSYbzlBrYFEmMS0iSaMwUicZMkWhckptE4zylBjZFEuN51SQaM0WiMVMkmqZpVpdAkuE8pQb+OkViPIWARFM9U6G+fWErLoaem2t1KdJQPVMknmEYVpdAkuE8pQY2RRIrLy+3ugSSjOqZ8r30ktUlSEf1TJF4vE8RicZ5Sg1J1xQVFxfjrbfewtdff41QKITmzZtj7NixOO6446wurdHJzs7mxYEkFDNFojFTJJrD4eBv9kkozlNqSKqmqLS0FI899hi6du2KcePGwe124/fff0dGRobVpRERERERkaSSqilauHAhmjRpgrFjx5qP5efnW1hR41ZWVmZ1CSQZZopEY6ZINJ4+R6JxnlJDUjVFGzZsQPfu3fHss89i06ZNyM3Nxbnnnouzzz67xu3D4XDcIXJN03jX4Sq4Ag+Jpnqmmvzxj7Dt3w89Lw8H5s61uhwpqJ4pIkp+nKfUkFRN0d69e/HRRx/hggsuwMUXX4ytW7di+vTpcDgcGDhwYLXt58+fj3nz5pl/LywsxJQpU+B2u2EYBrxeL7Kysszzi8vKyuDxeAAc7Po1TUN6ejoAwOfzITMzEw6HA5FIBCUlJcjJyQFw8AI7wzDM0/h8Ph8yMjLgdDoRjUYRCATMbSsqKhCNRpGZmQkA8Pv9SEtLg8vlQjQahd/vR+7/Vq4KBoOIRCLmtoFAACkpKUhJSYGu6/D5fMjJyYGmaQgGgwiHw8jKygIAlJSUwOVyISUlxfxePR4PbDYbQqEQQqEQsrOzkZ6ejpKSEjidTqSmpgI4eN1WbNvKykpUVFSYa/CXlpbCbrebzWVxcTGys7Nht9sRDodRXl5ubnvoGNY13rGLFKuOd2wMDzfefr8f6enp5nhXHcO6xjs2hlXHu+oY1jXeoVAIlZWVceMdG8Paxtvtdptj6HA44sY7NoaHG2+v1wu3222Od12ZrTrekUgEpaWlceNdW2YPHe+Kigrouh433rVl1m63Q9f1uMympqbGjXdtma063rExrDreVcewrvGurKxEMBiMG+/aMnvoeJeVlcFms8WNd0PmCOeOHbDt3g29tBSapjX6OaKm8Y6N4bGaI2LzFOcIOeaIQ8db9BzhdDoBAJFIBDabDTbbwTuLhMNh8zlN0xAOh837FcWOHMWWVY49p2kadF2Hruv12tYwDEQiEfN9GrrtRx99dESvW/V7PXRbXddhGEaN2x46Lod+rw3ZVtO0em97uHGJRqPHZLxj2+bm5iY8R8TmKc4RyT9HHLpfa8jBEs1IorUrL7/8chx33HGYNGmS+dibb76JrVu3YvLkydW2r+1I0b59+3iRJYDc3FxeGEhCqZ6pZr16wV5UhGjz5tjz5ZdWlyMF1TNFDbN06dLDbuN0OvkZgExDhgxJ+DU4TzVeTqcTTZs2rde2SXXz1pycHBQUFMQ9VlBQgP3799e4vdPpRHp6uvmHp87F83q9VpdAkmGmSDRmikRjQ0SicZ5SQ1I1Rccffzx2794d99ju3bvr3eFRvNjhRiJRmCkSjZki0WKnZhGJwnlKDUnVFF1wwQX4+eef8e6776KoqAhr1qzB8uXLhRz6VBF3DCQaM0WiMVMkGi+KJ9E4T6khqf6VO3TogPvuuw8zZ87Ev//9b+Tn5+Oaa65B//79rS6tUeIpBCQaM0WiMVMkWhJdKk2S4DylhqRqigCgV69e6NWrl9VlSIHr6pNozBSJxkyRaJFIxOoSSDKcp9SQVKfPkVixZRWJRGGmSDRmikSLLctMJArnKTWwKSIiIiIiIqUl3elzJE7sZohEoqieqZK774ZWVgbjfzeoo8SpnikSL3bjTiJROE+pgU0REVE9lV95pdUlEBER0VHA0+cklp6ebnUJJBlmikRjpkg0u91udQkkGc5TamBTRERERERESuPpcxLz+XxWl0CSUT1Ttj17gGgUsNuhN2tmdTlSUD1TJB7vKUOicZ5SA48USSyDF4OTYKpnqunQoWjepw+aDh1qdSnSUD1TJJ7Dwd/3klicp9TApkhivFcDicZMkWjMFImmaZrVJZBkOE+pgU2RxHhXbxKNmSLRmCkSzTAMq0sgyXCeUgObIomVlJRYXQJJhpki0ZgpEo0fYEk0zlNqYFMksZycHKtLIMkwUyQaM0Wi8VQnEo3zlBrYFBERERERkdLYFEmsvLzc6hJIMswUicZMkWjRaNTqEkgynKfUwKZIYrzYlERjpkg0ZoqIkh3nKTWwKZIY19Un0ZgpEo2ZItHsdrvVJZBkOE+pgU0REREREREpjbd9lpjf77e6BJKM6pnaP2cOtGgUBn8TLYzqmSLxuCQ3icZ5Sg08UiSx9PR0q0sgyaieqWiHDogcfzyiHTpYXYo0VM8UicfT50g0zlNqYFMkMd6rgURjpkg0ZopE0zTN6hJIMpyn1MCmSGJclpREY6ZINGaKRONKYSQa5yk18JoiifEcWBJN9UylzZ8PraICRloaKi6+2OpypKB6pkg8XlNEonGeUgObIonl5uaiuLjY6jJIIqpnyj1pEuxFRYg2b86mSBDVM0XiOZ1OhMNhq8sgiXCeUgNPnyMiIiIiIqWxKZJYRUWF1SWQZJgpEo2ZItF4/QeJxnlKDWyKJMYdA4nGTJFozBQRJTvOU2pgUySxzMxMq0sgyTBTJBozRaLxPkUkGucpNbApIiIiIiIipbEpkhiXkCTRmCkSjZki0bgkN4nGeUoNbIoklpaWZnUJJBlmikRjpkg0m40fbUgszlNq4MwhMZfLZXUJJBlmikRjpkg0NkUkGucpNfDmrRLTdd3qEkgyqmcqmp8f919KnOqZIqLkx3lKDWyKJObz+awugSSjeqb2L15sdQnSUT1TJF44HLa6BJIM5yk18BizxHJzc60ugSTDTJFozBSJ5nQ6rS6BJMN5Sg1sioiIiIiISGlsiiQWDAatLoEkw0yRaMwUicbrP0g0zlNq4DVFEuN51SSa6pnKfuAB2Hw+6B4P/FOnWl2OFFTPFInHpohE4zylBh4pklhWVpbVJZBkVM9U6vLlSPvgA6QuX251KdJQPVMknsPB3/eSWJyn1MCmiIiIiIiIlMamSGKBQMDqEkgyzBSJxkyRaJFIxOoSSDKcp9TApkhiKSkpVpdAkmGmSDRmikSz2fjRhsTiPKUGzhwS4w8xicZMkWjMFInGpohE4zylBs4cEuMKPCQaM0WiMVNElOw4T6mBTZHEfD6f1SWQZJgpEo2ZItG4fDKJxnlKDWyKJJaTk2N1CSQZZopEY6ZINKfTaXUJJBnOU2pgUyQxTdOsLoEkw0yRaMwUESU7zlNq4B3OJBYKhawugSSjeqYqRoyA5vfDyM62uhRpqJ4pEo/Xf5BonKfUwKZIYpWVlVaXQJJRPVOBxx6zugTpqJ4pEo9NEYnGeUoNPH1OYllZWVaXQJJhpkg0ZopEczj4+14Si/OUGtgUERERERGR0tgUSaykpMTqEkgyzBSJxkyRaJFIxOoSSDKcp9TApkhiXJaURFM9U03PPBPNjz8eTc880+pSpKF6pkg8m40fbUgszlNqSKoTb9955x3Mmzcv7rGWLVviL3/5izUFNXKpqakoLy+3ugySiOqZspWVwVZaCiMz0+pSpKF6pkg8m82GaDRqdRkkEc5TakiqpggAWrdujceqrPDE3/gcOcMwrC6BJMNMkWjMFBElO85Taki6pshms8Hj8dRr23A4jHA4bP5d0zSkpaUdpcoaH6/Xa3UJJBlmikRjpki0qp8LiETgPKWGpGuKioqKcPPNN8PpdKJTp0644oorkJeXV+O28+fPjzvdrrCwEFOmTIHb7YZhGPB6vcjKyoLD4UA4HEZZWZnZcJWVlUHTNKSnpwMAfD4fMjMz4XA4EIlEUFJSgpycHABAeXk5DMNARkaGuW1GRgacTiei0SgCgYC5bUVFBaLRKDL/d3qN3+9HWloaXC4XotEo/H4/cnNzAQDBYBCRSMTcNhAIICUlBSkpKdB1HT6fDzk5OdA0DcFgEOFw2FwWsqSkBC6XCykpKeb36vF4YLPZEAqFEAqFkJuba34vTqcTqampAIDi4mJz28rKSlRUVCD7fzejLC0thd1uN5vL4uJiZGdnw263IxwOo7y83Nz20DGsa7xjh52rjndsDA833n6/H+np6eZ4Vx3DusY7NoZVx7vqGNY13qFQCJWVlXHjHRvD2sbb7XabY+hwOOLGOzaGhxtvr9cLt9ttjnddma063pFIBKWlpXHjXVtmDx3viooK6LoeN961ZVbTNJSUlMRlNjU1NW68a8ts1fGOjWHV8a46hnWNd2VlJYLBYNx415bZQ8e7rKwMNpstbrwbMkdo/ztyrdls0DSt0c8RNY13bAyP1RyRl5eHSCTCOUKSOeLQ8RY9R8Su7YhEIrDZbObZJOFw2HxO0zSEw2Fzae7YqXR2u93c1uFwQNM06LoOXdfrta1hGIhEIub7HKttq36vh26r6zoMw6hx20PH5dDv9Whte7jvNRqNHtPxzs3NTXiOyM/PRyQS4RzRCOaIQ/drDTlYohlJdExw48aNCAaDaNmyJbxeL+bNm4fi4mJMmzatxm+qtiNF+/bt42+KAOTm5qK4uNjqMkgiqmeqWa9esBcVIdq8OfZ8+aXV5UhB9UxRwyxduvSw2zidTn4GINOQIUMSfg3OU42X0+lE06ZN67VtUh0p6tmzp/n/bdu2RceOHTF27FisW7cOgwYNqra90+nkiiB1CIVCVpdAkmGmSDRmikTTdd3qEkgynKfUkNSrGGRkZKBly5YoKiqyupRGiT/EJBozRaIxUyQamyISjfOUGpK6KQoGgygqKqr3wgsUL3ZeJZEozBSJxkyRaLHrVYhE4TylhqSaOf75z3+id+/eyMvLg9frxTvvvAObzYYzzjjD6tKIiIiIiEhSSdUUFRcX4/nnn0dJSQncbjdOOOEETJ48mR36ESotLbW6BJKM6pnyPfMMtGAQxv9WBKLEqZ4pEo83biXROE+pIamaorvuusvqEqTicDhQWVlpdRkkEdUzFTrnHKtLkI7qmSLxNE2zugSSDOcpNST1NUWUmFT+NpsEY6ZINGaKRIvdS4dIFM5TauDMQURERERESkuq0+dILN5ojERTPVPOb78FKisBlwvhk06yuhwpqJ4pEo83biXROE+pgUeKJJadnW11CSQZ1TOVe+21aDp8OHKvvdbqUqSheqZIPC7JTaJxnlIDmyKJ2e12q0sgyTBTJBozRaJxoQUSjfOUGtgUSYwrpZBozBSJxkyRaLquW10CSYbzlBrYFEmsoqLC6hJIMswUicZMkWhsikg0zlNqYFMkMZ4DS6IxUyQaM0Wi8ZoiEo3zlBrYFBERERERkdLYFEmstLTU6hJIMswUicZMkWjRaNTqEkgynKfUwKZIYlwthURjpkg0ZoqIkh3nKTWwKZJYWlqa1SWQZJgpEo2ZItH4AZZE4zylBjZFRERERESkNC7RIjGv12t1CSQZ1TO1d9UqwDAA3hxSGNUzReKFw2GrSyDJcJ5SA48UScztdltdAklG9UwZmZkwsrJgZGZaXYo0VM8UiccluUk0zlNqYFMkMZ5XTaIxUyQaM0WiaTySS4JxnlIDmyKJ8RQCEo2ZItGYKRLNMAyrSyDJcJ5SA48xS6ysrMzqEkgyqmcq49VXYSsthZ6ZibKbb7a6HCmonikSLxKJWF0CSYbzlBp4pEhiHo/H6hJIMqpnKvPvf0fWs88i8+9/t7oUaaieKRLP6XRaXQJJhvOUGtgUERERERGR0tgUSYyHe0k0ZopEY6ZItGg0anUJJBnOU2pgUyQxrsBDojFTJBozRUTJjvOUGtgUSSw9Pd3qEkgyzBSJxkyRaFw+mUTjPKUGNkVERERERKQ0NkUS83q9VpdAkmGmSDRmikTjPWVINM5TamBTJLGsrCyrSyDJMFMkGjNFojkcvAUjicV5Sg1siiTGHQOJxkyRaMwUicaL4kk0zlNq4L+yxHhXbxJN9UyFTzwR0ZYtoTdpYnUp0lA9UySeYRhWl0CS4TylBjZFEistLbW6BJKM6pkqnjHD6hKko3qmSDx+gCXROE+pgafPSczj8VhdAkmGmSLRmCkSzel0Wl0CSYbzlBrYFBERERERkdLYFEmsvLzc6hJIMswUicZMkWjRaNTqEkgynKfUwGuKJMaLTUk01TOVO2YMbAcOQG/ShNcXCaJ6pogo+XGeUgObIollZGQgFApZXQZJRPVMOb/7DvaiIkSbN7e6FGmonikSz263Q9d1q8sgiXCeUgNPnyMiIiIiIqWxKZKYz+ezugSSDDNFojFTJFo4HLa6BJIM5yk1JNQUeb1eUXXQUZCRkWF1CSQZZopEY6ZINIeDVwaQWJyn1JDQzHHrrbeiW7duOPPMM3HKKacgNTVVVF0kAO/VQKIxUyQaM0WiaZpmdQkkGc5TakjoSNGoUaPg9Xrx8ssv48Ybb8QLL7yAr7/+mhc4Jgne1ZtEY6ZINGaKRONKYSQa5yk1JHSk6JJLLsEll1yC7du3Y/Xq1Vi7di0+/fRTuN1u9OvXD/3798dxxx0nqlZqoJKSEqtLIMkwUyQaM0Wi8QMsicZ5Sg1CTrwtLCxEYWEhrrrqKnz//fdYs2YNVq5cicWLF6Nly5bo378/zjzzTOTl5Yl4O6qnnJwcFBcXW10GSYSZItGYKRLN6XRysQUSivOUGoSuPqdpGjp37oyePXuiY8eOAICioiLMnTsXt99+O5599lkuzkBERERERElF2BItsSNEn3/+OcrLy9GmTRtcddVVOOOMM2C327FixQrMnz8fL730Eh577DFRb0t1qKiosLoEkozqmSq96SbYSkuhZ2ZaXYo0VM8UiReNRq0ugSTDeUoNCTVFO3bswJo1a/Dpp5+iuLgYHo8HgwYNwoABA9CmTZu4bS+66CK4XC7861//Sqhgqj8ueEGiqZ6psptvtroE6aieKSJKfpyn1JBQU/Tggw/C5XKhT58+OPPMM3HSSSfBZqv9jLyCggJ06tQpkbekBsjIyEAoFLK6DJIIM0WiMVMkmt1u54dYEorzlBoSvk/RaaedVu/7E3Xr1g3dunVL5C2JiIiIiIiESqgpGjhwoKAy6Gjw+/1Wl0CSUT1TWmkpYBiApsHgdUVCqJ4pEo9LcpNonKfUkNDqcx9++CEmT55c6/NPPfUUli1blshbUALS0tKsLoEko3qm8gcMQIsTTkD+gAFWlyIN1TNF4tV1Gj/RkeA8pYaEZo4VK1agVatWtT5fUFCAjz/+OJG3oAS4XC6rSyDJMFMkGjNForEpItE4T6khoZmjqKgIBQUFtT7fsmVL7NmzJ5G3oARwWVISjZki0ZgpEs0wDKtLIMlwnlJDQk2Rw+GAz+er9XmfzwdN0xJ5C0oAz4El0ZgpEo2ZItF4TRGJxnlKDQk1RZ06dcLKlStrvKlVeXk5VqxYgY4dOx7Ray9YsACjRo3CjBkzEilRabm5uVaXQJJhpkg0ZopEczqdVpdAkuE8pYaEVp8bOXIkJkyYgAceeABDhw5F69atAQC//vorPvzwQ/h8Ptx5550Nft0tW7bgo48+Qtu2bRMpj4iIiIiI6LASaoo6duyIBx98EH//+9+rHdHJz8/HAw880OCbtQaDQbz44ou4+eab8e677yZSnvJqOoJHlAhmikRjpkg0Xv9BonGeUkNCTREAnHTSSXjhhRewY8cOFBUVAQCaN2+OwsLCI7qe6PXXX0fPnj1x0kknHbYpCofDCIfD5t81TeOyiVVwx0CiMVMkGjNFRMmO85QaEm6KgIPLX7Zv3x7t27dP6HU+/fRTbN++HU8//XS9tp8/fz7mzZtn/r2wsBBTpkyB2+2GYRjwer3IysqCw+FAOBxGWVkZPB4PAKCsrAyapiE9PR3AwUUhMjMz4XA4EIlEUFJSgpycHAAHr48yDAMZGRnmthkZGXA6nYhGowgEAua2FRUViEajyPzfjR39fj/S0tLgcrkQjUbh9/vNc1ODwSAikYi5bSAQQEpKClJSUqDrOnw+H3JycqBpGoLBIMLhMLKysgAAJSUlcLlcSElJMb9Xj8cDm82GUCiEUCiEnJwchMNhlJSUwOl0IjU1FQBQXFxsbltZWYmKigpkZ2cDAEpLS2G3283msri4GNnZ2bDb7QiHwygvLze3PXQM6xrv8vJyAIgb79gYHm68/X4/0tPTzfGuOoZ1jXdsDKuOd9UxrGu8Q6EQKisr48Y7Noa1jbfb7TbH0OFwxI13bAwPN95erxdut9sc77oyW3W8I5EISktL48a7tsweOt4VFRXQdT1uvGvLrN1uh9/vj8tsampq3HjXltmq4x0bw6rjXXUM6xrvyspKBIPBuPGuLbOHjndZWRlsNlvceDdkjtD+t9SvZrNB07RGP0fUNN6xMTxWc0RsnuIccezmiHnz5pkf8ux2O4CDv2R0OBzQNA2GYSASiZjX5hy6bSQSgc1mg81ma9C2sfeJbavrOnRdh8PhqPe2sb/Xta2maeb3U1NNVb/XQ2tIZFyO1rZ1jbeu6zAM46iN95Fse7jvNRqNHtPxzs3NTXiOiM1Tx3qOeP/99xttZi+55JIa92uHjvfR/hzRkIMlmiFg7cpdu3Zhz549KCsrq3EpzAH1uNHh/v378fDDD+PRRx81ryWaMGEC2rVrhzFjxtT4NbUdKdq3b1/c46rKzc1FcXGx1WWQRFTPVLNevWAvKkK0eXPs+fJLq8uRguqZssLSpUutLuGocjqd/AxApiFDhiT8GlbNU435Z1XEuIvgdDrRtGnTem2b0JGioqIivPjii9iyZUud29WnKdq2bRv8fj8efPBB8zFd17F582YsWbIEM2fOrHZDNqfTyVVm6hAIBKwugSSjeqaKp08HKisB3shPGNUzReJxSW4SjfOUGhJqil577TX8+uuvGDNmDDp37myeynAkTjzxRPz5z3+Oe+xvf/sbWrZsieHDh/MO1UcgNTUVpaWlVpdBElE9U+GTTrK6BOmonikSz2az8RoQEorzlBoSaop+/PFHXHzxxTj//PMTLiQtLQ1t2rSJeywlJQVZWVnVHqf6cfG32SQYM0WiMVMkGpsiEo3zlBoSOvzidrvNCzop+ei6bnUJJBlmikRjpogo2XGeUkNCR4rOOeccrF69Guedd95ROb1twoQJwl9TJT6fz+oSSDKqZyrlo4+gBYMwUlMROuccq8uRguqZIvG4yAKJxnlKDQk1RS1atICu67j//vtx1llnoUmTJjU2R6eeemoib0NHKCcnB16v1+oySCKqZ8rz0EP/f/U5NkVCqJ4pEo+rz5FonKfUkFBT9Je//MX8/3/961+1bjdnzpxE3oaO0JHcPJeoLswUicZMEVGy4zylhoSaovHjx4uqg46CYDBodQkkGWaKRGOmSDRe/0GicZ5SQ0JNUZcuXUTVQUcBTx8g0ZgpEo2ZItHYFJFonKfUIGR1hHA4jJ9++gnr16/nDa6SSFZWltUlkGSYKRKNmSLRHI6Eft9LVA3nKTUkPHN8+OGHmDt3LsrLywEAjz32GLp164ZAIIC7774bo0ePxqBBgxIulIiIiIiI6GhI6EjRihUr8I9//AM9evTArbfeGvec2+1G165dsXbt2oQKpCPHo3YkGjNFojFTJFokErG6BJIM5yk1JNQUvf/+++jduzfuvPNO9OrVq9rz7du3x86dOxN5C0pASkqK1SWQZJgpEo2ZItGOxn0TSW2cp9SQ0MxRVFSEnj171vp8ZmYmSktLE3kLSgB/iEk0ZopEY6ZINDZFJBrnKTUkdE1Renp6nYcUd+3aBY/Hk8hbUAIMw7C6BJKM6pnSMzKgZWZCz8iwuhRpqJ4pIkp+nKfUkFBT1LNnTyxfvhxDhgyp9tzOnTuxfPlynHXWWYm8BSWAd18m0VTP1L5PPrG6BOmonikSj8snk2icp9SQ0DHmyy67DLqu495778Xs2bMBACtXrsQLL7yAhx56CNnZ2Rg5cqSQQqnhcnJyrC6BJMNMkWjMFInmdDqtLoEkw3lKDQkdKcrNzcUzzzyDWbNmmavMrV69GqmpqejXrx9Gjx4Nt9stpFBqOE3TrC6BJMNMkWjMFBElO85Takj4PkXZ2dm45ZZbcMsttyAQCEDXdbjdbl7omARCoZDVJZBkmCkSjZki0XRdt7oEkgznKTUIve0zjwolF/4Qk2iqZ8r95JPQ/H4Y2dkIPPaY1eVIQfVMkXhsikg0zlNqSKgpmjdvXr2243VF1nC73SguLra6DJKI6plKW7AA9qIiRJs3Z1MkiOqZIvEcDgcXWyChOE+pIaGmaO7cufXajk0RERERERElq4Saojlz5lR7TNd17N+/H0uWLMHmzZsxbty4RN6CElBSUmJ1CSQZZopEY6ZItEgkYnUJJBnOU2oQvhqCzWZDfn4+rr76arRo0QJvvvmm6LegeuKypCQaM0WiMVMkGhd6ItE4T6nhqM4cnTt3xsaNG4/mW1AdUlNTrS6BJMNMkWjMFInGpohE4zylhqM6c2zdupVru1vIMAyrSyDJMFMkGjNFRMmO85QaErqmaNWqVTU+XlZWhs2bN+OLL77AoEGDEnkLSoDX67W6BJIMM0WiMVMkGleeI9E4T6khoabor3/9a63PZWVlYfjw4Vx5zkIejwc+n8/qMkgizBSJxkyRaE6nk40RCcV5Sg0JNUUvvfRStcc0TUNGRgbS0tISeWkSgOdVk2jMFInGTBFRsuM8pYaEmqKmTZuKqoOOgsrKSqtLIMmonqng4MGw+XzQPR6rS5GG6pki8XRdt7oEkgznKTUk1BRRcgsGg1aXQJJRPVP+qVOtLkE6qmeKxGNTRKJxnlJDQk3RpZde2uCv0TQNs2fPTuRtqZ7cbjeKi4utLoMkwkyRaMwUieZwOHhNEQnFeUoNCTVFf/jDH7B+/Xrs2rUL3bt3R8uWLQEAv/32G7799lu0bt0affr0EVIoERERERHR0ZBQU5Sbm4tAIIBp06aZDVHMrl278MQTTyAnJwdnn312QkXSkSktLbW6BJIMM0WiMVMkWjQatboEkgznKTUktJzGokWLMGTIkGoNEQAUFBTgvPPOw6JFixJ5C0qA3W63ugSSjOqZyjv/fDTr1Qt5559vdSnSUD1TRJT8OE+pIaGm6MCBA3A4aj/YZLfbceDAgUTeghLAZdFJNNUzZd+7F/aiItj37rW6FGmonikSjx9gSTTOU2pIqClq06YNli5dWuPFZwcOHMCyZcvQpk2bRN6CiIiIiIjoqEromqJrrrkGkydPxp133ok+ffqgefPmAICioiKsX78ehmHgjjvuEFIoNRxXSiHRmCkSjZki0bjyHInGeUoNCTVFJ5xwAiZPnow5c+Zg/fr15s2tXC4XunfvjlGjRvFIkYWys7Ph9/utLoMkwkyRaMwUieZwOBCJRKwugyTCeUoNCd+8tU2bNrj//vuh6zoCgQCAg+u522wJnZlHAvC8ahKNmSLRmCkSTdM0q0sgyXCeUkPCTVGMzWaDy+VCamoqG6IkETtyRyQKM0WiMVMkmq7rVpdAkuE8pYaEu5etW7di8uTJuPLKK3Hddddh06ZNAIBAIICpU6fihx9+SLhIOjIVFRVWl0CSYaZINGaKRGNTRKJxnlJDQk3Rf//7Xzz++OMoKipC//79YRiG+Zzb7UZ5eTk++uijhIukI5OdnW11CSQZZopEY6ZItLpuFUJ0JDhPqSGhpmjWrFlo1aoVnn32WVx++eXVnu/atSu2bNmSyFsQEREREREdVQn9OmXr1q24/PLL4XQ6EQwGqz2fm5sLn8+XyFtQAsrKyqwugSSjeqYCjz4KraICBm/kJ4zqmSLxotGo1SWQZDhPqSGhpshut8edMneo4uJipKamJvIWlAAueEGiqZ6piosvtroE6aieKSJKfpyn1JDQv3LHjh3x2Wef1fhcMBjEypUr0aVLl0TeghKQxt9mk2DMFInGTJFoXD6ZROM8pYaEmqJRo0Zh27ZtePrpp7Fx40YAwI4dO7B8+XI89NBDCAQC+MMf/iCkUCIiIiIioqNBM+o6/60evv/+e7z22msoKiqKe7xZs2a45ZZbLDlStG/fPoTD4WP+vslG07Q6T28kaijVM2XfsgVaNArDbke0Qwery5GC6pmywtKlS60ugeiYGTJkSMKvYdU81Zh/VkWMuwhOpxNNmzat17ZHfE2RYRioqKhAp06d8Pzzz2PHjh34/fffYRgGmjVrhvbt2/Ou0hbLyspCIBCwugySiOqZyrv0UtiLihBt3hx7vvzS6nKkoHqmSDyHw4FIJGJ1GSQRzlNqOOKmKBKJ4LrrrsPll1+O4cOHo127dmjXrp3A0ihRvFcDicZMkWjMFInGX8iSaJyn1HDE1xQ5nU54PB44nU6R9ZBAPIWQRGOmSDRmikTj6ZgkGucpNSS00MLAgQOxatUqHqZOUlxXn0Rjpkg0ZopE42cSEo3zlBoSOh7Ypk0brF+/Hvfccw8GDhyIpk2bwuVyVdvu1FNPTeRt6Ah5PB4UFxdbXQZJhJki0ZgpEs3pdPI3+yQU5yk1JNQUPf/88+b/z5kzp9bt6nqOiIiIiIjISg1uimbOnIl+/fqhbdu2GD9+/NGoiQTh4V4SjZki0ZgpEi0ajVpdAkmG85QaGtwULVy4EG3atEHbtm3RpUsXlJSU4IYbbsBjjz2Gbt26HY0a6QhxBR4SjZki0ZgpIkp2nKfUkFRrDC5btgzLli3Dvn37AAAFBQUYOXIkevbsaXFljVN6ejqCwaDVZZBEmCkSjZki0ex2O3Rdt7oMkgjnKTUkVVOUm5uLK664Ai1atIBhGFi1ahWmTp2KqVOnonXr1laXR0REREREEkqqpqh3795xf7/88suxbNky/Pzzz2yKjoDP57O6BJKM6pna9+GHQDQK2O1WlyIN1TNF4nHlORKN85Qajqgp2rt3L7Zt2wYAKC8vBwD8/vvvSE9Pr3H79u3bN/g9dF3HunXrEAqF0KlTpxq3CYfDcZOfpmlIS0tr8HvJKjMzE4FAwOoySCKqZ0pv1szqEqSjeqZIPIfDwXsVkVCcp9RwRE3RnDlzqi2z/frrr9e5fX39+uuveOSRRxAOh5Gamor77rsPBQUFNW47f/58zJs3z/x7YWEhpkyZArfbDcMw4PV6kZWVBYfDgXA4jLKyMng8HgAHVxLRNM1s5Hw+HzIzM83JtKSkBDk5OQAONn6GYSAjI8PcNiMjA06nE9FoFIFAwNy2oqIC0WgUmZmZAAC/34+0tDS4XC5Eo1H4/X7k5uYCAILBICKRiLltIBBASkoKUlJSoOs6fD4fcnJyoGkagsEgwuEwsrKyAAAlJSVwuVxISUkxv1ePxwObzYZQKIRQKIS0tDQ4HA6UlJTA6XQiNTUVAFBcXGxuW1lZiYqKCmRnZwMASktLYbfbzeayuLgY2dnZsNvtCIfDKC8vN7c9dAzrGu9Y81x1vGNjeLjx9vv9SE9PN8e76hjWNd6xMaw63lXHsK7xDoVCqKysjBvv2BjWNt5ut9scQ4fDETfesTE83Hh7vV643W5zvOvKbNXxjkQiKC0tjRvv2jJ76HhXVFRA1/W48a4ts3a7HS6XKy6zqampceNdW2arjndsDKuOd9UxrGu8KysrEQwG48a7tsweOt5lZWWw2Wxx493Y54j//Oc/AA7+IknXdTgcB6f1SCQCm80Gm+3gPbrD4TCcTmfC28ZW9rL/72hZOByGw+GApmkwDAPRaLTe20YiEfN7qc+2sZoO3TYSicBut9d7WxHjMmzYsEY7R8Rymch4x8blWI13Q7bVNA2aptUrhw3Nd13f69Hatq7x1nUdhmFYOt5He45IdAxzc3MT/hwR+zx1rD9HxL6fxpjZzMzMGvdrh4730f4c0ZCDJZphGEa9twawcuXKhmwOABg4cGC9t41EIti/fz/Ky8vx2WefYfny5Zg4cWKNjVFtR4r27dvHw+cA3G43f7NBQjFTyWfp0qVWl5CQxvpb/SFDhlhdwhFr7Jk5nMaaKTo6RPysWrXva8w/q8kyRzqdTjRt2rRe2zb4SFFDGpwj4XA40Lx5cwAHT7vbunUrPvzwQ9x0003VtnU6nWaXStWVlJRYXQJJRvVMpb/1FrSyMhgZGSi/8kqry5ECP7ySaMwUiab6vk8VSbXQQk10XedRnyOUk5OD4uJiq8sgiaieqaznnoO9qAjR5s3ZFAnidDo5x5NQzBSJpvq+TxU2qwuoaubMmdi0aRP27t2LX3/91fx7//79rS6NiIiIiIgklVRHivx+P15++WV4vV6kp6ejbdu2eOSRR3DSSSdZXVqjFFvcgEgUZopEi12gSyQKM0Wicd+nhqRqim699VarS5BKA9fQIDosZoqIiFTDfZ8akur0ORIrtjwwkSjMFIkWW8KVSBRmikTjvk8NbIqIiIiIiEhpbIok5vP5rC6BJMNMkWhcJYxEY6ZINO771MCmSGI83EuiMVMkWuyu7ESiMFMkGvd9amBTJDHe2JZEY6ZINE3TrC6BJMNMkWjc96mBv06RGJclJdFUz1SkfXvobjf0vDyrS5EGV3Ui0ZgpEk31fZ8q2BRJLBAIWF0CSUb1TB2YO9fqEqQTiUSsLoEkw0yRaKrv+1TB0+cklpOTY3UJJBlmikTjaSkkGjNFonHfpwY2RUREREREpDQ2RRKrqKiwugSSDDNFovFcfRKNmSLRuO9TA68pkhh3DCSa6pny3H47bMXF0HNz4XvpJavLISKiY0D1fZ8qeKRIYpmZmVaXQJJRPVMp69YhddUqpKxbZ3Up0rDb7VaXQJJhpkg01fd9qmBTRERERERESmNTJDG/3291CSQZZopE4/LJJBozRaJx36cGNkUSS0tLs7oEkgwzRaLZbNwNkVjMFInGfZ8aOHNIzOVyWV0CSYaZItH4AZZEY6ZINO771MCZQ2JcLYVEY6ZINMMwrC6BJMNMkWjc96mBTZHEeA4sicZMkWi8/oNEY6ZINO771MCmSGK5ublWl0CSYaZINKfTaXUJJBlmikTjvk8NbIqIiIiIiEhpDqsLoKMnGAxaXQJJRvVMlY0eDVsgAN3ttroUaei6bnUJJBlmikRTfd+nCjZFEuN51SSa6pkqveceq0uQDi+KJ9GYKRJN9X2fKnj6nMQyMzOtLoEkw0yRaHa73eoSSDLMFInGfZ8a2BQREREREZHS2BRJLBAIWF0CSYaZItF4WgqJxkyRaNz3qYFNkcRSUlKsLoEko3qmmvXqhZatWqFZr15WlyINm427IRKLmSLRVN/3qYIzh8T4Q0yiMVMkGj/AkmjMFInGfZ8aOHNIjMuSkmjMFBERqYb7PjWwKZKYz+ezugSSDDNFooXDYatLIMkwUyQa931qYFMksZycHKtLIMkwUySa0+m0ugSSDDNFonHfpwY2RRLTNM3qEkgyzBQREamG+z41sCmSWDAYtLoEkgwzRaLxXH0SjZki0bjvUwObIonxvGoSjZki0fgBlkRjpkg07vvUwKZIYllZWVaXQJJhpkg0h8NhdQkkGWaKROO+Tw1sioiIiIiISGn8dYrESkpKrC6BJKN6prwvvgitshKGy2V1KdKIRCJWl0CSYaZINNX3fapgUyQxl8vF82BJKNUzVXn66VaXIB2bzYZoNGp1GSQRZopEU33fpwqePiexlJQUq0sgyTBTJJrNxt0QicVMkWjc96mBM4fEDMOwugSSDDNFRESq4b5PDTx9TmJer9fqEkgyqmfKtXateU0RT6UTg6ekkGjMFImm+r5PFWyKJObxeODz+awugySieqZy7rgD9qIiRJs3x54vv7S6HCk4nU5+iCWhmCkSTfV9nyp4+pzEeF41icZMERGRarjvUwP/lSUWCoWsLoEkw0yRaLquW10CSYaZItG471MDmyKJ8YeYRGOmSDR+gCXRmCkSjfs+NbApkpjb7ba6BJIMM0WiORy8tJXEYqZINO771MCmiIiIiIiIlMamSGIlJSVWl0CSYaZItEgkYnUJJBlmikTjvk8NbIok5nQ6rS6BJMNMkWhc1YlEY6ZINO771MCZQ2KpqalWl0CSYaZINH6AJdGYKRKN+z41cOYgIiIiIiKlcYkWiRUXF1tdAklG9Uzt+fJLq0uQTjgctroEkgwzRaKpvu9TBY8USczj8VhdAkmGmSLReK4+icZMkWjc96khqY4UzZ8/H1988QV+++03uFwudOrUCVdeeSVatmxpdWmNEs+rJtGYKSIiUg33fWpIqqZo06ZNGDJkCI477jhEo1HMmjULkyZNwrPPPsuL3I5AZWWl1SWQZJgpEk3XdatLIMkwUyQa931qSKqm6JFHHon7+2233YYbbrgB27ZtQ5cuXSyqqvGqqKiwugSSjOqZynz2WdgCAehuN0rvucfqcqTAD7AkGjNFoqm+71NFUh8PLC8vBwBkZmbW+Hw4HEZ5ebn5h6GNl52dbXUJJBnVM5Xx9tvIfO01ZLz9ttWlSMPhSKrfzZEEmCkSTfV9nyqSdubQdR0zZszA8ccfjzZt2tS4zfz58zFv3jzz74WFhZgyZQrcbjcMw4DX60VWVhYcDgfC4TDKysrMi+XKysqgaRrS09MBAD6fD5mZmXA4HIhEIigpKUFOTg6Ag82ZYRjIyMgwt83IyIDT6UQ0GkUgEDC3raioQDQaNRs5v9+PtLQ0uFwuRKNR+P1+5ObmAgCCwSAikYi5bSAQQEpKClJSUqDrOnw+H3JycqBpGoLBIMLhMLKysgAcvLuyy+VCSkqK+b16PB7YbDaEQiGEQiE4nU7k5uaipKQETqfTPAWxuLjY3LayshIVFRXmD3xpaSnsdjvS0tLMbbOzs2G3280mNLbtoWNY13jHGtyq4x0bw8ONt9/vR3p6ujneVcewrvGOjWHV8a46hnWNdygUQmVlZdx4x8awtvF2u93mGDocjrjxjo3h4cbb6/XC7Xab411XZquOdyQSQWlpadx415bZQ8e7oqICuq7HjXdtmbXb7XC5XHGZTU1NjRvv2jJbdbxjY1h1vKuOYV3jXVlZiWAwGDfetWX20PEuKyuDzWaLG++srCwsWLAAhmEgEomYF2lHo1HzewYO/hJmVCiEDADBUAhLly6tc1uHwwFN0w77upFIBDabDTabrdq2uq7DMIwat429T9VtdV03PxAerW0P971Go9F6bxt739jPdiJjaLfbGzzeiYxLRkZGo50jRIx3bZk9WuPdkG01TYOmafXKYUPzfbg54mhsq/ockegY5ubmJvw5IvZ56lh/joh9P40xs5mZmTV+jjh0vI/254jY3FkfmmEYRr23PoZee+01fP3113jiiSfQpEmTGrcJh8NxS29qmoa0tDTs27ePS3ICcLlcPA+WhJI1U0uXLq3XdqPuvRcZXi/KcnLwzrRpR7kqNdhstkZ5utOQIUOsLuGI1TfvjVVjzRQdHSJ+Vq3a9zXmn9VkmSOdTieaNm1ar22T8kjRG2+8ga+++goTJ06stSECDn6jXHqzdrGOnUgUZoqIiFTDfZ8akuqaIsMw8MYbb+CLL77A448/jvz8fKtLatQacsiQqD6YKRKNHzZINGaKROO+Tw1J1RS98cYbWL16Ne68806kpaXB5/PB5/NJeboOERERERElh6Q6fW7ZsmUAgAkTJsQ9PnbsWAwcOPDYF9TIFRcXW10CSYaZItF4/SeJxkyRaNz3qSGpmqJ33nnH6hKkkp2dDb/fb3UZJBFmikSLrYxGJAozRaJx36eGpDp9jsTiedUkGjNFommaZnUJJBlmikTjvk8NSXWkiMTiKQQkmuqZKjr+eKSWlCD4v3smUOKS9K4Q1IgxUySa6vs+VbApkljshqlEoqieqU9uusnqEqQTu+kfkSjMFImm+r5PFTx9TmKxO6ITicJMkWixu7ITicJMkWjc96mBTRERERERESmNTZHEysrKrC6BJMNMkWg81YlEY6ZINO771MBjzBLjCjwkmuqZOm/qVKQGAgi63VjywANWl0NERMeA6vs+VfBIkcTS09OtLoEko3qm3Hv2IGf3brj37LG6FGlwqVsSjZki0VTf96mCTRERERERESmNTZHEvF6v1SWQZJgpEo33/yDRmCkSjfs+NbApklgWbzBJgjFTJBqXTybRmCkSjfs+NbApkhh3DCQaM0Wi8QJmEo2ZItG471MDmyKJ8RQCEo2ZItEMw7C6BJIMM0Wicd+nBjZFEuO6+iQaM0WiRSIRq0sgyTBTJBr3fWpgUyQxj8djdQkkGWaKRHM6nVaXQJJhpkg07vvUwKaIiIiIiIiUxivHJFZeXm51CSQZ1TP19bBhcIZCCKekWF2KNKLRqNUlkGSYKRJN9X2fKtgUERHV008DB1pdAhERER0FPH1OYunp6VaXQJJhpkg0u91udQkkGWaKROO+Tw1sioiIiIiISGk8fU5iPp/P6hJIMqpnKs3ng6brMGw2VHA1IiF4/w8SjZki0VTf96mCTZHEMjIyUFJSYnUZJBHVMzXsySeR4fWiLCcH70ybZnU5UnA4HLyvDAnFTJFoqu/7VMHT5yTGezWQaMwUiaZpmtUlkGSYKRKN+z41sCmSGH9TRqIxUySaYRhWl0CSYaZINO771MCmSGI81EuiMVMkGj9skGjMFInGfZ8a2BRJLCcnx+oSSDLMFInG01JINGaKROO+Tw1sioiIiIiISGlsiiRWXl5udQkkGWaKRItGo1aXQJJhpkg07vvUwKZIYrzYlERjpoiISDXc96mBTZHEMjIyrC6BJMNMkWh2u93qEkgyzBSJxn2fGtgUERERERGR0hxWF0BHj9/vt7oEkozqmVpy332w6Tp0G3+fJAqXTybRmCkSTfV9nyq4Z5dYenq61SWQZFTPVKBFC/hatUKgRQurS5EGT3Ui0ZgpEk31fZ8q2BRJjPdqINGYKRJN0zSrSyDJMFMkGvd9amBTJDEuS0qiMVMkGld1ItGYKRKN+z418JoiifEcWBJN9Uy1/+wz2CsrEXW5sO2006wuRwq8/oNEY6ZINNX3fapgUySx3NxcFBcXW10GSUT1TPWeOxcZXi/KcnLYFAnidDoRDoetLoMkwkyRaKrv+1TB0+eIiIiIiEhpbIokVlFRYXUJJBlmikTjufokGjNFonHfpwY2RRLjjoFEY6aIiEg13PepgU2RxDIzM60ugSTDTJFovKcMicZMkWjc96mBTRERERERESmNTZHEuIQkicZMkWhcPplEY6ZINO771MCmSGJpaWlWl0CSYaZINJuNuyESi5ki0bjvUwNnDom5XC6rSyDJMFMkGj/AkmjMFInGfZ8aePNWiem6bnUJJBnVM1Xhdsf9l4iI5Kf6vk8VbIok5vP5rC6BJKN6pt4bP97qEqQTDoetLoEkw0yRaKrv+1TBY8wSy83NtboEkgwzRaI5nU6rSyDJMFMkGvd9amBTRERERERESmNTJLFgMGh1CSQZZopE47n6JBozRaJx36cGXlMkMZ5XTaKpnqnT//EPuMrKUJmRgbXXXGN1OVLgB1gSjZki0VTf96mCR4oklpWVZXUJJBnVM1Xw7bco3LABBd9+a3Up0nA4+Ls5EouZItFU3/epIqlmjk2bNmHRokXYvn07vF4v7rvvPpxyyilWl0VERERERBJLqiNFoVAI7dq1w/XXX291KVIIBAJWl0CSYaZItEgkYnUJJBlmikTjvk8NSXWkqGfPnujZs6fVZUgjJSWFOwcSipki0Ww2G6LRqNVlkESYKRKN+z41JNWRooYKh8MoLy83/1RUVFhdUlJJSUmxugSSDDNFotlsjXo3REmImSLRuO9TQ1IdKWqo+fPnY968eebfCwsLMWXKFLjdbhiGAa/Xi6ysLDgcDoTDYZSVlcHj8QAAysrKoGka0tPTARy8W3FmZiYcDgcikQhKSkqQk5MDACgvL4dhGMjIyDC3zcjIgNPpRDQaRSAQMLetqKhANBpFZmYm5s2bh0gkApvNBpvNBsMwEIlEzBvL6boOwzBgt9sBIG5b4GDTV3VbXdfNC0jrs63T6TTfs76vG/vt2qWXXgoAKC4uRnZ2Nux2u9mEZmdn1ziGdY13eXk5AMSNd2wMDzfefr8f6enp5nj7/X7zRmpVxzu2bVpaGlwuF3Rdh8/nM7cNBoMIh8PmBZOBQAApKSlISUkxt83JyYGmaQiFQqisrDS3LSkpgdPpRGpqqpktj8cDm82GUCiEUCgEt9sNACgtLYXD4UBqamq1MaysrERFRYU5hqWlpbDb7UhLSzPH0O12m+NdV2arjnckEkFpaWnceNeW2UPHu6KiArqux413bAwPHW9N0+ByuczxDgQCSE1NjRvv2BjWNd6xMaw63lXHsK7xrqysRDAYjBvvqmNY13iXlZXBZrPFjXdWVlbcz0rsZyP2sxD7+axp9aG6tnU4HNA07bCva+UccSTbHu57jUaj9d42EolA0zTzZzuRMbTb7Q0e70TG5eOPP05oDDVNi9s29r02dLwPl9mathUx3rVl9miNd0O21TQNmqbVawyPxXgnuq3qc0SiY/if//wn4TnC5XLBMIxjOoaxufHQ77WxZDYzM7PGzxGHfm472p8jYvv7+tAMwzDqvfUxNGrUqMMutBAOh+M+qGiahrS0NOzbty8plk9cunSp1SUcsSFDhlhdAtExU9+f1VH33osMrxdlOTl4Z9q0o1wVERFR45QsnyOdTieaNm1ar20b9TFmp9OJ9PR0809DukEVxDp4IlFiR5eIROE8RaIxUyQaM6WGRt0UEdGxpWma1SUQERERCZdU1xQFg0EUFRWZf9+7dy927NiBzMxM5OXlWVhZ48S7epNooVDI6hIste3UU5FSVobQ/66/osRxniLRmCkSjZlSQ1I1RVu3bsXEiRPNv//zn/8EAAwYMAC33XabVWU1WvwhJtEqKyutLsFSG0aNsroE6XCeItGYKRKNmVJDUjVFXbt2xTvvvGN1GdKIrQJHJEpWVhaKi4utLoMkwnmKRGOmSDRmSg28poiIiIiIiJTGpkhivPsyiVZSUmJ1CSQZzlMkGjNFojFTakiq0+dILJvNZt5Qi0gEp9Op9CkEF48bh3SfD+UeD+Y/9ZTV5UiB8xSJxkyRaMyUGnikSGKxuyYTiZKammp1CZZyhkJwBYNwKr4Kn0icp0g0ZopEY6bUwH9lIqo3wzCsLoGIiIhIODZFElP5NCc6Orxer9UlkGQ4T5FozBSJxkypgU2RxJxOp9UlkGQ8Ho/VJZBkOE+RaMwUicZMqYFNERHVG8+rJiIiIhnxE47EeAdmEi3EBQZIMM5TJBozRaIxU2pgUyQx/hCTaGyKSDTOUyQaM0WiMVNqYFMkMYeDt6Eisdxut9UlkGQ4T5FozBSJxkypgU0REREREREpja2vxHj3ZRKttLTU6hIstfaqq+AIhxHhSkTCcJ4i0ZgpEo2ZUgObIolpmmZ1CSQZh8OByspKq8uwzK4ePawuQTqcp0g0ZopEY6bUwNPnJMblk0m01NRUq0sgyXCeItGYKRKNmVID/5WJiIiIiEhpPH1OYuFw2OoSSDLFxcVWl2CpJjt2wBaJQHc4cKBdO6vLkQLnKRKNmSLRmCk1sCmSmMPhQCQSsboMkkh2djb8fr/VZVhm8IsvIsPrRVlODt6ZNs3qcqTAeYpEY6ZINGZKDTx9TmK8MJBEs9vtVpdAkuE8RaIxUyQaM6UGNkUS4x2YSTSVV56jo4PzFInGTJFozJQa2BRJjD/EJFpFRYXVJZBkOE+RaMwUicZMqYFNkcQcDl4yRmJlZ2dbXQJJhvMUicZMkWjMlBrYFBERERERkdLYFEksGo1aXQJJprS01OoSSDKcp0g0ZopEY6bUwKaIiOqNq88RERGRjNgUSYwfYEm0tLQ0q0sgyXCeItGYKRKNmVIDmyIiIiIiIlIal9OQWDgctroEkozX67W6BEu9O2kSNACG1YVIhPMUicZMkWjMlBp4pEhiXEKSRHO73VaXYKlIWhrCaWmI8DRCYThPkWjMFInGTKmBTZHENE2zugSSDM+rJtE4T5FozBSJxkypgU2RxAyDJ/mQWDyFgETjPEWiMVMkGjOlBh4PlFgkErG6BJJMWVmZ1SVYquvSpXBWVCCcloYfhgyxuhwpcJ4i0ZgpEo2ZUgOPFEnM6XRaXQJJxuPxWF2CpbouW4aeixah67JlVpciDc5TJBozRaIxU2pgU0REREREREpjUySxaDRqdQkkGdVPnyPxOE+RaMwUicZMqYFNERHVG1fgISIiIhmxKZIYl08m0dLT060ugSTDeYpEY6ZINGZKDWyKiIiIiIhIaWyKJMZ7ypBoXq/X6hJIMpynSDRmikRjptTApkhiDgdvQ0ViZWVlWV0CSYbzFInGTJFozJQa2BRJjBfFk2jcMZBonKdINGaKRGOm1MBPOBIzDMPqEkgyqt/V+0DbtijLzUWQR8yE4TxFojFTJBozpQY2RRJT/QMsiVdaWmp1CZZa/qc/WV2CdDhPkWjMFInGTKmBp89JzOl0Wl0CScbj8VhdAkmG8xSJxkyRaMyUGtgUERERERGR0tgUSSwajVpdAkmmvLzc6hJIMpynSDRmikRjptTAa4qIqN5Uv9h08AsvILWkBMGsLF5fREREJBE2RRKz2+3Qdd3qMkgiGRkZCIVCVpdhmSa//IIMrxdlOTlWlyINzlMkGjNFojFTauDpc0REREREpDQ2RRILh8NWl0CS8fl8VpdAkuE8RaIxUyQaM6UGNkUSczh4diSJlZGRYXUJJBnOUyQaM0WiMVNqYFMkMU3TrC6BJMN7NZBonKdINGaKRGOm1JCUre+SJUvw3nvvwefzoW3btrjuuuvQoUMHq8tqdFRfKYzE4129STTOUyQaM0WiMVNqSLojRWvXrsU///lPjBw5ElOmTEHbtm0xefJk+P1+q0trdPgBlkQrKSmxugSSDOcpEo2ZItGYKTUkXVP0/vvvY/DgwTjrrLNQUFCAG2+8ES6XCytWrLC6tEaHpzqRaDlcipoE4zxFojFTJBozpYakOn0uEolg27ZtGDFihPmYzWbDiSeeiJ9++qna9uFwOG5FEE3TkJaWljQXxDVp0sTS93c4HEf82w1OAFQTTdOkzEZ9f1ZtJ50EBAKwud2W/3zLIpF5iqgmzBSJxkw1XLJ8VmhIT5Ac3cP/BAIB6LoOj8cT97jH48Hu3burbT9//nzMmzfP/Hu/fv1w5513Js1vsy+66CKrSyASrmnTplaXIFy9f1b/t10aAP50ExERySPpTp9riIsvvhgzZsww/9x4441cS/5/Kioq8OCDD6KiosLqUkgSzBSJxkyRaMwUicZMqSOpjhS53W7YbLZqN4j0+XzVjh4BBw/NJcvhuWRjGAa2b9/OFVNIGGaKRGOmSDRmikRjptSRVEeKHA4H2rdvj++//958TNd1fP/99+jUqZOFlRERERERkayS6kgRAFx44YV4+eWX0b59e3To0AEffvghQqEQBg4caHVpREREREQkoaRrik4//XQEAgG888478Pl8aNeuHcaNG1fj6XNUO6fTiZEjR/L0QhKGmSLRmCkSjZki0ZgpdWgGT5IkIiIiIiKFJdU1RURERERERMcamyIiIiIiIlIamyIiIiIiIlIamyIiIiIiIlJa0q0+R4mbMmUKduzYgUAggIyMDJx44okYPXo0cnNzzW1++eUXvPHGG9i6dSvcbjfOO+88DB8+3MKqKVnt3bsX//73v/H999/D5/MhNzcX/fv3xyWXXAKH4/9PIcwUNcS7776Lr776Cjt27IDD4cCMGTOqbbN//3689tpr+OGHH5CamooBAwbgiiuugN1uP/YFU6OwZMkSvPfee/D5fGjbti2uu+46dOjQweqyqBHYtGkTFi1ahO3bt8Pr9eK+++7DKaecYj5vGAbeeecdLF++HGVlZTjhhBNwww03oEWLFhZWTSLxSJGEunbtirvvvht/+ctfcO+992LPnj149tlnzefLy8sxadIk5OXl4ZlnnsGVV16JuXPn4uOPP7awakpWu3fvhmEYuOmmm/Dss8/immuuwUcffYSZM2ea2zBT1FCRSASnnXYazj333Bqf13UdTz/9NCKRCCZNmoTbbrsNK1euxJw5c45xpdRYrF27Fv/85z8xcuRITJkyBW3btsXkyZPh9/utLo0agVAohHbt2uH666+v8fmFCxdi8eLFuPHGG/HUU08hJSUFkydPRmVl5TGulI4WNkUSuvDCC9GpUyc0bdoUxx9/PEaMGIGff/4ZkUgEALBmzRpEIhGMHTsWrVu3Rr9+/XD++efj/ffft7hySkY9evTA2LFj0b17dzRr1gy9e/fGsGHD8MUXX5jbMFPUUKNGjcKFF16INm3a1Pj8N998g127duGOO+5Au3bt0LNnT1x66aVYunSpOZcRVfX+++9j8ODBOOuss1BQUIAbb7wRLpcLK1assLo0agR69uyJyy67LO7oUIxhGPjwww9xySWXoE+fPmjbti1uv/12eL1erF+/3oJq6WhgUyS50tJSrF69Gp06dTJPdfrpp5/QuXPnuFOfunfvjt27d6O0tNSqUqkRKS8vR2Zmpvl3ZopE++mnn9CmTZu4G3f36NEDFRUV2Llzp3WFUVKKRCLYtm0bTjzxRPMxm82GE088ET/99JOFlZEM9u7dC5/Ph5NOOsl8LD09HR06dGC+JMJriiT11ltvYenSpQiFQujYsSMeeugh8zmfz4f8/Py47WMfPHw+X9yHXaJDFRUVYfHixbjqqqvMx5gpEs3n88U1RACQnZ1tPkdUVSAQgK7r1TLj8Xiwe/dua4oiacTmnNgcFJOdnc35SCJsihqJt99+GwsXLqxzm+eeew6tWrUCAFx00UUYNGgQ9u/fj7lz5+Kll17CQw89BE3TjkW51Ag0NFMAUFxcjMmTJ6Nv3744++yzj3aJ1MgcSaaIiIiSAZuiRmLYsGEYOHBgnds0a9bM/H+32w23242WLVuiVatWuPXWW/Hzzz+jU6dO8Hg81X6zEfv7ob9lI3k1NFPFxcWYOHEijj/+eNx0001x2zFTBDQ8U3XxeDzYsmVL3GOxC+aZKTqU2+2GzWarcR5iXihRsQz5/X7k5OSYj/v9frRr186aokg4NkWNRKzJORKGYQAAwuEwAKBTp06YNWsWIpGIeQ3It99+i5YtW/I0J4U0JFOxhqiwsBBjx46FzRZ/OSIzRUBi89ShOnXqhHfffRd+v988ZeXbb79FWloaCgoKhLwHycPhcKB9+/b4/vvvzQvldV3H999/j/POO8/i6qixy8/Ph8fjwXfffWc2QeXl5diyZUutK2hS48OFFiTz888/Y8mSJdixYwf27duH77//Hs8//zyaNWuGTp06AQDOOOMMOBwOvPLKK9i5cyfWrl2LxYsX48ILL7S4ekpGxcXFmDBhAvLy8nD11VcjEAjA5/PF/UaWmaKG2r9/P3bs2IH9+/dD13Xs2LEDO3bsQDAYBHBwoY6CggK89NJL2LFjB77++mvMnj0bQ4YMgdPptLh6SkYXXnghli9fjpUrV2LXrl14/fXXEQqFDnv0kggAgsGgOQ8BBxdXiM1RmqZh6NChePfdd7Fhwwb8+uuveOmll5CTk4M+ffpYWzgJoxmxwwgkhV9//RXTp0/HL7/8glAoBI/Hgx49euAPf/hDrTdvzcrKwnnnnYcRI0ZYVzglrZUrV+Kvf/1rjc+988475v8zU9QQL7/8MlatWlXt8fHjx6Nr164AgH379uH111/HDz/8gJSUFAwYMACjR4/mzVupVkuWLMGiRYvg8/nQrl07XHvttejYsaPVZVEj8MMPP2DixInVHh8wYABuu+028+atH3/8McrLy3HCCSfg+uuvR8uWLS2olo4GNkVERERERKQ0nj5HRERERERKY1NERERERERKY1NERERERERKY1NERERERERKY1NERERERERKY1NERERERERKY1NERERERERKY1NERERERERKY1NERETCTZgwARMmTLC6DKH27t2LUaNGYeXKlVaXQkREgjmsLoCIiI6dlStX4q9//Wutz0+aNAmdOnWq12vt2rULa9euxcCBA5Gfny+qxIQtXboUKSkpGDhwoNWl4KuvvsIzzzyDnJwc/O1vf4PNdvB3kRMmTMCmTZsO+/VdunSp13YjR47EqFGjEq6XiEhVbIqIiBQ0atSoGhuZ5s2b1/s1du3ahXnz5qFr167VXuvRRx9NuMYjtWzZMmRlZSVFU7RmzRo0bdoU+/btw/fff4+TTjoJAHDJJZdg0KBB5nZbt27F4sWLcfHFF6NVq1bm46WlpfXarm3btsfguyEikhebIiIiBfXs2RPHHXfcUXt9h4O7l2AwiPXr1+OKK67AypUrsWbNGrMpiv03xuVyYfHixTjppJPQtWvXWl+zvtsREVHDcK9FREQ1+vTTT7Fo0SL8/vvv0DQNeXl5GDx4MIYOHRp3Gt7EiRPNrxk/fjy6du1qXk8U++8PP/yAiRMn4q677sJvv/2Gjz/+GBUVFejevTtuvfVWOJ1OvP3221izZg1CoRD69u2LG2+8EU6n03ztFStW4JNPPsHOnTtRXl6OZs2a4fzzz8e5555rbnPbbbdh3759AGCeTtalSxezjrKyMsydOxeff/45/H4/mjRpgsGDB+Oiiy4yT22LbTdjxgx88cUX0DQNvXv3xoUXXtig8fviiy9QWVmJvn37orKyEu+++y5uuOEGuFyuBr0OEREdfWyKiIgUVF5ejkAgEPeYpmnIysoCAHz77bd4/vnnceKJJ2L06NEAgN9++w0//vgjhg4dis6dO+P888+vdipX1VO6arJgwQK4XC6MGDECRUVFWLJkCex2O2w2G8rKyvDHP/4RP//8M1auXIn8/HyMHDnS/Nply5ahdevW6N27N+x2O7788ku8/vrr0HUd5513HgDgmmuuwfTp05GamoqLL74YAODxeAAAoVAIEyZMQHFxMc4++2zk5eXhv//9L2bNmgWfz4cxY8YAAAzDwNSpU/Hjjz/inHPOQUFBAb744gu8/PLLDRrjNWvWoFu3bvB4POjXrx9mzpyJL7/8En379m3Q6xAR0dHHpoiISEFPPvlktcdiR2uAgwsEpKWl4ZFHHok7ghLTrFkzdO7cucGnckWjUUyYMME8vS4QCGDt2rXo0aMHHn74YQDAkCFDUFRUhBUrVsQ1RRMnTow7ynLeeedh8uTJ+OCDD8ym6JRTTsGcOXOQlZWFM888M+6933//fRQVFWHq1Klo0aIFAOCcc85Bbm4uFi1ahAsvvBB5eXnYsGEDNm/ejCuvvBIXXXQRAODcc8+NOyJ2OH6/H9999x1uuOEGAEBeXh46deqE1atXsykiIkpCbIqIiBR0/fXXm41BTNXmJz09HaFQCN9++y169Ogh7H0HDBgQd71Rx44d8emnn+Kss86K265Dhw5YvHgxotEo7HY7AMQ1ROXl5YhEIujSpQu++eYblJeXIz09vc73/uyzz9C5c2dkZGTEHSU78cQTsWDBAmzevBn9+/fHxo0bYbfb407Ls9lsOO+887B58+Z6fZ+ffvopNE3Dqaeeaj7Wr18//POf/0RpaSkyMzPr9TpERHRssCkiIlJQhw4d6lxoYciQIVi3bh2eeuop5Obm4qSTTsLpp5+ecIOUl5cX9/dYI9OkSZNqjxuGgfLycvOUvh9//BFz587FTz/9hFAoFLd9fZqi33//Hb/88ot59OZQfr8fALBv3z54PB6kpqbGPd+yZcvDfHf/3+rVq9GhQweUlpaitLQUANCuXTtEIhF89tlnOPvss+v9WkREdPSxKSIiomqys7Pxf//3f/j666/x9ddfY+PGjVi5ciXOPPNM3H777Uf8ujWdilfX44ZhAACKiorw5JNPomXLlrj66qvRpEkTOBwObNy4ER988AF0XT/sexuGgZNOOsk8Je5QDWl66vL7779j69atAIA//elP1Z5fvXo1myIioiTDpoiIiGrkcDjQu3dv9O7dG7qu4/XXX8fHH3+MkSNHNuh+RiJ8+eWXCIfDePDBB+OONv3www/1fo1mzZohGAxWWw77UE2bNsX333+PYDAYd7Ro9+7d9Xqf1atXw26344477qjW7P34449YvHgx9u/fX+2oGRERWafmX80REZHSSkpK4v5us9nMG4SGw2EAMBuGsrKyo15PrLmIHTkCDp4yt3Llymrbpqam1lhT37598dNPP+Hrr7+u9lxZWRmi0SiAg/dwikajWLZsmfm8rutYsmRJvWpds2YNOnfujNNPPx2nnXZa3J/YUao1a9bU67WIiOjY4JEiIiIFbdy4Eb/99lu1x48//ng0a9YMr7zyCkpLS9GtWzc0adIE+/btw5IlS9CuXTtz2e127drBZrNh4cKFKC8vh9PpRLdu3ZCdnS283u7du8PhcGDKlCk4++yzEQwGsXz5crjdbni93rhtCwsL8dFHH+Hf//43mjdvjuzsbHTr1g0XXXQRNmzYgClTpmDAgAFo3749QqEQfv31V3z22Wd4+eWX4Xa70atXLxx//PF4++23sXfvXnNJ7vLy8sPW+fPPP6OoqMhcDe9Qubm5KCwsxJo1azBixAgRQ0NERAKwKSIiUtA777xT4+Njx45Fs2bN0L9/fyxfvhzLli1DWVkZPB4P+vbti1GjRplHbTweD2688UYsWLAAr7zyCnRdx/jx449KU9SyZUvcc889mDNnDv71r3/B4/Hg3HPPhdvtxt/+9re4bUeOHIn9+/dj0aJFqKioQJcuXdCtWzekpKRg4sSJePfdd/HZZ5/hk08+QVpaGlq2bIlRo0aZCzXYbDY8+OCDmDFjBlavXm3evPXqq6/GAw88UGedq1evBgD06tWr1m169eqFuXPn4pdffjGPvhERkbU0o+q5CERERERERIrhNUVERERERKQ0NkVERERERKQ0NkVERERERKQ0NkVERERERKQ0NkVERERERKQ0NkVERERERKQ0NkVERERERKQ0NkVERERERKQ0NkVERERERKQ0NkVERERERKQ0NkVERERERKQ0NkVERERERKS0/wf+iEho4RpNtAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 플라시보 분포 시각화를 위한 계산\n", + "real_att = fit_model.att\n", + "control_states = df[df['treated'] == 0]['State'].unique()\n", + "\n", + "placebo_atts = []\n", + "for state in tqdm(control_states):\n", + " df_placebo = df.copy()\n", + " df_placebo['treated_placebo'] = 0\n", + " df_placebo.loc[(df_placebo['State'] == state) & (df_placebo['Year'] > 1988), 'treated_placebo'] = 1\n", + " \n", + " try:\n", + " # 플라시보 모델 적합 및 ATT 저장\n", + " fit_placebo = Synthdid(df_placebo, \"State\", \"Year\", \"treated_placebo\", \"PacksPerCapita\").fit()\n", + " placebo_atts.append(fit_placebo.att)\n", + " except Exception as e:\n", + " continue\n", + "\n", + "# 플라시보 분포 시각화\n", + "plt.figure(figsize=(10, 6))\n", + "plt.hist(placebo_atts, bins=15, color='gray', alpha=0.7, label='Placebo Effects')\n", + "\n", + "# 실제 캘리포니아의 효과를 붉은색 수직선으로 표시\n", + "plt.axvline(x=real_att, color='red', linestyle='--', linewidth=2, label='California ATT')\n", + "\n", + "plt.title(\"Placebo Distribution of Effects\")\n", + "plt.xlabel(\"Estimated ATT\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.legend()\n", + "plt.grid(True, which='both', linestyle='--', linewidth=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -173,7 +650,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "myenv", "language": "python", "name": "python3" }, @@ -187,7 +664,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.7" + "version": "3.10.13" } }, "nbformat": 4, From 43e0183cd65d47facd99ae12dce6dbd447ff60fa Mon Sep 17 00:00:00 2001 From: SoyoungJun-SL Date: Sat, 27 Sep 2025 07:31:52 -0400 Subject: [PATCH 2/5] =?UTF-8?q?=EB=A6=AC=EB=B7=B0=20=ED=94=BC=EB=93=9C?= =?UTF-8?q?=EB=B0=B1=20=EB=B0=98=EC=98=81?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- book/ate/sdid.ipynb | 174 +++++++++++++++++++++++++++++--------------- 1 file changed, 117 insertions(+), 57 deletions(-) diff --git a/book/ate/sdid.ipynb b/book/ate/sdid.ipynb index 9c89647..67d82cd 100644 --- a/book/ate/sdid.ipynb +++ b/book/ate/sdid.ipynb @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -92,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -101,7 +101,16 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('../data/matheus_data/smoking.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -125,46 +134,82 @@ " \n", " \n", " \n", - " State\n", - " Year\n", - " PacksPerCapita\n", + " state\n", + " year\n", + " cigsale\n", + " lnincome\n", + " beer\n", + " age15to24\n", + " retprice\n", + " california\n", + " after_treatment\n", " treated\n", " \n", " \n", " \n", " \n", " 0\n", - " Alabama\n", + " 1\n", " 1970\n", " 89.800003\n", + " NaN\n", + " NaN\n", + " 0.178862\n", + " 39.599998\n", + " False\n", + " False\n", " 0\n", " \n", " \n", " 1\n", - " Arkansas\n", - " 1970\n", - " 100.300003\n", + " 1\n", + " 1971\n", + " 95.400002\n", + " NaN\n", + " NaN\n", + " 0.179928\n", + " 42.700001\n", + " False\n", + " False\n", " 0\n", " \n", " \n", " 2\n", - " Colorado\n", - " 1970\n", - " 124.800003\n", + " 1\n", + " 1972\n", + " 101.099998\n", + " 9.498476\n", + " NaN\n", + " 0.180994\n", + " 42.299999\n", + " False\n", + " False\n", " 0\n", " \n", " \n", " 3\n", - " Connecticut\n", - " 1970\n", - " 120.000000\n", + " 1\n", + " 1973\n", + " 102.900002\n", + " 9.550107\n", + " NaN\n", + " 0.182060\n", + " 42.099998\n", + " False\n", + " False\n", " 0\n", " \n", " \n", " 4\n", - " Delaware\n", - " 1970\n", - " 155.000000\n", + " 1\n", + " 1974\n", + " 108.199997\n", + " 9.537163\n", + " NaN\n", + " 0.183126\n", + " 43.099998\n", + " False\n", + " False\n", " 0\n", " \n", " \n", @@ -172,32 +217,40 @@ "" ], "text/plain": [ - " State Year PacksPerCapita treated\n", - "0 Alabama 1970 89.800003 0\n", - "1 Arkansas 1970 100.300003 0\n", - "2 Colorado 1970 124.800003 0\n", - "3 Connecticut 1970 120.000000 0\n", - "4 Delaware 1970 155.000000 0" + " state year cigsale lnincome beer age15to24 retprice california \\\n", + "0 1 1970 89.800003 NaN NaN 0.178862 39.599998 False \n", + "1 1 1971 95.400002 NaN NaN 0.179928 42.700001 False \n", + "2 1 1972 101.099998 9.498476 NaN 0.180994 42.299999 False \n", + "3 1 1973 102.900002 9.550107 NaN 0.182060 42.099998 False \n", + "4 1 1974 108.199997 9.537163 NaN 0.183126 43.099998 False \n", + "\n", + " after_treatment treated \n", + "0 False 0 \n", + "1 False 0 \n", + "2 False 0 \n", + "3 False 0 \n", + "4 False 0 " ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df = california_prop99()\n", + "df['treated'] = df['california'].astype(int)\n", + "df = df.sort_values(['state', 'year'])\n", "df.head()" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -207,15 +260,15 @@ } ], "source": [ - "# 처리 그룹(California)과 대조 그룹의 시계열 데이터 시각화\n", "plt.figure(figsize=(12, 6))\n", - "california_df = df[df['State'] == 'California']\n", - "other_states_df = df[df['treated'] == 0]\n", - "plt.plot(other_states_df.groupby('Year')['PacksPerCapita'].mean(), label='Control States Average', linestyle='--')\n", - "plt.plot(california_df['Year'], california_df['PacksPerCapita'], label='California (Treated)', color='blue')\n", + "\n", + "california_df = df[df['california'] == True]\n", + "other_states_df = df[df['california'] == False]\n", + "plt.plot(other_states_df.groupby('year')['cigsale'].mean(), label='Control States Average', linestyle='--')\n", + "plt.plot(california_df['year'], california_df['cigsale'], label='California (Treated)', color='blue')\n", "plt.axvline(x=1988, color='r', linestyle=':', label='Proposition 99 (1988)')\n", "plt.title('Cigarette Consumption: California vs. Other States')\n", - "plt.ylabel('Packs Per Capita')\n", + "plt.ylabel('Cigarette Sales')\n", "plt.legend()\n", "plt.show()" ] @@ -233,26 +286,21 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - " SDID 기본 추정 결과\n" + "ename": "ZeroDivisionError", + "evalue": "division by zero", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mZeroDivisionError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[20], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m fit_model \u001b[38;5;241m=\u001b[39m \u001b[43mSynthdid\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstate\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43myear\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtreated\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcigsale\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSDID 기본 추정 결과\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 4\u001b[0m fit_model\u001b[38;5;241m.\u001b[39mvcov()\u001b[38;5;241m.\u001b[39msummary()\n", + "File \u001b[0;32m~/opt/anaconda3/envs/myenv/lib/python3.10/site-packages/synthdid/sdid.py:164\u001b[0m, in \u001b[0;36mSDID.fit\u001b[0;34m(self, cov_method, noise_level, eta_omega, eta_lambda, zeta_omega, zeta_lambda, omega_intercept, lambda_intercept, min_decrease, max_iter, sparsify, max_iter_pre_sparsify, lambda_estimate, omega_estimate, synth, did)\u001b[0m\n\u001b[1;32m 161\u001b[0m Yc \u001b[38;5;241m=\u001b[39m collapse_form(Y, N0, T0)\n\u001b[1;32m 163\u001b[0m prediff \u001b[38;5;241m=\u001b[39m Y\u001b[38;5;241m.\u001b[39miloc[:N0, :T0]\u001b[38;5;241m.\u001b[39mapply(\u001b[38;5;28;01mlambda\u001b[39;00m x: x\u001b[38;5;241m.\u001b[39mdiff(), axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\u001b[38;5;241m.\u001b[39miloc[:, \u001b[38;5;241m1\u001b[39m:]\n\u001b[0;32m--> 164\u001b[0m noise_level \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msqrt(\u001b[43mvarianza\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43marray\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprediff\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mflatten\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m 166\u001b[0m eta_omega \u001b[38;5;241m=\u001b[39m ((N \u001b[38;5;241m-\u001b[39m N0) \u001b[38;5;241m*\u001b[39m (T \u001b[38;5;241m-\u001b[39m T0))\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m(\u001b[38;5;241m1\u001b[39m \u001b[38;5;241m/\u001b[39m \u001b[38;5;241m4\u001b[39m)\n\u001b[1;32m 167\u001b[0m eta_lambda \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1e-6\u001b[39m\n", + "File \u001b[0;32m~/opt/anaconda3/envs/myenv/lib/python3.10/site-packages/synthdid/utils.py:109\u001b[0m, in \u001b[0;36mvarianza\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 107\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mvarianza\u001b[39m(x):\n\u001b[1;32m 108\u001b[0m \tn \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(x)\n\u001b[0;32m--> 109\u001b[0m \tmedia \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43msum\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mn\u001b[49m\n\u001b[1;32m 110\u001b[0m \t\u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msum\u001b[39m((xi \u001b[38;5;241m-\u001b[39m media) \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m xi \u001b[38;5;129;01min\u001b[39;00m x) \u001b[38;5;241m/\u001b[39m (n \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m)\n", + "\u001b[0;31mZeroDivisionError\u001b[0m: division by zero" ] - }, - { - "data": { - "image/png": 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UsXkyJyNHjiQwMJCPP/6Yl156Cb1ez7fffktubi4PP/xwtTs2+vbty2+//cb06dNZsmQJH330EQBdunRh2rRp3HLLLW7t81T69OlT7Q/VunXrGDt2LFu3buXZZ5+tNpDeP//5T6ZPn868efNcfWXeeustTCaTqwXjeCfqV2AwGNzKv7vbrO13evToUQA+++yzk26vuLj4tOKoUnVcnsmtx1XHeFpaWp3WO5Nz50zPjeNFRETUWqSeSYzi1KRAaUb0ej033ngj27dv54UXXmD58uV1LlBWrFgBQL9+/TwWV3JyMocPH8ZgMHDuueee9nbatm1Lu3btOHjwIL/++qurMDsVm83GM888Q2RkJJs2barxYVL1bbQ+VN0CnpmZWWsTeVXz9/G3ioPnW7GO5emc+Pr6cuONN/LOO+/w008/cfnll5/08s6AAQP49ttvqaioYOPGjfzwww+88cYbjBo1ivDw8FovqZypvn37MnfuXC6++OIaHU5jYmIYMWIEX375JYmJieTm5rJjxw5uuukmjxfrnlB1vHz99de1jnfkKVV/6NPS0k77VvULLrgAcHYqLigoqPVYr82x505tTnbueNqJzsUzOb/Fqcklnmaoql9BXS/xZGVlMW/ePIAa13zPxHPPPQfA1VdfXWufh7r45z//CcALL7yAw+E46bJV3/5zcnLIz89n4MCBNf4QFxcXu5pp60Pv3r0Bah29Mz8/ny1btuDj40PXrl3rLYba1EdOjr3Mk52dzffff0/Pnj05++yzT7iO2Wxm4MCBPPfcc7z++uuA849ufTnZuXH//fcDzrsyqu4Wu+eeezyy36q7iU63ZeV4VaMU//bbb/UaQ9V+6jou0rHi4uK4+OKLKS8vZ+bMmadcvuq8Pdm5A39/mTrTQd3O5HfTWM/v5kIKlCZo0aJF/PTTT7X+gc7MzOTtt98GYNCgQW5vc+vWrVxyySXk5OQwfPhwj3wrKyws5MEHH+Sjjz4iODiYl19+udp8q9VKYmJinfofPPLII/Tq1YvffvuN2267rdam0+LiYp599llmzZoFOJtnLRYLGzdurNbkbbVaeeihh+ql70mVMWPGYDQaeeONN0hOTq42b+rUqRQWFjJmzJhqt1Y2hPrIyfnnn0/nzp35+uuv+e9//4vVaq3RiRScnR/LyspqTD9y5AhAtRFvS0tLSUxM5ODBg27FsG7dOj744INat2+1WpkxYwZQ+7lx0UUXER8fz4cffsjixYvp0qULQ4cOdWu/p1J1+7O77+NUrrnmGjp27Mi///1vli1bVusyf/zxB6WlpWcUw3333YfBYOD5559n165dNeYfPnzYre28/vrrBAYG8tJLLzF79mxsNluNZQ4ePMjNN9/sar07//zz6dKlC6tXr2bJkiXVll2yZAm//fYb8fHxrhaa03Umv5vGen43F3KJpwn6888/ee2114iMjOSCCy5w3Y+fkpLCd999R1lZGddccw033HBDjXVTU1NdI8larVZycnLYuHEjGzduBJwn3H//+986x/Svf/2L4OBglFKuoe5//fVXSkpKiI+P5+OPP64xxkRaWhpdu3at0zgoFouFH374gRtuuIEFCxbwzTffVBvqPjk5mV9++YXCwkLmzp0LgE6n48EHH+Tll1+mR48eXHPNNVRWVrJixQpyc3Nd42DUh9jYWP71r38xfvx4zjnnHG688UbCw8NZtWoVf/zxBwkJCa4/mg2pvnJy2223MXXqVJ5//nkMBkOtLXGvvPIKy5cv58ILLyQuLg5/f3927tzJ999/T0hIiKuVDJwFx9ChQxk8eLBbz5BJT0/njjvuYMKECVxwwQV069YNHx8fMjIy+OGHH8jMzKRTp048/fTTNdbVNI17772XiRMnAlSL40wNHToUnU7H448/zo4dO1yjHz/11FOntT2j0cgXX3zBZZddxpVXXsnAgQM5++yzsVgsHDp0iPXr17N//34yMjJcBd/pxNCtWzfefPNN7r33Xnr37s0111xD586dOXr0KOvXrycwMNCt46Rr1678+OOP3HDDDUyePJnXXnuNiy66yDXU/datW/n999/RNI3HHnsMcP4+PvzwQy655BJuuukmrrnmGhISEtizZw9fffUVAQEBzJ8//4zu+gJnYfrZZ59x3XXXMXz4cHx9fWnfvj233nrrKddtrOd3s+HFW5zFaTp48KCaO3euuvbaa1V8fLwKCAhQRqNRRUZGqiuuuEJ99NFHNcaSOHbshqp/Pj4+KjIyUl144YVq8uTJavPmzSfc56nGQan6VzVmQvfu3dWYMWPUZ599VuvIpkrVfRyUY9ntdrV48WI1cuRIFRMTo8xms/L19VVdunRRd911V43RPK1Wq5o9e7bq2rWr8vHxUa1bt1ZjxoxRqamptY7/4KlxUKr8+OOP6pJLLlHBwcHKZDKpjh07qilTpqi8vLway55qWyeb//7779c6Pge1jINS15y448CBA0qn0ylAXXXVVbUu8+OPP6rbb79dde3aVQUGBiqLxaLi4+PVAw88UGM8H3fH76lSWFioFi5cqG6//XbVo0cP1apVK6XX61VISIgaMGCAeumll1RRUdEJ18/NzVU6nU75+PionJycWpc5diTZ2lSNPHq8jz76SPXq1Uv5+PjUaRTXk+3vyJEj6rHHHlNnnXWW8vX1VX5+fqpTp07q+uuvVx999JGyWq0eiWHNmjXquuuuU+Hh4a7RXC+77DL12Wef1ZqDEykqKlJz5sxRQ4YMUeHh4cpgMKjAwEB1zjnnqP/7v/9T+/fvr7FOYmKiGjNmjIqMjFQGg0FFRkaq0aNHq8TExBrLnmyslxOd0zabTT3++OMqLi5OGQyGE44kezKePL/F3zSlGvixnkII0UitXLmSoUOHMmbMGNfdRUII75A+KEII8ZdXXnkFwONPwRZC1J30QRFCtGjbt2/n22+/ZePGjXz//fdcddVVHr3NXghxeqRAEUK0aBs3buSJJ54gMDCQf/zjH7z55pveDkkIAUgfFCGEEEI0OtIHRQghhBCNjhQoQgghhGh0pEARQgghRKNT506yu3btYunSpaSkpJCXl8fkyZNrPBb+8OHDLFiwgF27duFwOGjTpg2TJk0iLCwMcD6Gff78+axZswar1UqvXr0YN27cCZ8OKoQQQoiWpc4FSkVFBbGxsQwbNsz1rJNjZWZm8vTTTzNs2DBuvPFGfH19OXz4MEaj0bXMhx9+yKZNm5g4cSIWi4V3332X2bNn8/zzz9cplry8vFqf6XCmwsPDyc7O9vh2myPJlfskV+5rSbkqLy/nueee4+mnn8bHx6fO67ekXHmC5Mt99ZErg8HgeszCKZet68Z79+7teoJjbT755BN69+7NmDFjXNMiIyNdP5eWlrJ8+XIeeughunfvDjifIvrII4+QlJRU43ktJ2Oz2bBarXV9CydV9Vhtm81W56cBtzSSK/dJrtzX0nJVWlrKO++8w+TJk11P1nVXS8vVmZJ8ua8x5Mqj46A4HA42bdrEiBEjmD59OikpKURERHDttde6LgPt378fu91Ojx49XOvFxMQQFhZ2wgLFarVWK0Q0TcPX19f1sydVbc/T222OJFfuk1y5r6Xl6tj3W9f33NJydaYkX+5rDLnyaIFSWFhIeXk5X3/9NTfddBOjR49my5YtzJ49m2nTptGtWzfy8/MxGAz4+flVWzcoKIj8/Pxat/vll19We9x2XFwcM2bMIDw83JPhV3Nsq484OcmV+yRX7mspuar6LIyMjCQwMPC0ttFScuUpki/3eTNXHm9BAejTpw9XXXUV4Hwc9Z49e/jf//5Ht27dTmu7I0eOdG0P/q7osrOzPd4HRdM0IiMjyczMlCbAU5BcuU9y5b6WlqvKykpmzpxJXl4eJSUldVq3peXqTEm+3FdfuTIYDG43Lni0QAkMDESv19OmTZtq02NiYtizZw8AwcHB2Gw2SkpKqrWiFBQUnPAuHqPRWK2T7bHq6yBTSskB7CbJlfskV+5rKbkyGo2MGjUKOP3Ps5aSK0+RfLnPm7ny6DgoBoOBjh07kp6eXm16RkaG6xbjDh06oNfr2b59u2t+eno6OTk5deogK4QQzUFJSQlDhw6tc+uJEM1dnVtQysvLyczMdL3OysoiNTUVf39/wsLCGDFiBK+++ipdu3ale/fubNmyhY0bN/LMM88AYLFYGDZsGPPnz8ff3x+LxcJ7771HfHy8FChCiBbH4XCQlJTkukQuhHCqc4Gyb98+nn32Wdfr+fPnAzB48GDGjx9P3759ufvuu/nqq694//33iY6OZtKkSSQkJLjWGTt2LJqmMXv2bGw2m2ugNiGEEEIIOI0C5ayzzmLx4sUnXWbYsGEMGzbshPNNJhPjxo2TokQIIYQQtZJn8QghhBf5+vqyYMEC19hOQggnj97FI4QQom4MBgNDhgzxdhhCNDrSgiKEEF5UVFREly5dKCoq8nYooplas2YNMTExFBQUeDuUOpECRQghvKy4uNjbIYg6yMrK4qmnnmLAgAHExcXRp08fxo4dy2+//eaxfdxwww08/fTTHtteUySXeIRXqMoK0HRoJxiATwghGqNDhw5x7bXXEhgYyFNPPUVCQgI2m42VK1fy5JNP8uuvvzZYLEop7HY7BkPz/FMuLSiiwSmHA8cLE3E8MgbHB6+h9mxHyRgQQogm4IknngDgu+++48orr6Rjx4506dKFe+65h2+++QaAtLQ07rjjDjp37uyal52d7drG7NmzueSSS1iyZAn9+vUjISGB++67z9WS9vDDD/PHH3/w7rvvEhMTQ0xMDIcOHXJdqlm+fDmXX345cXFxrFu3joqKCqZOnUrPnj3p0KED1157LVu2bGnw3HiaFCiiwWk6HbprRkNFGer3X3DMehLH43fj+PJjVOZhb4cnRIOyWCwsX74ci8Xi7VC8TlWUn/iftdL9ZSsrTriso7zM9XNd5eXlsWLFCm6//fZaf19BQUE4HA7uuOMO8vPz+fzzz1m0aBEHDx7kvvvuq7bsgQMH+PHHH/nwww/58MMPWbt2LXPnzgXgueee49xzz2X06NFs3ryZzZs3Ex0d7Vr3xRdf5IknnmDlypV07dqV6dOns2zZMv71r3/xww8/EBsby+jRo8nLy6vze2xMmme7kGh01P49UFSA1quvc8I5A9BNeQn150rU+tWQm41athi1bDHEd0c36QU0ndTPovnT6XRER0ejk+Mdx4QbTzyzRx/0D/7dJ8Mx8VY4rhBxie+OfsqLfy/7f+OguBCAtGMW07+9tE7xpaamopSiU6dOJ1xm9erVJCYm8scffxATEwPAa6+9xtChQ9myZQtnn322MyaHg1dffRV/f38Arr/+elavXg04n2tnMpnw8fEhIiKixj6mTJnCoEGDACgtLWX+/Pm8+uqrrvHHZs6cSf/+/fnkk09qFEZNiZwRol4phx3Ht5/imPEYjndfRR3NApxPytTiz0J363h0sz9Ed8+j0PM80OnQAoOrFSdq91aUzeqttyBEvSouLiYhIUE6yjYB7jw0b+/evURHR7uKE4D4+HiCgoLYu3eva1rbtm1dxQlAREQER48edSuOnj17un5OTU3FarVy3nnnuaYZjUbOPvvsavtriqQFRdQblXMEx7uvQvIuALTu54BvzWZRzWiCPheg73MBqjAPyv9uelXpB3HMmQr+AWjnXYg2YBjEdkbTtAZ7H0KIhqGbe5JRyo9rYdLN+ejEyx73+aB7+Z2/JmtERkaSmZl5Wk/ojYuLQ9M0kpOT67zu8Y7v2KppmtvPY2oplwOlQBH1wvHnKtSC/0BZKfj4oo26F63/kFMWFlpgCAQeM+FoFgSFQEEeasUy1IplEBmDdt4gtB7nQvuOaDp9/b4ZIUSD0Mw+9bqspmnofHydr0+jQAkJCWHIkCF88MEH3HXXXTUKhYKCAjp37kx6ejppaWmuVpSkpCQKCgrq9EBco9HoVsESGxuLyWRi/fr1tGnTBgCr1cqWLVu4++676/DuGh+5xCM8Sjkczks578x2FicdE9A9/Rq6AUNPq9VD69EH3Yz30D30DFrfwWAyQWYa6ptFOF6cDInbq+1bCCHq0/Tp03E4HFx55ZV899137N+/n7179/Luu+8yYsQILrzwQhISEnjggQfYvn07mzdv5qGHHmLAgAH06tXL7f20bduWzZs3c+jQIXJzc09YrFgsFm699VZeeOEFVqxYQVJSElOmTKG8vJybb77ZU2/bK6QFRXiUptOh/AOcfUmuuhlt+D/Q9GfWwqHp9dD9HLTu56DKSlGb/kBtWw/7E6FzN9dy6vMPcCRuQzvrHLSzzoGOCWjNdHwA0Xz4+/uTmJhYrT+CaLzat2/PDz/8wOuvv85zzz1HVlYWoaGh9OzZk5deeglN03j//fd56qmnuO6669DpdAwZMoQXXnihTvu55557ePjhhxkyZAjl5eWsXbv2hMs+8cQTKKV48MEHKSkpoWfPnixYsIDg4OAzfLfepanTuRDXSGRnZ2O1erbzpKZpREVFkZGRcVrXKFuSqlylHzqEKi1BC3Bem1HWSjh8AC2uc73uXzkc1TrT2qdNgPSDfy/g4wsJvdC6n4N2Vm+0sNb1Gs/JyHHlvpaWK7vdTnJyMp06dUJfx2K+peXqTEm+3FdfuTIajYSHh7u1rHy9FGfElnEY+yv/Bzo9uinT0XR6Z6fXei5OgBq3IesmvYDatQV2bkLt3AxFBbBlLWrLWlRwKLpX3pfOtaLRKS0tZdiwYSQmJhIQEODtcIRoNKRAEdUou905toC1AiorweKHZnE2PauiQti3C1VZCZUVaAV5ZP74hbOvia8fZByGmPZei10LDEbrPwT6D3H2Rzm0H7VjE2rnJrSotq7iRCmF+ulrtIHD0PwDT75RIYQQXiEFSguilHLeFeNrQfNzflNTG1bjWPQWWJ1FB3Z7tXW0UfegDb3S+SL9AI5//z34kavRL/4sdHdORGvlXrNdQ9B0OmjfCa19J7jyxmpNlOrPlajP3kP98DnazXc7b1+WlhUhhGhUpEBpBNSe7TgW/BdKiiAkDFqFo4WGo3XqhnbuwL+XU8rtP6SqpAgOH0ClpULaAVTaAUg7AOVlaLfejzbocueCIWFQmF/7Rkym6rfi+QVAhy5gNIHJjGYyE9RnAEXnXgBa474h7Ni8aeFRqKi2kHEI9fYs1NqV6Ebf16gKLNGySAdZIWqSAsWLlMOB+uFz1FcLQP11C1lhPhxIdrZOlBS7ChRlteJ46BYIDoXQcLTQMAgNh9AwtJAwiGyDFh7pXDZpJ46Zj9e+U70Bigr/ft2+I7ppr4HRDCazsygxOv8dXwxpbWLRPz7z79eaRkBUFMVNrMOZ1jEB3dP/Qn3/uXNo/e0bcEybgDbyVrShV8i4KqJBBQQEsGfPHm+HIUSjIwWKl6m9O0E50AYMQ7voKsjLQeXmQG42tD+mo2lejvMyTHYmZGdybDmgAO3SkWj/uMM5Iaqt8/9WEdAmFi2mPcS0R4uJhdbR1W691QxGaBNX32+z0dEMRrSrb0b1OR/H/H9D8i7UJ29B6l60ux7xdniiBbHZbKxevZoLLrigxuiiQrRkcjZ4kabTobtzImrnRnT9hzontu9ErRdxwiLQvfyu86F6udnwVxHj+vnY7QYEonv9E7RahpUX1WlRbdFNeRH164+oL+ajXXipt0MSLUxZWRmjR4+Wu3iEOI4UKA1IKYVa/h1kHEQ35n7AWUxoVcXJSWg6PbQKd/ZPcWNfUpy4T9Pp0IZcgeo3uFreHGt+QQtrjRbf3XvBCSFECyUFSgNRZaWoD99Abfzd+frc89G6uj/ssah/xxYnKjsTteA/qMpKtEGXoV0/1nW7tRBCiPrXuG+9aCbUoRQcL0x0Fid6PdrNd0NCz1OvKLzHzx+t3xAA1K8/4nh6AmrTGu/GJJolnU5HfHw8Op18HAtxLGlBqWeO1T+hFs5zdnANDUP3z0fROiZ4OyxxCprFH+22Cah+Q3B89G84kobjPy9DQk+0nuehDbnCOWKuEGfIz8+PFStWeDsMcQpVTyY+kYkTJzJp0iSP7/fhhx+msLCQ9957z+PbPh2ffvopzzzzDLt37673fUmBUo8ci99F/fS180X3c9Hd9YiMXNrEaF26o5v2GurbxagfP4fEbaiD+9Euutq1jNq1BYJCIbqtDPgm6qyyspIlS5Zwww03YDJJ0dtYbd682fXz0qVLmTVrFr/++qtrmp+fn+tnpRR2u13uyjpD0qZYj7RuvZ2XdK4dg+6BqVKcNFGa0YRu5Bh0z/4b7Ybb0S65xvUcIKUUjg/fwPHMBByTx+J4ayaOVT+gjqQ3qbFhhPdUVFQwZcoUKioqvB2KOImIiAjXv4CAADRNc71OTk4mPj6e5cuXc/nllxMXF8e6detwOBy88cYb9O/fn44dO3LxxRfz7bffurZpt9uZNGmSa/6FF17IO++845o/e/ZsPvvsM3788UdiYmKIiYlhzZo1HDp0iJiYGJYuXcrIkSPp2LEjw4cPZ9++fWzZsoUrrriCzp07M2bMGI4ePVrtfSxcuJDBgwfToUMHBg0axAcffOCaV7XdZcuWccMNN2CxWLj44ovZsGEDAGvWrGHixIkUFha64pk9e3a95VzKOw9T+blowaEAaN3PQTd9HlqrCC9HJTxBax2Ndtl11SdWlEPraOeDCQvzUet/g/W/OcepCW6Fdv5F6K4d441whWgylFJU2Ou/oNc0jbJKO+U2h+sLhFmveazl88UXX+Tpp5+mXbt2BAUF8cYbb/DFF1/w8ssvExcXx9q1a3nwwQdp1aoVAwYMwOFwEBUVxbx58wgJCWHDhg08+uijREREMGLECO6991727t1LcXExc+bMASA4OJgjR44AzgLm2WefJSYmhokTJzJhwgT8/Px47rnn8PX15Z577mHmzJm8/PLLAHzxxRfMmjWLF154ge7du7Njxw6mTJmCxWLhxhtvdL2PGTNm8PTTT9OvXz8mTZrE+PHj+f333+nTpw/PPvtstdajY1uOPE0KFA9RZaWoL+ej1q5CN/VV16iuUpw0b5qPL/qJz6OsVkjZg0rcjtqzDfbvgfyjUF7mWtaedxTb9El/jf4bDq3C0ELD/xoROBwCguQSkWiRKuyKmz5NaqC9VR+199Ob4vExeOa8mzJlCoMGDQKcLWNvvPEGn3zyCX369AGgffv2rF+/no8//pgBAwZgNBqZPHmya/127dqxceNGvvnmG0aMGIGfnx8+Pj5UVlYSEVHzb8m9997LkCFDABg3bhz3338/n376Keeddx4At9xyC4sXL3YtP3v2bJ5++mmGDx/u2l9SUhIff/xxtQLl3nvv5eKLLyYqKorJkyczZMgQUlNT6dSpU7XWo/omBcoZUjarc5Cvbz6BYucQ8mrnJrQhw70bmGhQmtEI8d3/GjPlFlRFBexPhMAQ1zK2rAxISYKUJNdIwMd+Zzx2NGBVUoT6eelfjzUIh5h2aMGtGuz9iIaj1+sZPHgwer08YqGp69nz77szU1NTKSsr45Zbbqm2jNVqpXv3v8dW+uCDD/jkk09IS0ujvLwcq9XKWWed5db+unbt6vo5LCysxrTw8HDXJZ7S0lJSU1OZNGkSU6ZMcS1jt9trDBB47DaqCpGcnBw6derkVlyeIgXKaVJKwcbfcXz5EWRlOCdGxqC76W607ud4NzjhdZrZDMeNc2OIbotu/BOoo9nORxkczUbl/fVYg4I8CDmmAMnKQH37KfBXEaPpnE9dvuJ6tDaxDfY+RP2zWCwsXLjQ22F4lVmv8elN8fW+H03TiGwdSeaRzGqXeDzFYvl7LKWSkhIA5s+fT2RkZLXlqjpDf/311zz//PNMnTqVPn364Ofnx3/+859qHXJP5thOuFWtr8d3zHU4HNXimTlzJr179662zPHFcW3brdpOQ5IC5TQopXDMmQqJ25wTAoPRRoxCu+ASNPkWJE5AHxCErveAWjvPKpsVjv0A8LGgDb7c+VymnCPOJy+vW4Vatwp69UV3/Vi0qmcuiSatoqKCuXPnMmHCBMxms7fD8QpN0zx2meVU+/E16fEx6Oq9E3t8fDxms5m0tDQGDBhQ6zLr16/n3HPP5fbbb3dNO3DgQLVlTCYTdrv9jOMJDw8nMjKSAwcOcN111516hRPwVDzukALlNGiahtapKyolCe3Sa51N8z6+3g5LNGGawVj9dVQbtL8ehwCgDuxDfb/EOVjc1nUw8raGDlHUk8rKSubMmcM///nPFlugNEf+/v7cc889PPPMMzgcDvr27UtRURHr16/H39+fG2+8kbi4OJYsWcLKlStp27Ytn3/+OVu3bqVt27+/fLRp04aVK1eSnJxMaGjoGT2vadKkSUydOpXAwECGDBlCZWUl27ZtIz8/n3vuucetbbRp04aSkhJ+++03zjrrLHx9ffH1rZ+/f1KguEHl56K+WYTWdzBaF+e1Q+2ykWhDhqMFhZx8ZSE8QGvfEe3ex1CZh1G7tqDFtHPNc3y3GC2yDfTu77r9WQjhfY8++iitWrVi7ty5HDx4kMDAQHr06MEDDzwAwJgxY9ixYwf33XcfmqZxzTXXMHbsWJYvX+7axujRo/njjz8YPnw4JSUlfPbZZ9UKmLoYNWoUvr6+/Oc//+GFF17AYrGQkJDAuHHj3N7Geeedx6233sp9991HXl5evQ1QB6CpJjxYQ3Z2Nlar1aPb1DSNqKgoMjIycJSVoH78CvW/L6GyAuLi0T0+U+60+MuxuWrCh1GDqK9cqaNZOJ68B+x2iGyDdvn1aP0GozXhAaJa2nFVVFREQkLCaT3NuKXl6kxJvtxXX7kyGo2Eh4e7tWzT/RSrR8pmw7HiOxxLFznHtwDomIDuhtulOBGNi48v2uXXo1Z8B5mHUR+8hlq6AO3S65x9ouSSQaNnMBi45ZZbZNRRIY4jZ8RxHDs2kbn4XRzpB50TIqLRXX8b9B4gxYlodDS/ALRrx6Auuw616nvnoxVyc1CfvIX67lN09z2O1rmbt8MUJ+Hr68usWbO8HYYQjY5csD5ecSG29IPOQbNG3Yvu2blo5wyU4kQ0apqvBd3l16N7+R200fdCqwiorITodqdeWXhVWVkZkydPpqys7NQLC9GC1LkFZdeuXSxdupSUlBTy8vKYPHkyffv2rXXZt956i59//pmxY8dy5ZVXuqYXFxfz3nvvsXHjRjRNo1+/ftxxxx34+Pic/jvxEK3vIIL1GkU9zgOz3JkjmhbNaEIbMhx14WWQlorm5++ap7auhx7nSkfaRsZms7Fo0SKmTZvm7VCEaFTq/ElVUVFBbGwsd91110mXW7duHXv37iUkpOZdLq+//jqHDh3iqaee4v/+7//YvXs38+bNq2so9ULT6QgYcTOaj+XUCwvRSGl6PVq7jq7XjjW/4Jj7PI43nkP9NeKxEEI0ZnUuUHr37s3NN998wlYTgNzcXN577z0efPDBGh2/Dh8+zJYtW7j33nvp3LkzCQkJ3HnnnaxZs4bc3Ny6vwMhxKnp9GAywY5NOF6YiDqQ7O2IhBDipDzeSbbq8dIjRoyo9V7tpKQk/Pz86Njx7293PXr0QNM0kpOTay18rFZrtduJNU1zDQzj6b4hVduTPienJrlyn7dzpR8wFNUmFvubL0F2Bo6XH0M36h50gy7zSjwn4+1cNTSz2czEiRMxm811fs8tLVdnSvLlvsaQK48XKF9//TV6vZ4rrrii1vn5+fkEBgZWm6bX6/H39yc/P7/Wdb788kuWLFnieh0XF8eMGTPcvpf6dBz/7ARxYpIr93k1V1FROLot5OicaZT/+SuO+XPxzThI8H2PojN7v//X8VrScTV79uwzWr8l5coTJF/u82auPFqg7N+/n2XLljFjxgyPVl0jR47kqquucr2u2nZ2djY2m81j+6nadmRkJJmZmTKQzylIrtzXmHKl7pqELiYWx5cfU/LTUsp69kV33IMNvakx5aohlJaWctddd/Huu+9We9icO1pars6U5Mt99ZUrg8HgnYHadu/eTWFhIfff//czRBwOB/Pnz2fZsmX8+9//Jjg4mMLC6p307HY7xcXFBAcH17pdo9GI0WisdV59HWRKKTmA3SS5cl+jyJWmoV1xA7r2nVCHUtASeno/plo0ilw1AJvNxqpVq7DZbKf9fltKrjxF8uU+b+bKowXKoEGD6NGjR7Vp06dPZ9CgQQwdOhRwPuGxpKSE/fv306FDBwB27NiBUopOnTp5MhwhxElo3c5G63a267XKOYL6cxXaFdej6eSp3EII76pzgVJeXk5mZqbrdVZWFqmpqfj7+xMWFlbjWRIGg4Hg4GCio6MB55MQzz77bObNm8fdd9+NzWbjvffeY+DAgYSGhp7h2xFCnA5lt+P47ww4kIzauxPduElo/oGnXlEIIepJnQuUffv28eyzz7pez58/H4DBgwczfvx4t7bx4IMP8u677/Lcc8+5Bmq788476xqKEMJDNL0e7aKrUR//G3ZuxvHCRHT3PoYW29nboTV7ZrOZmTNnYpbnJglRjTzN+DjytEv3Sa7c11RypQ6n4HjzJcjOBIPB+biHCy9t0BiaSq4aA8lV3Ui+3NcYnmYsY14LIVy0NnHonpoDvfqCzYaaPxfHn6u8HVazVlJSwtChQykpKfF2KEI0KlKgCCGq0Sz+6O5/Au3iawBQyz5DOexejqr5cjgcJCUl4XA4vB2KEI2KxwdqE0I0fZpOB/+4HXx80S6+Wu7qEUI0OClQhBC10nR6tGtGeTsMIUQLJZd4hBCnpJTC8euPOFb/5O1Qmh1fX18WLFjger6YEMJJWlCEEKe2bQPqo3+DwYhq2wGtfcdTryPcYjAYGDJkiLfDEKLRkRYUIcSp9Tj3rzt7rDjmzUCVFns7omajqKiILl26UFRU5O1QhGhUpEARQpySptOhu+NhaBUB2Zk43n9dxpHwoOJiKfiEOJ4UKEIIt2h+/ujufQwMBtiyFvXTV94OSQjRjEmBIoRwmxbbGe3GcQCozz9E7d3l5YiEEM2VFChCiDrRhlyB1ncQKIU6uM/b4TR5FouF5cuXY7FYvB2KEI2K3MUjhKgTTdPg1vFogy5H69Ld2+E0eTqdjujoaHQ6+b4oxLHkjBBC1Jnm41utOFEyTPtpKy4uJiEhQTrKCnEcKVCEEGdEZaXjmD4JtWOTt0MRQjQjUqAIIc6IWrEMDu7D8e5sVG62t8MRQjQTUqAIIc6Idt1t0K4jFBfheGsmymbzdkhCiGZAChQhxBnRjCbn+Ci+frAvEfX5h94OqUnx9/cnMTERf39/b4ciRKMiBYoQ4oxp4ZHo7nwIAPXz16iNa7wcUdPhcDhIT0/HIR2NhahGChQhhEdoZ/dHu3QkAI4PX0dlpXs5oqahtLSUYcOGUVpa6u1QhGhUZBwUIYTHaCNvRe3fA3Yb6I3eDkcI0YRJgSKE8BjNYEB3/xPg64tmcBYoas92HD8vRevdH61XXzS/AC9HKYRoCqRAEUJ4lBYQWO212vA7bPkTteVPlE4H8d2dl4N690MLDfdSlI2LdJAVoiYpUES9stodZBZbSS+qJL2w8pj/rfgadfRsbaFXpB89WlvwN+u9Ha6oB9qQK8A/ELVlLRxOhcRtqMRtqE/egvad0D38DJp/4Kk202wFBASwZ88eb4chRKMjBYo4Yw6lyP6rCEmrVoRUklVixaFOsGIZpBVW8v3efHQadAjxoVekhZ6RfnQN98VskD7czYEW0x4tpj1cMwqVlYHasha1eS3sS4TiQjjmko9j/W/owlqjWrf2YsQNy2azsXr1ai644AIMBvlIFqKKnA2iGqUU5TZFidVOcYWdkkoHxZV2iivtlFirfnZQUmGn2Oogr+Igh/JKqbSfqAoBX4OO6EATMQEmogONRAeYiAowkVdmY+uRUrZmlHC4sJLk3HKSc8v5fFcuRp1G13BfekY6W1g6hvqg12kNmAlRH7SIKOedPpeORBXkQc4R58MHAWWzoT5+E3tpCRkRUajLr4eBF6Hpm3fLWllZGaNHjyYxMZGAAOmfI0QVKVBaKLtDsSWjhFWphWQUVTqLjko7JVY7ttMYjsGgg0h/EzGBJqIDTMcUJCaCffSuP0LH69fW+YF8tNTKtsxSth0pYWtGKUfLbGw7Usq2I6V8vDUHP6OO7n9dDuoZaaFNoOmE2xRNgxYUAkEhf08oK0Hr1hu1fSP2rAyYPxf+9xW6kWOg9wD5fQvRwkiB0sIcLqxg+b4CVqQUklt24iHJ9Rr4m/T4mfT4m3T4m/R/vdb9Pc1soFNMBBZbMWEWwxm1cLSyGBnaIYihHYJQSpFWVMnWDGfBsv1IKSWVDv48XMyfh51PfDXonC0zvkYdvgY9PkbN9drHNV2Hz1//+x7zf/tgM60scgtsY6MFBKHd8yhYKwnY9Dv5n7wDmYdx/OdliItHd+t4tLZx3g5TCNFApEBpAUqtdlYfKOLnfQXsySlzTQ8w6xkcG+jsoPpX0eH3VyHiY9BO+Y1V0zSiolqRkVGJUie+xFNXmqbRJtBMm0AzV3YJwe5Q7M8rZ2tGKVuPlLA7qwyrQ1FU6aCo0gHU7dkvRp3GrWeHc3VCCDr5Vt7oaCYzASNHU9SzH44fv0D99DUcSAajyduh1QudTkd8fDw6nfS5EuJYUqA0Uw6l2HGklF/2FbDmUJGrj4hOg3Oi/LioYxDnxfhj1Df+D0W9TqNzK186t/Llhu6tqLQ7KCi3U2Z1UGZzuP4vP+7/Y+eX//V/QYWdtMJK3tuUxbq0Yh7qH0WEv7SmNEaaxQ/dtWNQQ69E7dmOFhnjmuf49Qe0hF5oEVFejNAz/Pz8WLFihbfDEKLRkQKlmTlSXMny/QUs319IVonVNb1NoImLOgQxpEMQob5N+9du0usI9zu9wkopxf+SC3hv0xF2HCnloWUp3N2nNUPjAqWPQyOlBYWg9R3keq0Op6I+/g9Kp0MbdBnalTc5+7M0UZWVlSxZsoQbbrgBk6l5thIJcTqa9l8qAUCFzcGag0X8sr+A7Uf+fp6HxajjwvaBXNQxiPhWPvIHGOflo8s6B9Mz0sK/1mSQmFPGa39k8OfhIu7vG0mQj5wSjZ7eAN3Ohp2bUSuWodYsR7t4BNpl16H5WrwdXZ1VVFQwZcoUrr76ailQhDiGfBo3EQ6lOFpqc40xknbMWCNHiv8ea0QDekZauKhDEP3bBshYIicQFWDixUva8eWuXBZtz2btoWJ2Z6fwQL8ozmsjo3o2ZlpUG/QPP4tK3Ibji/mQkoT6bjFq1fdow29EGzIczSiX7YRo6qRAaUSUUhRV2I8pPqyugc8yiipPOtZIpL+RYR2CGBoXJH0q3KTXadzQvRXnRPvx6pp0DhZU8sKqw1zSMYg7z43AYmze4280dVpCT3SPz4RNf+D46iPITEMtW4x2wSXwV4GiDu6H1tFoZh8vRyuEqCspULzManfw+8EiftlXwP68coorTzwIiV6DyADnOCN/jzfiHPgs1Ncgl3BOU4dQH2ZfEcuCrTl8vTuXn/YVsO1IKQ8PiKJbRNO7ZNCSaJoG5w5Ed3Y/1O8/g17vusyjbDYcLz8KNhtEt0WL7Qxx8WhxnSG6PVojGbVVr9czePBg9M18QDoh6qpxnKGNRKnVzuzV6Vza3UHXQAeB9fhsmMyiSn5MzufnfQUUVtirzQuzGKoNdFZVkET4GWU01Xpi0uu445wIzovx57U/0jlSbOWJnw4yslsoo3qGNYm7nVoyTa9HG3RZ9Yn5R53D6OcfhbQDqLQD8PvPKACjCW3YlehuuAPAdZu8N4p8i8XCwoULG3y/QjR2UqAcY0NaCRvSS9iQvgedBt1bWxjYNoABbQMI9sCdL3aHYmN6MT/szWdTeglVF2xaWQxc1imYvm38iQ4wSb8RL+re2sJrV8bx9oYslu8v4ItduWxKL+GRgVHEhshlgqZEC2uNfub7qPyjkLoXlbIXlboXUvdCaQn4+v29cG4OjucehPju6EbdixbSqsHirKioYO7cuUyYMAGz2dxg+xWisdOUJ0fYamDZ2dlYrdZTL+ju9kqs/JpayLqMchKPFLmm6zToFvFXsdIuoM636eaX2fhpXz7/S84nq+TvQcXOjvJjeOdg+sT4N8mWEedAbVFkZGR4dKC2xuKPQ0W8+WcmhRV2DDqNMb3CGJEQelq/q+aeK0+q71wphwOyM8FsRgt2FiJq4xoc/33ZuUBENLopL6IFh3p837UpKioiISHhtJ7FI8dV3Ui+3FdfuTIajYSHh7sXgxQo1VX9UjYnHeD3g4WsOVjE3qPlf88Huob7MrCds1gJO8GQ6UopdmWX8X1SHn8cKnI93ybApOOijsFc3jmYqICmfUthSzjZ88tszP0zk/VpziH240LMDGgbQO+ouj3AsCXkylO8kStls8GBZBxvz4KjWRAZg27yiw0yvooUKA1H8uU+KVDOUH0WKMf+UrKKrfxxqIjfDxZVGyoeICHMWawMbBdAuJ+RUqudFfsL+WFvHgcLKl3LdQnz4fLOIZzfrvnc+ttSTnalFD/vK+CdjVmUH/MkxQCznt6RfvSO9qN3lB8hJ2lZaym58gRv5kplZ+KY9QTk5kBUW3STp6MFBtfrPqVAaTiSL/c1hgKlzh0rdu3axdKlS0lJSSEvL4/JkyfTt29fAGw2G5988gmbN28mKysLi8VCjx49GDVqFKGhfzeXFhcX895777Fx40Y0TaNfv37ccccd+Pg0zmv8Ef5GrukayjVdQ8kusbL2UBFrDhaxO7uMxBznv/c2ZdEhxEx6USXlNucv06zXGBwXyBWdQ+gQ2jjfmzg1TdO4pJPzUtz6tGI2pRezNbOUogo7vx4o5NcDhYCzdaV3lB/nRPuREGbBqG96l+1aOi08Et2k6ThmPQkZh3DMfspZpAQE1ds+DQYDt9xyC4ZGcleREI1Fnc+IiooKYmNjGTZsGLNmzao2r7KykpSUFK6//npiY2MpLi7mgw8+4JVXXuHll192Lff666+Tl5fHU089hd1u580332TevHk89NBDZ/6O6lm4n5GrE0K5OiGUo6VW1h4qZs3BQnZmlbE/rwJwDit/RXwwQ+OC8DPJrYPNRYivgUs7BXNpp2BsDkVSThmb0kvYnFFCcm45KXkVpORV8MWuXHwMOnpGWjgnytm6EhUonR+bCi0iCt2kF5wtKRY/MNTvuEK+vr41PkuFEKdRoPTu3ZvevXvXOs9isTB16tRq0+68806eeOIJcnJyCAsL4/Dhw2zZsoWXXnqJjh07upZ56aWXuPXWW6u1tDR2rSxGruwSwpVdQsgrs7E1s4Rwi5FuEb4yJkkzZ9BpdIuw0C3Cwpizw8kvt7Elw1msbM4ooaDczrrDxaw77Oy7Eh1g4oJORXQKhLMifPGXwrVR01pHo5vyEgQGofnU71g4ZWVlTJ06leeffx5fX9963ZcQTUm9tymWlpaiaRoWi/MkT0pKws/Pz1WcAPTo0QNN00hOTnZdLjqW1Wqt1tdE0zTXiezpQqBqe3XdbqjFyNAOwR6NpbE73Vw1RyG+zt//0A7BOJQiJbecTRklbEovITG7lPSiShZvPgw47wrrFOpDz0g/ekX50TXcF5OMs+LSWI4rrXV0tdeO339GO7s/mp9nH4Vgt9tZtGgRzzzzTJ3fc2PJVVMh+XJfY8hVvRYolZWVLFiwgPPPP99VoOTn5xMYGFhtOb1ej7+/P/n5+bVu58svv2TJkiWu13FxccyYMcPtjjanIzIyst623dxIrmqKiYYLujt/Lq6wsf5AHusO5LLuQB4H80pJOlpO0tFyluw8itmgo1dMEOe1D6Fv+1C6RAQ0ydvOPa0xHVdFXy4g//3XMMX/RPgLb6LzYJHi5+ccjyUyMrLGZ6O7GlOumgLJl/u8mat6K1BsNhuvvvoqAOPGjTujbY0cOZKrrrrK9bqqosvOzsZms51otdOiaRqRkZFkZmZKL+9TkFy5r2ugxtBLupCZmUlWcSXbMkvYmlnC1owS8srtrDuQx7oDefyb/fibdPRo7UevSAu9ovyIDjC1qG98jfG4Um06gH8AlUm7SPu/e9A/8pzHnpxcVOQccykzM5OSkpI6rdsYc9WYSb7cV1+5MhgM9XcXjzuqipOcnByefvppV+sJQHBwMIWFhdWWt9vtFBcXExwcXOv2jEYjxhM8nbS+DjKllBzAbpJcuU8pRZjFwLAOQQzrEIRSikOFVQVLKTuOlFJc6eCPQ0X8ccj5h6uVxUDfGH+u69aqRT0IslEdVzHt0U18Acfsp2D/Huz/mobu4Wc80j/FaDQyceJEjEbjab/fRpWrJkDy5T5v5srjF76ripPMzEymTp1a477++Ph4SkpK2L9/v2vajh07UErRqVMnT4cjRKOmaRrtgsxc1SWUJwe34eMbOvPKZe0Z3SuMHq0tGHQaR0ttfL83n/u+2c/bG46QX+7ZVkPhHq1tHLpHnnPe2bMvEcdrz6HKy0694imYzWYmTZokw9wLcZw6Fyjl5eWkpqaSmpoKQFZWFqmpqeTk5GCz2ZgzZw779+/ngQcewOFwkJ+fT35+vutSTJs2bTj77LOZN28eycnJJCYm8t577zFw4MAmdQePEPVBr9PoEubLjd3DeOHidiz8R2emDW1Dj9YWbA7Ft3vyuOfrfSzYmk1Jpf3UGxQepbXv6CxSfP0geReON55H2c/s91BaWsqoUaMoLS31UJRCNA91Hkl2586dPPvsszWmDx48mH/84x9MmDCh1vWmTZvGWWedBTgHanv33XerDdR255131nmgtoYaSVbUTnLlvjPNlVKKrZmlfLQlm+Rc56MXAkw6rjurFVfGhzSb0YmhaRxXav8eHP+ahjbiFnQXX3NG25KRZBuO5Mt9jWEkWRnq/jhyALtPcuU+T+VKKcXaQ8V8vDWbw4XORymE+hq4qUcrLu4YjKEZ3P3TVI4rVZjvkWHwpUBpOJIv9zWGAqX5fO0SogXQNI0B7QJ4/co4HuwfSbjFQG6Zjf+sO8KEb/fza2ohDvngbRDHFieqtBjHZ++hyuUyjRCeIgWKEE2QXqdxUcdg/jOiA+POjSDIrCejyMrs39OZ+H0qG9KK5RtiA1FK4fj3dNT/vsIx7QHU9o11Wt9sNjNz5kzpJCvEcaRAEaIJM+p1XJ0QyrxrOjK6ZxgWo46UvAqeX3mYx386yM4s+UZf3zRNQzfyVghrDbnZOF5/Fsfbs1FFBW6tbzKZGDVqFCaTqZ4jFaJpkQJFiGbA16jjxh5hzLumIyO7hmLSa+zOLuOJnw7y/IpD5JbJrcn1SevUDd0zb6Bdei1oOtS6VTievh/H2hWnbMkqKSlh6NChdR6kTYjmTgoUIZqRQLOe28+J4L8jOnBZp2D0GmxIL+GRZSlsy5Q/gPVJM/ug+8ed6B6fCW1iobgI9e6rqF9/POl6DoeDpKQkHA5HwwQqRBMhBYoQzVAri5H7+0Xy2pVxtA8yk19uZ9ryQyzeniOdaOuZFtcZ3ZNz0K4dA5Ft0PoP8XZIQjRJUqAI0Yy1DTIz8/L2XNQhCIeCBdtyeG7FYQpkNNp6pRkM6K68Ed2019HMzvGdlMOBY+E8VNoBL0cnRNMgBYoQzZzZoOPBAVE80D8Sk15jc0YJjyxLZbd0oK13muHvx52pX39ErfgOx/OP4Ph6IeqvMZx8fX1ZsGABvr6+3gpTiEZJChQhWoiLOwYz87L2xASaOFpm44mfD/LlrqNyO3ID0Xr1hV59wW5DffsJjucfRiXvxmAwMGTIEAyGenu4vBBNkhQoQrQgsSE+zLq8PYPaB+JQ8MHmbF78NY3iCnmuT33TQlqhG/8kunsehYAgyDiE45X/o+C91+nSJZ6ioiJvhyhEoyIFihAtjMWoZ+L5UdzXtzUGnca6w8U88n0qe4+e+ZN5xclpmobW5wJ0z7+JNvAiUAr1648UF5dIS5YQx5ECRYgWSNM0Lu8cwiuXtSfS30hWiZX/+98BvtuTJ38oG4DmF4DujoecT0aOaeecpjX95ygJ4UlSoAjRgnUM9WHOFbEMaOuPzQFvbTjCzNXplFrlkk9D0Lqdje6xGdWmqUMpUiQKgRQoQrR4fiY9j10Yw7hzI9Br8PvBIiZ+n0pKXrm3Q2sR/Pz8WL58ORaLBZW8C8eLk1DvzEZVVng7NCG8SgoUIQSapnF1QigvXdqecIuBjCIrU344wP+S870dWrOn0+mIjo5Gp9Ohso84+6Ws+xXH7KdQhXneDk8Ir5ECRQjh0iXMlznD4+gT7YfVofj3n5l8uj3H22E1a8XFxSQkJFBcXIxuwFB0Dz8LFn/YvwfH9Mmow6neDlEIr5ACRQhRTaBZz5ND2nBLjzAAFm7L4ZNtUqQ0FC2hp/N5PhHRzqcjv/wYatt6b4clRIOTAkUIUYNO07i5Zxhjzw4HYNH2HBZszZbOmw1Ei4xB98RM6NIDKspwzJ2OSt7t7bCEaFAydKEQ4oSuO6sVOh28vymbxTuO4lAwpleY3BLbADS/AHQPP4NaOA9KS6BDF2+HJESDkgJFCHFS13ZthU7TeHdjFkt2HsWhFLedHS5Fiof4+/uTmJiIv79/jXmawQi3jge7HU3nbPBWlRVgtaL51VxeiOZELvEIIU5pREIod/eJAOCLXbl8sFku93iKw+EgPT0dh8NR63xN01wPHVQOB+r913C8PAWVld6QYQrR4KRAEUK45aouodxzXmsAvtqdy7ubsqRI8YDS0lKGDRtGaakbT5cuzEPtT4TMNBwvTkHt2V7/AQrhJVKgCCHcNjw+hPv6OouUbxLzeGejFCkNSQtuhe7xWRDbGUqKsM95muKflno7LCHqhRQoQog6ubxzCOP7RQLw7Z483tpwRIqUBqQFh6Kb8iJanwvAbiPvX89h/+RtlM3m7dCE8CgpUIQQdXZpp2Ae6B+JBixLyue/64/gkCLltNXWQfZkNJMZ7e7JaFffDID6eSnqndn1EZoQXiMFihDitFzcMZgHB0ShAT/szec/6zKlSDkNAQEB7Nmzh4CAgDqtp+l06K8ZTaunZoF/ANpFV9dThEJ4h9xmLIQ4bcM6BKHT4LU/MvhfcgEOBeP7RaKTW5DdZrPZWL16NRdccAEGQ90/ki0DhpAf2Q7MPq5pKisdwqPkVnDRpEkLihDijAyJC+LhAVHoNPh5XwFvrM3E7pCWFHeVlZUxevRoysrKTnsbmo+v62eVdhDHcw+j3vsXqkKeiCyaLilQhBBnbHBcEBMHRqPTYPn+Al5fmyFFipeoA3vBWolauwLHy4+isjO9HZIQp0UKFCGER1wYG8jkC6LRa7AypZDZv6dzqEC+wTc03cCL0E18HgKC4HAKjhcmorZv9HZYQtSZFChCCI85v10gUy6MQa/B7weLmPBtChO+3c/CbdkcyK+Q25FrodPpiI+PR6fz3Mex1qUHuqdehbh4KC3G8cZzOL75BHWC0WqFaIykQBFCeNSAtgE8M6wtfaL9MOjgUEEln24/yoPfpTD+2xQWbM0mJa9cipW/+Pn5sWLFCvz8/Dy6XS00DN2Ul9AGXw5KoZYuRK35xaP7EKI+yV08QgiP6xnpR89IP4or7aw/XMyaQ0VsSi8hrbCSxTuOsnjHUaICjJzfLpCB7QLoEGJusXecVFZWsmTJEm644QZMJpNHt60ZjWhj7scR1wW18Xe0AcM8un0h6pMUKEKIeuNv0jO0QxBDOwRRaq1erGQUWVmy8yhLdh4l0t/IwHYBDGwXQOdWvqfecDNSUVHBlClTuPrqqz1eoFTRnX8RauAwVxGobFbYvRWtR5962Z8QniAFihCiQViMegbHBTE4zlmsbEwrYc2hIjakFZNZbOWLXbl8sSuXCD8jl3UrZVhbE6G+8hHlKce2UKnF76JWLEO76Gq0S66B0PAW24IlGi85+4UQDc5i1HNhbCAXxgZSbnOwMb2YNQedxUpWiZWP1h/k000al3cO5vqzWhHsIx9VnqKUAl9nfxf1yzeoX76BkDC0Tl2h81lo8WehxbT3cpRCSIEihPAyH4OO89sFcn67QCpsDjZllLAsuZht6QUsTczjx735XNklhJHdWhFo1ns7XI/T6/UMHjwYvb5h3pumaWgjb0V16ILju8VwcB/k5aDW/wbrf0N16IL+8Zmu5dWBfRDdFs1YP5efhDgRKVCEEI2G2aBjYLtArusbz3ebklm4NZu9R8v5Ylcuy5LyGZEQwjUJofg3o0LFYrGwcOHCBt+v1qsv+l59URXlkJKE2rsLlbwLrWOCaxlVXopj+iTQ6yG2M1rnrmidz4KOCWiWuj3gUIi6qnOBsmvXLpYuXUpKSgp5eXlMnjyZvn37uuYrpVi8eDG//PILJSUlJCQkMG7cOKKiolzLFBcX895777Fx40Y0TaNfv37ccccd+Pj41LZLIUQLo2ka50b70zvSwvq0YhZuyyElr4LFO47y3Z48RnQNZURCCBZj0y9UKioqmDt3LhMmTMBsNjf4/jWzDyT0REvoWXNm9hHwD4CiAkh2FjDq+89B06B1DNqV/0DXfygA6lAKjndmQ9Xt40oBChzO/7WLR6AbeqVzVnkZjvdeRWvfCS2uM7TvhOZXt4cliuavzgVKRUUFsbGxDBs2jFmzZtWY//XXX/P9998zfvx4IiIi+PTTT5k+fTpz5sxx9VB//fXXycvL46mnnsJut/Pmm28yb948HnrooTN/R0KIZkPTNPq2CaBPjD9/Hipm0bYcDhRUsGhbDt8m5nJtt1ZcGR+Cr7HpDulUWVnJnDlz+Oc//+mVAuVktLZx6GbPh6wMVPIu2LsTtXc3ZKVD5mEozP974coKSD944o0VF/3988H9sHktavNaXKPhhEeite8EsZ3QuvdBi2nnkfegHHYoKoSCXIhs45FtioZR5wKld+/e9O7du9Z5SimWLVvGddddx3nnnQfAhAkTuPvuu1m/fj3nn38+hw8fZsuWLbz00kt07NgRgDvvvJOXXnqJW2+9ldDQ0DN4O0KI5kinaQxoF0C/tv6sPlDEJ9tzSCus5KMt2Szdnct1Z4VyRecQzIamW6g0VpqmQetotNbRcP7FAKiCPEhLhfC/W8aJauscYl/TnP/QQOOv/zUIDf972bAItH/cCal7UQeSISsDsjOdzw3asBoMJleBoo5moTavRYvtBG07OFt8AGW3Owsk/0A0o9E5bddm1MY1zvjyc51FSWE+/DWCrv7J2RAb51z2cArqUCpa527QKsIrdzGp7EwoKYLSYlRJCZQWQ+lf/wcEobv02r+XLcyHgKAWdbeVR/ugZGVlkZ+fT8+efzcVWiwWOnXqRFJSEueffz5JSUn4+fm5ihOAHj16oGkaycnJ1S4XVbFarVitVtdrTdPw9fV1/exJVdtrSQfB6ZJcuU9y5b6T5UqvaQyOC+KC9oH8mlrIom3ZZBZbeX9TNl/tyuUf3cO4tHMwJn3TKVSOfb91PT68dVxpwaEQXP3LpObnD93Odm/9VhFw2UjXa1VSjDq4z9kX5kAyus5d/x6zJXE76tN3nC0tmg7CW0NZGRQXgFLon5iN1iHeuWzaQdSvP9ayQ835bKLKir9eaqh1v6G+X+LcbmgYWueznP/iz4KotqedU1VaAtkZzuIj66//c46giovQotqg/+cU17L2FydVb1k6VtsOaH/lSCmFY8ZjoBRa7/7ozhkIHbqgefDxCMdrDJ9ZHi1Q8vPzAQgKCqo2PSgoyDUvPz+fwMDAavP1ej3+/v6uZY735ZdfsmTJEtfruLg4ZsyYQXh4eK3Le0JkZGS9bbu5kVy5T3LlvlPlalRMNDf2j+e7nZm8+0cqGYXlvLXhCF8m5nFFt0iGnxVJx7DG35EzODiYu+66i7Zt27q+eNVVsziuOnUGLq8xuSyuA8X9BmFN3o39aLaztaWKTk+I2YjvX30cKwYMotygQx8ajj40DH1oGLqQMPQhoWj6v//cRUZGUhzXiZIu3alM3g25Oag/V6H+XOXcbGAQEW8swhAWUSMepRSOvKPYMg5jyzgMej1+Q69wzUu7cYizSKmFwWgg8pj+mJnhUTjMvuj8A9D5B6L99b/OPwBDZAwBfy1ry84kMz8XVVmB+t9X2P/3FbqQVvgMGIJl4FDMPfqgGernnhdvHltN4i6ekSNHctVVV7leV1V02dnZ2Gw2j+5L0zQiIyPJzMyUZ4WcguTKfZIr99U1V33DNXpfGcvP+/JZvCOH7OJK5q87yPx1B+kQYmZohyAGxQYR0ogHfXv++efJz88/4Ze0E2kRx1VMB7h7Chqgzz+Kykxz3kEUFAIBQeTrdORn/FW0BITCsBHV17faISsbOC5f55wP55yPvqIctX8PKmkH7N2F2p+Iw6HIqrSh/bVd+4dvoDLTnJdesjNdLTEARLelMOFs10vVqjXocyEiEi08EsKjnP8HBuEIDCEj45gC68nZaIAC7LW89eJjltW9+jFqx0bUpj9Q29bjyDtKybLPKVn2OdrQK9GPvve0U1yb+jq2DAaD240LHj1jg4ODASgoKCAkJMQ1vaCggNjYWNcyhYWF1daz2+0UFxe71j+e0WjE+Nc1xuPV10mplGq+J7yHSa7cJ7lyX11yZdDB5Z2DuahDIOvSilmZUsjGtGL251Wwf2MW72/KolekH0PiAunfNgCfRtRXpaysjKlTp/L888+fdgtKizmugkLRgqpfWjqd910tXyYz2jF3MSmbFXKyqi2ntm9w9mmpoukgNAwiotCi21WLQffETDRD7X+vTjdeV5znDEQ7Z6AzxsRtzmJly59oPfu4tqtS9uL4YQla7wFoPfuc8e3g3jy2PFqgREREEBwczPbt210FSWlpKcnJyVx66aUAxMfHU1JSwv79++nQoQMAO3bsQClFp06dPBmOEKKFMer/HvStsNzG6oNFrEwpYE9OOZszSticUYKPIZP+bQMYGhdEj9YW9Drv9guy2WwsWrSIadOmeTUO4aQZjBAZU22a7qFpqIMpaIFBzo7BrcJPWIScrDjxaIzdz0Xrfi5qzH3V5qmNq2HTH87iRW9AGzkG3WXX1XtM9aHOBUp5eTmZmZmu11lZWaSmpuLv709YWBjDhw/niy++ICoqioiICD755BNCQkJcd/W0adOGs88+m3nz5nH33Xdjs9l47733GDhwoNzBI4TwmEAfA8PjQxgeH0JGUSUrUwpYmVJIZrGVlSmFrEwpJMTXwODYQIbEBRIXIuMwiZo0TYM2cWht4rwdSq00XfWxgLQBw8BgRG36AzIOoZZ8gCMgGN3Apvcka03Vse1m586dPPvsszWmDx48mPHjx7sGavv5558pLS0lISGBu+66i+joaNeyxcXFvPvuu9UGarvzzjvrPFBbdnZ2tbt7PEHTNKKiosjIyGgZTaZnQHLlPsmV++ozV0opEnPKWJVSyOoDhRRVOlzz2gebuaRjEMPjQxq0VaWoqIiEhAQSExMJCKjbYGVyXNVNS8uX44sPnQPr6Q3oHnkOrUt3t9etr1wZjUa3+6DUuUBpTKRA8S7JlfskV+5rqFxZ7YqN6cWsTClgfVoJNodzX1d2CeGffVrX236PdyYjycpxVTctLV/K4UC9NRO18Xew+KOb+ipamHvHdmMoUBpvt3YhhKhHRr1G/7YB9G8bQHGFnZ/35/P+pmy+25NHbLCZSzsFN0gcZrOZSZMmNci+RMui6XRw58OovBznKL0hYd4OqU4aT1d2IYTwEn+znmu7tmJ0T+cH+Lz1mezMKm2QfZeWljJq1ChKSxtmf6Jl0UxmdBNfQDfqHrQGemK2p0iBIoQQf/lH91ac3y4AmwNm/JpGVrFnLyHXxm63s2rVKuz22kbCEOLMacdcOlQ2G45ff0Q5HCdZo3GQAkUIIf6iaRoPDoiiQ4iZggo7L/56mHJb4/8gF8IdSikcb76I+ujfqK8XeDucU5ICRQghjuFj0PHE4DYE+ehJyavgX2sycLSADpWi+dM0Da3P+QCoZZ/hWP2TlyM6OSlQhBDiOOF+Rh6/MAaDDv44VMTiHUfrbV9ms5mZM2fW+Q4eIU6HbuBFaFfdBID6+E3U7q1ejujEpEARQohadI2wcF9f54PSFm3L4Y+DJ3jq7BkymUyMGjUKk8lUL9sX4njaiFFofQeD3Y7jPy+j0g96O6RaSYEihBAncHHHYK7u4nyu2Ktr0knJK/f4PkpKShg6dCglJbU/AVcIT9M0De32B6FTNygrwfH6c6jCPG+HVYMUKEIIcRJ3nBNBr0gLFXbFi6sOk1/u2SeoOxwOkpKScDSBuypE86EZjejGPwER0VBSBEcyTr1SA5MCRQghTkKv05hyQQxRAUaySmzM+DUNq106zYqmT/MPRPfg0+j+7xW0zt28HU4NUqAIIcQpBJj1PDm4Db4GHbuyy3hrQ2aLGCpdNH9a62i0mPau16q40IvRVCcFihBCuKFtkJnJF0SjAf9LLmBZUr5Htuvr68uCBQvw9fX1yPaEOF0qaSeOp+7DseoHb4cCSIEihBBu6xPjz21nOx909s7GI2zLPPOOrQaDgSFDhmAwyKPRhHepvTuhpAi18L84dmz0djhSoAghRF2M7BbK4NhAHApe+S2NjKLKM9peUVERXbp0oaiofm5jFsJd2vB/oA0YBg4Hjv/OwHpgn1fjkQJFCCHqQNM0xveLpHMrH4oqHUxfdZhS65k9R6e4uNhD0Qlx+jRNQ7ttPHTpgdapK/rwSK/GIwWKEELUkdmg4/FBMYT4GjhUUMmc32U4fNE8aAYjuvFPonvgaXQWP6/GIgWKEEKchlYWI48PisGo01ifVsyCrTneDkkIj9B8LWh6vbfDkAJFCCFOV5cwX8b3czaDL9l5lNUH6n6LpsViYfny5VgsFk+HJ0STJgWKEEKcgaEdgri2aygAb6zN4EB+RZ3W1+l0REdHo9PJx7EQx5IzQgghztBtZ4fTM9JCuU3x8q+HKa50v9NscXExCQkJ0lFWiONIgSKEEGdIr9OYfH404RYD6UVW/rVGOs0KcaakQBFCCA8I8jHw2DGdZj/bcdTbIQnRpEmBIoQQHtK5lS/39m0NwKJtOWxIk8s2QpwuKVCEEMKDLu4YzOWdg1HAnDXppxxp1t/fn8TERPz9/RsmQCGaCClQhBDCw8adG0GXMB9KKh28/GsaFTbHCZd1OBykp6fjcJx4GSFaIilQhBDCw4x6HY9dGEOQj57U/Arm/pmJOkGn2dLSUoYNG0ZpaWkDRylE4yYFihBC1INWFiOPXRCDToNfUwv5dk+et0MSokmRAkUIIerJWa0t3HlOBADvb8pi5xFpJRHCXVKgCCFEPbqqSwiDYgOxK3hldRpHS601lpEOskLUJAWKEELUI03TGN8vkthgM/nldmb8lobV/neH2ICAAPbs2UNAQIAXoxSi8ZECRQgh6pmPQcf/DYrBz6RjT045727Mcs2z2WysXLkSm83mxQiFaHykQBFCiAYQFWBi4sBoNOD7vfn8vC8fgLKyMkaPHk1ZWZlX4xOisZECRQghGkifGH9u7hkGwH/XHSH5aLmXIxKi8ZICRQghGtCN3VtxXowfVodixm+HKSqXSztC1EYKFCGEaEA6TePhgdFEBRjJKrHxxrojdI6PR6eTj2MhjiVnhBBCNDB/k57HB7XBrNfYlQ93zvkUPz8/b4clRKMiBYoQQnhB+2AzD/SPwmGz8t/3P2LBpgwcJxgOX4iWSAoUIYTwkgtjAxnR2Z8Dn89h0eZ0nltxmALpkyIEIAWKEEJ41c09nHf1GPUamzNKeGRZKruzZEh8IQye3qDD4WDx4sX89ttv5OfnExoayuDBg7n++uvRNA0ApRSLFy/ml19+oaSkhISEBMaNG0dUVJSnwxFCiCZh+sXtmLu5kLTCSp74+SC3nR3OtV1DXZ+bQrQ0Hm9B+eqrr/jpp5+46667ePXVVxk9ejRLly7l+++/dy3z9ddf8/3333P33Xfz4osvYjabmT59OpWVlZ4ORwghGjW9Xs/gwYOJDbUw+/JYBsUG4lDwweZspq9Ko6jC7u0QhfAKjxcoSUlJ9OnTh3POOYeIiAj69+9Pz549SU5OBpytJ8uWLeO6667jvPPOo3379kyYMIG8vDzWr1/v6XCEEKJRs1gsLFy4EIvFgq9Rx8SBUdzXtzVGncb6tGImfp9CUo6MMitaHo9f4omPj+eXX34hPT2d6OhoUlNT2bNnD7fddhsAWVlZ5Ofn07NnT9c6FouFTp06kZSUxPnnn19jm1arFav17yeAapqGr6+v62dPqtqeNKuemuTKfZIr97W0XFVUVPDGG2/wwAMPYDab0TSNK+JDiQ+zMOPXw2QWW3n8pwPceU5rruwSUi0vLS1XZ0ry5b7GkCtNKc/e1+ZwOFi0aBFLly5Fp9PhcDi4+eabGTlyJAB79uxh6tSpzJs3j5CQENd6c+bMQdM0HnnkkRrbXLx4MUuWLHG9jouLY8aMGZ4MWwghvKKwsJCgoCAKCgoIDAysNq+4wsbzP+xmeVI2ABfFh/PU5V3xN3v8u6UQjY7Hj/I//viD1atX8+CDD9K2bVtSU1P54IMPCAkJYciQIae1zZEjR3LVVVe5XldVdNnZ2R5/AqimaURGRpKZmYmHa7dmR3LlPsmV+1paroqKigDIzMykpKSkxvyHzmtFx0Ad7286wi9J2ezKyOexC9vQIdSnxeXqTEm+3FdfuTIYDISHh7u3rMf2+pePP