From 974f9e687e05f8a746a588c29a59c4e06cbac80d Mon Sep 17 00:00:00 2001 From: Pradeep Pant Date: Tue, 18 Feb 2025 16:41:06 +0530 Subject: [PATCH] fix couple of import issues due deprecation of libs --- Untitled.ipynb | 531 +++++++++++++++++++++++-------------------------- 1 file changed, 250 insertions(+), 281 deletions(-) diff --git a/Untitled.ipynb b/Untitled.ipynb index a240354..e9e4a58 100644 --- a/Untitled.ipynb +++ b/Untitled.ipynb @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -122,7 +122,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -196,7 +196,7 @@ "106 NaN " ] }, - "execution_count": 6, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -207,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -274,7 +274,7 @@ "4 1964-05 2946.0" ] }, - "execution_count": 7, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -287,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -297,7 +297,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -364,7 +364,7 @@ "105 NaN NaN" ] }, - "execution_count": 9, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -384,7 +384,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -414,11 +414,6 @@ " \n", " \n", " \n", - " 100\n", - " 1972-05\n", - " 4618.0\n", - " \n", - " \n", " 101\n", " 1972-06\n", " 5312.0\n", @@ -438,20 +433,25 @@ " 1972-09\n", " 5877.0\n", " \n", + " \n", + " 105\n", + " NaN\n", + " NaN\n", + " \n", " \n", "\n", "" ], "text/plain": [ " Month Sales\n", - "100 1972-05 4618.0\n", "101 1972-06 5312.0\n", "102 1972-07 4298.0\n", "103 1972-08 1413.0\n", - "104 1972-09 5877.0" + "104 1972-09 5877.0\n", + "105 NaN NaN" ] }, - "execution_count": 11, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -462,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -472,7 +472,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -539,7 +539,7 @@ "4 1964-05-01 2946.0" ] }, - "execution_count": 13, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -550,7 +550,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -559,7 +559,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -625,7 +625,7 @@ "1964-05-01 2946.0" ] }, - "execution_count": 15, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -636,7 +636,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -712,7 +712,7 @@ "max 13916.000000" ] }, - "execution_count": 16, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -730,29 +730,27 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -762,7 +760,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -773,7 +771,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -782,7 +780,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -803,17 +801,17 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "ADF Test Statistic : -1.8335930563276297\n", - "p-value : 0.3639157716602417\n", - "#Lags Used : 11\n", - "Number of Observations Used : 93\n", + "ADF Test Statistic : nan\n", + "p-value : nan\n", + "#Lags Used : 0\n", + "Number of Observations Used : 105\n", "weak evidence against null hypothesis, time series has a unit root, indicating it is non-stationary \n" ] } @@ -831,7 +829,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -840,78 +838,28 @@ }, { "cell_type": "code", - "execution_count": 212, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Month\n", - "1964-01-01 NaN\n", - "1964-02-01 2815.0\n", - "1964-03-01 2672.0\n", - "1964-04-01 2755.0\n", - "1964-05-01 2721.0\n", - "1964-06-01 2946.0\n", - "1964-07-01 3036.0\n", - "1964-08-01 2282.0\n", - "1964-09-01 2212.0\n", - "1964-10-01 2922.0\n", - "1964-11-01 4301.0\n", - "1964-12-01 5764.0\n", - "1965-01-01 7312.0\n", - "1965-02-01 2541.0\n", - "1965-03-01 2475.0\n", - "1965-04-01 3031.0\n", - "1965-05-01 3266.0\n", - "1965-06-01 3776.0\n", - "1965-07-01 3230.0\n", - "1965-08-01 3028.0\n", - "1965-09-01 1759.0\n", - "1965-10-01 3595.0\n", - "1965-11-01 4474.0\n", - "1965-12-01 6838.0\n", - "1966-01-01 8357.0\n", - "1966-02-01 3113.0\n", - "1966-03-01 3006.0\n", - "1966-04-01 4047.0\n", - "1966-05-01 3523.0\n", - "1966-06-01 3937.0\n", - " ... \n", - "1970-04-01 3370.0\n", - "1970-05-01 3740.0\n", - "1970-06-01 2927.0\n", - "1970-07-01 3986.0\n", - "1970-08-01 4217.0\n", - "1970-09-01 1738.0\n", - "1970-10-01 5221.0\n", - "1970-11-01 6424.0\n", - "1970-12-01 9842.0\n", - "1971-01-01 13076.0\n", - "1971-02-01 3934.0\n", - "1971-03-01 3162.0\n", - "1971-04-01 4286.0\n", - "1971-05-01 4676.0\n", - "1971-06-01 5010.0\n", - "1971-07-01 4874.0\n", - "1971-08-01 4633.0\n", - "1971-09-01 1659.0\n", - "1971-10-01 5951.0\n", - "1971-11-01 6981.0\n", - "1971-12-01 9851.0\n", - "1972-01-01 12670.0\n", - "1972-02-01 4348.0\n", - "1972-03-01 3564.0\n", - "1972-04-01 4577.0\n", - "1972-05-01 4788.0\n", - "1972-06-01 4618.0\n", - "1972-07-01 5312.0\n", - "1972-08-01 4298.0\n", - "1972-09-01 1413.0\n", - "Name: Sales, Length: 105, dtype: float64" + "1964-01-01 NaN\n", + "1964-02-01 2815.0\n", + "1964-03-01 2672.0\n", + "1964-04-01 2755.0\n", + "1964-05-01 2721.0\n", + " ... \n", + "1972-06-01 4618.0\n", + "1972-07-01 5312.0\n", + "1972-08-01 4298.0\n", + "1972-09-01 1413.0\n", + "NaT 5877.0\n", + "Name: Sales, Length: 106, dtype: float64" ] }, - "execution_count": 212, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -922,7 +870,7 @@ }, { "cell_type": "code", - "execution_count": 188, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -931,7 +879,7 @@ }, { "cell_type": "code", - "execution_count": 190, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -957,7 +905,6 @@ " \n", " Sales\n", " Sales First Difference\n", - " forecast\n", " Seasonal First Difference\n", " \n", " \n", @@ -965,7 +912,6 @@ " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -974,97 +920,83 @@ " 2815.0\n", " NaN\n", " NaN\n", - " NaN\n", " \n", " \n", " 1964-02-01\n", " 2672.0\n", " -143.0\n", " NaN\n", - " NaN\n", " \n", " \n", " 1964-03-01\n", " 2755.0\n", " 83.0\n", " NaN\n", - " NaN\n", " \n", " \n", " 1964-04-01\n", " 2721.0\n", " -34.0\n", " NaN\n", - " NaN\n", " \n", " \n", " 1964-05-01\n", " 2946.0\n", " 225.0\n", " NaN\n", - " NaN\n", " \n", " \n", " 1964-06-01\n", " 3036.0\n", " 90.0\n", " NaN\n", - " NaN\n", " \n", " \n", " 1964-07-01\n", " 2282.0\n", " -754.0\n", " NaN\n", - " NaN\n", " \n", " \n", " 1964-08-01\n", " 2212.0\n", " -70.0\n", " NaN\n", - " NaN\n", " \n", " \n", " 1964-09-01\n", " 2922.0\n", " 710.0\n", " NaN\n", - " NaN\n", " \n", " \n", " 1964-10-01\n", " 4301.0\n", " 1379.0\n", " NaN\n", - " NaN\n", " \n", " \n", " 1964-11-01\n", " 5764.0\n", " 1463.0\n", " NaN\n", - " NaN\n", " \n", " \n", " 1964-12-01\n", " 7312.0\n", " 1548.0\n", " NaN\n", - " NaN\n", " \n", " \n", " 1965-01-01\n", " 2541.0\n", " -4771.0\n", - " NaN\n", " -274.0\n", " \n", " \n", " 1965-02-01\n", " 2475.0\n", " -66.0\n", - " NaN\n", " -197.0\n", " \n", " \n", @@ -1072,42 +1004,25 @@ "" ], "text/plain": [ - " Sales Sales First Difference forecast \\\n", - "Month \n", - "1964-01-01 2815.0 NaN NaN \n", - "1964-02-01 2672.0 -143.0 NaN \n", - "1964-03-01 2755.0 83.0 NaN \n", - "1964-04-01 2721.0 -34.0 NaN \n", - "1964-05-01 2946.0 225.0 NaN \n", - "1964-06-01 3036.0 90.0 NaN \n", - "1964-07-01 2282.0 -754.0 NaN \n", - "1964-08-01 2212.0 -70.0 NaN \n", - "1964-09-01 2922.0 710.0 NaN \n", - "1964-10-01 4301.0 1379.0 NaN \n", - "1964-11-01 5764.0 1463.0 NaN \n", - "1964-12-01 7312.0 1548.0 NaN \n", - "1965-01-01 2541.0 -4771.0 NaN \n", - "1965-02-01 2475.0 -66.0 NaN \n", - "\n", - " Seasonal First Difference \n", - "Month \n", - "1964-01-01 NaN \n", - "1964-02-01 NaN \n", - "1964-03-01 NaN \n", - "1964-04-01 NaN \n", - "1964-05-01 NaN \n", - "1964-06-01 NaN \n", - "1964-07-01 NaN \n", - "1964-08-01 NaN \n", - "1964-09-01 NaN \n", - "1964-10-01 NaN \n", - "1964-11-01 NaN \n", - "1964-12-01 NaN \n", - "1965-01-01 -274.0 \n", - "1965-02-01 -197.0 " + " Sales Sales First Difference Seasonal First Difference\n", + "Month \n", + "1964-01-01 2815.0 NaN NaN\n", + "1964-02-01 2672.0 -143.0 NaN\n", + "1964-03-01 2755.0 83.0 NaN\n", + "1964-04-01 2721.0 -34.0 NaN\n", + "1964-05-01 2946.0 225.0 NaN\n", + "1964-06-01 3036.0 90.0 NaN\n", + "1964-07-01 2282.0 -754.0 NaN\n", + "1964-08-01 2212.0 -70.0 NaN\n", + "1964-09-01 2922.0 710.0 NaN\n", + "1964-10-01 4301.0 1379.0 NaN\n", + "1964-11-01 5764.0 1463.0 NaN\n", + "1964-12-01 7312.0 1548.0 NaN\n", + "1965-01-01 2541.0 -4771.0 -274.0\n", + "1965-02-01 2475.0 -66.0 -197.0" ] }, - "execution_count": 190, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1118,18 +1033,18 @@ }, { "cell_type": "code", - "execution_count": 192, + "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "ADF Test Statistic : -7.626619157213163\n", - "p-value : 2.060579696813685e-11\n", + "ADF Test Statistic : -7.626619157213166\n", + "p-value : 2.0605796968136632e-11\n", "#Lags Used : 0\n", "Number of Observations Used : 92\n", - "strong evidence against the null hypothesis, reject the null hypothesis. Data has no unit root and is stationary\n" + "strong evidence against the null hypothesis(Ho), reject the null hypothesis. Data has no unit root and is stationary\n" ] } ], @@ -1140,29 +1055,27 @@ }, { "cell_type": "code", - "execution_count": 193, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 193, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1185,32 +1098,22 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 30, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\krish.naik\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: 'pandas.tools.plotting.autocorrelation_plot' is deprecated, import 'pandas.plotting.autocorrelation_plot' instead.\n", - " \n" - ] - }, { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "from pandas.tools.plotting import autocorrelation_plot\n", + "from pandas.plotting import autocorrelation_plot\n", "autocorrelation_plot(df['Sales'])\n", "plt.show()" ] @@ -1236,7 +1139,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -1245,19 +1148,28 @@ }, { "cell_type": "code", - "execution_count": 203, + "execution_count": 34, "metadata": {}, "outputs": [ + { + "ename": "NameError", + "evalue": "name 'sm' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[34], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m fig \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m12\u001b[39m,\u001b[38;5;241m8\u001b[39m))\n\u001b[0;32m 2\u001b[0m ax1 \u001b[38;5;241m=\u001b[39m fig\u001b[38;5;241m.\u001b[39madd_subplot(\u001b[38;5;241m211\u001b[39m)\n\u001b[1;32m----> 3\u001b[0m fig \u001b[38;5;241m=\u001b[39m \u001b[43msm\u001b[49m\u001b[38;5;241m.\u001b[39mgraphics\u001b[38;5;241m.\u001b[39mtsa\u001b[38;5;241m.\u001b[39mplot_acf(df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeasonal First Difference\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39miloc[\u001b[38;5;241m13\u001b[39m:],lags\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m40\u001b[39m,ax\u001b[38;5;241m=\u001b[39max1)\n\u001b[0;32m 4\u001b[0m ax2 \u001b[38;5;241m=\u001b[39m fig\u001b[38;5;241m.\u001b[39madd_subplot(\u001b[38;5;241m212\u001b[39m)\n\u001b[0;32m 5\u001b[0m fig \u001b[38;5;241m=\u001b[39m sm\u001b[38;5;241m.\u001b[39mgraphics\u001b[38;5;241m.\u001b[39mtsa\u001b[38;5;241m.\u001b[39mplot_pacf(df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeasonal First Difference\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39miloc[\u001b[38;5;241m13\u001b[39m:],lags\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m40\u001b[39m,ax\u001b[38;5;241m=\u001b[39max2)\n", + "\u001b[1;31mNameError\u001b[0m: name 'sm' is not defined" + ] + }, { "data": { - "image/png": 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\n", 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ARIMA Model ResultsSARIMAX Results
Dep. Variable: D.Sales No. Observations: 104Dep. Variable: Sales No. Observations: 106
Model: ARIMA(1, 1, 1) Log Likelihood -951.126Model: ARIMA(1, 1, 1) Log Likelihood -952.814
Method: css-mle S.D. of innovations 2227.262Date: Tue, 18 Feb 2025 AIC 1911.627
Date: Wed, 18 Mar 2020 AIC 1910.251Time: 16:22:14 BIC 1919.589
Time: 13:40:32 BIC 1920.829Sample: 0 HQIC 1914.853
Sample: 02-01-1964 HQIC 1914.536 - 106
- 09-01-1972 Covariance Type: opg
