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"56c17b10c28c4fa9a6db05aa60a71f5e", + "4b85c54d069e4a8d87520dbdad4c2c89", + "6537feb3ffd24d2ea90b27a7a0a1aeb0", + "4e2585503cca48f8a0428cc62d02e5f1", + "b6ea52fd1054458e9458865f8f40ff84", + "d70cc590fb28457b9ca7f74d8aa425f1", + "a9116211ec3d407d9278f744d41507e6", + "d706ec4068874b6eb52918afad80982e", + "9c7b2917eb984de88aa6dbdec1bfa9cb", + "c69abb9efb6b411fa4ee31b0c1910bae", + "1170d27bc06e48bc985700e1703887b3", + "6264397e6794478fa54e161f4434cc8b", + "e5acc8060d7c4d25b6c13bb486eb5c39", + "6ff11b9092db4dab98a68505955a612c", + "b9f3902a7a844da0ab7d9bf5c2869db7", + "86fa6d3c75e94c109ca0d44ddc7cb6e4", + "4d7f1a3f6c044343a096951ed2a58603", + "ef324ed1c14d4e9aac3312ed637f5789", + "d19fd3e721b84b37b2f4da2bf03008de", + "5d3d80342c864f419e64a323051e3509" ] }, "id": "tpREQMax-yy3", - "outputId": "5f82cc20-4559-4240-dbb5-2d81ce417c43" + "outputId": "fa3b4724-87ea-497c-fa6f-60f753b9088e" }, - "execution_count": null, + "execution_count": 29, "outputs": [ { "output_type": "stream", @@ -2650,7 +2650,7 @@ "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, - "model_id": "304fd7528255422cb7acda531e3500fa" + "model_id": "cf8262210b7c42bc8db80e1a102acf19" } }, "metadata": {} @@ -2664,7 +2664,7 @@ "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, - "model_id": "0ad669b0ca474fa899ba828fac57bcd1" + "model_id": "c69abb9efb6b411fa4ee31b0c1910bae" } }, "metadata": {} @@ -2687,47 +2687,47 @@ "│ i64 ┆ str ┆ --- ┆ --- ┆ ┆ str ┆ --- ┆ str ┆ --- │\n", "│ ┆ ┆ i64 ┆ str ┆ ┆ ┆ str ┆ ┆ object │\n", "╞═══════╪════════════╪════════════╪════════════╪═══╪═══════════╪═══════════╪═══════════╪═══════════╡\n", - "│ 0 ┆ informatio ┆ 10 ┆ Process ┆ … ┆ C:\\Window ┆ ┆ Process ┆ [ 8.14584 │\n", - "│ ┆ n ┆ ┆ accessed ┆ ┆ s\\system3 ┆ ┆ accessed: ┆ 829e-03 │\n", - "│ ┆ ┆ ┆ (rule: ┆ ┆ 2\\svchost ┆ ┆ RuleName: ┆ -4.635616 │\n", - "│ ┆ ┆ ┆ ProcessA… ┆ ┆ .exe ┆ ┆ - ┆ 39e-02… │\n", + "│ 0 ┆ informatio ┆ 10 ┆ Process ┆ … ┆ C:\\Window ┆ ┆ Process ┆ [ 1.66481 │\n", + "│ ┆ n ┆ ┆ accessed ┆ ┆ s\\system3 ┆ ┆ accessed: ┆ 603e-02 │\n", + "│ ┆ ┆ ┆ (rule: ┆ ┆ 2\\svchost ┆ ┆ RuleName: ┆ 5.9788990 │\n", + "│ ┆ ┆ ┆ ProcessA… ┆ ┆ .exe ┆ ┆ - ┆ 8e-03… │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ So… ┆ │\n", - "│ 1 ┆ informatio ┆ 10 ┆ Process ┆ … ┆ C:\\Window ┆ ┆ Process ┆ [ 1.45857 │\n", - "│ ┆ n ┆ ┆ accessed ┆ ┆ s\\system3 ┆ ┆ accessed: ┆ 185e-02 │\n", - "│ ┆ ┆ ┆ (rule: ┆ ┆ 2\\svchost ┆ ┆ RuleName: ┆ -5.546064 │\n", - "│ ┆ ┆ ┆ ProcessA… ┆ ┆ .exe ┆ ┆ - ┆ 67e-02… │\n", + "│ 1 ┆ informatio ┆ 10 ┆ Process ┆ … ┆ C:\\Window ┆ ┆ Process ┆ [ 2.54064 │\n", + "│ ┆ n ┆ ┆ accessed ┆ ┆ s\\system3 ┆ ┆ accessed: ┆ 687e-02 │\n", + "│ ┆ ┆ ┆ (rule: ┆ ┆ 2\\svchost ┆ ┆ RuleName: ┆ 9.9657382 │\n", + "│ ┆ ┆ ┆ ProcessA… ┆ ┆ .exe ┆ ┆ - ┆ 8e-03… │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ So… ┆ │\n", - "│ 2 ┆ informatio ┆ 1 ┆ Process ┆ … ┆ C:\\Window ┆ ┆ Process ┆ [-2.73109 │\n", - "│ ┆ n ┆ ┆ Create ┆ ┆ s\\servici ┆ ┆ Create: ┆ 730e-02 │\n", - "│ ┆ ┆ ┆ (rule: Pro ┆ ┆ ng\\Truste ┆ ┆ RuleName: ┆ 6.1852186 │\n", - "│ ┆ ┆ ┆ cessCre… ┆ ┆ dInst… ┆ ┆ - ┆ 9e-02… │\n", + "│ 2 ┆ informatio ┆ 1 ┆ Process ┆ … ┆ C:\\Window ┆ ┆ Process ┆ [-2.47876 │\n", + "│ ┆ n ┆ ┆ Create ┆ ┆ s\\servici ┆ ┆ Create: ┆ 402e-02 │\n", + "│ ┆ ┆ ┆ (rule: Pro ┆ ┆ ng\\Truste ┆ ┆ RuleName: ┆ 7.5210638 │\n", + "│ ┆ ┆ ┆ cessCre… ┆ ┆ dInst… ┆ ┆ - ┆ 3e-02… │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ Proc… ┆ │\n", - "│ 3 ┆ informatio ┆ 13 ┆ Registry ┆ … ┆ C:\\Window ┆ ┆ Registry ┆ [-2.18554 │\n", - "│ ┆ n ┆ ┆ value set ┆ ┆ s\\servici ┆ ┆ value ┆ 884e-02 │\n", - "│ ┆ ┆ ┆ (rule: ┆ ┆ ng\\Truste ┆ ┆ set: ┆ 6.9496206 │\n", - "│ ┆ ┆ ┆ Regist… ┆ ┆ dInst… ┆ ┆ RuleName: ┆ 9e-02… │\n", + "│ 3 ┆ informatio ┆ 13 ┆ Registry ┆ … ┆ C:\\Window ┆ ┆ Registry ┆ [-2.11402 │\n", + "│ ┆ n ┆ ┆ value set ┆ ┆ s\\servici ┆ ┆ value ┆ 588e-02 │\n", + "│ ┆ ┆ ┆ (rule: ┆ ┆ ng\\Truste ┆ ┆ set: ┆ 7.1680687 │\n", + "│ ┆ ┆ ┆ Regist… ┆ ┆ dInst… ┆ ┆ RuleName: ┆ 4e-02… │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ Ta… ┆ │\n", "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", - "│ 1023 ┆ informatio ┆ 10 ┆ Process ┆ … ┆ C:\\Progra ┆ ┆ Process ┆ [ 5.60084 │\n", - "│ ┆ n ┆ ┆ accessed ┆ ┆ m Files ┆ ┆ accessed: ┆ 544e-02 │\n", - "│ ┆ ┆ ┆ (rule: ┆ ┆ (x86)\\Mic ┆ ┆ RuleName: ┆ -1.052715 │\n", - "│ ┆ ┆ ┆ ProcessA… ┆ ┆ rosoft… ┆ ┆ - ┆ 93e-01… │\n", + "│ 1023 ┆ informatio ┆ 10 ┆ Process ┆ … ┆ C:\\Progra ┆ ┆ Process ┆ [ 4.76494 │\n", + "│ ┆ n ┆ ┆ accessed ┆ ┆ m Files ┆ ┆ accessed: ┆ 990e-03 │\n", + "│ ┆ ┆ ┆ (rule: ┆ ┆ (x86)\\Mic ┆ ┆ RuleName: ┆ -3.913062 │\n", + "│ ┆ ┆ ┆ ProcessA… ┆ ┆ rosoft… ┆ ┆ - ┆ 44e-02… │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ So… ┆ │\n", - "│ 1024 ┆ informatio ┆ 1 ┆ Process ┆ … ┆ C:\\Window ┆ ┆ Process ┆ [-2.43805 │\n", - "│ ┆ n ┆ ┆ Create ┆ ┆ s\\System3 ┆ ┆ Create: ┆ 666e-02 │\n", - "│ ┆ ┆ ┆ (rule: Pro ┆ ┆ 2\\taskhos ┆ ┆ RuleName: ┆ 5.6348703 │\n", + "│ 1024 ┆ informatio ┆ 1 ┆ Process ┆ … ┆ C:\\Window ┆ ┆ Process ┆ [-2.70790 │\n", + "│ ┆ n ┆ ┆ Create ┆ ┆ s\\System3 ┆ ┆ Create: ┆ 458e-02 │\n", + "│ ┆ ┆ ┆ (rule: Pro ┆ ┆ 2\\taskhos ┆ ┆ RuleName: ┆ 7.4740640 │\n", "│ ┆ ┆ ┆ cessCre… ┆ ┆ tw.ex… ┆ ┆ - ┆ 8e-02… │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ Proc… ┆ │\n", - "│ 1025 ┆ informatio ┆ 22 ┆ Dns query ┆ … ┆ ┆ ┆ Dns ┆ [-1.98449 │\n", - "│ ┆ n ┆ ┆ (rule: ┆ ┆ ┆ ┆ query: ┆ 418e-02 │\n", - "│ ┆ ┆ ┆ DnsQuery) ┆ ┆ ┆ ┆ RuleName: ┆ 7.1333341 │\n", - "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ - ┆ 3e-02… │\n", + "│ 1025 ┆ informatio ┆ 22 ┆ Dns query ┆ … ┆ ┆ ┆ Dns ┆ [-2.38244 │\n", + "│ ┆ n ┆ ┆ (rule: ┆ ┆ ┆ ┆ query: ┆ 906e-02 │\n", + "│ ┆ ┆ ┆ DnsQuery) ┆ ┆ ┆ ┆ RuleName: ┆ 7.2345621 │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ - ┆ 9e-02… │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ProcessId ┆ │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ … ┆ │\n", - "│ 1026 ┆ informatio ┆ 1 ┆ Process ┆ … ┆ C:\\Progra ┆ ┆ Process ┆ [-2.31898 │\n", - "│ ┆ n ┆ ┆ Create ┆ ┆ m Files\\R ┆ ┆ Create: ┆ 110e-02 │\n", - "│ ┆ ┆ ┆ (rule: Pro ┆ ┆ UXIM\\PLUG ┆ ┆ RuleName: ┆ 6.9678619 │\n", - "│ ┆ ┆ ┆ cessCre… ┆ ┆ Sched… ┆ ┆ - ┆ 5e-02… │\n", + "│ 1026 ┆ informatio ┆ 1 ┆ Process ┆ … ┆ C:\\Progra ┆ ┆ Process ┆ [-1.94575 │\n", + "│ ┆ n ┆ ┆ Create ┆ ┆ m Files\\R ┆ ┆ Create: ┆ 228e-02 │\n", + "│ ┆ ┆ ┆ (rule: Pro ┆ ┆ UXIM\\PLUG ┆ ┆ RuleName: ┆ 8.0403946 │\n", + "│ ┆ ┆ ┆ cessCre… ┆ ┆ Sched… ┆ ┆ - ┆ 3e-02… │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ Proc… ┆ │\n", "└───────┴────────────┴────────────┴────────────┴───┴───────────┴───────────┴───────────┴───────────┘\n" ] @@ -2821,7 +2821,7 @@ "metadata": { "id": "LCnkFlrTB2qr" }, - "execution_count": null, + "execution_count": 31, "outputs": [] }, { @@ -2980,6 +2980,7 @@ "explained_variance_ratio = pca.explained_variance_ratio_\n", "total_explained_variance = np.sum(explained_variance_ratio)\n", "\n", + "print(\"For Standard Scaler\")\n", "print(f\"Number of features before PCA: {num_features_before}\")\n", "print(f\"Number of features after PCA: {num_features_after}\")\n", "print(f\"Explained variance ratio of each component: {explained_variance_ratio}\")\n", @@ -2990,20 +2991,133 @@ "base_uri": "https://localhost:8080/" }, "id": "pf6Ff46rJenw", - "outputId": "f6923d38-03ca-4af7-81b8-004116459042" + "outputId": "652570a0-2de1-40c2-aaf5-a106d87ff2c2" }, - "execution_count": null, + "execution_count": 23, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Number of features before PCA: 30000\n", - "Number of features after PCA: 14\n", - "Explained variance ratio of each component: [0.78091 0.07875506 0.01703416 0.01329861 0.01111274 0.00880664\n", - " 0.00747441 0.0069161 0.00613371 0.00590533 0.00454865 0.00417529\n", - " 0.00390245 0.00353552]\n", - "Total explained variance: 0.9525086879730225\n" + "Number of features after PCA: 16\n", + "Explained variance ratio of each component: [0.7322417 0.10258386 0.01919063 0.01368955 0.01286633 0.01047001\n", + " 0.00869492 0.00842645 0.00745646 0.00658019 0.00584541 0.00514998\n", + " 0.00491944 0.00477372 0.00384961 0.00355314]\n", + "Total explained variance: 0.9502913951873779\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import numpy as np\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.preprocessing import RobustScaler\n", + "\n", + "# Assuming `X` is the matrix of extracted features from your deep learning model\n", + "# Replace this with your actual feature matrix\n", + "X = linformer_vectors\n", + "\n", + "# Scale the features before applying PCA\n", + "scaler = RobustScaler()\n", + "X_scaled = scaler.fit_transform(X)\n", + "\n", + "# Apply PCA to retain 95% of the variance\n", + "pca = PCA(n_components=0.95)\n", + "X_pca = pca.fit_transform(X_scaled)\n", + "\n", + "# Output the results\n", + "num_features_before = X.shape[1]\n", + "num_features_after = X_pca.shape[1]\n", + "explained_variance_ratio = pca.explained_variance_ratio_\n", + "total_explained_variance = np.sum(explained_variance_ratio)\n", + "\n", + "print(\"For Robust Scaler:\")\n", + "print(f\"Number of features before PCA: {num_features_before}\")\n", + "print(f\"Number of features after PCA: {num_features_after}\")\n", + "print(f\"Explained variance ratio of each component: {explained_variance_ratio}\")\n", + "print(f\"Total explained variance: {total_explained_variance}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "eK8wgP0IRPnr", + "outputId": "8758e5dd-9616-4faf-9fd5-9e87c9625784" + }, + "execution_count": 24, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "For Robust Scaler:\n", + "Number of features before PCA: 30000\n", + "Number of features after PCA: 12\n", + "Explained variance ratio of each component: [0.780261 0.10317536 0.0133233 0.00962587 0.00900306 0.00735111\n", + " 0.00611507 0.00592202 0.00531727 0.00460212 0.00413254 0.00365149]\n", + "Total explained variance: 0.952480137348175\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.preprocessing import QuantileTransformer\n", + "from sklearn.decomposition import PCA\n", + "import numpy as np\n", + "\n", + "# Assuming X is your feature matrix\n", + "X = linformer_vectors\n", + "\n", + "# Initialize and fit QuantileTransformer\n", + "qt = QuantileTransformer(n_quantiles=1000, output_distribution='normal')\n", + "X_scaled = qt.fit_transform(X)\n", + "\n", + "# Apply PCA\n", + "pca = PCA(n_components=0.95)\n", + "X_pca = pca.fit_transform(X_scaled)\n", + "\n", + "# Output results\n", + "num_features_before = X.shape[1]\n", + "num_features_after = X_pca.shape[1]\n", + "explained_variance_ratio = pca.explained_variance_ratio_\n", + "total_explained_variance = np.sum(explained_variance_ratio)\n", + "\n", + "print(\"For QuantileTransformer:\")\n", + "print(f\"Number of features before PCA: {num_features_before}\")\n", + "print(f\"Number of features after PCA: {num_features_after}\")\n", + "print(f\"Explained variance ratio of each component: {explained_variance_ratio}\")\n", + "print(f\"Total explained variance: {total_explained_variance}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GNpC0dqQR0c1", + "outputId": "ecfdbd8a-f243-4d20-b52f-f71e2d88f372" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "For QuantileTransformer:\n", + "Number of features before PCA: 30000\n", + "Number of features after PCA: 44\n", + "Explained variance ratio of each component: [0.5520516 0.06681303 0.03466679 0.02603397 0.02438432 0.01991471\n", + " 0.01807965 0.01676909 0.01452703 0.01407685 0.01204457 0.01079712\n", + " 0.01011274 0.00953582 0.00818911 0.00781149 0.00750947 0.00684127\n", + " 0.00666759 0.00635126 0.0060087 0.00576267 0.00530005 0.00508402\n", + " 0.0044879 0.00436854 0.00426688 0.0040915 0.00363791 0.00351764\n", + " 0.00315828 0.00294013 0.00270898 0.00254636 0.0024569 0.00226332\n", + " 0.0022466 0.00212357 0.00194851 0.00179851 0.0016702 0.00165001\n", + " 0.00159225 0.00152319]\n", + "Total explained variance: 0.9503300786018372\n" ] } ] @@ -3336,73 +3450,78 @@ "import seaborn as sns\n", "import numpy as np\n", "from sklearn.decomposition import PCA\n", - "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.preprocessing import StandardScaler, QuantileTransformer\n", "\n", - "# Assuming linformer_vectors and longformer_vectors are defined elsewhere\n", - "# First, process and plot for the Linformer model\n", - "x_lin = linformer_vectors\n", - "scaler_lin = StandardScaler()\n", - "X_scaled_lin = scaler_lin.fit_transform(x_lin)\n", - "pca_lin = PCA(n_components=0.95)\n", - "X_pca_lin = pca_lin.fit_transform(X_scaled_lin)\n", - "explained_variance_ratio_lin = pca_lin.explained_variance_ratio_\n", - "cumulative_variance_lin = np.cumsum(explained_variance_ratio_lin)\n", + "# Assuming X is your feature matrix\n", + "X = linformer_vectors\n", "\n", - "# Now, process and plot for the Longformer model\n", - "x_long = longformer_vectors\n", - "scaler_long = StandardScaler()\n", - "X_scaled_long = scaler_long.fit_transform(x_long)\n", - "pca_long = PCA(n_components=0.95)\n", - "X_pca_long = pca_long.fit_transform(X_scaled_long)\n", - "explained_variance_ratio_long = pca_long.explained_variance_ratio_\n", - "cumulative_variance_long = np.cumsum(explained_variance_ratio_long)\n", + "def process_and_pca(X, scaler):\n", + " X_scaled = scaler.fit_transform(X)\n", + " pca = PCA(n_components=0.95)\n", + " X_pca = pca.fit_transform(X_scaled)\n", + " explained_variance_ratio = pca.explained_variance_ratio_\n", + " cumulative_variance = np.cumsum(explained_variance_ratio)\n", + " return explained_variance_ratio, cumulative_variance\n", + "\n", + "# Process for StandardScaler\n", + "explained_variance_ratio_std, cumulative_variance_std = process_and_pca(X, StandardScaler())\n", + "\n", + "# Process for QuantileTransformer\n", + "explained_variance_ratio_qt, cumulative_variance_qt = process_and_pca(X, QuantileTransformer(n_quantiles=1000, output_distribution='normal'))\n", "\n", "# Create subplots\n", "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(20, 12))\n", "\n", - "# Scree plot Linformer\n", - "axes[0, 0].bar(range(1, len(explained_variance_ratio_lin) + 1), explained_variance_ratio_lin, alpha=0.6, color='g', label='Linformer: Individual explained variance')\n", - "axes[0, 0].set_title('Linformer Scree Plot')\n", + "# Scree plot StandardScaler\n", + "axes[0, 0].bar(range(1, len(explained_variance_ratio_std) + 1), explained_variance_ratio_std, alpha=0.6, color='g', label='StandardScaler: Individual explained variance')\n", + "axes[0, 0].set_title('StandardScaler Scree Plot')\n", "axes[0, 0].set_xlabel('Principal components')\n", "axes[0, 0].set_ylabel('Explained variance ratio')\n", "axes[0, 0].legend()\n", "\n", - "# Cumulative Variance plot Linformer\n", - "axes[1, 0].plot(range(1, len(cumulative_variance_lin) + 1), cumulative_variance_lin, marker='o', linestyle='-', color='b', label='Linformer: Cumulative explained variance')\n", + "# Cumulative Variance plot StandardScaler\n", + "axes[1, 0].plot(range(1, len(cumulative_variance_std) + 1), cumulative_variance_std, marker='o', linestyle='-', color='b', label='StandardScaler: Cumulative explained variance')\n", "axes[1, 0].axhline(y=0.95, color='r', linestyle='--', label='95% Explained Variance')\n", - "axes[1, 0].set_title('Linformer Cumulative Variance Plot')\n", + "axes[1, 0].set_title('StandardScaler Cumulative Variance Plot')\n", "axes[1, 0].set_xlabel('Number of components')\n", "axes[1, 0].set_ylabel('Cumulative explained variance')\n", "axes[1, 0].legend()\n", "\n", - "# Scree plot Longformer\n", - "axes[0, 1].bar(range(1, len(explained_variance_ratio_long) + 1), explained_variance_ratio_long, alpha=0.6, color='g', label='Longformer: Individual explained variance')\n", - "axes[0, 1].set_title('Longformer Scree Plot')\n", + "# Scree plot QuantileTransformer\n", + "axes[0, 1].bar(range(1, len(explained_variance_ratio_qt) + 1), explained_variance_ratio_qt, alpha=0.6, color='g', label='QuantileTransformer: Individual explained variance')\n", + "axes[0, 1].set_title('QuantileTransformer Scree Plot')\n", "axes[0, 1].set_xlabel('Principal components')\n", "axes[0, 1].set_ylabel('Explained variance ratio')\n", "axes[0, 1].legend()\n", "\n", - "# Cumulative Variance plot Longformer\n", - "axes[1, 1].plot(range(1, len(cumulative_variance_long) + 1), cumulative_variance_long, marker='o', linestyle='-', color='b', label='Longformer: Cumulative explained variance')\n", + "# Cumulative Variance plot QuantileTransformer\n", + "axes[1, 1].plot(range(1, len(cumulative_variance_qt) + 1), cumulative_variance_qt, marker='o', linestyle='-', color='b', label='QuantileTransformer: Cumulative explained variance')\n", "axes[1, 1].axhline(y=0.95, color='r', linestyle='--', label='95% Explained Variance')\n", - "axes[1, 1].set_title('Longformer Cumulative Variance Plot')\n", + "axes[1, 1].set_title('QuantileTransformer Cumulative Variance Plot')\n", "axes[1, 1].set_xlabel('Number of components')\n", "axes[1, 1].set_ylabel('Cumulative explained variance')\n", "axes[1, 1].legend()\n", "\n", "# Adjust layout and display the plots\n", "plt.tight_layout()\n", - "plt.show()\n" + "plt.show()\n", + "\n", + "# Print the number of components needed to explain 95% of the variance\n", + "n_components_std = np.argmax(cumulative_variance_std >= 0.95) + 1\n", + "n_components_qt = np.argmax(cumulative_variance_qt >= 0.95) + 1\n", + "\n", + "print(f\"Number of components needed to explain 95% of variance (StandardScaler): {n_components_std}\")\n", + "print(f\"Number of components needed to explain 95% of variance (QuantileTransformer): {n_components_qt}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 796 + "height": 702 }, "id": "-n1_yRcaGYZD", - "outputId": "fb60f43b-ab4a-45fa-848b-fc345ec10231" + "outputId": "0a4bff53-25a4-4ca1-8030-7ee5d94ccb50" }, - "execution_count": null, + "execution_count": 27, "outputs": [ { "output_type": "display_data", @@ -3410,9 +3529,215 @@ "text/plain": [ "
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\n" 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25pZrRHqO3W2Qm+rgAAAAAHA7uVxXTsWSJVLXrskTxidOWOcvWmRNjsfGWltznzpl7RQr8b+2v//+W7p0KfX1xcY6JuBLlLAmtUuXdvz34kXp9dfTLn+fPtI996Qe4+lpTfJ37Wqtbzurf0+blruS4umVY4lxLy8vNWjQQKtXr1bHjh0lSfHx8Vq9erWGDh2a6md9fHxUpkwZ3bx5U4sXL1b37t1TjL1y5YoOHTqkx5OO6wcAAAAAbiQzT65fvpyQ7E6aAD92LPUG2LYuzx2T3gnJ8ICAzG9b587WmwzOtm/atPQ9mZ9fUQcHAAAAkB9lRSvvuDjpmWect6K2zevZ0zoy1PnzmS+zzWuvSX37Wlt3p/ScdlyctSfztFp5t2jh2jrdvf6dY4lxSRo5cqT69u2rhg0bqnHjxpo2bZquXr2q/v37S5L69OmjMmXKKCIiQpK0ceNGnThxQvXr19eJEyc0btw4xcfH64UXXrAvc9SoUerQoYNCQ0N18uRJjR07Vp6enurVq1eObCMAAAAAZLe0nlz/6ivruGdJk9626ezZ1JdfqFDyFt+212Fhrnd0kBmdO1vHV8vsU/75GXVwAAAAAHlBVrTwllxr5d2hg7W78pMnEyZby27bdPSoFB2d+rpu3kxIihcsaG3NHRJiLX/Sf0+ckAYNSrv8LVpYh2pPTXa08nbn+neOJsZ79Oihs2fPasyYMTp9+rTq16+vFStWKCgoSJJ07NgxeSQaoP7GjRt65ZVXdPjwYfn5+aldu3b69NNPVbRoUXvMP//8o169eun8+fMKDAxU8+bN9fvvvyswMPB2bx4AAAAAZLu4OOuT3Kk9ud6tW8pDituULOmsu3Pr5EqX57eDp2faXb8hZdTBAQAAAOR2WTWO961b0rBhadeV4+MzV97EJk6UBgywdnueqGqVTFycNH587m7l7a71b4sxad0eyX/SM0g7AAAAANwuxlhbdx84kDCtWyf99lvan7VYrE+aZ2eX50hAvdJ17CsAAAAg78vOcbxtD2rbxvGOi7OO4/3PP9bpxImEv22vjx+3tuJ2RYECCS26E7futk3//CM98UTay1mzxvVksm1bJeetvG3bmh5Z1dI+r0lPnZLEuBNUygEAAADkpOho6eBBxwS4bUqr+7aUfPKJxLDPtw/1StexrwAAAIC8LavG8Q4Lc1xGUl5e1t7OIiOt8Vlh9mxrt+ZptfAOC0u7hfeRI+lLRDvbb+XKucdY3rdTeuqUOdqVOgAAAADkVzduWMf3PnAgeRI8MjLlz1ksUmioVLWqdbJYpBkz0l5fuXJZV3YAAAAAQN6Xna28E4/jnTjJGxUlHTuWfNq5M/WkuCTFxlrH/Jas5QwJsSakbVOZMgl/Hz8u9eqVdvmrVUs9KW5bV1aP4y2591jeuRUtxp3gaXUAAAAAWSEuTvr774SEd+IE+N9/pz7ud1BQQvLbNlWpYu363MfHcR3Z8eQ6Mod6pevYVwAAAMDtd7taefv6Si1bWhPVx45lvBc0mwkTpIEDpVKlUq/jZkddmRbeuRMtxgEAAAAgBVk95pYx1rHNknZ5fvCgtUV4bGzKn/X3T578tiXAXc0PZteT6wAAAAAA95TeVt428fHWuvSRI9bpp5/SbuV99aq0fLnjvBIlpPLlE6bQUOnyZWn8+LTL3ry5tS6fluyoK9PCO++jxbgTPK0OAAAAuKfMPBF/8aLzcb8PHpSuXEn5c97e1kR3lSrJE+CBgQkV8uzYNp5czznUK13HvgIAAABckxUPeqfVyttisbbGfucda09nR45IR49a//3779Qf/k7JE09I3bpZk+DlyllbkadULsbxRnqlp05JYtwJKuUAAACA+0npiXhbYnrRIqltW+mvv5Invw8ckM6dS3nZHh5ShQoJrb0TJ7/LlUt7vLKsktWt4ZFx1Ctdx74CAAAA0pYVXZ9L0sqV0oMPZrwcnp7WBHeFCtYHwZO2BndmzRrpnnvSjrPV2yXnLbxTasmeFurK7o3EeCZRKQcAAADciyvjnnl6WuNSExKSvMvzqlWlihUlL68sLTLyOOqVrmNfAQAAAKlz5UFvW8LYGOuD3YcOJUyHDyf8feqUa+usVk1q1MiaALdNYWHWZHyB/w3UzDjeyA0YYxwAAAAAJEVHS3/+KX31VdrjntmS4sWKOR/3u3Jlyc8v+8sMAAAAAHAfmW2tHBdnTRQ7Szzb5vXrJ332mTUBfviwdbzuzJo9O+1W3ozjjbyGxDgAAACAPC8+3jrm2Y4djtORI+lbzpw50pNPZksRAQAAAAD5TGa6P79yxdrC+7//TftB78uXpaVLE15bLFKZMlKlStapYsWEv0NDpQYN0m7l3aKFa9vYubO1xbqz7cxoK29PT9e6XgfSi8Q4AAAAgDzl6lVp1y7HBPjOnSk/EV+mjLVCvnFj2suuWjVrywoAAAAAyJ9S6v78xAnr/K++kpo1S97VuW06cyZ96+vbV+rWzZr8DguTfHxSjqWVN/IrEuMAAAAAciVjpOPHk7cC/+sv50+1e3lJtWpJ9eolTHXrSiVKuD7umatPxAMAAAAA3FNmuz63LSOt7s+7dXP+fmIlSkiBgdK+fWmvs18/11tZ08ob+RWJcQAAAAA57vp1afdua8vvxK3AL150Hh8U5JgAr1dPqlZNKljQeXx2jHsGAAAAAHAvGen63Bhr6+4DB6SDB63/rluXdvfnxljro+XLO3Z1nngKCMi+B71p5Y38iMQ4AAAAgNvGGGuFO2kr8AMHrJX9pAoUkGrUSGj9bUuCBwWlf93Z8UQ8AAAAAMA9pNX1+SefWOunBw4kn6KjM7bOefOkxx9PPSY7H/SmlTfyGxLjAAAAABxkRbdxkhQbK+3Z49gKfMcO6dw55/ElSiRvBV6jhuTtnbntSYwn4gEAAADA/WS2HutK1+epJbAtFik0VKpa1TpZLNKMGWmvt1w518rHg95A1iAxDgAAAMAuI93GSdZu45K2At+7V7p1K3msh4f1RkHSJHhISMLT7tmJJ+IBAAAAwH2ktx5rjPWB7X37pP37rZMrXZ9LUrFiUu3aCQlw21SxouTjkxAXFyctXZq13Z/zoDeQeSTGAQAAAEhKu9u4RYukDh2sNw1sY4DbkuCnTztfZkBA8gR4rVpSoULZvz0AAAAAAPeWVj32nXesY3jv3++YCL94MWPrmzlT6tUr7bjs6v6cB72BzCExDgAAAMClbuN69rT+e/Nm8hiLRapUKXkSvHz529MKHAAAAACQt9yO7s9HjHD+WYvFWl+tXl2qVs36evr0tNdZurTr5aP7cyD3ITEOAAAA5HPGSF9+mXa3cbaEuJ+fVLeuYwK8dm3rfAAAAAAA0pKR7s/PnpX27EmY1q93rfvzqlWlRo2sCXBbIrxKFceezOLipMWLs7brc4nuz4HchsQ4AAAAkI/ExlpvIGzfbp22bbN2hR4V5drn33lHeuYZ6zjhAAAAAACkV1rdn8+ZI4WFOSbB9+6Vzp/P2PrGjUu7+/Ps6vrctmy6PwdyBxLjAAAAgJuKirImvW0J8O3bpd27nXeF7ulpfUI+LfXrkxQHAAAAgPwos12f25aRVvfnTz7p/LMWi1ShglSzpnWyWKS33kp7na52f07X54D7IzEOAAAA5HHGWJ+sT5wA375dOnzYeXxAgDXBXb++dMcd1n+rVrVOWd1tHAAAAAAg70tv1+eJRUVJu3ZJO3dKK1a41v15uXJSw4YJSfCaNa111sKFE2Li4qTPP8/aeixdnwPujcQ4AAAAkIfcuiUdOOCYAN++XTp3znl8uXKOCfD69a1d0tm6gkssu7qNAwAAAADkXWl1fb5okTWhfPOmtb66c6f055/WaedO6dix9K/zrbdyrvtzuj4H3BeJcQAAACCXunrVehMh8Xjgf/4p3biRPNbTU6pRw7EleL16UokSrq+PbuMAAAAAAIm50vX5449bx/Hev1+KjXW+nLJlpTp1pKJFpS++SHu9dH8OIDtYjHF2OcvfoqOjFRAQoKioKPn7++d0cQAAAJAPREY6JsC3b7c+ae/s17qvrzXpnbgleK1aUqFCWVOWrBg3DsjvqFe6jn0FAACQfTJbv/vxR+mBB1yPL1LEmgBPOhUrllCesLC0uz8/ciR95aQeC+Rf6alT0mIcAAAASKfMVLjj46VDh5KPB37qlPP44ODkXaFXrix5eGTFljhHt3EAAAAAkPeld1zwK1cSei3bts067djh2rqee04aOlQKDXU+dJcN3Z8DyEkkxgEAAIB0SM+NhRs3pN27HRPgO3ZYbzYkZbFIVao4JsDr17cmxgEAAAAASI+0xgX/8EOpTJmEBHhqvZa54qGHrC3BXUH35wByCl2pO0E3bgAAAHAmpRsLtqfax461dhtne7p+715r6/KkfHysXcklHg+8Th3Jzy+bNwDAbUO90nXsKwAAgKxl6648cdLZVaVLW+uotqlOHen++7O+63NbOen+HEBm0ZU6AAAAkMXi4qxPszu7EWCbN25c8veKF09oBW77t1o1qQC/xAEAAAAASWQ2WXzunLU1uCtJ8bJlpWbNHOurQUHJ47Kj63OJ7s8B3H7cjgMAAABSYIx07Ji0dau1tbgrNxaaN5fatEloDV62bOrjqwEAAAAAIKV/TPDr1629lW3alDAdOuT6+iZNknr1SjuOrs8BuAsS4wAAAICsSfAjR6xJ8C1brNPWrdL58+lbztNPu3ZjAQAAAAAAm7TGBP/yS6lmTWnjxoQk+M6d0q1byZdVtqxrD3aXLu16+Tp3lh55hK7PAeRtJMYBAACQ78THW5+iT5oEv3QpeWyBAlLt2tZK//LlaS87PTcWAAAAAABwZeiu7t2dv1+qlNSkidS4sfXfhg0lf3/rGONpjQveokX6yknX5wDyOhLjAAAAcGvx8dKBA45J8G3bpOjo5LFeXlKdOtKdd0oNGlin2rUlHx/rjYrsuLEAAAAAAMjbMjsu+I8/pt3C2xjJ2zshCW5LhJcr53z4ruwaFxwA8jIS4wAAAHAbcXHSvn2OSfDt26UrV5LHentL9eo5JsFr1bImx53x9OTGAgAAAADAUXrHBTdGOnxY+v33hGnrVtfW9cEHUu/ersUyLjgAJEdiHAAAAHnSrVvSnj0JSfCtW61J8GvXkscWKiTVr++YBK9RQypYMH3r5MYCAAAAAMAmrXHBFy2SHnjAOh544kT4uXMZW1/ZsumLZ1xwAHBkMcZZR5D5W3R0tAICAhQVFSV/f/+cLg4AAEC+Fxsr7d7tmATfsUO6cSN5rK+vdMcdjknwatWsY4Vnlcx2kwfA/VGvdB37CgAA5EW24bZS6wK9YEHp5k3n8++8U7rrLqlpU6lRI6lVq7SH7jpyhLonACSVnjolLcYBAACQLTKaPI6JkXbtSugKfetWaedOa3I8qSJFrDcTbEnwO++UqlbN/hsFnp7SPfdk7zoAAAAAALnXr7+mPS64LSkeGmpNgtum+vUlHx/HWIbuAoDsR2IcAAAAWc7VMdauX5f+/NMxCb5rl/Mn6osWTZ4Er1xZ8vDI9s0BAAAAALiZjDzMfeOGtVv0n3+WFi50bT0zZ0pPP512HEN3AUD2IzEOAACALJXaGGtdukgDB1pvQGzdau0ePS4u+TKKF09Iftv+rVgx4Ul5AAAAAAAyKj0Pc2/YYE2E//yzdXzwmJj0ratmTddjGRMcALIXY4w7wfhmAAAAGePKGGtJBQYmT4KHhpIEB5C3Ua90HfsKAADcTik9zG2rg776qnTrljURvmlT8h7NSpWyDq3VooX0+uvSmTOMCw4AOYkxxgEAAHBbnTljfYp+wQLXkuKPP25tPX7nndYbBSTBAQAAAADZLS7O2lLcWSLbNu+11xznh4RIrVolTNWqJdRhQ0IYFxwA8hIS4wAAAEiXW7es44CvX29Nhm/YIB06lL5ltG1r7R4OAAAAAIDbZdUq1x7mfuABqUcPayK8UqWUH+ZmXHAAyFtIjAMAACBVFy5Yx1GzJcI3bpSuXnWMsVis46aFhUnffZf2MkuXzpaiAgAAAADcVFxc+sfejomx1mHXrJF++klat861dfXvL/Xq5Vos44IDQN5BYhwAAAB28fHS3r2OrcH37Use5+8vNWki3X231LSp9e+iRRPGGD9xIvUx1lq0yO4tAQAAAAC4iyVLnLfKnj7dsVX2rVvS1q3WJPhPP0m//SZdv57+9aX3YW5PT+u44wCA3I3EOAAAQD4WHW19et6WCP/9dykqKnlc1aoJSfC775Zq1HD+9Lunp/XGBGOsAQAAAACywpIl1jpm0oevT5ywzp8yxVrf/Okn6ZdfrPXcxAIDpfvus04tW1q7SedhbgDIn0iMAwAA5BPGSAcPJiTB16+Xdu9OfjOgcGFrC/CmTa3TXXdJJUu6vh7GWAMAAAAAZIW4OGvd0lkS2zbvuecc5xctam29fd990r33SrVqOY4RzsPcAJB/kRgHAABwU1euSJs3JyTBf/9dOn8+eVyFCo6twevUkQpk8lciY6wBAAAAADLr118dH7hOSePGUrdu1mR4vXqp1z15mBsA8i8S4wAAAG7AGOnIkYRxwdevl3butD5dn5i3t9SoUUJr8KZNpeDg7CkTY6wBAAAAQP4WF5f+B6YvXpTWrpV+/FFautS19YwYIfXq5Xq5eJgbAPInEuMAAAA5JCM3CGyuX5e2bElIgm/YIEVGJo8rW9axNXj9+pKXV5ZuBgAgD5k5c6YmT