/6Ya665xnWppl27dmRnZ/PVV18xZMgQgoODASgoKKjWglJQUEBsbGyt2zQajRiNxlrn1ddBppSSA9hNkiv3Sa7c11JyVfUeT/Z+r+oSQudWPsz8LY2MIitTfkjln+e15tJOwadcV9Qk+XKfN3Pl8U6yFRUVNZ4podPpXG8wIiKC4OBgtm/f7ppfWlpKcnIy8fHxng5HCCEaNYPBwC233ILBcPLvi13CfHl1eJzrQYP//jOTV9ekU1opA7uJ5snjBcq5557LF198waZNm8jKymLdunV8++23nHfeeYCz2Wj48OF88cUXbNiwgYMHDzJ37lxCQkJcywghREvh6+vLrFmzXB3/TybArOeJwW0Ye3Y4Og1WphQy9qMNZJdYT7muEE2Nxy/x3HnnnXz66ae88847FBQUEBoayiWXXMINN9zgWuaaa66hoqKCefPmUVpaSkJCAk888QQmk8nT4QghRKNWVlbG1KlTef75590qUnSaxnVntSIh3JeZq9NJzS3l9T/SeXZYW7k7RTQrHr+LpyFlZ2dXu/3YEzRNIyoqioyMDLlGeQqSK/dJrtzX0nJVVFREQkICiYmJBAQE1GndjGIrD32XQoXNwb3nteaK+JBTr9SCtbRj60zUV66MRqPbnWTlWTxCCNFERQeYGD+oI+AcefZIsYzGLZoPKVCEEKIJu+mcNnSL8KXc5mDu2kwc0jIgmgkpUIQQwotMJhMTJ0487T54Ok3jwQHRmPQa246U8uPefM8GKISXSIEihBBeZDabmTRpEmaz+bS3ER1g4razndf1P9icJZd6RLMgBYoQQnhRaWkpo0aNorS09Iy2c2WXELqF+1JuU3KpRzQLUqAIIYQX2e12Vq1ahd1uP6PtOC/1RMmlHtFsSIEihBDNRJRc6hHNiBQoQgjRjFzZJYSzIpyXet6QSz2iCZMCRQghvMhsNjNz5swz6iR7LJ2m8UD/KMx6je1HSvlBLvWIJkoKFCGE8CKTycSoUaM8+qiPqAATt/V2Xur5UC71iCZKChQhhPCikpIShg4dSklJiUe3Ozz+70s9r8ulHtEESYEihBBe5HA4SEpKwuFweHS7x17q2SGXekQTJAWKEEI0U3KpRzRlUqAIIUQzNjw+hO5yqUc0QVKgCCGEF/n6+rJgwQJ8fX3rZfvHX+r5Pim/XvYjhKdJgSKEEF5kMBgYMmQIBoOh3vYRGWBibO8IwHmpJ7NILvWIxk8KFCGE8KKioiK6dOlCUVFRve7nivhgure2UGFXvLE2Qy71iEZPChQhhPCy4uLiet+HTtN4oF8kPgaNHVllcqlHNHpSoAghRAsRGWDitrPlUo9oGqRAEUKIFuT4Sz1Wu1zqEY1T/fXKEkIIcUoWi4Xly5djsVgaZH9Vl3oeWpbCjqwybl6cRPtgMx1DzXQM9aFjqA/tg82Y9PL9VXiXFChCCOFFOp2O6OhodLqGKwgiA0w82D+K/6w/QlGFnX255ezLLQcKANBr0C7474KlY6gPscFmzAYpWkTDkQJFCCG8qLi4mISEBBITEwkICGiw/Z7fPpCB7QI4UmxlX145+46Wsy+vgn255RRV2EnJqyAlr4Kf9zmLFp0GbYP+bmnp3MqX+FY+aJrWYDGLlkUKFCGEaKE0TSMywERkgInz2wUCoJQip9RGcq6zaNmfV05ybjkF5XYO5FdwIL+C5fsLATgnyo/x/SMJsxi9+TZEMyUFihBCCBdN0wj3MxLuZ2RAW2eLjlKK3LK/ipbccvbnlrMlo5RNGSU8+G0K4/q0ZmhcoLSmCI+SAkUIIcRJaZpGK4uRVhYj/do4i5ZDBRW89kcGe4+W89ofGfxxqIj7+0YS4it/VoRnSI8nIYTwIn9/fxITE/H39/d2KHXSNsjMjEvbM6ZXGAYdrDtczAPf7ue31EJvhyaaCSlQhBDCixwOB+np6TgcDm+HUmd6ncY/uocx+/JYOoSYKap0MOv3dF75LY2Ccpu3wxNNnBQoQgjhRaWlpQwbNozS0lJvh3LaYkN8mHl5LDf3aIVeg98PFvHAdyn8cah+ny8kmjcpUIQQQpwxg07jlp7hzLw8lvZBZgrK7bz8axpzfk+nuMLu7fBEEyQFihBCCI/pGOrD7Cvac8NZrdBpsCq1kAnfpbAhrf4fiCiaFylQhBDCy5paB9lTMep13Hp2OC9f2p6YQBN5ZTaeX3mYN9ZmUFIprSnCPVKgCCGEFwUEBLBnz54GHUW2oXQJ8+XVK2K5JiEEDfh5XwEPfpfClowSb4cmmgApUIQQwotsNhsrV67EZmued72YDTruPLc1L17Sjkh/IzmlNqYtP8QHm7KwO+RJyuLEpEARQggvKisrY/To0ZSVlXk7lHrVLcLCa1fGMTw+GIAvd+fyzPJDcjuyOCEpUIQQQjQIH4OOe86L5NELovExaGw7Usqk71PZe7R5F2fi9EiBIoQQokGd3z6QmZfFEh1gJLvUxuP/O8jP+/K9HZZoZKRAEUIIL9LpdMTHx6PTtayP43bBZmZdHkvfNv5YHYo31mbyn3WZWO3SL0U41ctTnXJzc/n444/ZsmULFRUVREZGcv/999OxY0fA+WTMxYsX88svv1BSUkJCQgLjxo0jKiqqPsIRQohGy8/PjxUrVng7DK/wM+l5fFAMS3YcZeG2HH7Ym09KXjmPXRhDK4vR2+EJL/N4yV5cXMzUqVMxGAw88cQTvPrqq9x22234+fm5lvn666/5/vvvufvuu3nxxRcxm81Mnz6dyspKT4cjhBCNWmVlJQsXLmyxn386TePGHmE8NaQNfiYde3LKmfh9Kjuzmu7Q/8IzPF6gfP3117Rq1Yr777+fTp06ERERQa9evYiMjAScrSfLli3juuuu47zzzqN9+/ZMmDCBvLw81q9f7+lwhBCiUauoqGDKlClUVFR4OxSv6hPjz+zLY2kfbCa/3M7Unw/yTWIuSskln5bK45d4NmzYQK9evZgzZw67du0iNDSUSy+9lIsvvhiArKws8vPz6dmzp2sdi8VCp06dSEpK4vzzz6+xTavVitVqdb3WNA1fX1/Xz55UtT1Pb7c5kly5T3LlvpaWq2Pfb13fc3PLVXSgmZmXxzJ3bQa/phbyzsYsknPLGd8vCrPhzL9PN7d81afGkCuPFyhZWVn89NNPXHnllYwcOZJ9+/bx/vvvYzAYGDJkCPn5+QAEBQVVWy8oKMg173hffvklS5Yscb2Oi4tjxowZhIeHezp8l6oWH3Fqkiv3Sa7c11JyVXX5OzIyksDAwNPaRnPL1aw20SzaeJjXVyazMqWQtGIHr1zbgzbBvh7ZfnPLV33yZq48XqA4HA46duzIqFGjAGcxcfDgQX766SeGDBlyWtscOXIkV111let1VUWXnZ3t8dEXNU0jMjKSzMxMaVo8BcmV+yRX7mtpuSotLWXw4MFkZ2dTUlK3IeCbc66GxhgIv7gtM35LY292Mbd++CeTLojh3OjTf25Rc86Xp9VXrgwGg9uNCx4vUEJCQmjTpk21aW3atOHPP/8EIDg4GICCggJCQkJcyxQUFBAbG1vrNo1GI0Zj7T266+sgU0rJAewmyZX7JFfuaym58vX1ZeHChcDpf54111ydFWFhzhWxzPg1jaSj5Ty3/BCje4VxXbdW6HWnf+mhuearPngzVx7vJNulSxfS09OrTUtPT3dVTBEREQQHB7N9+3bX/NLSUpKTk4mPj/d0OEII0ahVVFQwe/bsFt9J9kTCLEZevKQdl3YKQgEfb83h7q/28eHmLFLzyr0dnqhHHi9QrrzySvbu3csXX3xBZmYmq1ev5pdffuGyyy4DnM1Gw4cP54svvmDDhg0cPHiQuXPnEhISwnnnnefpcIQQolGrrKxkzpw5LfY2Y3cY9TrG94tifL9I/E06jpbZ+GJXLg8tS+XhZSl8tfsoR0utp96QaFI8fomnU6dOTJ48mYULF/L5558TERHB2LFjufDCC13LXHPNNVRUVDBv3jxKS0tJSEjgiSeewGQyeTocIYQQzcSlnYIZGhfIhrQSVqQUsDG9mJS8ClLysvlwczY9W1sYEhdE/7YB+Bpb1si8zVG9jCR77rnncu65555wvqZp3HTTTdx00031sXshhBDNlFGvY0C7AAa0C6Cwws7vBwpZmVJIYk4ZWzJL2ZJZinldJgPaBjA4LpBekX5n1F9FeE+9FChCCCHcYzAYuOWWWzAY5OO4rgLNeq6ID+GK+BAyiipZlVLIytQCMoqsrEwtZGVqISE+egbFBjIkLogOoT7eDlnUgZwRQgjhRb6+vsyaNcvbYTR5UQEmbu4Zxk09WpF0tJwV+wtYfaCQvHI7Xyfm8XViHu2CzFx+VgVnhUD7IJMM2NbISYEihBBeVFZWxtSpU3n++eddI2SL06dpGl3CfOkS5std57ZmU0YxK1MKWX+4mIMFFby1JgWACD8j/dr6079NAF3DfeUyUCMkBYoQQniRzWZj0aJFTJs2zduhNDtGvUa/NgH0axNAcaWdPw8XszXbyh8pR8kqsfJNYh7fJOYRaNZzXow//dr6c3akn0eG1RdnTgoUIYQQzZ6/Sc/FHYO59YIoUg6lsTm9mD8PF7H+cDGFFXZ+2V/AL/sLMOs1ekf70a9NAOfF+BNg1ns79BZLChQhhBAtio9BR/+2AfRvG4DdodiZVcqfh4v581AR2aU21h4qZu2hYnSaczTbfm386dcmgHA/g/RbaUBSoAghhBeZTCYmTpwo40B5iV6n0TPSj56Rfow7N4KUvArWHi7iz0PFpOZXsP1IKduPlPLOxix8DTrC/AyEW4zH/G8kzGIg3M9IK4sBk14uD3mKFChCCOFFZrOZSZMmeTsMgbODbYdQHzqE+jCqZziZRZXOlpXDRezOLqPM5uBQQSWHCk486m+Qj54wi5FwP4Pr/3CLkc6tfInwr/2ZcqJ2UqAIIYQXlZaWMm7cON555x0sFou3wxHHiAwwcU3XUK7pGkqFzUF2qZWcEhs5pVayS6zklNrIKbGS/df/FXZFQbmdgnI7+3Jrbi/Cz0D31hbOirDQPcJCa3+jXDI6CSlQhBDCi+x2O6tWrcJut3s7FHESZoOONoFm2gSaa52vlKKo0vFXwfJ3IZNTYiOjuJL9ueVkldhYvr+Q5fsLAWhlMdA9wkL31s6CJSpACpZjSYEihBBCnCFN0wg06wk062sdsbbM6iAxp4wdR0rZmVXK3qNlHC21sSq1kFWpzoIlxNdA9whfzoqw0KO1hZjAlj2YnBQoQgghRD3zNeroHeVH7yg/ACps1QuWPTnl5JXZ+O1AEb8dKAIg2EfPWREWruvWik6tWt4w/VKgCCGEF5nNZmbOnInZXPulA9E8mQ06ekX60Svy74Il6WgZO4+UsSOrlD05ZeSX2/n9YBHr04p5oH8Ug2IDvRx1w5ICRQghvMhkMjFq1ChvhyG8zGzQ0aO1Hz1aOwsWq91B0tFyvth5lA3pJcz+PZ20wgpu7hHWYi77yA3bQgjhRSUlJQwdOpSSkhJvhyIaEaNex1kRFp4Y3IZru4YC8Mn2o8z6PZ0Km8PL0TUMKVCEEMKLHA4HSUlJOBwt44+OqBu9TuOOcyKY0C8SvQarDxTx5M8HyS2zeTu0eicFihBCCNHIXdIpmOcuakeAScfeo+VM/iGV/bnl3g6rXkmBIoQQQjQB3VtbmHl5LDGBJo6W2nj8pwP8ebjI22HVGylQhBDCi3x9fVmwYAG+vr7eDkU0AVEBJl65tD29Ii2U2xQvrUrji51HUUp5OzSPkwJFCCG8yGAwMGTIEAwGualSuMffrOfpoW25onMwCvhwSzZvrM3Eam9eRYoUKEII4UVFRUV06dKFoqLm21QvPM+g07i3byT/7NManQa/7C/g6V8OUljefDrPSoEihBBeVlxc7O0QRBN1ZZcQpg5pg8WoY1d2GVN+PMDBggpvh+URUqAIIYQQTdg50f7MuKw9kf5GMoutPPbjATalN/2iVwoUIYQQoolrF2Rm5mXt6RbuS6nVwfMrD/Pdnjxvh3VGpEARQggvslgsLF++HIvF4u1QRBMX6GPguYvaMqxDIA4Fb204wjsbjuBoonf4SIEihBBepNPpiI6ORqeTj2Nx5ox6HQ/2j2Ls2eEAfLMnj3+tycDmaHpFipwRQgjhRcXFxSQkJEhHWeExmqZx3VmteGRgFHoNVqUW8uKqw03uGT5SoAghhBDN0JC4IJ4Y3AaTXmNjegnTlh+iuNLu7bDcJgWKEEII0Uz1ifHnuWFt8TPp2J1dxpM/NZ0HDUqBIoQQQjRjXSMsvHhxO0J89KTmV/D4/w6QWVTp7bBOSQoUIYTwIn9/fxITE/H39/d2KKIZiw3x4aVL/x4r5f/+d4DUvMb9NGQpUIQQwoscDgfp6ek4HE2rA6NoeqICTLx0aXtig83kldt54qeD7M4q9XZYJyQFihBCeFFpaSnDhg2jtLTx/qEQzUeor4Hpl7Sja7gvJVYHTy8/xIa0xnkHmRQoQgghRAvib9Lz7LC2nBvtR6Vd8eKqw6xMKfB2WDVIgSKEEEK0MGaDjicGt2FIbCB2Ba+uyeDbPbneDqsaKVCEEMLLpIOs8AaDTuOhgVFc1SUEgLc3ZLFwWzaqkQyNLwWKEEJ4UUBAAHv27CEgIMDboYgWSKdpjDs3glE9wwD4dPtR3mokz++RAkUIIbzIZrOxcuVKbLamMXiWaH40TeOmHmHce15rNGBZUj5zfk/HavfunWVSoAghhBeVlZUxevRoysrKvB2KaOGuiA9h4vnR6DX4NbWQSV9uw2r3XkuKob538NVXX7Fw4UKGDx/O7bffDkBlZSXz589nzZo1WK1WevXqxbhx4wgODq7vcIQQQghxAoNiA/E36Xj51zTah1oweLEZo153nZyczE8//UT79u2rTf/www/ZuHEjEydO5NlnnyUvL4/Zs2fXZyhCCCGEcMM50f68OjyOR4Z2RtM0r8VRbwVKeXk5b7zxBvfccw9+fn6u6aWlpSxfvpyxY8fSvXt3OnTowP3338+ePXtISkqqr3CEEKJR0ul0xMfHo9PJFXfReLQJMqPzYnEC9XiJ55133qF379707NmTL774wjV9//792O12evTo4ZoWExNDWFgYSUlJxMfH19iW1WrFarW6Xmuahq+vr+tnT6ranjerxqZCcuU+yZX7Wlqu/P39Wbly5Wmt29JydaYkX+5rDLmqlwLl999/JyUlhZdeeqnGvPz8fAwGQ7VWFYCgoCDy8/Nr3d6XX37JkiVLXK/j4uKYMWMG4eHhHo37WJGRkfW27eZGcuU+yZX7Wkquqvrk3XbbbZhMptPaRkvJladIvtznzVx5vEDJycnhgw8+4Kmnnjrtk+14I0eO5KqrrnK9rqrosrOzPX5rnqZpREZGkpmZ2WgGq2msJFfuk1y5r6XlqqioiLvvvptBgwbVeSyUlparMyX5cl995cpgMLjduODxAmX//v0UFBTw2GOPuaY5HA52797NDz/8wJNPPonNZqOkpKRaK0pBQcEJ7+IxGo0YjcZa59XXQaaUkgPYTZIr90mu3NdSclX1Hs/k/baUXHmK5Mt93syVxwuUHj16MGvWrGrT/vOf/xAdHc0111xDWFgYer2e7du3079/fwDS09PJycmptf+JEEIIIVoejxcovr6+tGvXrto0s9lMQECAa/qwYcOYP38+/v7+WCwW3nvvPeLj46VAEUK0OHq9nsGDB6PX670dihCNSr0P1FabsWPHomkas2fPxmazuQZqE0KIlsZisbBw4UJvhyFEo9MgBcozzzxT7bXJZGLcuHFSlAghWryKigrmzp3LhAkTMJvN3g5HiEZDRgYSQggvqqysZM6cOVRWVno7FCEaFSlQhBBCCNHoSIEihBBCiEZHChQhhPAig8HALbfcgsHglXsWhGi05IwQQggv8vX1rTF2lBBCWlCEEMIjUlJSTquja1lZGZMnT6asrKweohKi6ZICRQghzlBWVha7du06rWeD2Ww2Fi1a5PHnignR1EmBIoQQZ6CiooIdO3bIGCZCeJgUKEIIcZqUUmzevBlN01xPWRdCeIYUKEIIcZr27dtHSUnJGd2BYzKZmDhxIiaTyYORCdH0yV08QohmxeFwNEiLRn5+PqmpqWd8acdsNjNp0iQPRSVE8yEtKEKIZmX9+vUkJSWhlKq3fVitVrZu3YrRaDzjbZWWljJq1ChKS0s9EJkQzYe0oAghmo3i4mKKioooKioCID4+3uMtKUoptm/fjt1u90iBYrfbWbVqFXa73QPRCdF8SAuKEKLZSE5ORq/XYzabOXToEHv27PF4S8qhQ4fIzc31SHEihDgxKVCEEM1CZWUlubm5rg6rZrOZw4cPe7RIKS4uJikpSTq0CtEApEARQjQLqampNQqRqiIlMTHxjIsUu93Oli1bMBgMHr1sZDabmTlzpoyjIsRxpA+KEKLJczgcpKen13rZxWw2k56eDkBCQsJpFxe7du2isrLS45d2TCYTo0aN8ug2hWgOpAVFCNHkZWRkYLPZTlh8mEwm0tPTT7sl5ciRIxw5cqRe+p2UlJQwdOhQSkpKPL5tIZoyKVCEEE2aUoqUlJRT9gsxmUykpaWxe/fuOhUp5eXl7Ny5s976nTgcDpKSknA4HPWyfSGaKilQhBBNWl5eHuXl5W5duqm63LNr1y63ihSHwyFD2QvhJVKgCCGatH379tVpqHmz2UxmZqZbRUpycjKlpaVnNJS9EOL0SIEihGiySktLKSwsRK/X12k9k8lEZmYmO3fuPGGRkpuby8GDB+v9lmJfX18WLFiAr69vve5HiKZGvhYIIZqsffv2nfalF5PJxJEjRwA466yzqm2nsrKSbdu2NchgbAaDgSFDhtT7foRoaqQFRQjRJFmtVrKzs8+oiKitJUUpxbZt23A4HOh09f8RWVRURJcuXVzD8wshnKRAEUI0SYcOHfLInS9VfVJ27NiBUooDBw6Qn5/foEPZFxcXN9i+hGgq5BKPEKLJcTgcHDp0yGP9Q8xmM1lZWWzevJnc3FwZyl6IRkBaUIQQTU52djaVlZUevfXXZDK5HgIotxQL4X3SgiKEaFKUUuzbt69eWjm88Twci8XC8uXLsVgsDb5vIRozaUERQjQphYWFlJaWNkgH1oag0+mIjo5uNu9HCE+RM0II0aQkJyc3q4HTiouLSUhIkI6yQhxHChQhRJNRXl5Ofn5+nQdmE0I0PVKgCCGajNTUVG+HIIRoIFKgCCGaBLvdTkZGhtwCLEQLIQWKEKJJSEtLw263ezsMj/P39ycxMRF/f39vhyJEoyIFihCi0asa4bU5tp44HA7S09M9MiquEM2JFChCiEbv6NGjVFRUNMsB1EpLSxk2bBilpaXeDkWIRkUKFCFEo5ecnNygz8YRQnifFChCiEatuLiY4uJiGchMiBbG46Mdffnll6xbt460tDRMJhPx8fGMGTOG6Oho1zKVlZXMnz+fNWvWYLVa6dWrF+PGjSM4ONjT4Qghmrh9+/Y1+3FPpIOsEDV5/CvJrl27uOyyy5g+fTpPPfUUdrudF154gfLyctcyH374IRs3bmTixIk8++yz5OXlMXv2bE+HIoRo4iorKzl69GizGjn2eAEBAezZs4eAgABvhyJEo+LxAuXJJ59kyJAhtG3bltjYWMaPH09OTg779+8HnB3Cli9fztixY+nevTsdOnTg/vvvZ8+ePSQlJXk6HCFEE3bw4MFmf3eLzWZj5cqV2Gw2b4ciRKNS719LqnqmVzVh7t+/H7vdTo8ePVzLxMTEEBYWRlJSEvHx8TW2YbVasVqtrteapuHr6+v62ZOqttcc7xbwNMmV+yRX7qvKkcPhcF0qbgo0TXP9q4vy8nJGjx59Wq0oclzVjeTLfY0hV/VaoDgcDj744AO6dOlCu3btAMjPz8dgMODn51dt2aCgIPLz82vdzpdffsmSJUtcr+Pi4pgxYwbh4eH1FntkZGS9bbu5kVy5T3LlPqvVil6vd30ZaewqKiqIiIioc5FR9VkYGRlJYGDgae1bjqu6kXy5z5u5qtcC5d133+XQoUM899xzZ7SdkSNHctVVV7leV1V02dnZHm8W1TSNyMhIMjMzUUp5dNvNjeTKfZIr92maRuvWrVm/fj0Oh6PJjA9itVrJysqq81OJi4qKAMjMzKSkpKRO68pxVTeSL/fVV64MBoPbjQv1VqC8++67bNq0iWeffZZWrVq5pgcHB2Oz2SgpKanWilJQUHDCu3iMRuMJx0Cor4NMKSUHsJskV+6TXLknJyeHsrIyzGazt0NxW9Xvtq6/X03TiI+PR9O00z425LiqG8mX+7yZK48XKEop3nvvPdatW8czzzxDREREtfkdOnRAr9ezfft2+vfvD0B6ejo5OTm19j9paA6Hg2+++abJfGvzNovFIrlyk+TKfT4+PpjN5iZ1e7HFYjmtu438/PxYsWJFPUQkRNPm8QLl3XffZfXq1Tz66KP4+vq6+pVYLBZMJhMWi4Vhw4Yxf/58/P39sVgsvPfee8THxzeKAkWn03H11VeTkZEhFfYpaJpGVFSU5MoNkiv3tbRcVVZWsmTJEm644YYm0yFYiIbg8QLlf//7HwDPPPNMten3338/Q4YMAWDs2LFomsbs2bOx2WyugdqEEKKlqaioYMqUKVx99dVSoAhxDI8XKIsXLz7lMiaTiXHjxklRIoQQQohaycMthBBCCNHoSIEihBBepNfrGTx4cJPqECxEQ2i+D7gQQogmwGKxsHDhQm+HIUSjIy0oQgjhRRUVFcyePZuKigpvhyJEoyIFihBCeFFlZSVz5syhsrLS26EI0ahIgSKEEEKIRkcKFCGEEEI0OlKgCCGEFxkMBm655ZbTGiZfiOZMzgghhPAiX19fZs2a5e0whGh0pAVFCCG8qKysjMmTJ1NWVubtUIRoVKRAEUIIL7LZbCxatAibzebtUIRoVKRAEUIIIUSj06T7oNRnpzLpsOY+yZX7JFfuaym5MpvN9O7dG7PZjNFoPK1ttJRceYrky32ezlVdtqcppZRH9y6EEEIIcYbkEs9xysrKeOyxx6TDmhskV+6TXLlPcuU+yVXdSL7c1xhyJQXKcZRSpKSkIA1Lpya5cp/kyn2SK/dJrupG8uW+xpArKVCEEEII0ehIgSKEEEKIRkcKlOMYjUZuuOGG0+5N35JIrtwnuXKf5Mp9kqu6kXy5rzHkSu7iEUIIIUSjIy0oQgghhGh0pEARQgghRKMjBYoQQgghGh0pUIQQQgjR6DTLBxLs2rWLpUuXkpKSQl5eHpMnT6Zv376u+fn5+SxYsIBt27ZRUlJC165dufPOO4mKigIgKyuLCRMm1LrtRx55hAEDBgCQk5PD22+/zc6dO/Hx8WHw4MGMGjUKvV5f/2/SQxoqVzfeeGON+Q899BDnn39+Pbyr+nGmuapa5qOPPmLbtm2Ul5cTHR3NyJEj6d+/v2uZ4uJi3nvvPTZu3IimafTr14877rgDHx+fBn2/Z6KhcjV+/Hiys7Or7XvUqFFce+219f4ePcUTucrMzOSjjz4iMTERm81Gr169uPPOOwkODnYtI8eVkzu5ag7H1Zdffsm6detIS0vDZDIRHx/PmDFjiI6Odi1TWVnJ/PnzWbNmDVarlV69ejFu3LhquXDn79zOnTuZP38+hw4dolWrVlx//fUMGTLkjN9DsyxQKioqiI2NZdiwYcyaNavaPKUUM2fOxGAwMGXKFCwWC99++y3PP/88c+bMwcfHh7CwMN56661q6/38888sXbqU3r17A+BwOHjppZcIDg7mhRdeIC8vj7lz56LX6xk1alSDvdcz1RC5qnL//fdz9tlnu15bLJZ6e1/14UxzBTB37lxKSkp47LHHCAgIYPXq1bz66qu8/PLLxMXFAfD666+Tl5fHU089hd1u580332TevHk89NBDDf6eT1dD5Qqcxe/FF1/set2U/uDCmeeqvLyc6dOn0759e6ZNmwbAJ598wowZM5g+fTo6nbOhXI4r93MFTf+42rVrF5dddhkd/7+9u41p6vrjAP5tgWIfVqo2SATdwLXMOKxLNFnGhMimexCzF1qyDbZlENyiLNmI07lkLjJfkCyGZY49ROvADXQvDETJpothm8OxzQ2lo06KYwRwEHwqHVWkLef/gnBjR/1bpZS2fj+J0Z57ejjnxyn3d4+XcxcsgNfrxf79+7Fjxw6fz1h1dTVaWlpQWloKlUoFi8WCnTt34r333gMQ2HluYGAA5eXlWLlyJV577TW0tbXh008/hU6n8/l5f0dElDObzeKXX36RXp8/f16YzWbR3d0tlXm9XlFUVCSOHTt203befPNN8fHHH0uvW1paRF5enrhy5YpUdvToUfHiiy8Kt9sd3EGEyFTFyl/bke5OY1VQUCB++OEHn7ZefvllqU5PT48wm83i3Llz0vFTp06JvLw8cenSpakazpSaqlgJIcSGDRtEQ0PDFPY+tO4kVqdPnxZ5eXnC5XJJdVwul8jLyxOtra1CCM6r24mVENE3r4QQYnBwUJjNZmGz2YQQY+N+9tlnRXNzs1Snt7dXmM1m0d7eLoQI7Dz3xRdfiNLSUp+vVVFRIXbs2DHpPt9196B4PB4A8Nl8Ri6XIy4uDmfPnvX7ns7OTnR1dSEnJ0cqs9vtmD9/vs9S2JIlS3Dt2jX09PRMTedDLFixGmexWFBUVIStW7eisbExqp6HEWis0tPT8dNPP2FoaAijo6M4ceIE3G43Fi1aBGBsXqnVaixYsEB6T0ZGBmQyGc6dOxei0UytYMVqXH19PQoLC7F582YcOnQIXq83NAMJgUBi5Xa7IZPJfOrExcVBJpNJdTivAo/VuGibV1evXgUAaDQaAGM/q71eLzIyMqQ6ycnJ0Ov1sNvtAAI7z3V0dPi0AQAmk0lqYzKi8r94/p+5c+dCr9ejtrYW69evx4wZM9DQ0IBLly7B4XD4fU9jYyOSk5ORnp4ulTkcDp9vGgAkJCRIx6JBsGIFjC2XPvjgg4iPj0drayssFguGh4fx9NNPh2AkUy/QWL3xxhv44IMPUFhYiJiYGCgUCmzatAlJSUkAxuaOVqv1aTsmJgYajeaum1e3ihUAPPXUU0hNTYVGo0F7ezv279+PK1eu4KWXXpqGkQVfILEyGo2Ij49HTU0NnnvuOQghUFtbi9HRUakO55UDQGCxAqJvXo2OjqKqqgrp6emYP38+gLE5ERsbC7Va7VM3ISHBZ97c6jzncDikshvrXLt2DSMjI1AoFHfc77suQYmNjcWmTZvwySefoLCwEHK5HBkZGXjooYf8XtGPjIygqakJa9eunYbeTq9gxmrdunXSv1NTU3H9+nUcPnw4ahKUQGP11VdfweVy4Z133sE999yDkydPoqKiAmVlZdIPjmgXzFjl5uZK9e+9917ExsZi9+7deP7556NiO/NAYqXValFaWoo9e/bgm2++gUwmQ2ZmJlJTUyGTyaZ5BKETzFhF27yyWCzo6elBWVnZdHflttx1CQoApKWl4f3338fVq1fh8Xig1Wrx9ttvIy0tbULdn3/+GdevX0d2drZPuU6nm7A0Ojg4KB2LFsGIlT8GgwEHDx6E2+2OyA+8P7eKVX9/P44cOYKdO3di3rx5AID77rsPZ8+exZEjR7B+/XrodDo4nU6fdr1eL4aGhu6qeRVIrPwxGAzwer24cOGCz28rRLJAPoMmkwm7du2C0+lETEwM1Go1iouLMWfOHADgvLqNWPkTyfPKYrGgpaUF27dvx+zZs6VynU4Hj8cDl8vls4oyODgozYlAznM6nU4qu7GOUqmc1OoJcJfvg6JSqaDVatHX14e//voLy5Ytm1CnsbERS5cunbA8ajQa0d3d7fONsVqtUCqVSElJmfK+h9pkYuVPV1cX1Gp11CQnN7pZrEZGRgBgwlWtXC6XrvCMRiNcLhc6Ozul421tbRBC4P777w/RCEJnMrHyp6urCzKZLKA5GGkC+QxqtVqo1Wq0tbXB6XRi6dKlADivbidW/kTivBJCwGKx4Ndff8W2bduQmJjoczwtLQ0xMTH4448/pLJ//vkHFy9ehNFoBBDYec5gMPi0MV5nvI3JiMoVlOHhYfT390uvBwYG0NXVBY1GA71ej+bmZmi1Wuj1enR3d6OqqgrLli2DyWTyaae/vx9//vkntm7dOuFrmEwmpKSk4KOPPkJ+fj4cDgcOHDiAJ554IqJOuqGI1W+//YbBwUEYDAYoFApYrVbU1dVhzZo1Uz6+YJpsrObOnYukpCTs3r0bL7zwAjQaDU6ePAmr1YotW7YAAFJSUrBkyRJ89tlnKC4uhsfjwd69e/HII49g1qxZ0zLuOxGKWNntdnR0dGDRokVQKpWw2+2orq7G8uXLpRsBI0EwPoPfffcdkpOTodVqYbfbUVVVhdWrV0tX+5xXgccqWuaVxWJBU1MTNm/eDKVSKd0zolKpoFAooFKpkJOTg3379kGj0UClUmHv3r0wGo1SchHIeW7VqlU4evQovvzyS6xYsQJtbW1obm7GW2+9NekxROXTjG02G7Zv3z6hPDs7Gxs3bsTXX3+Nw4cPw+FwYObMmcjKysK6desQG+ubr9XW1uLHH39EZWWlz+/Hj7tw4QL27NkDm82G+Ph4ZGdnIz8/P6I2agtFrE6fPo3a2lr09/dDCIGkpCSsWrUKjz32mN+4hqtgxKqvrw81NTVob2/H8PAwkpKSsGbNGmRlZUl1hoaGYLFYfDbUKiwsjKh9GEIRq87OTlgsFpw/fx5utxuJiYnIyspCbm5uRF0kBCNWNTU1+P777zE0NITExESsXLkSq1ev9lmB4rwac6tYRcu88rc5JjC2H9X4JmrjG7WdOHFC2rTuvxu1BXKes9lsqK6uRm9vb1A3aovKBIWIiIgiW+RcvhIREdFdgwkKERERhR0mKERERBR2mKAQERFR2GGCQkRERGGHCQoRERGFHSYoREREFHaYoBBRSFVWVmLjxo3T3Q0iCnNRudU9EYXWzXat/K933313intCRNGCO8kS0aQdP358wmur1YqSkhKf8sWLF0Oj0UAIEVHbhhNR6HEFhYgm7cZnCQFAR0cHrFbrhHIiokAxQSGikKqsrMSZM2dQWVkJYOyJtCUlJSgoKIBCoUBDQwMcDgceeOABvPrqq5g9ezYOHjyIY8eO4d9//4XJZMKGDRsmPFn21KlTqKurw99//w2ZTIaFCxeioKAA8+bNm45hEtEk8SZZIgoLTU1N+Pbbb/Hkk08iNzcXZ86cQUVFBQ4cOIDW1lY888wzePzxx/H7779j3759Pu89fvw4ysvLMWPGDOTn52Pt2rXo7e3Ftm3bMDAwME0jIqLJ4AoKEYWFy5cv48MPP4RKpQIAjI6Oor6+HiMjIygvL5ce7+50OtHU1ITi4mLExcVheHgYn3/+OXJycvDKK69I7WVnZ+P1119HXV2dTzkRRQauoBBRWHj44Yel5AQADAYDAGD58uVScjJe7vF4cPnyZQCA1WqFy+VCZmYmnE6n9Ecul8NgMMBms4V2IEQUFFxBIaKwoNfrfV6PJys3K3e5XACAvr4+AEBZWZnfdpVKZVD7SUShwQSFiMKCXO5/Qfdm5eM7JIz/XVJSAp1ON6HejasvRBQ5mKAQUUSbM2cOACAhIQGLFy+e5t4QUbDwHhQiimgmkwlKpRJ1dXXweDwTjjudzmnoFRFNFldQiCiiqVQqFBcXY9euXdiyZQsyMzOh1Wpx8eJFtLS0ID09HUVFRdPdTSK6TUxQiCjiPfroo5g5cybq6+tx6NAhuN1uzJo1CwsXLsSKFSumu3tEdAf4LB4iIiIKO7wHhYiIiMIOExQiIiIKO0xQiIiIKOwwQSEiIqKwwwSFiIiIwg4TFCIiIgo7TFCIiIgo7DBBISIiorDDBIWIiIjCDhMUIiIiCjtMUIiIiCjsMEEhIiKisMMEhYiIiMLO/wBxfzigI1Gh2wAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "fit_model = Synthdid(df, \"State\", \"Year\", \"treated\", \"PacksPerCapita\").fit()\n", + "fit_model = Synthdid(df, \"state\", \"year\", \"treated\", \"cigsale\").fit()\n", "\n", "print(\"SDID 기본 추정 결과\")\n", "fit_model.vcov().summary()\n", @@ -266,12 +314,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -282,11 +330,23 @@ ], "source": [ "# 합성 대조군(SC) 결과와 비교\n", - "fit_sc = Synthdid(df, \"State\", \"Year\", \"treated\", \"PacksPerCapita\").fit(synth=True)\n", + "# fit_sc = Synthdid(df, \"State\", \"Year\", \"treated\", \"PacksPerCapita\").fit(synth=True)\n", + "# fit_sc.plot_outcomes()\n", + "# fit_sc.plot_outcomes[0] \n", + "# plt.title(\"Synthetic Control (SC) Only\")\n", + "# plt.show()\n", + "\n", + "# SC는 시간 가중치를 균등하게 설정해야 합니다.\n", + "T0 = fit_model.att_info['T0'][0] # 정책 이전 기간의 수\n", + "lambda_sc = np.full(T0, 1/T0) # 1/T0 로 구성된 균등한 시간 가중치 생성\n", + "\n", + "# lambda_estimate 파라미터에 위에서 생성한 균등 가중치를 직접 전달합니다.\n", + "fit_sc = Synthdid(df, \"State\", \"Year\", \"treated\", \"PacksPerCapita\").fit(synth=True, lambda_estimate=lambda_sc) # <--- 수정된 부분\n", + "\n", "fit_sc.plot_outcomes()\n", - "fit_sc.plot_outcomes[0] \n", - "plt.title(\"Synthetic Control (SC) Only\")\n", - "plt.show()\n" + "fit_sc.plot_outcomes[0]\n", + "plt.title(\"Synthetic Control (SC) Only - Corrected\")\n", + "plt.show()" ] }, { From 785cd170ca6f4d264dfc151a9be7758a5e51a74d Mon Sep 17 00:00:00 2001 From: SoyoungJun-SL Date: Sat, 4 Oct 2025 21:27:46 -0400 Subject: [PATCH 3/5] =?UTF-8?q?=EB=A6=AC=EB=B7=B0=20=ED=94=BC=EB=93=9C?= =?UTF-8?q?=EB=B0=B1=20=EB=B0=98=EC=98=81(2)?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- book/ate/sdid.ipynb | 632 ++++++++++++++++++++++++++++++++------------ 1 file changed, 465 insertions(+), 167 deletions(-) diff --git a/book/ate/sdid.ipynb b/book/ate/sdid.ipynb index 67d82cd..6629a90 100644 --- a/book/ate/sdid.ipynb +++ b/book/ate/sdid.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -92,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -101,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -110,9 +110,16 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "California의 state ID는 다음과 같습니다: [3]\n" + ] + }, { "data": { "text/html": [ @@ -232,20 +239,22 @@ "4 False 0 " ] }, - "execution_count": 18, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df['treated'] = df['california'].astype(int)\n", - "df = df.sort_values(['state', 'year'])\n", + "# df 데이터프레임에서 'california' 컬럼의 ID 값을 확인합니다.\n", + "california_id_check = df[df['california'] == True]['state'].unique()\n", + "\n", + "print(f\"California의 state ID는 다음과 같습니다: {california_id_check}\")\n", "df.head()" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -261,7 +270,6 @@ ], "source": [ "plt.figure(figsize=(12, 6))\n", - "\n", "california_df = df[df['california'] == True]\n", "other_states_df = df[df['california'] == False]\n", "plt.plot(other_states_df.groupby('year')['cigsale'].mean(), label='Control States Average', linestyle='--')\n", @@ -277,49 +285,68 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 2. 핵심 SDID 분석 및 다른 방법론과 비교" + "## 2. 핵심 SDID 분석 및 다른 방법론과 비교\n", + "\n", + "SDID 분석의 타당성과 강점을 명확히 하기 위해, 인과추론의 대표적인 방법론인 **이중 차분법(DID)**과 **합성 대조법(SC)**을 함께 실행하여 결과를 비교 분석합니다. 구체적으로, 각 방법론이 정책 이전 기간의 추세를 얼마나 잘 모방하는지(평행추세 가정), 그리고 통제 그룹을 구성하기 위해 어떤 주(state)에 가중치를 부여하는지(Donor Pool)를 시각적으로 비교하여 왜 SDID가 이 데이터 분석에 가장 신뢰할 수 있는 방법론인지 입증하고자 합니다." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, "outputs": [ { - "ename": "ZeroDivisionError", - "evalue": "division by zero", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mZeroDivisionError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[20], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m fit_model \u001b[38;5;241m=\u001b[39m \u001b[43mSynthdid\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstate\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43myear\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtreated\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcigsale\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSDID 기본 추정 결과\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 4\u001b[0m fit_model\u001b[38;5;241m.\u001b[39mvcov()\u001b[38;5;241m.\u001b[39msummary()\n", - "File \u001b[0;32m~/opt/anaconda3/envs/myenv/lib/python3.10/site-packages/synthdid/sdid.py:164\u001b[0m, in \u001b[0;36mSDID.fit\u001b[0;34m(self, cov_method, noise_level, eta_omega, eta_lambda, zeta_omega, zeta_lambda, omega_intercept, lambda_intercept, min_decrease, max_iter, sparsify, max_iter_pre_sparsify, lambda_estimate, omega_estimate, synth, did)\u001b[0m\n\u001b[1;32m 161\u001b[0m Yc \u001b[38;5;241m=\u001b[39m collapse_form(Y, N0, T0)\n\u001b[1;32m 163\u001b[0m prediff \u001b[38;5;241m=\u001b[39m Y\u001b[38;5;241m.\u001b[39miloc[:N0, :T0]\u001b[38;5;241m.\u001b[39mapply(\u001b[38;5;28;01mlambda\u001b[39;00m x: x\u001b[38;5;241m.\u001b[39mdiff(), axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\u001b[38;5;241m.