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coef std err z P>|z| [0.025 0.975] coef std err z P>|z| [0.025 0.975]
const 22.7838 12.405 1.837 0.069 -1.530 47.098ar.L1 0.4545 0.114 3.999 0.000 0.232 0.677
ar.L1.D.Sales 0.4343 0.089 4.866 0.000 0.259 0.609ma.L1 -0.9666 0.056 -17.316 0.000 -1.076 -0.857
ma.L1.D.Sales -1.0000 0.026 -38.503 0.000 -1.051 -0.949sigma2 5.226e+06 6.17e+05 8.473 0.000 4.02e+06 6.43e+06
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Roots
Real Imaginary Modulus FrequencyLjung-Box (L1) (Q): 0.89 Jarque-Bera (JB): 2.86
Prob(Q): 0.35 Prob(JB): 0.24
AR.1 2.3023 +0.0000j 2.3023 0.0000Heteroskedasticity (H): 3.12 Skew: 0.06
MA.1 1.0000 +0.0000j 1.0000 0.0000Prob(H) (two-sided): 0.00 Kurtosis: 3.80
" + "

Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ], + "text/latex": [ + "\\begin{center}\n", + "\\begin{tabular}{lclc}\n", + "\\toprule\n", + "\\textbf{Dep. Variable:} & Sales & \\textbf{ No. Observations: } & 106 \\\\\n", + "\\textbf{Model:} & ARIMA(1, 1, 1) & \\textbf{ Log Likelihood } & -952.814 \\\\\n", + "\\textbf{Date:} & Tue, 18 Feb 2025 & \\textbf{ AIC } & 1911.627 \\\\\n", + "\\textbf{Time:} & 16:22:14 & \\textbf{ BIC } & 1919.589 \\\\\n", + "\\textbf{Sample:} & 0 & \\textbf{ HQIC } & 1914.853 \\\\\n", + "\\textbf{} & - 106 & \\textbf{ } & \\\\\n", + "\\textbf{Covariance Type:} & opg & \\textbf{ } & \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lcccccc}\n", + " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", + "\\midrule\n", + "\\textbf{ar.L1} & 0.4545 & 0.114 & 3.999 & 0.000 & 0.232 & 0.677 \\\\\n", + "\\textbf{ma.L1} & -0.9666 & 0.056 & -17.316 & 0.000 & -1.076 & -0.857 \\\\\n", + "\\textbf{sigma2} & 5.226e+06 & 6.17e+05 & 8.473 & 0.000 & 4.02e+06 & 6.43e+06 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lclc}\n", + "\\textbf{Ljung-Box (L1) (Q):} & 0.89 & \\textbf{ Jarque-Bera (JB): } & 2.86 \\\\\n", + "\\textbf{Prob(Q):} & 0.35 & \\textbf{ Prob(JB): } & 0.24 \\\\\n", + "\\textbf{Heteroskedasticity (H):} & 3.12 & \\textbf{ Skew: } & 0.06 \\\\\n", + "\\textbf{Prob(H) (two-sided):} & 0.00 & \\textbf{ Kurtosis: } & 3.80 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "%\\caption{SARIMAX Results}\n", + "\\end{center}\n", + "\n", + "Warnings: \\newline\n", + " [1] Covariance matrix calculated using the outer product of gradients (complex-step)." ], "text/plain": [ "\n", "\"\"\"\n", - " ARIMA Model Results \n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: Sales No. Observations: 106\n", + "Model: ARIMA(1, 1, 1) Log Likelihood -952.814\n", + "Date: Tue, 18 Feb 2025 AIC 1911.627\n", + "Time: 16:22:14 BIC 1919.589\n", + "Sample: 0 HQIC 1914.853\n", + " - 106 \n", + "Covariance Type: opg \n", "==============================================================================\n", - "Dep. Variable: D.Sales No. Observations: 104\n", - "Model: ARIMA(1, 1, 1) Log Likelihood -951.126\n", - "Method: css-mle S.D. of innovations 2227.262\n", - "Date: Wed, 18 Mar 2020 AIC 1910.251\n", - "Time: 13:40:32 BIC 1920.829\n", - "Sample: 02-01-1964 HQIC 1914.536\n", - " - 09-01-1972 \n", - "=================================================================================\n", - " coef std err z P>|z| [0.025 0.975]\n", - "---------------------------------------------------------------------------------\n", - "const 22.7838 12.405 1.837 0.069 -1.530 47.098\n", - "ar.L1.D.Sales 0.4343 0.089 4.866 0.000 0.259 0.609\n", - "ma.L1.D.Sales -1.0000 0.026 -38.503 0.000 -1.051 -0.949\n", - " Roots \n", - "=============================================================================\n", - " Real Imaginary Modulus Frequency\n", - "-----------------------------------------------------------------------------\n", - "AR.1 2.3023 +0.0000j 2.3023 0.0000\n", - "MA.1 1.0000 +0.0000j 1.0000 0.0000\n", - "-----------------------------------------------------------------------------\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "ar.L1 0.4545 0.114 3.999 0.000 0.232 0.677\n", + "ma.L1 -0.9666 0.056 -17.316 0.000 -1.076 -0.857\n", + "sigma2 5.226e+06 6.17e+05 8.473 0.000 4.02e+06 6.43e+06\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.89 Jarque-Bera (JB): 2.86\n", + "Prob(Q): 0.35 Prob(JB): 0.24\n", + "Heteroskedasticity (H): 3.12 Skew: 0.06\n", + "Prob(H) (two-sided): 0.00 Kurtosis: 3.80\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "\"\"\"" ] }, - "execution_count": 177, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1399,29 +1357,27 @@ }, { "cell_type": "code", - "execution_count": 178, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 178, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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HPJikq25DwFywNvhEZR0WbJ3hcold93vEnj04uIoKGNYBAAAAAIB2u29FcUxBTAY967qU9RQ2eAzrgdHCHeulRfI9K+sE1PXogGEdAAAAAABoV3JTWeCtgyJ61oNN5q+yuBzQs65fWec0eAIHV9EBwzoAAAAAANCurKeywFsD5qDqBkNb90AKZT12DaDoBl/bVlNWlHBgQqBrPTpgWAcAAAAAAKGsbUvcWYeaGKyyDht8GB4XVNtGjBo5Qr4RuA7RAcM6AAAAAADQviOdflhHz7ruNPh4zzoOTAK3wVseF2yFh7IeHTCsAwAAAAAA/R3r6YZ19KyHR1nHkBi4Db7asMETWEeIHhjWAQAAAABAaJV1hJsFC3bWw2mDT3Q44DpEBQzrAAAAAABAu5Kbblg393TRs649DR5Doo6AOdjgowyGdQAAAACAJPbs2SM2N3XJ9yAgG3yaNHhWdaGsBzysp+hZp00EVOgFXd1mscFDWY8cGNYBAAAAAJL48ysbxOLrnxMPvLVF96cSnTR4i4KYKmAOQ2LANviEnfXYgQmBQTEYWjMEzPVCWY8MGNYBAAAAAJJYuqFJvv9oV4fuTyUyw2HaNHj0rAfG0NAe0W4q68Nt8ASug//Q17i9d2C4sm6uI+DgKipgWAcAAAAASGJjY5d8DwUrSBt8luo2KOu+09k3IK3u6dLgCQyKwT0mkg+xOGAOO+vRAcM6AAAAAIAF2lPf1IRhPXAbPJR17bT1DJhDYUnhqISQPzPoD9fBd1qMcDnKceCvu9UGj2sQHTCsAwAAAABYaOrsEx2GBRUKVnC267TVbdhZD7xGL5XLwaxvw2MisHC50eVxCzxRWIADk6iBYR0AAAAAwMIGwwJPoFfaXzqstussyjrS4AMc1i376gzq2zQkwSc9JhAwFz0wrAMAAAAAWNjU1Gn+uLd/UOvnEpXE62TbtZUC9KwHboNPrawjOyDojvVqS7gcgQOT6IFhHQAAAAAgRbgcAWU9mE7vdBZ4osAYUKjyHlb4oJR12ODDkOMwOqnOEAFz0QPDOgAAAACAhU3WYR03xQElwQ+3XSfb4IkBqOuBHJ6kuh5QdcNjg8c1iA4Y1gEAAAAALGw0kuAJ7IYGo+RmUtY5YI7A3nownfeplPX4oIhrEJQN3tqxTkBZjx4Y1gEAAAAALGxsjO+s46Y4mOEw07Bura7CsB6Usp5+Zx2qrv+0GIdYNUk2eL4GfXgcRAYM6wAAAAAABlTZ1tARU7UIDOsB2eAzKesWGzxC5jSmwRu1YchxCK5nPXlYh7IePTCsAwAAAACk2FcnegeQBh/EsJ5JWR8xYoSpriNgLgTKOgbF4HbWkQYfeTCsAwAAAAAk1bbxfi4ULH3DYcr6Ngwp2nbWOTsA1W06A+bwOIgaGNYBAAAAAJJq22aMLZfvYfnVr6xbh3XsrOtL52cbPAbF4GzwoxEwF3kwrAMAAAAAGGwwhvWZ9RXyfW8/bop1p8Fbu9ZR3RaQ0yFlzzoGxSCgr29n32CWgDlcg6iAYR0AAAAAIMkGP6u+Ur7vxU1xQAFz6XvWrSFzsGDrOzyJ70vjGvhJS3dMVR8xQojKpPUQKOvRA8M6AAAAAECSDX72uArzpnjPHgwnOtPgiQLel8ag6BtDQ3tEe+9A2gyBeM86BkU/ae2KH5hYawsJBMxFDwzrAAAAAADGYL6tpVv+eNa4mLJOQEn0j7ae7D3rBA8tGFL8o6NvQPC5VGWqnXWEmwXbsZ7iMQFlPXpgWAcAAAAAEEJsbekW5LIuLRwlJo8uNX8d9W1BBJplHtZhgw/OAl9cMFKUFI4a9vvYlw6G5k7uWE8Ml0t0N+BxEBUwrAMAAAAAyHC52L761Noy86aYgIrlDz39g+bXtjopSCttwByGFC21bQSuQcDKeorHBA5MogeGdQAAAAAACpcz9tWn1pWJkSNHmGouboz9VXLJ4V5RVGCvug1p8AF03qe+Fuj4Dra2DTZ4QGBYBwAAAACwhMtNqy2T74sLYlZg1Lf5A4eZlRcXyMORTBSwDR6qru+HJ+mUdai6wdBiBMylssEjNyB6YFgHAAAAALDUtk0bU56oYuHG2Bc6jHC5yuLMqro1DR5Div9hf+nyAwqNx0P/AA5MdNngoaxHDwzrAAAAAAAplHXeW8eNsT90GMp6RRrbdSpFcRABc9qVdRyYBGODH50xYA7XICpgWAcAAABA5KGO6Y1NxrBeZ9jgC2O3SUiD93dYJxu8bWUdw7pvYGc9bDZ4KOsAwzoAAAAQOt7b0mLeOINg2NneI2+Aqc97Yk1pgorVixtjX23wFXaGdXNnHddCVxo8dtaDodkY1qtTXIf4NcChVVTAsA4AAACEiHc3t4iP/+oV8e2/vqv7U4mkBX5STal5QwwVy186+xwM65wGjyElAGUd1W06ac1kgzefk+D2iQoY1gEAAIAQ8eHOdvl+a0u37k8lkrVtbIEnio0bYyjr/tDuSFk3BkXY4APYWYcNPrQBc+bOOh4HUQHDOgAAABAiGjtjqgoGxGDZyEnwlmEdynr4AubQs65PWUfAnP9QPkZX32CG6jZcg6iBYR0AAAAIEY0dvfI9BsRg2WAmwcdq24gio2cd18IfOnvtK+ujzOo2KIr6d9ZxDfyi1dhXp62PVJWGfIBIDhMKxQT5D4Z1AAAAIEQ0drCyjp1EHTb4qbDBhzJgrtDcWce10JUGH+9ZxzUIIlxupPE9n8phQiDoLxpgWAcAAABCxG4o61rY2JjJBo+DEz9od2CDN9PgoSZq61nHzrrejnXrcxKBYT0aYFgHAAAAQqms40YsyBvkNkPlnVprUdZRVRUaGzySyP2FLNV8eIKddf3hctUpwuWIQmMdhIDDIRpgWAcAAABCRGNnTFnHsB58bVt9ZbEoK4oPjsWFhg2+H9fC14A5J9VtCJjzhY6+AbHHOAepTGeDRxK5dmWdrPFshcchYjTAsA4AAACEhD179pjK+uDQHuznBsSGFBZ4a00Sbor9HdbLbQ3rGBSDsMBTTkNJYSxYMd0qApR1/2gxdtZr0qwiJByaDOCxEAUwrAMAAAAhSmO27uRiSAw4XM6SBE+gui1EAXPGoDgIZV1LEnxixzeuge8Bc2ls8AnPS7gOkQDDOgAAABCycDkG9utg2NjUlVpZRxp8IMp6Ott1alUXaqKOJHgCNnj/ae3ObINPqNDD81IkwLAOAAAAhKxjnYFyEqyynjysFxs96xjW1UNrHl19g7Zt8Nyzjp11PUnwiT3ruAa+2+AzKetwOEQKDOsAAABASGjsjKkqDJT1YNjYxDvrsMEHRWdfTFV33rMOVdcPuA0hXRI8UVSAnXW/aTYC5moyKOuwwUcLDOsAAABASJX1XvR7+05336DY2Rb7uk+z1LZZFSxcB//21WkXnULNbFe3oWddu7KOyjDdAXPGoQmuQyTAsA4AAACEhAYjCZ6B/dp/Nhn76rQ3nWw95eo2KOv+dayTBX7EiNjwkQkeUNCQEIKddRyY+EZrtw0bPGdp4LEQCTCsAwAAACGhYZiyjpsxv9loqW1LHhpR3eYf7Q461olRhg0eg6K+NHhrdRvVTAL/bPB2AuagrEcDDOsAAABASOCOdQaKrv+wsp68r56gYCE7wDdl3e6wbtrgcXDis7KePdiM5nQKCARq6ekfFD3Gc03G6jYcIkYKDOsAAABASGjsxM560GzkJPikfXVrGjxuivV2rFsD5jAk+mu/rirNboMnUN/m3746uUgqMzwu+BARQX/RAMM6AAAAEFJlHTZ4/9lgscEnw8FncDj4aIO30bFuVdYxJPobMFdtI2COwAGWelqMjnUKl8uU4xC3weOxEAUwrAMAAAAh21kfW1ks32NIDM4GP7U2gw0eDgdfA+bsUMDVbehZ11bdxiF/BFRd/5T1TBb4hJYKXINIgGEdAAAACAE0mPMN86SaUvkeyrq/0P7z1uZu+WMo63ps8JnsvqnDzaAm6qpuI7XXrA3DoKicFhvhckQh2+DxvBQJMKwDAAAAIdpXJwVxTEVMWYei6y/bWnpkbzcp6OOrStIq6xjW1dPhNGBuZOxaYGddX3Wb1YI9gEMTLR3rBALmooXjYf3FF18UZ555ppg4caI8YXv44YcTfp+qHK6++moxYcIEUVpaKk488USxZs2ahI9pamoSn/nMZ0RVVZWoqakRF1xwgejo6Ej4mPfee08sXrxYlJSUiClTpojrr79+2OfywAMPiLlz58qPWbBggXjsscec/ncAAACAUO2r11UUiRL0ewfCxqbYvvrU2jIx0rBZpxzWcVPs27Bu1waPnnX/GBraY16PTMq6dR0Bjwn1NNu1wRcY7ga8PkQCx8N6Z2en2G+//cSvf/3rlL9PQ/Utt9wibrvtNrFkyRJRXl4uTj75ZNHT02N+DA3qK1euFE899ZR45JFH5AHARRddZP5+W1ubOOmkk8S0adPEW2+9JW644QZxzTXXiNtvv938mFdffVV8+tOfloP+smXLxFlnnSXfVqxY4fyrAAAAAIRkX72uvNiyK42bMT/ZkCEJ3poGj+o29fBwWFnisGcdiq4vYX9cm57teiCJ3P+AuWw2eCjr0cLeM6SFU089Vb6lglT1X/7yl+L73/+++MQnPiF/7a677hLjxo2TCvy5554rVq1aJR5//HGxdOlScdBBB8mPufXWW8Vpp50mfv7zn0vF/p577hF9fX3iT3/6kygqKhLz588X77zzjrjpppvMof7mm28Wp5xyirjiiivkz6+99lo5/P/qV7+SBwUAAABArirrGBKDYZORBD81xb46YR6a4KZYe8+6ab9GwJxv++rk6OHnnnQgidw/Wm3a4PkaYFiPBkp31tevXy927Nghre9MdXW1OPTQQ8Vrr70mf07vyfrOgzpBHz9y5EipxPPHHH300XJQZ0idX716tWhubjY/xvrv8Mfwv5OK3t5eqdpb3wAAAIAw7ayPrSiOB5sNYmddV8d6goI1MCQFCaCO9h63afC4Dv7tq2ceEgkMiv7RbATM1ZRnUdbNgDk8FqKA0mGdBnWClHQr9HP+PXpfX1+f8PsFBQWitrY24WNS/R3WfyPdx/Dvp+K6666Thwf8RrvwAAAAQBhoSFDWDUUXynogtW3TxgyvbSOKjewAAsOJTwFzDnvWEWymnrZue/vqBNLg9QfMxQ9McJgbBSKVBn/VVVeJ1tZW823z5s26PyUAAAAgcWc9QVnHDbFfkFJuV1knEPbnjw2+0qmyjseEtiT4BBs8roN/w3rWgDko61HC8c56JsaPHy/f79y5U6bBM/Tz/fff3/yYXbt2Jfy5gYEBmRDPf57e05+xwj/P9jH8+6koLi6WbwAAAEBod9bLi8x6Kijr/rG7vVd09w8KmgEnj8awHvY0eLNnHTZ4LR3ryYMiHA7qQcAc8F1Znz59uhyWn3nmGfPXaC+cdtEPP/xw+XN639LSIlPemWeffVYMDQ3J3Xb+GEqI7++PPXkQFB43Z84cMXr0aPNjrP8Ofwz/OwAAAEAu7qxTxzrfjKFn3T82Ghb4CdWl5gCSDNW5xa8Fboz92Fl3GjCHnnX1tBnXws7OOqrb/FfWq7Pa4HENooTjYZ360CmZnd44VI5+vGnTJtm7ftlll4kf//jH4p///KdYvny5OP/882XCO9WqEfPmzZMp7hdeeKF44403xCuvvCIuueQSmRRPH0ecd955MlyOatmo4u3++++X6e+XX365+Xl885vflKnyN954o/jggw9ktdubb74p/y4AAAAgV5V1GtZ5Vxo3Y/5hWuDTJMEP61rHsK4MslDz4YfdYZ2HRNiv/VTWYYPXRXffoPmYGJ01YC6W2I/npGjg2AZPA/Fxxx1n/pwH6M9//vPijjvuEFdeeaXsYqeKNVLQjzrqKDlUl5SUmH+GqtloqD7hhBNkCvzZZ58tu9kZCn978sknxcUXXywWLVokxowZI66++uqELvYjjjhC3HvvvbIm7nvf+56YNWuWrIfbd999vXw9AAAAAC3704nVbQiYC6q2bVpd6nC5hGG9FwcnfuyrO0uDh/06DGnw6Fn31wJPh1LlRdnq83BwFSUcD+vHHntsxvoSUtd/9KMfybd0UPI7DdqZWLhwoXjppZcyfsw555wj3wAAAIBct6HyMFhbXhTv94Zy4hs722JrBxOr42JCKnBw4t++On1t060gpNtZR8+6f2nwlQ6q2xBuppbmzni4HM1SmcCBSbSIVBo8AAAAEEYajSR4SsYuKRwlimFzDEzJsttpjJokH2rbbKrqicM6hkS/lPVsu9IE9qV9fj7KEi6XEDCH14dIgGEdAAAA0ExjZ9wCTyBgzn+abXYaI2BOPR09zjrWiULDBk/mToTM+bOzXonqNu3hcqOz1LYl9qzjcRAFMKwDAAAAIVHWqWOd4IA5DIj+0WreHGdWsnAtwqWsExgU/Unmt1XdhmHdF5q7Yge21aU2lHWEXkYKDOsAAACAZhrMJPjYjRps8EHaTu0p67gW+jrWrQFzBKzwfgXMOVHWcQ10K+s4MIkGGNYBAAAAzTQkKesImAtPpzFULP9s8JTR4EZZH8Sg6JMN3kbPOpLIfaHFUNaz1bYReE6KFhjWAQAAgLB0rBs3amYCOW7GfO80zqass8sB10K3sm6xwSMRXhlDQ3vM64Gedf0ZGnZC/rCKEC0wrAMAAACaaexM2lk3h3UEzPndaZxtbxoqlo876w4C5qjOigd2dK2ro7NvQPBWgbOedVwDf2zwUNZBIhjWAQAAgJDsrJtp8FDWA7kxdtJp3IeDE2V09jq3wROjjGEdiqI62oyVBFJrqTbSdnUbnpv8scHb2llHfV6UwLAOAAAAhCQNfoyprMcD5vZQVxXQsq9OYCUhHDZ4qwUb1W3qaOdwORsWeAI2eJ/T4MucuBtwDaIAhnUAAAAgbGnwRl0YAfXEPxWrxobllId1KInqq8KcVLdZw80GsLOujLbuAdsWeALDuj+0djuwwaOhIlJgWAcAAAA0QjdcfKNWV16ccDNGQNFVT4t5Y2w/zAmHJupt8E521q31bdiX9iMJ3t614McDcgPUQe4pJzvrfGBCBhO4TPIfDOsAAABACOyPtI/LtmxWcwmoJ37a4O2HOeHQxIeAOafKOgLmlNPeyzb4QkfuBhxeqaO9d0AMGEN3tnYK63MSgdeH/AfDOgAAABCCjvXa8iIx0hhGKPSMFSwMif6lwdu5MbbmBwA1wAYfHmCD10+rcXhYUmg35A9rUlECwzoAAAAQgo71OqNjfViwWT9SyFXT0mmkwdvpNIay7ktdmBsbPA8prEICfTZ4rCKod1fZscBb0+AJHCLmPxjWAQAAgBB0rI+tjO2rMxwyB+XER2U96YAk87COQxNVdLhV1lHd5osF24kNvrAA10A1zQ7aKZKdV7gO+Q+GdQAAAEAjDe2plXXTBt+PmzHfetYdVLdBwVJHZ++gq2Gde9axs65eWa+yqayzuwGPBz861u0p6wTq26IDhnUAAABAIw2Gsl5ndKwzxcbuIpR19XD6vpMwJwwnaiCHAn9Po2ddP21Gz3oldta1YSbBl9u7BlYrPJ6X8h8M6wAAAEAYdtaNjvXhO+u4GfNrR7TGTho8gv58scB7CZjDoKg+7K+q1GF1Gw5MlD8f2WmnGOZwwGMh78GwDgAAAGik0UiDH2N0rDPYlQ7ABm8nDZ4dDhjWlVrgy4pGmbZ2uxQaPesYFP2wwTusbsPjQRnxjnX7yjocP9EBwzoAAACgkcbOmKoypjK1so6bMbX09A+aKrktGzwULF96vZ1a4Ake7qGsq6PNUNZhg8+xnXWk8kcGDOsAAACARhrajZ31tMo6bor9ULFo8LNjw8ahiT82+EoXwzqruthZV0e7sbNu1wYfH9ZxDZSnwUNZBynAsA4AACAB3AgHx549e0RDZ7qd9Zj9GjZ4v/bVC2UFUjbM7ABcB60d6wk96xgUlT3/tHUbO+s2lXVUhqmnxVhFcKKsw+EQHTCsAwAAMLnusVVi/x89KTY1dun+VCJBR++AqYwkK+tQdPXvqxNQsPwJNCsvcqGssw1+CNdCBeTa4fWOSrvVbehZ99EG71xZh/Mq/8GwDgAAwOSp93fKm+l3t7To/lQilQRfXjRKlBbFlHQGN2P+0NptKOs2VSwM6z51rJe4t8FDWVcbLkdnIOU2D0/Qs66eZsNdZfcA0VrdhkOT/AfDOgAAAMnQ0B6xpaVb/rizN16vBPyj0ehYH1OZqKon2q9xM+aLsl5q78Y4vo6A66CCDiNgzmltG1GANHjfwuVG2kzmR3Wb+rUzvg52DxCJIuN5CcN6/oNhHQAAgKSho9dUS8ieDfxnd7uxr14+/CYNQ2I4wpygrPsTMOdqWDeVdVwLFbQZ4XJ2LfAEuu7V0mq4G5wcIBJFqNCLDBjWAQAASFhVt+6VgmCU9bqK4co6etb9ocWwwdsNczKvA4YTJXR4sMGjZ11vx3pyGjwF1AE1gZfUjlBgfG3tgIC56IBhHQAAgGRLc3xYh7Ie7M76mKQkeAIBc/7Q6tgGH78OGE702uBHQdVVCh/K2q1tsw6JBOrbFK7llNs/MCGQaRIdMKwDAACQbLUO61DWA6GxI3XHOgEbvM/VbQ5t8AQnZwP38EGgm2G90NirRr2kahu8E/u1dVjH40FdErz9fXUCfffRAcM6AAAAyZbmeF1bh9GFDPwlXcd6gnLSjxtiP5Ssars2eMtwApeDQhu8q511DCgqcdqxbk0hJzCsK8zQcLCvTiBLIzpgWAcAADDcBg9lPVBlfUyKnXXTfo0bYl8Cnex2GvN1IOBy8E6HoeaWI2BOO+3GtXBigx81coQYYczreG7Sp6zzISIOTPIfDOsAAAAkWy0Bc9hZD4aGDjvKOgLm/Klus3dzPGLECPPGGCqWup51JwnkTIFhg0fAnD4bPD0e2IKNvnt1z0d2Dw+TXx8wrOc/GNYBAADI4KwEGzyU9dAo61Bz1eJ0Z52A5TQcO+vcs44BRbUN3tm1gKqr/vnI7lpO8joCXh/yHwzrAAAARFNnn+ix7EZDWfcfsvLyvmLKnvXCWMAcBkR19PQPmje3dnvWCRycqLdeu7HB84CCgDnVNnhnqi661tXR4nAth0F1W3TAsA4AACBhX916Ewf8o8lQVMjZW5NCVWH1Cj3r6i2ntHdLvcZ2gbKuzsHT2efBBo+AOaW0cXWbAxu8dVDsG8B10LazjuekyIBhHQAAgDmsTx5dKt/TDTU6pYPpWK8tL5bDYzLFhQiYU01Lt2GBLy2Uu7eOb4wHcXDiBXLvsCruKmDO3FnHY0IFbYaqCxu8Ppo7uZ3C4c46rkFkwLAOAABAbG2J7avPHV8p39MNtdUWD9TTYO6rF2W2XuM6aL8xxrVQQ3tv7OtP5yRlxpqHq2EdyroS2llZd2iD53UEDIoq2ylcKuu4BnkPhnUAAACmsj5rXKVZy8M31sBfZT1VEjyBPWn1tFqUdSeYyfy4MVaSBF9RVCBGpnCT2LXBQ1lXmwbv2gaPx4OygDm3O+tYRch/MKwDAAAQWy02eE5pRiJ8MMp6XfnwJHiiuAABc/7VJLnrNMa18AY/p7ixwFsVXSjr3iFVvMtlfgCq29RAeSR8DexWSQ57TsKBSd6DYR0AAIBlZ73MDN5CIry/NHbaVdaxJ606edm5DT52cAKXg6LaNhfhcsQorm5DGrxnrIexjod1dHwrodU4PCSTietrgOekvAfDOgAARBxrx7pU1o2bBgzr+jrWE6zXuBlT37HuVMVC8rL2jvVEZR3XQZUFvrxolLleYJdCY4UBw7o3uLqT2kCcroUgYC46YFgHAICIQwE3XKc0qabUtKjCBu8vDcbOevqAOdjg/VKyapwmL2NYV0KHkYPhdlgvMJT1ASjrnmnrjj2/VzrcV0/cWcd1UHN46PwaFBXEhnvY4PMfDOsAABBx2AJPCm9J4aj4zjqU9UCU9XQ76zwg0mACJVH1zrrLNHisJHiigwPm3A7rUNaV0c7hcqXOrwUs2Gqfj5weHiYGzOEa5DsY1gEAIOLwsD7J6Fjn3TkM68Eo69l21gmoJ2p71qvd1iThxlhrwFy8Zx2Krq4keKII1W1KaDGT4J09HxEImIsOGNYBACDiWPfVraoXd/ACf3ICGjsz76wnDOsYEtUqWQ5tp3wtcB3U2OCdhmkxvFvdD/u1Qhu8C2Ud+9JKd9adBl4SCPmLDhjWAQAg4sST4HlYj904dEJZ9w2q6+npH8qorNNgwplDCJnTaztFGrzinnW3AXPGA2IQPevqlHUX+9LxYR2HJiqcPp6UdTwn5T0Y1gEAIOJsbTGG9Roe1mODCWzw/tFoWODLikaJsqL0gwtC5sJxc2za4KFieaLdqw0e/d7KaDOuhRsbPJR1NbR0usvQsD4n4cAk/8GwDgAAEcfasU6Y1W2wwfvGbg6XS6OqM8WFCDZTRU9/3M3g1HYKFUsNnZ571o1daSjrnmnrdr+SwBV6GNbVpME7zdBIqG7Dc1Leg2EdAAAizvCd9dgg0w5lXVsSfPINGQ+ZwLsFnga+SofKLjrv1cBuHadf/+E961ATw2CDR3WbN1q63SvrvLPeiwOTvAfDOgAARLxjna2pnAYPZd1/Gjszd6wnK+uwXytMgi8tFCNGGGEANkF1mxr4ANB9Gjx61lXBz/uwwed2GjxdAwosBfkLhnUAAIgwWw0LfG15kbk7zaoXdtb1K+tmsBmUda2dxqhuU2yD96ys4zpotcEXGDZ4PB7UpMG7cDfwsE5zOg6v8hsM6wAAEGE4XG6SES5nVb2QBu9/x/qYyiJbN2RQdPXVthEY1tXAbp1KjzvrsMErDJjzMChCWXcPqeGmsl5e5PrAhMB1yG8wrAMAQIRJ3ldP6FnHsO4bDXaVdbbBY0j0DN8Y17iwnKK6TQ0dHm3wpv0aAXOeaeeddS8961B0PdV3cpK7qzR44xoQeH3IbzCsAwBAhEnuWLeqXthZ97+6LVsafFxZx82YqjAnKOt6GBraIzr7vNngCwwb/CCGRIU2eA8763g8eE6Cp+f40sLYYaBTlwlHbyDTJL/BsA4AABGGd9atNni+ke7uH8RuqE80dsaU9TEV2ZR1KLrqd9bdhznhptg9Xf2Dcr/W07BuBMyRIolQLW8HJ+ycqipFdZvuDA2ngZcE/RlUSkYDDOsAABBhtrR0JXSsJ1tUO3uxK61TWecUctyMeafVSIN3EzCHvnvvcAYGKYIlxtfTKQXGzjoBdd095HDgsw5vafC4Bl6HdTdJ8MOzA3Ad8hkM6wAAEGFYWZ9cW5pg+WXbb4dhWwXqoCGjybBAZu1ZR2WYMpo73afBF0PBUlYVRqq6GyXRaoMnkIDtPVyOhr0SFxbseM86Hg9ebfDVLp6Pkl8f4HDIbzCsAwBCAVka//DSOvHmhibdn0qkwp64OsZqg0+ob8Peui83aaRq0bxClXmZgLLuT8+6U7Czri5czq0F3jokEhjWve+ru7HAE7DBq+xYdz+sm4cmeF7KazCsAwBCwdINzeLHj64SV/9jpe5PJXKqOg0vySFDFRwy1xu7qQPqk+Bry4rMKqp0IIU8HLZTXAf9HevJNnjkaXh3ObixwBNQdMNhg+f6Njgc8hsM6wCAUPDR7o6E02bgP1uNffVkVT2hvg3KurZ9dauyDhu8d1o5Dd5NTRKUdXU2eJcd64T1cAt7uiqS4D1W6OEauIZdbZ5s8FDWIwGGdQBAKNjU1GUmkAN9tW3JwzpbV4E6Gjtjw3o2CzwBG7z6HdGaUhdp8LgO2jvWCdp1Z3V9AF3rrmnjjnUXKyGJwzqugXcbvAdlHdchEmBYBwCEAgzrGsPlLEnwDCsubF0F6mh1cJMWV9ZxM+aFnv5B0dM/5FrJwnXwDj+XcB6GWzhkbgCqrjYbPHbWvdNiuBu87KzjMDcaYFgHAISCzcawTjfU1AELglPWJ6VQ1ln9gg3eP/ujHTu2mQZvDJrAmwWebNRVLqy/prI+OIR+b8/KuvP0cSuFRtc6AuZCYIMfwDXwnAbvwunDQFmPBhjWAQChUtaJHuznBsKWZu5Yhw1eR7BQjS1lPTbYIEBIzdecwhTd1IbxsE7gWnhNg3evJBKjTGUd18EtsMGHKWDOe3VbH1wmeQ2GdQBAKFQvfuEiuvswrAfB1pYMO+ucBg9l3bddxRobN8roWVe9r17oyW5KwArvjg4FAXNEgaGsI9xMhQ3eW3UbDq4U7KzbyC5JB6rbogGGdQBAaCzwDPbW/YcORBqMVPLJNSl21qGs+z44OtpZhw1ejbLuUsXi1GUCN8ZelXWPNnhjUByEDd6zsp5c2WkXKOveoFU/s53C5QEigQq9aIBhHQAQKgs8h0GBYFR1GsqrSgvSV7dhWPctWMjO4FhcGN+VBu5p7faWvEzWedQkhcMGzwFz/UiDd01bt6Gsp3judzYk4sDE7WEJnzXZWYdKB56TogGGdQBA6Ib17j688AS1r07hcql2eDlgDmnwfu4qZr9JKxoVUyGhrCvKCfCgYiERPlw2eKTBu6edd9ahrGt9PiovGpWQh+EUpPJHA+XD+uDgoPjBD34gpk+fLkpLS8Xee+8trr322oT0VPrx1VdfLSZMmCA/5sQTTxRr1qxJ+HuamprEZz7zGVFVVSVqamrEBRdcIDo6OhI+5r333hOLFy8WJSUlYsqUKeL6669X/d8BAGgY1rv6MCDq7Fi3pgRjZ93Pft1C+wMibsaUJPC7tcET6FoPhw3e7FnHY8I1bcbzunsbPIZEJRkaHlT1xEwTXId8Rvmw/rOf/Uz89re/Fb/61a/EqlWr5M9piL711lvNj6Gf33LLLeK2224TS5YsEeXl5eLkk08WPT095sfQoL5y5Urx1FNPiUceeUS8+OKL4qKLLjJ/v62tTZx00kli2rRp4q233hI33HCDuOaaa8Ttt9+u+r8EAPAZ7KzrDJcbvq9utapiZ92/XUUnNvhePCaU2OBrPNQkYVj3RqcyGzyq21RVt7m1wceVdVwDb40g3h4LcDhEA29epBS8+uqr4hOf+IQ4/fTT5c/32msv8Ze//EW88cYbpqr+y1/+Unz/+9+XH0fcddddYty4ceLhhx8W5557rhzyH3/8cbF06VJx0EEHyY+hYf+0004TP//5z8XEiRPFPffcI/r6+sSf/vQnUVRUJObPny/eeecdcdNNNyUM9QCA3FHWqQOZQoOwsx5gx3pNamWdraroWVcLfT3NXUUbgyN2EhWvHpSrsMHj+ckNnH/BeRhuYVV3ADvrrqD78HgavDcbPL1e0xu9dgP7tHjM0GBwgBgNlCvrRxxxhHjmmWfEhx9+KH/+7rvvipdfflmceuqp8ufr168XO3bskNZ3prq6Whx66KHitddekz+n92R950GdoI8fOXKkVOL5Y44++mg5qDOkzq9evVo0Nzer/m8BAHyCrIxbjcFx+phy+R7Kut6OdQI96/7aH+3uKhYXGjvruBlT1rPuFtwYq1LWvQ3rPBhC1XUHPZdwYCWvO7k9MCGg6jqnudP7Wo71MBfXIL9Rrqx/97vflRb1uXPnilGjRskd9p/85CfS1k7QoE6Qkm6Ffs6/R+/r6+sTP9GCAlFbW5vwMbQXn/x38O+NHj162OfW29sr3xj6PAEAetne2iPtjPSis1ddmVi7q0N0oWfdd/iAJL0NPh4wR0pMqhA64P+uIkLNwrMjau6H4sbYMaS+8vO614C5QgTMKbHA05lHeZE3GzwPiiXGoSJQn1uSCaTyRwPlyvpf//pXaVG/9957xdtvvy3uvPNOaV2n97q57rrrpIrPbxRKBwAIhwV+cm2pmUBOHeDAP2jNYFd7r5kGnwq+oaaDFAyK6mvb7O4qxgOE8JjwgopO4+ICJPO7xerQKfcaMAcbvLKO9ZEu7euJwzoGRbevA15t8Hwd8Bqd3ygf1q+44gqprtPu+YIFC8TnPvc58a1vfUsOysT48ePl+507dyb8Ofo5/x6937VrV8LvDwwMyIR468ek+jus/0YyV111lWhtbTXfNm/erOz/DQDwNqxPqy0TpcbpPHbW/XczEGVFo9Ke7JcVjhIspmNv3Q9FxZmyDut1cHV5WfMDoKy7tsDT15APPTwHzGFI9JgEX+BpFYHXEZDK76GdwsPhIYGAuWigfFjv6uqSu+VWyA4/ZJyAknWdhmnaa7fa0WkX/fDDD5c/p/ctLS0y5Z159tln5d9Bu+38MZQQ398f+4YnKDl+zpw5KS3wRHFxsayCs74BAMIxrE+tLTOtdNhZD6hjvSZ1xzpBikuFYZHE3rq+FGBrNY+1AhXYhw7/+DkF1W2aa9s8WuATqtugrHtLgncZLpe8t47DK/8PbdOB56RooHxYP/PMM+WO+qOPPio2bNggHnroIZnQ/h//8R/y9+nG8LLLLhM//vGPxT//+U+xfPlycf7558uE97POOkt+zLx588Qpp5wiLrzwQpki/8orr4hLLrlEqvX0ccR5550nw+Wof50q3u6//35x8803i8svv1z1fwkAEMCwPoWU9SJjWO/DC4/OjnWGb6zRta5eUbE7rFtVSNwUe7PA04xX6SHcDGnw7mF3jlcLvHVYh/3am7LutrYtOTsA10FPOwVRhL77SKA8YI4q1n7wgx+Ir3/969LKTsP1V77yFXH11VebH3PllVeKzs5OWbFGCvpRRx0lq9pKSkrMj6G9dxrQTzjhBKnUn3322bKbnaGd8yeffFJcfPHFYtGiRWLMmDHy30BtGwC52bFOyjrvqnf3YzjUGS7HcIYAlHV1tLq0wbN64tVCHPUkeLc7ugRULP0d68m1YcA57ZaddS8U0uOhF4Oil8DLahv1nZnAc1I0UD6sV1ZWyh51eksHqes/+tGP5Fs6KPmdQuoysXDhQvHSSy95+nwBACGxwdeVmT9GwFxANvhsyjqGde27irwnzVb4St8+s/wFllP98HOIF2dDcsAchkR3tHV761gfZoPH48FDhoaanXW4rvIb5TZ4AABwYk/lF60po7GzHhRbW+zZ4DmAqKM3ng0C1CgqdgdHUoLNYDPcFHtKXvbaacyuBlwH98O6Chu8GWwGZd1TGrxnGzzCzVxBXy9+PKg6QMQ1yG8wrAMAtFvgx1QUScs1p8F3oxopoJ31MnvKOnbW1VeIORgc0bWuRln3UttG4Dq4h59DKjyquYk967gOOm3wfIiInXVnsEBB2a5VitLgcYCY32BYBwCEIgme4IC5HtjgfYNe1He09Zhp8HaG9XbY4JUr6zUOFBV0rXsjnsCvyAaPIdF9GryKgDmzZx1DojcbvBplHYcm7g4PaQ2BXSLelXU8FvIZDOsAgNAN610ImPONHa09ghrASCUkR0MmkAavv7qNQNe6Ghu8k695KrCOoCJgzvvOenxIxIDizQbvNWAO1W1eno+87qsTeE6KBhjWAQDhGdbZBg9lPZBwuXQd6wzfWPONNvAGKVBcYeVkV7HYeFzAfu3xgMRj8jKq29zTrjANntXIfvSsu4Kfg7wHzEHVdUNzp5EE79HpQyA3IBpgWAcAaN9Zp45167Deg51139jSYm9fnYAN3p99dSdp8Fb1pBePC287616Vdeysu6ZDZc862+AxJLqizXge8myDN3vW8XjQkQRP4DkpGmBYBwCEzgaPNPggwuUy76sTsMH7U9tGN8lOdhWLC3lXGo+LoFYPUoHqNvewO4cbJlQMiehZD4cNHsO6M1q61VRJWuvzcA3yGwzrAABtluCtxuBIHetWZb2rD8Oh7zb4LOFyBHrWfer7Lnd2kwZlXdXOulcbPNYRwmCDR896uGzwOLxyd2jrxF2VbTUHj4X8BsM6AEAL21t7ZJovDSLjKksS0+D7h8QQVBNf2OpAWY/3rGNYV7s77ewmjZV1DInuaFVU3QZl3buyrsQGzz3rsME7hoa6LiMTxqvLATvrHg9tFe6s4zkpv8GwDgDQuq8+ubZUjDRuvlhZJzCY+MPu9l75fnxV7IAkE+VFGNZ117ZZFV3ckHlTsmCD10eHQht8AQ+JCJhzraqruBbs+BnAdXC3s16ubmcdByb5DYZ1AIAWNhrD+jRjX50osQzr2Fv3h4aO2LBeV1Gc9WOxs+5PwJzTodG0wSOF3DE9/YPmcwnS4PXBzyFKbPDG4S521p3TbuyrlxeNMg89vO5L4/DK3aGtChu8qawPDok91MkK8hIM6wCAUITLERS6xSfFGNbVQzdVbcZNc7aOdaLSuLGGsq72Js2p/RE2eO/J1zTfeVYSWVnHfqhjOhTa4NGz7p62bnY4qBsUoeq6TYNXZ4MncB3yFwzrAACtwzrXtjFlnAiPkDnlNHb2msqUnXAhVtZpxxEqlr5U8riiiyHRbbgcqVi8buOWYuyHuoK+Xvy9yweASnrWcWjiIQle4ToCroO2YZ1fGwgcIuYvGNYBAFp31q3KunVvvbsPLzyqaeyIKbt1FUW2BherCgZ1XV/AHLp03dPc6S4nIBVwOHgLl1OnrBsBczhAdG2D95oETxQhld9jdok6dwPRj+elvAXDOgBArw3eqG0bNqzDBu/fvnp59n11DjbjfWnrDTfwaIN3WN2GgDk1yrpXikbhOriBD/pKCkd63pMmCoyedQzrXmzwBUr3pYE9uvsGzcM+FcM6uUzYaYLrkL9gWAcAaAnaYpVxyujEYZ1D5jCs+6us28UMmcOw7hn+nnc6OCLYzD2tpuVUXfIyhnVn8HOHinA5a8/6AIYTDzZ4BaouJ5EP4NDELi3dfeYqWkWx9wMTAkF/+Q+GdQCANgs8hZyVJ71gcdc6dtb9U9bH2kiCZ/iGwlr5A4Lt14UN3vvNsRIbPK6DK9iVU6HAAp+grCNQyzEcMKrCBm8G/aG6zTbNnfHckhEjvGVoMOx+wzpC/oJhHQCgbVhPDpdLCJiDsq6cxk4XyroxrENZV2fJdh4wB/u11451JTZ4KOuuaOdhXYH12qqso2fdfTuCChs8dtbdH9iqODxk0FKR/2BYBwCEomN9mA0eAXNaO9YZdK2rgSzslKrv5kYNynrwCfzZborRaeymY12t7RcNFZpt8GY7Aq6D0wNbFWs5w5R1XIe8BcM6AIZSsr6hU/enEemOdQYBc/7RwDvr5W6U9dhNBvC2Oy37vh0OLab9Go8Jx7QaNnjVNUk4OHFjgy9QaoNHr7T7gDkVNnhUt7kPGa0uVaesc3ZA3yBeH/IVDOsACCH+558rxXE/f1689lGj7k9FRN0Gz8N6DwYT5TQayvqYSuc76x29uB4q7Nikqjvt++YhETbHcCjrBK6Fm4A5VcM6Aua8VrfBBq+7Y12dsg6HQ/6DYR0AIcSyTc3y/bqGDt2fSiTIqKwbO+tdCJjzLQ1+jM3qNgI2eP3duqYNvh83xVp31i21Y9hbtw+HUyaHiXpVdFHd5iFgTqENHsO6i5BRh/Wddp6XcICYv2BYB5GHdg9Z6e2Ceug7pIZsbe5O2bGemAaPFx7V3+eNnbyzbv9GgS3bsMErUnhd3CSbAXO4GXNMq8JAJ0pvRn6ABxu84oA5pJC7D5irUtqzjkMTHYeHwyv08HjIVzCsg8hDT56dRvATB0AB/9je2iMVEToNHldZMuz3sbPu364i73giDT53atuI4kL0rIcl0KnYtJzixtgu/NzhNKshHYWoblNgg1fXs451hGBeB7I9J8HhkL9gWAeRhy3ZRFc/BhK/YRfD5NrSlLu72Fn3hwZDVaddRVZq7cBqGHrW1QyN1S6GRr4Zgw3eQwK/okAn1Le5H9ZV2eBHGa8bCJhzxtDQHrNGr6oUO+t5s7NeELsOcF7lLxjWQeTh4ZHohrKudV+dKDFt8LgWvuyrO6hts95gs5UVeNtZ96Ks42bMXQL/CErgV2TBNpP54XLQFjDH1W2wwTujo29AcOOgijR42OA9pMH7UN2GA8T8BcM6iDwJyjoGxMC+3qk61okyQ1nvgrLuS8f6GAcW+MSddQzrKgZHLzvrUNZduhlKCx0n8KcDyrpzOJxS1YEJB8wNYkh0BLujaLgrMV5nlVS34bHgQllXWN2GgLm8B8M6iDxbmq3DOgYSv9mYobbNGjDXg4MTX2rb6hwkwROwwStOg3eRAhwPNcNjQveNMYZ1/TZ4rm7rh7LuLlxOgQXe6nCADd5+yGs8Q0N9zzoOTfIXDOsg8kBZ17N2kM4Gj4A5f2gwbPBOwuUIBMypTQF2s6to9qzjZsxVmJPK5GXT5YBroa9nnW3wUNZdJsEXKrVfY1i3B+UFDBp1g24qPLOGXuI65C0Y1kHk2dwUqxEjMKwHuLOeoraNYHsehnV/bPB1DnfW2bqKYV2VDd6Lso6bMVd1eSr3Q3EtHMN5F8ps8JwGP7RHqpXAHuyOUnUd4j3ruAZ2aOmMPR+VFKpZQ2BwHfIfDOsg0sjO75b4sI5QM39p7e43b6CnjM5sg8e18CdgbqxDZd0aMIcbYwU2eFfK+ihzOGFlBmSnpdv4mpf6EOYEFcsW9Jyh2gbP9msCjwf7tBm1bVWKHg/xIRGPBSfPRyot8AQOEPMfDOtARL3z2/pi34md9UAs8BRylu7GrYyHdSjrSmnsdKess3WVTu1xM+B9V9HdsB5/qYYV3o2yrrDTmJP5cR1sQc8ZrPips8HHHw90gAU02eCNyjAM685WoVSu5RA4NMl/MKyDSGOtbSOg5gbz9U4XLpews45r4YuyXucw4Ky8KH6DDSu8O+jgiYc7N6oKKycEQubs4+WAJJuyjutgD2vlY7nluURFwByBAcU+sMGHI0PDL2UdAXP5C4Z1EGk2G0nwk2pK5XvsrOvtWE/eWYftWh27ubqt0pmyTpVXZsgcEuE9Kbxk32XniNPhhOcTKLrOb46V2uAR9ucI0wJfNEpZfZ51WEfInH4bPFZC7NHc6X4VKhNFxloIrkP+gmEdRBoeHueOr5Tvoebq7Vi37qwTsF2rgVRAVlXGOKxuI5AIr2pfvUiMGOF8YKE/gxTykNjgjeuAYd0e/LzDFZAqGGUd1mGDt01bd+xaVCnru4/b4HGwnp01uzqyihWelHUM63kLhnUQaTgJfo4xrNPJJJ7w/B/W7djgCTgd1NBknOiTIuWmY7e8OHZN0LXute/bvaKCrnXnIA0+PDZ4VeFyfHjFIXMD6Fq3TXtv7PFQqbi6jeZ0BP1lZ8W2Nvl+30nVSv9edjjgOSl/wbAOIg0PjzysExgQ9drgSTXhG2KEzKmhoT3ese5G2a0wbu6s+6fAxdDoorYtOWQON2TOQxVrHeY0ZAKd985gN06lwmHdqq7DBu9CWXdxYJtpSCSwt54ZEoFWbfd3WMc1yF8wrINIs8XYWd97bIX54g8rvI81ec3dGTvWGYTMqaXBGFrGOEyCZ/hGGzb44GvbklPIMazbf77Z3R77vh9fVaJ+Zx0OLFvwc4ZKGzxRaHStwwnnYmddkbKeMKzD4ZCRtbs65AEfrZRlWgP0lqOB+6V8BcM6iCykEjYYCdlkyy4zBsQu1Lf5VpNH+4VknRtXWWJrWO+Bsq42Cd7lsM476+0Y1l3RqiCV3Ewh78dNsd1ARXLm0uqH2+/7jA4HPDc5WsFRXVfF+9KwX7tJg1c1rFtS+XGImJEVW1vl+/kTq5QFLSa/NkBZz18wrIPIssVQeekmgt7KjL1c2OD9Td6fPLo064sVh8zhWqihgZPgXdqBWRVDGry3FGAvlT1msBmURNuHg8S4qpKEQDJVN8a4Ds5eZ7lxRRXctY4BxUXPuiIbvDU7ANchMyt92lcnEDCX/2BYB5ElHnYWu4koMzpgMSD6A7sYxtqoDjNt8FCvlNDosrZteBp87GYPuOv7rlYRMIfHhC12mMO6OlWdQMCcM3j1afJotdZfrm9DwJw9KK1dtQ0+cV8a1yETyw1lfd9JVcr/bgTM5T8Y1kFk2ZwUdsYDImzw/tDQbn9gZGUdO+uKbfBulXVjWO/sxfXw0vftTVnHDZmbYX1CtVpFF9fBGVtaunxS1qHoOoG+X/lrVakwP4APTeA0SQ+tarxvKOsLoKwDF2BYB5HFVNaNE/8yDIiBWLHH2tgfxc66Who6Pe6sGzd3qG5zR7OZBu8lYA793k7Y0RYb1sdXqwuXI4rQs+5OWTccbKoD5rCz7swCT7N1ueEiVAEGxeysb+iQLkG6r5k+pkL538+rCHhOyl8wrAMR9ST4yYayXmaoh7DB61d3S2CD98fVUOFNWYcN3puyXuNBWTcD5nBD5mhnXWUSfGLyMq6DnRBXPqjyS1mn1H+QHbbAU7icyoAz0wY/gEOTbBb4fSZWKc3PYHBgkv9gWAeRJbnzG2nwAYWcObDB4+BEbd+06+o2DphDGrynnvXR5d6r21DPY4+drf4o63EbPK5DNra2xENcVSWQM6O4ug3Kui1ajY51lRb4hGEd2QFpWbHVPwt8QuglDhDzFgzrILJhK5ubYjcSU0ZzwBwGxECGdRsDIx+cwAav5ns9Xt3mUVmHDd7V158D5mpKsbMeFNvbYs/vE5Tb4HFj7NQCr1pVt1p/oazbo92HcDnCTIPH48FWbZsfxEP+cHCVr2BYB5FNJieL9YgRQkwyhnWoucGkwdsZGBEwp7bjm/rtiVqXAXPlpg0ew7pTqJue92q99KxjWHd2QLKztdesbvNlWMeQaHvVjF9j/UmDx4BihzbjoFVVbRuDQTEzQ5ZwOT9q2wg0VOQ/GNZBpDu/aZ+R+4vNgDmoub7cPDsJmMPOuvpDkqqSAvN73f3OOoZ1p7QaFviSwpHm97WnnnXckGWlqbPPHKZVD+vmoUk/rkM2thg2+Ml+DOvGkDiAIdFRwJzqdQTsS2dmY1OXPLCl541Z9erD5QjU5+U/GNZBpGvbphj76taedQrFAWqhIY9PfW0p6xjW1Xesu9xXT9hZhw3eMc0KatsI7Eo7D5ej73keJlTB1wHKena2+GiDR8+6M7jJQ7UNHtVt9izwcydUmQdMquHnJAzr+QuGdRDtYd2obSNQ3eYfvDNNX2M+FMkEroU6Gs3aNvfDotmz3jeIqiSX4XIUsuUFWB2dd6yPr3Z/QJWOolFwODiubbO8zqqCBx/Yr52lwftng8fjIRUrtsWG9X192le3XgM8J+UvGNZBJElOgicQMBeOcDmiBMO6tq99pp51ohNtCVqVddyQOehYr1Kv6HIqPw5N7KfB+2GDLzQU3UEo67aADV6vsu5XErz1GlB+A+3Ig/wDwzqIJGYSfG38JqLUUHy7YL32cWC0N7DABq8n2C/TvjSn/sIKH3xtGwFl3bmyrjoJnkBNkj2oyWN3e69/NnhOIYey7tAG75Oyjp71lFk9XNvmV7gcwa/NBNYR8hMM6yCSpFLWy001F8OIfwOjPXUXw7r6nfW6cm+WYNMKj0wHlzZ4r8p67DGBnXX7O+uqO9YJVLfZY5uhqtPrqpcWhHQUGD3rqG5zaoP3qboNDoeUmQ3UxkJfo1nj/AmXsx6YEHA45CcY1kHkoCez7a2srJcNqwvr7MXNsG4rdmlR7KkJNvjgXQ3ZrPCUbAvc2OC93STDBm+fnaYNXv2wbg2Yg+XURrjc6FIxgjpSfVLWUd3mzAavvmedlXU8L6WzwM8ZX+m6icWJ24fA60N+gmEdRPLEn17f6abLWiPGwWdQc9UTr22za4PHtVAd7udlZ52oKI7d5MEG7wxSVgiv6iJs8Pbhw1hfbPCWdHlYTu3sq6sPl0tQ1jGsa7XB86CIdYRM4XL+WeCJkSNHmKn8uA75CYZ1ENl9dQq9oSe54QFzGEb8Ghht2+ARMOdDGry3Yb0SXeuelPWaMlU2eAyIdnfWx2FY18aW5i7f9tWt9mvY4J0dGqoOmGOHAx4Lw+F99fk+7qszCPrLbzCsg8iRal+dQBp8iGzwxs46hRQBbzQYIU9eAuaI8uLYNYGy7m5nvcbjrmi8Zx03Y5lo7+mXFYN+2eCtltPeflyL7LVt/gzro6Ak2oYOvXcbr8ETatQ+JlDdlilczv8k+OTrgNeH/ATDOogcm40Tf+u+utUGT8M6PdEC9QFzSIMPFjrs4B1zzzZ4Q5GBsu6MFt5ZLy9SY4PHY8KWqk5233LDDaIS2r82Q+YwoGS1wdPOup/DyQCCzbKydleHoFua2vIiz68DyWBYT18fSa42OlSaO77S938Pynp+g2EdRI50yjpbrweH9uAmzCdl3a4Vu4QD5vpxcOKFJsMCT5ZRr7uKnAaPYd0ZzYqVdTw36UuCZ4pR32Y/YM4nGzzv6GJnPTsf7myX72fVV/g4JOI6pLLA09e8xBAf/ASVkvkNhnUQObYYw3py8A3b4AnsSitWdw3rtDXQLxPscqA5HbYuBVkB5cWeE5krjWEfw7p96OCPK5M876wbN3ywXmdXtIjx1f4MiURxIW6MM0FfF07k9y1gjpV1DIm2h/XZ49QrvGZ1Gw4RE1huWOD97Fe3AmU9v8GwDiJHOmWd7Fz8woO9dfUBZ1LdLbWn7pZYQpxwcKIgK6DS26BoVdb54AXYq0tiY4jnNHjsJDqywU/wYV99+LXAc1O6a8CNK14rI7Mq6xhOHAzr6pV12OBTs5KH9YlVgfx7fO+KA8T8BMM6iFz4ENtSp9QOV17ie+sYSFTRyBZ4B+ouqSZ8Q4y9dQXrB+Xe9xR5/xfKun1ajARmOujgm1rvai4eD3Zs8H4kwTPmzjpujFOypaXL1451awp5P2zwWflwZ4d8P8sXZZ171nEdUta2BaSs83XAmlR+gmEdRLK2bXRZYcoKEyTCh0fdLTGGEwzrKmrbvKtbXN3WiWHdRW2b97okKOv2YPu1Hx3ryTV6GNb17Ktbh5NB2OAzQs/XHPbnhw0+3rOOxwKzq71H7GzrFXROtU9AyjoOEPMbDOsgUqRLgk8OmcOwro6Gdk6Cd6busssBNnjvtW0qEoAreGcdNnjbtHK4nIJhnZV1GtYRuqg3YM5M5seNcZbaNn/21a02+H6kwWdkza4O8zWA0uBVg5714aw0wuX2Hlth3sf4TXwdAa8N+QiGdRApNjdlHtZZWceAqI6GTndWbD44gbLuXVlXsTdq7qxDWXesrI/2GC5nVXMJ3JClZ0drt28d6wyG9cywkutXx7q1Zx0Bc/r21QnsrA9nRcD76ta2EFyH/ATDOojmsJ7mxN/atQ4UK+uObfA4OAnTzrqprPfG1GKQHc7HqPZY22a9GSMQbJa+eYK/5v7a4LEfmokthoMtCBs8etYzs8bHJPhEGzwOTXQlwSfsrOMAMS/BsA4iRbok+GRlvRMBc8oHRru1bUwpdtbVVbcp3FmHDd4+rQqVdb4pJnBDlnlfnfIuVByQZFXW8dykTVln+zWUdbvhcj4p6wWobktm5ba2wId1s2cd1yEvwbAOIsVmY5cuVRI8ARu8ehrZBu9wYDRt8LgW3sP9FOysIw3eOazyUqClV0aOHIGQObv76lUlvqWQE7gxTs/g0B6xvaXHTIP3i8KRrKxjWNeprMMGn0hTZ595WBVUuBxRiIC5vMaXYX3r1q3is5/9rKirqxOlpaViwYIF4s033zR/n8Jxrr76ajFhwgT5+yeeeKJYs2ZNwt/R1NQkPvOZz4iqqipRU1MjLrjgAtHRETshZN577z2xePFiUVJSIqZMmSKuv/56P/47IE+g77vNWZT10kLY4MMSMMfXAsq6O4aG9sgbB9UBc2R3hA3bWXVbtQJlncCutD1l3c9wOaLYWNHBjXHqa0ADNPU+11eW+L6zjiExc1XtNuMAa3a938M6Dk2s++rTx5SLqhSNQ373rOPxkJ8oH9abm5vFkUceKQoLC8W///1v8f7774sbb7xRjB492vwYGqpvueUWcdttt4klS5aI8vJycfLJJ4uentiTCkGD+sqVK8VTTz0lHnnkEfHiiy+Kiy66yPz9trY2cdJJJ4lp06aJt956S9xwww3immuuEbfffrvq/xLIE3a398qbXHqNn5hml668mNVcqIe61V0o695o6+k3VScVKcDlllRbWOHt0WLa4AvV7kpjSMyorE+o9k/RJeBwyF7bRteAB2o/gA3efhJ8fWWxqFb0HJQMqttS96vPD1BVJ/DakN8o7xT42c9+JlXuP//5z+avTZ8+PUHd/OUvfym+//3vi0984hPy1+666y4xbtw48fDDD4tzzz1XrFq1Sjz++ONi6dKl4qCDDpIfc+utt4rTTjtN/PznPxcTJ04U99xzj+jr6xN/+tOfRFFRkZg/f7545513xE033ZQw1AOQvK9ONxF8GpxuQOzEgKjMEtlkDCyObfDYWVdySFJVUmAqsl6gG+/yolHysUFW+DoFan2+06Kwus16QwZnQ2p2GMP6OB+T4Al0Gqdna0uX7/vqCT3rsMGn5cMd/lrgE6rb8FhIqG0Lcl+dwDpCfqNcWf/nP/8pB+xzzjlH1NfXiwMOOED8/ve/N39//fr1YseOHdL6zlRXV4tDDz1UvPbaa/Ln9J6s7zyoE/TxI0eOlEo8f8zRRx8tB3WG1PnVq1dLdR+A9B3r6W8iymCDVwrZsKkSmtZHax1agUsNqyklPAPnNBjhcmMq1Q3VbIVvh7LuqLqtBjb4QId1P5PgCahY2TvW/UyCJ9Czbj9czs9hHUNi6iT4BQEP6/EcDRxe5SPKh/V169aJ3/72t2LWrFniiSeeEF/72tfEpZdeKu688075+zSoE6SkW6Gf8+/Rexr0rRQUFIja2tqEj0n1d1j/jWR6e3ulfd76BqLDpsbujPvqiQFzGEZUqrs0qBekcTOko8S4Fjg48ZYEP0ZBbRuDkDmXyrqiZHLuWseQmJrtQe2sw+GQ1QbvZ7gcARt8dtbs8rdjncDOepzWrn7TwRm0DR4Bc/mNchv80NCQVMR/+tOfyp+Tsr5ixQq5n/75z39e6OS6664TP/zhD7V+DiAEynqajnWrDR4Dov7qMHY5wAYfbAq/nfq2TgzrWSGliQ81VFS3JSrreEykYkdrt5kG7yewwdupbUv/OquCAiMNHopuej40kuBn+aiss6I7gOsgVm5vNVdAVLmp7ILsgPxGubJOCe/77LNPwq/NmzdPbNq0Sf54/Pjx8v3OnTsTPoZ+zr9H73ft2pXw+wMDAzIh3voxqf4O67+RzFVXXSVaW1vNt82bN3v834Kc7FivS38TwQFzGNb1V4eVFsWennpwLVzR0K6uti3ZBg9l3b6qTisgVcqUde73xg1ZMjQsUIhoEDZ4VLfZUNZrglHWsbOemtbufrGzrdfXjnVrzzrs10J8sL1di6pO4AAxv1E+rFMSPO2NW/nwww9lajuHzdEw/cwzz5i/T3Z02kU//PDD5c/pfUtLi0x5Z5599lmp2tNuO38MJcT398duiAhKjp8zZ05C8ryV4uJiWQVnfQPRYYsxrGc68Y9Xt2EY0T6sGzvrUNbd0WDUtqlU1isMZR0769lp7Y59/am+R1UqdrERuoghcTi7O3oFzW20y+x3+CFfBxyaDK+LjCvrwQTMoWc9c786HVz5WSGGnfXEAxJirMKcGLtAWc9vlA/r3/rWt8Trr78ubfBr164V9957r6xTu/jii+XvjxgxQlx22WXixz/+sQyjW758uTj//PNlwvtZZ51lKvGnnHKKuPDCC8Ubb7whXnnlFXHJJZfIpHj6OOK8886T4XLUv04Vb/fff7+4+eabxeWXX676vwTyALKN8j6jnZ11KOtqQ87cDIwlxrCOa+GORuOgROXgUlEcu+mDsp6dZkNZV1XbllAZhiExbW0b1VT5WRmWcB1wYzzscJaUPfry+50bgJ51e+FyflrgCQyJcXg9rNxScxp0zzqek4R4aNkWcesza8T72/Inl0z5d9TBBx8sHnroIWk5/9GPfiSVdKpqo9505sorrxSdnZ2yYo0U9KOOOkpWtZWUxJ/cqZqNBvQTTjhBpsCfffbZspvdmiD/5JNPykOARYsWiTFjxoirr74atW0gJdtaemQqOam1YzIMjmbAHNRc7cp6mfGCh2vh7aBkrFJlPfb4QM+6fRt8tcLdRQ6Yww3ZcHYaw7rfQyJRhKC/lGxpiWcGpKtHVUWhsbOOgLnM++qz6/2zwFvXETCsxyt/OYhVR8BcP56TxEPLtokXP9wtJtaUin00rCT4gS/fUWeccYZ8Swep6zTI01s6KPmdVPlMLFy4ULz00kuePlcQrX11qm2j779sAyLUXLXD+lgvO+sY1sOjrGNn3XFtm0plPW6/xmMinbI+odpf+3ViGjxujFPVtvkdLpeQBg8bfJYkeH+VdWsa/J49ezLeX0VFWWfRJ0iQoxGnix0OhriQD/h79AlASNjMw3qWmwjTBo9hRHsaPNvgu3Fw4u1rX65SWYcN3i4t3LGuKFwuwX6NIXEYO4w1p3E+J8EnhjnhuUlHbZvV9juAnvUsNnh/lXWrgyLq9W2cdcTZLkHCz0lwOAjT4cDiWz6AYR1Ea1jPsK+eMKz3D8pTYuANBMzpgdwI7cZA7YuyDhu8/Y51lTZ4DpjDsD6MHaayHuSwjutgZWsLh7j6P6yPgg0+Lc2dfWYzQlA760TUD074ELtMx7DODocBPB66jEMTKOsA5GrHepZhnXvWaU6HeuUNOuxgdXeMi3RUvhZQ1p3TaCTB0wt4lTFgq+xZh7JuP2CuRqUNnnfW8dyUdlgPYmcdNni9tW0Epf4TUBLT76vTdfBb5WWHAxH1QZHXJznbJUjY4YA8EyE6e6GsA5CTbGgwOtazKuvxBzf21r3R1jNg7k+5sWKXGTV6UNa97KsXKd0h5OAcVu1B9uq20QqVdVZ0qd0CJLK9zQg3g7IeiZ11VLel58NdMQv8bJ8t8JzKzy8xUd+XNpX1Io02eDwnCVNZx7AOQG4pvBsbO+WPp48py/rCw6oJh4UAbxZ4UmN5/9wJJUbAHA3rWEkILisgE6zSdPTEVGOQnuZOP5R1DImpoOeHna29ZhK535jXIeLDSfI1CHJnnQPmBodiwWZgeMe63+FyBB0Go2s9Rpeh6OrYWedrEPXnpKGhPabQVgYbPAC5w+6OXhk4Qa65bDZ4AvVtamgwdubcWOCtO+tYSXD3Pe82KyATlYalnm1mID0t3ep31uPKOh4PVpo6+8yb1CAC5sx1BPTdJ6x98GtmELkBbIMnoK6ntsH7va/OFGIlQX8afAGuQfJ9ezmUdQByh42NMQs8dS7yTVYmUN+mtufbbRq5VY1HfZvbJPhif5R1uE5sp8ErrW7DznrG2jY6nOIDjUBs8BG/MU5lga+vLHblpHJKgTXYDCFzCazZGZwNPqHjO8KPB3J3dJrBZjoC5mKPuai7rjqNa0CrGSVGIGs+kD//EwDSsL4hZoHfq67cUbAZ770AdzR2elN3ydbF4TU4OHG3sz5GtQ3e0rNOdjOQvWe9plRhGjwqw1Ky06htG1+t9nAqa6dxxG+MrWwxQlyDsMAnK+v9EU8hT37u54DRmfUBDevm4yG6rwk9/UOCXxJ1DOuFUNYTVhHKiwqU5vXoBsM6yHs28LCeZV+dKTe71nFDrMYG735YQX2bt7wAv3bWrSfYYDjkBKGbN6KmXGHPOmzwGZX18VXBDIpcoYegvzhbW4ILl0vu9x6Esj6sX31KbWlgQWd8eBXl6jbr62FZAM6SZHCAmHgddKwi+AmGdRAZG7xjZR0Doid2K7Bio77NHaysqN5ZJ2WXFS1Y4bN3rFNgJdfdqQABc/o71hM6jQf3wGGiobaNsAjrUNYtrNllhMvVB7OvTrADLsqqrnVffaT1mzMgEDAnElyYOtwNfoJhHeQ9Tm3wfBrdDeVQjRXbZcCcVVnHzrrLvADFwzrZytgKj7aE9LQYtW01pYVKrXjYWU/NDtMGH9CwbtmLj/rNcfKwPjkgG3wshTz22MLOur5wOQI2eP3d3nyQSweIUaZTY8ifn2BYB3kf+rHBqG3ba4zTnXUMiCqs2GM9WLE5qAjXwmXPustwPztW+PYeDOtB1rZZb8hgv06trAdR20ZYg0oxrOvZWScKRhr264gPKKls8HPGB7OvTqC6LW6/rtBUF8bXgKoM6U1EXVkvgrIOQE5VWHWZtW2lznbWMSBqV3dRo+ccsuWyDX6sB1dDOpAIn51WVtYV1rYRsMGnZntrd6A2eFZ0CdS3Je2sB2SDt3atR3lXOlmc4I71WUHa4JEGb1F09QyJVrcProPIq451AsM6yGs2NDirbUusbsMwoiaR3PvOOmzw9mnt7jdP1kcrHhatXesdUNYzdk6rrm0jEDCXmp1tseeacQEN62TBRn1b4nMOO22CVNZZTUTPelycoOceEieCSoIn0LMeF3esIaxBYg1cjPLrQxeUdQByD7bAT7dpgSdgg/cOBcJ1Gl8/L/VhZho8roXjyrzq0kJfOqc5uKUdynrW2rZqhbVtCTvrUHNN2nv6TZdHUDZ4Ai6H4R3rteVFgSqLFOAY9SExVb/61NqyQLruh4ebRffQpEOzomt1+0T58dCJNHgAcre2bVqd/ToZrt3AgOh9X52GRS8nzXzDARu8fXa3cxK8elWd4OuJgLn0tPqkrHNlGNTc4fvqVSUFgSYAIz8gVW1bcKq6VdHFzrq+cDmrDX4gws9LXcbroa4Ucun2QXaAMHvWkQYPQO5ghsvZTIInoKyrDJcr9pSGzco6roVzZV11EjwDG3x2PtodU7jqq9ReA74Z68XhlbYkeAa9xinC5QLcVycKYINPGS43e1xwFniiCNVtppOQM490qutRfk7qhLIOQO7urDsZ1vlEDjvr3sPlvKq7/ISLnXX7NCr62qcDAXOZoe/VV9Y2yh8fOXOML8p6lHcSk9nOSfDVwQ6KxcZBYpRvjJNt8EEr62bAXISHRCscLjc7aGUdNnjTaaZT0eW1tygfmnRBWQcg/2vbrAMi1FzvyrpXdbeE0+BxLZx/7cv9UtYLzVApMJzX1jXKtQ3an95nQpUvO+sDEa/nSWWDnxDgvnqCywHDutmxHriyzjZ4PBbk/c6HGpLgE6rbIvxYMId1jcFmfB2i/JzUCWUdgNxid7vz2jYC1muVSfDe1F0zYA7KugtXgz/Dep1xTfnfAYk898Eu+f64ufWeVkBSYQ0MhKKbaIMPKgmeMdPgcR3MnfVJo+1nw6jsWY+yksjsau8VbT0D8n5nxlj74oQK0LNuscGHQlnfE3r3GVXM+kEX0uAByC02NDqvbSM4zRZqrv6BEWnw7g9KeKhWDV9TqgkCw9WtZ41h/fi59b6FmhEYEpOU9YCH9XjAHK6DtoA5wwYPl0k8XI5chEEmwVuvQ6SHddMGr0/RzYUcjbW7OsSB1z4lrnpwuS9/fyd61gHIzSR4J7Vt1gd5Vz92ct2yW5ENnq1MUNbt09jp78762MrYNW1ox7Ce6kaELMGkcBw5s84X26/h/EUK+bCddT3KetSvA2W7NBnPOUF2rFsD5sKuJAYaLhewBZ7Azro1YE6/DT7MhyYPLdsi1e9/r9guD7dV0xWC6+AHGNZB3uImCT5hZ90IqgD6bPCobnO/s+6XDZ4S/vnf8ePFNpdhVf3wGXW+9E3Leh4ougns5DT4oHfWYYNPCJej6rwqI88i6J71gaFoX4PEcLlgk+CtQ2KUg/5CoaznwHPSM6tir5G0srGpKeZ+VUkndtYByM1h3UnHOlFWyGnwGBC92uB5sHML1+jBBu88Dd6v6jY+BKBhsR2J8Ak846MFnuGVHgzrsd1HVnV12eCj3nlvhssFvK9utV+jZ11fxzpRWAAbfBjS4M3qtpBeB6p4/GBH7PuUWL61Vfm/0YU0eAByi/VGbZtTG7w5IPoYgpHvqEqD5511VLfZg75OXKnm1846PT64vg1W+DitXf3irY3Nvg/rsF8PV9VLCkeK6tJgVd0iPjTpD+eNcdBrCJNqgj0ssQbMIQ2e7ndi4sTM+gptu9JRXkeIK7phCJgbCrWq7uew3gllHYDcgey5G01l3dmwbrUx9eCG2DH0QtHS1a80DR4uB2c3zvR1q/TxZJn31qlxAcR4cc1uGXQ1q75CTKn1T2VEsNnwcDmywKtO3rcd5hTSG+Og4ArH6lJ/DgftKevRvgZ0v8PXoa5cx3XAY4EVXT7I1oF5HUL62vD0qp0JB0rLt7Qqfxx0hSCV3w8wrIO8r22b6vDGucSSHN+JvXXHsC2VvvajyzwO6wiYc7U/SkFPfg4vfAiD+rbhlW1+quoJ9uuQ3pDpqG0LOlyOKC7EdSDae2JDYlVp8DfHvLPeH3FlncLN+EtQGXBuAIGedWE62nQqusUhVtbpeeL1dY3yx5eeMEu+X7G1VWnuTe/AkNkMAWUdgByyhNHQYu0mtsPIkSNQGeYBVltry4vl11LFsA4bvD22tsRWPybV+JvKbNa3tceGpahDNwjPrY73qwdiv47wjXGyk2RCdbAp5FZlPerrCG08rGsYEjkNPurKOh+YkNOAVkKCJurVbfT9x8/HUNZT89KaBrkmQWupp8wfL58/VYfMdVnu13WuI/gBhnWQl2w0OtadJsEPS4RHfZvW6jAcmjhja0tPIBVKZn0blHXJO5tbRHNXv6gsKRCLpo329d8ybfA4wDJt8OMCToIn4HCI0dYde42sCjgzgCg0DoOj3rPe3jNgqupBr4MkVobtiXRtm+5+bzMNPoTXgS3wJ8ytl5/n3AmVyvfWOw13Ax1YsesmX8ivowcADNa7rG1LUHQ7sSvtBg4d44FOybDePyjtUjpuRHLSBh+Yso6ddasF/pjZY80bV79ACvnwYT3oJPhcqUkKUlmng6qgQc96jLZufdcgV/q9/aTLCDUjhwG3dWSErN9Dg0IM9Qsx2CfE4IDlx/1C7BmK/T693zNo+fme+M+lfXyP5f2QmNe9VuweuVuM3dUqxEcbYr/O/17sBwnvLJ/Q8M9PIYN79oj+D94Rx47sF2dXdQvx4RZxduUGUTtyl+hauUOIkinu/uIZxwhRUJz3HetE/v2PAJDKujGsO0yCZ8qNBzu61j0kwSsIuikxHA4knJDNjHvXQWYb/OTAlHUM69Z+db/31RPS4COeQk5s17mzjqC/BFVXiw2ee9YjOiSG4RpE1gZPA21XkxDt28WeLevEOaNeEtMK24R49BkhetuF6OsUoq9DiN4O48f0Rr/eJcSgP6+bX6U3uu16z3gLCXTXdiv9gD63Z2O/9nl6o5+vNt7c8O21QlSMHZ4Er9Hd4BcY1kFe17bt5bBjPXlXmk9MgRsbvDplnffWMaxnZmtLTFmfGJCyjmGd9qa7xfvb2wSZPkhZ9xtWbqCsx1089QpcPE6Bsp6o6uoImCvgITHiNnid7obEyjC914Fej6jCUam7iYbyxo+E2PKGEJuXCLHzfSHadwjRsSOmhNPrrRDiBj4nWery3xkxUohRRUKMLBRi5KjYz/n9CP45/dh4EyOEfNGxvN/V0SfXsWorisXYihLj1+VfbnnHP87mUszy+w5cjpQtsqu9V9SUFYppRuAzqeBrdnVIu/r8iVXZ/rXU0NcnVcc6lHUAcqu2za2yzjvrSCF3fwM9RsENNL3o0qk93QTQtahR8PnlK7S3uZ131n0e1lHdFue5D3bL9wdMqRF1Cg6o7KaQY2c9XhtW47F1wlPAXMQPTbQGzBk964NDUb8GA6Gwwes8QHxlbYP4wp/fkGGT//ufC8QRM8e4+4tICd/2thCb3xBiy9LY++6m9B9fNkZ0Fo8VbzQUiZ6SenHq4fsLUVItRFG5EEUVxlu55X15zLo9skCIUYWWAd37AcPvH31f/P6l9eIr+84QV502T4SFz930gljb1yFuOfsAMW0/OtoQomBgSJzzP0+Ivr4