56s06dPq169epoxY4YaN27sNPbmzZuKiIjQvHnzdOLECVWrVk1vvfWWHnzwwQwvEwAA5B9LljhvlT19umOr7OvXpXXrpNWrrcnwrVul+Pj0rat06fSXj4e5ASD/ITEOAACQA1y9QWBz/Lhja/Bt26SbNx1jChaU7rwzIQnetKl1mQAASNLChQs1cuRIzZ49W02aNNG0adMUHh6u/fv3q1SpUsniX3nlFX322Wd6//33Vb16da1cuVKdOnXS+vXrdccdd2RomQAAIH9YssQ6jnfSscFPnLDOj4iwPiy+erU1KR4T4xhXvbrUurU1cf3MM9YHyp2NM26xWOu9LVpk26YAANyIxRhn/53kb9HR0QoICFBUVJT8/f1zujgAAMDNpHSDwGKx/rtggRQa6tga3NmYakFBjq3B77xTKlQo+8sPAEhbbqxXNmnSRI0aNdK7774rSYqPj1e5cuU0bNgwvfTSS8niQ0JC9PLLL2vIkCH2eV26dFGhQoX02WefZWiZzuTGfQUAADIuLk4KC3NtbHCbMmWk++9PmMqUSXjPVoeWHOvRtjr0okWMCw4A+Vl66pS0GAcAALiN4uKsLcWdPZpom9ejR/L3PD2levUcW4OHhSXcCAAAIDWxsbHasmWLRo8ebZ/n4eGh1q1ba8OGDU4/ExMTIx8fH4d5hQoV0m+//ZbhZdqWG5OoWVh0dHSGtgkAAOROv/7qWlK8WTPruOD33y9Vq5Zy/bZzZ2vy21mva9OmkRQHALiOxDgAAMBt5OoNAn9/qWXLhCR4o0aSr2/2lw8A4J7OnTunuLg4BQUFOcwPCgrSvn37nH4mPDxcU6dOVcuWLVWpUiWtXr1aS5YsUVxcXIaXKUkREREaP358JrcIAABkh7g4a7311CnruN0tWlgf1E7LtWvWz61aJX35pWvrGjLEmhh3RefO0iOPZKxsAADYkBgHAADIZpGR0tq10po10n//69pnZs2SHn00W4sFAECqpk+frkGDBql69eqyWCyqVKmS+vfvr48++ihTyx09erRGjhxpfx0dHa1y5cpltrgAACCTlixx3ip7+vTkrbLj46Xt262J8FWrpN9+Sz5OeFpKl05fvKendcxxAAAyisQ4AABAFjt71poItyXD9+5N/zJCQrK6VACA/KxkyZLy9PRUZGSkw/zIyEgFBwc7/UxgYKC+/vpr3bjx/+zdd3xUVfrH8e8kIaFIAlJCSEJTRKULEkEiKCjIbxGIKIJKWQELrGhsoBQrrA1jQVkVLGsBxeiiIJYIGKQpVVakCBiISWiSkZbAZH5/nE3CkARmkpncZObzfr3mNXfOPffyDC/X9Znnnucc14EDB9SwYUONHz9ezZo1K/U9JSksLExhYWFl/EYAAMCb8vfxPn3br/R0Mz5vnulkll8I//Zbaf9+17kxMdLVV5vW6A88IGVmFr+NmM1m5sbH++77AABQHArjAAAAZXTggLR0qSmCL1kibdrket5mM/uDd+9u2qOPHWtav/EDAQCgvISGhqpDhw5KSUlR//79JUl5eXlKSUnR2LFjz3ht1apVFR0drRMnTuiTTz7RjTfeWOZ7AgCAisPhMCvFi8tR88cGDZJOnnQ9d845Js+9+mrpmmtc9wmvVs0U1G021/vmn09Kog06AKD8URgHAADw0J9/St9/bwrhixdLGzcWndO6tXTlleZHgm7dpHPPLTzndPIDAQCg/CUmJmrYsGHq2LGjOnXqpKSkJB05ckQjRoyQJA0dOlTR0dGaNm2aJGnVqlVKT09Xu3btlJ6erkcffVR5eXl68MEH3b4nAACo+FJTXdunF+fkSZOzdupkiuBXXy3FxUmhocXPT0gwq8yLa82elFS0NTsAAOWBwjgAAMBZZGebQnh+a/T164s+SX/xxaYQfuWVZlV4vXol348fCAAAVhg0aJD27dunyZMnKzMzU+3atdOiRYsUGRkpSUpLS1NQUFDB/OPHj2vixInasWOHzjnnHPXp00f//ve/VatWLbfvCQAAKraTJ6XvvnNv7uuvSyNHun/vhASpXz9TeM/IMHuKx8fzIDgAwDo2p7O4BimBzW63KyIiQtnZ2QoPD7c6HAAAUM7++ssk7vkrwtetk/LyXOdceKFZDX7llWZFeGl+/3c4+IEAAPwVeaX7+LsCAKBsPM0t//pL+vpr6T//kRYskA4edO/PWbzY5MEAAFQknuSUrBgHAAAB7/BhadmywhXha9aYHxZO1bx5YWv07t3Njw1lFRzMjwoAAAAAgNJLTi6+G9mLL7p2I0tPlz7/3BTDv/tOys0tPFe7tpSTIx09WvyfYbOZe8bH++Y7AABQXiiMAwCAgHP0qPTDD6YIvmSJ9OOPpn3cqc47r3BFePfuUnS0BYECAAAAAFCC5GRp4MCiW32lp5vx556TjhwxxfA1a1znnHeeaXPer5/UpYs0f765RnK9n81m3pOS6HAGAKj8KIwDAAC/d+yYtGJFYSF81SrpxAnXOU2auK4Ib9So/OMEAAAAAMAdDodZKV7cRqn5Y/fdVzhms0mXXSZdd50phl94YWHRWzKry+fNK371eVKS6+pzAAAqKwrjAACgQivNPtzHj0srVxa2Rl+50rVNnCTFxppCeH4xvEkTH30BAAAAAAC8LDXVtYBdki5dpL//Xfrb36TIyDPPTUgwRXNPc3AAACoLCuMAAKDCcnevtJwcafXqwhXhy5ebsVM1bFhYCL/ySqlpU9en4wEAAAAAqAwOHpTmznVv7tix0uDB7t87ONg8PA4AgD+iMA4AACqks+2V9uST5tzixaYQfuyY67wGDQpXg195pXT++RTCAQAAAAAVg6fd0f74Q/rsM5MrL1lirndHVJQ3ogUAwD9QGAcAABWOO3ulPfKI63j9+oVF8O7dpRYtKIQDAAAAACoed7ujbd8uffqpmb9ypes9WreWfv9d+uuv4nNnm83cMz7eN98BAIDKiMI4AACocNzdK+2KK6QbbzTF8IsuohAOAAAAAKjYztYd7bnnJLvdzPv5Z9c5nTubwvmAAdJ55xXey2ZzvV9+bpyUxP7gAACcisI4AACoEHJzpR9+kBYulObMce+aO+7wbK80AAAAAACs4k53tPvuKxwLDjYPgickSP36SQ0bul6TkCDNm1f86vOkJNfV5wAAgMI4AACw0O7d0pdfmte330qHD3t2PXulAQAAAAAqC3e7o11+uTRqlNS3r3TuuWeem18092S/cgAAAhWFcQAAUG7yV4XnF8M3bXI9X7++1Lu3ed1/v0nq2SsNAAAAAFDZOZ0mH3bHmDGedUcLDpa6dy9VWAAABBQK4wAAwKf27HFdFf7XX4XngoKkuDipTx/p2mul9u3NmCSFhbFXGgAAAACgctu8WfrwQ/Pavt29a+iOBgCAb1AYBwAAXnXihOuq8J9/dj1fr54pgl97rXT11VKdOsXfh73SAAAAAAAVhcPhfrvyXbukOXPMa8OGwvGqVc3D3seOFX8d3dEAAPAtCuMAAKDM0tMLC+HffOO6Ktxmky67rLAYfsklhavCz4a90gAAAAAAVktOLv6h7RdfLHxoOytL+ugjszJ8xYrCeVWqSL16mdbo110nff216Y4m0R0NAIDyRmEcAAB47MQJafnywmL4xo2u5+vVM/uEX3utdM01Ja8Kdwd7pQEAAAAArJKcbArZpxaxJfOA+MCB0p13Slu3St99J+XlmXM2m8ljBw+Wrr9eOvfcwuvojgYAgHUojAMAALekp0uLFkkLF5q9wu32wnM2m9krPH9VeIcO7q8KBwAAAACgInI4TAH79KK4VDj26quFY3Fxphh+441n3iec7mgAAFiDwjgAACjWiROm/duXX5pi+OmrwuvWdV0VXreuNXECAAAAAOALqamuq7pLcttt0sMPS82auX9vuqMBAFD+KIwDAIACf/xRuCr8m2+Krgrv1KlwVXjHjqwKBwAAAAD4J6fTbCHmjh49PCuKAwAAa1AYBwAggJ26KvzLL6UNG1zP160r9eplCuG9erEqHAAAAADg39LSpA8+kP79b+mXX9y75kxt0wEAQMVBYRwAgErO4fBsX7L8VeFffmlWhWdnF56z2aRLL3VdFc4eZwAAAACAysjdfDk7W5o3T3rvPWnJksLx0FAz/9ix4u9vs0kxMea+AACg4qMwDgBAJZacLI0b57rnWUyM9OKLUkKC+XzypOuq8PXrXe9Rp45ZDd6nj9krvF69cgsfAAAAAACfOFu+fOKEeWj8vfek+fOl48cL53XvLt16q3T99VJKijRwoBl3Ogvn2GzmPSmJB8oBAKgsKIwDAFBJJSeb5PzUxFyS0tPN+F13SXv3mlXhhw4VnrfZzErwPn1YFQ4AAAAA8D9nypevv97kwj/+KO3fX3ju4otNMXzIEKlRo8LxhASzmry4IntSUuFD6QAAoOKzOZ2n/+cB7Ha7IiIilJ2drfDwcKvDAQCgCIdDatLENSk/k3PPLVwV3qsXq8IBAPA18kr38XcFAPAmT/LlyEhTCL/1Vqldu8JV4CXd15NtzAAAQPnwJKdkxTgAAJVQaqp7Sf7QodKdd5p9w0nYAQAAAAD+zt18+emnpcREKcTNX8iDg02LdQAAUHlRGAcAoBI5csTsgfb88+7N791buuwy38YEAAAAAEBF4HRKixe7Nzc21v2iOAAA8A/8Xz8AABVcdrb0xRdmj7Qvv5SOHXP/2qgo38UFAAAAAEBFkJ4uvfuu9NZb0rZt7l1DvgwAQOChMA4AQAV04ID0n/9In3wiffutlJtbeK5pU2nAAOm996R9+8wT8aez2aSYGLPnGQAAAAAA/iY3V/r8c2n2bNNZLS/PjNeoYd6PHCn+OvJlAAACF4VxAAAqiIwM6dNPTTF86VLJ4Sg8d+GF0vXXm1e7diaRv/xyaeBAc3xqcdxmM+9JSewrDgAAAACoPBwOs0d4RoZZ0R0fXzSv/flnUwx/7z1p//7C8fh46e9/N3ny11+bd4l8GQAAFKIwDgCAhX7/3bRI/+QTafly14S9XbvCYvhFFxW9NiFBmjdPGjdO2rOncDwmxiT5CQm+jh4AAAAAAO9ITi4+v33xRemqq6QPPzQF8Z9+KjzfsKE0bJg0fLh0wQWF4+TLAACgODans7gGrIHNbrcrIiJC2dnZCg8PtzocAICf2brVFMI/+URas8b13GWXmUJ4QoLUrJl793PniXoAAFC+yCvdx98VACA52azwLumX6ipVpBMnCo+vu86sDr/mGinkDEu/yJcBAPB/nuSUrBgHAMDHnE7T6u2TT0yyv2lT4bmgIJOYX3+92Tc8Jsbz+wcHS927ey1cAAAAAADKjcNhVnafafnWiRNSq1bSbbdJN98s1avn3r3JlwEAwKkojAMA4ANOp2nvlr8yfPv2wnMhIVKPHqYY3q+fVL++dXECAAAAAGCl1FTXducleekl6corfR8PAADwXxTGAQDwEofD7BOevzJ89+7Cc2FhUu/epkV6375S7drWxQkAAAAAQEWwe7f08svuzc3M9G0sAADA/1EYBwCgDE6ckJYsMYXwTz+VsrIKz9WoIf3f/5mV4X36SOecY1mYAAAAAABUCA6H9OWX0r/+JS1cKOXluXddVJRv4wIAAP6PwjgAAB7KyZG++casDJ8/Xzp4sPBcrVrSddeZYvjVV0vVqlkWJgAAAAAAPudwmHboGRmmeB0fb/b2Pl16ujRrlvTmm64d1rp1k37+Wfrzz+L3GbfZpJgYc18AAICyoDAOAIAbjhwxT7R/8om0YIH011+F5+rVk/r3N8XwK6+UQkMtCxMAAAAAgHKTnCyNG+e6R3hMjPTii2YrMYdD+uorszr8iy8KQXjuJQAAw8BJREFUV4efe640fLg0erTUooW5z8CBpgh+anHcZjPvSUnFF9sBAAA8QWEcAIASZGebxP2TT6RFi6RjxwrPRUebJP/666WuXUnQAQAAAACBJb+Yffoq7/R0Mz5okLRihfT774XnrrhCuv12k09XrVo4npAgzZtXfJE9KcmcBwAAKCsK4wAAv+duWzdJ2r9f+s9/TDH822/NHuL5mjUzhfCEBKlTJykoqHziBwAAAACgInE4TBG7uNbn+WNz5pj32rWlYcPM6vCLLir5ngkJUr9+7ufvAAAAnrL8J/0ZM2aoSZMmqlq1quLi4rR69eoS5544cUKPP/64zjvvPFWtWlVt27bVokWLynRPAIB/S06WmjQxLc6HDDHvTZqY8Xx//CG9+qrUo4fUoIE0cqRpm37ihEnaJ06U1q2Ttm+XnnlGuuwyiuIAAAAAgMCVmuq6srskDz9scu4XXjhzUTxfcLDUvbs0eLB5pygOAAC8ydIV43PnzlViYqJmzpypuLg4JSUlqVevXtqyZYvq169fZP7EiRP13nvv6Y033tCFF16or776SgMGDNDy5cvVvn37Ut0TAOC/ztbWbehQads209rt1Dnt2xeuDHcncQcAAAAAIJD88Yd781q1cm2ZDgAAYCWb01lcw5vyERcXp0svvVSvvPKKJCkvL0+xsbH6xz/+ofHjxxeZ37BhQz3yyCMaM2ZMwdj111+vatWq6b333ivVPSUpJydHOTk5BZ/tdrtiY2OVnZ2t8PBwr31fAED5cTjMynB3nmCXpM6dTSE8IcG0TAcAACgLu92uiIgI8ko38HcFAJWH3S6995707LPSrl1nn794sVn5DQAA4Cue5JSWNYLNzc3VmjVr1LNnz8JggoLUs2dPrVixothrcnJyVPW0RwyrVaumZcuWlfqekjRt2jRFREQUvGJjY8vy1QAAFYC7bd3uvtvMW75cuv9+iuIAAAAAAJxu40bpzjul6GhpzBhTFLfZSp5vs0mxsWaPcAAAgIrCssL4/v375XA4FBkZ6TIeGRmpzMzMYq/p1auXpk+frm3btikvL0/ffPONkpOTlZGRUep7StKECROUnZ1d8Nq9e3cZvx0AwEq//irNmOHe3MsuM4k9AAAAAACBwuGQliyRPvzQvDscRefk5Ejvvy917Sq1bSvNnCkdPixdeKH04ovSO++YAvjpBfL8z0lJ7BEOAAAqFkv3GPfUiy++qFGjRunCCy+UzWbTeeedpxEjRmj27Nllum9YWJjCwsK8FCUAwApbtkgffSR9/LH088/uXxcV5buYAAAAAACoaJKTpXHjXLusxcSYYndCgrRzp/Svf0mzZ0v79pnzISHSgAFm1Xj37oXF7xo1ir9XUpK5FwAAQEViWWG8bt26Cg4OVlZWlst4VlaWGjRoUOw19erV02effabjx4/rwIEDatiwocaPH69m/+t7W5p7AgAqry1bTCH8o49ci+EhIdLVV0srV0qHDklOZ9FrbTaTrNPWDQAAAAAQKJKTpYEDi+bJ6enS9ddLl1wirVtXeD46Wrr9dmnkyOIfLE9IkPr1M9uZZWSYOfHxrBQHAAAVk2Wt1ENDQ9WhQwelpKQUjOXl5SklJUWdO3c+47VVq1ZVdHS0Tp48qU8++UT9+vUr8z0BAJXDli3Sk0+aNm4XXihNmmSK4iEh0rXXSm+9Je3dKy1cKL35prmGtm4AAAAAgEDncJjV3cU9PJ4/tnatOb76alNE37XL5N1n6rYWHGxWkQ8ebN7JswEAQEVlaSv1xMREDRs2TB07dlSnTp2UlJSkI0eOaMSIEZKkoUOHKjo6WtOmTZMkrVq1Sunp6WrXrp3S09P16KOPKi8vTw8++KDb9wQAVD5btxa2Sd+4sXA8f2X4DTeYJ9TPPdf1uoQEad482roBAAAAAJCa6pobl+Tf/5ZuucX38QAAAJQ3SwvjgwYN0r59+zR58mRlZmaqXbt2WrRokSIjIyVJaWlpCgoqXNR+/PhxTZw4UTt27NA555yjPn366N///rdq1arl9j0BAJXD1q2FbdI9KYafjrZuAAAAAACYdunuIF8GAAD+yuZ0Ftc8J7DZ7XZFREQoOztb4eHhVocDAAEjvxj+8cfShg2F4yEhUs+e0o03ulcMBwAAsFpFzStnzJihZ599VpmZmWrbtq1efvllderUqcT5SUlJeu2115SWlqa6detq4MCBmjZtmqpWrSpJevTRR/XYY4+5XNOiRQv9+uuvbsdUUf+uAMBfHD9uVoE/8YS0e/fZ5y9ebFqiAwAAVAae5JSWrhgHAOBsxfAbbpD696cYDgAAUFZz585VYmKiZs6cqbi4OCUlJalXr17asmWL6tevX2T+Bx98oPHjx2v27Nnq0qWLtm7dquHDh8tms2n69OkF81q2bKlvv/224HNICD81AEBFsH+/9Oqr0iuvSPv2mTGbrfg9xvPPxcSYLmsAAAD+iGwVAFDuKIYDAACUv+nTp2vUqFEaMWKEJGnmzJlasGCBZs+erfHjxxeZv3z5cl1++eUaMmSIJKlJkyYaPHiwVq1a5TIvJCREDRo0cDuOnJwc5eTkFHy22+2l+ToAgBJs2ya98IL09tvSsWNmrFEj6Z57pHr1pKFDzdipBXKbzbwnJdFKHQAA+C8K4wCAcrFtW+Ge4acXw3v0MG3SKYYDAAD4Rm5urtasWaMJEyYUjAUFBalnz55asWJFsdd06dJF7733nlavXq1OnTppx44dWrhwoW699VaXedu2bVPDhg1VtWpVde7cWdOmTVOjRo1KjGXatGlF2q8DAM7M4ZBSU6WMDCkqyqzqPr2AvXy59Nxz0mefFRa9L7lEeuABaeBAk39LUvXq0rhx0p49hdfGxJiieEJCeXwbAAAAa1AYBwD4TH4x/OOPpfXrC8fzi+H5K8Pr1LEqQgAAgMCwf/9+ORwORUZGuoxHRkaWuB/4kCFDtH//fnXt2lVOp1MnT57UHXfcoYcffrhgTlxcnN5++221aNFCGRkZeuyxxxQfH69NmzapZs2axd53woQJSkxMLPhst9sVGxvrhW8JAP4pObn4QvaLL0r9+plC+HPPSStXFp7/v/+T7r9f6tatcDV4voQEc93ZCu0AAAD+hsI4AMCrSiqGBwe7tkmnGA4AAFCxLVmyRFOnTtWrr76quLg4bd++XePGjdMTTzyhSZMmSZKuvfbagvlt2rRRXFycGjdurI8++ki33XZbsfcNCwtTWFhYuXwHAKjskpPNau/T9wVPT5euv16KjJSyssxYaKhpk56YKF100ZnvGxwsde/uk5ABAAAqLArjAIAy2769sE366cXwU9ukUwwHAACwRt26dRUcHKys/OrJ/2RlZZW4P/ikSZN06623auTIkZKk1q1b68iRIxo9erQeeeQRBQUFFbmmVq1auuCCC7R9+3bvfwkACDAOh1kpfnpRXCocy8qSateWxowxrxL+lQ4AAABRGAcAlFJ+Mfzjj6V16wrH84vh+SvD69a1LEQAAAD8T2hoqDp06KCUlBT1799fkpSXl6eUlBSNHTu22GuOHj1apPgd/L8+u87iqjSSDh8+rN9++63IPuQAAM+lprq2Ty/J++9LpzTwAAAAQAkojAMAJJkn0c+2vxjFcAAAgMorMTFRw4YNU8eOHdWpUyclJSXpyJEjGjFihCRp6NChio6O1rRp0yRJffv21fTp09W+ffuCVuqTJk1S3759Cwrk999/v/r27avGjRvrjz/+0JQpUxQcHKzBgwdb9j0BwF9kZLg379Ahn4YBAADgNyiMAwCUnGzas536JHpMjPTii1KbNiUXw6+6qrBNOsVwAACAim3QoEHat2+fJk+erMzMTLVr106LFi1SZGSkJCktLc1lhfjEiRNls9k0ceJEpaenq169eurbt6+eeuqpgjl79uzR4MGDdeDAAdWrV09du3bVypUrVa9evXL/fgDgL5xOackS6fnn3ZsfFeXTcAAAAPyGzVlS/7MAZrfbFRERoezsbIWHh1sdDgD4VHKyNHBg8XuWnS6/GH7DDdKAARTDAQAASkJe6T7+rgDAyMuT5s+Xpk2TVq8++3ybzTzUvnNn0Y5vAAAAgcKTnJIV4wAQwBwOs1L8bEXxnj3NynCK4QAAAAAAeNeJE9IHH0hPPy1t3mzGqlaVbrtNatlSGjPGjJ2au9ts5j0piaI4AACAuyiMA0AAW7rUtX16SR55ROre3efhAAAAAADgNxwOKTXV7BUeFSXFx7sWsY8ckWbNkp57Ttq924xFRJhC+N13S//b6UKRkcVvf5aUJCUklNvXAQAAqPRKXRjfvn27fvvtN11xxRWqVq2anE6nbPmPKgIAKrSsLOntt6Xp092bn5Hh03AAAABwFuTgAFC5JCcXX8x+8UXz4PmMGeb4wAFzLjJSSkyUbr/dFMdPlZAg9et35iI7AAAAzs7jwviBAwc0aNAgfffdd7LZbNq2bZuaNWum2267TbVr19bzzz/vizgBAGWUlyctXiz961/SZ5+ZVm3uioryWVgAAAA4A3JwAKh8kpOlgQOLbluWni5df71pk378uBlr1kx68EFp2DAzXpLgYDq5AQAAlFWQpxfce++9CgkJUVpamqpXr14wPmjQIC1atMirwQEAym7fPunZZ6UWLcxe4R9/bIricXHSm29K0dGFe5OdzmaTYmPNk+gAAAAof+TgAFC5OBxmpfjpRXGpcOz4calNG+nDD6UtW8wq8TMVxQEAAOAdHq8Y//rrr/XVV18pJibGZbx58+b6/fffvRYYAKD0nE5pyRKzOjw5uXB1eM2a0i23mKS7bVszVru2eZLdZnNN3POL5UlJtGcDAACwCjk4AFQuqamu7dNLkpQkXXmlz8MBAADAKTwujB85csTlKfV8Bw8eVFhYmFeCAgCUzv790jvvSK+/Lm3dWjh+6aXS6NHSTTdJ55zjek1CgjRvXvF7nyUlmfMAAACwBjk4AFQuGRnuzcvM9G0cAAAAKMrjVurx8fF69913Cz7bbDbl5eXpmWee0ZU85ggA5c7plL7/Xrr5ZtMW/f77TVH8nHPMyvA1a6TVq6WRI4sWxfMlJEi7dpk9yD/4wLzv3ElRHAAAwGrk4ABQefz4o/TSS+7NjYrybSwAAAAoyuMV488884x69Oihn376Sbm5uXrwwQf13//+VwcPHtQPP/zgixgBAMU4eLBwdfivvxaOX3KJKYgPHmxap7srOFjq3t3rYQIAAKAMyMEBoOJbuVJ6/HHpyy/PPtdmMx3a4uN9HxcAAABceVwYb9WqlbZu3apXXnlFNWvW1OHDh5WQkKAxY8YoikcdAcCnnE7phx/M3uEffyzl5JjxGjVMIfz226WOHa2NEQAAAN5DDg4AFdcPP0iPPSZ98435HBws3XKLycvvvtuMOZ2F8202856UZOYCAACgfNmczlP/8wySZLfbFRERoezsbIWHh1sdDgDozz+lf//bFMR/+aVwvF07UwwfMkTiX1cAAAAVB3ml+/i7AlDZLF1qVoh/9535HBIiDR0qTZggnX++GUtOlsaNk/bsKbwuNtYUxdm2DAAAwHs8ySk9XjH+1ltv6ZxzztENN9zgMv7xxx/r6NGjGjZsmKe3BAAUw+mUVqwwrdLnzpWOHzfj1atLN91kCuKXXlr4xDkAAAD8Dzk4AJQfh0NKTZUyMswe4PHxhSu7nU5p8WKzQvz7781YlSrS8OGmIN60qeu9EhKkfv1Kvh8AAADKn8eF8WnTpulf//pXkfH69etr9OjRJOUAUEaHDknvvWcK4j//XDjepo0pht98sxQRYVl4AAAAKEfk4ABQPopb4R0TY1Z416xpVoj/8IMZDw2VbrtNeughqXHjku8ZHCx17+7LqAEAAOAJjwvjaWlpanr6I5CSGjdurLS0NK8EBQCBxumUVq82rdLnzJGOHTPj1apJgwaZgnhcHKvDAQAAAg05OAD4XnKyNHCg637gkimSDxxY+DksTBo1yhTEY2LKN0YAAACUnceF8fr162vjxo1q0qSJy/iGDRtUp04db8UFAAHBbpfef98UxDdsKBxv2dIUw2+9VapVy7LwAAAAYDFycADwLYfDrBQ/vSh+urvvNgXxhg3LJy4AAAB4n8eF8cGDB+vuu+9WzZo1dcUVV0iSli5dqnHjxummm27yeoAA4G+cTumnn0wx/MMPpaNHzXjVqtKNN0qjR0tdurA6HAAAAOTgAOBrqamu7dNLMmAARXEAAIDKzuPC+BNPPKFdu3apR48eCgkxl+fl5Wno0KGaOnWq1wMEAH/x11/SBx+Ygvi6dYXjF11UuDr83HOtiw8AAAAVDzk4APhWRoZ35wEAAKDi8rgwHhoaqrlz5+qJJ57Qhg0bVK1aNbVu3VqNGzf2RXwAUOmtXWuK4R98IB0+bMbCwsw+ZbffLnXtyupwAAAAFI8cHAB85/hxKSXFvblRUb6NBQAAAL7ncWE83wUXXKALLrjAm7EAgN84fNi0SX/9ddM2PV+LFqZV+rBhEltCAgAAwF3k4ADgPU6n9Mkn0gMPSLt2nXmuzSbFxEjx8eUSGgAAAHzI48K4w+HQ22+/rZSUFO3du1d5eXku57/77juvBQcAFYnDYfYey8gwT4rHx0vBwa5z1q83q8Pff9+0Tpek0FDp+uvN6vArrmB1OAAAANxHDg4A3rV+vXTPPdLSpeZzdLTp6PbSS+az01k4Nz9/T0oqmv8DAACg8vG4MD5u3Di9/fbb+r//+z+1atVKNio8AAJAcrI0bpy0Z0/hWEyM9OKLUq9e0pw5ZnX46tWF55s3L1wdXq9e+ccMAACAyo8cHAC8Y+9eaeJE6c03TfG7alXpwQfNq0YN8yB7cXl/UpKUkGBZ2AAAAPAim9N56nOQZ1e3bl29++676tOnj69ispzdbldERISys7MVHh5udTgALJacbJ4eP/3fljabGatWTTp2zIxVqWIS5ttvl7p3Z3U4AABAoPJWXkkODgBlk5trVoM/8YRkt5uxm26Snn5aatTIda47neIAAABQsXiSU3q8Yjw0NFTnn39+qYMDgMrE4TBPjBf3CFH+2LFjUrNmphg+fLhUv365hggAAAA/Rg4OAGdWUjHb6ZQ+/1y67z5p+3Yzt0MH0/nt8suLv1dwsHnIHQAAAP4pyNML7rvvPr344ovycKE5AFRKqamubdRK8sYbpv0aRXEAAAB4Ezk4AJQsOVlq0kS68kppyBDz3qSJaX9+zTVSv36mKN6ggfTWW2b7s5KK4gAAAPB/Hq8YX7ZsmRYvXqwvv/xSLVu2VJUqVVzOJycney04ALDajh3uzcvK8m0cAAAACEzk4ABQvJK2PduzR7r3XnMcGmpWjE+YINWsWf4xAgAAoGLxuDBeq1YtDRgwwBexAECFkZ0tvfyy9Mwz7s2PivJtPAAAAAhM5OAAUNSZtj3LV62atGGD1Lx5+cUFAACAis3jwvhbb73lizgAoEI4dMjsN5aUZI4lKSREOnmy+Pk2mxQTY/YwAwAAALyNHBwAinJn27Njx6T0dArjAAAAKORxYRwA/NHBg6YY/uKLkt1uxi66SJo0SapSRbrxRjN26tPoNpt5T0qSgoPLM1oAAAAAAAJXRoZ35wEAACAwlKowPm/ePH300UdKS0tTbm6uy7m1a9d6JTAAKA/790svvGDapv/1lxlr1coUxAcOlIKCzNi8eaZN26lPpMfEmKJ4QkK5hw0AAIAAQg4OAIUcDmnlSvfmsu0ZAAAAThXk6QUvvfSSRowYocjISK1bt06dOnVSnTp1tGPHDl177bW+iBEAvG7fPmn8eKlJE2nqVFMUb9PGFMA3bDArxINO+TdkQoK0a5e0eLH0wQfmfedOiuIAAADwLXJwACi0erXUqZP00ktnnmezSbGxbHsGAAAAVx4Xxl999VW9/vrrevnllxUaGqoHH3xQ33zzje6++25lZ2f7IkYA8JqsLOmBB0xB/OmnpSNHpPbtpU8/ldatk66/3rUgfqrgYKl7d2nwYPNO+3QAAAD4Gjk4AJjtz+64Q7rsMmntWqlWLWnUKFMAz9/mLB/bngEAAKAkHhfG09LS1KVLF0lStWrV9Nf/eg/feuut+vDDD70bHQB4SUaGdO+9UtOm0nPPSUePSh07Sp9/Lq1ZI/XvX3JBHAAAALAKOTiAQJaXJ739ttSihfSvf0lOpzRsmLRli/T666brW3S06zUxMWacDm8AAAA4ncdloAYNGujgwYOSpEaNGmnl/zb12blzp5xOp3ejA4AySk+X7r7bFMSTkqRjx6S4OGnhQtOC7W9/K/p0OQAAAFBRkIMDCFQ//yx16yaNGCHt3y+1bCktXWoK5fXrmzlsewYAAABPhHh6wVVXXaX58+erffv2GjFihO69917NmzdPP/30kxL4r04AFcTu3dI//ym9+aaUm2vGunSRpkyRrr6aYjgAAAAqB3JwAIHmr7+kRx+VXnxRcjik6tXN53vukapUKTo/f9szAAAA4GxsTg8fMc/Ly1NeXp5CQkxNfc6cOVq+fLmaN2+u22+/XaGhoT4JtDzZ7XZFREQoOztb4eHhVocDwAO//y5NmybNni2dOGHG4uNNQfyqqyiIAwAAoHx4K68kBwfgjxwOKTXVbHsWFWXy9qAg0wL9nnukP/4w8xISTPe32FgrowUAAEBF5klO6XFhPBCQlAOVz44dpiD+9tvSyZNm7MorpcmTeXIcAAAA5Y+80n38XQGBJTlZGjdO2rOncKxBAykyUtqwwXxu1kx65RXp2mutiREAAACVhyc5pVut1Ddu3KhWrVopKChIGzduPOPcNm3auB8pAJTR9u3S1KnSu++aJ84lqWdPUxCPj7c2NgAAAKA0yMEB+KvkZGngQOn0ZTqZmeYVEiI98oj00ENStWrWxAgAAAD/5daK8aCgIGVmZqp+/foKCgqSzWZTcZfZbDY58itTlRhPqwMV39at0lNPSe+/X1gQ79XLFMS7dLE2NgAAAKAseSU5OAB/5HBITZq4rhQ/XVSUtHu32TccAAAAcIfXV4zv3LlT9erVKzgGAKts3mwK4h9+KOXlmbE+fUxBPC7O2tgAAAAAbyAHB+CPUlPPXBSXzJ7jqalsiQYAAADfcKsw3rhxY0nSiRMn9Nhjj2nSpElq2rSpTwMDgFP997/SE09IH31U2HKtb19TEO/Y0drYAAAAAG8iBwfgj/74w715GRm+jQMAAACBK8iTyVWqVNEnn3ziq1gAoIiNG6UbbpBatZLmzjVF8QEDpLVrpfnzKYoDAADAf5GDA/AXu3dLL7/s3tyoKN/GAgAAgMDlUWFckvr376/PPvvMB6EAQKH166WEBKltW2nePDM2cKAZT06W2re3MjoAAACgfJCDA6jM8vKkf/1LatlSWrnyzHNtNik2VoqPL5/YAAAAEHjcaqV+qubNm+vxxx/XDz/8oA4dOqhGjRou5++++26vBQcg8KxZIz3+uFkNLpnE+MYbpYkTzapxAAAAIJCQgwOorLZvl0aNkpYsMZ8vu0y66Sbp3nvN5/xt0iST+0tSUpIUHFyeUQIAACCQ2JzOU/8z9OzOtK+ZzWbTjh07yhyU1ex2uyIiIpSdna3w8HCrwwECwurVpiC+YIH5HBRkEuZHHpEuvtja2AAAAABPeSuvJAcHUNk4HNILL0iTJknHj0vVq0tTp0pjx5qid3KyNG6ctGdP4TWxsaYonpBgWdgAAACopDzJKT1eMb5z585SBwYAp1uxQnrsMemrr8znoCDp5ptNQbxFC2tjAwAAAKxGDg6gMtm0Sfr736UffzSfe/SQXn9datascE5CgtSvn5SaKmVkmD3F4+NZKQ4AAADf87gwDgDesGyZKYh/+635HBws3XqrKYiff761sQEAAAAAAPfl5ppV4VOnSidOSBER0vTp0ogRhW3STxUcLHXvXu5hAgAAIMCVqjC+Z88ezZ8/X2lpacrNzXU5N336dK8EBqBycjjO/NT30qWmIL54sfkcEiINGyY9/LDrE+QAAAAADHJwAFY7U66/erVZJf7f/5rP/fpJr74qNWxoXbwAAABAcTwujKekpOi6665Ts2bN9Ouvv6pVq1batWuXnE6nLrnkEl/ECKCSKG6fsJgYs09Y7dqmIP7992a8ShWTOI8fLzVpYkW0AAAAQMXn7Rx8xowZevbZZ5WZmam2bdvq5ZdfVqdOnUqcn5SUpNdee01paWmqW7euBg4cqGnTpqlq1aqlvieAyqWkXP+ZZ6Q1a8x+4nl5Ur160iuvSDfcUPwqcQAAAMBqQZ5eMGHCBN1///36+eefVbVqVX3yySfavXu3unXrphtuuMEXMQKoBJKTpYEDXRNlyXweONDsK/b991JoqHTXXdL27dLMmRTFAQAAgDPxZg4+d+5cJSYmasqUKVq7dq3atm2rXr16ae/evcXO/+CDDzR+/HhNmTJFmzdv1qxZszR37lw9/PDDpb4ngMrlTLn+kCHS88+bovgtt0ibN0s33khRHAAAABWXzel0Oj25oGbNmlq/fr3OO+881a5dW8uWLVPLli21YcMG9evXT7t27fJRqOXHbrcrIiJC2dnZCg8PtzocoMJzOEyB+/RE+XRjxpgV4jEx5RIWAAAAYBlv5ZXezMHj4uJ06aWX6pVXXpEk5eXlKTY2Vv/4xz80fvz4IvPHjh2rzZs3KyUlpWDsvvvu06pVq7Rs2bJS3bM45OBAxeROrh8cLH36qdS3b7mFBQAAALjwJKf0eMV4jRo1CvY0i4qK0m+//VZwbv/+/Z7eDoAfSE09e1FcMk+ZUxQHAAAA3OetHDw3N1dr1qxRz549C8aCgoLUs2dPrVixothrunTpojVr1mj16tWSpB07dmjhwoXq06dPqe8pSTk5ObLb7S4vABWPO7m+wyHVrFk+8QAAAABl5fEe45dddpmWLVumiy66SH369NF9992nn3/+WcnJybrssst8ESOACi4jw7vzAAAAABjeysH3798vh8OhyMhIl/HIyEj9+uuvxV4zZMgQ7d+/X127dpXT6dTJkyd1xx13FLRSL809JWnatGl67LHH3I4dgDXI9QEAAOBvPF4xPn36dMXFxUmSHnvsMfXo0UNz585VkyZNNGvWLK8HCKBi27BBeukl9+ZGRfk2FgAAAMDfWJmDL1myRFOnTtWrr76qtWvXKjk5WQsWLNATTzxRpvtOmDBB2dnZBa/du3d7KWIA3uRuDk+uDwAAgMrC4xXjzZo1KziuUaOGZs6c6dWAAFQO27ZJkydLc+acfa7NZlqox8f7Pi4AAADAn3grB69bt66Cg4OVlZXlMp6VlaUGDRoUe82kSZN06623auTIkZKk1q1b68iRIxo9erQeeeSRUt1TksLCwhQWFlaq7wGgfDidJu+32cxxccj1AQAAUNl4vGJ85MiRWrJkiQ9CAVAZ7NkjjR4tXXRRYVH8ppukl182SbHN5jo//3NSkhQcXK6hAgAAAJWet3Lw0NBQdejQQSkpKQVjeXl5SklJUefOnYu95ujRowoKcv3ZIPh//1HvdDpLdU8AFd+hQybPHz26sChOrg8AAAB/4HFhfN++ferdu7diY2P1wAMPaMOGDb6IC0AFs3+/dN990vnnS2+8ITkc0v/9n7RunfThh9LYsdK8eVJ0tOt1MTFmPCHBmrgBAACAysybOXhiYqLeeOMNvfPOO9q8ebPuvPNOHTlyRCNGjJAkDR06VBMmTCiY37dvX7322muaM2eOdu7cqW+++UaTJk1S3759CwrkZ7sngMpl+XKpXTvpo4+kkBDp6aeljz8m1wcAAIB/8LiV+n/+8x/9+eef+vjjj/XBBx9o+vTpuvDCC3XzzTdryJAhatKkiQ/CBGAVu12aPl16/nnp8GEzdsUV0tSp0uWXu85NSJD69ZNSU6WMDLPPWHw8T48DAAAApeXNHHzQoEHat2+fJk+erMzMTLVr106LFi1SZGSkJCktLc1lhfjEiRNls9k0ceJEpaenq169eurbt6+eeuopt+8JoHJwOKRp06RHHzXH550nffCB1KmTOT9gALk+AAAAKj+b01nSTkHu2bNnjz788EPNnj1b27Zt08mTJ70Vm2XsdrsiIiKUnZ2t8PBwq8MBLHHsmPTqqyYxPnDAjF1yiSmIX3NN0TZqAAAAAAr5Kq8kBwfgbXv2SLfcIi1daj7ffLP5PYD/OQIAAKAy8CSn9HjF+KlOnDihn376SatWrdKuXbt4IhzwAydOSG+9JT3+uJSebsZatJCefNKsCA/yeAMGAAAAAN5ADg7A2z77TLrtNungQemcc0xB/NZbrY4KAAAA8I1SlbgWL16sUaNGKTIyUsOHD1d4eLi++OIL7dmzx9vxASgneXlmr/CLL5Zuv90UxWNjpVmzpE2bpIEDKYoDAAAAViAHB+Btx45JY8aYFukHD0odOkhr11IUBwAAgH/zeMV4dHS0Dh48qN69e+v1119X3759FRYW5ovYAJQDp1NasEB65BFp40YzVq+eNHGiKZDzP28AAADAOuTgALxt0yZp8GDzLkkPPGC6xIWGWhsXAAAA4GseF8YfffRR3XDDDapVq5YPwgFQnpYulR5+WFq+3HwOD5cefFAaN860UAMAAABgLXJwAKXlcEipqVJGhhQVJXXtKr35pnTvvdLx41JkpPTuu9I111gdKQAAAFA+PC6Mjxo1yhdxAChHa9aYFeJffWU+V6sm3X23KYqfe661sQEAAAAoRA4OoDSSk81D76fuuFC1qimIS1Lv3tI770j161sTHwAAAGAFjwvjACqvzZulyZOlefPM55AQadQo0za9YUNrYwMAAAAAAGWXnCwNHGi2TjtVflF8+HBp1iwpKKjcQwMAAAAsRWEcCAC//y499ph5GjwvT7LZpFtukR59VGrWzOroAAAAAACANzgcZqX46UXxU6WknPk8AAAA4K94NhTwY1lZJiG+4ALprbdMUbx/f2njRrOPGEVxAAAAAAD8R2qqa/v04uzebeYBAAAAgYYV44AfOnRIeu45KSlJOnLEjF11lTR1qhQXZ2VkAAAAAADAVzIyvDsPAAAA8CduFcbnz5/v9g2vu+66UgcDoGyOHpVefll6+mnpzz/NWKdOpiDeo4e1sQEAAABwDzk4gNKy292bFxXl2zgAAACAisitwnj//v1dPttsNjlP2YzIZrMVHDscDu9EBsBtubnSm29KTzwhZWaasZYtpSeflPr1M3uKAwAAAKgcyMEBlMann0r33nvmOTabFBMjxceXT0wAAABAReLWHuN5eXkFr6+//lrt2rXTl19+qUOHDunQoUNauHChLrnkEi1atMjX8QI4hcMh/fvf0oUXSmPGmKJ406Zm//ANG8x+4hTFAQAAgMqFHByAJ5xO6ZlnpOuvl44dk9q1M78FnP57QP7npCQpOLi8owQAAACs5/Ee4/fcc49mzpyprl27Foz16tVL1atX1+jRo7V582avBgigKKdT+s9/pIkTpf/+14w1aCBNmiSNHCmFhlobHwAAAADvIAcHcCa5udJdd0mzZpnPY8aYwvf8+dK4cdKePYVzY2LMuYQEKyIFAAAArOdxYfy3335TrVq1ioxHRERo165dXggJwJmkpEgPPyytXm0+164tPfSQNHasVKOGtbEBAAAA8C5ycAAl+fNPs0p88WIpKMgUvf/xD3MuIcFsrZaaKmVkmD3F4+NZKQ4AAIDA5lYr9VNdeumlSkxMVFZWVsFYVlaWHnjgAXXq1MmrwQEotGqV1KOH1LOnKYrXqCE98oi0Y4cpjFMUBwAAAPwPOTiA4mzfLl12mSmKn3OO9PnnhUXxfMHBUvfu0uDB5p2iOAAAAAKdxyvGZ8+erQEDBqhRo0aKjY2VJO3evVvNmzfXZ5995u34gIC3aZNpmf6f/5jPoaHSHXeYVeORkdbGBgAAAMC3yMEBnO7776UBA6SDB6VGjaQvvpBat7Y6KgAAAKDi87gwfv7552vjxo365ptv9Ouvv0qSLrroIvXs2VM2m83rAQKBascOacoU6f33zZ7iQUHSsGFmrHFjq6MDAAAAUB7IwQGc6p13pFGjpBMnpE6dzEP0DRpYHRUAAABQOdicTqeztBcfP35cYWFhfpeM2+12RUREKDs7W+Hh4VaHgwCTkSE98YT0xhvSyZNmbOBA6fHHpYsusjY2AAAAAO7xRV5JDg4Errw8001u2jTz+YYbTJG8WjVr4wIAAACs5klO6fEe43l5eXriiScUHR2tc845Rzt37pQkTZo0SbNmzSpdxEAAcTikJUukDz807w6HGT940OwVft550muvmaJ4r17STz9JH39MURwAAAAIROTgAI4elQYNKiyKP/KINGcORXEAAADAUx4Xxp988km9/fbbeuaZZxQaGlow3qpVK7355pteDQ7wN8nJUpMm0pVXSkOGmPfGjaXBg6WmTaVnnpGOHZO6dDFF80WLpA4drI4aAAAAgFXIwYHAUdyD9BkZUvfu0rx5UpUqZpX4k0+a7dYAAAAAeMbjPcbfffddvf766+rRo4fuuOOOgvG2bdsW7HcGoKjkZNMS/fTNC9LTzZPektSmjTR1qtSnj+Rn3REBAAAAlAI5OBAYkpOlceOkPXsKxyIjTTe5AwekOnWkTz+V4uOtixEAAACo7DwujKenp+v8888vMp6Xl6cTJ054JSjA3zgcJsE9vSh+qjp1TNv0KlXKLy4AAAAAFRs5OOD/SnqQPivLvDdsKC1dKhXzrwIAAAAAHvC48dLFF1+s1NTUIuPz5s1T+/btvRIU4G9SU12f+i7OgQPSDz+UTzwAAAAAKgdycMC/ufMgvc1mtl8DAAAAUDYerxifPHmyhg0bpvT0dOXl5Sk5OVlbtmzRu+++qy+++MIXMQKVXkaGd+cBAAAACAzk4IB/c+dB+vR0M69793IJCQAAAPBbHq8Y79evnz7//HN9++23qlGjhiZPnqzNmzfr888/19VXX+2LGIFKLS9PWrLEvblRUT4NBQAAAEAlQw4O+DcepAcAAADKj8crxiUpPj5e33zzjbdjAfzO3r3S0KHSV1+deZ7NJsXESPHx5RMXAAAAgMqDHBzwX+4+IM+D9AAAAEDZlaowLkm5ubnau3ev8vLyXMYbNWpU5qAAf5CSIt1yi5SZKVWrJg0fLs2cac6duneYzWbek5Kk4ODyjhIAAABAZUAODvin+vXNbwEOR/HneZAeAAAA8B6PC+Pbtm3T3//+dy1fvtxl3Ol0ymazyVHSf8kDAeLkSenRR6WpU00BvGVLae5c896zpzRunOv+YTExpiiekGBVxAAAAAAqKnJwwH8tWyb161dYFLfZeJAeAAAA8CWP9xgfPny4goKC9MUXX2jNmjVau3at1q5dq3Xr1mnt2rUeBzBjxgw1adJEVatWVVxcnFavXn3G+UlJSWrRooWqVaum2NhY3XvvvTp+/HjB+UcffVQ2m83ldeGFF3ocF1Aau3dL3btLTz1lktlRo6TVq01RXDLF7127pMWLpQ8+MO87d1IUBwAAAFA8b+fgACqGjz4yD88fPCjFxUmzZ0vR0a5zYmKkefP4zQAAAADwFo9XjK9fv15r1qzxSrF57ty5SkxM1MyZMxUXF6ekpCT16tVLW7ZsUf369YvM/+CDDzR+/HjNnj1bXbp00datWzV8+HDZbDZNnz69YF7Lli317bffFnwOCSl1x3jAbf/5jzRihPTnn1J4uPT669KgQUXnBQeb4jkAAAAAnI03c3AA1nM6peeflx54wHweMEB67z2penVp6FApNVXKyDB7isfHs1IcAAAA8CaPK8YXX3yx9u/f75U/fPr06Ro1apRGjBghSZo5c6YWLFig2bNna/z48UXmL1++XJdffrmGDBkiSWrSpIkGDx6sVatWucwLCQlRgwYN3I4jJydHOTk5BZ/tdntpvg4CVE6OSWhfftl87tjRtE5v1szauAAAAABUft7MwQFYy+Ew26vNmGE+3323NH16YfGbB+kBAAAA3/K4lfrTTz+tBx98UEuWLNGBAwdkt9tdXu7Kzc3VmjVr1LNnz8JggoLUs2dPrVixothrunTpojVr1hS0W9+xY4cWLlyoPn36uMzbtm2bGjZsqGbNmunmm29WWlraGWOZNm2aIiIiCl6xsbFufw8Etm3bpM6dC4vi990n/fADRXEAAAAA3uGtHByAtY4cMS3RZ8wwe4e/8IL04ousCAcAAADKk83pdDo9uSAoyNTSbTaby7jT6ZTNZpPD4XDrPn/88Yeio6O1fPlyde7cuWD8wQcf1NKlS4usAs/30ksv6f7775fT6dTJkyd1xx136LXXXis4/+WXX+rw4cNq0aKFMjIy9Nhjjyk9PV2bNm1SzZo1i71ncSvGY2NjlZ2drfDwcLe+DwLPe+9Jd94pHT4s1a0rvfOOdNozGgAAAAAClN1uV0RERJnzSm/l4BWZt/6ugIoqK0vq21f68UepalXze8L111sdFQAAAOAfPMkpPW6lvnjx4lIHVlZLlizR1KlT9eqrryouLk7bt2/XuHHj9MQTT2jSpEmSpGuvvbZgfps2bRQXF6fGjRvro48+0m233VbsfcPCwhQWFlYu3wGV35Ej0tix0ttvm8/du5ukNjrayqgAAAAA+CMrc3AAZbdli3TttdLOnVKdOtL8+VKXLlZHBQAAAAQmjwvj3bp188ofXLduXQUHBysrK8tlPCsrq8T9wSdNmqRbb71VI0eOlCS1bt1aR44c0ejRo/XII48UPEl/qlq1aumCCy7Q9u3bvRI3AtuGDdKgQSaxDQqSpkyRHnmE1mcAAAAAfMNbOTiA8rdsmdSvn3TwoHTeedKXX0rNm1sdFQAAABC43CqMb9y4Ua1atVJQUJA2btx4xrlt2rRx6w8ODQ1Vhw4dlJKSov79+0uS8vLylJKSorFjxxZ7zdGjR4sUv4P/V5EsqSP84cOH9dtvv+nWW291Ky6gOE6n9NprUmKilJMjNWwoffCBxG9UAAAAALzNFzk4gPL18cfSrbea3xDi4qTPP5fq1bM6KgAAACCwuVUYb9eunTIzM1W/fn21a9dONput2EK0p/ubJSYmatiwYerYsaM6deqkpKQkHTlyRCNGjJAkDR06VNHR0Zo2bZokqW/fvpo+fbrat29f0Ep90qRJ6tu3b0GB/P7771ffvn3VuHFj/fHHH5oyZYqCg4M1ePBgt+MCTvXnn9KoUdInn5jP//d/po163bqWhgUAAADAT/kqBwfgfQ6HlJoqZWRIUVFS165SUpL0wAPm/IABZvu16tUtDRMAAACA3CyM79y5U/X+91jrzp07vfaHDxo0SPv27dPkyZOVmZmpdu3aadGiRYqMjJQkpaWluawQnzhxomw2myZOnKj09HTVq1dPffv21VNPPVUwZ8+ePRo8eLAOHDigevXqqWvXrlq5cmVB/IAnVqyQBg+Wfv9dqlJFevpp6Z57JJvN6sgAAAAA+Ctf5eAAvCs5WRo3Ttqzp3CsRg3pyBFzfPfd0vTpbL8GAAAAVBQ2Z0k9yAOY3W5XRESEsrOzFR4ebnU4sEBenvTss2b/cIfD7AU2Z47UsaPVkQEAAACoDMgr3cffFSqj5GRp4ECz9VpxRoyQZs8u35gAAACAQORJTunWivHi/PLLL0pLS1Nubq7L+HXXXVfaWwIVQlaWNHSo9PXX5vNNN0n/+pfE7zMAAAAArEIODlQcDodZKX6mpSbffmvmsVocAAAAqDg8Lozv2LFDAwYM0M8//+yyz5ntf72l2d8Mldm330q33iplZkrVqkkvvyz9/e+0TgcAAABgDXJwoOJJTXVtn16c3bvNvO7dyyUkAAAAAG4IOvsUV+PGjVPTpk21d+9eVa9eXf/973/1/fffq2PHjlqyZIkPQgR87+RJ0zb9mmtMUbxlS+nHH6XbbqMoDgAAAMA65OBAxZOR4d15AAAAAMqHxyvGV6xYoe+++05169ZVUFCQgoKC1LVrV02bNk1333231q1b54s4AZ9JS5MGD5aWLzefR4+WXnhBql7d2rgAAAAAgBwcqHiiorw7DwAAAED58HjFuMPhUM2aNSVJdevW1R9//CFJaty4sbZs2eLd6AAf++wzqV07UxQPD5fmzjX7iVMUBwAAAFARkIMDFc/550shZ1hqYrNJsbFSfHz5xQQAAADg7DxeMd6qVStt2LBBTZs2VVxcnJ555hmFhobq9ddfV7NmzXwRI+B1x49LDzwgvfKK+XzppdKcORL/CAMAAACoSMjBgYolM1Pq2dNsySaZIrjTWXg+fzu2pCQpOLjcwwMAAABwBh6vGJ84caLy8vIkSY8//rh27typ+Ph4LVy4UC+99JLXAwS8betWqXPnwqL4/fdLy5ZRFAcAAABQ8ZCDAxVHVpZ01VXSli1So0bSq69K0dGuc2JipHnzpIQEa2IEAAAAUDKb03nqc62lc/DgQdWuXVu2/MdiKzm73a6IiAhlZ2crPDzc6nDgRf/+t3TnndKRI1LdutK770rXXmt1VAAAAAD8jS/zSnJwoPzt3StdeaX0yy+m+L10qXnA3uGQUlOljAyzp3h8PCvFAQAAgPLkSU7pcSv14px77rneuA3gM4cPS2PHSu+8Yz5feaX03ntSw4bWxgUAAAAAniIHB8rXvn1Sjx6mKB4dLS1ZUth1LjhY6t7dyugAAAAAuMutwniCB/2fkpOTSx0M4Avr10uDBpkW6kFB0qOPSg8/zBPcAAAAAComX+bgM2bM0LPPPqvMzEy1bdtWL7/8sjp16lTs3O7du2vp0qVFxvv06aMFCxZIkoYPH6538p9A/p9evXpp0aJFHsUFVFT795ui+KZN5uH6xYul886zOioAAAAApeFWYTwiIsLXcQBe53Sa/b7uu0/KyTFPdX/wgXTFFVZHBgAAAAAl81UOPnfuXCUmJmrmzJmKi4tTUlKSevXqpS1