\u001b[39miloc[:, \u001b[38;5;241m1\u001b[39m:]\n\u001b[0;32m--> 164\u001b[0m noise_level \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msqrt(\u001b[43mvarianza\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43marray\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprediff\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mflatten\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m 166\u001b[0m eta_omega \u001b[38;5;241m=\u001b[39m ((N \u001b[38;5;241m-\u001b[39m N0) \u001b[38;5;241m*\u001b[39m (T \u001b[38;5;241m-\u001b[39m T0))\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m(\u001b[38;5;241m1\u001b[39m \u001b[38;5;241m/\u001b[39m \u001b[38;5;241m4\u001b[39m)\n\u001b[1;32m 167\u001b[0m eta_lambda \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1e-6\u001b[39m\n", - "File \u001b[0;32m~/opt/anaconda3/envs/myenv/lib/python3.10/site-packages/synthdid/utils.py:109\u001b[0m, in \u001b[0;36mvarianza\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 107\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mvarianza\u001b[39m(x):\n\u001b[1;32m 108\u001b[0m \tn \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(x)\n\u001b[0;32m--> 109\u001b[0m \tmedia \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43msum\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mn\u001b[49m\n\u001b[1;32m 110\u001b[0m \t\u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msum\u001b[39m((xi \u001b[38;5;241m-\u001b[39m media) \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m xi \u001b[38;5;129;01min\u001b[39;00m x) \u001b[38;5;241m/\u001b[39m (n \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m)\n", - "\u001b[0;31mZeroDivisionError\u001b[0m: division by zero" - ] + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "fit_model = Synthdid(df, \"state\", \"year\", \"treated\", \"cigsale\").fit()\n", + "# SDID 결과 그래프\n", + "fit_model = Synthdid(df, \"state\", \"year\", \"treated\", \"cigsale\").fit().plot_outcomes(wtplot = False)\n", + "plt.title(\"Synthetic Control DiD\")\n", + "plt.show()\n", "\n", - "print(\"SDID 기본 추정 결과\")\n", - "fit_model.vcov().summary()\n", - "\n", - "# SDID 그래프\n", - "fit_model.plot_outcomes() \n", - "fit_model.plot_outcomes[0] \n", - "plt.title(\"SDID: California vs. Synthetic Control\")\n", - "plt.show()" + "# SDID 가중치 그래프\n", + "fit_model.plot_weights()\n", + "plt.title(\"Synthetic Diff. in Differences (Weights)\")\n", + "plt.xlabel(\"State ID\")\n", + "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { - "image/png": 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NNXTq1MmVs6NHj1JcXIyfn1+VYyoqKqoQ2+mU56a0tJQDBw7QunXr0y5/4MABAGJjY0+a54nfaXU+5yd67rnnTpqWnJx82gKlunk/m8/AqY7Z083Pzs5GKUVWVlal77MynjpPQNXPa+X5ady4caXLnSkHDYEM1FYH6PV6hg0bxsMPPwzAkiVLKsy/5ppraNy4MXPmzMFutzN37lxsNht33323N8I9o5CQEMD5AVXOy4yV/qvsm4W7yv8gVLWwONF5550HVH2clfL3mJGRUen89PT0CsvVpFMNcBcSEsKxY8coKys7aZ7NZuPIkSMEBwdXe79RUVHAvydud5lMJkaPHs2NN94I/Hu8N23alGbNmmGz2VixYkW1YiqPpTy20zEYDPTs2ROAn3/++bTL/v3336SlpWE2myttLfEET3zOK/ucnWngserm/Ww+A2calLGy+eXb6dy582nPK0op1zqeOk8cv393z2vlyx8+fLjS7Z0qbw2JFCh1SFBQEECFDxg4W1xGjRrFoUOH+Prrr3n33XcJDAxkxIgRHtmvXq8HqvftvTK9evUC4Ndff62xGAICAmjXrh2HDx8+q8sUQ4cOJTw8nNWrV5/xj1RJSYnr5/LLSpUNU52Tk8OmTZvw8/PjnHPOqXZsADqdrtq/l86dO+NwOCr9o7NixQrsdjtdunSpdmwxMTFERkayY8eOaq1f2fF+1113ATB58mQcDsdp1z/+91Fu+/btAHTq1MmtGEaNGgXAzJkzXa0vlZk8eTIAN998c7VadtxR05/z06lO3tu0aYPFYuHPP/+stJVk6dKlAGd1jB0vMDCQtm3bsnXrVo4dO+bWOuXnou+//96t5U/3eavqea38fVc2WrLdbmflypVubac+kwLFh3z88cf89NNPlZ4AMjIyeOeddwDo16/fSfPvuusu9Ho9Y8aMITU1leHDh7tO8GerUaNGAOzfv98j2xszZgxGo5GHH36YlJSUk+aXlpae9CGvTgwPPPAAAHffffdJw9A7HA7XN7jTCQoK4rXXXgPg+uuv58cff6x0uTVr1tC7d2/X65tuugmj0cjrr7/Orl27Kiw7ceJE8vLyuOmmmyrtG1IVjRo1cl1aqKqRI0cC8Pjjj1cYqt1qtfLYY48BcMcdd1Q7Nk3T6NevH0eOHDkpBwBvvfWWqw/AibZv385///tfoOLx/vDDD9OxY0d+/fVXbrnllkr/8BUUFPDcc88xffr0k+atWbMGvV5f6WeoMiNGjGDAgAHs2rWLoUOHntRfxG638/TTT7NgwQJiYmKYNGmSW9utrpr8nJ9OdfJuMpkYMWIE+fn5TJw4scKyu3fv5rXXXsNoNHLzzTd7LM6xY8dSWlrKyJEjK40xOzvb1fcDnM+ICg4O5s0336y0UD948GCF16f7vFX1vNanTx/atGnDihUr+OqrryosO2vWrAbf/wSkD4pP+f3333n11VeJjo7mvPPOIyEhAYDU1FS+/fZbioqKuOqqqxg6dOhJ6zZr1ozBgwe7ntXjycs7F1xwAf/973+55pprGDRoEP7+/jRv3rzaJ5akpCTmzp3LyJEjadu2LZdeeimJiYmUlZWxf/9+fv31VyIjI13fdqsbw6hRo/j111/58MMPad26NVdddRWRkZGkpaWxZMkSRo4c6dazWUaMGEFRURFjxozh0ksvpVOnTvTp08c11P3q1atdnfPKxcfH88orrzB69Gi6dOnCsGHDiIyMZPny5axevZqkpCSmTp1arfwd74ILLuCTTz7hiiuuoEuXLhiNRvr16+fWH+Dhw4fz1VdfsXDhQtq2bcvVV1+Npml8+eWXpKamcv3115/1t/Nrr72Wzz77jB9//PGkTtQ//PAD9957L/Hx8fTt25emTZtSUlLCzp07+fHHHykrK+OBBx6ge/furnUsFgs//PADQ4cOZf78+Xz99dcVhlzftWsXv/zyC3l5ecyaNavC/nJzc1m7di0XXHCB25fW9Ho9n332GUOHDuW7776jRYsWDB48mObNm7uGuk9NTSU+Pp6vv/66xvsN1OTn/HSqm/eXXnqJX3/9lVmzZrFu3ToGDBjAkSNHWLhwIfn5+cyaNct1nvOEkSNHsn79et544w1atmzJJZdcQrNmzTh27BipqamsWLGC22+/nbfeeguAiIgIFixYwNChQxkwYACXXXYZHTp0IC8vj82bN3PgwAFSU1Nd2z/d562q5zVN05gzZw4XXXQR1157Lddccw2tWrVi06ZN/PLLL1x66aX88MMPHstNnVTzNwoJd+3fv1/NmjVLXX311SoxMVEFBQUpo9GooqOj1WWXXaY+/PDD047i+OWXXypAdevW7ZTLnG50wuNHHj2ezWZTjz/+uEpISFAGg+GkW+1ON4rr6fa3efNmdeutt6pmzZopk8mkwsLCVNu2bdVdd92lfvnlF4/F8NFHH6l+/fqp4OBgZTabVXx8vBo+fLhrsDJ37d+/Xz3yyCOqc+fOKiQkRBkMBhUREaGSk5PVyy+/rHJzc09a58cff1QXXXSRCg0NdY2uO2HChEpvgzzdrdTl4zscPzidUs5bYW+88UYVFRWldDqdgspHkj0Vu92u/vOf/6iuXbsqf39/5e/vr7p06aJmzZrlkZFkS0pKVFRUlOrRo8dJ83bs2KGmT5+uLr30UtWyZUtlsViUyWRSTZs2VUOGDDnpluoT4164cKEaMmSIiouLU2azWfn7+6s2bdqoO+6446Qh8pX6d1ycqoxcW87hcKhPP/1UXX755So6OloZjUYVFham+vTpo6ZPn37KUWaPH0n2RMePinq8Mw11787nvKZUJ+/Z2dnqkUcecY2MHBISoi688MJKb28/VU7cnV/u66+/VoMHD1aRkZHKaDSqxo0bq+7du6snn3zypHGJlHLexn3zzTer2NhYZTQaVVRUlOrXr5+aPXt2heVO93krV5XzmlIVR5INDAyUkWSPoyl1QocGUWc9++yzPPfcc7z77rtn1TQvhCe9+OKLPPHEE2zYsMErt3yX69atGwUFBWzdutXVp6kuks+5aCikQKkn8vPzad26NWVlZRw4cACLxeLtkIQAnLcZt2nThg4dOvD11197JYYvv/ySIUOG8PXXX3P55Zd7JQZPkM+5aEikD0od9+2337Jhwwa+/vprDh8+zPTp0+WkJXyKn58fH374IUuXLqWwsJCAgIBaj6GoqIiXX365zhYn8jkXDZG0oNRxt912Gx988AGNGzdm5MiRTJ48GZ1Obs4Soj6Rz7loiKRAEUIIIYTPkRJcCCGEED5HChQhhBBC+BwpUIQQQgjhc6p8F8+2bdtYvHgxqampZGdnM378+JOepHnw4EHmz5/Ptm3bcDgcNGnShHHjxrlG2iwtLWXevHmsWrWKsrIyOnbsyKhRo075RFwhhBBCNCxVLlBKSkqIj49n4MCBlT7rIiMjg6effpqBAwcybNgw/P39OXjwIEaj0bXMBx98wIYNGxg7diwWi4U5c+YwY8aMKj/HIjs7G5vNVtW3cEaRkZFkZWV5fLv1keTKfZIr9zWkXBUXF/P888/z9NNPV+tBgw0pV54g+XJfTeTKYDAQFhbm3rJV3Xjnzp1POxrkJ598QufOnbnppptc045/PoXVamXJkiU8+OCDtGvXDoD77rvP9YClxMREt2Ox2WyVPir+bJQ/xttms5301GBRkeTKfZIr9zW0XFmtVt59913Gjx9f5RFuG1quzpbky32+kCuPDtTmcDjYsGEDV155JVOmTCE1NZWoqCiuvvpq12WgPXv2YLfbad++vWu9uLg4IiIiTlmglJWVVShENE3D39/f9bMnlW/P09utjyRX7pNcua+h5er491vV99zQcnW2JF/u84VcebRAycvLo7i4mK+++sr1JNRNmzYxY8YMnnnmGc4991xycnIwGAwnjSYZEhJS6eOxAb744gsWLVrkep2QkMDUqVOJjIz0ZPgV1PRTSesTyZX7JFfuayi5Kj8XRkdHExwcXK1tNJRceYrky33ezJXHW1DA+VCu8iGl4+Pj2bFjB//73/8499xzq7XdIUOGVBiiuryiy8rK8ngfFE3TiI6OJiMjQ5oAz0By5T7JlfsaWq5KS0uZNm0a2dnZFBYWVmndhparsyX5cl9N5cpgMLjduODRAiU4OBi9Xk+TJk0qTI+Li2PHjh0AhIaGYrPZTnomR25u7inv4jEajRU62R6vpg4ypZQcwG6SXLlPcuW+hpIro9HI8OHDgeqfzxpKrjxF8uU+b+bKo+OgGAwGWrZsSVpaWoXp6enprluMW7RogV6vZ8uWLa75aWlpHDlypEodZIUQoj4oLCxkwIABVW49EaK+q3ILSnFxMRkZGa7XmZmZ7N27l8DAQCIiIrjyyit5+eWXOeecc2jXrh2bNm1i/fr1PPvsswBYLBYGDhzIvHnzCAwMxGKxMHfuXBITE6VAEUI0OA6Hg5SUFNclciGEU5ULlN27d/Pcc8+5Xs+bNw+A/v37M3r0aHr06MGdd97Jl19+yXvvvUdsbCzjxo0jKSnJtc6tt96KpmnMmDEDm83mGqhNCCGEEAKqUaC0bduWhQsXnnaZgQMHMnDgwFPON5lMjBo1SooSIYQQQlRKnsUjhBBe5O/vz/z5811jOwkhnDx6F48QQoiqMRgMJCcnezsMIXyOtKAIIYQX5efn06ZNG/Lz870diqinVq1aRVxcHLm5ud4OpUqkQBFCCC8rKCjwdgiiCjIzM3nqqafo3bs3CQkJdOvWjVtvvZVff/3VY/sYOnQoTz/9tMe2VxfJJR7hFaq0BDQd2ikG4BNCCF904MABrr76aoKDg3nqqadISkrCZrOxbNkynnzySVasWFFrsSilsNvtGAz180+5tKCIWqccDhyTx+J4+CYc77+K2rEFJWNACCHqgCeeeAKAb7/9lsGDB9OyZUvatGnD3Xffzddffw3AoUOHuP3222ndurVrXlZWlmsbM2bM4KKLLmLRokX07NmTpKQk7r33XldL2kMPPcTq1auZM2cOcXFxxMXFceDAAdelmiVLlnDppZeSkJDA2rVrKSkpYeLEiXTo0IEWLVpw9dVXs2nTplrPjadJgSJqnabTobtqBJQUoX77Bcf0J3E8fieOLz5CZRz0dnhC1CqLxcKSJUuwWCzeDsXrVEnxqf+Vlbq/bGnJKZd1FBe5fq6q7Oxsli5dym233Vbp7yskJASHw8Htt99OTk4On332GR9//DH79+/n3nvvrbDsvn37+PHHH/nggw/44IMPWLNmDbNmzQLg+eefp2vXrowYMYKNGzeyceNGYmNjXeu+8MILPPHEEyxbtoxzzjmHKVOm8N133/HKK6/www8/EB8fz4gRI8jOzq7ye/Ql9bNdSPgctWcH5OeidezhnNClN7oJL6J+X4ZatxKOZaG+W4j6biEktkM3bjKaTupnUf/pdDpiY2PRyfGOY8ywU89s3w39A//2yXCMvRlOKERcEtuhn/DCv8s+NgoK8gA4dNxi+ncWVym+vXv3opSiVatWp1xm5cqVbN++ndWrVxMXFwfAq6++yoABA9i0aROdOnVyxuRw8PLLLxMYGAjAtddey8qVKwHnc+1MJhN+fn5ERUWdtI8JEybQr18/AKxWK/PmzePll192jT82bdo0evXqxSeffHJSYVSXyCdC1CjlsOP45lMcUx/FMedl1NFMwPmkTC2xLbqbR6Ob8QG6ux+BDt1Bp0MLDq1QnKi//0TZyrz1FoSoUQUFBSQlJUlH2TrAnYfm7dy5k9jYWFdxApCYmEhISAg7d+50TWvatKmrOAGIiori6NGjbsXRoUMH18979+6lrKyM7t27u6YZjUY6depUYX91kbSgiBqjjhzGMedl2LUNAK1dF/A/uVlUM5qg23nou52HysuG4n+bXlXafhwzJ0JgEFr389F6D4T41miaVmvvQwhRO3SzTjNK+QktTLqZH5562RPOD7qX3v1nskZ0dDQZGRnVekJvQkICmqaxa9euKq97ohM7tmqa5vbzmBrK5UApUESNcPy+HDX/TSiygp8/2vB70Holn7Gw0ILDIPi4CUczISQMcrNRS79DLf0OouPQuvdDa98VmrdE0+lr9s0IIWqFZvar0WU1TUPn5+98XY0CJSwsjOTkZN5//33uuOOOkwqF3NxcWrduTVpaGocOHXK1oqSkpJCbm1ulB+IajUa3Cpb4+HhMJhPr1q2jSZMmAJSVlbFp0ybuvPPOKrw73yOXeIRHKYfDeSnn3RnO4qRlErqnX0XXe0C1Wj209t3QTZ2L7sFn0Xr0B5MJMg6hvv4YxwvjYfuWCvsWQoiaNGXKFBwOB4MHD+bbb79lz5497Ny5kzlz5nDllVdy/vnnk5SUxP3338+WLVvYuHEjDz74IL1796Zjx45u76dp06Zs3LiRAwcOcOzYsVMWKxaLhZtvvpnJkyezdOlSUlJSmDBhAsXFxdxwww2eetteIS0owqM0nQ4VGOTsS3L5DWiDrkPTn10Lh6bXQ7suaO26oIqsqA2rUZvXwZ7t0Ppc13Lqs/dxbN+M1rYLWtsu0DIJrZ6ODyDqj8DAQLZv316hP4LwXc2bN+eHH37gtdde4/nnnyczM5Pw8HA6dOjAiy++iKZpvPfeezz11FNcc8016HQ6kpOTmTx5cpX2c/fdd/PQQw+RnJxMcXExa9asOeWyTzzxBEopHnjgAQoLC+nQoQPz588nNDT0LN+td2mqOhfifERWVhZlZZ7tPKlpGjExMaSnp1frGmVDUp6rtAMHUNZCtCDntRlVVgoH96EltK7R/SuHo0JnWvszYyBt/78L+PlDUke0dl3Q2nZGi2hco/GcjhxX7mtoubLb7ezatYtWrVqhr2Ix39BydbYkX+6rqVwZjUYiIyPdWla+XoqzYks/iP3/HgOdHt2EKWg6vbPTaw0XJ8BJtyHrxk1GbdsEWzegtm6E/FzYtAa1aQ0qNBzd/70nnWuFz7FarQwcOJDt27cTFBTk7XCE8BlSoIgKlN3uHFugrARKS8ESgGZxNj2r/DzYvQ1VWgqlJWi52WT8+Lmzr4l/AKQfhLjmXotdCw5F65UMvZKd/VEO7EH9tQG1dQNaTFNXcaKUQv30FVqfgWiBwaffqBBCCK+QAqUBUUo574rxt6AFOL+pqT9W4vj4bShzFh3Y7RXW0YbfjTZgsPNF2j4c//l38CNXo19iW3Qjx6I1cq/ZrjZoOh00b4XWvBUMHlahiVL9vgz137moHz5Du+FO5+3L0rIihBA+RQoUH6B2bMEx/y0ozIewCGgUiRYeidbqXLSuff5dTim3/5Cqwnw4uA91aC8c2oc6tA8O7YPiIrSb70Prd6lzwbAIyMupfCMmU8Vb8QKCoEUbMJrAZEYzmQnp1pv8rueB5ts3hB2fNy0yBhXTFNIPoN6ZjlqzDN2Ie32qwBINi3SQFeJkUqB4kXI4UD98hvpyPqh/biHLy4F9u5ytE4UFrgJFlZXhePBGCA2H8Ei08AgIj4TwCLSwCIhughYZ7Vw2ZSuOaY9XvlO9AfLz/n3dvCW6Z14FoxlMZmdRYnT+O7EY0prEo3982r+vNY2gmBgK6liHM61lErqnX0F9/5lzaP0tf+B4ZgzakJvRBlwm46qIWhUUFMSOHTu8HYYQPkcKFC9TO7eCcqD1Hoh2weWQfQR17Agcy4Lmx3U0zT7ivAyTlQFZGRxfDihAu3gI2nW3OyfENHX+3ygKmsSjxTWHuOZocfHQOLbCrbeawQhNEmr6bfoczWBEu+IGVLe+OOb9B3ZtQ33yNuzdiXbHw94OTzQgNpuNlStXct555500uqgQDZl8GrxI0+nQjRyL2roeXa8BzonNW1HpRZyIKHQvzXE+VO9YFvxTxLh+Pn67QcHoXvsErZJh5UVFWkxTdBNeQK34EfX5PLTzL/Z2SKKBKSoqYsSIEXIXjxAnkAKlFimlUEu+hfT96G66D3AWE1p5cXIamk4PjSKd/VPc2JcUJ+7TdDq05MtQPftXyJtj1S9oEY3REtt5LzghhGigpECpJarIivrgddT635yvu/ZFO8f9YY9FzTu+OFFZGaj5b6JKS9H6XYJ27a2u262FEELUPN++9aKeUAdScUwe6yxO9Hq0G+6EpA5nXlF4T0AgWs9kANSKH3E8PQa1YZV3YxL1kk6nIzExEZ1OTsdCHE9aUGqYY+VPqAWznR1cwyPQ3fUIWsskb4clzkCzBKLdMgbVMxnHh/+Bw4dwvPkSJHVA69AdLfky54i5QpylgIAAli5d6u0wxBmUP5n4VMaOHcu4ceM8vt+HHnqIvLw85s6d6/FtV8enn37Ks88+y99//13j+5ICpQY5Fs5B/fSV80W7rujueFhGLq1jtDbt0D3zKuqbhagfP4Ptm1H796BdcIVrGbVtE4SEQ2xTGfBNVFlpaSmLFi1i6NChmExS9PqqjRs3un5evHgx06dPZ8WKFa5pAQEBrp+VUtjtdrkr6yxJm2IN0s7t7Lykc/VN6O6fKMVJHaUZTeiG3ITuuf+gDb0N7aKrXM8BUkrh+OB1HM+OwTH+VhxvT8Ox/AfU4bQ6NTaM8J6SkhImTJhASUmJt0MRpxEVFeX6FxQUhKZprte7du0iMTGRJUuWcOmll5KQkMDatWtxOBy8/vrr9OrVi5YtW3LhhRfyzTffuLZpt9sZN26ca/7555/Pu+++65o/Y8YM/vvf//Ljjz8SFxdHXFwcq1at4sCBA8TFxbF48WKGDBlCy5YtGTRoELt372bTpk1cdtlltG7dmptuuomjR49WeB8LFiygf//+tGjRgn79+vH++++75pVv97vvvmPo0KFYLBYuvPBC/vjjDwBWrVrF2LFjycvLc8UzY8aMGsu5lHcepnKOoYWGA6C164Juymy0RlFejkp4gtY4Fu2SaypOLCmGxrHOBxPm5aDW/QrrfnWOUxPaCK3vBeiuvskb4QpRZyilKLHXfEGvaRpFpXaKbQ7XFwizXvNYy+cLL7zA008/TbNmzQgJCeH111/n888/56WXXiIhIYE1a9bwwAMP0KhRI3r37o3D4SAmJobZs2cTFhbGH3/8wSOPPEJUVBRXXnkl99xzDzt37qSgoICZM2cCEBoayuHDhwFnAfPcc88RFxfH2LFjGTNmDAEBATz//PP4+/tz9913M23aNF566SUAPv/8c6ZPn87kyZNp164df/31FxMmTMBisTBs2DDX+5g6dSpPP/00PXv2ZNy4cYwePZrffvuNbt268dxzz1VoPTq+5cjTpEDxEFVkRX0xD7VmObqJL7tGdZXipH7T/PzRj52EKiuD1B2o7VtQOzbDnh2QcxSKi1zL2rOPYpsy7p/RfyOhUQRaeOQ/IwJHQlCIXCISDVKJXXH9pym1tLeKo/Z+en0ifgbPfO4mTJhAv379AGfL2Ouvv84nn3xCt27dAGjevDnr1q3jo48+onfv3hiNRsaPH+9av1mzZqxfv56vv/6aK6+8koCAAPz8/CgtLSUq6uS/Jffccw/JyckAjBo1ivvuu49PP/2U7t27A3DjjTeycOFC1/IzZszg6aefZtCgQa79paSk8NFHH1UoUO655x4uvPBCYmJiGD9+PMnJyezdu5dWrVpVaD2qaVKgnCVlK3MO8vX1J1DgHEJebd2AljzIu4GJWqUZjZDY7p8xU25ElZTAnu0QHOZaxpaZDqkpkJriGgn4+O+Mx48GrArzUT8v/uexBpEQ1wwttFGtvR9Re/R6Pf3790evl0cs1HUdOvx7d+bevXspKirixhtvrLBMWVkZ7dr9O7bS+++/zyeffMKhQ4coLi6mrKyMtm3burW/c845x/VzRETESdMiIyNdl3isVit79+5l3LhxTJgwwbWM3W4/aYDA47dRXogcOXKEVq1auRWXp0iBUk1KKVj/G44vPoTMdOfE6Dh019+J1q6Ld4MTXqeZzXDCODeG2KboRj+BOprlfJTB0SxU9j+PNcjNhrDjCpDMdNQ3nwL/FDGazvnU5cuuRWsSX2vvQ9Q8i8XCggULvB2GV5n1Gp9en1jj+9E0jejG0WQczqhwicdTLJZ/x1IqLCwEYN68eURHR1dYrrwz9FdffcWkSZOYOHEi3bp1IyAggDfffLNCh9zTOb4Tbnnr64kdcx0OR4V4pk2bRufOnSssc2JxXNl2y7dTm6RAqQalFI6ZE2H7ZueE4FC0K4ejnXcRmnwLEqegDwpB17l3pZ1nla0Mjj8B+FnQ+l/qfC7TkcPOJy+vXY5auxw69kB37a1o5c9cEnVaSUkJs2bNYsyYMZjNZm+H4xWapnnsMsuZ9uNv0uNn0NV4J/bExETMZjOHDh2id+/elS6zbt06unbtym233eaatm/fvgrLmEwm7Hb7WccTGRlJdHQ0+/bt45prrjnzCqfgqXjcIQVKNWiahtbqHFRqCtrFVzub5v38vR2WqMM0g7Hi65gmaP88DgFA7duN+n6Rc7C4P9fCkFtqO0RRQ0pLS5k5cyZ33XVXgy1Q6qPAwEDuvvtunn32WRwOBz169CA/P59169YRGBjIsGHDSEhIYNGiRSxbtoymTZvy2Wef8eeff9K06b9fPpo0acKyZcvYtWsX4eHhZ/W8pnHjxjFx4kSCg4NJTk6mtLSUzZs3k5OTw9133+3WNpo0aUJhYSG//vorbdu2xd/fH3//mvn7JwWKG1TOMdTXH6P16I/WxnntULtkCFryILSQsNOvLIQHaM1bot3zKCrjIGrbJrS4Zq55jm8XokU3gc69XLc/CyG875FHHqFRo0bMmjWL/fv3ExwcTPv27bn//vsBuOmmm/jrr7+499570TSNq666iltvvZUlS5a4tjFixAhWr17NoEGDKCws5L///W+FAqYqhg8fjr+/P2+++SaTJ0/GYrGQlJTEqFGj3N5G9+7dufnmm7n33nvJzs6usQHqADRVhwdryMrKoqyszKPb1DSNmJgY0tPTcRQVon78EvW/L6C0BBIS0T0+Te60+MfxuarDh1GtqKlcqaOZOJ68G+x2iG6Cdum1aD37o9XhAaIa2nGVn59PUlJStZ5m3NBydbYkX+6rqVwZjUYiIyPdWrbunsVqkLLZcCz9Fsfij53jWwC0TEI39DYpToRv8fNHu/Ra1NJvIeMg6v1XUYvno118jbNPlFwy8HkGg4Ebb7xRRh0V4gTyiTiB468NZCycgyNtv3NCVCy6a2+Bzr2lOBE+RwsIQrv6JtQl16CWf+98tMKxI6hP3kZ9+ym6ex9Ha32ut8MUp+Hv78/06dO9HYYQPkcuWJ+oIA9b2n7noFnD70H33Cy0Ln2kOBE+TfO3oLv0WnQvvYs24h5oFAWlpRDb7MwrC68qKipi/PjxFBUVnXlhIRqQKregbNu2jcWLF5Oamkp2djbjx4+nR48elS779ttv8/PPP3PrrbcyePBg1/SCggLmzp3L+vXr0TSNnj17cvvtt+Pn51f9d+IhWo9+hOo18tt3B7PcmSPqFs1oQksehDr/Eji0Fy0g0DVP/bkO2neVjrQ+xmaz8fHHH/PMM894OxQhfEqVz1QlJSXEx8dzxx13nHa5tWvXsnPnTsLCTr7L5bXXXuPAgQM89dRTPPbYY/z999/Mnj27qqHUCE2nI+jKG9D8LGdeWAgfpen1aM1aul47Vv2CY9YkHK8/j/pnxGMhhPBlVS5QOnfuzA033HDKVhOAY8eOMXfuXB544IGTOn4dPHiQTZs2cc8999C6dWuSkpIYOXIkq1at4tixY1V/B0KIM9PpwWSCvzbgmDwWtW+XtyMSQojT8ngn2fLHS1955ZWV3qudkpJCQEAALVv+++2uffv2aJrGrl27Ki18ysrKKtxOrGmaa2AYT/cNKd+e9Dk5M8mV+7ydK33vAagm8djfeBGy0nG89Ci64Xej63eJV+I5HW/nqraZzWbGjh2L2Wyu8ntuaLk6W5Iv9/lCrjxeoHz11Vfo9Xouu+yySufn5OQQHBxcYZperycwMJCcnJxK1/niiy9YtGiR63VCQgJTp051+17q6jjx2Qni1CRX7vNqrmJicJy7gKMzn6H49xU45s3CP30/ofc+gs7s/f5fJ2pIx9WMGTPOav2GlCtPkHy5z5u58miBsmfPHr777jumTp3q0apryJAhXH755a7X5dvOysrCZrN5bD/l246OjiYjI0MG8jkDyZX7fClX6o5x6OLicXzxEYU/LaaoQw90JzzY0Jt8KVe1wWq1cscddzBnzpwKD5tzR0PL1dmSfLmvpnJlMBi8M1Db33//TV5eHvfd9+8zRBwOB/PmzeO7777jP//5D6GhoeTlVeykZ7fbKSgoIDQ0tNLtGo1GjEZjpfNq6iBTSskB7CbJlft8IleahnbZUHTNW6EOpKIldfB+TJXwiVzVApvNxvLly7HZbNV+vw0lV54i+XKfN3Pl0QKlX79+tG/fvsK0KVOm0K9fPwYMGAA4n/BYWFjInj17aNGiBQB//fUXSilatWrlyXCEEKehndsJ7dxOrtfqyGHU78vRLrsWTSdP5RZCeFeVC5Ti4mIyMjJcrzMzM9m7dy+BgYFERESc9CwJg8FAaGgosbGxgPNJiJ06dWL27Nnceeed2Gw25s6dS58+fQgPDz/LtyOEqA5lt+N4ayrs24XauRXdqHFogcFnXlEIIWpIlQuU3bt389xzz7lez5s3D4D+/fszevRot7bxwAMPMGfOHJ5//nnXQG0jR46saihCCA/R9Hq0C65AffQf2LoRx+Sx6O55FC2+tbdDq/fMZjPTpk3DLM9NEqICeZrxCeRpl+6TXLmvruRKHUzF8caLkJUBBoPzcQ/nX1yrMdSVXPkCyVXVSL7c5wtPM5Yxr4UQLlqTBHRPzYSOPcBmQ82bheP35d4Oq14rLCxkwIABFBYWejsUIXyKFChCiAo0SyC6+55Au/AqANR3/0U57F6Oqv5yOBykpKTgcDi8HYoQPsXjA7UJIeo+TaeD624DP3+0C6+Qu3qEELVOChQhRKU0nR7tquHeDkMI0UDJJR4hxBkppXCs+BHHyp+8HUq94+/vz/z5813PFxNCOEkLihDizDb/gfrwP2Awopq2QGve8szrCLcYDAaSk5O9HYYQPkdaUIQQZ9a+6z939pThmD0VZS3wdkT1Rn5+Pm3atCE/P9/boQjhU6RAEUKckabTobv9IWgUBVkZON57TcaR8KCCAin4hDiRFChCCLdoAYHo7nkUDAbYtAb105feDkkIUY9JgSKEcJsW3xpt2CgA1GcfoHZu83JEQoj6SgoUIUSVaMmXofXoB0qh9u/2djh1nsViYcmSJVgsFm+HIoRPkbt4hBBVomka3Dward+laG3aeTucOk+n0xEbG4tOJ98XhTiefCKEEFWm+flXKE6UDNNebQUFBSQlJUlHWSFOIAWKEOKsqMw0HFPGof7a4O1QhBD1iBQoQoizopZ+B/t345gzA3Usy9vhCCHqCSlQhBBnRbvmFmjWEgrycbw9DWWzeTskIUQ9IAWKEOKsaEaTc3wU/wDYvR312QfeDqlOCQwMZPv27QQGBno7FCF8ihQoQoizpkVGoxv5IADq569Q61d5OaK6w+FwkJaWhkM6GgtRgRQoQgiP0Dr1Qrt4CACOD15DZaZ5OaK6wWq1MnDgQKxWq7dDEcKnyDgoQgiP0YbcjNqzA+w20Bu9HY4Qog6TAkUI4TGawYDuvifA3x/N4CxQ1I4tOH5ejNa5F1rHHmgBQV6OUghRF0iBIoTwKC0ouMJr9cdvsOl31KbfUTodJLZzXg7q3BMtPNJLUfoW6SArxMmkQBE1qszuIKOgjLT8UtLySo/7vwx/o44OjS10jA6gfWMLgWa9t8MVNUBLvgwCg1Gb1sDBvbB9M2r7ZtQnb0PzVugeehYtMPhMm6m3goKC2LFjh7fDEMLnSIEizppDKbL+KUIOVShCSsksLMOhTrFiERzKK+X7nTnoNGgR5kfHaAsdogM4J9Ifs0H6cNcHWlxztLjmcNVwVGY6atMa1MY1sHs7FOTBcZd8HOt+RRfRGNW4sRcjrl02m42VK1dy3nnnYTDIKVmIcvJpEBUopSi2KQrL7BSU2CksdVBQaqeg1E5hWfnPDgpL7BSUOcgu2c+BbCul9lNVIeBv0BEbbCIuyERssJHYIBMxQSayi2z8edjKn+mFHMwrZdexYnYdK+azbccw6jTOifSnQ7SzhaVluB96nVaLmRA1QYuKcd7pc/EQVG42HDnsfPggoGw21EdvYLcWkh4Vg7r0WuhzAZq+fresFRUVMWLECLZv305QkPTPEaKcFCgNlN2h2JReyPK9eaTnlzqLjlI7hWV2bNUYjsGgg+hAE3HBJmKDTMcVJCZC/fSuP0In6tnUeUI+ai1jc4aVzYcL+TPdytEiG5sPW9l82MpHfx4hwKij3T+XgzpEW2gSbDrlNkXdoIWEQUjYvxOKCtHO7Yzash57ZjrMmwX/+xLdkJugc2/5fQvRwEiB0sAczCthye5clqbmcazo1EOS6zUINOkJMOkJNOkINOn/ea37d5rZQKu4KCy2AiIshrNq4WhkMTKgRQgDWoSglOJQfil/pjsLli2HrRSWOvj9YAG/H3Q+8dWgc7bM+Bt1+Bv0+Bk112s/13Qdfv/873/c/81DzTSyyC2wvkYLCkG7+xEoKyVow2/kfPIuZBzE8eZLkJCI7ubRaE0TvB2mEKKWSIHSAFjL7Kzcl8/Pu3PZcaTINT3IrKd/fLCzg+o/RUfAP4WIn0E74zdWTdOIiWlEenopSp36Ek9VaZpGk2AzTYLNDG4Tht2h2JNdzJ/pVv48XMjfmUWUORT5pQ7ySx1A1Z79YtRp3NwpkiuSwtDJt3Kfo5nMBA0ZQX6Hnjh+/Bz101ewbxcYTd4OrUbodDoSExPR6aTPlRDHkwKlnnIoxV+HrfyyO5dVB/JdfUR0GnSJCeCCliF0jwvEqPf9k6Jep9G6kT+tG/kztF0jSu0OcovtFJU5KLI5XP8Xn/D/8fOL//k/t8TOobxS5m7IZO2hAh7sFUNUoLSm+CLNEoDu6ptQAwajdmxBi45zzXOs+AEtqSNaVIwXI/SMgIAAli5d6u0whPA5UqDUM4cLSlmyJ5cle/LILCxzTW8SbOKCFiEktwgh3L9u/9pNeh2RAdUrrJRS/G9XLnM3HOavw1Ye/C6VO7s1ZkBCsPRx8FFaSBhaj36u1+rgXtRHb6J0OrR+l6ANvt7Zn6WOKi0tZdGiRQwdOhSTqX62EglRHXX7L5UAoMTmYNX+fH7Zk8uWw/8+z8Ni1HF+82AuaBlCYiM/+QOM8/LRJa1D6RBt4ZVV6Ww/UsSrq9P5/WA+9/WIJsRPPhI+T2+AczvB1o2opd+hVi1Bu/BKtEuuQfO3eDu6KispKWHChAlcccUVUqAIcRw5G9cRDqU4arW5xhg5dNxYI4cL/h1rRAM6RFu4oEUIvZoGyVgipxATZOKFi5rxxbZjfLwlizUHCvg7K5X7e8bQvYmM6unLtJgm6B96DrV9M47P50FqCurbhajl36MNGoaWPAjNKJfthKjrpEDxIUop8kvsxxUfZa6Bz9LzS0871kh0oJGBLUIYkBAifSrcpNdpDG3XiC6xAby8Ko39uaVMXn6Qi1qGMLJrFBZj/R5/o67Tkjqge3wabFiN48sPIeMQ6ruFaOddBP8UKGr/Hmgci2b283K0QoiqkgLFy8rsDn7bn88vu3PZk11MQempByHRaxAd5Bxn5N/xRpwDn4X7G+QSTjW1CPdjxmXxzP/zCF/9fYyfduey+bCVh3rHcG5U3btk0JBomgZd+6Dr1BP128+g17su8yibDcdLj4DNBrFN0eJbQ0IiWkJriG2O5iOjtur1evr374++ng9IJ0RV+cYn1EdYy+zMWJnGxe0cnBPsILgGnw2TkV/Kj7ty+Hl3Lnkl9grzIiyGCgOdlRckUQFGGU21hpj0Om7vEkX3uEBeXZ3G4YIynvhpP0PODWd4h4g6cbdTQ6bp9Wj9Lqk4Meeocxj9nKNwaB/q0D747WcUgNGENnAwuqG3A7huk/dGkW+xWFiwYEGt71cIXycFynH+OFTIH2mF/JG2A50G7Rpb6NM0iN5Ngwj1wJ0vdodifVoBP+zMYUNaIeUXbBpZDFzSKpQeTQKJDTJJvxEvatfYwquDE3jnj0yW7Mnl823H2JBWyMN9YogPk8sEdYkW0Rj9tPdQOUdh705U6k7U3p2wdydYC8E/4N+Fjx3B8fwDkNgO3fB70MIa1VqcJSUlzJo1izFjxmA2m2ttv0L4Ok15coStWpaVlUVZWdmZF3R3e4VlrNibx9r0YrYfzndN12lwbtQ/xUqzoCrfpptTZOOn3Tn8b1cOmYX/DirWKSaAQa1D6RYXWCdbRpwDtcWQnp7u0YHafMXqA/m88XsGeSV2DDqNmzpGcGVSeLV+V/U9V55U07lSDgdkZYDZjBbqLETU+lU43nrJuUBULLoJL6CFhnt835XJz88nKSmpWs/ikeOqaiRf7qupXBmNRiIjI92LQQqUisp/KRtT9vHb/jxW7c9n59Hif+cD50T606eZs1iJOMWQ6UoptmUV8X1KNqsP5LuebxNk0nFBy1AubR1KTFDdvqWwIXzYc4pszPo9g3WHnEPsJ4SZ6d00iM4xVXuAYUPIlad4I1fKZoN9u3C8Mx2OZkJ0HLrxL9TK+CpSoNQeyZf7pEA5SzVZoBz/S8ksKGP1gXx+259fYah4gKQIZ7HSp1kQkQFGrGV2lu7J44ed2ezPLXUt1ybCj0tbh9G3Wf259behfNiVUvy8O5d312dSfNyTFIPMejpHB9A5NoDOMQGEnaZlraHkyhO8mSuVlYFj+hNw7AjENEU3fgpacGiN7lMKlNoj+XKfLxQoVe5YsW3bNhYvXkxqairZ2dmMHz+eHj16AGCz2fjkk0/YuHEjmZmZWCwW2rdvz/DhwwkP/7e5tKCggLlz57J+/Xo0TaNnz57cfvvt+Pn55jX+qEAjV50TzlXnhJNVWMaaA/ms2p/P31lFbD/i/Dd3QyYtwsyk5ZdSbHP+Ms16jf4JwVzWOowW4b753sSZaZrGRa2cl+LWHSpgQ1oBf2ZYyS+xs2JfHiv25QHO1pXOMQF0iQ0gKcKCUV/3Lts1dFpkNLpxU3BMfxLSD+CY8ZSzSAkKqbF9GgwGbrzxRgw+cleREL6iyp+IkpIS4uPjGThwINOnT68wr7S0lNTUVK699lri4+MpKCjg/fff5//+7/946aWXXMu99tprZGdn89RTT2G323njjTeYPXs2Dz744Nm/oxoWGWDkiqRwrkgK56i1jDUHCli1P4+tmUXsyS4BnMPKX5YYyoCEEAJMcutgfRHmb+DiVqFc3CoUm0ORcqSIDWmFbEwvZNexYlKzS0jNLuHzbcfwM+joEG2hS4yzdSUmWDo/1hVaVAy6cZOdLSmWADDU7LhC/v7+J51LhRDVKFA6d+5M586dK51nsViYOHFihWkjR47kiSee4MiRI0RERHDw4EE2bdrEiy++SMuWLV3LvPjii9x8880VWlp8XSOLkcFtwhjcJozsIht/ZhQSaTFybpS/jElSzxl0GudGWTg3ysJNnSLJKbaxKd1ZrGxMLyS32M7agwWsPejsuxIbZOK8Vvm0Coa2Uf4ESuHq07TGsegmvAjBIWh+NTsWTlFRERMnTmTSpEn4+/vX6L6EqEtqvE3RarWiaRoWi/NDnpKSQkBAgKs4AWjfvj2aprFr1y7X5aLjlZWVVehromma64Ps6UKgfHtV3W64xciAFqEejcXXVTdX9VGYv/P3P6BFKA6lSD1WzIb0QjakFbI9y0pafikLNx4EnHeFtQr3o0N0AB1jAjgn0h+TjLPi4ivHldY4tsJrx28/o3XqhRbg2Uch2O12Pv74Y5599tkqv2dfyVVdIflyny/kqkYLlNLSUubPn0/fvn1dBUpOTg7BwcEVltPr9QQGBpKTk1Ppdr744gsWLVrkep2QkMDUqVPd7mhTHdHR0TW27fpGcnWyuFg4r53z54ISG+v2ZbN23zHW7stmf7aVlKPFpBwtZtHWo5gNOjrGhdC9eRg9mofTJiqoTt527mm+dFzlfzGfnPdexZT4E5GT30DnwSIlIMA5Hkt0dPRJ50Z3+VKu6gLJl/u8masaK1BsNhsvv/wyAKNGjTqrbQ0ZMoTLL7/c9bq8osvKysJms51qtWrRNI3o6GgyMjKkl/cZSK7cd06wxoCL2pCRkUFmQSmbMwr5M6OQP9MLyS62s3ZfNmv3ZfMf9hBo0tG+cQAdoy10jAkgNsjUoL7x+eJxpZq0gMAgSlO2ceixu9E//LzHnpycn+8ccykjI4PCwsIqreuLufJlki/31VSuDAZDzd3F447y4uTIkSM8/fTTrtYTgNDQUPLy8iosb7fbKSgoIDQ0tNLtGY1GjKd4OmlNHWRKKTmA3SS5cp9SigiLgYEtQhjYIgSlFAfyygsWK38dtlJQ6mD1gXxWH3D+4WpkMdAjLpBrzm3UoB4E6VPHVVxzdGMn45jxFOzZgf2VZ9A99KxH+qcYjUbGjh2L0Wis9vv1qVzVAZIv93kzVx6/8F1enGRkZDBx4sST7utPTEyksLCQPXv2uKb99ddfKKVo1aqVp8MRwqdpmkazEDOXtwnnyf5N+Ghoa/7vkuaM6BhB+8YWDDqNo1Yb3+/M4d6v9/DOH4fJKfZsq6Fwj9Y0Ad3Dzzvv7Nm9Hcerz6OKi8684hmYzWbGjRsnw9wLcYIqFyjFxcXs3buXvXv3ApCZmcnevXs5cuQINpuNmTNnsmfPHu6//34cDgc5OTnk5OS4LsU0adKETp06MXv2bHbt2sX27duZO3cuffr0qVN38AhRE/Q6jTYR/gxrF8HkC5ux4LrWPDOgCe0bW7A5FN/syObur3Yz/88sCkvtZ96g8CiteUtnkeIfALu24Xh9Esp+dr8Hq9XK8OHDsVqtHopSiPqhyiPJbt26leeee+6k6f379+e6665jzJgxla73zDPP0LZtW8A5UNucOXMqDNQ2cuTIKg/UVlsjyYrKSa7cd7a5UkrxZ4aVDzdlseuY89ELQSYd17RtxODEsHozOjHUjeNK7dmB45Vn0K68Ed2FV53VtmQk2doj+XKfL4wkK0Pdn0AOYPdJrtznqVwppVhzoICP/sziYJ7zUQrh/gaub9+IC1uGYqgHd//UleNK5eV4ZBh8KVBqj+TLfb5QoNSfr11CNACaptG7WRCvDU7ggV7RRFoMHCuy8ebaw4z5Zg8r9ubhkBNvrTi+OFHWAhz/nYsqlss0QniKFChC1EF6ncYFLUN588oWjOoaRYhZT3p+GTN+S2Ps93v541CBfEOsJUopHP+ZgvrflzieuR+1ZX2V1jebzUybNk06yQpxAilQhKjDjHodVySFM/uqlozoEIHFqCM1u4RJyw7y+E/72Zop3+hrmqZp6IbcDBGN4VgWjteew/HODFR+rlvrm0wmhg8fjslkquFIhahbpEARoh7wN+oY1j6C2Ve1ZMg54Zj0Gn9nFfHET/uZtPQAx4rk1uSapLU6F92zr6NdfDVoOtTa5Tievg/HmqVnbMkqLCxkwIABVR6kTYj6TgoUIeqRYLOe27pE8daVLbikVSh6Df5IK+Th71LZnCF/AGuSZvZDd91IdI9PgybxUJCPmvMyasWPp13P4XCQkpKCw+GonUCFqCOkQBGiHmpkMXJfz2heHZxA8xAzOcV2nllygIVbjkgn2hqmJbRG9+RMtKtvgugmaL2SvR2SEHWSFChC1GNNQ8xMu7Q5F7QIwaFg/uYjPL/0ILkyGm2N0gwGdIOHoXvmNTSzc3wn5XDgWDAbdWifl6MTom6QAkWIes5s0PFA7xju7xWNSa+xMb2Qh7/by9/SgbbGaYZ/H3emVvyIWvotjkkP4/hqAeqfMZz8/f2ZP38+/v7+3gpTCJ8kBYoQDcSFLUOZdklz4oJNHC2y8cTP+/li21G5HbmWaB17QMceYLehvvkEx6SHULv+xmAwkJycjMFQYw+XF6JOkgJFiAYkPsyP6Zc2p1/zYBwK3t+YxQsrDlFQIs/1qWlaWCN0o59Ed/cjEBQC6Qdw/N9j5M59jTZtEsnPz/d2iEL4FClQhGhgLEY9Y/vGcG+Pxhh0GmsPFvDw93vZefTsn8wrTk/TNLRu56Gb9AZanwtAKdSKHykoKJSWLCFOIAWKEA2Qpmlc2jqM/7ukOdGBRjILy3jsf/v4dke2/KGsBVpAELrbH3Q+GTmumXOaVvefoySEJ0mBIkQD1jLcj5mXxdO7aSA2B7z9x2GmrUzDWiaXfGqDdm4ndI9OrTBNHUiVIlEIpEARosELMOl59Pw4RnWNQq/Bb/vzGfv9XlKzi70dWoMQEBDAkiVLsFgsqF3bcLwwDvXuDFRpibdDE8KrpEARQqBpGlckhfPixc2JtBhIzy9jwg/7+N+uHG+HVu/pdDpiY2PR6XSorMPOfilrV+CY8RQqL9vb4QnhNVKgCCFc2kT4M3NQAt1iAyhzKP7zewafbjni7bDqtYKCApKSkigoKEDXewC6h54DSyDs2YFjynjUwb3eDlEIr5ACRQhRQbBZz5PJTbixfQQACzYf4ZPNUqTUFi2pg/N5PlGxzqcjv/QoavM6b4clRK2TAkUIcRKdpnFDhwhu7RQJwMdbjjD/zyzpvFlLtOg4dE9MgzbtoaQIx6wpqF1/ezssIWqVDF0ohDila9o2QqeD9zZksfCvozgU3NQxQm6JrQVaQBC6h55FLZgN1kJo0cbbIQlRq6RAEUKc1tXnNEKnacxZn8mirUdxKMUtnSKlSPGQwMBAtm/fTmBg4EnzNIMRbh4NdjuaztngrUpLoKwMLeDk5YWoT+QSjxDijK5MCufOblEAfL7tGO9vlMs9nuJwOEhLS8PhcFQ6X9M010MHlcOBeu9VHC9NQGWm1WaYQtQ6KVCEEG65vE04d3dvDMCXfx9jzoZMKVI8wGq1MnDgQKxWN54unZeN2rMdMg7heGECaseWmg9QCC+RAkUI4