h8cLZxzquWI5SxzqBYR3kdW3blNFl3gLmsLPumN0KbfAEqen9gwMImbPxfT8wtEdaQ/0O3LJWt0U9SyBICzxRbKaQR3tAIesz1yVVaRhSig2Xj851BHrs3b90s5g3oUrsN6VGb8CclsowtsFHW1k36/O02eD17qxTI8P3H14hD/UpXfy8PywR5x48RQ6spLTbom27EPd+SoidK2N74VZGFQsx8QAhphwsxMQDhaieIkTleCEqxglRUCRefX+nuPCuN8X+42vEqccfKfQHzIXntYGEs7W7OuR9idV5xiFz721plSFzKob1LmNYz7eOdSL//kcg8nipbUuufcCw7pxGIyFchbLOVnjaycO1sLevTvu7fiehsg2ebgroZr26TM9Nom5oNYMUnSAq2xj0e8fgQV1XtzQr6zpvjKkO6bsPLpd1UY9dulhMdbn25RYazth9pqdnPRz2a93wgYmOx0HCOoKmx8LtL6yT933k+Dp5/jhx9+ubxH1LN8s6zR+ftUB8bJ9x2f+S8rFCNK2LDepVk2OD+eRDhJhyqBDjF8ihPFsKebnmXekwVrc9vSp2mH3wXrXDDk72nVRtDutnLIwp7l7oNGzwUNYByAE2eEyCT1DWLTeEwB68xzxWkSWYrwW61jOzJaAkeHY7kOWSDlHISRHVYX3J+iY5rIyvKhH7TKgKuN87PDdkOgcUOsxzeyirZmd9UHsdEh1cXHrfMvHAVw/3vY0gVbCZrn5pU1mPuA3eVNY1HJhYn5P6B4I/NNnc1CV+9dxa+ePvnz5PfGL/SeLj+00S3/n7e3KAJ8X7jIUTxDUfn585R2dUgRCfvk+I2hlCVE9yZb8u17wrHc8OCM/j4RmubJs3/DB7waRq+X6Fovq2rpBcBz9AzzrIOzZ47FhPCJjDgOiIoaE9ZsBcnYKedYJD5ZAfYC9cLohh3XoYE+W99WeNGxFS1YNaBTDt1xqHxFDtSmsaUHSnwZMFnlcwyEjzzuYWcfPTa7SEy9GgzjVqOnbWaf0nylh71rXa4DUcmvzwXyvlY/DwGXXi48Y+9CHTa8W/v7lYfO3YvaXL7JH3touP3fSCeHjZVvm4Scv0xY4H9URlXfOwHjJlnTJF3lgf2/c/cd64DMN6W+br4lRZz8M0eAzrIO/Y0OAtXC4hYA7Wa8dPzhR0RtSVK7LB41o461j3ubaN4TWHqCbCy2FpdbD76gk96yG5IdOeQq5pQNGdBk97oOSmoc/jZ2cvlL/26+fXitfXNUYmhZzt11GvbtN9HXRVtz31/k5ps6Z//9qz5iccmNIh/3dOmSse/vqRMtOBUtIvu/8d8dW731L+mOUhUbcNPiyp/MwLH+6WB2kz6ytS3o/PHlcpDxjovnFzU+z+xQtdUNYByD1lffoY9/t78Z112OCdwIMb7SapsqZyfRuU9XAq61Ed1j/a3SFvMOj7/MiZdYH9u7DBJyvr0RzWWVUnRfGcg6aITx00WbZMfev+d0RLV8zdlO/93vGe9XAMJ7rQfR0KNdjg6fD+mn+ulD/+8uIZYmZ9ZcqPWzC5WvzzkiPFFSfPkc+dT6zcKb7/8HIlSu4wZV3zkFgYsteGTBZ4a8gcQXvrXuk0BB2+f88nMKyDvK1t85Iuyco6P/iBwyR4RRb4hGEd1yIj21qCVdajXt9mHZaCvDkwq9tCckOmi3gKuS4bPK8j6B3W2dXxP2fOF9PHlMtO4+/+Xe0wEsaOdYKt95HvWTddJrp71oN7LPz6ubXygJoOp79x/MysQ+zFx80Uvzt/kVwZ+eubW8TvX1qn7HPh+0TdNnjdqfxWyO3y/OrdaS3w1pA54r2tLZ7/za6QBP35AYZ1kFfsUlDbRsAG7zEJXmHftGmDh7KeFroxN23wASnr8fq2aA7rz6wK3gJvHRKjboPnjnXb1Ux5tI5A//c3NzYnfP/RoHDLuQdIS/DjK3fINOx87li32q+j3rMelp31oJoRyNV0+4uxYfsHZ+xj+7D0uDn14vun7yN/fN2/P5A2epXKuu4U8iAOTSjM8PEV283/czro+Ymep0aXFYoDp45O+3EqQ+Y6oawDkFv76pNHl3myYZfCBh+KJHgCNvjs0Isiv1BNDMoGH2FlPdWwFBT8vIaAuZDY4DWoWC+t2S2zQWgXdEptWYLl99snzTGDt2ivPZjKME3KOqrbQpEGH+TOOh1M/88/VsrH3XFzxsqqNid88ci9xHmHTpUrI9+8b5l4f1ub58+J7xN1NCJYKTKug18HiM2dfeK/fve6+Ordb4uzf/uq2NIcWznNZIGnA5JMVbIqQ+a6zJ51KOsA5ERt2zSPfbNlsF57GtaV2uC5ug3XImttG6ndnJ7vN+yeaDDcFFEi3bAUhRRyO5A99aoHl4sDfvSkuO+NTXkZMKdTWU+2wFu5cPEMcdTMMaKnf0hc+pdlvh7qxIdE3Tvr4X0s+A393/mgVreyHsShyaPLt4uX1zbIwzKqY3PawkEf/8OPz5c5I+TC/PKdS8Wu9h5FKeT5W91GORif/eMS8f722OHGBzvaxVm/fkW8ZRxap3OenZDBAq86ZK7T7FmHsg5AjoTLud9Xt1Y/YGc9BDZ4Y/ikF1YQjnA56zWOorLOidvHzh4buV3pTGxv7ZbhTcfe8Jz4yxubZALzXa9t9OXfauNQLV3d0pocDlSP+YKxC3rsnOHffyNHjhA3fWo/UVteJG+sb3h8tW+fS5vugDmzZz26ynqHxY6sLw0+9ligA0z6/vTz/3rtI+/LH3/92L1d5xLR5/ub8xaJGWPKxbbWHnHRXW+JHg/OPe5Zr9Cs6PoVMNfa1S8H9ZXb2kRdeZG460uHiH0mVMmD+k///nVZiZe8prCuoVM6Lo6ePSbj360yZK7LTIOHsg5ATtjgvYTLWU/moKy7U9ZVDuvoWQ9fuJzVBt/Y2RtImFUYD6WmenTweBsSwzOs72zrEf/zjxXimOufF3e/vkkqbIdOr5W/RwMj2SfzTVnnVH76v/o5oCTz7pYW0djZJyqLC8TBe8W+xsnUV5WI6406tz+8vF48b1QM5mvAXJTT4HlfnQ61eVjTZYP3u2v9l099KHa29Urn5FeP2dvT31VdVij++IWDZebFO5tbxBV/e8/161h8Z123DV69sk6KNw3qZFOnQf3eCw8TR88eKx746uHiY/uMk84iqsS78cnV5vMgW+APm1Fny+3BIXNeh/XOkDgc/ADDOsgr1hvDupfaNmtQCHbWnbHbGGJU2uDNsD8M62kJOlzOeo1pWOGwr6jQ0qUv3CxMPetkH6Xd6MXXPyfufG2j3COlIf3+iw4T93/lcDF7XIX8OD+6v3XvrBdb1k2C3Ft/zrDAL549JuNwduI+48T5h0+TP/72A+95Ug6z93trsl+zDT7CAXP83KtLVSes34d+WeE/3Nku/vzqBvljsrGrWPciB+Ztn10k1yn+9e42cfMzazwNibp31gsV52jQ99b5f1wih2hy6txz4aFizvhKM9Dyd59dJL5yzAz581ufXSsu+cvbUuB6mi3wNvNcVIXMdUFZByBXattiNvi9PCrrsF67o9EHZd3cWcewntUGH1S4HNuxeViNmhVeZxJ5WALm6Ob26OufE39+ZYM8ODh4r9Hi3gsPlUP6oTPqzFo74jU/hnWzuk2vsh60y+E5wwJPwU3Z+N5p86QaRo4nsrDmmw2eg6uiHDBndqxrOrQaNqz79Fi4/vEPpM3+pH3GiWNtfO/b5fC968SPz9pX/viXT6+Rz2tubfDa0+AV9t3TQdzn//SGeHdLq0x0v+fLh4q546uGrdxcdeo8ccMnF0p3xWPLd4hP3vaquceebV89eVinQwEvLr1OToOHsg5AuGvbSH2l129Kg/cC92XSTRi9QIDs0JOsH2nwpg0eByeh2lm31rftjlh9m85h3QyY69enJtJz4k8eXSVDzA6YWiP+74JDxF+/crg4Yu/E/cTDjZ+/+pGfyrreBOwgXQ672npMq6idgYWeO/eZGLvBXr2jPe9s8DwkRllZj7sb9A0odGgSPzhRfy2WbmiSai39G989da7yv//cQ6aKLx81Xf74u3935kKh+x62wZfnScBcuzGo03pAjRzUDxPzJiQO6lbOOWiK/Bga6ulQkF4f5oyrtB2+qiJkrn9wyHwehrIOQA5Y4L3WtiWfkMIKb/9Uk27elafBw+Vg3wYf4M56lOvb9A7rRs+6xgTsFz/cLXa09cibs/suOkwsnjU2ZSrzYTNqBf0yVYjRoOnHoKirZ53+v+ZKQkDX4nlDVd9vcrX52MvGXMO2unpHm3+qru6AOSjr2q5B8uGV6scCDcP/++8P5I8/ddAUMWNsbLVGNVedNk8+nuk+xsnrGQk6rOfoHtbNvnsPh4cU4keD+rJNLfK5lRR1PvDLxCHTa8U/Lj5KNqQQpy4Yb/vfpPt1tte73Vvvstwf6s4O8AMM6yBv2GjUtu3lMQmeoCdtvveEouvMAk/DtcoXLT44gQ0+NfR1ocApYnJNsIFnUaxvo6okTmCuKVN3KOXYBq/x8fDXNzfL92cdMMk8PEgFfX3mGzd6Kq3wpKKw5VHnkBL0teDKtuNs7oIScwzrKlUtqYYPTHT3rEc5Db49BMo6UehT5z0p6mSrLikcKS47cZbwC1LtSUUmnGSwWNP4ufJX9/ORlwOTK//2rnjbMqjPnxizqNuBAlcfvvhIcfvnFjkOAPQaMtdliGp0aORVrAsj+Xf8ACLL+gbeVy9ToprQEy/dEELRdZgEX6l2gGFlHQFzmS3wFG4TtB1Vd30b2e2au/rk9x59DvS+ob1PHl4cPWuMOGJm5toYL3u6RJWGG2TdPet0KPe0kfb7XwdPyfrxZI2nJOFX1zaKT+w/SamaqHtIoWvRHpCyTmoZ9Uun61fPqqzvbJcqpdNe6nRQ8nOHcYOsrWfdVNYjbIM3sht0hfwlhJv1qrXB0/M77aoTXzpyuhhXVSL8ZHRZkUyb5wBRO3SZ3d6j5A53WNwNbh7r9DjifnQauHmAdgLdh5w0376qziycXC3+8ob7kLnOPO5YJ/LzfwWirax7DJdjSosKMKw7YHe7kQRfrm5fnShBGrwtC/zEmhJlN+J2YSsuH9So6nS97cWPRFNHn7zpoCA1GlR6rW+Gm4AGx3SiGvV8v/2Dj5m7lMo+P0N1oZsSro4KkuLCuHqicviyy0PLtkr1jG6ukgOHUkEhc7e/uE6pss6KLu0m6rgGw1YSXB6ckGvrmQ92yrC4bG4k2tslFY8OyPZ1oHaRLZUeAjSA0IEW1bqpoL13QHAWlD5lHQFzrKzryg1IHhRVDut/f3uLWLOrQ6q8X/FY1WYHXqlp6e5zrKyHYUgsHhV7PqLHJR108GGWXagbnV5f6Xk1XS2kXySHzDl9XevK4yR4Qv93FwCKd9b38ljbxpQXjxINHdhZtwv1batOgk9Q1vuiq56EMVzOGiSoUln/0yvrxW+f/8j2x9NrOiki9LmQq4O+/55cuVMO1VT3kykYxw0tXX1ad6WtN2Q0pBQVBDes000UW+Bpf9QOB0+vlQcmm5q6xOamLtuhQ2GubVPVef/LZz4Uv3thnVg0bbS0nGaqozIt8HPGOlLw6O+k1bB1uzulFV7VsM4HJmRPzrQKEcSObpRDYM3Hgm5l3ez43qNsvYt61YlLjpsZyPMt2+AdKevG/WFFsf4hsdDyWkCHuU4PMlnVph31oF0C1pC5Lc3djl8nOvO4Y53Iz/8ViBwqa9sYBJs5g+zHxFi/bPA4NAlVuJxfyjpbfT+x/0R52k4DEdmNY+9HyR/T+9HlhXJAp/7X5JuSz/5hifx73tzYrHxY1xkuZ1XW+YYsyP08Sgf+cGeHvAZn7jfR1p8hBwIFotEeJKnrSoZ1zbVtyVVJbpR1spH/Y1msJop2ci/9yzLx288uSusE4X51JxZ4qxWehnVKhD969liRDx3rCTb4CKfB80qI7p11szZMkbL+f69tFNtae8TE6hLxucOniSCoKS1yvbMeBmXdWicp69sc3opxvaOTPXVVcMgcKev05vR1oivPlfX828IHka5toxsdr7VtycFmGNbtsXpn7Ilexc14qutA19dLB2f+K+vBhsslBsz1KrN00kBIXHHyHPHlxTPE+YfvJf7r4KniPw6YLE5bMEF2tx41a4y8oSCVMJV6QEol8daGJqEa3cN6Qr93wKshf31zi3xP18HJ/58r3V5TVOGmu7Zt2EqCi2GdDpIoUZ+e3+hG9cn3d4qr/7Ei5XPchoZOaVEl2zd97ztlzjj1IXPxFHJ91wA2+DClwXPH95CS59hfPbdW/viyj83O6DjxR1m3b4Pn+0M6lNQN3f+ye7x30PlrAyvrHAoaNLwj/96WVvcd60X6r4MfYFgHeWWBJyuwKqWJH/Td/VB0s0E3mG9uaJY/XjQ1Niip3lknp6POuqrQD+talfU+qRR65Y31TdLSOq2uzNOh20F7jTYHIr+Gdb6xCxqyJ/J+aJAhc6Rc/OvdmBJ8zkGTHf3ZI/auk+9f/ahByYGb2e8dEmWdchWc8sh7sa/lKfuOF7ecu7+8yb5nySbxq2djQ0oqCzztkbpRsrkWiQ9U1Xasa1TWOQ0+wq8LYehZt1qwVbxG/+6Fj+Tz7OxxFeLsA50913ih2oUN3lTWQ2CDpz1vt+sI9Pr9vqGsuwmWU7m37iZkrsvsutd/HfwAwzrIC0h5UFXblqzo8i4MSA/tGJG7gYaI/abU+GKDJ3qwt57eBl/jb1JuKuoqYj47GrBbHFgH0/HK2sYEJdYtB0wdLUO16PtyR6vafm8KwNOprKsINnPDv5fvkDemU2vLxGHTY8O3XQ6cNloOtpS0zAerUd5Zp+HyseXb5Y9pneCUfSeIH358vvz5jU99KP66NJYLwDy32r0F3jqsr9nZoWy/m1sRqkJhg4eyrvuxwAcnXl0OO9t6ZG4JccXJc5UHhNqxwTt5LYsPieFQdItdOhw2N3fJ0Eh6TuOu9KBJDplzQieUdQDCzwZjX326gtq2YfZr2OCz8ubGmN2YrMmqLWt0Usx2xy64HIbd9JOVVpcNnq4NK8wqQuZeMfbVj/JYuUaWRE4q5+/NfLHBqwg2c8P9ZrDcZMfhQ/SccOC02CHeqwqs8LyzrvMaWGv0nB6aLFnfJN0o9Njh73Va9/j6sbHE66seWi6e/SBWj9fZOyCWrGty3K9uhQ5YKAiOvl82GK0pud6xTrCKGO1hXf91ULmz/sun14ie/iFx0LTR4sR57r7f3WL2rDtQ1nlIDMuutKzQc+Fw4H11yrfgx1XQzB5fIQUfDplzQheUdQByR1mfpihcjqvbCOysZ4ct8PQC6welODhJyc72XqmU0QtcvWFJ15UI73VvnYZ96oImDjds0144mK3wxvemKlh10alkxbvWg3k8kBpOKwo0o5+9yJ0tVeXeOh+Y6NyX9nJowhb4U/cdn3BjTDkN/3ngJPmYvvieZTK/gYIS6cabBu69x7p7fSN1ktKWCQqZyxdFl1VX+npFNc8kPD3r3qvbPtrdYbZNfOfUuYHXUta4qG6jw7QwKetuQy9176uzY4wP2Uldd0InlHUAwg+rBdN9sMFDzc0OpRlbd4VVYybCo2s9pQV+QnVp4FUrySFzXpV12mcm9plQJRPevbLI6Inl78182Vn3oui65QHjBpqSxOl7zQ28t06J8F7zDcJjg3e+jkDDzL9X7JA/PnNhYqI+DSc/O3uh/DrTc92X7lgq7n59o2mB9zK8zDGGdVUhc2GoDCs0rNdRDZmjejNWUHUfXKmobrvxydXy4IUU9aB7vt3urJvDekiGxPHVJa4O5VhZ30dDErwV3pd3Oqx3IQ0egNypbaNgKlXwgx5qbvbhhRXRRdNqfVXW6eYExNmmsWNddX2baYF3kXadCnZ5vL+9zbyhipINntRbGvbe2xJL1/eyavG3t7Y46lZPxcLJNfIAtKmzz3y+yPWAOfPQxIGaSEo5DQN0yHXojLqUQ89vP3Og3N+kr9VLaxo8WeCHhcztaFMcMFegfWc9ql3rfGBCZzjlRWEZ1t0dIJKL5LHlO+T/hXbVdVBTFt9Zt+vUMG3wIVHWj5xZl/B6agf6v67cFhuO99WorHsJmevM8551DOsg56HQIq5tU1kbxjZ4BMxlZtmmZkGva3RQwoObauJd6wiYS5UEP1HjsG4q6x6GdbpZiIfLebfA89eEOnrpJv5dow5O5ZAShoC5dDZ4+npe99gHMkX8P3/zqvj1c2tdDzMvfLhbhkeS2+HEeeM8HTAcZKhlXq3wZriZ5uo289Ck3/7zEifqn75gfNrwLLrx/9MXDjYPn+n579Dp3g5C2V6qygYfpp51oj+CXeu8ikAZHbqcVap21u9fukm+/48DJpkHS0HDNnhyytDevDMbfDgU3SONDAw6FLR74EDP75ShQd9C/DyhixnGqg+7Bu3SBWUdgHCzrqFDvp8yulRpMEa83xs2+EywzZi7rf2AQ+v4CRnE4BAWHbVtDB/QeLHBb2rqkgcPtHt/iMehJJUVXmWFG1skOTk4jDb4FVvbzIMcCt+64YnV4r9+95rY3BRzIDmBd0jP2n+S51rMeIVbY14o6+Z+qM1OY3IGPbUyFhx3xn6JFvhUj6s7v3iIbNf42rF7ew7u5AFoY1OXkufRcPSsx78fByJogw9LxzrBdZJuV3N4PcNt44Gqez7+f9jdW48HzIVD0aX7MAqTpAF8za7YvXE2WMWmFHh2MepitOFuaHbQdU9gZx2AkMNVQCr31Ql+0kLAnN1wOf92zOIHJ7gWVnggm6xVWY+9uNLJvFtYVafKNZUvtmyFX7qhKVI2+CdWxnaiT5k/Xtx4zn5SeaMDi1Nvfkk8+PYW24oLHcA8sypWG/ZfB7u3wCcP60vWNXrqxg7LznpxobPsAHIpUD3ShOoSsWhq9sNNqiL9x8VHiktPmOX5c6Xhv668SLqgqMLNK2G4BuRM4DX+XO5af3tTs/jsH5Y4fp4KQyI/U+BhZ52ej9Ya35MchKgDyoSo5vo2m3vrYVPWyXV1iFGtySs0dvfVqc1HN6M5kb+731G2SVfIroNqMKyDnMePjvWEgDkM62khyxvtmvkZLme1wWNnPZGtzV3alfUxCpR13q870mO/ejLs9li2qUXJTivZzvnASK8N3uawvu94md7+728ulgcX1JN++V/fFZf8ZZmteqKHl22VyjypuyqsqXQzSIMFDax8g+glAVu3osidxnbT4B95L9atfvqCCVpsy/G9de9W+LBcAw6Zy9X6trW7OsQX/7xU2pbveyPmYsmlRH4VO+vbW3vkcwJVtO6lsNHHDRwc6nxY139gwhzlcG89DEnwySF/9HDm7287QFkHIEeU9RmKh/Vys7oN1ut0rNreJocXskLOHFvh279TgrC/lGrEthbuWNdog/dY3Uan55wEz+E4qqDOWFKVaUhVMaCwqk5qnk41K76zPpSy/ojsj3Tjy6FklOVx30WHiW+fNFv++qPvbRen3PyiDKEja3wqBYO+v6zd6qqU0MNmeLPCk4rNByZh2Vm3o6zT68jT78cs8GdmscD7Pqx7DPhLTIPXew14bz0XbfB0wPmFP79hPq80dvbm5DUgiszr4HxY5+9Hckd6XbVRtbfeatsGPxC6IZH31l9f12jr8CRMyjq9trFQ5sQK39WX38p6eL67APBsg1c7LMIGb98CTwqmn0oRK+tdUNZNmrv6zaGF61p07qw3dsQ639OFZqVj1Y42+X+hYBhScFVbMw+YWiPtgG9tbBL7eFQOrLvSOgOd4sFmg2lV9SNmjklQ/+lrccnxs8TiWWPFZfe/I583L7l3mfw92nGcMaZC7F1fIQ/d9q4vl9eSVD/6PZXD5eEz6sRT7++UFW60i+2UdmNACUO3tJNhncL+6PFKfekLJ+u5KabDK8LrwRUd5IRF1eXnm1wLmKPh4oI7l8rcEfo+ou+hRoerRPxY0P04sCrrfS4OTdYYw7pOC3yysk6vSXboMgKI6VA4LMwbXyVXXho7+6SrLFMOTHNnn7lO5/X1UeXeeldft0zld5wGXxSe66ASKOsgp6FTXAqnIvYaoy4JPmFPGsO6jX51fztRTRs8roUJp6XSsOw1fMoLlBJOSjOJs05DYaxWPaqxUhkQmWyFVxEyF4Z99WyVYU8YAWYnz0+d3E4HIo9eepS4cPF0MXtchQxJo+RjqrijpPJfPP2hHOK/ed878uNP23eCUqvzEYZ7Yun6JldhVHwNKosLHB8MBelwSJcCf8bCCZ760r0wx0h69tq1TgfYvFai3QZvPGfkkrJO9y3fuHeZeG9Lq3z+vOGTC80Dz1wL+WMKC9zb4D809tVnjfPPnWcXpzvr5Nqy3i+GATpIpsNagtYrMkHP+wQdIup+XWP483ClrBfpfyzk5LD+v//7v/KF6bLLLjN/raenR1x88cWirq5OVFRUiLPPPlvs3Bm7wWA2bdokTj/9dFFWVibq6+vFFVdcIQYGEu3Izz//vDjwwANFcXGxmDlzprjjjjv8/u+AkEEnghRoQifTE6vVWoGxs55dXXlzY5PvSfAEAuaGs7WlS7sFnm+WOcHVjRVedWVbMhx8yC4QL/ANnO6bmnSVYdtbu2VNHc2CH9snfc0aqQ//7/R9xJPfOka8/6OTxXPfPlb84fyDxFWnzhXnLJosDpxaIwcAcjt86ajpSj/32fWVUvWhx/K7Ljrg47Vt+m8s7fTdswL63Ord8sdnLNRjgSfocIYfp04Hw1T2a0rOJueFTmitgxjIEWWdXjf/558rxTMf7JKHbn/4/EHiQCNskJRQu+GPiQFzub2zHkZl3U4aPB268GM/TMq6k7113lffd1I4VHVidLmximDzwGRoaI95n14GG7xzli5dKn73u9+JhQtjp4bMt771LfHoo4+KBx54QFRXV4tLLrlE/Od//qd45ZVX5O8PDg7KQX38+PHi1VdfFdu3bxfnn3++KCwsFD/96U/lx6xfv15+zFe/+lVxzz33iGeeeUZ8+ctfFhMmTBAnn3yyn/8tEEIL/F51ZcptqWynwc56asi+Rx33dLO032S19uVkWDn2OqzTkzrdCulW5PKlts26t97U2Sd3MOeOt//nSFl9Y33swOeoWWrD5Zj9p9bI/lg62KNhdoKHQz1WdfmGLmyK7pOGqk5J4/WV9lYjyB5Pu6L0dqKID/g0NNDcoPp5lf6+w/auk3vzr65tFAc7dOWEKQE7Xt2WeUAh2z99r+89tlzMm6BvIKHXNFLQyI1GVvgjZsZWWLyEy+lyCeSqsn7bC+vEPUs2yQO1m889QA7qfI9Bj2cKyrI7+LGyHo7HwghXwzq9JnPFWCiG9VL7g6J1LS9sQ+JRs8bK9xQATIdr6RwwYdpXZ7gW1a6y3m25DuVQ1p3R0dEhPvOZz4jf//73YvTouOrW2toq/vjHP4qbbrpJHH/88WLRokXiz3/+sxzKX3/9dfkxTz75pHj//ffF3XffLfbff39x6qmnimuvvVb8+te/Fn19sYt32223ienTp4sbb7xRzJs3Tw78n/zkJ8UvfvELv/5LIEK1bVY1l5R7N6fFUbHAz59U7Xs3J//93X3urwMpSQf95GnxtbvfEvlAGGrbmDGV7pT1ZZua5Qst1b/N8elGjW58502oUqKu87Ae1sow3lc/eb6DE5M00BDm114+7a0THCyYa5Vhw6/DoK0UeFLVdQ+3HDLnxQof35XWf2M8KoeU9X+8s1X87PEP5I+vPmMf2dbAhyi86tXkYG89TC4Tc2d9YI/j1zFSRengi0QX3ThJg+ckeHKY8AFqWCDHHd0X07rKknXpKwFXbAtPErzb3IBO47CLnlp1O338wrf/FdncSfk+8cQTE379rbfeEv39/Qm/PnfuXDF16lTx2muvyZ/T+wULFohx4+Kn/KSWt7W1iZUrV5ofk/x308fw3wGiVdumOlyOsA6gsMIPhy3w3GXtJ3wj093v3uXw+romqf4++f5O8b6H2qiwsM0Y1ieGYVivcFff9oqRCH743mN8HWJYveUDppy3wZuVYYMJQUFLDJeCimHdT3jlgcKPnNYxhqUyzHodKIjvz6+sF+t2dwyzMbd09YkXP4xZ4M/cb4LQjYqQuTAdmHAavJt+7yChZO4rHnhP