btqh+/fpF5icnJys3N7fg84EDB9S2bVvdcMMNLvN69+6tt956q+BzWFiYT+IHytuBA1LPntLPP5s26YsXS82bWx0VAAAAgNJyqzB+aoILVAZ//inddpv06afm89/+Jr39tlSnjqVhAQAAAMBZ+SoHnz59ukaNGqURI0ZIkmbOnKkFCxZo9uzZGj9+fJH5p7dsnzNnjqpXr16kMB4WFqYGDRq4HUdOTo5ycnIKPtvtdk++BlAuDh40RfENG6TISOm776QLLrA6KgAAAABlEVTaC/fu3avU1FSlpqZq79693owJKJPly6V27UxRvEoVKSlJmj+fojgAAACAyqusOXhubq7WrFmjnj17FowFBQWpZ8+eWrFihVv3mDVrlm666SbVqFHDZXzJkiWqX7++WrRooTvvvFMHDhw4432mTZumiIiIgldsbKzH3wfwpT//lK6+2mzNVr++WSl+4YVWRwUAAACgrDwujNvtdt16662Kjo5Wt27d1K1bN0VHR+uWW25Rdna2L2IE3JKXJ02bZlqlp6WZPb9WrJDGjZNsNqujAwAAAADPeSsH379/vxwOhyIjI13GIyMjlZmZedbrV69erU2bNmnkyJEu471799a7776rlJQUPf3001q6dKmuvfZaORyOEu81YcIEZWdnF7x2797t9vcAfO3QIVMUX7tWqlfPFMUvusjqqAAAAAB4g8eF8VGjRmnVqlX64osvdOjQIR06dEhffPGFfvrpJ91+++2+iBE4q6wsqXdv6eGHJYdDGjLEJLEdOlgdGQAAAACUXkXJwWfNmqXWrVurU6dOLuM33XSTrrvuOrVu3Vr9+/fXF198oR9//FFLliwp8V5hYWEKDw93eQEVQXa2dM010po1Ut26pn36xRdbHRUAAAAAb3Frj/FTffHFF/rqq6/UtWvXgrFevXrpjTfeUO/evb0aHOCOb76Rbr3VFMerVZNeeUUaMYJV4gAAAAAqP2/l4HXr1lVwcLCysrJcxrOyss66P/iRI0c0Z84cPf7442f9c5o1a6a6detq+/bt6tGjh9vxAVaz26VevaQffzRbsX33ndSqldVRAQAAAPAmj1eM16lTRxEREUXGIyIiVLt2ba8EBbjjxAmzQrxXL1MUb9XKPNX9979TFAcAAADgH7yVg4eGhqpDhw5KSUkpGMvLy1NKSoo6d+58xms//vhj5eTk6JZbbjnrn7Nnzx4dOHBAUVFRbscGWO2vv0wXulWrpHPPlVJSpNatrY4KAAAAgLd5XBifOHGiEhMTXfYgy8zM1AMPPKBJkyZ5NTigJL//LnXvbvYUdzqlO+6QVq9m3y8AAAAA/sWbOXhiYqLeeOMNvfPOO9q8ebPuvPNOHTlyRCNGjJAkDR06VBMmTChy3axZs9S/f3/VqVPHZfzw4cN64IEHtHLlSu3atUspKSnq16+fzj//fPXq1asU3xYoHw6HtGSJ9OGH0sKFpii+YoVUu7b07bdS27ZWRwgAAADAFzxupf7aa69p+/btatSokRo1aiRJSktLU1hYmPbt26d//etfBXPXrl3rvUiB/0lOlm67TTp0SAoPl958U7rhBqujAgAAAADv82YOPmjQIO3bt0+TJ09WZmam2rVrp0WLFikyMrLgvkFBrs/Pb9myRcuWLdPXX39d5H7BwcHauHGj3nnnHR06dEgNGzbUNddcoyeeeEJhYWFl/eqATyQnS+PGSXv2uI5Xr26K4u3bWxMXAAAAAN/zuDDev39/H4QBnN3x49L990szZpjPnTpJc+ZITZtaGxcAAAAA+Iq3c/CxY8dq7NixxZ5bsmRJkbEWLVrI6XQWO79atWr66quvvBke4FPJydLAgabz3OmOHpV27ZIuuaTcwwIAAABQTmzOkjLcAGa32xUREaHs7GyFh4dbHU7AcTik1FQpI0OKipLi46Xt26VBg6QNG8ycBx6QnnpKqlLF2lgBAAAAoDjkle7j7wrlweGQmjQpulI8n80mxcRIO3dKwcHlGhoAAACAMvAkp/R4j/HFixeXeO7UFm5AaSQnm0T1yiulIUPMe716Zn+vDRvM8ZdfSs88Q1EcAAAAgP8jBwe8IzW15KK4ZFaR795t5gEAAADwTx4Xxnv37q0HHnhAJ06cKBjbv3+/+vbtq/Hjx3s1OASW/JZmpyeqf/4p5eRIrVpJ69dLvXtbEh4AAAAAlDtycMA7MjK8Ow8AAABA5VOqFeOffvqpLr30Uv3yyy9asGCBWrVqJbvdrvXr1/sgRAQCh0MaN674fb7yHTokRUaWW0gAAAAAYDlycMA7GjRwb15UlG/jAAAAAGAdjwvjXbp00fr169WqVStdcsklGjBggO69914tWbJEjRs39kWMCABna2kmmfO0NAMAAAAQSMjBAe842+8JNpsUGyvFx5dPPAAAAADKn8eFcUnaunWrfvrpJ8XExCgkJERbtmzR0aNHvR0bAggtzQAAAACgeOTgQNnMnClNmVL42WZzPZ//OSlJCg4ut7AAAAAAlDOPC+P//Oc/1blzZ1199dXatGmTVq9erXXr1qlNmzZasWKFL2JEAHC3VRktzQAAAAAEEnJwoGw+/li66y5zPHGi9MknUnS065yYGGnePCkhofzjAwAAAFB+bE7nmXZ1LioqKkqzZ8/WtddeWzB24sQJPfzww3rppZeUk5Pj9SDLm91uV0REhLKzsxUeHm51OAHB4ZCaNJHS04vfZ9xmM4nqzp08vQ0AAACg4vNWXkkODpTet99KffpIJ05It98uvfaa+X3B4TCt1TMyzAP48fH81gAAAABUVp7klB4Xxvfv36+6desWe27p0qXq1q2bJ7erkEjKrZGcLA0cWLQwnt/SjKe3AQAAAFQW3sorycGB0lm9WrrqKunIEfNbw5w5FL8BAAAAf+RJTulxK/W6devq0KFDevPNNzVhwgQdPHhQkrR27Vqdf/75pYsYkCl6v/9+0XFamgEAAAAIVOTggOc2bzYrxY8ckXr2lN57j6I4AAAAACnE0ws2btyonj17KiIiQrt27dKoUaN07rnnKjk5WWlpaXr33Xd9EScCRP365r1OHemll6SGDWlpBgAAACBwkYMDntm9W7rmGunAAenSS6VPP5XCwqyOCgAAAEBF4PGK8XvvvVfDhw/Xtm3bVLVq1YLxPn366Pvvv/dqcAg8ixeb9969pSFDpO7dKYoDAAAACFzk4ID79u83RfE9e6QLL5QWLpTOOcfqqAAAAABUFB6vGP/pp5/0+uuvFxmPjo5WZmamV4JC4MovjF91lbVxAAAAAEBFQA4OuOfwYen//k/69VezJdtXX0l161odFQAAAICKxOMV42FhYbLb7UXGt27dqnr16nklKASmw4el1avN8ZVXWhsLAAAAAFQE5ODA2eXkSAkJ5jeFOnWkr7+WGjWyOioAAAAAFY3HhfHrrrtOjz/+uE6cOCFJstlsSktL00MPPaTrr7/e6wEicPzwg3TypNS4sdS0qdXRAAAAAID1yMGBM3M4pKFDpW++kWrUMO3TL7rI6qgAAAAAVEQeF8aff/55HT58WPXr19exY8fUrVs3nX/++apZs6aeeuopX8SIAJHfRp3V4gAAAABgkIMDJXM6pX/8Q/roI6lKFenTT6VOnayOCgAAAEBF5fEe4xEREfrmm2/0ww8/aMOGDTp8+LAuueQS9ezZ0xfxIYBQGAcAAAAAV+TgQMkefVR67TXJZpPee0+6+mqrIwIAAABQkdmcTqfT6iAqGrvdroiICGVnZys8PNzqcAKC3S6de65pgZaWJsXGWh0RAAAAAJQeeaX7+LtCabz8snT33eb41VelO++0Nh4AAAAA1vAkp/R4xTjgC6mppih+3nkUxQEAAAAAQCGHw/xukJEhRUVJe/YUFsUfe4yiOAAAAAD3UBhHhUAbdQAAAAAAcLrkZGncOFMMP93YsdKkSeUfEwAAAIDKicI4KoTvvjPvFMYBAAAAAIBkiuIDB0olbQLYrZvZXxwAAAAA3BFkdQDAwYPS+vXmmMI4AAAAAABwOMxK8ZKK4jablJho5gEAAACAO0pVGP/tt980ceJEDR48WHv37pUkffnll/rvf//r1eAQGL7/3iS6LVqYvcIAAAAAAIXIwRGIUlOLb5+ez+mUdu828wAAAADAHR4XxpcuXarWrVtr1apVSk5O1uHDhyVJGzZs0JQpU7weIPwf+4sDAAAAQPHIwRGoMjK8Ow8AAAAAPC6Mjx8/Xk8++aS++eYbhYaGFoxfddVVWrlypVeDQ2CgMA4AAAAAxSMHR6Byt6McnecAAAAAuMvjwvjPP/+sAQMGFBmvX7++9u/f75WgEDj27ZN+/tkcd+9uaSgAAAAAUOGQgyNQxcdL4eEln7fZpNhYMw8AAAAA3OFxYbxWrVrKKKZP1bp16xQdHe2VoBA4li417y1bSvXrWxsLAAAAAFQ05OAIVPPnS3Z78edsNvOelCQFB5dbSAAAAAAqOY8L4zfddJMeeughZWZmymazKS8vTz/88IPuv/9+DR061Bcxwo/RRh0AAAAASkYOjkC0bp10yy3m+NprpZgY1/MxMdK8eVJCQvnHBgAAAKDyCvH0gqlTp2rMmDGKjY2Vw+HQxRdfLIfDoSFDhmjixIm+iBF+jMI4AAAAAJSMHByBJjNTuu466ehR6eqrzcpxm01KTZUyMsye4vHxrBQHAAAA4Dmb0+l0lubCtLQ0bdq0SYcPH1b79u3VvHlzb8dmGbvdroiICGVnZyv8TBtaoUwyM01Ca7OZvcbr1LE6IgAAAADwDm/nleTgCATHj0vdu0urVkktWkgrVki1a1sdFQAAAICKzJOc0uMV48uWLVPXrl3VqFEjNWrUqNRBAkuWmPc2bSiKAwAAAEBxyMERKJxOaeRIUxSvXVv6/HOK4gAAAAC8y+M9xq+66io1bdpUDz/8sH755RdfxIQAQRt1AAAAADgzcnAEimnTpPffl0JCzP7hftQUAQAAAEAF4XFh/I8//tB9992npUuXqlWrVmrXrp2effZZ7dmzxxfxwY9RGAcAAACAMyMHRyD49FPpkUfM8csvS1ddZW08AAAAAPxTqfcYl6SdO3fqgw8+0Icffqhff/1VV1xxhb777jtvxmcJ9jfzvfR0KSZGCgqSDhyQatWyOiIAAAAA8B5f5JXk4PBH69ZJXbtKR49KY8eawjgAAAAAuMuTnNLjFeOnatq0qcaPH69//vOfat26tZYuXVqW2yGA5K8Wb9+eojgAAAAAuIMcHP4mM1O67jpTFL/mGumFF6yOCAAAAIA/K3Vh/IcfftBdd92lqKgoDRkyRK1atdKCBQu8GRv8GG3UAQAAAMB95ODwN8ePS/37S3v2SC1aSHPnmv3FAQAAAMBXPE45JkyYoDlz5uiPP/7Q1VdfrRdffFH9+vVT9erVfREf/BSFcQAAAAA4O3Jw+COnUxo5Ulq1SqpdW/r8c7rJAQAAAPA9jwvj33//vR544AHdeOONqlu3ri9igp/7/Xdp504pOFiKj7c6GgAAAACouMjB4Y+mTZPef9+sEJ83T2re3OqIAAAAAAQCjwvjP/zwgy/iQADJXy3esaNUs6a1sQAAAABARUYODn/z6afSI4+Y45dflq66ytp4AAAAAAQOtwrj8+fP17XXXqsqVapo/vz5Z5x73XXXeSUw+C/aqAMAAABAycjB4a/WrZNuucUc/+Mf0h13WBsPAAAAgMBiczqdzrNNCgoKUmZmpurXr6+goKCSb2azyeFweDVAK9jtdkVERCg7O1vh4eFWh+NXnE6pcWNp927pq6+ka66xOiIAAAAA8L6y5JXk4PBHmZnSpZdKe/aY3wIWLDCt1AEAAACgLDzJKd1KQfLy8oo9Bjy1Y4cpilepIl1+udXRAAAAAEDFQw4Of+BwSKmpUkaGVKeONGmSKYq3aCHNnUtRHAAAAED5K/nR8xK8++67ysnJKTKem5urd9991ytBwX/lt1Hv1EmqUcPaWAAAAACgoiMHR2WUnCw1aWK2UBsyROrVS1q92vwO8PnnUq1aVkcIAAAAIBB5XBgfMWKEsrOzi4z/9ddfGjFihFeCgv9if3EAAAAAcB85OCqb5GRp4ECzOvx0R45IP/9c/jEBAAAAgFSKwrjT6ZTNZisyvmfPHkVERHglKPgnp5PCOAAAAAB4ghwclYnDIY0bZ/L/4ths0j33mHkAAAAAUN7c3tGpffv2stlsstls6tGjh0JO2QzK4XBo586d6t27t0+ChH/YutXsLRYaKnXubHU0AAAAAFBxkYOjMkpNLX6leD6nU9q928zr3r3cwgIAAAAASR4Uxvv37y9JWr9+vXr16qVzzjmn4FxoaKiaNGmi66+/3usBwn/krxbv3FmqVs3aWAAAAACgIiMHR2WUkeHdeQAAAADgTW4XxqdMmSJJatKkiQYNGqSqVav6LCj4J9qoAwAAAIB7fJWDz5gxQ88++6wyMzPVtm1bvfzyy+rUqVOxc7t3766lS5cWGe/Tp48WLFggybR6nzJlit544w0dOnRIl19+uV577TU1b97cK/GicomK8u48AAAAAPAmj/cYHzZsGEVxeMzplJYsMccUxgEAAADAPd7MwefOnavExERNmTJFa9euVdu2bdWrVy/t3bu32PnJycnKyMgoeG3atEnBwcG64YYbCuY888wzeumllzRz5kytWrVKNWrUUK9evXT8+HGvxIzKJT5eiows+bzNJsXGmnkAAAAAUN48Low7HA4999xz6tSpkxo0aKBzzz3X5QUU55dfpL17papVpbg4q6MBAAAAgMrBmzn49OnTNWrUKI0YMUIXX3yxZs6cqerVq2v27NnFzj/33HPVoEGDgtc333yj6tWrFxTGnU6nkpKSNHHiRPXr109t2rTRu+++qz/++EOfffZZWb86KqGTJ6WwsOLP2WzmPSlJCg4ut5AAAAAAoIDHhfHHHntM06dP16BBg5Sdna3ExEQlJCQoKChIjz76qA9ChD/Ib6N++eUlJ8kAAAAAAFfeysFzc3O1Zs0a9ezZs2AsKChIPXv21IoVK9y6x6xZs3TTTTepRo0akqSdO3cqMzPT5Z4RERGKi4s74z1zcnJkt9tdXvAPjz0mpaVJ4eFF26XHxEjz5kkJCdbEBgAAAAAeF8bff/99vfHGG7rvvvsUEhKiwYMH680339TkyZO1cuVKX8QIP8D+4gAAAADgOW/l4Pv375fD4VDkaX2uIyMjlZmZedbrV69erU2bNmnkyJEFY/nXeXrPadOmKSIiouAVGxvr9vdAxbVypfT00+b4rbek3bvNbwEffGDed+6kKA4AAADAWh4XxjMzM9W6dWtJ0jnnnKPs7GxJ0t/+9jctWLDAu9HBL+Tlsb84AAAAAJRGRcnBZ82apdatW6tTp05lvteECROUnZ1d8Nq9e7cXIoSVjh6Vhg0z+f8tt5gCeHCw1L27NHiwead9OgAAAACreVwYj4mJUUZGhiTpvPPO09dffy1J+vHHHxVGj2wU4+efpYMHpRo1pEsvtToaAAAAAKg8vJWD161bV8HBwcrKynIZz8rKUoMGDc547ZEjRzRnzhzddtttLuP513l6z7CwMIWHh7u8ULlNmCBt3SpFR0svvWR1NAAAAABQPI8L4wMGDFBKSook6R//+IcmTZqk5s2ba+jQofr73//u9QBR+eW3Ue/aVapSxdpYAAAAAKAy8VYOHhoaqg4dOhTcS5Ly8vKUkpKizp07n/Hajz/+WDk5Obrllltcxps2baoGDRq43NNut2vVqlVnvSf8x+LFhcXwWbOk2rWtjQcAAAAAShLi6QX//Oc/C44HDRqkRo0aacWKFWrevLn69u3r1eDgH9hfHAAAAABKx5s5eGJiooYNG6aOHTuqU6dOSkpK0pEjRzRixAhJ0tChQxUdHa1p06a5XDdr1iz1799fderUcRm32Wy655579OSTT6p58+Zq2rSpJk2apIYNG6p///6l+8KoVOx26X//+Oj226VevayNBwAAAADOxOPC+Ok6d+7Mk+AokcMhLV1qjimMAwAAAEDZlCUHHzRokPbt26fJkycrMzNT7dq106JFixQZGSlJSktLU1CQa2O5LVu2aNmyZQUt3E/34IMP6siRIxo9erQOHTqkrl27atGiRapatWqpYkTlkpgo/f671LSp9OyzVkcDAAAAAGdmczqdzrNNmj9/vts3vO6668oUUEVgt9sVERGh7Oxs9jorozVrpI4dpZo1zT7jIWV+FAMAAAAAKr6y5JXk4KgMFiyQ/vY3yWaTliyRrrjC6ogAAAAABCJPckq3ypTutkCz2WxyOBxuzUVgyG+jfsUVFMUBAAAAwB3k4KjoDhyQRo40x/feS1EcAAAAQOXgVqkyLy/P13HAT7G/OAAAAAB4hhwcFd3YsVJmpnTRRdKTT1odDQAAAAC4J+jsU4DSOXlSSk01xxTGAQAAAACo/D76SJozRwoOlt55R6pWzeqIAAAAAMA9Hje3fvzxx894fvLkyaUOBv5lzRrpr7+k2rWltm2tjgYAAAAAKh9ycFQkmZnSXXeZ44cfli691Np4AAAAAMATHhfGP/30U5fPJ06c0M6dOxUSEqLzzjuPpBwF8tuod+tmniQHAAAAAHiGHBwVhdMpjR5t9hdv106aONHqiAAAAADAMx4XxtetW1dkzG63a/jw4RowYIBXgoJ/YH9xAAAAACgbcnBUFO+8I33+uRQaKr37rnkHAAAAgMrEK3uMh4eH67HHHtOkSZO8cTv4gdxcadkyc0xhHAAAAAC8hxwc5S0tTRo3zhw//rjUurW18QAAAABAaXilMC5J2dnZys7O9tbtUMn9+KN09KhUt67UsqXV0QAAAACAfyEHR3nJy5P+/nfJbpcuu0y6/36rIwIAAACA0vG4lfpLL73k8tnpdCojI0P//ve/de2113otMFRu+W3Uu3eXgrz2+AUAAAAABBZycFjttdeklBSpWjXTTj042OqIAAAAAKB0PC6Mv/DCCy6fg4KCVK9ePQ0bNkwTJkzwWmCo3NhfHAAAAADKjhwcVtq2TXrwQXP89NPSBRdYGw8AAAAAlIXHhfGdO3f6Ig74kZwcaflyc0xhHAAAAABKjxwcVnE4pOHDzTZpV10ljRljdUQAAAAAUDYeF8aBs1m5Ujp+XGrQQLrwQqujAQAAAAAAZ+NwSKmpUkaGFBVlcvvly6WaNaXZs9kmDQAAAEDl53Fh/Pjx43r55Ze1ePFi7d27V3l5eS7n165d67XgUDmdur+4zWZpKAAAAABQqZGDozwkJ0vjxkl79hQ9l5QkNW5c7iEBAAAAgNd5XBi/7bbb9PXXX2vgwIHq1KmTbFQ+cRr2FwcAAAAA7yAHh68lJ0sDB0pOZ/HnIyLKNx4AAAAA8BWb01lS6lO8iIgILVy4UJdffrmvYrKc3W5XRESEsrOzFR4ebnU4lcqxY1KtWlJurrR1q9S8udURAQAAAED581ZeSQ4OX3I4pCZNil8pLpkucDEx0s6dUnBwuYYGAAAAAG7xJKf0eIeo6Oho1axZs9TBwb8tX26K4tHR0vnnWx0NAAAAAFRu5ODwpdTUkovikllFvnu3mQcAAAAAlZ3HhfHnn39eDz30kH7//XdfxINK7tQ26nT4AwAAAICyIQeHL2VkeHceAAAAAFRkHhfGO3bsqOPHj6tZs2aqWbOmzj33XJeXp2bMmKEmTZqoatWqiouL0+rVq884PykpSS1atFC1atUUGxure++9V8ePHy/TPeE97C8OAAAAAN7j7RwcOFVUlHfnAQAAAEBFFuLpBYMHD1Z6erqmTp2qyMhI2cqwLHju3LlKTEzUzJkzFRcXp6SkJPXq1UtbtmxR/fr1i8z/4IMPNH78eM2ePVtdunTR1q1bNXz4cNlsNk2fPr1U94T3HD4s5T+DQGEcAAAAAMrOmzk4cLr4eLOHeHq6aZt+uvw9xuPjyz82AAAAAPA2m9NZXOpTsurVq2vFihVq27Ztmf/wuLg4XXrppXrllVckSXl5eYqNjdU//vEPjR8/vsj8sWPHavPmzUpJSSkYu++++7Rq1SotW7asVPcsjiebtKPQV19JvXtLjRtLu3ZZHQ0AAAAAWMdbeaU3c/CKihzcWvPmSTfcUHQ8/xmMefOkhITyjQkAAAAA3OVJTulxK/ULL7xQx44dK3Vw+XJzc7VmzRr17NmzMJigIPXs2VMrVqwo9pouXbpozZo1Ba3Rd+zYoYULF6pPnz6lvqck5eTkyG63u7zgue++M++sFgcAAAAA7/BWDg6U5NAh8356M4KYGIriAAAAAPyLx63U//nPf+q+++7TU089pdatW6tKlSou5919unv//v1yOByKjIx0GY+MjNSvv/5a7DVDhgzR/v371bVrVzmdTp08eVJ33HGHHn744VLfU5KmTZumxx57zK24UTL2FwcAAAAA7/JWDg4UJzNTeuABc/z009Kll0oZGWZP8fh4KTjY2vgAAAAAwJs8Loz37t1bktSjRw+XcafTKZvNJofD4Z3IirFkyRJNnTpVr776quLi4rR9+3aNGzdOTzzxhCZNmlTq+06YMEGJiYkFn+12u2JjY70RcsDIzpbWrDHHFMYBAAAAwDuszMHh/+6+26wY79BBuvdeKcTjX4kAAAAAoPLwOOVZnL8suIzq1q2r4OBgZWVluYxnZWWpQYMGxV4zadIk3XrrrRo5cqQkqXXr1jpy5IhGjx6tRx55pFT3lKSwsDCFhYWV8RsFttRUKS9POu88iWcKAAAAAMA7vJWDA6ebP1/6+GOzKvzNNymKAwAAAPB/Hqc93bp188ofHBoaqg4dOiglJUX9+/eXJOXl5SklJUVjx44t9pqjR48qKMh1W/Tg//X1cjqdpbonvIM26gAAAADgfd7KwYFT2e3SXXeZ4/vuk9q1szQcAAAAACgXHhfGv//++zOev+KKK9y+V2JiooYNG6aOHTuqU6dOSkpK0pEjRzRixAhJ0tChQxUdHa1p06ZJkvr27avp06erffv2Ba3UJ02apL59+xYUyM92T/gGhXEAAAAA8D5v5uBAvocfltLTpWbNpClTrI4GAAAAAMqHx4Xx7t27Fxmz2WwFx57sbzZo0CDt27dPkydPVmZmptq1a6dFixYpMjJSkpSWluayQnzixImy2WyaOHGi0tPTVa9ePfXt21dPPfWU2/eE9x08KK1fb44pjAMAAACA93gzBwckacUK6dVXzfHrr0vVq1sbDwAAAACUF5vT6XR6ckF2drbL5xMnTmjdunWaNGmSnnrqKfXo0cOrAVrBbrcrIiJC2dnZCg8PtzqcCu+zz6QBA6QWLaRff7U6GgAAAACwnrfySnJweFNurnTJJdJ//ysNHy699ZbVEQEAAABA2XiSU3q8YjwiIqLI2NVXX63Q0FAlJiZqzZo1nt4SlRxt1AEAAADAN8jB4U1PP22K4vXqSc89Z3U0AAAAAFC+gs4+xT2RkZHasmWLt26HSoTCOAAAAACUL3JweGrzZunJJ83xiy9KdepYGw8AAAAAlDePV4xv3LjR5bPT6VRGRob++c9/ql27dt6KC5XEvn3Szz+b42K2vgMAAAAAlAE5OLwhL08aPdq0Uu/TR7rpJqsjAgAAAIDy53FhvF27drLZbDp9a/LLLrtMs2fP9lpgqByWLjXvLVtK9etbGwsAAAAA+BtycHjDG29Iy5ZJNWpIr70m2WxWRwQAAAAA5c/jwvjOnTtdPgcFBalevXqqWrWq14JC5UEbdQAAAADwHXJwlNUff0gPPmiOn3pKatTI2ngAAAAAwCoeF8YbN27sizhQSVEYBwAAAADfIQdHWY0dK9ntUqdO5hgAAAAAAlWQuxO/++47XXzxxbLb7UXOZWdnq2XLlkpNTfVqcKjYMjOlzZtNC7Zu3ayOBgAAAAD8Bzk4vOHTT80rJMS0Uw8OtjoiAAAAALCO24XxpKQkjRo1SuHh4UXORURE6Pbbb9f06dO9GhwqtiVLzHubNlKdOpaGAgAAAAB+hRwcZZWdLY0ZY44ffNDk7gAAAAAQyNwujG/YsEG9e/cu8fw111yjNWvWeCUoVA60UQcAAAAA3yAHR1mNHy9lZEjNm0uTJlkdDQAAAABYz+3CeFZWlqpUqVLi+ZCQEO3bt88rQaFyoDAOAAAAAL5BDo6ySE2VZs40x6+/LlWtam08AAAAAFARuF0Yj46O1qZNm0o8v3HjRkVFRXklKFR86enStm1SUJB0xRVWRwMAAAAA/oUcHKWVkyONHm2OR46Uune3NBwAAAAAqDDcLoz36dNHkyZN0vHjx4ucO3bsmKZMmaK//e1vXg0OFVf+avH27aVatSwNBQAAAAD8Djk4SmvqVOnXX6XISOmZZ6yOBgAAAAAqDpvT6XS6MzErK0uXXHKJgoODNXbsWLVo0UKS9Ouvv2rGjBlyOBxau3atIiMjfRpwebDb7YqIiFB2drbCw8OtDqdCuu02afZs6f77pWeftToaAAAAAKhYyppXkoOjNP77X/MA+4kT0kcfSTfcYHVEAAAAAOBbnuSUIe7eNDIyUsuXL9edd96pCRMmKL+ebrPZ1KtXL82YMcMvEnK4h/3FAQAAAMB3yMHhqbw8adQoUxTv21caONDqiAAAAACgYnG7MC5JjRs31sKFC/Xnn39q+/btcjqdat68uWrXru2r+FAB/f67tHOnFBwsxcdbHQ0AAAAA+CdycJyNwyGlpkoZGdLKldKKFVLNmtKrr0o2m9XRAQAAAEDF4lFhPF/t2rV16aWXejsWVBL5q8U7djQJNwAAAADAd8jBUZzkZGncOGnPHtfxQYOkmBhrYgIAAACAiizI6gBQ+dBGHQAAAAAA6yQnm1bppxfFJWnWLHMeAAAAAOCKwjg84nRSGAcAAAAAwCoOh1kp/r9t54t1zz1mHgAAAACgEIVxeGTHDmn3bqlKFenyy62OBgAAAACAwJKaWvxK8XxOp8nbU1PLLyYAAAAAqAwojMMj+avFO3WSatSwNhYAAAAAAAJNRoZ35wEAAABAoKAwDo/QRh0AAAAAKq8ZM2aoSZMmqlq1quLi4rR69eozzj906JDGjBmjqKgohYWF6YILLtDChQsLzj/66KOy2WwurwsvvNDXXyOgRUV5dx4AAAAABIoQqwNA5cH+4gAAAABQec2dO1eJiYmaOXOm4uLilJSUpF69emnLli2qX79+kfm5ubm6+uqrVb9+fc2bN0/R0dH6/fffVatWLZd5LVu21LffflvwOSSEnxp8KT5eiokpuZ26zWbOx8eXb1wAAAAAUNGRrcJtW7eaVmyhoVLnzlZHAwAAAADwxPTp0zVq1CiNGDFCkjRz5kwtWLBAs2fP1vjx44vMnz17tg4ePKjly5erSpUqkqQmTZoUmRcSEqIGDRq4HUdOTo5ycnIKPtvtdg+/SWALDpZeeEG64Yai52w2856UZOYBAAAAAArRSh1uy18t3rmzVK2atbEAAAAAANyXm5urNWvWqGfPngVjQUFB6tmzp1asWFHsNfPnz1fnzp01ZswYRUZGqlWrVpo6daocDofLvG3btqlhw4Zq1qyZbr75ZqWlpZ0xlmnTpikiIqLgFRsbW/YvGGBOnjTv+YXwfDEx0rx5UkJC+ccEAAAAABUdK8bhNtqoAwAAAEDltH//fjkcDkVGRrqMR0ZG6tdffy32mh07dui7777TzTffrIULF2r79u266667dOLECU2ZMkWSFBcXp7ffflstWrRQRkaGHnvsMcXHx2vTpk2qWbNmsfedMGGCEhMTCz7b7XaK4x5wOqWpU83xlClSt26mu1tUlGmfzkpxAAAAACgehXG4xemUliwxx1ddZWkoAAAAAIBykJeXp/r16+v1119XcHCwOnTooPT0dD377LMFhfFrr722YH6bNm0UFxenxo0b66OPPtJtt91W7H3DwsIUFhZWLt/BH33xhfTzz1LNmtLdd0u1a1sdEQAAAABUDhTG4ZZffpH27jUt1Dt1sjoaAAAAAIAn6tatq+DgYGVlZbmMZ2Vllbg/eFRUlKpUqaLgU5YgX3TRRcrMzFRubq5CQ0OLXFOrVi1dcMEF2r59u3e/ACSZh9afesoc33UXRXEAAAAA8AR7jMMt+W3UL79c4sF+AAAAAKhcQkND1aFDB6WkpBSM5eXlKSUlRZ07dy72mssvv1zbt29XXl5ewdjWrVsVFRVVbFFckg4fPqzffvtNUVFR3v0CkGRy81WrpKpVpXvvtToaAAAAAKhcKIzDLewvDgAAAACVW2Jiot544w2988472rx5s+68804dOXJEI0aMkCQNHTpUEyZMKJh/55136uDBgxo3bpy2bt2qBQsWaOrUqRozZkzBnPvvv19Lly7Vrl27tHz5cg0YMEDBwcEaPHhwuX+/QJC/WnzkSOm07eIBAAAAAGdBK3WcVV5e4f7iFMYBAAAAoHIaNGiQ9u3bp8mTJyszM1Pt2rXTokWLFPm/CmtaWpqCggqfn4+NjdVXX32le++9V23atFF0dLTGjRunhx56qGDOnj17NHjwYB04cED16tVT165dtXLlStWrV6/cv5+/W7lS+u47KSREeuABq6MBAAAAgMrH5nQ6nVYHUdHY7XZFREQoOztb4eHhVodjuQ0bpHbtpBo1pD//lKpUsToiAAAAAKjYyCvdx9+Ve667Tvr8c2nECGn2bKujAQAAAICKwZOcklbqOKv8Nurx8RTFAQAAAAAobxs3mqK4zSaNH291NAAAAABQOVEYx1mxvzgAAAAAANaZNs2833CDdMEF1sYCAAAAAJUVhXGckcMhLV1qjimMAwAAAABQvrZtkz76yBw//LC1sQAAAABAZUZhHGe0fr2UnS2Fh0vt21sdDQAAAAAAgeXpp6W8POlvf5PatrU6GgAAAACovCiM44zy26hfcYUUEmJtLAAAAAAABJLdu6V33zXHrBYHAAAAgLKhMI4zYn9xAAAAAACs8eyz0okTJifv3NnqaAAAAACgcqMwjhKdPCmlpppjCuMAAAAAAJSfvXulN94wx6wWBwAAAICyozCOEq1ZI/31l1S7NvuYAQAAAABQnl54QTp+XOrUSerRw+poAAAAAKDyozCOEuW3Ue/WTQrinxQAAAAAAMrFoUPSjBnm+JFHJJvN0nAAAAAAwC9Q7kSJ2F8cAAAAAIDy98orpoNbq1bS3/5mdTQAAAAA4B8ojKNYubnSsmXmmMI4AAAAAADl4/BhKSnJHD/8MB3cAAAAAMBbSK9QrB9/lI4elerWlVq2tDoaAAAAAAACwxtvSAcOSOedJ91wg9XRAAAAAID/oDCOYuW3Ue/enafTAQAAAAAoDzk50nPPmePx46WQEGvjAQAAAAB/QskTxWJ/cQAAAAAAytc770h//CHFxEhDh1odDQAAAAD4FwrjKCInR1q+3BxTGAcAAAAAwPdOnpSeftoc33+/FBpqbTwAAAAA4G8ojKOIlSul48elBg2kCy+0OhoAAAAAAPzfnDnSjh1S3brSqFFWRwMAAAAA/ofCOIo4dX9xm83SUAAAAAAA8Ht5edK0aeb43nul6tWtjQcAAAAA/BGFcRTB/uIAAAAAAJSf//xH+uUXKSJCGjPG6mgAAAAAwD9RGIeLo0dNK3WJwjgAAAAAAL7mdEpTp5rjsWNNcRwAAAAA4H0UxuFi+XIpN1eKjpbOP9/qaAAAAAAA8G/ffCP99JNpnz5unNXRAAAAAID/ojAOF6e2UWd/cQAAAAAAfOupp8z76NFSvXrWxgIAAAAA/ozCOFywvzgAAAAAAOVj2TLp+++lKlWk++6zOhoAAAAA8G8UxlHg8GHpxx/NMYVxAAAAAAB8K39v8eHDpZgYS0MBAAAAAL8XYnUAqDiWLZNOnpQaN5aaNrU6GgAAAAAA/I/DIaWmSitWSF9+abYxe+ghq6MCAAAAAP9HYRwFaKMOAAAAAIDvJCdL48ZJe/YUjlWrJm3YIJ13nnVxAQAAAEAgoJU6ClAYBwAAAADAN5KTpYEDXYviknTsmBlPTrYmLgAAAAAIFBTGIUnKzpbWrDHHFMYBAAAAAPAeh8OsFHc6i57LH7vnHjMPAAAAAOAbFMYhyexvlpdnWrfFxlodDQAAAAAA/iM1tehK8VM5ndLu3WYeAAAAAMA3KIxDEm3UAQAAAADwlYwM784DAAAAAHiOwjgkURgHAAAAAMBXoqK8Ow8AAAAA4DkK49DBg9L69eaYwjgAAAAAAN4VHy/FxEg2W/HnbTazrVl8fPnGBQAAAACBhMI49P33Zj+zFi14Oh0AAAAAAG8LDpZefNHk3qfLL5YnJZl5AAAAAADfoDAO2qgDAAAAAOBjCQnSzTcXHY+JkebNM+cBAAAAAL4TYnUAsB6FcQAAAAAAfG//fvM+dqzUpYvp2hYfz0pxAAAAACgPFMYD3L590s8/m+Pu3S0NBQAAAAAAv3XihPTDD+Z41CipTRtr4wEAAACAQEMr9QC3dKl5b9lSql/f2lgAAAAAAPBXa9dKhw9L554rtWpldTQAAAAAEHgojAc42qgDAAAAAOB7S5aY9yuukIL4NQYAAAAAyh2pWICjMA4AAAAAgO/ld2zr1s3aOAAAAAAgUFEYD2CZmdLmzZLNRmIOAAAAAICvnDwppaaa4+7dLQ0FAAAAAAIWhfEAlt/GrU0bqU4dS0MBAAAAAMBvrVtn9hevXdvk4AAAAACA8kdhPIDRRh0AAAAAAN/LfzA9Pp79xQEAAADAKqRjAYzCOAAAAAAAvpdfGKeNOgAAAABYh8J4gEpPl7ZtM0+qX3GF1dEAAAAAAOCfTp6Uli0zx926WRsLAAAAAAQyCuMBKn+1ePv2Uq1aloYCAAAAAIDfWr9estuliAipbVurowEAAACAwEVhPEDlF8avusraOAAAAAAA8Gf5bdSvuEIKDrY0FAAAAAAIaBTGAxT7iwMAAAAA4HtLl5p32qgDAAAAgLUojAeg33+Xdu40T6p37Wp1NAAAAAAA+CeHQ/r+e3PcvbuloQAAAABAwKMwHoDyV4tfeqlUs6a1sQAAAAAAys+MGTPUpEkTVa1aVXFxcVq9evUZ5x86dEhjxoxRVFSUwsLCdMEFF2jhwoVlumcg2bDB7C8eHi61a2d1NAAAAAAQ2CiMByDaqAMAAABA4Jk7d64SExM1ZcoUrV27Vm3btlWvXr20d+/eYufn5ubq6quv1q5duzRv3jxt2bJFb7zxhqKjo0t9z0CTv794fDz7iwMAAACA1SiMBxink8I4AAAAAASi6dOna9SoURoxYoQuvvhizZw5U9WrV9fs2bOLnT979mwdPHhQn332mS6//HI1adJE3bp1U9u2bUt9T0nKycmR3W53efmr/MI4bdQBAAAAwHoUxgPMjh3S7t1SlSrS5ZdbHQ0AAAAAoDzk5uZqzZo16tmzZ8FYUFCQevbsqRUrVhR7zfz589W5c2eNGTNGkZGRatWqlaZOnSqHw1Hqe0rStGnTFBERUfCKjY310resWBwOKTXVHHfrZm0sAAAAAAAK4wEnf7V4XJxUvbq1sQAAAAAAysf+/fvlcDgUGRnpMh4ZGanMzMxir9mxY4fmzZsnh8OhhQsXatKkSXr++ef15JNPlvqekjRhwgRlZ2cXvHbv3l3Gb1cxbdwoHTok1awptW9vdTQAAAAAgBCrA0D5oo06AAAAAMAdeXl5ql+/vl5//XUFBwerQ4cOSk9P17PPPqspU6aU+r5hYWEKCwvzYqQV09Kl5r1rVymEX18AAAAAwHKkZgGE/cUBAAAAIDDVrVtXwcHBysrKchnPyspSgwYNir0mKipKVapUUXBwcMHYRRddpMzMTOXm5pbqnoGE/cUBAAAAoGKhlXoA2bpVysiQwsKkzp2tjgYAAAAAUF5CQ0PVoUMHpaSkFIzl5eUpJSVFnUtIEC+//HJt375deXl5BWNbt25VVFSUQkNDS3XPQJGXJ33/vTmmMA4AAAAAFQOF8QCSv1q8c2epalVrYwEAAACA/2/vvsOiuNo2gN9L72BBiiLYQFRErEGj2CJqohg1oqLYExVjQY0xBsEYFXsl9ojxtcWoxNiIIULsBQEboiKIJlhiQ7Av5/uDbycsLLAouJT7d117wcycPfPslN155sycoffL398fa9euxcaNGxEfH49Ro0YhIyMDQ4YMAQD4+vpi6tSpUvlRo0bh4cOHGDduHK5evYp9+/Zh9uzZ8PPzU7vO8urCBeDRI8DEBGjcWNPREBEREREREcCu1MsVdqNORERERERUfnl7e+P+/fuYPn067ty5g0aNGuHgwYOwsrICAKSkpEBL67/r5+3s7BAeHo4JEyagYcOGqFq1KsaNG4cpU6aoXWd5pehGnc8XJyIiIiIiKjlkQgih6SBKmrS0NJibm+PJkycwMzPTdDhFQgjA2hq4dy+rO7fWrTUdERERERERUdlVFvPK4lIWl1XPnsDu3cCcOcDXX2s6GiIiIiIiorKrMDklu1IvJy5fzmoUNzQEmjfXdDREREREREREZVNmJhAVlfU/ny9ORERERERUcrBhvJxQdKPeqhWgr6/ZWIiIiIiIiIjKqosXgYcPAWNjoEkTTUdDRERERERECmwYLyf4fHEiIiIiIiKi4qe4W7xVK0BXV7OxEBERERER0X/YMF4OZGYCkZFZ/7NhnIiIiIiIiKj4KPJvdqNORERERERUsrBhvBy4cOG/btyaNtV0NERERERERERlU2Ym8NdfWf97eGg2FiIiIiIiIlLGhvFyQNGNeuvW7MaNiIiIiIiIqLhcvgz8+y9gZMQL04mIiIiIiEoaNoyXA3y+OBEREREREVHxU3Sj3qoVoKen0VCIiIiIiIgohxLRMB4SEgIHBwcYGBigRYsWOH36dJ5l27ZtC5lMluv18ccfS2UGDx6ca3rnzp3fx0cpceRyICoq6382jBMREREREREVH0X+zW7UiYiIiIiISh4dTQewfft2+Pv7Y9WqVWjRogWWLFkCT09PJCQkoEqVKrnK79q1C69evZKGHzx4AFdXV3z22WdK5Tp37owNGzZIw/r6+sX3IUqw2FjgyRPAzAxwc9N0NERERERERERlkxD/3THetq0mIyEiIiIiIiJVNH7H+KJFizBixAgMGTIE9erVw6pVq2BkZIQff/xRZfmKFSvC2tpaeh06dAhGRka5Gsb19fWVylWoUOF9fJwSR9GNeps2gI7GL4MgIiIiIiIiKpsUzxc3NASaNdN0NERERERERJSTRhvGX716hejoaHTs2FEap6WlhY4dO+LEiRNq1bF+/Xr07dsXxsbGSuMjIyNRpUoVODk5YdSoUXjw4EGedbx8+RJpaWlKr7KCzxcnIiIiIiIiKn6KbtRbtuTzxYmIiIiIiEoijTaM//vvv5DL5bCyslIab2VlhTt37hT4/tOnT+PixYsYPny40vjOnTvjp59+QkREBObOnYuoqCh06dIFcrlcZT1z5syBubm59LKzs3v7D1WCvHkDHDmS9T8bxomIiIiIiIiKD7tRJyIiIiIiKtlKdefa69evh4uLC5o3b640vm/fvtL/Li4uaNiwIWrVqoXIyEh06NAhVz1Tp06Fv7+/NJyWllYmGsejo4GnT4EKFQBXV01HQ0RERERERFQ2CfHfHeMeHpqNhYiIiIiIiFTT6B3jlStXhra2Nu7evas0/u7du7C2ts73vRkZGdi2bRuGDRtW4Hxq1qyJypUr4/r16yqn6+vrw8zMTOlVFii6UffwALQ0/jR5IiIiIiIiorLpyhXg3j3AwADIce0+ERERERERlRAabS7V09NDkyZNEBERIY3LzMxEREQE3N3d833vjh078PLlSwwYMKDA+dy+fRsPHjyAjY3NO8dcmvD54kRERERERETFT9GNurs7oK+v0VCIiIiIiIgoDxq/j9jf3x9r167Fxo0bER8fj1GjRiEjIwNDhgwBAPj6+mLq1Km53rd+/Xr06NEDlSpVUhqfnp6OyZMn4+TJk0hOTkZERAS8vLxQu3ZteHp6vpfPVBK8egUcPZr1PxvGiYiIiIiIiIqPoht1Pl+ciIiIiIio5NL4M8a9vb1x//59TJ8+HXfu3EGjRo1w8OBBWFlZAQBSUlKglaMf8ISEBBw9ehS///57rvq0tbVx/vx5bNy4EY8fP4atrS06deqEmTNnQr8cXbZ95gzw7BlQuTJQv76moyEiIiIiIiIqm4T4745xNowTERERERGVXBpvGAeAMWPGYMyYMSqnRSqyy2ycnJwghFBZ3tDQEOHh4UUZXqmk6Ea9bVs+X5yIiIiIiIiouFy9Cty9m9WFOp8vTkREREREVHKViIZxKnp//pn1l92oExERaYZcLsfr1681HQYRERUTXV1daGtrazoMKgGyP1/cwECjoRAREb03zHmJiOh9Kcr8mw3jZdCLF8Dx41n/s2GciIjo/RJC4M6dO3j8+LGmQyEiomJmYWEBa2tryGQyTYdCGsRu1ImIqDxhzktERJpQVPk3G8bLoJMngZcvAWtroG5dTUdDRERUvihOEFSpUgVGRkZsLCEiKoOEEHj27Bnu3bsHALCxsdFwRKQpQgBRUVn/e3hoNhYiIqL3gTkvERG9T0Wdf7NhvAzK/nxxHpcQERG9P3K5XDpBUKlSJU2HQ0RExcjQ0BAAcO/ePVSpUoXdqpdT164BqalZzxf/4ANNR0NERFS8mPMSEZEmFGX+rVVUQVHJoWgYZzfqRERE75fi+WpGRkYajoSIiN4Hxfc9n69ZfinuFm/Rgs8XJyKiso85LxERaUpR5d9sGC9jnj3L6kodYMM4ERGRprArOSKi8oHf98TnixMRUXnEYyAiInrfiuq3hw3jZczx48Dr10DVqkDt2pqOhoiIiIiIiKhsEoIN40RERERERKUJG8bLmOzdqPPCPSIiotJLLs862b51a9ZfuVzTEb1fycnJkMlkiI2NLVV15yUyMhIymQyPHz9+b/MsyQYPHowePXqUmHo07W22j7Zt22L8+PHFFpOCJpfx+/qMRG8rMRH45x9AT4/PFyciIiqs8p7zqpIzLwgNDYWFhYVGYyoKx44dg4uLC3R1dctE/lbayGQyhIWFlZh6NK2wOe77PIekqWWsifNkmsSG8TKGzxcnIiIq/XbtAhwcsn7P+/fP+uvgkDW+uNy/fx+jRo1C9erVoa+vD2tra3h6euLYsWNSmbKSBKmye/dufPDBBzA3N4epqSnq169fqhvkhBBYs2YNWrRoARMTE1hYWKBp06ZYsmQJnj17punwCi2vJG3p0qUIDQ3VSEyatmvXLsycOVPTYRSr8vAZqXRT3C3eogVgaKjRUIiIiEoVTeS8t27dwtChQ2Fraws9PT3Y29tj3LhxePDgQfHNNB+qLgJt2bIlUlNTYW5uXuj6FI3q+b0iFQcv75m/vz8aNWqEpKSkMpm/3blzB19++SVq1qwJfX192NnZoVu3boiIiNB0aG8lKCgIjRo1yjU+NTUVXbp0ef8BaZidnR1SU1PRoEEDTYdSbMrDZ8xOR9MBUNFJTwfOnMn6nw3jREREpdOuXUDv3lnds2b3999Z43/5BejZs+jn26tXL7x69QobN25EzZo1cffuXURERGjsJEFRePXqFfT09AosFxERAW9vb8yaNQvdu3eHTCbD5cuXcejQofcQpfrU/TwAMHDgQOzatQvffvstVqxYAUtLS8TFxWHJkiVwcHAoM1fpv80Jo7KiYsWKmg6h2Ci29bL8GalsiIrK+uvhodk4iIiIShNN5Lw3btyAu7s7HB0dsXXrVtSoUQOXLl3C5MmTceDAAZw8ebJEHHvq6enB2tr6rd6raFRXGDduHNLS0rBhwwZpXPbPWJj88l0lJiZi5MiRqFat2lvX8T7jFUJALpdDR6fg5rPk5GS0atUKFhYWmD9/PlxcXPD69WuEh4fDz88PV65ceQ8Rvx9vu22Wdtra2mX6syv2rbL8GXPiHeNlyNGjwJs3gL09UKOGpqMhIiIiICvZz8hQ75WWBowdm/sEgaIeABg3LqucOvWpqkeVx48f48iRI5g7dy7atWsHe3t7NG/eHFOnTkX37t0BAA4ODgCATz/9FDKZTBpOTEyEl5cXrKysYGJigmbNmuGPP/5Qqt/BwQGzZ8/G0KFDYWpqiurVq2PNmjVKZU6fPg03NzcYGBigadOmiImJUZoul8sxbNgw1KhRA4aGhnBycsLSpUuVyii6w5o1axZsbW3h5OSkVt2//fYbWrVqhcmTJ8PJyQmOjo7o0aMHQkJCcpVr1qwZDAwMULlyZXz66afStE2bNqFp06YwNTWFtbU1+vfvj3v37uW73I8ePYrWrVvD0NAQdnZ2GDt2LDIyMpSW28yZM+Hr6wszMzN8/vnn+dan8PPPP2Pz5s3YunUrvvnmGzRr1gwODg7w8vLCn3/+iXb/fwWlqjsUevTogcGDByvF8P3338PX1xcmJiawt7fHnj17cP/+fXh5ecHExAQNGzbE2bNnpfeourpc0SCfl4MHD+LDDz+EhYUFKlWqhE8++QSJiYnS9Br/f3Dr5uYGmUyGtv//MN/sXaCtWbMGtra2yMzMVKrby8sLQ4cOlYZ//fVXNG7cGAYGBqhZsyZmzJiBN2/e5LdIsW7dOjg7O8PAwAB169bFDz/8IE0bOnQoGjZsiJcvXwLISird3Nzg6+sL4L+73bdt24aWLVvCwMAADRo0QJSiRU2FBw8eoF+/fqhatSqMjIzg4uKCrVu3KpXJuf7U2c9u3bqFPn36wMLCAhUrVoSXlxeSk5Ol6XK5HP7+/tJ6+OqrryDy+SJJS0uDoaEhDhw4oDR+9+7dMDU1lXonmDJlChwdHWFkZISaNWsiICAAr1+/lsortpl169ahRo0aMDAwUPkZC9rPFHfJREREoGnTpjAyMkLLli2RkJCgFF9++/LLly8xadIkVK1aFcbGxmjRooXG7qyhko3PFyciIsqiqZxX3XwXAPz8/KCnp4fff/8dHh4eqF69Orp06YI//vgDf//9N6ZNmyaVVdVTmoWFhdKdzuoe327atAkODg4wNzdH37598fTpUwBZeUxUVBSWLl0q3c2dnJys1iOW8spnFA1bipehoaHUG5y1tTVWrVqF5s2b5zrmLigXU+Qzu3btQrt27WBkZARXV1ecOHFCKnPz5k1069YNFSpUgLGxMerXr4/9+/dL733w4AGGDh0KmUwmLceoqCg0b94c+vr6sLGxwddff62Ul7Vt2xZjxozB+PHjUblyZXh6ekrLJzw8HG5ubjA0NET79u1x7949HDhwAM7OzjAzM0P//v2VekrLzMzEnDlzpPMJrq6u+OWXX6TpinoPHDiAJk2aQF9fH0ePHs1ni/rP6NGjIZPJcPr0afTq1QuOjo6oX78+/P39cfLkSaVlmL0HtMePHyvdxf+2n83BwQFLlixRiqlRo0YICgrKM+b8tt/Q0FDMmDEDcXFx0rapWGfZ942WLVtiypQpSvXev38furq6+OuvvwC8XW71+PFjDB8+HJaWljAzM0P79u0RFxcn1W9tbY3Zs2dL5Y8fPw49PT3p7nzFvrd69WrY2dnByMgIffr0wZMnT/Kcp7r7gGL9qZt3FnTu4dq1a2jTpg0MDAxQr169Am/OUOech7rn6HKea8r5GQtzDm7BggWwsbFBpUqV4Ofnp/Rd+PLlS0yZMgV2dnbQ19dH7dq1sX79emn6xYsX0aVLF5iYmMDKygoDBw7Ev//+m+9yKApsGC9D2I06ERFRyfPsGWBiot7L3DzrKvm8CAHcvp1VTp361O0x28TEBCYmJggLC5Ma93I68//d0mzYsAGpqanScHp6Orp27YqIiAjExMSgc+fO6NatG1JSUpTev3DhQqlRevTo0Rg1apSUNKSnp+OTTz5BvXr1EB0djaCgIEyaNEnp/ZmZmahWrRp27NiBy5cvY/r06fjmm2/w888/K5WLiIhAQkICDh06hL1796pVt7W1NS5duoSLFy/muYz27duHTz/9FF27dkVMTAwiIiLQvHlzafrr168xc+ZMxMXFISwsDMnJyUoNzDklJiaic+fO6NWrF86fP4/t27fj6NGjGDNmjFK5BQsWwNXVFTExMQgICAAApcRUlc2bN8PJyQleXl65pslkskLfZb148WK0atUKMTEx+PjjjzFw4ED4+vpiwIABOHfuHGrVqgVfX998G1ALkpGRAX9/f5w9exYRERHQ0tLCp59+KiV8p0+fBgD88ccfSE1NxS4VfSx+9tlnePDgAQ4rDooBPHz4EAcPHoSPjw8A4MiRI/D19cW4ceNw+fJlrF69GqGhoZg1a1aesW3evBnTp0/HrFmzEB8fj9mzZyMgIAAbN24EACxbtgwZGRn4+uuvAQDTpk3D48ePsWLFCqV6Jk+ejIkTJyImJgbu7u7o1q1bnj0yvHjxAk2aNMG+fftw8eJFfP755xg4cKC0HPKS3372+vVreHp6wtTUFEeOHMGxY8dgYmKCzp0749WrV9L7Q0ND8eOPP+Lo0aN4+PAhdu/enef8zMzM8Mknn2DLli25llmPHj1gZGQEADA1NUVoaCguX76MpUuXYu3atVi8eLHSe65fv46dO3di165deT7XTN39bNq0aVi4cCHOnj0LHR0dpQsjCtqXx4wZgxMnTmDbtm04f/48PvvsM3Tu3BnXrl3Le8FTuXTjRtZvsq4u4O6u6WiIiIg0R1M5r7r57sOHDxEeHo7Ro0fDMMezT6ytreHj44Pt27cXKp9R5/g2MTERYWFh2Lt3L/bu3YuoqCgEBwcDyHoklLu7O0aMGIHU1FSkpqbCzs6uwPm+TT6Tnapj7oJyMYVp06Zh0qRJiI2NhaOjI/r16yc18vn5+eHly5f466+/cOHCBcydOxcmJiZS98xmZmZYsmQJUlNT4e3tjb///htdu3ZFs2bNEBcXh5UrV2L9+vX4/vvvlea5ceNG6Onp4dixY1i1apU0PigoCCtWrMDx48eli3+XLFmCLVu2YN++ffj999+xfPlyqfycOXPw008/YdWqVbh06RImTJiAAQMG5LpY+euvv0ZwcDDi4+PRsGFDhIaGQiaT5bk8Ffmmn58fjI2Nc01/m+fDF/azvY38tl9vb29MnDgR9evXl7ZNb2/vXHX4+Phg27ZtSvvN9u3bYWtri9atWwN4u9zqs88+ky4GiI6ORuPGjdGhQwc8fPgQlpaW+PHHHxEUFISzZ8/i6dOnGDhwIMaMGYMOHTpIdVy/fh0///wzfvvtNxw8eFDKj/Oi7j6QU355Z0H7amZmJnr27Ak9PT2cOnUKq1atynWhgaplU9A5D3XP0ak615SduufgDh8+jMTERBw+fBgbN25EaGio0vkqX19fbN26FcuWLUN8fDxWr14NExMTAFkXQbRv3x5ubm44e/YsDh48iLt376JPnz75LociISiXJ0+eCADiyZMnmg6lUJo1EwIQYuNGTUdCRERUPj1//lxcvnxZPH/+XBqXnp71+6yJV3q6+rH/8ssvokKFCsLAwEC0bNlSTJ06VcTFxSmVASB2795dYF3169cXy5cvl4bt7e3FgAEDpOHMzExRpUoVsXLlSiGEEKtXrxaVKlVSWm4rV64UAERMTEye8/Hz8xO9evWShgcNGiSsrKzEy5cvpXHq1J2eni66du0qAAh7e3vh7e0t1q9fL168eCG9x93dXfj4+BT42RXOnDkjAIinT58KIYQ4fPiwACAePXokhBBi2LBh4vPPP1d6z5EjR4SWlpYUq729vejRo0euup2cnMSuXbvynLezs7Po3r17gTF6eHiIcePGKY3z8vISgwYNkoZzrrvU1FQBQAQEBEjjTpw4IQCI1NRUIYQQgYGBwtXVVanexYsXC3t7e2l40KBBwsvLK8/Y7t+/LwCICxcuCCGESEpKUrk95KzHy8tLDB06VBpevXq1sLW1FXK5XAghRIcOHcTs2bOV6ti0aZOwsbHJM5ZatWqJLVu2KI2bOXOmcHd3l4aPHz8udHV1RUBAgNDR0RFHjhyRpiliDw4Olsa9fv1aVKtWTcydO1cIkXv7UOXjjz8WEydOlIZzrr+C9rNNmzYJJycnkZmZKZV5+fKlMDQ0FOHh4UIIIWxsbMS8efNyxZnfutq9e7cwMTERGRkZQoisXMrAwEAcOHAgz/fMnz9fNGnSRBoODAwUurq64t69e0rlVG2j2eW1n/3xxx9SmX379gkA0n6V37588+ZNoa2tLf7++2+l8R06dBBTp05V+R5V3/sKpTWv1ITSuKzWr8/6rW3VStOREBERvT8lKedVN989efJkvrnsokWLBABx9+5dIYTqvNfc3Fxs2LAhz3moOr41MjISaWlp0rjJkyeLFi1aSMOqjnVz5gUbNmwQ5ubm0vTC5DM5c6W8jrlzyisXW7dunVTm0qVLAoCIj48XQgjh4uIigoKC8qwz5/L75ptvcuUmISEhwsTERMrdPDw8hJubm1I9qo7358yZIwCIxMREadwXX3whPD09hRBCvHjxQhgZGYnjx48r1TVs2DDRr18/pXrDwsKUyuzatUs4OTnl+blOnTolAOSbnwuhOp999OiRACAOHz781p9NiKw8cPHixUrzc3V1FYGBgdJwQedyVG2/OXP6nPXcu3dP6OjoiL/++kua7u7uLqZMmSKEeLvc6siRI8LMzEzpXIwQWTn56tWrpeHRo0cLR0dH0b9/f+Hi4qJUPjAwUGhra4vbt29L4w4cOCC0tLSkcxbvej5CnbyzoH01PDxc6OjoKC2fAwcOFLiuCjrnoYqqc3Q5zzXldc4lO1Xn4Ozt7cWbN2+kcZ999pnw9vYWQgiRkJAgAIhDhw6prG/mzJmiU6dOSuNu3bolAIiEhASV7ymq/Jt3jJcRT54A0dFZ//OOcSIiopLDyAhIT1fvtX+/enXu369eff9/s6ZaevXqhX/++Qd79uxB586dERkZicaNG+d7ZzKQdTXqpEmT4OzsDAsLC5iYmCA+Pj7X1agNGzaU/pfJZLC2tpa6QFZcja3oyg0A3FXcfhcSEoImTZrA0tISJiYmWLNmTa75uLi4KD13TJ26jY2NsW/fPly/fh3ffvstTExMMHHiRDRv3lzqoiw2NlbpCuScoqOj0a1bN1SvXh2mpqbw+P8HzuaMTyEuLg6hoaHS3fomJibw9PREZmYmkpKSpHJNmzbN9d4rV64odf2ck3iHO7dVyb7urKysAGQt55zjCuo6Pj/Xrl1Dv379ULNmTZiZmUndrue1/PLi4+ODnTt3Sj0fbN68GX379oWWVlbaExcXh++++05puSvu0nim4paTjIwMJCYmYtiwYUrv+f7775W6VnN3d8ekSZMwc+ZMTJw4ER9++GGuurJvdzo6OmjatCni4+NVfg65XI6ZM2fCxcUFFStWhImJCcLDwwtcHvntZ3Fxcbh+/TpMTU2lz1GxYkW8ePECiYmJePLkCVJTU9GiRYtcceana9eu0NXVxZ49ewAAO3fuhJmZGTp27CiV2b59O1q1agVra2uYmJjg22+/zfVZ7O3tYWlpme+81N3Psi8HGxsbAP9tn/ntyxcuXIBcLoejo6PS+o6KilJa30QAu1EnIiJS0FTOW5h8Fyg4TyrM86vVOb51cHCAqampNGxjY/NOORNQ+HwmJ1XH3OrmYvkdY48dOxbff/89WrVqhcDAQJw/fz7fOOLj4+Hu7q50N3arVq2Qnp6O27dvS+OaNGmi8v05c1RFl+DZxyliu379Op49e4aPPvpIabn99NNPuY7xc+Y+n376ab7PCC/q3Bso3Gd7W+psvwWxtLREp06dsHnzZgBAUlISTpw4Id25/Da5VVxcHNLT01GpUiWl9yQlJSm9Z8GCBXjz5g127NiBzZs3Q19fX6me6tWro2rVqtKwu7s7MjMzc3V1rvC25yPy2ycK2lfj4+NhZ2cHW1tbpTgLUtA5D3XP0RWU5wPqnYOrX78+tLW1lZZD9txbW1tbyttziouLw+HDh5WWUd26dQGg2PNvnWKtnd6bI0eAzEygVi1AjV5XiIiI6D2RyQAVPWqp1KkTUK1aVtdyqvIrmSxreqdOQLbjziJjYGCAjz76CB999BECAgIwfPhwBAYG5tsl+KRJk3Do0CEsWLAAtWvXhqGhIXr37i11zaygq6ub47PICuyWKrtt27Zh0qRJWLhwIdzd3WFqaor58+fj1KlTSuVUdV+mrlq1aqFWrVoYPnw4pk2bBkdHR2zfvh1DhgzJ1eVedhkZGfD09ISnpyc2b94MS0tLpKSkwNPTM9dyUEhPT8cXX3yBsWPH5ppWvXr1d/o8jo6O+SbvClpaWrkS+ezPglLIvu4UJy5UjVOsT3Xrza5bt26wt7fH2rVrpWdmNWjQIM/ll189Qgjs27cPzZo1w5EjR5S6NExPT8eMGTPQs2fPXO/NfvFE9vIAsHbtWqUGYwBKyV9mZiaOHTsGbW1tXL9+vVAxqzJ//nwsXboUS5YsgYuLC4yNjTF+/PgCl0d++1l6ejqaNGkinbjIrqAG6fzo6emhd+/e2LJlC/r27YstW7bA29sbOjpZqabi5MiMGTPg6ekJc3NzbNu2DQsXLlSqp6BtvTD7WX7bZ377cnp6OrS1tREdHa20fgFI3b0RAVm/0YqeN/M4z0NERFRulPSct3bt2pDJZIiPj1d5gXF8fDwsLS2lbq9lMlm++Yy6x7fvmgOrUth8JidVx9zq5mL5HWMPHz4cnp6eUlffc+bMwcKFC/Hll18W6vOpE6+qWArKg4CsRyplbywFkKtBtbD5d506dSCTyQrMvxWNltm3q7xy5MJ8NkXdhcm/1d1+1eHj44OxY8di+fLl2LJlC1xcXKSL6N8mt0pPT4eNjY3K55Bn75Y+MTER//zzDzIzM5GcnKx04f7beNvzEfntE++6r+YXa37nPNQ9R1fQtq7uObj8ts/8cm8gaxl169YNc+fOzTVNcaFBcWHDeBnB54sTERGVftrawNKlQO/eWScEsuc2iguplywpnkZxVerVq4ewsDBpWFdXF3K5XKnMsWPHMHjwYOkEQ3p6OpKTkws1H2dnZ2zatAkvXryQEoSTJ0/mmk/Lli2VngulzhWk6tStioODA4yMjJCRkQEg60rgiIgIDBkyJFfZK1eu4MGDBwgODpaeC3f27Nl862/cuDEuX76M2rVrFxhLYfXv3x99+/bFr7/+mus540IIpKWlwdzcHJaWlkhNTZWmyeVyXLx4Ee3e8YDS0tISd+7cgRBCSg7zemY0ADx48AAJCQlYu3at9Cyyo0ePKpVR3L2Rc/vLycDAAD179sTmzZtx/fp1ODk5oXHjxtL0xo0bIyEhQe3lbmVlBVtbW9y4cUO68l2V+fPn48qVK4iKioKnpyc2bNiQa1s5efIk2rRpAwB48+YNoqOjcz1TXuHYsWPw8vLCgAEDAGQl11evXkW9evXUiluVxo0bY/v27ahSpQrMzMxUlrGxscGpU6dyxZl9Gari4+ODjz76CJcuXcKff/6p9GzA48ePw97eHtOmTZPG3bx5s9Dxv81+pkp++7Kbmxvkcjnu3bsnbYtEqiQnAykpgI4O0LKlpqMhIiIqPTSR81aqVAkfffQRfvjhB0yYMEGpsebOnTvYvHkz/Pz8pHE586Rr164p3Y1dVMe3enp6BeY3ORU2nymIOrmYuuzs7DBy5EiMHDkSU6dOxdq1a/NsGHd2dsbOnTuVcsZjx47B1NQU1apVe7sPk4d69epBX18fKSkped65+rYqVqwIT09PhISEYOzYsbkaGx8/fgwLCwvpQuTU1FS4ubkByD9HLoyc22taWppSL3Q5qbP9qrttenl54fPPP8fBgwexZcsW+Pr6StPeJrdq3Lgx7ty5Ax0dHemu7ZxevXqFAQMGwNvbG05OThg+fDguXLiAKlWqSGVSUlLwzz//SHdjnzx5ElpaWnBycspVX1HuAzk/S377qrOzM27duoXU1FSpEVidc1UFnfMoinN0inre5hxcdi4uLsjMzERUVJRSj3IKjRs3xs6dO+Hg4CBdWP++sCv1MoIN40RERGVDz57AL78AOS5kRrVqWeNVXGz6zh48eID27dvjf//7H86fP4+kpCTs2LED8+bNU2pYdXBwQEREBO7cuYNHjx4ByLpCeteuXYiNjUVcXBz69+9f6Kvg+/fvD5lMhhEjRuDy5cvYv38/FixYoFSmTp06OHv2LMLDw3H16lUEBATgzJkzRVJ3UFAQvvrqK0RGRiIpKQkxMTEYOnQoXr9+jY8++ggAEBgYiK1btyIwMBDx8fG4cOGCdFVr9erVoaenh+XLl+PGjRvYs2cPZs6cmW9cU6ZMwfHjxzFmzBjExsbi2rVr+PXXX/NsKM2ubt262L17d57T+/TpA29vb/Tr1w+zZ8/G2bNncfPmTezduxcdO3bE4f8/cGzfvj327duHffv24cqVKxg1ahQeP35c4PwL0rZtW9y/fx/z5s1DYmIiQkJCcODAgTzLV6hQAZUqVcKaNWtw/fp1/Pnnn/D391cqU6VKFRgaGuLgwYO4e/cunjx5kmd9Pj4+2LdvH3788cdcjdnTp0/HTz/9hBkzZuDSpUuIj4/Htm3b8O233+ZZ34wZMzBnzhwsW7YMV69exYULF7BhwwYsWrQIABATE4Pp06dj3bp1aNWqFRYtWoRx48bhxo0bSvWEhIRg9+7duHLlCvz8/PDo0SMMHTpU5Tzr1KmDQ4cO4fjx44iPj8cXX3yBu3fv5hmjOnx8fFC5cmV4eXnhyJEjSEpKQmRkJMaOHSt1Vzhu3DgEBwcjLCwMV65cwejRo9XaJtq0aQNra2v4+PigRo0aSnfX16lTBykpKdi2bRsSExOxbNmyfLffvLzNfqZKfvuyo6MjfHx84Ovri127diEpKQmnT5/GnDlzsG/fvkLPi8ouxU0szZurf4ccERERZdFEzrtixQq8fPkSnp6e+Ouvv3Dr1i0cPHgQH330ERwdHTF9+nSpbPv27bFixQrExMTg7NmzGDlypNJdkUV1fOvg4IBTp04hOTkZ//77r1p59NvkM/lRJxdTx/jx4xEeHo6kpCScO3cOhw8fhrOzc57lR48ejVu3buHLL7/ElStX8OuvvyIwMBD+/v7S3dVFxdTUFJMmTcKECROwceNGJCYm4ty5c1i+fDk2btyY73t3794tde2cl5CQEMjlcjRv3hw7d+7EtWvXEB8fj2XLlkldYxsaGuKDDz5AcHAw4uPjERUV9dbrLKf27dtj06ZNOHLkCC5cuIBBgwblukM7O3W2XwcHByQlJSE2Nhb//vuv1G13TsbGxujRowcCAgIQHx+Pfv36SdPeJrfq2LEj3N3d0aNHD/z+++9ITk7G8ePHMW3aNOmi6GnTpuHJkydYtmwZpkyZAkdHx1x5tYGBAQYNGoS4uDgcOXIEY8eORZ8+fWBtbZ1rnkW1D+RU0L7asWNHODo6KsWZ/WKF/OR3zqMoztEp6nmbc3DZOTg4YNCgQRg6dCjCwsKkcxA///wzAMDPzw8PHz5Ev379cObMGSQmJiI8PBxDhgwp9EVDhcWG8TLg4UNAcYERG8aJiIhKv549s+5GO3wY2LIl629SUvGcIACyurFq0aIFFi9ejDZt2qBBgwYICAjAiBEjsGLFCqncwoULcejQIdjZ2UlXOS9atAgVKlRAy5Yt0a1bN3h6ehZ4d6mq+f/222+4cOEC3NzcMG3atFxdKX3xxRfo2bMnvL290aJFCzx48EDpytV3qdvDwwM3btyAr68v6tatiy5duuDOnTv4/fffpSuK27Ztix07dmDPnj1o1KgR2rdvj9OnTwPIukI7NDQUO3bsQL169RAcHJyr8T2nhg0bIioqClevXkXr1q3h5uaG6dOnKz1fKi8JCQn5NgzLZDJs2bIFixYtQlhYGDw8PNCwYUMEBQXBy8sLnp6eAIChQ4di0KBB8PX1hYeHB2rWrPnOd4sDWVc+//DDDwgJCYGrqytOnz6NSZMm5VleS0sL27ZtQ3R0NBo0aIAJEyZg/vz5SmV0dHSwbNkyrF69Gra2trnuhM+uffv2qFixIhISEtC/f3+laZ6enti7dy9+//13NGvWDB988AEWL14Me3v7POsbPnw41q1bhw0bNsDFxQUeHh4IDQ1FjRo18OLFCwwYMACDBw9Gt27dAACff/452rVrh4EDByolc8HBwQgODoarqyuOHj2KPXv2oHLlyirn+e2336Jx48bw9PRE27ZtYW1tjR49euQZozqMjIzw119/oXr16ujZsyecnZ0xbNgwvHjxQrqDfOLEiRg4cCAGDRokdZeW3/PsFWQyGfr164e4uLhciXn37t0xYcIEjBkzBo0aNcLx48cREBBQ6PjfZj9TJb99GQA2bNgAX19fTJw4EU5OTujRowfOnDmj9IgDInajTkRE9G7ed85bp04dnDlzBjVr1kSfPn1gb2+PLl26wNHREceOHVPq2nnhwoWws7ND69at0b9/f0yaNAlG2R5oXlTHt5MmTYK2tjbq1asnPSaoIG+Tz+RHnVxMHXK5HH5+fnB2dkbnzp3h6OiIH374Ic/yVatWxf79+3H69Gm4urpi5MiRGDZsWJE1Fuc0c+ZMBAQEYM6cOVKM+/btQ40aNfJ935MnT/J8LrVCzZo1ce7cObRr1w4TJ05EgwYN8NFHHyEiIgIrV66Uyv3444948+YNmjRpgvHjxyv1svUupk6dCg8PD3zyySf4+OOP0aNHD9SqVSvP8upsv7169ULnzp3Rrl07WFpaYuvWrXnW5+Pjg7i4OLRu3TpXzlTY3Eomk2H//v1o06YNhgwZAkdHR/Tt2xc3b96ElZUVIiMjsWTJEmzatAlmZmbQ0tKSLgrIvqxr166Nnj17omvXrujUqRMaNmyY5/ZYVPtATgXtq1paWti9ezeeP3+O5s2bY/jw4Zg1a5Zaded3zqMoztEBb38OLqeVK1eid+/eGD16NOrWrYsRI0ZIPTPa2tri2LFjkMvl6NSpE1xcXDB+/HhYWFgU+QUyOclEzgcQkNS95JMnT/LsZrAkCQsDPv0UqFsXiI/XdDRERETl14sXL5CUlIQaNWq80zODiKjsSE5ORo0aNRATE4NGjRppOhwqYvl975e2vFKTStuycnAAbt4EwsOznoFKRERUXpSlnDcwMBCLFi3CoUOH8MEHH2g6HCIqAkFBQQgLCyuyruqpZCmq/JvPGC8D2I06ERERERERUfFLTs5qFNfW5vPFiYiISrMZM2bAwcEBJ0+eRPPmzYv9DkUiIioZ2DBeBrBhnIiIiIiIiKj4KbpRb9YMyNbrKhEREZVCQ4YM0XQIRET0nvEyqFLu/n3gwoWs/9u21WgoRERERESUg4ODA4QQ7EadqIyIjMz6y/ybiIiIiKhkCQoKYjfqVCA2jJdyiqvVGzQALC01GwsRERERERFRWabIwT08NBsHERERERERFR4bxks5dqNOREREREREVPxu3gSSkrKeL96qlaajISIiIiIiosJiw3gpx4ZxIiIiIiIiouKnuFu8SRPA1FSzsRAREREREVHh6Wg6AHo7cjnw669AfHzW8IcfajYeIiIiIiIiorJILgeOHAF+/DFruE0bzcZDREREREREb4d3jJdCu3YBDg5Ar17/jWvcOGs8ERERERERERUNRf7drt1/d4yHhjL/JiIiIiIiKo3YMF7K7NoF9O4N3L6tPP7vv7PGMzknIiIiIiIiend55d8PHjD/JiIiIiIiKo3YMF6KyOXAuHGAELmnKcaNH59VjoiIiIjy17ZtW4wfP17t8pGRkZDJZHj8+HGxxQQAycnJkMlkiI2NLdb5lLR5ExGVJMy/iYiIqDRjvluy5k1EJQcbxkuRI0dyX6menRDArVtZ5YiIiIgK4+nTpxg/fjzs7e1haGiIli1b4syZM0plBg8eDJlMpvTq3LmzNP3ly5cYOHAgzMzM4OjoiD/++EPp/fPnz8eXX35ZYCxBQUG55iOTyVC3bt2i+bBvqWXLlkhNTYW5ublG43BxccHIkSNVTtu0aRP09fXx77//vlXddnZ2SE1NRYMGDd4lRCIqwUJCQuDg4AADAwO0aNECp0+fzrNsaGhoru9iAwMDpTIF/TaUVsy/iYiIyg7muwVjvktE5YWOpgMg9aWmFm05IiIiIoXhw4fj4sWL2LRpE2xtbfG///0PHTt2xOXLl1G1alWpXOfOnbFhwwZpWF9fX/p/zZo1iI6OxokTJ3DgwAH0798fd+/ehUwmQ1JSEtauXYuzZ8+qFU/9+vVznWjQ0dHsoauenh6sra01GgMADBs2DEFBQVi8eDEMDQ2Vpm3YsAHdu3dH5cqVC13vq1evSsxnJKLisX37dvj7+2PVqlVo0aIFlixZAk9PTyQkJKBKlSoq32NmZoaEhARpWCaT5SqT329DacX8m4iIqOxgvluwkpILMt8louLGO8ZLERuboi1HRERE71FGRt6vFy/UL/v8uXplC+H58+fYuXMn5s2bhzZt2qB27doICgpC7dq1sXLlSqWy+vr6sLa2ll4VKlSQpsXHx6N79+6oX78+/Pz8cP/+felK7lGjRmHu3LkwMzNTKyYdHR2l+VhbW0vJ75UrV2BkZIQtW7ZI5X/++WcYGhri8uXLALKu9u/RowdmzJgBS0tLmJmZYeTIkXj16lWe89y0aROaNm0KU1NTWFtbo3///rh37540PWfXcqGhobCwsEB4eDicnZ1hYmKCzp07IzVHK8m6devg7OwMAwMD1K1bFz/88IPS9NOnT8PNzQ0GBgZo2rQpYmJi8l02AwYMkNZZdklJSYiMjMSwYcOQmJgILy8vWFlZwcTEBM2aNct14sXBwQEzZ86Er68vzMzM8Pnnn+fqWk4ul2PYsGGoUaMGDA0N4eTkhKVLlyrVo1jWCxYsgI2NDSpVqgQ/Pz+8fv1aKvPy5UtMmTIFdnZ20NfXR+3atbF+/Xpp+sWLF9GlSxeYmJjAysoKAwcOfOu7AIgob4sWLcKIESMwZMgQ1KtXD6tWrYKRkRF+/PHHPN8jk8mUvoutrKxylcnvt6G0Yv5NRERUSO8z5y0E5rtZmO8y3yWiLGwYL0VatwaqVQNUXKAPIGu8nV1WOSIiIiphTEzyfvXqpVy2SpW8y3bpolzWwUF1uUJ48+YN5HJ5ru5xDQ0NcfToUaVxkZGRqFKlCpycnDBq1Cg8ePBAmubq6oqjR4/i+fPnCA8Ph42NDSpXrozNmzfDwMAAn376aaHiykvdunWxYMECjB49GikpKbh9+zZGjhyJuXPnol69elK5iIgIxMfHIzIyElu3bsWuXbswY8aMPOt9/fo1Zs6cibi4OISFhSE5ORmDBw/ON5Znz55hwYIF2LRpE/766y+kpKRg0qRJ0vTNmzdj+vTpmDVrFuLj4zF79mwEBARg48aNAID09HR88sknqFevHqKjoxEUFKT0flUqV64MLy+vXA1ZoaGhqFatGjp16oT09HR07doVERERiImJQefOndGtWzekpKQovWfBggVwdXVFTEwMAgICcs0rMzMT1apVw44dO3D58mVMnz4d33zzDX7++WelcocPH0ZiYiIOHz6MjRs3IjQ0FKGhodJ0X19fbN26FcuWLUN8fDxWr14Nk//fTh8/foz27dvDzc0NZ8+excGDB3H37l306dMn3+VARIXz6tUrREdHo2PHjtI4LS0tdOzYESdOnMjzfenp6bC3t4ednR28vLxw6dKlXGXy+21Q5eXLl0hLS1N6lTTMv4mIiArpfea8hcB8NwvzXea7RPT/BOXy5MkTAUA8efJE06HksnOnEDJZ1ivrqWZZL8W4nTs1HSEREVH59fz5c3H58mXx/Pnz3BOz/3DnfHXtqlzWyCjvsh4eymUrV1ZdrpDc3d2Fh4eH+Pvvv8WbN2/Epk2bhJaWlnB0dJTKbN26Vfz666/i/PnzYvfu3cLZ2Vk0a9ZMvHnzRgghxKtXr8To0aOFg4ODaNq0qThy5Ih48OCBqFmzpkhJSRHTpk0TtWrVEp06dRK3b9/OM5bAwEChpaUljI2NlV5ffPGFUrmPP/5YtG7dWnTo0EF06tRJZGZmStMGDRokKlasKDIyMqRxK1euFCYmJkIulwshhPDw8BDjxo3LM44zZ84IAOLp06dCCCEOHz4sAIhHjx4JIYTYsGGDACCuX78uvSckJERYWVlJw7Vq1RJbtmxRqnfmzJnC3d1dCCHE6tWrRaVKlZS2mZUrVwoAIiYmJs/YDh48KGQymbhx44YQQojMzExhb28vvv322zzfU79+fbF8+XJp2N7eXvTo0UOpTFJSUoHz9vPzE7169ZKGBw0aJOzt7aXtQAghPvvsM+Ht7S2EECIhIUEAEIcOHVJZ38yZM0WnTp2Uxt26dUsAEAkJCXnGQVQS5Pe9X9Lyyr///lsAEMePH1caP3nyZNG8eXOV7zl+/LjYuHGjiImJEZGRkeKTTz4RZmZm4tatW1KZgn4bVAkMDBQAcr1KyrJSYP5NRESkrMTkvIXEfDc35ruqMd8lKrmKKv/mM8ZLmZ49gV9+AcaNA27f/m98tWrAkiVZ04mIiKgESk/Pe5q2tvJwtu7MctHK0eFPcvJbh5Tdpk2bMHToUFStWhXa2tpo3Lgx+vXrh+joaKlM3759pf9dXFzQsGFD1KpVC5GRkejQoQN0dXUREhKiVO+QIUMwduxYxMTEICwsDHFxcZg3bx7Gjh2bq2u07JycnLBnzx6lcTm7pfvxxx/h6OgILS0tXLp0Kddzb11dXWFkZCQNu7u7Iz09Hbdu3YK9vX2ueSquYI+Li8OjR4+QmZkJAEhJSVG6Mj87IyMj1KpVSxq2sbGRuqPLyMhAYmIihg0bhhEjRkhl3rx5A3NzcwBZ3fE1bNhQ6e4Fd3f3PJeLwkcffYRq1aphw4YN+O677xAREYGUlBQMGTIEQNaV+UFBQdi3bx9SU1Px5s0bPH/+PNcV9E2bNi1wXiEhIfjxxx+RkpKC58+f49WrV2jUqJFSmfr160M723ZsY2ODCxcuAABiY2Ohra0NDw8PlfXHxcXh8OHD0hX12SUmJsLR0bHAGImoeLi7uyt9J7Vs2RLOzs5YvXo1Zs6cCaDg3wZVpk6dCn9/f2k4LS0NdnZ2xfQp3h7zbyIiokIowTkv813mu3lhvktU/rBhvBTq2RPw8gKOHAFSU7Oeada6de7