bZBiWHc28NZpHy9PZt310uRUpu00EboHp8O8a2hMB/7zKcp+Gmxt8MSokZIgSKEqJJLW4cxumc0AN/syObtPw5LkVKLtNBwdBNeQOt2HthtZL/yPPZP3kHZbN4OTQiPkgJFCFFlF7cK5f5e0WjAdyk5vLXuMA4pUqqtsg6yp6OZzGh3jke74gYA1M+LUe/OqInQhPAaKVCEENVyYctQHugdgwb8sDOHN9dmSJFSDUFBQezYsYOgoKAqrafpdOivGkGjp6ZDYBDaBVfUUIRCeIfcZiyEqLaBLULQafDq6nT+tysXh4LRPaPRyS3IbrPZbKxcuZLzzjsPg6Hqp2RL72RyopuB2c81TWWmQWSM3Aou6jRpQRFCnJXkhBAe6h2DToOfd+fy+poM7A5pSXFXUVERI0aMoKioqNrb0Pz8XT+rQ/txPP8Qau4rqBJ5IrKou6RAEUKctf4JIYztE4tOgyV7cnltTboUKV6i9u2EslLUmqU4XnoElZXh7ZCEqBYpUIQQHnF+fDDjz4tFr8Gy1Dxm/JbGgVz5Bl/bdH0uQDd2EgSFwMFUHJPHoras93ZYQlSZFChCCI/p2yyYCefHodfgt/35jPkmlTHf7GHB5iz25ZTI7ciV0Ol0JCYmotN57nSstWmP7qmXISERrAU4Xn8ex9efoE4xWq0QvkgKFCGER/VuGsSzA5vSLTYAgw4O5Jby6ZajPPBtKqO/SWX+n1mkZhdLsfKPgIAAli5dSkBAgEe3q4VHoJvwIlr/S0Ep1OIFqFW/eHQfQtQkuYtHCOFxHaID6BAdQEGpnXUHC1h1IJ8NaYUcyitl4V9HWfjXUWKCjPRtFkyfZkG0CDM32DtOSktLWbRoEUOHDsVkMnl025rRiHbTfTgS2qDW/4bWe6BHty9ETZICRQhRYwJNega0CGFAixCsZRWLlfT8MhZtPcqirUeJDjTSp1kQfZoF0bqR/5k3XI+UlJQwYcIErrjiCo8XKOV0fS9A9RnoKgKVrQz+/hOtfbca2Z8QniAFihCiVliMevonhNA/wVmsrD9UyKoD+fxxqICMgjI+33aMz7cdIyrAyCXnWhnY1ES4v5yiPOX4Fiq1cA5q6XdoF1yBdtFVEB7ZYFuwhO+ST78QotZZjHrOjw/m/Phgim0O1qcVsGq/s1jJLCzjw3X7+XSDxqWtQ7m2bSNC/eRU5SlKKfB39ndRv3yN+uVrCItAa3UOtG6LltgWLa65l6MUQgoUIYSX+Rl09G0WTN9mwZTYHGxIL+S7XQVsTstl8fZsftyZw+A2YQw5txHBZr23w/U4vV5P//790etr571pmoY25GZUizY4vl0I+3dD9hHUul9h3a+oFm3QPz7Ntbzatxtim6IZa+bykxCnIgWKEMJnmA06+jQL5poeiXy7YRcL/sxi59FiPt92jO9ScrgyKYyrksIJrEeFisViYcGCBbW+X61jD/Qde6BKiiE1BbVzG2rXNrSWSa5lVLEVx5RxoNdDfGu01uegtW4LLZPQLFV7wKEQVVXlAmXbtm0sXryY1NRUsrOzGT9+PD169HDNV0qxcOFCfvnlFwoLC0lKSmLUqFHExMS4likoKGDu3LmsX78eTdPo2bMnt99+O35+fpXtUgjRwGiaRtfYQDpHW1h3qIAFm4+Qml3Cwr+O8u2ObK48J5wrk8KwGOt+oVJSUsKsWbMYM2YMZrO51vevmf0gqQNaUoeTZ2YdhsAgyM+FXc4CRn3/GWgaNI5DG3wdul4DAFAHUnG8OwPKbx9XClDgcP6vXXglugGDnbOKi3DMfRmteSu0hNbQvBVaQNUelijqvyoXKCUlJcTHxzNw4ECmT59+0vyvvvqK77//ntGjRxMVFcWnn37KlClTmDlzpquH+muvvUZ2djZPPfUUdrudN954g9mzZ/Pggw+e/TsSQtQbmqbRo0kQ3eIC+f1AAR9vPsK+3BI+3nyEb7Yf4+pzGzE4MQx/Y90d0qm0tJSZM2dy1113eaVAOR2taQK6GfMgMx21axvs3Ira+TdkpkHGQcjL+Xfh0hJI23/qjRXk//vz/j2wcQ1q4xpco+FERqM1bwXxrdDadUOLa+aR96AcdsjPg9xjEN3EI9sUtaPKBUrnzp3p3LlzpfOUUnz33Xdcc801dO/eHYAxY8Zw5513sm7dOvr27cvBgwfZtGkTL774Ii1btgRg5MiRvPjii9x8882Eh4efxdsRQtRHOk2jd7MgejYNZOW+fD7ZcoRDeaV8uCmLxX8f45q24VzWOgyzoe4WKr5K0zRoHIvWOBb6XgiAys2GQ3sh8t+WcWKaOofY1zTnPzTQ+Od/DcIj/102IgrtupGwdydq3y7ITIesDOdzg/5YCQaTq0BRRzNRG9egxbeCpi2cLT6AstudBVJgMJrR6Jy2bSNq/SpnfDnHnEVJXg78M4Ku/skZEJ/gXPZgKurAXrTW50KjKK/cxaSyMqAwH6wFqMJCsBaA9Z//g0LQXXz1v8vm5UBQSIO628qjfVAyMzPJycmhQ4d/mwotFgutWrUiJSWFvn37kpKSQkBAgKs4AWjfvj2aprFr164Kl4vKlZWVUVZW5nqtaRr+/v6unz2pfHsN6SCoLsmV+yRX7jtdrvSaRv+EEM5rHsyKvXl8vDmLjIIy3tuQxZfbjnFduwgubh2KSV93CpXj329Vjw9vHVdaaDiEVvwyqQUEwrmd3Fu/URRcMsT1WhUWoPbvdvaF2bcLXetz/h2zZfsW1KfvOltaNB1ENoaiIijIBaXQPzEDrUWic9lD+1Erfqxkh5rz2USlJf+81FBrf0V9v8i53fAItNZtnf8S20JM02rnVFkLISvdWXxk/vP/kcOogny0mCbo75rgWtb+wriKLUvHa9oC7Z8cKaVwTH0UlELr3Atdlz7Qog2aBx+PcCJfOGd5tEDJyckBICQkpML0kJAQ17ycnByCg4MrzNfr9QQGBrqWOdEXX3zBokWLXK8TEhKYOnUqkZGRlS7vCdHR0TW27fpGcuU+yZX7zpSr4XGxDOuVyLdbM5izei/pecW8/cdhvtiezWXnRjOobTQtI3y/I2doaCh33HEHTZs2dX3xqqp6cVy1ag1cetLkooQWFPTsR9muv7EfzXK2tpTT6QkzG/H/p49jSe9+FBt06MMj0YdHoA+PQBcWgT4sHE3/75+76OhoChJaUdimHaW7/oZjR1C/L0f9vty52eAQol7/GENE1EnxKKVwZB/Fln4QW/pB0OsJGHCZa96hYcnOIqUSBqOB6OP6Y2ZExuAw+6MLDEIXGIz2z/+6wCAM0XEE/bOsLSuDjJxjqNIS1P++xP6/L9GFNcKvdzKWPgMwt++GZqiZe168eWzVibt4hgwZwuWXX+56XV7RZWVlYbPZPLovTdOIjo4mIyNDnhVyBpIr90mu3FfVXPWI1Og8OJ6fd+ew8K8jZBWUMm/tfuat3U+LMDMDWoTQLz6EMB8e9G3SpEnk5OSc8kvaqTSI4yquBdw5AQ3Q5xxFZRxy3kEUEgZBIeTodOSk/1O0BIXDwCsrrl9mh8ws4IR8dekLXfqiLylG7dmBSvkLdm5D7dmOw6HILLWh/bNd+wevozIOOS+9ZGW4WmIAiG1KXlIn10vVqDHoj0FUNFpkNETGOP8PDsERHEZ6+nEF1pMz0AAF2Ct56wXHLat7+SPUX+tRG1ajNq/DkX2Uwu8+o/C7z9AGDEY/4p5qp7gyNXVsGQwGtxsXPPqJDQ0NBSA3N5ewsDDX9NzcXOLj413L5OXlVVjPbrdTUFDgWv9ERqMR4z/XGE9UUx9KpVT9/cB7mOTKfZIr91UlVwYdXNo6lAtaBLP2UAHLUvNYf6iAPdkl7FmfyXsbMukYHUByQjC9mgbh50N9VYqKipg4cSKTJk2qdgtKgzmuQsLRQipeWqrO+66QL5MZ7bi7mJStDI5kVlhObfnD2aelnKaD8AiIikGLbVYhBt0T09AMlf+9qm68rji79EHr0scZ4/bNzmJl0+9oHbq5tqtSd+L4YRFa595oHbqd9e3g3jy2PFqgREVFERoaypYtW1wFidVqZdeuXVx88cUAJCYmUlhYyJ49e2jRogUAf/31F0opWrVq5clwhBANjFH/76BvecU2Vu7PZ1lqLjuOFLMxvZCN6YX4GTLo1TSIAQkhtG9sQa/zbr8gm83Gxx9/zDPPPOPVOISTZjBCdFyFaboHn0HtT0ULDnF2DG4Uecoi5HTFiUdjbNcVrV1X1E33Vpin1q+EDaudxYvegDbkJnSXXFPjMdWEKhcoxcXFZGRkuF5nZmayd+9eAgMDiYiIYNCgQXz++efExMQQFRXFJ598QlhYmOuuniZNmtCpUydmz57NnXfeic1mY+7cufTp00fu4BFCeEywn4FBiWEMSgwjPb+UZam5LEvNI6OgjGWpeSxLzSPM30D/+GCSE4JJCJNxmMTJNE2DJgloTRK8HUqlNF3FsYC03gPBYERtWA3pB1CL3scRFIquT917krWmqth2s3XrVp577rmTpvfv35/Ro0e7Bmr7+eefsVqtJCUlcccddxAbG+tatqCggDlz5lQYqG3kyJFVHqgtKyurwt09nqBpGjExMaSnpzeMJtOzILlyn+TKfTWZK6UU248UsTw1j5X78sgvdbjmNQ81c1HLEAYlhtVqq0p+fj5JSUls376doKCqDVYmx1XVNLR8OT7/wDmwnt6A7uHn0dq0c3vdmsqV0Wh0uw9KlQsUXyIFindJrtwnuXJfbeWqzK5Yn1bAstRc1h0qxOZw7mtwmzDu6ta4xvZ7orMZSVaOq6ppaPlSDgfq7Wmo9b+BJRDdxJfRItw7tn2hQPHdbu1CCFGDjHqNXk2D6NU0iIISOz/vyeG9DVl8uyOb+FAzF7cKrZU4zGYz48aNq5V9iYZF0+lg5EOo7CPOUXrDIrwdUpX4Tld2IYTwkkCznqvPacSIDs4T+Ox1GWzNtNbKvq1WK8OHD8dqrZ39iYZFM5nRjZ2MbvjdaLX0xGxPkQJFCCH+cV27RvRtFoTNAVNXHCKzwLOXkCtjt9tZvnw5dntlI2EIcfa04y4dKpsNx4ofUQ7HadbwDVKgCCHEPzRN44HeMbQIM5NbYueFFQcptvn+iVwIdyilcLzxAurD/6C+mu/tcM5IChQhhDiOn0HHE/2bEOKnJzW7hFdWpeNoAB0qRf2naRpat74AqO/+i2PlT16O6PSkQBFCiBNEBhh5/Pw4DDpYfSCfhX8drbF9mc1mpk2bVuU7eISoDl2fC9Auvx4A9dEbqL//9HJEpyYFihBCVOKcKAv39nA+KO3jzUdYvf8UT509SyaTieHDh2MymWpk+0KcSLtyOFqP/mC343jzJVTafm+HVCkpUIQQ4hQubBnKFW2czxV7eVUaqdnFHt9HYWEhAwYMoLCw8ifgCuFpmqah3fYAtDoXigpxvPY8Ki/b22GdRAoUIYQ4jdu7RNEx2kKJXfHC8oPkFHv2CeoOh4OUlBQcdeCuClF/aEYjutFPQFQsFObD4fQzr1TLpEARQojT0Os0JpwXR0yQkcxCG1NXHKLMLp1mRd2nBQaje+BpdI/9H1rrc70dzkmkQBFCiDMIMut5sn8T/A06tmUV8fYfGQ1iqHRR/2mNY9Himrteq4I8L0ZTkRQoQgjhhqYhZsafF4sG/G9XLt+l5Hhku/7+/syfPx9/f3+PbE+I6lIpW3E8dS+O5T94OxRAChQhhHBbt7hAbunkfNDZu+sPsznj7Du2GgwGkpOTMRjk0WjCu9TOrVCYj1rwFo6/1ns7HClQhBCiKoacG07/+GAcCv7v10Ok55ee1fby8/Np06YN+fk1cxuzEO7SBl2H1nsgOBw43ppK2b7dXo1HChQhhKgCTdMY3TOa1o38yC91MGX5QaxlZ/ccnYKCAg9FJ0T1aZqGdstoaNMerdU56COjvRqPFChCCFFFZoOOx/vFEeZv4EBuKTN/k+HwRf2gGYzoRj+J7v6n0VkCvBqLFChCCFENjSxGHu8Xh1Gnse5QAfP/POLtkITwCM3fgqbXezsMKVCEEKK62kT4M7qnsxl80dajrNxX9Vs0LRYLS5YswWKxeDo8Ieo0KVCEEOIsDGgRwtXnhAPw+pp09uWUVGl9nU5HbGwsOp2cjoU4nnwihBDiLN3SKZIO0RaKbYqXVhykoNT9TrMFBQUkJSVJR1khTiAFihBCnCW9TmN831giLQbS8st4ZZV0mhXibEmBIoQQHhDiZ+DR4zrN/vevo94OSYg6TQoUIYTwkNaN/LmnR2MAPt58hD8OyWUbIapLChQhhPCgC1uGcmnrUBQwc1XaGUeaDQwMZPv27QQGBtZOgELUEVKgCCGEh43qGkWbCD8KSx28tOIQJTbHKZd1OBykpaXhcJx6GSEaIilQhBDCw4x6HY+eH0eIn569OSXM+j0DdYpOs1arlYEDB2K1Wms5SiF8mxQoQghRAxpZjDx6Xhw6DVbszeObHdneDkmIOkUKFCGEqCFtG1sY2SUKgPc2ZLL1sLSSCOEuKVCEEKIGXd4mjH7xwdgV/N/KQxy1lp20jHSQFeJkUqAIIUQN0jSN0T2jiQ81k1NsZ+qvhyiz/9shNigoiB07dhAUFOTFKIXwPVKgCCFEDfMz6HisXxwBJh07jhQzZ32ma57NZmPZsmXYbDYvRiiE75ECRQghakFMkImxfWLRgO935vDz7hwAioqKGDFiBEVFRV6NTwhfIwWKEELUkm5xgdzQIQKAt9YeZtfRYi9HJITvkgJFCCFq0bB2jegeF0CZQzH114PkF8ulHSEqIwWKEELUIp2m8VCfWGKCjGQW2nh97WFaJyai08npWIjjySdCCCFqWaBJz+P9mmDWa2zLgZEzPyUgIMDbYQnhU6RAEUIIL2geaub+XjE4bGW89d6HzN+QjuMUw+EL0RBJgSKEEF5yfnwwV7YOZN9nM/l4YxrPLz1IrvRJEQKQAkUIIbzqhvbOu3qMeo2N6YU8/N1e/s6UIfGFMHh6gw6Hg4ULF/Lrr7+Sk5NDeHg4/fv359prr0XTNACUUixcuJBffvmFwsJCkpKSGDVqFDExMZ4ORwgh6oQpFzZj1sY8DuWV8sTP+7mlUyRXnxPuOm8K0dB4vAXlyy+/5KeffuKOO+7g5ZdfZsSIESxevJjvv//etcxXX33F999/z5133skLL7yA2WxmypQplJaWejocIYTwaXq9nv79+xMfbmHGpfH0iw/GoeD9jVlMWX6I/BK7t0MUwis8XqCkpKTQrVs3unTpQlRUFL169aJDhw7s2rULcLaefPfdd1xzzTV0796d5s2bM2bMGLKzs1m3bp2nwxFCCJ9msVhYsGABFosFf6OOsX1iuLdHY4w6jXWHChj7fSopR2SUWdHwePwST2JiIr/88gtpaWnExsayd+9eduzYwS233AJAZmYmOTk5dOjQwbWOxWKhVatWpKSk0Ldv35O2WVZWRlnZv08A1TQNf39/18+eVL49aVY9M8mV+yRX7mtouSopKeH111/n/vvvx2w2o2kalyWGkxhhYeqKg2QUlPH4T/sY2aUxg9uEVchLQ8vV2ZJ8uc8XcqUp5dn72hwOBx9//DGLFy9Gp9PhcDi44YYbGDJkCAA7duxg4sSJzJ49m7CwMNd6M2fORNM0Hn744ZO2uXDhQhYtWuR6nZCQwNSpUz0ZthBCeEVeXh4hISHk5uYSHBxcYV5BiY1JP/zNkpQsAC5IjOSpS88h0Ozx75ZC+ByPH+WrV69m5cqVPPDAAzRt2pS9e/fy/vvvExYWRnJycrW2OWTIEC6//HLX6/KKLisry+NPANU0jejoaDIyMvBw7VbvSK7cJ7lyX0PLVX5+PgAZGRkUFhaeNP/B7o1oGazjvQ2H+SUli23pOTx6fhNahPs1uFydLcmX+2oqVwaDgcjISPeW9dhe//HRRx9x1VVXuS7VNGvWjKysLL788kuSk5MJDQ0FIDc3t0ILSm5uLvHx8ZVu02g0YjQaK51XUweZUkoOYDdJrtwnuXJfQ8lV+Xs83fu9vE0YrRv5Me3XQ6TnlzHhh73c1b0xF7cKPeO64mSSL/d5M1ce7yRbUlJy0jMldDqd6w1GRUURGhrKli1bXPOtViu7du0iMTHR0+EIIYRPMxgM3HjjjRgMp/++2CbCn5cHJbgeNPif3zN4eVUa1lIZ2E3UTx4vULp27crnn3/Ohg0byMzMZO3atXzzzTd0794dcDYbDRo0iM8//5w//viD/fv3M2vWLMLCwlzLCCFEQ+Hv78/06dNdHf9PJ8is54n+Tbi1UyQ6DZal5nHrh3+QVVh2xnWFqGs8foln5MiRfPrpp7z77rvk5uYSHh7ORRddxNChQ13LXHXVVZSUlDB79mysVitJSUk88cQTmEwmT4cjhBA+raioiIkTJzJp0iS3ihSdpnFN20YkRfozbWUae49ZeW11Gs8NbCp3p4h6xeN38dSmrKysCrcfe4KmacTExJCeni7XKM9AcuU+yZX7Glqu8vPzSUpKYvv27QQFBVVp3fSCMh78NpUSm4N7ujfmssSwM6/UgDW0Y+ts1FSujEaj251k5Vk8QghRR8UGmRjdryXgHHn2cIGMxi3qDylQhBCiDru+SxPOjfKn2OZg1poMHNIyIOoJKVCEEMKLTCYTY8eOrXYfPJ2m8UDvWEx6jc2Hrfy4M8ezAQrhJVKgCCGEF5nNZsaNG4fZbK72NmKDTNzSyXld//2NmXKpR9QLUqAIIYQXWa1Whg8fjtVqPavtDG4TxrmR/hTblFzqEfWCFChCCOFFdrud5cuXY7fbz2o7zks9MXKpR9QbUqAIIUQ9ESOXekQ9IgWKEELUI4PbhNE2ynmp53W51CPqMClQhBDCi8xmM9OmTTurTrLH02ka9/eKwazX2HLYyg9yqUfUUVKgCCGEF5lMJoYPH+7RR33EBJm4pbPzUs8HcqlH1FFSoAghhBcVFhYyYMAACgsLPbrdQYn/Xup5TS71iDpIChQhhPAih8NBSkoKDofDo9s9/lLPX3KpR9RBUqAIIUQ9JZd6RF0mBYoQQtRjgxLDaCeXekQdJAWKEEJ4kb+/P/Pnz8ff379Gtn/ipZ7vU3JqZD9CeJoUKEII4UUGg4Hk5GQMBkON7SM6yMStnaMA56WejHy51CN8nxQoQgjhRfn5+bRp04b8/Pwa3c9liaG0a2yhxK54fU26XOoRPk8KFCGE8LKCgoIa34dO07i/ZzR+Bo2/MovkUo/weVKgCCFEAxEdZOKWTnKpR9QNUqAIIUQDcuKlnjK7XOoRvqnmemUJIYQ4I4vFwpIlS7BYLLWyv/JLPQ9+l8pfmUXcsDCF5qFmWoabaRnuR8twP5qHmjHp5fur8C4pUIQQwot0Oh2xsbHodLVXEEQHmXigVwxvrjtMfomd3ceK2X2sGMgFQK9Bs9B/C5aW4X7Eh5oxG6RoEbVHChQhhPCigoICkpKS2L59O0FBQbW2377Ng+nTLIjDBWXszi5m99FidmeXsPtYMfkldlKzS0jNLuHn3c6iRadB05B/W1paN/InsZEfmqbVWsyiYZECRQghGihN04gOMhEdZKJvs2AAlFIcsdrYdcxZtOzJLmbXsWJyi+3syylhX04JS/bkAdAlJoDRvaKJsBi9+TZEPSUFihBCCBdN04gMMBIZYKR3U2eLjlKKY0X/FC3HitlzrJhN6VY2pBfywDepjOrWmAEJwdKaIjxKChQhhBCnpWkajSxGGlmM9GziLFoO5Jbw6up0dh4t5tXV6aw+kM99PaIJ85c/K8IzpMeTEEJ4UWBgINu3bycwMNDboVRJ0xAzUy9uzk0dIzDoYO3BAu7/Zg+/7s3zdmiinpACRQghvMjhcJCWlobD4fB2KFWm12lc1y6CGZfG0yLMTH6pg+m/pfF/vx4it9jm7fBEHScFihBCeJHVamXgwIFYrVZvh1Jt8WF+TLs0nhvaN0KvwW/787n/21RWH6jZ5wuJ+k0KFCGEEGfNoNO4sUMk0y6Np3mImdxiOy+tOMTM39IoKLF7OzxRB0mBIoQQwmNahvsx47LmDG3bCJ0Gy/fmMebbVP44VPMPRBT1ixQoQgjhZXWtg+yZGPU6bu4UyUsXNycu2ER2kY1Jyw7y+pp0CkulNUW4RwoUIYTwoqCgIHbs2FGro8jWljYR/rx8WTxXJYWhAT/vzuWBb1PZlF7o7dBEHSAFihBCeJHNZmPZsmXYbPXzrhezQcfIro154aJmRAcaOWK18cySA7y/IRO7Q56kLE5NChQhhPCioqIiRowYQVFRkbdDqVHnRll4dXACgxJDAfji72M8u+SA3I4sTkkKFCGEELXCz6Dj7u7RPHJeLH4Gjc2HrYz7fi87j9bv4kxUjxQoQgghalXf5sFMuySe2CAjWVYbj/9vPz/vzvF2WMLHSIEihBBepNPpSExMRKdrWKfjZqFmpl8aT48mgZQ5FK+vyeDNtRmU2aVfinCqkac6HTt2jI8++ohNmzZRUlJCdHQ09913Hy1btgScT8ZcuHAhv/zyC4WFhSQlJTFq1ChiYmJqIhwhhPBZAQEBLF261NtheEWASc/j/eJY9NdRFmw+wg87c0jNLubR8+NoZDF6OzzhZR4v2QsKCpg4cSIGg4EnnniCl19+mVtuuYWAgADXMl999RXff/89d955Jy+88AJms5kpU6ZQWlrq6XCEEMKnlZaWsmDBggZ7/tNpGsPaR/BUchMCTDp2HClm7Pd72ZpZd4f+F57h8QLlq6++olGjRtx33320atWKqKgoOnbsSHR0NOBsPfnuu++45ppr6N69O82bN2fMmDFkZ2ezbt06T4cjhBA+raSkhAkTJlBSUuLtULyqW1wgMy6Np3momZxiOxN/3s/X24+hlFzyaag8fonnjz/+oGPHjsycOZNt27YRHh7OxRdfzIUXXghAZmYmOTk5dOjQwbWOxWKhVatWpKSk0Ldv35O2WVZWRllZmeu1pmn4+/u7fvak8u15erv1keTKfZIr9zW0XB3/fqv6nutbrmKDzUy7NJ5Za9JZsTePd9dnsutYMaN7xmA2nP336fqWr5rkC7nyeIGSmZnJTz/9xODBgxkyZAi7d+/mvffew2AwkJycTE5ODgAhISEV1gsJCXHNO9EXX3zBokWLXK8TEhKYOnUqkZGRng7fpbzFR5yZ5Mp9kiv3NZRclV/+jo6OJjg4uFrbqG+5mt4klo/XH+S1ZbtYlprHoQIH/3d1e5qE+ntk+/UtXzXJm7nyeIHicDho2bIlw4cPB5zFxP79+/npp59ITk6u1jaHDBnC5Zdf7npdXtFlZWV5fPRFTdOIjo4mIyNDmhbPQHLlPsmV+xparqxWK/379ycrK4vCwqoNAV+fczUgzkDkhU2Z+ushdmYVcPMHvzPuvDi6xlb/uUX1OV+eVlO5MhgMbjcueLxACQsLo0mTJhWmNWnShN9//x2A0NBQAHJzcwkLC3Mtk5ubS3x8fKXbNBqNGI2V9+iuqYNMKSUHsJskV+6TXLmvoeTK39+fBQsWANU/n9XXXLWNsjDzsnimrjhEytFinl9ygBEdI7jm3EboddW/9FBf81UTvJkrj3eSbdOmDWlpaRWmpaWluSqmqKgoQkND2bJli2u+1Wpl165dJCYmejocIYTwaSUlJcyYMaPBd5I9lQiLkRcuasbFrUJQwEd/HuHOL3fzwcZM9mYXezs8UYM8XqAMHjyYnTt38vnnn5ORkcHKlSv55ZdfuOSSSwBns9GgQYP4/PPP+eOPP9i/fz+zZs0iLCyM7t27ezocIYTwaaWlpcycObPB3mbsDqNex+ieMYzuGU2gScfRIhufbzvGg9/t5aHvUvny76MctZadeUOiTvH4JZ5WrVoxfvx4FixYwGeffUZUVBS33nor559/vmuZq666ipKSEmbPno3VaiUpKYknnngCk8nk6XCEEELUExe3CmVAQjB/HCpkaWou69MKSM0uITU7iw82ZtGhsYXkhBB6NQ3C39iwRuatj2pkJNmuXbvStWvXU87XNI3rr7+e66+/viZ2L4QQop4y6nX0bhZE72ZB5JXY+W1fHstS89h+pIhNGVY2ZVgxr82gd9Mg+icE0zE64Kz6qwjvqZECRQghhHsMBgM33ngjBoOcjqsq2KznssQwLksMIz2/lOWpeSzbm0t6fhnL9uaxbG8eYX56+sUHk5wQQotwP2+HLKpAPhFCCOFF/v7+TJ8+3dth1HkxQSZu6BDB9e0bkXK0mKV7clm5L4/sYjtfbc/mq+3ZNAsxc2nbEtqGQfMQkwzY5uOkQBFCCC8qKipi4sSJTJo0yTVCtqg+TdNoE+FPmwh/7ujamA3pBSxLzWPdwQL255bw9qpUAKICjPRsGkivJkGcE+kvl4F8kBQoQgjhRTabjY8//phnnnnG26HUO0a9Rs8mQfRsEkRBqZ3fDxbwZ1YZq1OPkllYxtfbs/l6ezbBZj3d4wLp2TSQTtEBHhlWX5w9KVCEEELUe4EmPRe2DOXm82JIPXCIjWkF/H4wn3UHC8grsfPLnlx+2ZOLWa/ROTaAnk2C6B4XSJBZ7+3QGywpUIQQQjQofgYdvZoG0atpEHaHYmumld8PFvD7gXyyrDbWHChgzYECdJpzNNueTQLp2SSIyACD9FupRVKgCCGEF5lMJsaOHSvjQHmJXqfRITqADtEBjOoaRWp2CWsO5vP7gQL25pSw5bCVLYetvLs+E3+DjogAA5EW43H/G4mwGIgMMNLIYsCkl8tDniIFihBCeJHZbGbcuHHeDkPg7GDbItyPFuF+DO8QSUZ+qbNl5WA+f2cVUWRzcCC3lAO5px71N8RPT4TFSGSAwfV/pMVI60b+RAVW/kw5UTkpUIQQwousViujRo3i3XffxWKxeDsccZzoIBNXnRPOVeeEU2JzkGUt40ihjSPWMrIKyzhitXGksIysf/4vsStyi+3kFtvZfezk7UUFGGjX2ELbKAvtoiw0DjTKJaPTkAJFCCG8yG63s3z5cux2u7dDEadhNuhoEmymSbC50vlKKfJLHf8ULP8WMkcKbaQXlLLnWDGZhTaW7MljyZ48ABpZDLSLstCusbNgiQmSguV4UqAIIYQQZ0nTNILNeoLN+kpHrC0qc7D9SBF/HbayNdPKzqNFHLXaWL43j+V7nQVLmL+BdlH+tI2y0L6xhbjghj2YnBQoQgghRA3zN+roHBNA55gAAEpsFQuWHUeKyS6y8eu+fH7dlw9AqJ+etlEWrjm3Ea0aNbxh+qVAEUIILzKbzUybNg2zufJLB6J+Mht0dIwOoGP0vwVLytEith4u4q9MKzuOFJFTbOe3/fmsO1TA/b1i6Bcf7OWoa5cUKEII4UUmk4nhw4d7OwzhZWaDjvaNA2jf2FmwlNkdpBwt5vOtR/kjrZAZv6VxKK+EG9pHNJjLPnLDthBCeFFhYSEDBgygsLDQ26EIH2LU62gbZeGJ/k24+pxwAD7ZcpTpv6VRYnN4ObraIQWKEEJ4kcPhICUlBYejYfzREVWj12nc3iWKMT2j0Wuwcl8+T/68n2NFNm+HVuOkQBFCCCF83EWtQnn+gmYEmXTsPFrM+B/2sudYsbfDqlFSoAghhBB1QLvGFqZdGk9csImjVhuP/7SP3w/mezusGiMFihBCeJG/vz/z58/H39/f26GIOiAmyMT/XdycjtEWim2KF5cf4vOtR1FKeTs0j5MCRQghvMhgMJCcnIzBIDdVCvcEmvU8PaApl7UORQEfbMri9TUZlNnrV5EiBYoQQnhRfn4+bdq0IT+//jbVC88z6DTu6RHNXd0ao9Pglz25PP3LfvKK60/nWSlQhBDCywoKCrwdgqijBrcJY2JyEyxGHduyipjw4z7255Z4OyyPkAJFCCGEqMO6xAYy9ZLmRAcaySgo49Ef97Ehre4XvVKgCCGEEHVcsxAz0y5pzrmR/ljLHExadpBvd2R7O6yzIgWKEEJ4kcViYcmSJVgsFm+HIuq4YD8Dz1/QlIEtgnEoePuPw7z7x2EcdfQOHylQhBDCi3Q6HbGxseh0cjoWZ8+o1/FArxhu7RQJwNc7snllVTo2R90rUuQTIYQQXlRQUEBSUpJ0lBUeo2ka17RtxMN9YtBrsHxvHi8sP1jnnuEjBYoQQghRDyUnhPBE/yaY9Brr0wp5ZskBCkrt3g7LbVKgCCGEEPVUt7hAnh/YlACTjr+zinjyp7rzoEEpUIQQQoh67JwoCy9c2IwwPz17c0p4/H/7yMgv9XZYZyQFihBCeFFgYCDbt28nMDDQ26GIeiw+zI8XL/53rJTH/rePvdm+/TRkKVCEEMKLHA4HaWlpOBx1qwOjqHtigky8eHFz4kPNZBfbeeKn/fydafV2WKckBYoQQniR1Wpl4MCBWK2++4dC1B/h/gamXNSMcyL9KSxz8PSSA/xxyDfvIJMCRQghhGhAAk16nhvYlK6xAZTaFS8sP8iy1Fxvh3USKVCEEEKIBsZs0PFE/yYkxwdjV/DyqnS+2XHM22FVIAWKEEJ4mXSQFd5g0Gk82CeGy9uEAfDOH5ks2JyF8pGh8aVAEUIILwoKCmLHjh0EBQV5OxTRAOk0jVFdoxjeIQKAT7cc5W0feX6PFChCCOFFNpuNZcuWYbPVjcGzRP2jaRrXt4/gnu6N0YDvUnKY+VsaZXbv3lkmBYoQQnhRUVERI0aMoKioyNuhiAbussQwxvaNRa/Bir15jPtiM2V277WkGGp6B19++SULFixg0KBB3HbbbQCUlpYyb948Vq1aRVlZGR07dmTUqFGEhobWdDhCCCGEOIV+8cEEmnS8tOIQzcMtGLzYjFGju961axc//fQTzZs3rzD9gw8+YP369YwdO5bnnnuO7OxsZsyYUZOhCCGEEMINXWIDeXlQAg8PaI2maV6Lo8YKlOLiYl5//XXuvvtuAgICXNOtVitLlizh1ltvpV27drRo0YL77ruPHTt2kJKSUlPhCCGET9LpdCQmJqLTyRV34TuahJjRebE4gRq8xPPuu+/SuXNnOnTowOeff+6avmfPHux2O+3bt3dNi4uLIyIigpSUFBITE0/aVllZGWVlZa7Xmqbh7+/v+tmTyrfnzaqxrpBcuU9y5b6GlqvAwECWLVtWrXUbWq7OluTLfb6QqxopUH777TdSU1N58cUXT5qXk5ODwWCo0KoCEBISQk5OTqXb++KLL1i0aJHrdUJCAlOnTiUyMtKjcR8vOjq6xrZd30iu3Ce5cl9DyVV5n7xbbrkFk8lUrW00lFx5iuTLfd7MlccLlCNHjvD+++/z1FNPVfvDdqIhQ4Zw+eWXu16XV3RZWVkevzVP0zSio6PJyMjwmcFqfJXkyn2SK/c1tFzl5+dz55130q9fvyqPhdLQcnW2JF/uq6lcGQwGtxsXPF6g7Nmzh9zcXB599FHXNIfDwd9//80PP/zAk08+ic1mo7CwsEIrSm5u7inv4jEajRiNxkrn1dRBppSSA9hNkiv3Sa7c11ByVf4ez+b9NpRceYrky33ezJXHC5T27dszffr0CtPefPNNYmNjueqqq4iIiECv17NlyxZ69eoFQFpaGkeOHKm0/4kQQgghGh6PFyj+/v40a9aswjSz2UxQUJBr+sCBA5k3bx6BgYFYLBbmzp1LYmKiFChCiAZHr9fTv39/9Hq9t0MRwqfU+EBtlbn11lvRNI0ZM2Zgs9lcA7UJIURDY7FYWLBggbfDEMLn1EqB8uyzz1Z4bTKZGDVqlBQlQogGr6SkhFmzZjFmzBjMZrO3wxHCZ8jIQEII4UWlpaXMnDmT0tJSb4cihE+RAkUIIYQQPkcKFCGEEEL4HClQhBDCiwwGAzfeeCMGg1fuWRDCZ8knQgghvMjf3/+ksaOEENKCIoQQXlVUVMT48eMpKirydihC+BQpUIQQwotsNhsff/yxx58rJkRdJwWKEEIIIXyOFChCCCGE8DlSoAghhBeZTCbGjh2LyWTydihC+BS5i0cIIbzIbDYzbtw4b4chhM+RFhQhhPAiq9XK8OHDsVqt3g5FCJ8iBYoQQniR3W5n+fLl2O12b4cihE+RAkUIIYQQPkcKFCGEEEL4HClQhBDCi8xmM9OmTcNsNns7FCF8itzFI4QQXmQymRg+fLi3wxDC50gLihBCeFFhYSEDBgygsLDQ26EI4VOkQBFCCC9yOBykpKTgcDi8HYoQPkUKFCGEEEL4HClQhBBCCOFzpEARQggv8vf3Z/78+fj7+3s7FCF8itzFI4QQXmQwGEhOTvZ2GEL4HGlBEUIIL8rPz6dNmzbk5+d7OxQhfIoUKEII4WUFBQXeDkEInyMFihBCCCF8jhQoQgghhPA5UqAIIYQXWSwWlixZgsVi8XYoQvgUKVCEEMKLdDodsbGx6HRyOhbiePKJEEIILyooKCApKUk6ygpxAilQhBBCCOFzpEARQgghhM+RAkUIIYQQPkcKFCGE8KLAwEC2b99OYGCgt0MRwqdIgSKEEF7kcDhIS0vD4XB4OxQhfIoUKEII4UVWq5WBAwditVq9HYoQPkUKFCGEEEL4HClQhBBCCOFzDJ7e4BdffMHatWs5dOgQJpOJxMREbrrpJmJjY13LlJaWMm/ePFatWkVZWRkdO3Zk1KhRhIaGejocIYTwedJBVoiTebwFZdu2bVxyySVMmTKFp556CrvdzuTJkykuLnYt88EHH7B+/XrGjh3Lc889R3Z2NjNmzPB0KEII4fOCgoLYsWMHQUFB3g5FCJ/i8RaUJ598ssLr0aNHM2rUKPbs2cO5556L1WplyZIlPPjgg7Rr1w6A++67j4cffpiUlBQSExM9HVKVrVixgoyMDJRS3g7Fp2mahsViwWq1Sq7OQHLlvrqaq4CAALp06VLl9Ww2GytXruS8887DYPD4KVmIOqvGPw3lPdPLmzD37NmD3W6nffv2rmXi4uKIiIg4ZYFSVlZGWVmZ67Wmafj7+7t+9iRN08jLy/PoNuuzuvQHxNskV+6ri7myWq3VOh8VFxczYsSIarWilO/P0+fB+kry5T5fyFWNFigOh4P333+fNm3a0KxZMwBycnIwGAwEBARUWDYkJIScnJxKt/PFF1+waNEi1+uEhASmTp1KZGRkjcVeXgCJM5NcuU9y5b66litN04iJianyeuXnwujoaIKDg6u17+jo6Gqt11BJvtznzVzVaIEyZ84cDhw4wPPPP39W2xkyZAiXX36563V5RZeVlYXNZjurbZ+ofNtFRUV18ltcbSpvyZJcnZnkyn11NVeappGenl7l9fLz8wHIyMigsLCwyvuMjo6WS9Jukny5r6ZyZTAY3G5cqLECZc6cOWzYsIHnnnuORo0auaaHhoZis9koLCys0IqSm5t7yrt4jEYjRqOx0nk1dZDJwXtm5TmSXJ2Z5Mp9dTVXSqlqxaxpGomJiWiaVu33XN19N1SSL/d5M1cev4tHKcWcOXNYu3YtTz/9NFFRURXmt2jRAr1ez5YtW1zT0tLSOHLkiE90kAUIDg6Wa5Ru0DTN9U+cnuTKfXU1Vydetq7KekuXLq32+kLUVx5vQZkzZw4rV67kkUcewd/f39WvxGKxYDKZsFgsDBw4kHnz5hEYGIjFYmHu3LkkJib6TIHSr18/0tPTpcI+g/Jr7pKrM5Ncua+h5aq0tJRFixYxdOhQTCaTt8MRwmd4vED53//+B8Czzz5bYfp9991HcnIyALfeeiuapjFjxgxsNptroDYhhGhoSkpKmDBhAldccYUUKEIcx+MFysKFC8+4jMlkYtSoUVKUCCGEEKJS8iweIYQQQvgcKVCEEMKL9Ho9/fv3R6/XezsUIXyKjKsshBBeZLFYWLBggbfDEMLnSAuKEEJ4UUlJCTNmzKCkpMTboQjhU6RAEUIILyotLWXmzJmUlpZ6OxQhfIoUKEIIIYTwOVKgCCGEEMLnSIEihBBeZDAYuPHGGzEY5J4FIY4nnwghhPAif39/pk+f7u0whPA50oIihBBeVFRUxPjx4ykqKvJ2KEL4FClQhBDCi2w2Gx9//DE2m83boQjhU6RAEUIIIYTPqdN9UGqyU5l0WHOf5Mp9kiv3NZRcmc1mOnfujNlsxmg0VmsbDSVXniL5cp+nc1WV7WlKKeXRvQshhBBCnCW5xHOCoqIiHn30Uemw5gbJlfskV+6TXLlPclU1ki/3+UKupEA5gVKK1NRUpGHpzCRX7pNcuU9y5T7JVdVIvtznC7mSAkUIIYQQPkcKFCGEEEL4HClQTmA0Ghk6dGi1e9M3JJIr90mu3Ce5cp/kqmokX+7zhVzJXTxCCCGE8DnSgiKEEEIInyMFihBCCCF8jhQoQgghhPA5UqAIIYQQwufUywcSbNu2jcWLF5Oamkp2djbjx4+nR48ervk5OTnMnz+fzZs3U1hYyDnnnMPIkSOJiYkBIDMzkzFjxlS67YcffpjevXsDcOTIEd555x22bt2Kn58f/fv3Z/jw4ej1+pp/kx5SW7kaNmzYSfMffPBB+vbtWwPvqmacba7Kl/nwww/ZvHkzxcXFxMbGMmTIEHr16uVapqCggLlz57J+/Xo0TaNnz57cfvvt+Pn51er7PRu1lavRo0eTlZVVYd/Dhw/n6quvrvH36CmeyFVGRgYffvgh27dvx2az0bFjR0aOHEloaKhrGTmunNzJVX04rr744gvWrl3LoUOHMJlMJCYmctNNNxEbG+taprS0lHnz5rFq1SrKysro2LEjo0aNqpALd/7Obd26lXnz5nHgwAEaNWrEtddeS3Jy8lm/h3pZoJSUlBAfH8/AgQOZPn16hXlKKaZNm4bBYGDChAlYLBa++eYbJk2axMyZM/Hz8yMiIoK33367wno///wzixcvpnPnzgA4HA5efPFFQkNDmTx5MtnZ2cyaNQu9Xs/w4cNr7b2erdrIVbn77ruPTp06uV5bLJYae1814WxzBTBr1iwKCwt59NFHCQoKYuXKlbz88su89NJLJCQkAPDaa6+RnZ3NU089hd1u54033mD27Nk8+OCDtf6eq6u2cgXO4vfCCy90va5Lf3Dh7HNVXFzMlClTaN68Oc888wwAn3zyCVOnTmXKlCnodM6Gcjmu3M8V1P3jatu2bVxyySW0bNkSu93Oxx9/zOTJkyt8xj744AM2bNjA2LFjsVgszJkzhxkzZjBp0iTAvb9zmZmZvPTSS1x00UXcf//9/PXXX7z11luEhoZWON9Xi6rnrrvuOvX777+7Xh86dEhdd911av/+/a5pdrtd3XHHHernn38+5XYmTJig3njjDdfrDRs2qGHDhqns7GzXtB9//FHdcsstqqyszLNvopbUVK4q23ZdV91c3XTTTWr58uUVtnX77be7ljlw4IC67rrr1K5du1zzN27cqIYNG6aOHj1aU2+nRtVUrpRS6r777lPffPNNDUZfu6qTq02bNqlhw4apwsJC1zKFhYVq2LBh6s8//1RKyXFVlVwpVf+OK6WUys3NVdddd53aunWrUsr5vm+44Qa1evVq1zIHDx5U1113ndqxY4dSyr2/cx9++KEaO3ZshX29/PLLavLkyWcdc4Prg2Kz2QAqDD6j0+kwGo1s37690nX27NnD3r17GThwoGtaSkoKzZo1q9AU1qlTJ4qKijhw4EDNBF/LPJWrcnPmzOGOO+7g8ccfZ8mSJfXqeRju5qpNmzasWrWKgoICHA4Hv/32G2VlZbRt2xZwHlcBAQG0bNnStU779u3RNI1du3bV0rupWZ7KVbkvv/ySkSNH8sgjj7B48WLsdnvtvJFa8P/t3V9sU+Ufx/F3t9HRrnYFmrGwoW6hnUShmkBinGwBFf8w4gXc6DAmM0Mju1BDRE3EsCsSYzDiYgwUB3ETL8iIEEVCkOAMRpQ/dUPZIi6IbgHErq44tm79XSw7oa78KK60p+XzSgjrc56dPee7b3e+59nZcxKJ1fDwMBaLJabPlClTsFgsRh/lVeKxGpdteXX58mUAHA4HMPazemRkhHnz5hl9SkpKcLvddHV1AYmd57q7u2P2AeDz+Yx9TEZW/orn/5k1axZut5vW1lZWr17N1KlT2bt3L3/++SfBYDDu5xw8eJCSkhIqKiqMtmAwGPNNAygsLDS2ZYNkxQrGpkvvuece8vPzOXnyJH6/n8HBQZ544okUHMnNl2isXn75Zd59913q6urIzc3FarWydu1aiouLgbHccTqdMfvOzc3F4XDccnl1vVgBPP7445SVleFwODh9+jSffPIJf/31F88++2wajiz5EomV1+slPz+flpYWnnrqKaLRKK2trYyOjhp9lFdBILFYQfbl1ejoKM3NzVRUVHD77bcDYzmRl5dHQUFBTN/CwsKYvLneeS4YDBptV/f5559/GBoawmq1/udx33IFSl5eHmvXruWDDz6grq6OnJwc5s2bx3333Rf3in5oaIj29nZWrFiRhtGmVzJjtXLlSuPjsrIyrly5wp49e7KmQEk0Vp9++inhcJg333yT2267jaNHj7Jp0yYaGxuNHxzZLpmxqqmpMfrfcccd5OXlsWXLFp5++umsWM48kVg5nU5eeeUVtm7dyhdffIHFYqGyspKysjIsFkuajyB1khmrbMsrv9/Pb7/9RmNjY7qHckNuuQIFoLy8nLfffpvLly8TiURwOp288cYblJeXT+j77bffcuXKFaqrq2PaXS7XhKnR/v5+Y1u2SEas4vF4POzatYvh4eGMfMPHc71Y9fX1sW/fPt555x1mz54NwJ133snPP//Mvn37WL16NS6Xi1AoFLPfkZERBgYGbqm8SiRW8Xg8HkZGRrhw4ULMXytkskTegz6fj82bNxMKhcjNzaWgoID6+npmzpwJoLy6gVjFk8l55ff7OXbsGBs2bGDGjBlGu8vlIhKJEA6HY2ZR+vv7jZxI5DzncrmMtqv72Gy2Sc2ewC2+DordbsfpdNLb28svv/zCwoULJ/Q5ePAgCxYsmDA96vV6OXv2bMw3JhAIYLPZKC0tveljT7XJxCqenp4eCgoKsqY4udq1YjU0NAQw4ao2JyfHuMLzer2Ew2HOnDljbO/o6CAajTJnzpwUHUHqTCZW8fT09GCxWBLKwUyTyHvQ6XRSUFBAR0cHoVCIBQsWAMqrG4lVPJmYV9FoFL/fz3fffcf69espKiqK2V5eXk5ubi4//vij0fbHH39w8eJFvF4vkNh5zuPxxOxjvM/4PiYjK2dQBgcH6evrM16fP3+enp4eHA4HbrebI0eO4HQ6cbvdnD17lubmZhYuXIjP54vZT19fHz/99BOvv/76hK/h8/koLS3l/fffp7a2lmAwyM6dO3n00Ucz6qSbilh9//339Pf34/F4sFqtBAIB2traWL58+U0/vmSabKxmzZpFcXExW7Zs4ZlnnsHhcHD06FECgQDr1q0DoLS0lHvvvZcPP/yQ+vp6IpEI27Zt44EHHmD69OlpOe7/IhWx6urqoru7m7vvvhubzUZXVxfbt29n0aJFxo2AmSAZ78GvvvqKkpISnE4nXV1dNDc3s2zZMuNqX3mVeKyyJa/8fj/t7e28+uqr2Gw2454Ru92O1WrFbrezZMkSduzYgcPhwG63s23bNrxer1FcJHKeW7p0KV9++SUff/wxixcvpqOjgyNHjvDaa69N+hiy8mnGnZ2dbNiwYUJ7dXU1a9as4fPPP2fPnj0Eg0GmTZtGVVUVK1euJC8vtl5rbW3l66+/pqmpKebv48dduHCBrVu30tnZSX5+PtXV1dTW1mbUQm2piNWJEydobW2lr6+PaDRKcXExS5cu5aGHHoobV7NKRqx6e3tpaWnh9OnTDA4OUlxczPLly6mqqjL6DAwM4Pf7YxbUqqury6h1GFIRqzNnzuD3+/n9998ZHh6mqKiIqqoqampqMuoiIRmxamlp4dChQwwMDFBUVMQjjzzCsmXLYmaglFdjrherbMmreItjwth6VOOLqI0v1PbNN98Yi9b9e6G2RM5znZ2dbN++nXPnziV1obasLFBEREQks2XO5auIiIjcMlSgiIiIiOmoQBERERHTUYEiIiIipqMCRURERExHBYqIiIiYjgoUERERMR0VKCKSUk1NTaxZsybdwxARk8vKpe5FJLWutWrlv7311ls3eSQiki20kqyITNrhw4cnvA4EAjQ0NMS0z58/H4fDQTQazahlw0Uk9TSDIiKTdvWzhAC6u7sJBAIT2kVEEqUCRURSqqmpiVOnTtHU1ASMPZG2oaGBVatWYbVa2bt3L8FgkLvuuosXXniBGTNmsGvXLg4cOMDff/+Nz+fjxRdfnPBk2ePHj9PW1savv/6KxWJh7ty5rFq1itmzZ6fjMEVkknSTrIiYQnt7O/v37+exxx6jpqaGU6dOsWnTJnbu3MnJkyd58sknefjhh/nhhx/YsWNHzOcePnyYjRs3MnXqVGpra1mxYgXnzp1j/fr1nD9/Pk1HJCKToRkUETGFS5cu8d5772G32wEYHR1l9+7dDA0NsXHjRuPx7qFQiPb2durr65kyZQqDg4N89NFHLFmyhOeff97YX3V1NS+99BJtbW0x7SKSGTSDIiKmcP/99xvFCYDH4wFg0aJFRnEy3h6JRLh06RIAgUCAcDhMZWUloVDI+JeTk4PH46GzszO1ByIiSaEZFBExBbfbHfN6vFi5Vns4HAagt7cXgMbGxrj7tdlsSR2niKSGChQRMYWcnPgTutdqH18hYfz/hoYGXC7XhH5Xz76ISOZQgSIiGW3mzJkAFBYWMn/+/DSPRkSSRfegiEhG8/l82Gw22traiEQiE7aHQqE0jEpEJkszKCKS0ex2O/X19WzevJl169ZRWVmJ0+nk4sWLHDt2jIqKCp577rl0D1NEbpAKFBHJeA8++CDTpk1j9+7dfPbZZwwPDzN9+nTmzp3L4sWL0z08EfkP9CweERERMR3dgyIiIiKmowJFRERETEcFioiIiJiOChQRERExHRUoIiIiYjoqUERERMR0VKCIiIiI6ahAEREREdNRgSIiIiKmowJFRERETEcFioiIiJiOChQRERExHRUoIiIiYjr/A2Z2CZW0pSI0AAAAAElFTkSuQmCC", + "image/png": 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", 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", 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" ] @@ -330,33 +357,35 @@ ], "source": [ "# 합성 대조군(SC) 결과와 비교\n", - "# fit_sc = Synthdid(df, \"State\", \"Year\", \"treated\", \"PacksPerCapita\").fit(synth=True)\n", - "# fit_sc.plot_outcomes()\n", - "# fit_sc.plot_outcomes[0] \n", - "# plt.title(\"Synthetic Control (SC) Only\")\n", - "# plt.show()\n", - "\n", - "# SC는 시간 가중치를 균등하게 설정해야 합니다.