/vjLR00XXzwycb2EdteJBgeJ8G09YexZd3ZosmZX7Ptwxthy8+/QSbWx0mXHBh/2ULMjs1jh6bCBBa9QKevctW5TWe8yrkN5UYH2w1C/8OU77L777hNvv/22tMEns2PHDlFUVCRqahJtszSY0+/xx1gHdf59/r1MH0MDfXd3tygtHX4D29vbK98Y+liQ26wzh/UyX27E6NSeTiYpZE73DXrYYJUykGFdQdjfBzvij/f7lm4SP/rEvkIVdNP09sZm+TWhgfXKU+aIOmOA9VtZ172znljf5ixg7lWzX92ffXWGMhXueHWDecDk2QYfEmXdaoOnHVh6rqJhbGoIFKpMkOIzvqpE7GjrkQcoXDXkbFAsCMX/g14j6Pv+h/96X/7alNpScezsenHM7LHi8L3rpNthwLguM+v123xNZd1DfVuYDky4Z50D78IqKlx015tyXeK0BePF906bN+xjyF1Ez+lOEuHjAXOF4aluc+hwiIfL6X9sWJ/bnSjrYdtXZ46aOUbc/fom8dKa2GFhqupdOlscV1VstrqEAc7Acaqsl4Uo5E81yr/DNm/eLL75zW+Kp556SpSU6KsTSsV1110nfvjDH+r+NEAO1LYRdEJHD356QcTe+vAbZu5GXbRXkMq6+2GdXpiYh97eKr576lzXJ+K0+7x0Aw3nTfI9HQRYBbW6iiJx5SlzRRBp8GHYWR9T6VxZpxRd2qcjnAxrbjjI+B4lRwX9u25vrnhfWvfBHVsurTb4x1fEDrLZWhtm6LmV1PUHl22Vqo+jYd1Sn6cbGjCe+tbR4ulVO8ULH+4WS9c3i81N3eL/Xt8o38gey88xurrV0ynrFOpF+8JuVh3CdGASV9bDa4O/941N0rJONZI3fWr/lF9zVtabnCjrIcpvcGuD/5DD5er1J8EnqLo2asPCPiQePmOMzGv5aHdnyryWMO6rEzWmu8FmfV6foayH9NBEBco9J2Rz37Vrl0xpLygokG8vvPCCuOWWW+SPSf2mvfOWlsQUWEqDp0A5gt4np8Pzz7N9TFVVVUpVnbjqqqvkzjy/0cECyF3IAsrqouraNgaJ8Kkh+yoNpxRWZDfISs2w7v6GbNX2dtMx0d47YO6ROuHu1zeKo372rDj8umfFpX9ZJu56baN5Oj2trkwcYtitX0xzkq0KOjziU+cwDOtxZd3+jeYb6xul4kjfQ1Nq/VWC6SaFHAgkvr2zyXkCediq2+Ip5IPm9wOrJ2G3wDMHGI4cvll3OijqvgbMjLEV4qKj9xb3fPkwsezqj4k/fv4gcf7h0+T3NVmz6XuGnJlU2RYG9qorl98/9Jq2uTnWKOEUM9isWP81MNPgQ2yDX74lthf86YOnpq3ZrHPhTgpjz7pjG3zolHX71W1sgw/rkFhdVigWGOG/3LqSMgk+RPvqie4Ge4+FzhDW56lG+XfYCSecIJYvX57wa1/84hflXvp3vvMdMWXKFJnqTuntVNlGrF69Wla1HX744fLn9P4nP/mJHPqpto0gpZ4G8X322cf8mMceeyzh36GP4b8jFVTxRm8gP9jU2CWHJFLJeFhQTUwV6cWwnsRbG4LbV7fa4N32rNMNMx/sUBXVbS98JP7yxibxqYOm2P47aC/1B/9YEUvIHhE7jSbFlvah6etQX1UileWDf/K0WLG1Tf7YL2sZq+qkqIRBYXSjrPPNA+/V+Q1Z4el7gKzwbpPnW0KTBp8YMPfC6t3SEk8DIiunYYds8MRuh6sTpgU7JMO6FbppP2HeOPnG9mc6RBlfXSqm1akPQXUD7QXPHFsh+5UpZM7N52W6G0KhrI8MdcAcZRhwiNe+k9IrmOTGIuza4MkVwR3fYbgO5UYaupPXAPo/0OuqtVYwDAMuu/goTyPd4UpCt3fIkuCTK9yozvPlNbvFJxdNTqms7xMyZZ2r2+x23Xexsh7S7AAVKP+fVVZWin33TdwFLS8vl53q/OsXXHCBuPzyy0Vtba0cwL/xjW/IIfuwww6Tv3/SSSfJofxzn/ucuP766+V++ve//30ZWsfDNlW2/epXvxJXXnml+NKXviSeffZZ8de//lVWwoHoJcH7FSrBii5s8Im8aQR1BWGBJ/gFs8tlwByHKZG6esFR08UfXlon3QGkinNSeDZ+89xaOagfN2esuPW8A1NaqWk4p1RVehF8ee1u8R8HJL445uO+ultlnUNv/LbAM3Sw8s93t3kKmQtNGnxSv/fjK+MW+FwJ2OGDrAaHoYTmNQiB9Tcbe40pl29hgw50aFin50U3TgzTBh+Cg8J4z3o4lfWNjV3SiUBuhlkZBtI6hzZ4smDzfzkM1+FA4+B+1Y422bxiJ7OF6kdpKKavTVgOsyqLC+RhPH1t6VAq07DOhyXlIR4Sj5o5Vvz6uY/Ey2sb5cERvz6QK4tdTWHqWCeqHVa3dbKyHuJDE69oiV6kerUzzjhDKutHH320tLQ/+OCD5u+PGjVKPPLII/I9DfGf/exnZc/6j370I/NjqLaNBnNS0/fbbz9Z4faHP/wBHetR7Fj38WaoTEGwWb4xMDhk7hofNM1ZR7L36zDkaV+dblJpSDhpfkz5uu+NTbb+PClkD7+zVf748o/NybjzfPTsWL/pix86r6XK1WGdq9sobd9O0BMN9VwdxTVefsPfq3RI4zaMKiw2eOuwTur6sx/skj8/2fi+zgUoUIuVuOQE9VxJIs9V5nhMhA+TuyHsPeusqs8bX2l+rqmoK48Nt42dfY5WEWiti58PdELrcPT6Sg9lbvnIBg+Le4+tMCv4dEN5Avz8nm1nuivkNnjiwGk1ss6MXnM5zI/XD+iAi/6vYbmPYEYb7gb6Hqf7zWxAWVfE888/n/BzCp6jznR6S8e0adOG2dyTOfbYY8WyZcuUfZ4gt9jQ6F/HOlNmPAl3YlhP2P2mJ0eyYM8KKBSGHQ5Oa56Sk+BZRf/0IVPFY8t3yICr7546L2tP/G+eXytP2klVXzA5s2Xs6FljxW+f/0jWNbkNcMqlcDmitqxI7uXS16ixszdrjsGrxs0cXQ+/U/OtAwqpJpRXQN8PTkN1aKBsNWx5HIAThoC519Y1ypsaOoQ6YEowTheVdX+UkE3DH9tPcylgLleJd627a8QJU2UYD3lhDZhbvjW7Bd6NDd56DcLiplk8a4w8hCXL9cdtBCp+aNS2hcUCz9DzO2XCZLNhm8p6iBVdeq04ZHqdvB+hlRx+7PO+OjkBw/L9w1gPw+mAvC7LPULYg/5UoP84DgCXrNvtX20bU8bBZrDBm3D91YFTR/syiGasbusfdKTCJYfLzZ0Qe6E6cu8xcr+XhpxH3tuW8c9ubuoSD74dU9W/ccIsW7vR5UWjpEJCVtMoKOu0N8o2zob2PtuVbbRPF+RN/f5TaxJqB53Q0z8kB8uwBcxxCvxJ+4wL7PGoArKXspV9d0eP7T9Hqdph2dPNVeaOjx1abmjscnUAal6DEByYUOJ+mG3wK7e22RvWTWW911nIXwgOTJjFs2KuspfXNNh6nf7QcHbMDkm4HGMq61ls2ObOesgV3cXGqpm1b5331bN9X+q6n+Dvazv1bV054HDwCoZ1kLP4WdsWtjR4euGjaiBW9sKwrx5UuBzBe2NkX+aByS70Z9juyco6DTXnHhILl6OguUxQGB3dCFJnKR1Q2BmkDt879uJI18wPwqasW5XS3Tb21l82bhqOCGhfPdkKz9/DbizwNPTTYYxO2PZKh1dPvb8zp1LgU+2t73Kwtw5l3TvUq0wDCT03frQ7bo21S3tIshuIAqNnPYzDOr1us7K+wKayTqtEdgZdToIPwzVgDpleK1//trX2yLow2x3rIaltYzhANJsNviNHhkTOhVmyvskMJeX1DFLWwwh3rbd2Zz/8h7IOQEihQAm+wZvuYzBJaUiG9fuXbhaf/9Mb4tt/e1fr50E3EW9tCDZczmqDJ3oc7q1vauqSQw3tbVFtEUPJqBRO9PamlrR2UOomfeDNLfLH3zh+pu1/85g5Y30d1reFTFl3EhhGLQ4ULERfe666CwruW+c2Aye0GDcNNOTotg2yDZ46vWkXkVSIwwLa/ffje8ZugjSpwByqF6YhJdeg718ve+th7Fm3s9saNPQ8R4d8pP5nCpez9qxT3R87F+zkBoRJWadD9YON51iywmfCelAUNmWdq8OyiSNdOTIkUpYAOd/oPnbZpmb5teccn7B1rCcfmDR3QlknMKyDnFbV6QXO7q6jG/jEVGcaPA3I1OdNPLNqp9jRat8y6of9ekdbT8xSPCVmKQ4COq3n1F8avJ3AL0pzxlUmhNjQXvXH9okFcv1lSWp1/XcvrJNK/qHTa8WhDoahYww74Nsbm00FRBW0m0nXIGzDul1l/ZWPYqo6uRSCViToe5a+B0j54QMPu5j76iEYEtkGz5wwt37Yr+UCY41sA7vDOlt/6ayE8geAe+j50P2wzoNiNHrWf/HUh+LEm14QO43nXbvwXjAdjPABW6ZBl4NLKU3ddsd6CLruU1nhX1rTkPUQnQ7eyCU0pda/VUY3cCYJH9BmSyHPFDgbBshJeKTFCr9ud4dc6yIRxM/MJzXXwEbffY4cmngh917dAQgoXC6xuk2fsk42Ot59Jqff39+OKb064Norsk7FOuiDg6+F02H9AzMJfrjdi4LmCAqaS07839XeY1rkL7Wxq25lal2Z/N4kayaHqamCDmvo+4BSgHlAziVlPW6BD14JpsOBfYxVCKdW+LDUthHJ6c9U2ZaLjHWwOpEQqkX1Sjm0nx/ukDlnwzq5G9hKG4b6PO5Z7/epZ50G7lueXSP7wB99b7ujP2vXAj8sZM5GInxYsxtoXYx4fV1jxtA/ToKfWR+eJPjhO+uZB8VOwwbPQcRhhq8Lvf7G+9WrQve1Z2ps5gZEJQ0ewzrISdYb+1BWW3O+VrfxwMhVRw+8udlVyJrKYZ1C1IKmxOW1eN8Il5tnhMslv4BNqS2Vit2jyxNvxH7/4jp58n/g1BpxxN7OB8ujZ8VeHCmF1Y9wuYk1JaEaWPj7M1PXOt288deDFZig4e/dNx1a4cNS20YUF45MGNy5LjDfbfDmvnoIrkGuQ9ZYN8o6H5jQU095CG6OOWBu0AdlnV5nf/zo+7KOjAdQJ6zY5sxqzFZ4O4nw8TT4cD0W6DCULNfUoEM1melYYwzrYbPAO9lZZ0W3IsRp8MyRxv3Iu1taxWuGgBDWfXVrfVu2AxMCPesAhNwGP2NsMMO6LmWdqkH+8U4srfyGT+4ng60owfeN9c53blXAKdpB9aunVtadrSTwPvpcQ1G1IoPmDp46LGiObIh3v77JTIB3s6PMAxTtras8XAljuJxdG/zSDU3yYIRu5oJco0i1t+40EZ6Hdb6R0wm5KqzfZ0G7XJS7MWzWVZnuhpANKLnIbGNYp5UaJ8Gl8V3pwlAcFnLAXL8PAXNPvr9TvL4u/lpLAV1Ux2kHes5f4VRZd5AIzyshYXssWC3XVBWWNVwuZLVt1uf4bI8Lc0jMgedfWpmbMaZc7qs/9E6s3WbfkO6rE9WGDb4ZyroEwzrISdYHZYM3HvxdLvu9vfKvd7fJJyJ6kj12zlhxptFd+lcj9CzogwMefHngCZK4y8G+3ZHUBwr5IealsMET5xwUC5oj1wCrTH94eb202y+cXC2OdalaUuAXDVX07/PhUj7Wtg23wad/cX121S75/tg59drsd3zjvHZ3h6NDlHAp63EF4ZQcTIF3rayH1Pqbi9CQx88hTvrWzV3pEFjgCX4eUR0wR1b/6x5bJX/8lWNmyINyeg6wuzZAuRiU7E6vLbxyYNed1GRHWe8O13WwcpSh4mbaW2cbPGcnhImaUrs767k1JPIhCq+xkA0+L5T1PuysAxBKePjx2wbPFU1dxglq0LDaSzVjpO6ec1Csbuyx5duVB5dlg1JESVSYPLpUjKuKBUMFSYmLnXUevidWl6QNIqSguRPnGUFzb2ySO1J3vbpB/vwbx7tT1Xk/mg81VKbCczDaxJrcU9af+SA2rJ84r17ogr936YaFB/BcG9bJZUKfBz0/naDxa+kVHk4c2+BDpibmKmYivDE45VrHup8963e9tkG62OhAiV4HDjKaK+xa4VlVnzWu0nztsm2Dt7GzHsaedWaxMay/t6UlpTpNByvrjFXGMNrg+V4h684696zniP2ah3V+3ITxa59c3ZbtwIRAzzoAIaS5s898Et1rjL8pojqr2+jF/r0trfJJ9ewDJ8tfo/3pvceWy4HVadiNV97e2BJ4v7rXgDlOgud+9XScd6gRNPf2FvGb5z+S+3b0Z7wOlccYqrzKvfWwK+tkW0sVLEQ1PXTIRm6DxRp3rOnGmU/tOVXfDvycE4ZhndTEB79+hPjHJUeaqbm5CH/PNHX2Snum/cow/dcgqiFz8dyAcNwYc8CcyjR4use45Zk18sffPmm2TPvmasQl650N6wsm2Vcv64wDz0y5H2HuWWcmVJfK4Dh6SL9qtH9Y2djUJVtW6DU9bK9jdqvbyJXFNvhcGRIP37tOZk0QNKiHuUGk2kF1WyeUdQDCa4EfX1Xi+64Q//1OE8hVcN/SmKp+8vzx5os4qbyfMtT1v765OdDPZ2OTcRJu09Ln18FJj4ODk1VGuNzcFOFyyUFz5Bgg1ej2F9eZvepe+7R5b532HilFOZ931ukknG4EyFlO9s9kqHaQOHRGrfaqG1bXd7bZU3TDpqwTe4+tEDPrw6uM2N3Rpe8Zuqm3s6fL+9JhUXWjGDJnHpiE5BoUsg1eYRr8L5/+UL4W0IHtJxdNMZ+3nOyt87C+r819dYKyPIhUz5/p6/MKQp0+/pLR/pEqXI721cOQe5AMH4C29w6kTbSn8Fn+NsiVYZ1euxZOrgn9vrpVWc/mftuzZ098Zz1HroMbMKyDnE2CD6IfMh4wF6wNnv69h5dtS6gXY/7jwElSWXt7U4tYu8t5R65n+3W1niExXqM3oFxZpxsG69d5Vn2Fkl1guhmuryyWhz1OA83SvTCxsj65JlzdtPQ9yYdKqWzNTxv76rxyEIphvbUnZ4f1fIC+Z2qNUC07Vvi4sp6/N2U6lPUPd7Tbzm+wBsyFgVEcMKdIWafX1LuXxA7Kf3D6PHMnnrIu6H6AHDbZ1gboa7l8a5vzYZ2r22zsrJvKekiuQzJHz04fMmeGy4X0sNFaSchOklQZPkyZzTWHMPDZw6ZJdxvnH4UVdjdkC5jrHRgyXVlQ1gEIY8e6z0nwCcO6sRMTFI+8u12+GEyrKxOHG/Y76471cXNi9uwHAgya224MNhOqg99Xtyrr3f32FBRSP1gxStWxnsw5i2JBc8Qlx89UcuJPyjyr6y9mSMa1C+0y0osTCf7jNV0HO3vryTZOygHg2r/j5+rfsR5XFfs8dzqwwWNY1x8yh511tcwYUyGf80hB5Od3+/brcByYFIxSGzD3k0dXyZt/OlQ8ImHHd6TtvXVy7NBzIL2EpAs2zZwGb39nPayPhUOn18kVvs1N3WKjcc+WHC43O4RJ8LxawY6FdPVtfE9I94hhdAek45OLJosPf3KqGQIYdmWdVPPegfT339YV1VxI5XcLhnWQc6wzwuWm+xwuZ33wUxp8kN3mfzEs8FQrluqF4FMHxXbY//721rQ2LZXQ/51v5nQFmzndWae9OPpY6qG248KoryoR1/3nAnHp8TPFGQvVnTqbFW6rvQ/rO4xrQDd1Ydw3Szd4UcAe3QBT8u+UWv2OAFqhcbqzHq9uy90d8Zwf1o0BBQcmaqDnEF6n2dzUlZs2eO5ZVxAwR9kiz63eLQ8wvnfa3GG/fxhb4S11bhnD5eorzUNmJ8o6ZThkstrTaz4PKWG1wZMl+cCpsXybF5NS4dcYynqYA87MrvWuzMp6Pg+IOqHva771bc2QHcC5ASWFI7U1zARB+O72AMjChobgbPD8Qks3AhSIEgRk3V62qUXeMNApaCqOm1svk5Tp9P45I2HbT+ikv0+zomvurNsc1j8wLPBk9bT7JE5p+5efNEfpk/7imWPk142skzxsu2WHZneD3XTv5N5stsCHJbmcDmac7KzTYRWUdX8Ya6NFYHi4Ga6BKjjgi9drbOcGhOQaqOpZJ2WeVHXi/MP3EjPGDld9rSFzmYbp5S721a1qIv3V6RRdosM4tArzsG5NhX/Z4iqjg4Z1DeHtWE+ub2tNk0bO63gVOZIEn2uQSMWvtc0ZhvUodKwTGNZBTkE3zWZtW4A760R3QInw9xl1bR/bZ5ypOiVDlrz/NBLig+hc397SY95Y07+tgxKHO+vmvroDG6IfjC4vMkNdvKbCsxKsozrP0eBlUUnp5uz51Tys699Xtyrrdm3wpKKwcodhXS38HNfQbr9b2rpTCrxBwZrEFiO40q6yHpYhUZUN/v43N8sDVVJUv3nCrJQfw3vrNDx8mCEvZuU2HtarHDsd+Hub1PVs14A+F07DDyNHzYq5yl79qNG8PiS2UL4A1U6GMQmegbIeovq2rr7sSfB5fmgS3kc5ACnY1d4rT9JI+JwagJ2WBlMK4wiqvo0OBB5atjVlsFw6K/xzq3eJXe3eFNtssOoyQeOLq2mD77N3U7Zqh70k+CDgCrcXPO6th11ZNwcvi0q6dEOT3K+kpOP9p8QOLXQTT4O397hhVZ1upsluB3ywwdtR1kNcV5WrTDKCKrllItd2pQsUBMzR99VNT34of0yDOtdGpbofWGRUl77+UWNWZZ2Ge/e5H3052bFuhf7/dLhJn++7W1oTwuVmjqv03LbiJ3wom25Y5/tB3c0m+YxZ39bVn71jPc8PTXDXAXIKVtVp7zWond3SABPhH1u+Xe5lktrB1SfpoNom6l0nxe+ht2MDvl9sb+UkeH1DYplDG7zdJPggOMZIxn15TYOn3UpW1sMYLme90bQq688YFvhj59SHZqdsXHX8UMGOIme1wIf5BjMX4dWJ3VkOHMlVFTYLdl4p6y1dOdqzzjvr7pX1Xz+3Vq56zRhbLtOyM8FWeKrjTAUdnNN6DT1NuHntsZMIH7bcgHTQ8/2RM+vM176EcLn68FrgE5T1LGnw+a7ohqO+rS/SHesEhnWQU5gW+ADC5YbXt/mvrP/FsMCfe/AUWwmj1s51PwPwdIfLOQ2Yo5sZtnXqtsET+02ukfZGGvre3dLi+u/ZGXYbfApl/VkjU+HEkOyrc0Af3UjSuUkmBYvBvrr+gDlqQeDcENjg1cEBc3aV9bAGzA24PASl56o/v7JB/vj/nTYv65oXD+tvbEjdt77SqGzbe2yFq97nWrNrvddGfV74HweLDSs8V7itMdYHwhwul7CznsaC3WUM6/nc7R2e+rb+tB/DIlq+XwcM6yCnCDJcbriy7u+wvmZnu3hzY7McIijozA6nL5wgh9iPdnfK3nW/O9Z12q9LuLrNxnXgyjZyAqSzNAYJ7RVyVYqXvXXd9Xm2lXVjWP9od4c8YKNVksXGKkAYoMdYvTEk2kmE5zRavnkA6qi3OayzoktnmOV5bnnUoaxva+nJGJrGmO6G0PWsu1PW//bWFhmeut/kalu1kgsnV8vX3KbOPrFmV8zSnTJcbqK7Q+I6Wzb43FkHYYfgss0t8vM2O9ZDHC5nR1nvNIPN8lvR1Qk3r7RkTIOPV+jlMxjWQW7WtgU4rPOTgN8Bc395Y7N8f8LcetvKaWVJoThtwQT54wfejP35fFfWqUbPbhL83BBY4JmjDYWBaszcsrM1N5R1enGlm+dnVu2UPz90Rm3odvuc7K1DWfePsRWx60DrP5lWXOLBZoU51WscdihskQ6vyLWQLTeAHtPsbAqLDb7Q+F4YcLGzTocTHOh63qFTba24xPrWR6ftW1/hMgmeGWMq65ls8Kysh//5iFYW96ork+tfL61pMAWXsCvr2XbWuTIs3xXdcIT89WVX1vP8ABfDOshJG3yww3pBwm6MH9BN6oPLttgKlksXNPevd7f5tle/PQTKurmzbuPQ5P3tMWV9XgjC5ZL71t/d3JKxNzQdtCPXbtwghHVnnZRn3kunnUuzss2GYhU046piBwsY1vVCQx+HeFrXJ5JpNffV8/umTIfrh9sRtjRn3lvnYDMiLIdvnIbuxgb/2rpGsaGxS1QWF4gz95to+8/F99bTD+tuwuWsNvjGDDZ4VtZzwQZvtcLf9doGeZ3o6x1Wd9gwVTeNsh6VyjCdjDYD5vqyK+t5nh2AYR3kDHQyu6mxS5uy7qcN/vcvrpMnuGTb5qHOLodMr5Un12TLevS97co/NwrgYquwTmW9xMHO+gc7DGU9BPvqDH3tZtVXyD3pl9fGwnbcJMHTjU5YbpSTIcWTUt95N/Gtjc2hqmxzW9/GN2y5YDvNNUjNtLO3zso6Dkz821vPVt/Gqwj0/BOWyjCzus1FwNy9S2Kq+lkHTHJUwXXYjFr5fsn6poSsmMaOXrHNeJ7ex1cbfLhWEbLBK2AcyjdzXEXogzpZ1U23s84Bc1DW9drgu6CsAxAuaG+arHqkwgQ5NPptg3/w7S3ixqditTHfOGGW48RsetHjHfd7lmzylDaeri6P/sqCkSPMneQwB8yRtZF31sOQBG/l4Om1CYcJrsLlQq5I8OD197e2yO/FOeMqpRUybNQbw/qO1l7byjrfwAG1jLEzrJsd67gGurrWw9axTtDrkhsbPH2vPbFyhys324JJNSn31ldsiz2vzxhT7tqiXmfHBt8dvuuQicP3rku4r5ldHx7HWzo4nyS9ss7Den4rumHuurdmB+R73z2GdZBzFvhpdWWBVkCVFhb4pqxTQuqVf3tP/viio2c4vmlgzj5wsqyye2dzi7j8r+8oHdi5to2s1zqrt0ptHppsauqS16q4YKR0HISJKaPLbN0U52K4HMMHOo+tiN0InxCiFPhUyjpVLWUDNnh/GZsUTJgKDOv+Mdk4/N5qrDvlkqIb71l3pqw/8NZmacnef0qNYxWcXmtT7a2zBX6+Swu8VVknlT77dciNAYW+X+jrzMweH/5hnYNp6bk/VfBiR0T6vcNQ3daSobotnsqf34cmGNZB7tW2BWiBtz4JqN4Hpxf2r/7fW/KG4eP7TRTfPWWu67+LBulbzj1Aqgz/eGebHNjt9EfbgVKCiYnV+izwycp6ppo67lefM74yNFbN4QqWvU7jXKptS1bWKWE5rBZ469eR1wsywRkDGNZ9rvxrzx6qhZ119Uy2eYgYto51a3WbkwPqWLDcZjNYzg2HGi6pVMP6gknuHV3cs06KbrrX8Pbe3FvL4VR4YnbIk+Ctz/V0q2HNaojakBiGa9Dc1Z/2ng/KOgAhHdbJYhYkflS3bW7qEl+8Y6l8ojli7zpxwzkLPSccn7LvePGr8w60DOzvKhnYWVmfUKN3SOTrQDdl/Rksj6sMC/zcEJ7e27WbZrwOOaKsc1iSVVEJE+OrHVS3wQbvK+bOekf6awFlPYiu9a6c6lgn+EA202tCMq981CAdWGQjP3Oh/WC5VCFzS9bF99bN2jYPyjqpibTOTX9lun7pXOpZZ46ebR3Ww/fanExxwShzBTKVsouddf8ZbayE9A0MiZ7+oUivI2BYBzmDjiR4okyxDZ520T7/pzfkzhwNlLd9bpF8YVABDey//kxsYP/nu2oGdlbWJ4REWc+2t87Ketj21a0KFg2IrDzbhXerc0VZJ46bU691dcLOzjqpJtlcM7DB+8tYQ020EzCXS2pirsCHiGSDz+RaCuOQaO6sOwiY42C5/zhgknkI7JSFk2tESeFI0djZJ9bu6hDNnX3mIez8ie6HdXq+ZPtvukT49hAemmRjv8k14tg5Y8VpC8aLestrRE7srac4NOmKiKKrE+qw58d3c5qgv3jPen5fBwzrIGfQZYOPB8x5t8HTvvWX71wq++In1ZSKO790iPIX3JPnJw7s3/I4sFOwHzFRs7JOdkce/G544oO0u8ZhTIJnxlQUyV16uh+2Y7+2sqPNyA4I+bBO/0fmxJDuq3OqPj+2d7ZlDpnDsO4vttLgubotRINivkAHsaTmknpFw2c6zCExRI8DMw3eprJOrxtPvb/TkwXe3FufFrfCrzTC5ShTx+vzhBkylyYRPpd61q0OiDu+eIj4zWcWhT4JnqnOUN/GPethbWbJB+j7hBPhm9MM6/E0eCjrAGiHVEje8w3aBs/9jV6VdRqYv/GXZeLtTS3yxfzOLx3sm0pKA/tvPnOgHHD/5XFg52Az3Tvr9MR9xsIJ8sd3v75JHH39c+Knj61KCOKhm8nNTd2h61i3/h8mudxbZ2U9rB3ryYMXtTYsdlhDGPS1GGejvo32W+O1YfGDCOCHDR7Kug5o8BxXWZJ1RcfMDQhhwJzdnvUH3twiP/bAqTWeD3S5wo0qyUwLvAdVPblrvSHFwQk5H3KtZz1XiSvrw69DpzEk8oEv8LdrvTXNSki8Zz2/HwsY1oFn6MXDqaXXKbRfRq/FdHpmtdnmSs86fY2u/udK8fSqnfLG6A+fP0jM9Lm+5CRS2M+LD+yX3e8udC4sO+vEL/9rf3H3BYeKA6bWSBXo9hfXicXXPyeuf/wD+YLKlW20180nsrka5mSFHl9siQz7sH7g1NHimNljxTeOnxl61WFcVXHWYZ1s8uwMhrLuD2MrSkxlPZ0Nm3fWcQ383lvvzsmAOTuvbTJYbmnMAu+2ecXKoby3vr7RDJfzsq+enPuRKhG+d2DI3M/HwVVAXetJyjp9r/EOddhf4/LlGjSnGdajoqzjuwy4pqd/UDzy3nZxx6vrxYqtbeL2zy2SA6LfFvigLVTx6jb3Nvg7X90g9+ToU7/l3P3FwXvFTuT9hq4H2c6+fs9b8lrRwcP1n9zP0TVuMKx4upV1gq79UbPGiCNn1onnP9wtbnryQ6lo/Ob5j8T/vbZRzDdSeMO4r+4lEZ6smzTDkFpdG9JDCKakcJRc78gF7CjrfKNGmQl00AbUM6Yy9j1NN8AU3JTK3htPg8eA4tfz0lsbmzM+L8V71sNzDXg1qt+Gsv7S2gbpvCJF+gyXwXJWFk6ulnvr9Br53Opd8tf29ZAEn6ysp+pa5wMT+m/n+4AS1p7vLktmDjsvgT/UZKlv6+TsgDw/NMGdB3AM3dje+ORqceT/Piu+/cC7clAn/vrmFt/+zQ2awuVUKOukFP3h5fXyx1edOlecsm/Myh0UH9tnnBzY+RrxrpUdeK+abkjClIRNQzuFl/3zkiPlIREF9bX3Dkg7YliT4IcN61k6ja3wMFlfVey5NQDE4f1/XjFIBd8khOn7P9+gcCBWqNLtrSMN3l8oQyVb13oYbfCFRhq8HWX93iUb5fuzD5zsOljOCgXDLpo2OuH+QIUNnuvb+KA81TWgx0uu7H7nKrz2lDys8z0UuTpUhQMD5yF//YNDpqs33w+uMKwD2wPn25uaxaV/WSaH9FufXSuDaMhufP7h08yQFXrw+AEFsuke1jMlkGfi3S2t0vJMytxnD4t9rYKGBnYO/vpod4ftP7fNsMCTqh7GGwP6nMg98Nili6Xlf2Z9hVQc6P8b9ptiJzZ4zg0Ie7hcrsGJ8DvThBUSCJfTHzJHrz+tIbRg5xN21nPCaIPntGgS1snmno5dbT3i6VW7lFngmcOmx6zwfBDLdVNeqDNs8E0p0uCR3aBBWU9SdaOSQB4G+PHUkiI3wCqg5fu1yO//HVDCy2saZPo2DZ3MIXvVii8cuZc4aZ9xYuSI2E407ZS8u7lFHOSDxVuvsl6Q8ATtlEfe3Sbfn7jPOK1PKLPqK0VDR6NYs7ND1s7YYbtR2zbRGDDDCqnNpy+cIE7dd7zoGxySVuyw3xRn2g1N53AI+756rsGHHzszJPPHh0TcHPvJ2Ipiue6UKmSODko5QCxMqm7UdtYpvyGsPesEfY8UpXEe/fXNzWJwaI9UwucodF4dtnedEE8JZaq6NQ2+MYWyztcgTKsI+a7qJoebIQk+OPiQvDllfV7c4ZDvK2r4TgMZeWVtg/jiHW/IQBPal/34/hPFF47Ya1iIyhEzx4hH39suXl7b4Muwrqu2zWt1G530P7p8u/wxJ5nrYta4CvHaukaxZleH83C5HBkSaWgvGRneQZ2YYtwU09eWnChs47Rjg4ey7lPAXAZlne13UNaDUdYbUijrXNtG+8lIX/Y/S4OcDKmcVHFlvTB0yjp3rRelMIzSkP6XNzbLH5+nUFXnvXWq46TgtwWTFQ/rKXbW4x3ruH0PTllPGtaRBB8Yo3lnvStFIn+EHA75fRQBPEHppl/5v7fkoH7K/PHi1auOFz8/Z7+UaadHzRxjqvCqIVvkDmNYCbq2LWFnvX8wbVJxOmh1gCzM1OlMCdk6mVVfId+v2RlLTLfDNkNxnBByZT2XoKRfOgUectC1btrgc+TQJFeIB8ylTyFnZZ1VFuAPvKaTSlk3rb8l2NP1ez2HApuS06/54LnDGFLCVBnGPesEp6Qn8+KHu+UuPn3/kANLJbSzfOK8cTI8lu+DVO2sp0qD54MrKOtB7qyntsGXQ1kPrLqtJYOynu/76gSGdZCSTY1d4gt/XiqTealL9OZP72/WiaSCX6SWbW4xT35V8byRsrpgUrWWOi4OoqF7eTo9dwIlsBO0Q63bms1VcU6U9W1G2NBEDIlK1X+ne+umso7roBQK7CMopCbVzQCByjD9O+thVHTzDXp94tf4VM9LFODJ51lhGtYLjZ51VtCTaejoFf/voeXyx59cNMWX1+HrP7lQPP/tY8V+U+ytl2WjrrzYDJNLrsWFsq6/us0cEpEE7zvVZnVbX2Q71gkM6yDli9v5f1oi31MF1u3nH5Q18XJKbZnYq65MvlhyIrcqnv0gNqwfN7de6MBqsXGSpD5otcDvp9cCzzZ4YnNzl+i2mWzPO+tQ1vXWtyFgzh/oeY1rkti9kwxs8CEY1s0BBdcgiL31VMM6H5hQM0iYErDp8JOd8MmJ8LRmdPE9b0uHGOXdfPPEWb58DqSwTqtT5/qj5xqupEseUszcADwfBVrdZnVekYhFlEfAfh0WG3xrCrcPlHUQKn7z/Fqxcls83M1PaBj90h1LxYbGLqn+3fnFg23fIFH/NfHymt3KPh86VX7JsNYfr2lYpxdN2klzWt/2xvomeeNJL7xHzdRrgSdINaHBhF5z7CbCx9PgMST6M6xnV9bpJmFXW2yAgbIefNe6aYNHdVsww3oG6y8OTPxlck36Q8QwH5gUGOp6ctf6Tx5dJZasb5JBYL8/f1HOfP/QAQQPKSSapO66x6DoNzWGDZ6CC7nPm+iCDV77gUlCx3oEDk0wrIccsoBf//hq8YlfvSJufWaNrS5Rt9Ap9NfueVu8t6VV7oncdcEhZrWRHcy99bXq9tbf3NAkTzFpn3Fhil35MNe3PfJeLAX+5PnjQpNUSdVmxJpd2ffW6evOp/hQ1n1KhLfRtd7U2ScT7on6SgzrvoXMZRnWoWT5y9iKkuzKeogqw/L5EDHV81I8hTx814D31q33R5T+fserG+SPb/rUfuYaWK5lOCQnwof5OuQb5CLhezfr3rqprMMG7zt8aDVAmRlJztauCF2HcEwQIC20p03hbvSNeuNTH4qzb3tNrHWwc2wXCo/5zt/ek0Es1Af+py8cLPYeGxvs7HL43mOkHe2j3Z1mirhXnjEs8MfOqZenzbrgkzu7yjrdNDy+Yof88RkLJ4qwEA+Zy/49tN24YaPdOFSUqCW+s95l2wLPwXTAp/o2w72QDHrWA06D7+gb1pdt7qyHUNWNSn1bmHMDOBGe6/2WbWoW339ohfzxZSfOEifNHy9yDQ6Zo8NaK3gsBAeFWXKwqDXTJG6/xn2R31DGRLF5YNIfWWU9//+HOU5dRbH47WcPFA+/s1Vc/Y+Vssf89FteEt85Za6sUMs0wJJSdM/rG8Vf39wilbmZYyvEzHEV8j3tL1PvNqlK9IT0syc+EA8u2yot37/57IHigKmjHX+udDNL/d3vbG6R1vVPHTTF4/9eiOeMYf0ETRb45JA5fpLOBlWkUe0K2c6PoB7WsA3rNg58OAk+7B3r+W6Dj4fLpQ94BO5h99COrDb44MMtowQPJ5T1QXu69NrHwN2g/3mJws7COiRy/eXA4B6xq71HfPXut+Q9DwW7Xnq8P3vqflNrhMwl2+DRsx68srurvTdhZ7oDNvjAr8GOth75ukD5WFFU1vGdlgPQMP0fB0wWh82oE1f+7T05CP/okffFU+/vFDecs9C01BK00/HmxmZp/3pixQ7zpJl4o7NJvLEhMfyNKsUm15aJVdvb5M9/dvZCcdwc94Px4llj5LD+soJhnbrV1zV0isJRI8x9eF1wgAXvKmXjX+/GLPCn7DteFNjo0Q6K2eNiVkA77gxOgs+VjvVcgh+zpJqTCyPT90g8XA6HJn4q67uyDOtQ1v0fuOhwk5RE2lu3Duu8s44EbH+ZVJN+PSfMyjqHsdFh+vceWi5dMrTyRfZ3nY48P7rWsRKiJ408lbKOnvXg9tZ3tPVAWQe5wYTqUnHXlw4Rdy/ZJH766Cqp3p7yy5fED86YJz6+3yTxz3e3ijtf3SjeNwZv4uC9RovPH7GX2KuuXA5otKsce98hNjZ2yToWHtSvPGWO+OSiyZ4+xyNnjhG3PrtWvLK2QVoZvbxQcgr8IdNrtZ8im8q6jZ11CsWLW+D1p8BbIWcFsbGxU/T0D2assWEbPPbV1VNfWSwPoagXeGd7r2mLTwWU9WB21lMp65TjwXtyGNb9Z2xFcWxYb+8Vc8enGlBwDYKwwdMBFVWEWV93w7wrzco6iRjLNrXIz/H2zy3Sft+gYlhvSruznrv/t1zCtMF39w1rBcJ6YLAhc81JzQhRSoPHd1oOquyfO2yaWDxzjPj2A+9KFf07f18uLfLcAU77HWftP0mcf8Q0MX9iPJRt36SANhoqNzR2yuG9aNRIccI871bzA6eOlqeNdBr8wY52sc/EKtd/17Mf7JTvvSj9quCTu24bNviX1+6WlkHawTx0engs8HwzTEMH3Yyt292Z8fqwDT7TIAncQYdYtF5AB2ZbmmLNC+nYgdq2gNLg0/d7E1B1/YeeM1fvbE+bgB1GC3Y+QcMH3RiTgkXq+tzxhTlxDThgjgb1ESOEuOXcA8QMh5k7YYOdJY2dSIMPSxp5FPu9w1zf1hmh6xAefy5wxF5jysX9XzlcXHXqXDlo06BO+2bfO22uWPK9E8TPPrkwYVBPBYVVkS36tAUTxIn7jJMHAV6hv/PQ6bXm0OoWOtWn6jPihHnjhG7iO+vZlfVH3o11q5+273jTnhcW6BrPspkIzyGBsMHr3VtnxXd8NQ5N/BzWaUAkJd0K3xzQulCY1lnyFU7ATk6EN23wsP4G97zU1J3GBl8Q2oA54oqT54jjNGfcqMxwsNrgya3ITp8wHprkIzUpBsXOCCm6oVLWOxOHdSjrICegQfArx+wtTp4/Xp6C0057GIbDo2aNFc+t3i136y86em9XfwftvJNFePqYcvmmm3KbwzpZy598P+YIOGO/8KTAW6FwQXJkZNtb397SY65fAPVMlvuhjdmHdSjrvttN6Waf8j1oYLd+vyPYTFPXevKwHmJVN98gl8+KrW3D9tbDfA3Y+Xb6ggnia8e4u+cI7c66xQbf0TcguGoaynow8PqTtbqNbfAImAv2wKTFsopAYGcd5JzKTm9hgfvWSRnPthedbV89DBb4xOq2zDb4Fz7cLU++abBa5CJRPwioBSBbfRsFFfLN2sQaDIn+dhp32RvW4XDwbSWBMgRo7YO+1tZhvQXhcuEY1nEdAg+/TK6VDPPOOrXjvPpRg7jk+JlKHIKhssFbVkL4GpCD0c19FVBjg2fRpjwCQ2IYqElRnxe1NHj4+oByZo+rkDe/ZM1/e2Oz4z9PVq/nVhuVbQr26IO0wT/yXswCf/rCCaFNoSVlnfgwgw2+uavfzEDAkOgPk2uz2+Dp4IdCIAlcB/8YZ3xtOcwveUjkGzYQ0LBuGVDo4NCsDcOw7jucn5FWWQ/hNaC2mCtPmZtXChs1I7B6SKJHYsd6/vw/w05NadGwQbEjQkNimHbWm7uiq6xjWAfKoZNtVtdfWtvg+M8v39oqGjr6ZNjNwXvF9t91U2acYtNg1Z1mYKdff2bVzlCmwKdS1incrHdgMGNt25iKYlFcgBckP2uSMg3rrKrTYwHJs/4xrjJ1yBxq24JlbEXJMGWdbsioez2sFuyoZGnE6/NwDYKABnJqDLHurSMJXqOybliw6fDQVNbxmqzN3ZCwsx6BQxMM68AXuBedds+d8oxhgafOdrJ7hYHRxik3ddsfeO1T4iv/96Z48O0tCXtMZN2nJ3G62dl/So0Ic1UVBWbRDfCGhq6M3d6wwPt/U0wHIzyMpK9tw3XwE/76Jte3tRo3BxjW9dngWU2kwaWkMByvB1Gob9vanFpZrw5hwFy+ih515cUJ9W0UvEtAWdexsx772pPjkF+vMawHvLPe1Zc6DT4Cynr+/w+BFlhZX7GtVTR39pnDrh2e4331ECW6nnXAJNlN/tjyHdIe+MTKnfKNAv0Om1ErQ/6eWbXLtMCHeW+OPjfqW6eaG0qEnzM+prRbQRJ8MCnkHGy2qz1xV5pBuFzQ9W2Jw7q5sw4bfKDDOq3hULUoHdZag83C/LyabzvrpOaSckU3wqQmQtXVY4WnA8QGo74tXtuGaxC8st4vHwccLmd1XAJ/GW25BqnT4PN/lMUxNfCF+qoSubtOyaWvftRo+8/tauuRNvgwhcsRZEH+f6fvI17+znHikW8cJS49fqaYM65SnrC+srZR9txTuBxx5sJwpsBbmZ0lZI73FZEE7x+jjK71TFb4eG0bhnW/3SaphnXY4IMPEuIaLu6Xjte24RoEAX2vk/PKug5FjjGsImisbzOV9fCG/OW7qkuHhz39QxY1d1Roc4nyjWpjWKfXY34eomwrXkcogw0eAPccNXOs4751Dpbbb3K1qbKECVJ29p1ULS4/aY544ltHi+e/fazstl80bbQg0efAqTVi/sQqEXY4ZC5d1zrXtsEGH0yYU3LyMgNlPRj464uddb3QzS/lZBAN7bEBBaFa+qzwm41DRFZ0sYoQLPxYaDIPrsJbn5evUG0vHyDS3jp3rEfBeh22kL89e+KrIN1G6CJRHoFrkf//Q6AN2jn/0yvrZd862YfsWBjZSn783HEiF6DKPOqSpze6oSkpGJUTVs2Z9RUZlfW4DR7KeiBhTk3dGbMDOK0c+OcEInYaX28GO+vBM6YyZv3d3UHXojrUKeT5/Lz0wY52c2/dGi6XC69v+ZYID2VdH/T9TlZ4Cj2mvXW2wVdEQM0NC0UFI+WhCYWN0ooUuR340ISejqJwgJj//0OgjUOm18qTeLL4UvJ4NiiZ/GUjPf74EO2r24VuZMISiJeNWeNiNvj1DZ2ifzBW0WZlm6msY1gPYj80uSaJYVv2BCjrvsJrBlSTZ91JZGWdT/aB/4ytSAyZg5qos2s99rzEahaGRD02eBoUCVQY6g+Zi1JdWBjXEZqNkLkuYx2hvKggEgeIuTFZgJyEkjIPmDpa/piH8EwsWdckd1Cooz0XrOS5zMTqEnlSSeFmFJxnhXaCeEiEDV5PTRKDnfXgMino8ZC8tw4bvP5EeAwo+rvW4W7QQ52hrJs2eByaaB0UW8kGbyrruAZBMrq8MMHtFl9HiIbDAcM68JXFM+1XuFH1GQfLIbgjiET4mLr+YZIVvqGjVw7xFIBWb/RPA393Q1PtrJPjga4FgWHdf3jVwLq3zt26GNY1DuusrKMyTMMhYux5CR3reuDqNvSs6w++JKw2+CiEmoWJmtIkZT1iXfcY1kEgfeuvftSQtkuaoJ12c1jPQQt8LjIrzd46qynjKovlwA78vymmrzmlm1rZ1d4rA1VolaTWONkH/jHOOJhiZZ3Wcij9l0B1mwYbvHFQxe4GDIr6utbjyno0bozDmgaPsEU9VFuqw3hYj8qQGLoKvS5DWedDEyjrAHhn4eQaadkiK+O7W1rSftxHuzvFpqYuUTRqpDngg4CG9aREeE6Cn4B99UBSyOlApH+QutYTk8h3GCF/5G6A08R/2L3AwzoPibQOx1VWwH/GGocmcRs8LNi6dtbpOamnfzCu6BbjGuhR1nuNrnv0rOtUda0767w2BYIe1vsSlfWIZAdgWAe+QoPIEXvXyR9/+vbXxdfufkv8691tCSFOxHOGqn7ojFrsAgVc37Z2V0fKJHiEy/lPwaiRYoIxJG5tSbTC72iNDSv8+8Bf6o2udc4J4N04UnRxWKLTBs8WbLwuBMXoskJRWjjKbKTAKoJeZZ0cPjScIA1e76Bo3VmHsh4sow13IbkbiKitI+C7DfjOV47ZW+5FU/L4v1fskG9UtUCJ76ctmCDfP/PBzpxNgc9VZtXHdtbX7e4UA4NDcnBMSILHkBhYmBMFzNHbomnxX+ehEbVtwXat7zJ21s0keFjgNQfMQVnXkWlCKzprdnXIvXXzGkDRDRSy+NK9Eg3rTZ195nVAhoY+C3ZxQWw4LI+IohsWqo3veapui6KyHo3/JdDKgVNHi2f/+xjx/vY28eh728Wjy7fLKrfHlu+Qb/Ri1DcQ2w3FsB7skEjqSXf/oNjY1CX2HluR1LGOITEoy+mS9U3DEuHZBo/atmAYZ3ydTWUdSfBah3Wym3b1DWBQ1Li3TsM67a2b7gY8FgI/NCErPGWa0PMSZ2hAWddX3caKOpR1Tcp6V18k0+Dx3QYCe9GZP7Favl1x8hyxclubHNppeKdddWJmfYWYVleu+1ONDGTtpa/58q2tMmSOh/VtRsAcdtb1JC8zOwyFF0nwwQ7ryTvrGNaDhXZB+RCxob3PHBSrYcHWViuJyjC9Vnga1jc0xCtWsSqop7qNLNhcIVYeEft1WBhdnhgwZ/asR+SxEI3/JQjd4L7vpGr5dqUxuFMP+2IEy2kJmaNhfa0MmRsvf21bK9vgMazr7FpnZZ2HSOAv44yddbLBU5gT3xRgWA/+9WFMZZHY3NQtdrb3mKFaUHWDZVJNLGSOBkWz6x7uhsCpNbrWaY2QD7N4ZQ0EW93W2tUnOnpjrxPlEbFfh4XqpOo2KOsAaBrcQfDMNELmyO5I0DoCd3tPrMGQqKMmiWE7NtYRgoFS94m+wSG5FwdlXW99Gw3rpCZyoyEGRU21ks3dot0MmMM10JUIv6ExNqwjCV7jznp3v+gyA+aiMSSGKfTSGvwaNWUdx3MARJjZRsgcBQCyBZi6vYsLRpon+sBfphg1SVssXeuk7O400uChrAdDUcFIUWd8z+9o7cGwHoK9dar05GtTYqSTg2APERMC5rCKEDhjjET49Q2xNSlcA33VbRRqxspuVIbEsK0itPcOiP7Bocgp6xjWAYgwXN/20e4OMTi0J76vXl0iXQ/Af2gnnZrBrK4GSv4lhZfAsK5hb70dw3oYhnWulYSqrk9ZJ4cPPxag6gYPH5pvhLKuDcpq4Nshbsspgw0+UKotr8P0fBS1NHjlw/p1110nDj74YFFZWSnq6+vFWWedJVavXp3wMT09PeLiiy8WdXV1oqKiQpx99tli585YdRezadMmcfrpp4uysjL591xxxRViYCCxm/v5558XBx54oCguLhYzZ84Ud9xxh+r/DgB5n0ROKjoNipubusQ2Mwke++pBUSi71g0VyzgsYQs8qSqkKoJg4DC/nRZlHdVtwTO2InYd1u02hnWoiYEzprxYPveQ2ad/MOb4Qdd98NRVxA6ueDjBNdATxsvDIgVfEgj5C5ZRI0eY3/uUCB+1nnXld4EvvPCCHMRff/118dRTT4n+/n5x0kknic7OeJLlt771LfGvf/1LPPDAA/Ljt23bJv7zP//T/P3BwUE5qPf19YlXX31V3HnnnXIQv/rqq82PWb9+vfyY4447TrzzzjvisssuE1/+8pfFE088ofq/BEBePwFyCjztrfOp8QTsq2uynBrDuhHyB1VdT8jczrZeKOshUNapUpKAsq5nQJlsaQQh9095RFSsMMGrOQyUdb0hc0xU7NdhYrTxWKBMmagp68r/l48//njCz2nIJmX8rbfeEkcffbRobW0Vf/zjH8W9994rjj/+ePkxf/7zn8W8efPkgH/YYYeJJ598Urz//vvi6aefFuPGjRP777+/uPbaa8V3vvMdcc0114iioiJx2223ienTp4sbb7xR/h30519++WXxi1/8Qpx88smq/1sA5C2zx1WI97e3iTW72s2OdSTBBwvdFL9hqW9DuJz+rnXuc0Wolr5hnVZzCFwDfYeI64wUchoSaYAHwVe3WUF9nh6qaWe6MV6vCmVdz976xsYu2dSCnXXF0HBO1NbWyvc0tJPafuKJJ5ofM3fuXDF16lTx2muvyZ/T+wULFshBnaEBvK2tTaxcudL8GOvfwR/Df0cqent75d9hfQMg6swaFwuZo6717YayPhEd61rr26Cs6+9abzX6vTlcCAQ/rDOw/up9XiIwJOq1wTM4uAqJsh4R+3UYr0FzVx/S4FUyNDQk7elHHnmk2HfffeWv7dixQyrjNTU1CR9Lgzn9Hn+MdVDn3+ffy/QxNIB3dydWIFn36aurq823KVOmKPzfApCbzKxnG3y72bEOG3zw2QHW+jYe1qGsB8t4VtZbe0Qb2+Cxs65/WMeAooVJlkNbrCKExQYfjeEkbFizSwpHjRDFBRjWdda3dUJZVwftrq9YsULcd999IgxcddVVUunnt82bN+v+lADQzixjWKfk5a2GDRs2eF3KeqINHsp6sNQbO+ubmrrMNH7srOsfUHAN9B4iEgj50wNVFpZbBhLsrOtX1pEEr7e+rZmUdd5Zh7LujUsuuUQ88sgj4rnnnhOTJ082f338+PEyOK6lpSXh4ykNnn6PPyY5HZ5/nu1jqqqqRGlp6kGDUuPp961vAESdqbVlomjUSNHTPyTaemKnlVDW9QXMUcc6K+ucTg6CVdY7jKTZgpEjEm6UQXADitX6DlVX7/PS/2/vTqCjKs8/jr8hgQBhlyAgyCb6Z7EssghSEasiLrSeWBFZCsRaqGgtFGpdqljcQFzaAp6KAkfKpgUEatEC5SCoRQqCUlRAVEBlEWkChDX3f36v3OkESqWQmffN3O/nnJjJzCTemYc79z73fZ/nFWLgx1R4SkIc1qwfQ72629kN2/MOxvqZMLJ+mnSiqUR99uzZZvHixbYJXLyLLrrIlC5d2ixatCh2n5Z201JtHTp0sD/r+3vvvWd27NgRe446yyu5btq0aew58X8jfE74NwCcmoz0UqZhdlaRAxEnZsmlpdu0jutBu9b6IRrMOVK1fBk7xTF+RDctXGAXzqbCM6rrQ806xwTXa60Lx2YfRtajkSD6GoNte/ZHbpZDqURMfZ8yZYrt9q611lVbrq+wjly14rm5uWbIkCF21F0N5/r372+TbHWCFy31pqS8T58+Zs2aNXY5tvvuu8/+bY2Oy8CBA83HH39shg8fbj744AMzbtw4M3PmTLssHIDTazIntRlVTzqtZxyO6m7Ynm/yj81wYBp8cqnbdY2K/37PmX7tSbJOguKE9gXNLhEumLhTPa4jPHFwX7MelanXvi7dtm3PN/lk2dKl7PLDUVDsyfr48eNtPfhll11matWqFfuaMWNG7DlaXu26664zOTk5djk3TWmfNWtW7PH09HQ7hV7flcT37t3b9O3b1zz00EOx52jE/s9//rMdTW/RooVdwm3ChAks2wacQd16OMoLd6NYKz/9OjbDgdEsd2utC43N3MmOu2hCHNzQiXC4MggXTPwYWeeY4EOyzsi6y5r1L4+VCWZFZFRdMhIxDf7blC1b1owdO9Z+nUy9evXMq6+++l//ji4IrF69+rS2E8B/TtYZWXfXefkd83UsWY9PGpE88X0C4k/QkFzZ1Ol687mkhotcMPGjZp1u8G5UjlvCMytCSaKP0+APHz1Wrx6hiyYJX2cdQMmaBs/IutvOy6uPJevEwQ2mwftYs04cXLnmwpp2ZLd9g2quNyWy4ldHYIaDG0yD96OnTLysCF00ic4rBXBS9c4qbxtr6YolTc3cToPPP9aJnHp19yPrJOvuULPuhz4d6pveF9ej0aJDZx2rWVdZAs3N3DeYYxq8G5WPm+kWpX2BkXUApnR6KfN/Nb9ZyrBh9r+nxMPNmsZSszLT4F2ILz+IP0FDctEN3h8k6m6dlZUZ62NCLNyIv3CbFaERXZ9UKptRpKFclGY4ROeVAvivnurRwqz7PM+0PreK600xUV/TWGoyDd6J+BkNTL92X7OemVHKZGZEZwQFOF6jGhWMcpT4JVaR/CVuK2Zm2JlvUUoSfZKWlmYvmuzedyhyI+v