\n", - "T0 = fit_model.att_info['T0'][0] # 정책 이전 기간의 수\n", - "lambda_sc = np.full(T0, 1/T0) # 1/T0 로 구성된 균등한 시간 가중치 생성\n", - "\n", - "# lambda_estimate 파라미터에 위에서 생성한 균등 가중치를 직접 전달합니다.\n", - "fit_sc = Synthdid(df, \"State\", \"Year\", \"treated\", \"PacksPerCapita\").fit(synth=True, lambda_estimate=lambda_sc) # <--- 수정된 부분\n", - "\n", - "fit_sc.plot_outcomes()\n", - "fit_sc.plot_outcomes[0]\n", - "plt.title(\"Synthetic Control (SC) Only - Corrected\")\n", + "fit_sc = Synthdid(df, \"state\", \"year\", \"treated\", \"cigsale\").fit(synth=True, omega_intercept=False).plot_outcomes(wtplot = False)\n", + "plt.title(\"Synthetic Control (SC) Only\")\n", + "plt.show()\n", + "\n", + "# SC 가중치 그래프\n", + "fit_sc.plot_weights()\n", + "plt.title(\"Synthetic Control (SC) Only (Weights)\")\n", + "plt.xlabel(\"State ID\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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", 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" ] @@ -367,21 +396,38 @@ ], "source": [ "# 이중 차분법(DID) 결과와 비교\n", - "fit_did = Synthdid(df, \"State\", \"Year\", \"treated\", \"PacksPerCapita\").fit(did=True)\n", - "fit_did.plot_outcomes()\n", - "fit_did.plot_outcomes[0] \n", + "fit_did = Synthdid(df, \"state\", \"year\", \"treated\", \"cigsale\").fit(did=True).plot_outcomes(wtplot = False)\n", "plt.title(\"Difference-in-Differences (DID) Only\")\n", + "plt.show()\n", + "\n", + "# DID 가중치 그래프\n", + "fit_did.plot_weights()\n", + "plt.title(\"Difference-in-Differences (DID) Only (Weights)\")\n", + "plt.xlabel(\"State ID\")\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "DID: 정책이 시행되기 전부터 처리군(California)과 통제군(Control Average)의 추세가 명백히 달라 평행추세 가정이 위배됨을 확인할 수 있습니다.\n", + "SC 및 SDID: 반면, SC와 SDID는 유닛 가중치(unit weights)를 통해 캘리포니아와 유사한 합성 대조군을 생성하여, 정책 이전 기간의 추세를 효과적으로 모방합니다. 이는 단순 DID 분석이 이 데이터에 부적합하며, 가중치 기반 방법론이 필수적임을 보여줍니다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: DID는 모든 주에 동일한 가중치를 부여하는 반면, SC와 SDID는 캘리포니아와 유사한 특성을 가진 특정 '기부 주(donor states)'에 선택적으로 가중치를 부여하여 정교한 합성 대조군을 만들어냅니다." + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. 재현성 검증\n", - "- 모델 내부 파라미터를 확인하고 AA 테스트를 수행하여 모델을 검증합니다.\n", - "- 핵심 파라미터인 단위 가중치(Omega weights)와 시간 가중치(Lambda weights)를 **Arkhangelsky et al. (2021)**의 원본 논문인 [\"Synthetic difference-in-differences\"](https://www.aeaweb.org/articles?id=10.1257/aer.20190159)에서 보고된 값과 비교한 결과, 동일한 값을 재현함을 확인했습니다.\n", - "- 또한, 실제 정책이 없었던 기간(1980-1988년)을 가짜 처리 기간으로 설정하여 AA 테스트를 수행한 결과, 정책 효과(ATT)가 통계적으로 유의하지 않으며 0에 가까운 값으로 나타났습니다. 이를 통해 분석 모델이 임의의 노이즈를 실제 효과로 오인하지 않는 안정성을 검증했습니다." + "- 원본 논문인 **Arkhangelsky et al. (2021)** [\"Synthetic difference-in-differences\"](https://www.aeaweb.org/articles?id=10.1257/aer.20190159)의 핵심 파라미터(Omega, Lambda)를 동일하게 재현했으며, AA 테스트를 통해 모델의 안정성을 검증했습니다." ] }, { @@ -395,16 +441,16 @@ "text": [ "Omega (Unit Weights) by State (Top 10)\n", "unit\n", - "Nevada 0.124489\n", - "New Hampshire 0.105048\n", - "Connecticut 0.078287\n", - "Delaware 0.070368\n", - "Colorado 0.057513\n", - "Illinois 0.053388\n", - "Nebraska 0.047853\n", - "Montana 0.045135\n", - "Utah 0.041518\n", - "New Mexico 0.040568\n", + "21 0.124489\n", + "22 0.105048\n", + "5 0.078287\n", + "6 0.070368\n", + "4 0.057513\n", + "9 0.053388\n", + "20 0.047853\n", + "19 0.045135\n", + "34 0.041518\n", + "23 0.040568\n", "dtype: float64\n" ] } @@ -422,12 +468,23 @@ "sorted_omega = omega_with_names.sort_values(ascending=False)\n", "\n", "print(\"Omega (Unit Weights) by State (Top 10)\")\n", - "print(sorted_omega.head(10))" + "print(sorted_omega.head(10))\n", + "\n", + "# Nevada 0.124489\n", + "# New Hampshire 0.105048\n", + "# Connecticut 0.078287\n", + "# Delaware 0.070368\n", + "# Colorado 0.057513\n", + "# Illinois 0.053388\n", + "# Nebraska 0.047853\n", + "# Montana 0.045135\n", + "# Utah 0.041518\n", + "# New Mexico 0.040568" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -448,15 +505,12 @@ "source": [ "# 시간 가중치(Lambda) 확인\n", "lambda_weights = fit_model.weights['lambda'][0]\n", - "y_matrix = fit_model.Y_betas[0]\n", - "\n", + "all_time_periods = fit_model.Y_betas[0].columns\n", "num_pre_periods = fit_model.att_info['T0'][0]\n", + "pre_treatment_periods = all_time_periods[:num_pre_periods]\n", "\n", - "all_years = y_matrix.columns\n", - "pre_treatment_years = all_years[:num_pre_periods]\n", - "\n", - "lambda_with_names = pd.Series(lambda_weights, index=pre_treatment_years)\n", - "sorted_lambda = lambda_with_names.sort_values(ascending=False)\n", + "lambda_by_year = pd.Series(lambda_weights, index=pre_treatment_periods)\n", + "sorted_lambda = lambda_by_year.sort_values(ascending=False)\n", "\n", "print(\"Lambda (Time Weights) by Year (Top 5)\")\n", "print(sorted_lambda.head(5))" @@ -464,17 +518,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "AA 테스트 실행\n", - "AA 테스트 결과 요약:\n", + "### AA 테스트 실행\n", + "\n", + "--- AA Test Pre-treatment RMSE Calculation ---\n", + "AA Test Pre-treatment RMSE: 20.7107\n", + "--------------------------------------------\n", + "\n", + "AA 테스트 ATT 결과 요약:\n", " ATT Std. Err. t P>|t|\n", - "0 -2.92498 9.729291 -0.300636 0.763692\n" + "0 -2.92498 7.630184 -0.383343 0.701465\n" ] }, { @@ -490,18 +549,43 @@ ], "source": [ "# AA 테스트 (시간축 플라시보 테스트)\n", - "print(\"AA 테스트 실행\")\n", - "df_aa = df[df['Year'] <= 1988].copy()\n", - "df_aa['treated_aa'] = 0\n", - "df_aa.loc[(df_aa['State'] == 'California') & (df_aa['Year'] >= 1980), 'treated_aa'] = 1 \n", - "fit_model_aa = Synthdid(df_aa, \"State\", \"Year\", \"treated_aa\", \"PacksPerCapita\").fit()\n", - "fit_model_aa.vcov().summary()\n", + "print(\"### AA 테스트 실행\")\n", + "\n", + "# 1. AA 테스트를 위한 데이터 준비 (정책 이전 기간만 사용)\n", + "california_id = df[df['california'] == True]['state'].iloc[0]\n", + "df_aa = df[df['year'] <= 1988].copy()\n", + "# 1980-1988년을 가짜 처리 기간으로 설정\n", + "df_aa['treated_aa'] = ((df_aa['state'] == california_id) & (df_aa['year'] >= 1980)).astype(int)\n", + "\n", + "# 2. AA 테스트 모델 적합\n", + "fit_model_aa = Synthdid(df_aa, \"state\", \"year\", \"treated_aa\", \"cigsale\").fit()\n", + "\n", + "# 3. AA 테스트 기간의 RMSE 계산 \n", + "print(\"\\n--- AA Test Pre-treatment RMSE Calculation ---\")\n", + "\n", + "# 3-1. 실제 값(Actual Outcome) 추출\n", + "actual_outcome = df_aa[df_aa['treated_aa'] == 1]['cigsale'].values\n", + "\n", + "# 3-2. 반사실(Potential Outcome) 직접 계산\n", + "aa_omega_weights = fit_model_aa.weights['omega'][0]\n", + "control_states_aa = df_aa[df_aa['state'] != california_id]\n", + "control_wide_aa = control_states_aa.pivot(index='year', columns='state', values='cigsale')\n", + "aa_treatment_mask = (control_wide_aa.index >= 1980)\n", + "potential_outcome = control_wide_aa[aa_treatment_mask].dot(aa_omega_weights).values\n", + "\n", + "# 3-3. RMSE 계산 및 출력\n", + "rmse_aa = np.sqrt(np.mean((actual_outcome - potential_outcome)**2))\n", + "print(f\"AA Test Pre-treatment RMSE: {rmse_aa:.4f}\")\n", + "print(\"--------------------------------------------\\n\")\n", + "\n", "\n", - "print(\"AA 테스트 결과 요약:\")\n", + "# 4. 기존 AA 테스트 결과 출력\n", + "print(\"AA 테스트 ATT 결과 요약:\")\n", + "fit_model_aa.vcov().summary()\n", "print(fit_model_aa.summary2)\n", "\n", - "fit_model_aa.plot_outcomes() \n", - "fit_model_aa.plot_outcomes[0] \n", + "# 5. 기존 AA 테스트 그래프 시각화\n", + "fit_model_aa.plot_outcomes()\n", "plt.title('AA Test: Pre-Intervention Placebo')\n", "plt.show()" ] @@ -510,78 +594,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# 4. 모델 강건성 및 통계적 추론\n", - "- 모든 유닛에 플라시보 테스트를 적용하여 모델의 평균 성능을 비교하고, 통계적 유의성을 최종 검증합니다.\n", - "- SDID 모델이 평균 예측 오차(RMSE)가 가장 낮아, 이 데이터에 가장 적합한 모델임을 알 수 있습니다." + "AA 테스트 결과, 정책 효과(ATT)는 -2.92로 0에 가까우며, p-value는 0.701로 통계적으로 유의하지 않았습니다. 이는 본 모델이 정책 효과가 없었던 기간에 가짜 효과(false positive)를 생성하지 않음을 의미합니다.\n", + "예측 오차(RMSE=20.7)가 존재함에도 불구하고 통계적으로 유의한 편향(bias)이 나타나지 않았으므로, 분석 모델의 안정성이 검증되었습니다." ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "총 39개 주에 대한 RMSE 계산을 시작합니다...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 39/39 [00:48<00:00, 1.25s/it]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "모델별 평균 제곱근 오차(RMSE):\n", - "sdid_error 9.563941\n", - "sc_error 9.976063\n", - "did_error 17.619632\n", - "dtype: float64\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], "source": [ - "all_states = df['State'].unique()\n", - "rmse_results = []\n", - "print(f\"총 {len(all_states)}개 주에 대한 RMSE 계산을 시작합니다...\")\n", - "for state in tqdm(all_states):\n", - " df_placebo = df.copy()\n", - " df_placebo['treated_placebo'] = 0\n", - " df_placebo.loc[(df_placebo['State'] == state) & (df_placebo['Year'] > 1988), 'treated_placebo'] = 1\n", - " try:\n", - " fit = Synthdid(df_placebo, \"State\", \"Year\", \"treated_placebo\", \"PacksPerCapita\").fit()\n", - " rmse_results.append({\n", - " 'state': state, \n", - " 'sdid_error': fit.att, \n", - " 'sc_error': fit.fit(synth=True).att, \n", - " 'did_error': fit.fit(did=True).att\n", - " })\n", - " except Exception as e:\n", - " continue\n", - "\n", - "results_df = pd.DataFrame(rmse_results)\n", - "rmse = np.sqrt((results_df[['sdid_error', 'sc_error', 'did_error']] ** 2).mean())\n", - "print(\"모델별 평균 제곱근 오차(RMSE):\")\n", - "print(rmse)" + "# 4. 모델 강건성 및 통계적 추론\n", + "이 섹션에서는 앞에서 추정한 정책 효과(ATT)가 통계적으로 유의미하며 강건한(robust) 결과인지 다각도로 검증합니다.\n", + "- 먼저, 각 모델별 ATT와 통계적 유의성을 표로 제시하고, Gap Plot을 통해 정책 효과가 시간에 따라 어떻게 변화하는지 시각적으로 분석합니다.\n", + "- 다음으로, **단위축 플라시보 테스트(in-space placebo test)**를 통해 실제 효과를 가짜 효과(placebo effect)들의 분포(히스토그램) 및 **시간적 추세(시계열 그래프)**와 비교하여 결과의 통계적 유의성을 판단합니다.\n", + "- 마지막으로, 정책 시행 전후의 예측 오차를 비교하는 MSPE 비율 검증을 통해, 관찰된 효과가 우연이 아닌 의미 있는 변화임을 다시 한번 확인하여 분석의 강건성을 강화합니다." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -592,17 +622,17 @@ "------------------------------------------------------------\n", "합성 차분 분석법 (SDID)\n", " ATT Std. Err. t P>|t|\n", - "0 -15.60383 8.790419 -1.775095 0.075882\n", + "0 -15.60383 7.858659 -1.985559 0.047082\n", "\n", "------------------------------------------------------------\n", "합성 대조법 (SC)\n", - " ATT Std. Err. t P>|t|\n", - "0 -16.1212 11.025998 -1.462108 0.143712\n", + " ATT Std. Err. t P>|t|\n", + "0 -21.32104 7.530293 -2.831369 0.004635\n", "\n", "------------------------------------------------------------\n", "이중 차분법 (DID)\n", - " ATT Std. Err. t P>|t|\n", - "0 -27.34911 9.311943 -2.936993 0.003314\n" + " ATT Std. Err. t P>|t|\n", + "0 -27.34911 8.927844 -3.06335 0.002189\n" ] } ], @@ -630,16 +660,75 @@ "print(placebo_summary_did.summary2)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 효과 크기 시각화 (Gap Plot)" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# SDID 모델의 예측값(가상 캘리포니아)을 사용해 캘리포니아(실제 처리군)의 Gap을 계산합니다.\n", + "california_id = df[df['california'] == True]['state'].iloc[0]\n", + "california_actual = df[df['state'] == california_id].set_index('year')['cigsale']\n", + "control_df_wide = df[df['state'] != california_id].pivot(index='year', columns='state', values='cigsale')\n", + "sdid_control = control_df_wide.dot(fit_model.weights['omega'][0])\n", + "gap = california_actual - sdid_control\n", + "\n", + "# Gap Plot 시각화\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(gap.index, gap.values, label='California vs SDID Control')\n", + "plt.axhline(y=0, color='black', linestyle='-')\n", + "plt.axvline(x=1988, color='red', linestyle=':', label='Proposition 99 (1988)')\n", + "\n", + "plt.title('Effect of Proposition 99 (Gap Plot)')\n", + "plt.ylabel('Difference in Cigarette Sales')\n", + "plt.xlabel('Year')\n", + "plt.legend()\n", + "plt.grid(True, which='both', linestyle='--', linewidth=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Gap Plot에서 정책 시행 시점인 1988년 이후 선이 0 아래로 크게 떨어지는 것은 Proposition 99 정책이 담배 판매량을 눈에 띄게 감소시켰음을 시각적으로 보여줍니다. 이 Gap 플롯은 정책 시행 이후 정책의 순수한 효과 크기가 시간에 따라 어떻게 변화하는지를 보여주는 그래프로, Y축은 실제 캘리포니아 판매량과 모델이 예측한 가상 판매량 간의 차이를 나타냅니다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 단위축 플라시보 테스트 (Placebo Distribution Histogram)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 39/39 [00:25<00:00, 1.56it/s]\n" + "100%|██████████| 39/39 [00:27<00:00, 1.40it/s]\n" ] }, { @@ -656,17 +745,15 @@ "source": [ "# 플라시보 분포 시각화를 위한 계산\n", "real_att = fit_model.att\n", - "control_states = df[df['treated'] == 0]['State'].unique()\n", - "\n", + "control_states = df[df['treated'] == 0]['state'].unique()\n", "placebo_atts = []\n", - "for state in tqdm(control_states):\n", + "\n", + "for state_id in tqdm(control_states): \n", " df_placebo = df.copy()\n", " df_placebo['treated_placebo'] = 0\n", - " df_placebo.loc[(df_placebo['State'] == state) & (df_placebo['Year'] > 1988), 'treated_placebo'] = 1\n", - " \n", + " df_placebo.loc[(df_placebo['state'] == state_id) & (df_placebo['year'] > 1988), 'treated_placebo'] = 1\n", " try:\n", - " # 플라시보 모델 적합 및 ATT 저장\n", - " fit_placebo = Synthdid(df_placebo, \"State\", \"Year\", \"treated_placebo\", \"PacksPerCapita\").fit()\n", + " fit_placebo = Synthdid(df_placebo, \"state\", \"year\", \"treated_placebo\", \"cigsale\").fit()\n", " placebo_atts.append(fit_placebo.att)\n", " except Exception as e:\n", " continue\n", @@ -686,11 +773,222 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "캘리포니아의 평균 정책 효과 크기(붉은색 선)는 다른 주들에서 나타날 수 있는 효과들의 분포(회색 막대) 중에서도 극단적인 값에 위치합니다. 이는 캘리포니아의 효과가 우연일 확률이 매우 낮으며 통계적으로 유의미하다는 결론을 뒷받침합니다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 플라시보 효과 추세 비교 (Placebo Trend Comparison)" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 38/38 [00:22<00:00, 1.66it/s]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 캘리포니아(실제 처리군)의 Gap을 먼저 계산합니다. (이전과 동일)\n", + "california_id = df[df['california'] == True]['state'].unique()[0]\n", + "california_actual = df[df['state'] == california_id].set_index('year')['cigsale']\n", + "control_df_wide = df[df['state'] != california_id].pivot(index='year', columns='state', values='cigsale')\n", + "sdid_weights_series = pd.Series(fit_model.weights['omega'][0], index=control_df_wide.columns)\n", + "sdid_control = control_df_wide.dot(sdid_weights_series)\n", + "california_gap = california_actual - sdid_control\n", + "\n", + "# 각 통제 주에 대한 Placebo Gap을 다시 계산합니다.\n", + "placebo_gaps = []\n", + "all_states = df['state'].unique()\n", + "control_states = [s for s in all_states if s != california_id]\n", + "\n", + "for state_id in tqdm(control_states):\n", + " df_placebo = df.copy()\n", + " df_placebo['treated_placebo'] = ((df_placebo['state'] == state_id) & (df_placebo['year'] > 1988)).astype(int)\n", + " \n", + " try:\n", + " ## 플라시보 모델 적합\n", + " fit_p = Synthdid(df_placebo, \"state\", \"year\", \"treated_placebo\", \"cigsale\").fit()\n", + "\n", + " ## 가짜 처리군의 실제 데이터\n", + " actual = df[df['state'] == state_id].set_index('year')['cigsale']\n", + " \n", + " ## 현재 플라시보 처리군(state_id)을 모든 주로 통제군 데이터프레임을 구성합니다.\n", + " control_states_for_this_run = [s for s in all_states if s != state_id]\n", + " control_wide_p = df[df['state'].isin(control_states_for_this_run)].pivot(index='year', columns='state', values='cigsale')\n", + "\n", + " weights_series = pd.Series(fit_p.weights['omega'][0], index=control_wide_p.columns)\n", + " \n", + " # 가중 평균을 계산하여 가상 비교 집단 생성\n", + " synthetic_control = control_wide_p.dot(weights_series)\n", + " placebo_gaps.append(actual - synthetic_control)\n", + " \n", + " except Exception as e:\n", + " continue\n", + "\n", + "# 플라시보 추세선 시각화 \n", + "plt.figure(figsize=(12, 7))\n", + "\n", + "# 모든 플라시보 gap 추세선을 회색으로 그리기\n", + "for gap_series in placebo_gaps:\n", + " plt.plot(gap_series.index, gap_series.values, color='gray', alpha=0.4)\n", + "\n", + "# 실제 캘리포니아의 gap 추세선을 붉은색으로 강조하여 그리기\n", + "plt.plot(california_gap.index, california_gap.values, color='red', linewidth=2.5, label='California Gap')\n", + "\n", + "plt.axhline(y=0, color='black', linestyle='-')\n", + "plt.axvline(x=1988, color='black', linestyle=':')\n", + "plt.title('Placebo Test: California Gap vs. Placebo Gaps')\n", + "plt.ylabel('Difference in Cigarette Sales')\n", + "plt.xlabel('Year')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "정책 시행 후 캘리포니아의 담배 판매량 감소 효과(붉은색 선)는 다른 주들에서 나타난 우연에 의한 효과(회색 선들)들의 일반적인 추세에서 크게 벗어나 이례적으로 나타납니다. 이는 관찰된 효과의 패턴이 통계적으로 의미 있음을 보여줍니다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### MSPE 비율을 통한 강건성 검증" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 39/39 [00:24<00:00, 1.62it/s]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 캘리포니아(실제 처리군)의 Gap과 MSPE 비율을 먼저 계산\n", + "california_id = df[df['california'] == True]['state'].unique()[0]\n", + "california_actual = df[df['state'] == california_id].set_index('year')['cigsale']\n", + "control_df_wide = df[df['state'] != california_id].pivot(index='year', columns='state', values='cigsale')\n", + "sdid_weights_series = pd.Series(fit_model.weights['omega'][0], index=control_df_wide.columns)\n", + "sdid_control = control_df_wide.dot(sdid_weights_series)\n", + "california_gap = california_actual - sdid_control\n", + "\n", + "pre_mspe_ca = np.mean(california_gap[california_gap.index <= 1988]**2)\n", + "post_mspe_ca = np.mean(california_gap[california_gap.index > 1988]**2)\n", + "california_ratio = post_mspe_ca / (pre_mspe_ca + 1e-8)\n", + "\n", + "\n", + "# 각 통제 주의 Placebo Gap과 MSPE 비율을 함께 계산\n", + "placebo_gaps = []\n", + "mspe_ratios = []\n", + "successful_control_states = []\n", + "\n", + "control_states = df[df['treated'] == 0]['state'].unique()\n", + "\n", + "for state_id in tqdm(control_states):\n", + " df_placebo = df.copy()\n", + " df_placebo['treated_placebo'] = ((df_placebo['state'] == state_id) & (df_placebo['year'] > 1988)).astype(int)\n", + " \n", + " try:\n", + " fit_p = Synthdid(df_placebo, \"state\", \"year\", \"treated_placebo\", \"cigsale\").fit()\n", + "\n", + " actual = df[df['state'] == state_id].set_index('year')['cigsale']\n", + " control_wide_p = df[df['state'] != state_id].pivot(index='year', columns='state', values='cigsale')\n", + " weights_series = pd.Series(fit_p.weights['omega'][0], index=control_wide_p.columns)\n", + " synthetic_control = control_wide_p.dot(weights_series)\n", + " \n", + " gap_series = actual - synthetic_control\n", + " \n", + " # --- ✨ 핵심 수정 사항: 성공한 경우에만 모든 리스트에 추가 ---\n", + " placebo_gaps.append(gap_series)\n", + " \n", + " pre_treatment_gap = gap_series[gap_series.index <= 1988]\n", + " post_treatment_gap = gap_series[gap_series.index > 1988]\n", + " pre_mspe = np.mean(pre_treatment_gap**2)\n", + " post_mspe = np.mean(post_treatment_gap**2)\n", + " mspe_ratio = post_mspe / (pre_mspe + 1e-8)\n", + " \n", + " mspe_ratios.append(mspe_ratio)\n", + " successful_control_states.append(state_id)\n", + " \n", + " except Exception as e:\n", + " continue\n", + "\n", + "# 3. 성공적으로 계산된 데이터만으로 데이터프레임 생성\n", + "mspe_data = {\n", + " 'State': successful_control_states + [california_id],\n", + " 'MSPE_Ratio': mspe_ratios + [california_ratio]\n", + "}\n", + "mspe_df = pd.DataFrame(mspe_data).sort_values(by='MSPE_Ratio', ascending=False)\n", + "\n", + "\n", + "# MSPE 비율 시각화\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "colors = ['red' if state == california_id else 'gray' for state in mspe_df['State']]\n", + "plt.bar(mspe_df['State'].astype(str), mspe_df['MSPE_Ratio'], color=colors)\n", + "\n", + "import matplotlib.patches as mpatches\n", + "red_patch = mpatches.Patch(color='red', label=f'California (Ratio: {california_ratio:.2f})')\n", + "plt.legend(handles=[red_patch])\n", + "\n", + "plt.xticks(rotation=90)\n", + "plt.title('Post-treatment MSPE / Pre-treatment MSPE Ratio')\n", + "plt.ylabel('MSPE Ratio')\n", + "plt.xlabel('State ID')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "정책 시행 후의 예측 오차(Post-MSPE)가 시행 전의 오차(Pre-MSPE)에 비해 얼마나 커졌는지를 각 주별로 비교한 것입니다. 캘리포니아(붉은색 막대)의 MSPE 비율이 다른 모든 통제 주(회색 막대)들보다 월등히 높게 나타나는데, 이는 캘리포니아에서 관찰된 정책 효과가 단순한 노이즈가 아닌 통계적으로 의미 있는 변화임을 보여주는 강력한 증거입니다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, "source": [] }, { From d7ad59c1c846ca4d417b2465168119abdb8e5bc8 Mon Sep 17 00:00:00 2001 From: SoyoungJun-SL Date: Sat, 11 Oct 2025 15:38:33 -0400 Subject: [PATCH 4/5] =?UTF-8?q?=EB=A7=88=EB=AC=B4=EB=A6=AC?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- book/ate/sdid.ipynb | 255 ++++++++++++++++++-------------------------- 1 file changed, 101 insertions(+), 154 deletions(-) diff --git a/book/ate/sdid.ipynb b/book/ate/sdid.ipynb index 6629a90..abe3434 100644 --- a/book/ate/sdid.ipynb +++ b/book/ate/sdid.ipynb @@ -16,68 +16,7 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: synthdid in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (0.10.1)\n", - "Requirement already satisfied: appdirs==1.4.3 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (1.4.3)\n", - "Requirement already satisfied: contourpy==1.0.7 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (1.0.7)\n", - "Requirement already satisfied: cycler==0.11.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (0.11.0)\n", - "Requirement already satisfied: fonttools==4.39.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (4.39.0)\n", - "Requirement already satisfied: importlib-resources==5.12.