8iwNgnVejov2CG8c39guXcoO7ZJ1p8O6cf3YFc9kF2UWaXwJRbfK34K5LTfW4RnNwMw1byXqUkkQfewfsPpasZ0VohkN0XikAeEyjh5qCvT3voP2Z3gFuxF8kCZeKgZuRrEn927neDMAL58c1gYW7RHHr1wW2HAEum8zts7fpBg8AcFq3ToM5NzTFUdMdhZF1AIDUPXZ8jm9CCoeN/spE56IJyToAeDTdUdSZP365HiTX5U1qmBoVM80FNRnNAgAY82D3ZubZ3q3Ndxtnu96UyKoSN9utfISS9ei8UgAoIcu3aa3vUnFdT5Fcz9zcyhwtDIp0ngUARJdmu13dvJbrzYi0KkXWu2caPADA0TR4ptm5R6IOAIA/qsYl61EaWSdZBwBPXNn0bPPdxtXNgEsauN4UAAAAb1SOmwYfpZH16FyWAADPZVfMNC/mtne9GQAAAF6pysg6AAAAAAA+Lt32jawIrXdPsg4AAAAA8FbluKXbykdovXuSdQAAAACAt6rGLWnLyDoAAAAAAB6oEtGR9ei8UgAAAABAiVO+TLo5/+wKJq/giMmukGmigmQdAAAAAOCttLQ0M++OTuZoYWDKZERncjjJOgAAAADAa5kZ0alVD0XnsgQAAAAAACUEyToAAAAAAJ4hWQcAAAAAwDMk6wAAAAAAeIZkHQAAAAAAz5CsAwAAAADgGZJ1AAAAAAA8Q7IOAAAAAIBnSNYBAAAAAPAMyToAAAAAAJ4hWQcAAAAAwDMk6wAAAAAAeIZkHQAAAAAAz5CsAwAAAADgGZJ1AAAAAAA8Q7IOAAAAAIBnSNYBAAAAAPAMyToAAAAAAJ4hWQcAAAAAwDMk6wAAAAAAeIZkHQAAAAAAz2SYCAuCwH7Py8tzvSkAAAAAgAjIO5Z/hvnoyUQ6Wc/Pz7ff69at63pTAAAAAAARy0crV6580sfTgm9L51NYYWGh+fzzz03FihVNWlqa8fnKiy4obNmyxVSqVMn15kQWcXCPGPiBOLhHDPxAHNwjBn4gDu4Rg5IVB6XgStRr165tSpU6eWV6pEfW9cbUqVPHlBQKODufe8TBPWLgB+LgHjHwA3Fwjxj4gTi4RwxKThz+24h6iAZzAAAAAAB4hmQdAAAAAADPkKyXAJmZmeaBBx6w3+EOcXCPGPiBOLhHDPxAHNwjBn4gDu4Rg9SMQ6QbzAEAAAAA4CNG1gEAAAAA8AzJOgAAAAAAniFZBwAAAADAMyTrAAAAAAB4hmQdAAAAAADPkKw7duDAAdebAGPMjh07TF5enuvNiLStW7eaL774wt5mkQp3Nm7caObPn29vEwc3jhw5ErtNDPxAHAAALo4LJOuOgquvO+64w1x77bVm9+7drjcpsg4dOmRuueUW07lzZ7Np0ybXmxNJhw8fNrfddptp3769mTx5sr0vLS3N9WZFcl/4yU9+Ys4//3z72STEIfkxuPvuu81Pf/pTu0ZrQUEBMXAUhyeeeMJMmDDBLF++3N5HHNzEYfz48WbmzJnm448/dr05kb1wuGrVKnv76NGjrjcn0udJ2g/+9re/me3bt7venMjG4Pe//7154YUXzJtvvpnU4wLJugMK7p49e8zLL79sdzztgEi+3/72t6ZKlSrm008/NdOmTTOtWrVyvUmRs2XLFnPJJZeY999/37z00kv2wkl4MQvJ8+STT5rKlSub9evXm5/97Gd2v9iwYYPrzYqUOXPmmHr16pkVK1aYcuXKmdGjR5sf//jHprCwkP0hiXQ8Puecc8zcuXPNlClTzE033WTuv/9+mzgieWbNmmVq1KhhJk6caIYMGWKuueYaexvJ88c//tHUrFnTfP/73ze7du0y6enp9vMIyaULVmeffbZ55plnTE5Ojj1PWrhwoX2MY0PyYpCdnW2PD4pDjx497P6RtBgEcOKNN94IevXqFYwYMSKoVq1a8Nlnn7nepEi55ZZbgrS0tGD8+PGx+/bu3et0m6JowoQJwRVXXBH7ecuWLcGhQ4ecblOU7Nq1K2jSpElQo0aN4OWXX7b3LVy4MMjKygq2bdvmevMi48CBA0G3bt2Ce+65J3bfnDlzgnLlygUFBQVOty1K/vWvf9nPo8cff9z+vG/fvuCVV16xx4qnn3462L9/v+tNjITCwsKga9euwbBhw+zP69atCx544IGgdOnSwZIlS1xvXiTo3Kht27b2XOniiy+OxUKxQfKOCyNHjgyaN28eTJs2zZ4bLV68OOjRo0dw4403EoskOHz4cDBkyBB7njR9+nR738aNG4PevXsH3bt3T1oMGFlPgnDqUPyIYenSpW1t6M9//nNTsWJF8+ijjzreytQXP4XriiuuMA0bNjQXXnihHd0dNGiQHcW68847zauvvmqfwxXkxMUg/L5y5UrTokUL8/XXX9sRrCuvvNK0a9fOTov/8ssvHW9t6grff42UPPXUU7ZXgK7YywUXXGA/n5YtW2Z/5sp94j+P3nvvPbNkyRLzve99L3af/v1rP2DqaWLFv7+a8q5/97169bI/az9QiZRGtVSi88Ybbzjc0tS2d+9es3//fnt77dq1dppp+JnUtGlT8+CDD9rj9vDhw822bdscb23qxkBf0qhRI1umqXPTq6++2sybN8+sXr3azgzlMyk5+4J6WqlMVseBm2++2X4edenSxTRo0MDk5+fbadlIXAz27dtnMjIy7DHg4YcftqPp4b6hfUAzTsJp8Ik+TyJZT7D77rvP3Hvvvfa2ghoGVklK48aNbaI+cuRI8/zzz9v7nn32WWqnExwH6d+/v6lfv749KVNyuHPnTlO7dm3zj3/8w+6AS5cuNaVKsXskKgZKEmXdunX2+9NPP22/qx5o4MCB9sRANbvhSRkJY/HG4Z577rG3Nd29a9eu9t96eHFK0321b4TvPbW6if88atOmjTnrrLPM7373O/OXv/zFDBs2zNatq0xKPQQ0BU+fUcK+kLg41KpVy5aDhPXROjn+7LPPTJMmTezFk0WLFpmDBw863OLUpH/vHTp0sFOtpW7duvZz5/PPP7c/hyUIOj/SMXrBggVOtzeVY/DVV1/Zn3Xh/Ne//rU599xzbdKu748//niR4zcSE4eLL77YDmAoP+jTp0+sh0x4jFZpgpL5MmXKON7aaOwL3bp1MzfccEPscQ3qvfLKK7Z2XX1+Pvroo4SfJ5GNJIgCqR3q9ddft0lg2EQufrS2atWq9nvv3r3tybGSxrAGAomLQ3hVWFfKqlWrZhPFGTNm2IZCOjn+4Q9/aAYPHux60yMRA30A6v2fPn26HTHRyKI+/HQ1X6NcupIvJIzFGwfV5OpkIF54cUozTvQ5tXnzZvszoyiJ3RfC5Fv10XpMI4iqX//rX/9q+zjcfvvtdvaDknhhXyj+OIQnZToma/RWs3wUD/VyaNu2rf25b9++trdJZmam681PGUq+dXFEn/+6cBteJNGIoS4iKgaipESNzpQw5ubm2otaSEwMPvnkE3u/jgHhZ40uJnbv3t28++67tpdA+DgSE4d//vOfNgHUMblly5ax9zs8RutYoHzh+JVDULz7QngOpNF10UwHDfRpYFX9M3r27Gn3l+uvvz7xcUjKZPuIUe3z9ddfHzz00EMnfc7gwYODZ599Nvjoo4+CZs2aBVWrVg1KlSoVTJkyJanbGvU4LF++3NYpxnv77beDsmXLBqtWrUrCVkY7BnqPW7ZsGdSvX/+EGulzzjmnSE8BJHZfkKNHj9rvd9xxh61TRHJjoJrEq666Kpg8eXKR+3WMiK9nR+LioP4xPXv2DNq3bx80btw4mDhxor1/zZo1Qc2aNYNPPvkkyVucmj17GjRoENSqVcvW4m7atClo3bp18Ic//CH2nDFjxgRt2rSxj4e1o7Jo0SLbY+PDDz90tv1RiYGENbmq09V+0blz59hxgv4yyYtDGIs9e/bYz6X58+ef8HgYFxR/DML9QJ//4WdReLzIzMy0vQQS6ZvLBShWqj18++237eiIRq80dUhX7HVVWFfoNYVIV8g0lUKjKrfeeqv5zW9+Y6fjaeqv6oM0JRKJj0PHjh1jzw+vXL7zzjv2/dcUJCQmBnXq1LElCOoZoM6mv/rVr+xIumY1iKb8atYDMUj8vqBaOI2g6LMovHKvkSzd1nPDGUBIXAxUC6f3W//u9fnz3HPPxWY1qHZO3eGzsrJcv4SUjoOmXmukRN9ffPFFO9qubuQhzb7S8zg2nzl12ld39zFjxsRmKuj9Dqe9h7OuFCeNdmlKdvi+a5WKChUq2BEwJC4G+uzROVI4uq463R/84AfmkUcesbPhtIqLZsBpecPq1as7fS1RiIMoFuovo/suuuiiWH8HzUAZNWoUpZtJiIGO14pDfL6g44KO0YlEZItROJ1RayDqg0xTqrVDaeqQmqWo9uSuu+6yJ19aJqxfv37mrbfeMuPGjbMHItXP6R+Hdj4kNg5q7KcPvXja8bZu3WoWL15sbrzxRnPeeec5egWpH4Mf/ehHtg5LJ8taKuy6664zQ4cOtVOA9Rwl75p6dPnll7t+KSm/L+j91+eODkBhbajed9WGInnHBfUIUHKoZFF9G3Qc0OeR9gs1ulEvDSQuDprmrn1BcdCJWXyirqmOKsnRMVuJIs7MY489ZvuT6MQ4nD562WWXxZpaippoacqpzpd0EUWJu/oHqDxENb0kiImNQXxderjvXHXVVbYh7C9+8QvTqVMne4zWRXUkJw7hFHj10NBAhkpCWrdubXbs2MGSt0mKQXjxSvmCcggtwa2adpWKJBLJ+hlQPaE6iGvNPXXzDYNYvnx5eyKg2h6diKlZlmrk1ETu73//u/2ug76S9PDqmGi0UcFXt0ckNg66GqbRE9Ga9xo10Umx6oMKCgrML3/5S8evKhoxUN2PRnH1+xpJmT9/vh3p1UoJuk8Nn5D4OMTXhopOwpSUKJFB4mOgtdVVJ6f3XScNqonTLBOdEKuOV1f+mzVr5vqlRWJfiO8bM3v2bHtc0MV1nQgrecSZxUHiG1qG9aBly5a1I1h5eXmxx1S3riZOOi/Se68TYl1s0ck1Tc4SG4N42nd0n3oF6LxJDec++OADm6gwmpu8OCiR1GpFOl6o14b+xvvvv28mTZpUpIE1EhcDzX7Teaqa9GpmqEbgNTM6/L2ESegk+xRem1hrHKp+beDAgUGnTp1sfW1Y26baBq2LqLVZw/vC+3NycoJbb701OHLkiMNXkBqKIw7y5ZdfBk888YStxZo7d66z1xPVGBw8eLBIPalq45D8OKjeLax527p1a7BixQpnryeKMcjNzY0dF1QHp/efGLjZF8KaxLfeesuuM81xofjiMGnSpCLvefiZo/srVaoU2wf0WFgnqr4yGzZsCFauXOno1UQzBsf38mnXrl0wa9aspL6GVFBccdD50aWXXho0atQomDdvXtJfR0m2q5hioHr2ESNGBF26dEnqcYFk/TS89NJL9kNLJ7QhHeQbNmwYzJ492/48btw4ezIwduzYIs0I+vXrF3To0MHJdqeaM41DfAOt/Pz8JG99amBf8ANxcI8Y+IE4+B0HJRphHOIbYi1cuDCoW7eubSB3vDBph7sYwI84cMHKTQziP4O++uqrINmYv3Iapk6daqesa/kj1VOJlrVQm39NE9K0CC0/paYo+lk10KJ1WlUbOmDAAMevIDWcaRxU7xOiDvH0sC/4gTi4Rwz8QBz8joPKOvS+a011TT8Nl4ZU7bN6ZvynpSKZ3us+BvAjDvGls0heDOI/g1z0aSBZ/xZLly41r732WpE19Bo3bmzX4ItP8tavX2+bMqneWbVwCrpq39SkRt2u1WlQ9dBaP1T1PvjfEAf3iIEfiIN7xMAPxKFkxkHrFasfgIS15+oLoLpRrQqC/x0x8ANxcG9pKsYg6WP5JcTOnTuDvn372qlyLVq0CDZv3lykZiE7O9vWjowaNcpOm9MafZouoefef//9sTqH7du3B6+//nowevTo2FQLnDri4B4x8ANxcI8Y+IE4pEYc4qeX6m8NGjQo4esVpxpi4Afi4N7OFI4Byfp/oBo21bR17do1mDFjRlC+fPng0UcfDQ4cOBB7zrJly2wjmtatWweDBw+2gZU+ffrYOgicOeLgHjHwA3Fwjxj4gTj4gTi4Rwz8QBzcO5ziMSBZPwl1vgw7/anzn67IrF69+oTnxXey1lV6dZkdOXLkCc0KcHqIg3vEwA/EwT1i4Afi4Afi4B4x8ANxcO/tFI4ByfpJHN99tHbt2sFtt90W5OXlnfB4QUFBcOjQIXtVp1WrVsHatWuTvr2piji4Rwz8QBzcIwZ+IA5+IA7uEQM/EAf3ClM4BiTr3yK8AjNz5swgIyPD1rfF0zIACnabNm2CatWqBVOnTnW0pamNOLhHDPxAHNwjBn4gDn4gDu4RAz8QB/cOpmAM0vQf103uSoqOHTuarKysWBfZnTt3muzsbDNt2jS75MvQoUNdb2IkEAf3iIEfiIN7xMAPxMEPxME9YuAH4uBexxSJAcn6KVD7/4yMDNv2v0WLFubJJ580mzZtMsuWLTOTJ082zZs3d72JkUAc3CMGfiAO7hEDPxAHPxAH94iBH4iDe0dSLQauh/ZLmrZt29plAerVqxcsWLDA9eZEFnFwjxj4gTi4Rwz8QBz8QBzcIwZ+IA7utU2BGJCsn6KNGzfajoFaDmDChAmuNyeyiIN7xMAPxME9YuAH4uAH4uAeMfADcXBvYwrFoJTrkf2SIj093eTk5Jhdu3aZ3Nxc15sTWcTBPWLgB+LgHjHwA3HwA3Fwjxj4gTi4l55CMaBmHQAAAAAAzzCyDgAAAACAZ0jWAQAAAADwDMk6AAAAAACeIVkHAAAAAMAzJOsAAAAAAHiGZB0AAAAAAM+QrAMAAAAA4BmSdQAAkDRpaWlmzpw5rjcDAADvkawDABAB/fr1s4nywIEDT3js9ttvt4/pOcXlwQcfNC1btiy2vwcAQNSQrAMAEBF169Y106dPNwUFBbH7Dhw4YKZOnWrOPfdcp9sGAACKIlkHACAiWrdubRP2WbNmxe7TbSXqrVq1it138OBBc+edd5oaNWqYsmXLmk6dOpl33nkn9viSJUvsSPyiRYtMmzZtTPny5U3Hjh3Nhx9+aB+fNGmSGTFihFmzZo19nr50X2jXrl3mhhtusL/XuHFjM3fu3KS9BwAAlBQk6wAARMiAAQPMxIkTYz+/8MILpn///kWeM3z4cPOnP/3JTJ482axatcqcd955pmvXrmb37t1FnnfvvfeaMWPGmJUrV5qMjAz7t6VHjx5m6NChplmzZuaLL76wX7ovpET+pptuMmvXrjXXXHON6dWr1wl/GwCAqCNZBwAgQnr37m2WLVtmPv30U/u1fPlye19o3759Zvz48Wb06NGmW7dupmnTpua5554z5cqVM88//3yRv/Xwww+bzp072+fcfffd5s0337TT6vXcChUq2AS+Zs2a9kv3hVQb37NnT3sR4JFHHjF79+41K1asSOr7AACA7zJcbwAAAEie7Oxsc+2119pp6UEQ2NvVq1ePPb5p0yZz+PBhc8kll8TuK126tGnXrp1Zv359kb/1ne98J3a7Vq1a9vuOHTu+tf49/veysrJMpUqV7O8BAIB/I1kHACBiNF198ODB9vbYsWNP++8oiQ+pLl0KCwv/p98Lf/dUfg8AgChhGjwAABFz9dVXm0OHDtkRdNWix2vUqJEpU6aMnR4f0vPUYE7T3U+V/sbRo0eLdbsBAIgSRtYBAIiY9PT02JR23Y6naemDBg0yw4YNM9WqVbNT2keNGmX2799vcnNzT/n/Ub9+fbN582bz7rvvmjp16piKFSuazMzMYn8tAACkKpJ1AAAiSHXiJ/PYY4/Zael9+vQx+fn5dnm21157zVStWvWU/35OTo5dFq5Lly5mz549tgO9GssBAIBTkxaouwwAAAAAAPAGNesAAAAAAHiGZB0AAAAAAM+QrAMAAAAA4BmSdQAAAAAAPEOyDgAAAACAZ0jWAQAAAADwDMk6AAAAAACeIVkHAAAAAMAzJOsAAAAAAHiGZB0AAAAAAM+QrAMAAAAA4BmSdQAAAAAAjF/+H8s+p0FUlVDsAAAAAElFTkSuQmCC", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1432,7 +1388,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -1441,15 +1397,21 @@ }, { "cell_type": "code", - "execution_count": 204, + "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\krish.naik\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:171: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n", - " % freq, ValueWarning)\n" + "c:\\Users\\10748765\\OneDrive - LTIMindtree\\Documents\\Work\\Coding\\venv\\Lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:473: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n", + " self._init_dates(dates, freq)\n", + "c:\\Users\\10748765\\OneDrive - LTIMindtree\\Documents\\Work\\Coding\\venv\\Lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:473: ValueWarning: A date index has been provided, but it is not monotonic and so will be ignored when e.g. forecasting.\n", + " self._init_dates(dates, freq)\n", + "c:\\Users\\10748765\\OneDrive - LTIMindtree\\Documents\\Work\\Coding\\venv\\Lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:473: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n", + " self._init_dates(dates, freq)\n", + "c:\\Users\\10748765\\OneDrive - LTIMindtree\\Documents\\Work\\Coding\\venv\\Lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:473: ValueWarning: A date index has been provided, but it is not monotonic and so will be ignored when e.g. forecasting.\n", + " self._init_dates(dates, freq)\n" ] } ], @@ -1460,29 +1422,27 @@ }, { "cell_type": "code", - "execution_count": 205, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 205, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1493,7 +1453,7 @@ }, { "cell_type": "code", - "execution_count": 206, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -1503,7 +1463,7 @@ }, { "cell_type": "code", - "execution_count": 207, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -1512,7 +1472,7 @@ }, { "cell_type": "code", - "execution_count": 208, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -1538,41 +1498,41 @@ " \n", " Sales\n", " Sales First Difference\n", - " forecast\n", " Seasonal First Difference\n", + " forecast\n", " \n", " \n", " \n", " \n", - " 1974-04-01\n", + " NaT\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " \n", " \n", - " 1974-05-01\n", + " NaT\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " \n", " \n", - " 1974-06-01\n", + " NaT\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " \n", " \n", - " 1974-07-01\n", + " NaT\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " \n", " \n", - " 1974-08-01\n", + " NaT\n", " NaN\n", " NaN\n", " NaN\n", @@ -1583,15 +1543,15 @@ "" ], "text/plain": [ - " Sales Sales First Difference forecast Seasonal First Difference\n", - "1974-04-01 NaN NaN NaN NaN\n", - "1974-05-01 NaN NaN NaN NaN\n", - "1974-06-01 NaN NaN NaN NaN\n", - "1974-07-01 NaN NaN NaN NaN\n", - "1974-08-01 NaN NaN NaN NaN" + " Sales Sales First Difference Seasonal First Difference forecast\n", + "NaT NaN NaN NaN NaN\n", + "NaT NaN NaN NaN NaN\n", + "NaT NaN NaN NaN NaN\n", + "NaT NaN NaN NaN NaN\n", + "NaT NaN NaN NaN NaN" ] }, - "execution_count": 208, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -1602,9 +1562,18 @@ }, { "cell_type": "code", - "execution_count": 209, + "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\10748765\\AppData\\Local\\Temp\\ipykernel_16512\\1723908026.py:1: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " future_df=pd.concat([df,future_datest_df])\n" + ] + } + ], "source": [ "future_df=pd.concat([df,future_datest_df])" ] @@ -1626,7 +1595,7 @@ }, { "data": { - "image/png": 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\n", 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", 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" ] @@ -1652,7 +1621,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "venv", "language": "python", "name": "python3" }, @@ -1666,7 +1635,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.1" + "version": "3.12.5" } }, "nbformat": 4,