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (5.12.0)\n", - "Requirement already satisfied: kiwisolver==1.4.4 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (1.4.4)\n", - "Requirement already satisfied: matplotlib==3.7.1 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (3.7.1)\n", - "Requirement already satisfied: numpy==1.23.5 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (1.23.5)\n", - "Requirement already satisfied: packaging==23.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (23.0)\n", - "Requirement already satisfied: pandas==1.5.3 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (1.5.3)\n", - "Requirement already satisfied: patsy==0.5.3 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (0.5.3)\n", - "Requirement already satisfied: pillow==9.4.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (9.4.0)\n", - "Requirement already satisfied: pipenv-setup==2.0.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (2.0.0)\n", - "Requirement already satisfied: pipfile==0.0.2 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (0.0.2)\n", - "Requirement already satisfied: pyparsing==3.0.9 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (3.0.9)\n", - "Requirement already satisfied: python-dateutil==2.8.2 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (2.8.2)\n", - "Requirement already satisfied: pytz==2022.7.1 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (2022.7.1)\n", - "Requirement already satisfied: six==1.16.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (1.16.0)\n", - "Requirement already satisfied: statsmodels==0.13.5 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (0.13.5)\n", - "Requirement already satisfied: toml==0.10.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (0.10.0)\n", - "Requirement already satisfied: zipp==3.15.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (3.15.0)\n", - "Requirement already satisfied: attrs==19.1.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (19.1.0)\n", - "Requirement already satisfied: click==7.0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (7.0)\n", - "Requirement already satisfied: scipy==1.10.1 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (1.10.1)\n", - "Requirement already satisfied: black==19.3b0 in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (from synthdid) (19.3b0)\n", - "Note: you may need to restart the kernel to use updated packages.\n" - ] - } - ], - "source": [ - "%pip install synthdid" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: tqdm in /Users/soyoungjun/opt/anaconda3/envs/myenv/lib/python3.10/site-packages (4.67.1)\n", - "Note: you may need to restart the kernel to use updated packages.\n" - ] - } - ], - "source": [ - "%pip install tqdm" - ] - }, - { - "cell_type": "code", - "execution_count": 2, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -85,6 +24,7 @@ "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from tqdm import tqdm\n", + "import matplotlib.patches as mpatches\n", "\n", "from synthdid.get_data import california_prop99\n", "from synthdid.synthdid import Synthdid" @@ -92,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -101,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -110,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -239,22 +179,21 @@ "4 False 0 " ] }, - "execution_count": 58, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# df 데이터프레임에서 'california' 컬럼의 ID 값을 확인합니다.\n", + "df['treated'] = ((df['california'] == True) & (df['after_treatment'] == True)).astype(int)\n", "california_id_check = df[df['california'] == True]['state'].unique()\n", - "\n", "print(f\"California의 state ID는 다음과 같습니다: {california_id_check}\")\n", "df.head()" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -292,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -331,7 +270,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -370,7 +309,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -432,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -484,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -518,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -533,7 +472,7 @@ "\n", "AA 테스트 ATT 결과 요약:\n", " ATT Std. Err. t P>|t|\n", - "0 -2.92498 7.630184 -0.383343 0.701465\n" + "0 -2.92498 5.204014 -0.562062 0.574074\n" ] }, { @@ -594,7 +533,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "AA 테스트 결과, 정책 효과(ATT)는 -2.92로 0에 가까우며, p-value는 0.701로 통계적으로 유의하지 않았습니다. 이는 본 모델이 정책 효과가 없었던 기간에 가짜 효과(false positive)를 생성하지 않음을 의미합니다.\n", + "AA 테스트 결과, 정책 효과(ATT)는 -2.92로 0에 가까우며, p-value는 0.68로 통계적으로 유의하지 않았습니다. 이는 본 모델이 정책 효과가 없었던 기간에 가짜 효과(false positive)를 생성하지 않음을 의미합니다.\n", "예측 오차(RMSE=20.7)가 존재함에도 불구하고 통계적으로 유의한 편향(bias)이 나타나지 않았으므로, 분석 모델의 안정성이 검증되었습니다." ] }, @@ -611,7 +550,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -622,17 +561,17 @@ "------------------------------------------------------------\n", "합성 차분 분석법 (SDID)\n", " ATT Std. Err. t P>|t|\n", - "0 -15.60383 7.858659 -1.985559 0.047082\n", + "0 -15.60383 10.301147 -1.514766 0.129832\n", "\n", "------------------------------------------------------------\n", "합성 대조법 (SC)\n", " ATT Std. Err. t P>|t|\n", - "0 -21.32104 7.530293 -2.831369 0.004635\n", + "0 -21.32104 11.013833 -1.935842 0.052887\n", "\n", "------------------------------------------------------------\n", "이중 차분법 (DID)\n", - " ATT Std. Err. t P>|t|\n", - "0 -27.34911 8.927844 -3.06335 0.002189\n" + " ATT Std. Err. t P>|t|\n", + "0 -27.34911 8.47868 -3.225633 0.001257\n" ] } ], @@ -669,7 +608,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -721,14 +660,14 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 39/39 [00:27<00:00, 1.40it/s]\n" + "100%|██████████| 39/39 [00:22<00:00, 1.73it/s]\n" ] }, { @@ -789,14 +728,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 38/38 [00:22<00:00, 1.66it/s]\n" + "100%|██████████| 38/38 [00:21<00:00, 1.74it/s]\n" ] }, { @@ -890,14 +829,21 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 39/39 [00:24<00:00, 1.62it/s]\n" + "SDID gaps (placebos): 100%|██████████| 38/38 [00:21<00:00, 1.80it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[SDID gaps • uniform metric] CA ratio = 2.6832 | rank = 12/39 | p ≈ 0.3077\n" ] }, { "data": { - "image/png": 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", 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" ] }, "metadata": {}, @@ -905,85 +851,86 @@ } ], "source": [ - "# 캘리포니아(실제 처리군)의 Gap과 MSPE 비율을 먼저 계산\n", - "california_id = df[df['california'] == True]['state'].unique()[0]\n", - "california_actual = df[df['state'] == california_id].set_index('year')['cigsale']\n", - "control_df_wide = df[df['state'] != california_id].pivot(index='year', columns='state', values='cigsale')\n", - "sdid_weights_series = pd.Series(fit_model.weights['omega'][0], index=control_df_wide.columns)\n", - "sdid_control = control_df_wide.dot(sdid_weights_series)\n", - "california_gap = california_actual - sdid_control\n", + "# california_id = df[df['california'] == True]['state'].unique()[0]\n", + "# california_actual = df[df['state'] == california_id].set_index('year')['cigsale']\n", + "# control_df_wide = df[df['state'] != california_id].pivot(index='year', columns='state', values='cigsale')\n", + "# sdid_weights_series = pd.Series(fit_model.weights['omega'][0], index=control_df_wide.columns)\n", + "# sdid_control = control_df_wide.dot(sdid_weights_series)\n", + "# california_gap = california_actual - sdid_control\n", "\n", - "pre_mspe_ca = np.mean(california_gap[california_gap.index <= 1988]**2)\n", - "post_mspe_ca = np.mean(california_gap[california_gap.index > 1988]**2)\n", - "california_ratio = post_mspe_ca / (pre_mspe_ca + 1e-8)\n", + "treatment_year = 1988 \n", + "california_gap = california_gap.sort_index()\n", "\n", + "# 1) SDID로 모든 주(placebo) 갭 만들기\n", + "# - 각 주를 treated로 두고, donors는 \"그 주 제외, 나머지 전부\"(CA 포함)\n", + "gaps = {int(california_id): california_gap.copy()}\n", + "all_states = sorted(df['state'].unique().tolist())\n", "\n", - "# 각 통제 주의 Placebo Gap과 MSPE 비율을 함께 계산\n", - "placebo_gaps = []\n", - "mspe_ratios = []\n", - "successful_control_states = []\n", + "for sid in tqdm([s for s in all_states if s != california_id], desc=\"SDID gaps (placebos)\"):\n", + " try:\n", + " df_p = df.copy()\n", + " df_p['treated_placebo'] = ((df_p['state'] == sid) & (df_p['year'] >= treatment_year)).astype(int)\n", "\n", - "control_states = df[df['treated'] == 0]['state'].unique()\n", + " fit_p = Synthdid(df_p, \"state\", \"year\", \"treated_placebo\", \"cigsale\").fit()\n", "\n", - "for state_id in tqdm(control_states):\n", - " df_placebo = df.copy()\n", - " df_placebo['treated_placebo'] = ((df_placebo['state'] == state_id) & (df_placebo['year'] > 1988)).astype(int)\n", - " \n", - " try:\n", - " fit_p = Synthdid(df_placebo, \"state\", \"year\", \"treated_placebo\", \"cigsale\").fit()\n", + " actual_p = (\n", + " df_p.loc[df_p['state'] == sid, ['year','cigsale']]\n", + " .sort_values('year').set_index('year')['cigsale']\n", + " )\n", + " donors_wide_p = (\n", + " df_p.loc[df_p['state'] != sid, ['year','state','cigsale']]\n", + " .pivot(index='year', columns='state', values='cigsale')\n", + " .sort_index()\n", + " )\n", + "\n", + " w_p = pd.Series(fit_p.weights['omega'][0], index=donors_wide_p.columns)\n", + " synth_p = donors_wide_p.dot(w_p)\n", + "\n", + " yrs = actual_p.index.intersection(synth_p.index)\n", + " gaps[int(sid)] = (actual_p.loc[yrs] - synth_p.loc[yrs]).sort_index()\n", "\n", - " actual = df[df['state'] == state_id].set_index('year')['cigsale']\n", - " control_wide_p = df[df['state'] != state_id].pivot(index='year', columns='state', values='cigsale')\n", - " weights_series = pd.Series(fit_p.weights['omega'][0], index=control_wide_p.columns)\n", - " synthetic_control = control_wide_p.dot(weights_series)\n", - " \n", - " gap_series = actual - synthetic_control\n", - " \n", - " # --- ✨ 핵심 수정 사항: 성공한 경우에만 모든 리스트에 추가 ---\n", - " placebo_gaps.append(gap_series)\n", - " \n", - " pre_treatment_gap = gap_series[gap_series.index <= 1988]\n", - " post_treatment_gap = gap_series[gap_series.index > 1988]\n", - " pre_mspe = np.mean(pre_treatment_gap**2)\n", - " post_mspe = np.mean(post_treatment_gap**2)\n", - " mspe_ratio = post_mspe / (pre_mspe + 1e-8)\n", - " \n", - " mspe_ratios.append(mspe_ratio)\n", - " successful_control_states.append(state_id)\n", - " \n", " except Exception as e:\n", + " # 문제가 있는 유닛은 건너뜀 (필요하면 print로 확인)\n", " continue\n", "\n", - "# 3. 성공적으로 계산된 데이터만으로 데이터프레임 생성\n", - "mspe_data = {\n", - " 'State': successful_control_states + [california_id],\n", - " 'MSPE_Ratio': mspe_ratios + [california_ratio]\n", - "}\n", - "mspe_df = pd.DataFrame(mspe_data).sort_values(by='MSPE_Ratio', ascending=False)\n", + "# 2) 모든 주 공통 연도만 사용해 하나의 DF로 결합\n", + "years_common_all = None\n", + "for g in gaps.values():\n", + " years_common_all = g.index if years_common_all is None else years_common_all.intersection(g.index)\n", "\n", + "gaps_df = pd.DataFrame({k: v.loc[years_common_all] for k, v in gaps.items()}).sort_index()\n", "\n", - "# MSPE 비율 시각화\n", - "plt.figure(figsize=(12, 8))\n", "\n", - "colors = ['red' if state == california_id else 'gray' for state in mspe_df['State']]\n", - "plt.bar(mspe_df['State'].astype(str), mspe_df['MSPE_Ratio'], color=colors)\n", + "# 3) MSPE 비율 + p-value\n", + "def get_pre_post_mspe(gap_series, t0):\n", + " pre = gap_series[gap_series.index < t0]\n", + " post = gap_series[gap_series.index >= t0]\n", + " return float(np.mean(pre**2)), float(np.mean(post**2))\n", "\n", - "import matplotlib.patches as mpatches\n", - "red_patch = mpatches.Patch(color='red', label=f'California (Ratio: {california_ratio:.2f})')\n", - "plt.legend(handles=[red_patch])\n", + "mspe_df = gaps_df.apply(\n", + " lambda col: pd.Series(get_pre_post_mspe(col, treatment_year),\n", + " index=['pre_treatment_mspe','post_treatment_mspe']),\n", + " axis=0\n", + ").T\n", + "\n", + "mspe_df['mspe_ratio'] = mspe_df['post_treatment_mspe'] / mspe_df['pre_treatment_mspe']\n", + "mspe_sorted = mspe_df.sort_values(by='mspe_ratio', ascending=False).reset_index().rename(columns={'index':'State'})\n", + "\n", + "ca_id = int(california_id)\n", + "ca_ratio = float(mspe_df.loc[ca_id, 'mspe_ratio'])\n", + "rank_ge = int((mspe_df['mspe_ratio'] >= ca_ratio).sum())\n", + "p_value = rank_ge / int(mspe_df.shape[0])\n", + "print(f\"[SDID gaps • uniform metric] CA ratio = {ca_ratio:.4f} | rank = {rank_ge}/{mspe_df.shape[0]} | p ≈ {p_value:.4f}\")\n", "\n", + "# 4) 그래프 \n", + "plt.figure(figsize=(13,7))\n", + "colors = ['red' if int(s)==ca_id else 'gray' for s in mspe_sorted['State']]\n", + "plt.bar(mspe_sorted['State'].astype(str), mspe_sorted['mspe_ratio'], color=colors)\n", + "plt.legend(handles=[mpatches.Patch(color='red', label=f'California (Ratio: {ca_ratio:.2f})')])\n", "plt.xticks(rotation=90)\n", - "plt.title('Post-treatment MSPE / Pre-treatment MSPE Ratio')\n", - "plt.ylabel('MSPE Ratio')\n", - "plt.xlabel('State ID')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "정책 시행 후의 예측 오차(Post-MSPE)가 시행 전의 오차(Pre-MSPE)에 비해 얼마나 커졌는지를 각 주별로 비교한 것입니다. 캘리포니아(붉은색 막대)의 MSPE 비율이 다른 모든 통제 주(회색 막대)들보다 월등히 높게 나타나는데, 이는 캘리포니아에서 관찰된 정책 효과가 단순한 노이즈가 아닌 통계적으로 의미 있는 변화임을 보여주는 강력한 증거입니다." + "plt.title('Post / Pre MSPE Ratio (SDID gaps, uniform average; pre < 1988, post ≥ 1988)')\n", + "plt.ylabel('MSPE Ratio'); plt.xlabel('State ID')\n", + "plt.tight_layout(); plt.show()\n" ] }, { From 56944c368442f7cb2df3e4640f589ae3fc20f03d Mon Sep 17 00:00:00 2001 From: SoyoungJun-SL Date: Sat, 18 Oct 2025 03:56:44 -0400 Subject: [PATCH 5/5] =?UTF-8?q?=EC=B5=9C=EC=A2=85:MSPE=20=EB=B0=8F=20?= =?UTF-8?q?=ED=94=8C=EB=9D=BC=EC=8B=9C=EB=B3=B4=20=ED=85=8C=EC=8A=A4?= =?UTF-8?q?=ED=8A=B8=20=EC=8B=9C=EC=A0=90=201989=EB=A1=9C=20=EC=88=98?= =?UTF-8?q?=EC=A0=95?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- book/ate/sdid.ipynb | 91 ++++++++++++++++++++++++++------------------- 1 file changed, 53 insertions(+), 38 deletions(-) diff --git a/book/ate/sdid.ipynb b/book/ate/sdid.ipynb index abe3434..e104909 100644 --- a/book/ate/sdid.ipynb +++ b/book/ate/sdid.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -193,12 +193,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -213,7 +213,8 @@ "other_states_df = df[df['california'] == False]\n", "plt.plot(other_states_df.groupby('year')['cigsale'].mean(), label='Control States Average', linestyle='--')\n", "plt.plot(california_df['year'], california_df['cigsale'], label='California (Treated)', color='blue')\n", - "plt.axvline(x=1988, color='r', linestyle=':', label='Proposition 99 (1988)')\n", + "plt.axvline(x=1989, color='r', linestyle=':', label='Proposition 99')\n", + "\n", "plt.title('Cigarette Consumption: California vs. Other States')\n", "plt.ylabel('Cigarette Sales')\n", "plt.legend()\n", @@ -371,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -423,7 +424,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -457,7 +458,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -471,8 +472,8 @@ "--------------------------------------------\n", "\n", "AA 테스트 ATT 결과 요약:\n", - " ATT Std. Err. t P>|t|\n", - "0 -2.92498 5.204014 -0.562062 0.574074\n" + " ATT Std. Err. t P>|t|\n", + "0 -2.92498 4.676653 -0.625443 0.53168\n" ] }, { @@ -533,7 +534,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "AA 테스트 결과, 정책 효과(ATT)는 -2.92로 0에 가까우며, p-value는 0.68로 통계적으로 유의하지 않았습니다. 이는 본 모델이 정책 효과가 없었던 기간에 가짜 효과(false positive)를 생성하지 않음을 의미합니다.\n", + "AA 테스트 결과, 정책 효과(ATT)는 -2.92로 0에 가까우며, 통계적으로 유의하지 않았습니다. 이는 본 모델이 정책 효과가 없었던 기간에 가짜 효과(false positive)를 생성하지 않음을 의미합니다.\n", "예측 오차(RMSE=20.7)가 존재함에도 불구하고 통계적으로 유의한 편향(bias)이 나타나지 않았으므로, 분석 모델의 안정성이 검증되었습니다." ] }, @@ -541,11 +542,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# 4. 모델 강건성 및 통계적 추론\n", + "## 4. 모델 강건성 및 통계적 추론\n", "이 섹션에서는 앞에서 추정한 정책 효과(ATT)가 통계적으로 유의미하며 강건한(robust) 결과인지 다각도로 검증합니다.\n", "- 먼저, 각 모델별 ATT와 통계적 유의성을 표로 제시하고, Gap Plot을 통해 정책 효과가 시간에 따라 어떻게 변화하는지 시각적으로 분석합니다.\n", "- 다음으로, **단위축 플라시보 테스트(in-space placebo test)**를 통해 실제 효과를 가짜 효과(placebo effect)들의 분포(히스토그램) 및 **시간적 추세(시계열 그래프)**와 비교하여 결과의 통계적 유의성을 판단합니다.\n", - "- 마지막으로, 정책 시행 전후의 예측 오차를 비교하는 MSPE 비율 검증을 통해, 관찰된 효과가 우연이 아닌 의미 있는 변화임을 다시 한번 확인하여 분석의 강건성을 강화합니다." + "- 마지막으로, 정책 시행 전후의 예측 오차(MSPE) 비율을 플라시보 분포와 비교하여, 관찰된 정책 효과가 우연에 의한 결과일 가능성을 평가하고 분석의 강건성을 진단합니다." ] }, { @@ -561,17 +562,17 @@ "------------------------------------------------------------\n", "합성 차분 분석법 (SDID)\n", " ATT Std. Err. t P>|t|\n", - "0 -15.60383 10.301147 -1.514766 0.129832\n", + "0 -15.60383 8.993271 -1.735056 0.082731\n", "\n", "------------------------------------------------------------\n", "합성 대조법 (SC)\n", " ATT Std. Err. t P>|t|\n", - "0 -21.32104 11.013833 -1.935842 0.052887\n", + "0 -21.32104 7.649162 -2.787369 0.005314\n", "\n", "------------------------------------------------------------\n", "이중 차분법 (DID)\n", " ATT Std. Err. t P>|t|\n", - "0 -27.34911 8.47868 -3.225633 0.001257\n" + "0 -27.34911 9.80122 -2.790378 0.005265\n" ] } ], @@ -608,12 +609,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -627,14 +628,16 @@ "california_id = df[df['california'] == True]['state'].iloc[0]\n", "california_actual = df[df['state'] == california_id].set_index('year')['cigsale']\n", "control_df_wide = df[df['state'] != california_id].pivot(index='year', columns='state', values='cigsale')\n", - "sdid_control = control_df_wide.dot(fit_model.weights['omega'][0])\n", + "omega_series = pd.Series(fit_model.weights['omega'][0], index=control_df_wide.columns)\n", + "sdid_control = control_df_wide.dot(omega_series)\n", + "\n", "gap = california_actual - sdid_control\n", "\n", "# Gap Plot 시각화\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(gap.index, gap.values, label='California vs SDID Control')\n", "plt.axhline(y=0, color='black', linestyle='-')\n", - "plt.axvline(x=1988, color='red', linestyle=':', label='Proposition 99 (1988)')\n", + "plt.axvline(x=1989, color='red', linestyle=':', label='Proposition 99')\n", "\n", "plt.title('Effect of Proposition 99 (Gap Plot)')\n", "plt.ylabel('Difference in Cigarette Sales')\n", @@ -648,7 +651,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Gap Plot에서 정책 시행 시점인 1988년 이후 선이 0 아래로 크게 떨어지는 것은 Proposition 99 정책이 담배 판매량을 눈에 띄게 감소시켰음을 시각적으로 보여줍니다. 이 Gap 플롯은 정책 시행 이후 정책의 순수한 효과 크기가 시간에 따라 어떻게 변화하는지를 보여주는 그래프로, Y축은 실제 캘리포니아 판매량과 모델이 예측한 가상 판매량 간의 차이를 나타냅니다." + "Gap Plot에서 정책 시행 이후 선이 0 아래로 크게 떨어지는 것은 Proposition 99 정책이 담배 판매량을 눈에 띄게 감소시켰음을 시각적으로 보여줍니다. 이 Gap 플롯은 정책 시행 이후 정책의 순수한 효과 크기가 시간에 따라 어떻게 변화하는지를 보여주는 그래프로, Y축은 실제 캘리포니아 판매량과 모델이 예측한 가상 판매량 간의 차이를 나타냅니다." ] }, { @@ -660,19 +663,19 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 39/39 [00:22<00:00, 1.73it/s]\n" + "100%|██████████| 38/38 [00:23<00:00, 1.64it/s]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -684,7 +687,8 @@ "source": [ "# 플라시보 분포 시각화를 위한 계산\n", "real_att = fit_model.att\n", - "control_states = df[df['treated'] == 0]['state'].unique()\n", + "control_states = df.loc[df['california'] == False, 'state'].unique()\n", + "\n", "placebo_atts = []\n", "\n", "for state_id in tqdm(control_states): \n", @@ -716,7 +720,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "캘리포니아의 평균 정책 효과 크기(붉은색 선)는 다른 주들에서 나타날 수 있는 효과들의 분포(회색 막대) 중에서도 극단적인 값에 위치합니다. 이는 캘리포니아의 효과가 우연일 확률이 매우 낮으며 통계적으로 유의미하다는 결론을 뒷받침합니다." + "이는 캘리포니아의 실제 효과(붉은 선)가 0 근처에 밀집된 대부분의 플라시보 효과(회색 막대)의 주축에서 시각적으로 벗어나 있음을 보여줍니다. 캘리포니아의 효과는 분포의 왼쪽 꼬리 부분에 위치하여 상대적으로 드문 값임을 시사합니다." ] }, { @@ -728,19 +732,19 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 38/38 [00:21<00:00, 1.74it/s]\n" + "100%|██████████| 38/38 [00:22<00:00, 1.66it/s]\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -798,7 +802,7 @@ "plt.plot(california_gap.index, california_gap.values, color='red', linewidth=2.5, label='California Gap')\n", "\n", "plt.axhline(y=0, color='black', linestyle='-')\n", - "plt.axvline(x=1988, color='black', linestyle=':')\n", + "plt.axvline(x=1989, color='black', linestyle=':')\n", "plt.title('Placebo Test: California Gap vs. Placebo Gaps')\n", "plt.ylabel('Difference in Cigarette Sales')\n", "plt.xlabel('Year')\n", @@ -822,26 +826,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "SDID gaps (placebos): 100%|██████████| 38/38 [00:21<00:00, 1.80it/s]\n" + "SDID gaps (placebos): 100%|██████████| 38/38 [00:25<00:00, 1.51it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "[SDID gaps • uniform metric] CA ratio = 2.6832 | rank = 12/39 | p ≈ 0.3077\n" + "[SDID gaps • uniform metric] CA ratio = 2.7929 | rank = 13/39 | p ≈ 0.3158\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -858,7 +862,7 @@ "# sdid_control = control_df_wide.dot(sdid_weights_series)\n", "# california_gap = california_actual - sdid_control\n", "\n", - "treatment_year = 1988 \n", + "treatment_year = 1989 \n", "california_gap = california_gap.sort_index()\n", "\n", "# 1) SDID로 모든 주(placebo) 갭 만들기\n", @@ -918,9 +922,13 @@ "\n", "ca_id = int(california_id)\n", "ca_ratio = float(mspe_df.loc[ca_id, 'mspe_ratio'])\n", - "rank_ge = int((mspe_df['mspe_ratio'] >= ca_ratio).sum())\n", - "p_value = rank_ge / int(mspe_df.shape[0])\n", - "print(f\"[SDID gaps • uniform metric] CA ratio = {ca_ratio:.4f} | rank = {rank_ge}/{mspe_df.shape[0]} | p ≈ {p_value:.4f}\")\n", + "\n", + "mspe_df_excl_ca = mspe_df.drop(index=ca_id) \n", + "p_value = (mspe_df_excl_ca['mspe_ratio'] >= ca_ratio).mean() # one-sided\n", + "\n", + "rank_ge = int((mspe_df_excl_ca['mspe_ratio'] >= ca_ratio).sum()) + 1 # 표기용 순위(=CA 포함 표기)\n", + "print(f\"[SDID gaps • uniform metric] CA ratio = {ca_ratio:.4f} | rank = {rank_ge}/{mspe_df_excl_ca.shape[0]+1} | p ≈ {p_value:.4f}\")\n", + "\n", "\n", "# 4) 그래프 \n", "plt.figure(figsize=(13,7))\n", @@ -928,11 +936,18 @@ "plt.bar(mspe_sorted['State'].astype(str), mspe_sorted['mspe_ratio'], color=colors)\n", "plt.legend(handles=[mpatches.Patch(color='red', label=f'California (Ratio: {ca_ratio:.2f})')])\n", "plt.xticks(rotation=90)\n", - "plt.title('Post / Pre MSPE Ratio (SDID gaps, uniform average; pre < 1988, post ≥ 1988)')\n", + "plt.title('Post / Pre MSPE Ratio (SDID gaps)')\n", "plt.ylabel('MSPE Ratio'); plt.xlabel('State ID')\n", "plt.tight_layout(); plt.show()\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "이 그래프는 캘리포니아(ID 3, 붉은색)의 정책 시행 전후 MSPE 비율이 다른 플라시보 주들(회색)과 비교하여 어느 위치에 있는지를 보여줍니다. 캘리포니아의 비율(2.79)은 전체 39개 주 중 13번째로, 이는 다른 주들에 비해 특별히 높거나 극단적인 값이 아님을 의미합니다. 따라서 이 플라시보 테스트 결과는 캘리포니아의 정책 효과가 통계적으로 강건하지 않을 수 있음을 시사합니다." + ] + }, { "cell_type": "markdown", "metadata": {},