jCyIiIipBjI01XzYftWrVQlRUFDIyMpCWlgYbGxt4e3ujZs2aeb6nZs2aqFy5Mq5fv66y8ePw4cO4dOkS1q1bh8mTJ6Nr164wNjZGnz59sGLFinzj0dPTQ+3atfMtExcXh4yMDGhpaSE1NRU27/Cg14yMDHh6esLT0xObN2+GpaUlUlJS4Onpme9z2nR1dZWGZTIZhBAAspJ1AFi7di1atGihVE77HQ/ctLS0MHjwYGzcuBFBQUHYsGED2rVrJ62vSZMm4dChQ1iwYAFq164NQ0ND9O7dO9dnMS5g+9m2bRsmTZqEhQsXwt3dHaamppg/fz5OnTqlVE7VclCcaDE0NMx3Hunp6ejWrRvmzp2ba9q7rFMiUla5cmVoa2vj7t27SuPv3r0La2trterQ1dWFm5sbrl+/nmeZgn4bgKznd+rr66sfvAYx/yYiIlJTCc55me8y31WF+S5R+cSG8VJKWxto21bTURAREVFZY2xsDGNjYzx69Ajh4eGYN29enmVv376NBw8eqEzmXrx4AT8/P2zevBna2tqQy+VSAv369WvI5fJ3ivPhw4cYPHgwpk2bhtTUVPj4+ODcuXNKSWlcXByeP38ujTt58iRMTExU3pV45coVPHjwAMHBwdL0s2fPvlOMVlZWsLW1xY0bN+Dj46OyjLOzMzZt2oQXL15IV9GfPHlSrfqHDBmC77//Hrt27cLu3buxbt06adqxY8cwePBg6Tl36enpSH6LOy2OHTuGli1bYvTo0dK4xMTEQtXh4uKCzMxMREVFKT3bWKFx48bYuXMnHBwcoKPD9ISouOjp6aFJkyaIiIhAjx49AGQ9VzEiIgJjxoxRqw65XI4LFy6ga9eueZbJ77ehtGL+TUREVDYw32W+mx3zXaLySavgIkRERERU1oWHh+PgwYNISkrCoUOH0K5dO9StW1epq7LJkyfj5MmTSE5ORkREBLy8vFC7dm14enrmqm/mzJno2rUr3NzcAACtWrXCrl27cP78eaxYsQKtWrXKN543b97gzp07Sq/sdzmOHDkSdnZ2+Pbbb7Fo0SLI5XJMmjRJqY5Xr15h2LBhuHz5Mvbv34/AwECMGTMGWjm75gNQvXp16OnpYfny5bhx4wb27NkjdRP8LmbMmIE5c+Zg2bJluHr1Ki5cuIANGzZg0aJFAID+/ftDJpNhxIgRUpwLFixQq+4aNWqgffv2+Pzzz6Gvr4+e2fr0rVOnDnbt2oXY2FjExcWhf//+0hXthVGnTh2cPXsW4eHhuHr1KgICAnDmzJlC1eHg4IBBgwZh6NChCAsLQ1JSEiIjI/Hzzz8DAPz8/PDw4UP069cPZ86cQWJiIsLDwzFkyJB3PqFERMr8/f2xdu1abNy4EfHx8Rg1ahQyMjKk73pfX19MnTpVKv/dd9/h999/x40bN3Du3DkMGDAAN2/exPDhwwEU/reBiIiISBOY7zLfVYX5LlH5xIZxIiIiIsKTJ0/g5+eHunXrwtfXFx9++CHCw8OlLsO0tbVx/vx5dO/eHY6Ojhg2bBiaNGmCI0eO5OoO9+LFi/j5558xY8YMaVzv3r3x8ccfo3Xr1jh//jyWLl2abzyXLl2CjY2N0kvxnLSffvoJ+/fvx6ZNm6CjowNjY2P873//w9q1a3HgwAGpjg4dOqBOnTpo06YNvL290b17dwQFBamcn6WlJUJDQ7Fjxw7Uq1cPwcHBaifs+Rk+fDjWrVuHDRs2wMXFBR4eHggNDUWNGjUAACYmJvjtt99w4cIFuLm5Ydq0aSq7WMvLsGHD8OjRI/Tv31/puW2LFi1ChQoV0LJlS3Tr1g2enp5o3LhxoeP/4osv0LNnT3h7e6NFixZ48OCB0tX06lq5ciV69+6N0aNHo27duhgxYgQyMjIAALa2tjh27Bjkcjk6deoEFxcXjB8/HhYWFipP6hDR2/P29saCBQswffp0NGrUCLGxsTh48CCsrKwAZD1jMjU1VSr/6NEjjBgxAs7OzujatSvS0tJw/Phx6TmUhfltICIiItIU5rvMd1VhvktUPsmEoo8PkqSlpcHc3BxPnjyBmZmZpsMhIiKiUuLFixdISkpCjRo1lJI2ev8GDx6Mx48fIywsTNOhEFEZlt/3PvNK9XFZERERlQ7MeUsG5rtEVB4VVf7NS1KIiIiIiIiIiIiIiIiIiKhMY8M4ERERERERERERERERERGVaTqaDoCIiIiIqKiFhoZqOgQiIiIiIiKiIsd8l4jo7fGOcSIiIiIiIiIiIiIiIiIiKtPYME5ERERUxIQQmg6BiIjeA37fExERUXnEYyAiInrfiuq3hw3jREREREVEV1cXAPDs2TMNR0JERO+D4vte8f1PREREVJYx5yUiIk0pqvybzxgnIiIiKiLa2tqwsLDAvXv3AABGRkaQyWQajoqIiIqaEALPnj3DvXv3YGFhAW1tbU2HRERERFTsmPMSEdH7VtT5NxvGiYiIiIqQtbU1AEgnCoiIqOyysLCQvveJiIiIygPmvEREpAlFlX+zYZyIiIioCMlkMtjY2KBKlSp4/fq1psMhIqJioquryzvFiYiIqNxhzktERO9bUebfbBgnIiIiKgba2tpsMCEiIiIiIqIyiTkvERGVRlqaDoCIiIiIiIiIiIiIiIiIiKg4sWGciIiIiIiIiIiIiIiIiIjKNDaMExERERERERERERERERFRmcZnjKsghAAApKWlaTgSIiIiIiIiKo2YT6qPOTgRERERERG9LUUuqcgt88OGcRWePn0KALCzs9NwJERERERERERlG3NwIiIiIiIieldPnz6Fubl5vmVkQp3m83ImMzMT//zzD0xNTSGTyTQdTrmUlpYGOzs73Lp1C2ZmZpoOhwqJ66/04rorvbjuSi+uu9KL66504/orvUrLulOk2mZmZswrC1BcOXhp2VaIihP3AyLuB0QA9wMigPtBWSaEwNOnT2FrawstrfyfIs47xlXQ0tJCtWrVNB0GIeskEr+gSi+uv9KL66704rorvbjuSi+uu9KN66/04rorO4o7B+e2QsT9gAjgfkAEcD8gArgflFUF3SmukH+zORERERERERERERERERERUSnHhnEiIiIiIiIiIiIiIiIiIirT2DBOJZK+vj4CAwOhr6+v6VDoLXD9lV5cd6UX113pxXVXenHdlW5cf6UX1x2pi9sKEfcDIoD7ARHA/YAI4H5AWWRCCKHpIIiIiIiIiIiIiIiIiIiIiIoL7xgnIiIiIiIiIiIiIiIiIqIyjQ3jRERERERERERERERERERUprFhnIiIiIiIiIiIiIiIiIiIyjQ2jBMRERERERERERERERERUZnGhnEqUebMmYNmzZrB1NQUVapUQY8ePZCQkKDpsOgtBAcHQyaTYfz48ZoOhdTw999/Y8CAAahUqRIMDQ3h4uKCs2fPajosUoNcLkdAQABq1KgBQ0ND1KpVCzNnzoQQQtOhUQ5//fUXunXrBltbW8hkMoSFhSlNF0Jg+vTpsLGxgaGhITp27Ihr165pJlhSkt+6e/36NaZMmQIXFxcYGxvD1tYWvr6++OeffzQXMEkK2u+yGzlyJGQyGZYsWfLe4qO8qbPu4uPj0b17d5ibm8PY2BjNmjVDSkrK+w+WSqSQkBA4ODjAwMAALVq0wOnTpzUdElGx4rEmlXfqnFN88eIF/Pz8UKlSJZiYmKBXr164e/euhiImKnorV65Ew4YNYWZmBjMzM7i7u+PAgQPSdO4DVB6paqfgvlC+sWGcSpSoqCj4+fnh5MmTOHToEF6/fo1OnTohIyND06FRIZw5cwarV69Gw4YNNR0KqeHRo0do1aoVdHV1ceDAAVy+fBkLFy5EhQoVNB0aqWHu3LlYuXIlVqxYgfj4eMydOxfz5s3D8uXLNR0a5ZCRkQFXV1eEhISonD5v3jwsW7YMq1atwqlTp2BsbAxPT0+8ePHiPUdKOeW37p49e4Zz584hICAA586dw65du5CQkIDu3btrIFLKqaD9TmH37t04efIkbG1t31NkVJCC1l1iYiI+/PBD1K1bF5GRkTh//jwCAgJgYGDwniOlkmj79u3w9/dHYGAgzp07B1dXV3h6euLevXuaDo2o2PBYk8o7dc4pTpgwAb/99ht27NiBqKgo/PPPP+jZs6cGoyYqWtWqVUNwcDCio6Nx9uxZtG/fHl5eXrh06RIA7gNU/uTVTsF9oZwTRCXYvXv3BAARFRWl6VBITU+fPhV16tQRhw4dEh4eHmLcuHGaDokKMGXKFPHhhx9qOgx6Sx9//LEYOnSo0riePXsKHx8fDUVE6gAgdu/eLQ1nZmYKa2trMX/+fGnc48ePhb6+vti6dasGIqS85Fx3qpw+fVoAEDdv3nw/QZFa8lp3t2/fFlWrVhUXL14U9vb2YvHixe89NsqfqnXn7e0tBgwYoJmAqMRr3ry58PPzk4blcrmwtbUVc+bM0WBURO8PjzWJcp9TfPz4sdDV1RU7duyQysTHxwsA4sSJE5oKk6jYVahQQaxbt477AJU7ebVTcF8g3jFOJdqTJ08AABUrVtRwJKQuPz8/fPzxx+jYsaOmQyE17dmzB02bNsVnn32GKlWqwM3NDWvXrtV0WKSmli1bIiIiAlevXgUAxMXF4ejRo+jSpYuGI6PCSEpKwp07d5S+O83NzdGiRQucOHFCg5HR23jy5AlkMhksLCw0HQoVIDMzEwMHDsTkyZNRv359TYdDasrMzMS+ffvg6OgIT09PVKlSBS1atMi3q3wqP169eoXo6Gil31QtLS107NiRv6lUbvFYk8qjnOcUo6Oj8fr1a6X9oG7duqhevTr3AyqT5HI5tm3bhoyMDLi7u3MfoHInr3YK7guko+kAiPKSmZmJ8ePHo1WrVmjQoIGmwyE1bNu2DefOncOZM2c0HQoVwo0bN7By5Ur4+/vjm2++wZkzZzB27Fjo6elh0KBBmg6PCvD1118jLS0NdevWhba2NuRyOWbNmgUfHx9Nh0aFcOfOHQCAlZWV0ngrKytpGpUOL168wJQpU9CvXz+YmZlpOhwqwNy5c6Gjo4OxY8dqOhQqhHv37iE9PR3BwcH4/vvvMXfuXBw8eBA9e/bE4cOH4eHhoekQSYP+/fdfyOVylb+pV65c0VBURJrFY00qb1SdU7xz5w709PRyXbzK/YDKmgsXLsDd3R0vXryAiYkJdu/ejXr16iE2Npb7AJUb+bVT8PeA2DBOJZafnx8uXryIo0ePajoUUsOtW7cwbtw4HDp0iM92LGUyMzPRtGlTzJ49GwDg5uaGixcvYtWqVWwYLwV+/vlnbN68GVu2bEH9+vURGxuL8ePHw9bWluuP6D17/fo1+vTpAyEEVq5cqelwqADR0dFYunQpzp07B5lMpulwqBAyMzMBAF5eXpgwYQIAoFGjRjh+/DhWrVrFhnEiIqJyjucUqTxzcnJCbGwsnjx5gl9++QWDBg1CVFSUpsMiem/YTkEFYVfqVCKNGTMGe/fuxeHDh1GtWjVNh0NqiI6Oxr1799C4cWPo6OhAR0cHUVFRWLZsGXR0dCCXyzUdIuXBxsYG9erVUxrn7OyMlJQUDUVEhTF58mR8/fXX6Nu3L1xcXDBw4EBMmDABc+bM0XRoVAjW1tYAgLt37yqNv3v3rjSNSjZFo/jNmzdx6NAh3i1eChw5cgT37t1D9erVpWOXmzdvYuLEiXBwcNB0eJSPypUrQ0dHh8cvpFLlypWhra3N31SibHisSeVJXucUra2t8erVKzx+/FipPPcDKmv09PRQu3ZtNGnSBHPmzIGrqyuWLl3KfYDKjYLaKaysrLgvlHNsGKcSRQiBMWPGYPfu3fjzzz9Ro0YNTYdEaurQoQMuXLiA2NhY6dW0aVP4+PggNjYW2tramg6R8tCqVSskJCQojbt69Srs7e01FBEVxrNnz6Clpfxzrq2tLd1NR6VDjRo1YG1tjYiICGlcWloaTp06BXd3dw1GRupQNIpfu3YNf/zxBypVqqTpkEgNAwcOxPnz55WOXWxtbTF58mSEh4drOjzKh56eHpo1a8bjF1JJT08PTZo0UfpNzczMREREBH9TqdzisSaVBwWdU2zSpAl0dXWV9oOEhASkpKRwP6AyLTMzEy9fvuQ+QOVGQe0UTZs25b5QzrErdSpR/Pz8sGXLFvz6668wNTWVnulgbm4OQ0NDDUdH+TE1Nc31LHhjY2NUqlSJz4gv4SZMmICWLVti9uzZ6NOnD06fPo01a9ZgzZo1mg6N1NCtWzfMmjUL1atXR/369RETE4NFixZh6NChmg6NckhPT8f169el4aSkJMTGxqJixYqoXr06xo8fj++//x516tRBjRo1EBAQAFtbW/To0UNzQROA/NedjY0NevfujXPnzmHv3r2Qy+XS8UvFihWhp6enqbAJBe93OS9i0NXVhbW1NZycnN53qJRDQetu8uTJ8Pb2Rps2bdCuXTscPHgQv/32GyIjIzUXNJUY/v7+GDRoEJo2bYrmzZtjyZIlyMjIwJAhQzQdGlGx4bEmlXcFnVM0NzfHsGHD4O/vj4oVK8LMzAxffvkl3N3d8cEHH2g4eqKiMXXqVHTp0gXVq1fH06dPsWXLFkRGRiI8PJz7AJUb6rRTcF8o5wRRCQJA5WvDhg2aDo3egoeHhxg3bpymwyA1/Pbbb6JBgwZCX19f1K1bV6xZs0bTIZGa0tLSxLhx40T16tWFgYGBqFmzppg2bZp4+fKlpkOjHA4fPqzyN27QoEFCCCEyMzNFQECAsLKyEvr6+qJDhw4iISFBs0GTECL/dZeUlJTn8cvhw4c1HXq5V9B+l5O9vb1YvHjxe42RVFNn3a1fv17Url1bGBgYCFdXVxEWFqa5gKnEWb58uahevbrQ09MTzZs3FydPntR0SETFiseaVN6pc07x+fPnYvTo0aJChQrCyMhIfPrppyI1NVVzQRMVsaFDhwp7e3uhp6cnLC0tRYcOHcTvv/8uTec+QOVVznYK7gvlm0wIIYqpzZ2IiIiIiIiIiIiIiIiIiEjj+IxxIiIiIiIiIiIiIiIiIiIq09gwTkREREREREREREREREREZRobxomIiIiIiIiIiIiIiIiIqExjwzgREREREREREREREREREZVpbBgnIiIiIiIiIiIiIiIiIqIyjQ3jRERERERERERERERERERUprFhnIiIiIiIiIiIiIiIiIiIyjQ2jBMRERERERERERERERERUZnGhnEiIiINSE5OhkwmQ2xsrKZDkVy5cgUffPABDAwM0KhRI02HQ0RERERERPTOmH8TERGRAhvGiYioXBo8eDBkMhmCg4OVxoeFhUEmk2koKs0KDAyEsbExEhISEBERoelwSq22bdti/Pjxmg6DiIiIiIioRGD+nRvz76LB/JuIiAqLDeNERFRuGRgYYO7cuXj06JGmQykyr169euv3JiYm4sMPP4S9vT0qVapUhFERERERERFRecb8WxnzbyIiIs1gwzgREZVbHTt2hLW1NebMmZNnmaCgoFzdmi1ZsgQODg7S8ODBg9GjRw/Mnj0bVlZWsLCwwHfffYc3b95g8uTJqFixIqpVq4YNGzbkqv/KlSto2bIlDAwM0KBBA0RFRSlNv3jxIrp06QITExNYWVlh4MCB+Pfff6Xpbdu2xZgxYzB+/HhUrlwZnp6eKj9HZmYmvvvuO1SrVg36+vpo1KgRDh48KE2XyWSIjo7Gd999B5lMhqCgoDzrmTdvHmrXrg19fX1Ur14ds2bNkqZfuHAB7du3h6GhISpVqoTPP/8c6enp77SsFN3ebdu2Ld9lFRUVhebNm0NfXx82Njb4+uuv8ebNG6VlNXbsWHz11VeoWLEirK2tc33Ox48fY/jw4bC0tISZmRnat2+PuLg4abpie9i0aRMcHBxgbm6Ovn374unTp9Lni4qKwtKlSyGTySCTyZCcnIxHjx7Bx8cHlpaWMDQ0RJ06dVRuD0RERERERGUR82/m38y/iYioJGDDOBERlVva2tqYPXs2li9fjtu3b79TXX/++Sf++ecf/PXXX1i0aBECAwPxySefoEKFCjh16hRGjhyJL774Itd8Jk+ejIkTJyImJgbu7u7o1q0bHjx4ACArSWzfvj3c3Nxw9uxZHDx4EHfv3kWfPn2U6ti4cSP09PRw7NgxrFq1SmV8S5cuxcKFC7FgwQKcP38enp6e6N69O65duwYASE1NRf369TFx4kSkpqZi0qRJKuuZOnUqgoODERAQgMuXL2PLli2wsrICAGRkZMDT0xMVKlTAmTNnsGPHDvzxxx8YM2ZMsS+rv//+G127dkWzZs0QFxeHlStXYv369fj+++9zLStjY2OcOnUK8+bNw3fffYdDhw5J0z/77DPcu3cPBw4cQHR0NBo3bowOHTrg4cOHUpnExESEhYVh79692Lt3L6KioqQuAZcuXQp3d3eMGDECqampSE1NhZ2dnbS8Dhw4gPj4eKxcuRKVK1dWuYyJiIiIiIjKGubfzL+ZfxMRUYkgiIiIyqFBgwYJLy8vIYQQH3zwgRg6dKgQQojdu3eL7D+PgYGBwtXVVem9ixcvFvb29kp12dvbC7lcLo1zcnISrVu3lobfvHkjjI2NxdatW4UQQiQlJQkAIjg4WCrz+vVrUa1aNTF37lwhhBAzZ84UnTp1Upr3rVu3BACRkJAghBDCw8NDuLm5Ffh5bW1txaxZs5TGNWvWTIwePVoadnV1FYGBgXnWkZaWJvT19cXatWtVTl+zZo2oUKGCSE9Pl8bt27dPaGlpiTt37gghim9ZffPNN8LJyUlkZmZKZUJCQoSJiYk0Lw8PD/Hhhx/mWgZTpkwRQghx5MgRYWZmJl68eKFUplatWmL16tVCiKztwcjISKSlpUnTJ0+eLFq0aCENe3h4iHHjxinV0a1bNzFkyBCVy42IiIiIiKgsY/7N/FuxDJh/ExGRpvGOcSIiKvfmzp2LjRs3Ij4+/q3rqF+/PrS0/vtZtbKygouLizSsra2NSpUq4d69e0rvc3d3l/7X0dFB06ZNpTji4uJw+PBhmJiYSK+6desCyLpqWqFJkyb5xpaWloZ//vkHrVq1UhrfqlWrQn3m+Ph4vHz5Eh06dMhzuqurK4yNjZXmkZmZiYSEBGlccSyr+Ph4uLu7QyaTKc07PT1d6cr3hg0bKtVpY2MjzScuLg7p6emoVKmS0jJPSkpSWt4ODg4wNTVVWUdeRo0ahW3btqFRo0b46quvcPz48XzLExERERERlUXMv9XD/DsL828iIipqOpoOgIiISNPatGkDT09PTJ06FYMHD1aapqWlBSGE0rjXr1/nqkNXV1dpWCaTqRyXmZmpdlzp6eno1q0b5s6dm2uajY2N9H/2RLg4GRoaFkk9xbGs3mXeivmkp6fDxsYGkZGRud5nYWGhVh156dKlC27evIn9+/fj0KFD6NChA/z8/LBgwYK3+yBERERERESlEPNv9TD/LriOvDD/JiKi/PCOcSIiIgDBwcH47bffcOLECaXxlpaWuHPnjlJyHhsbW2TzPXnypPT/mzdvEB0dDWdnZwBA48aNcenSJTg4OKB27dpKr8Ik42ZmZrC1tcWxY8eUxh87dgz16tVTu546derA0NAQERERKqc7OzsjLi4OGRkZSvPQ0tKCk5OT2vPJS37LytnZGSdOnFBaT8eOHYOpqSmqVaumVv2NGzfGnTt3oKOjk2t5F+Z5ZHp6epDL5bnGW1paYtCgQfjf//6HJUuWYM2aNWrXSUREREREVFYw/y4Y82/1MP8mIqLCYsM4ERERABcXF/j4+GDZsmVK49u2bYv79+9j3rx5SExMREhICA4cOFBk8w0JCcHu3btx5coV+Pn54dGjRxg6dCgAwM/PDw8fPkS/fv1w5swZJCYmIjw8HEOGDFGZ+OVn8uTJmDt3LrZv346EhAR8/fXXiI2Nxbhx49Suw8DAAFOmTMFXX32Fn376CYmJiTh58iTWr18PAPDx8YGBgQEGDRqEixcv4vDhw/jyyy8xcOBAWFlZFSpeVfJbVqNHj8atW7fw5Zdf4sqVK/j1118RGBgIf39/pW7j8tOxY0e4u7ujR48e+P3335GcnIzjx49j2rRpOHv2rNpxOjg44NSpU0hOTsa///6LzMxMTJ8+Hb/++iuuX7+OS5cuYe/evdJJBSIiIiIiovKE+XfBmH+rh/k3EREVFhvGiYiI/t93332Xq0suZ2dn/PDDDwgJCYGrqytOnz6NSZMmFdk8g4ODERwcDFdXVxw9ehR79uyRro5WXGUul8vRqVMnuLi4YPz48bCwsFA72VQYO3Ys/P39MXHiRLi4uODgwYPYs2cP6tSpU6h6AgICMHHiREyfPh3Ozs7w9vaWnu9lZGSE8PBwPHz4EM2aNUPv3r3RoUMHrFixolDzyEt+y6pq1arYv38/Tp8+DVdXV4wcORLDhg3Dt99+q3b9MpkM+/fvR5s2bTBkyBA4Ojqib9++uHnzZqFOLEyaNAna2tqoV68eLC0tkZKSAj09PUydOhUNGzZEmzZtoK2tjW3bthV6GRAREREREZUFzL8Lxvy7YMy/iYiosGQi54NbiIiIiEqQ5ORk1KhRAzExMWjUqJGmwyEiIiIiIiIqk5h/ExFRWcc7xomIiIiIiIiIiIiIiIiIqExjwzgREREREREREREREREREZVp7EqdiIiIiIiIiIiIiIiIiIjKNN4xTkREREREREREREREREREZRobxomIiIiIiIiIiIiIiIiIqExjwzgREREREREREREREREREZVpbBgnIiIiIiIiIiIiIiIiIqIyjQ3jRERERERERERERERERERUprFhnIiIiIiIiIiIiIiIiIiIyjQ2jBMRERERERERERERERERUZnGhnEiIiIiIiIiIiIiIiIiIirT/g+fRNZlIlW+aAAAAABJRU5ErkJggg==\n" }, "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Number of components needed to explain 95% of variance (StandardScaler): 16\n", + "Number of components needed to explain 95% of variance (QuantileTransformer): 44\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.preprocessing import StandardScaler, QuantileTransformer\n", + "\n", + "# Assuming X is your feature matrix\n", + "X = linformer_vectors\n", + "\n", + "# Process and plot for StandardScaler\n", + "scaler_std = StandardScaler()\n", + "X_scaled_std = scaler_std.fit_transform(X)\n", + "pca_std = PCA(n_components=0.95)\n", + "X_pca_std = pca_std.fit_transform(X_scaled_std)\n", + "explained_variance_ratio_std = pca_std.explained_variance_ratio_\n", + "cumulative_variance_std = np.cumsum(explained_variance_ratio_std)\n", + "\n", + "# Process and plot for QuantileTransformer\n", + "scaler_qt = QuantileTransformer(n_quantiles=1000, output_distribution='normal')\n", + "X_scaled_qt = scaler_qt.fit_transform(X)\n", + "pca_qt = PCA(n_components=0.95)\n", + "X_pca_qt = pca_qt.fit_transform(X_scaled_qt)\n", + "explained_variance_ratio_qt = pca_qt.explained_variance_ratio_\n", + "cumulative_variance_qt = np.cumsum(explained_variance_ratio_qt)\n", + "\n", + "# Create subplots\n", + "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(20, 12))\n", + "\n", + "# Scree plot StandardScaler\n", + "axes[0, 0].bar(range(1, len(explained_variance_ratio_std) + 1), explained_variance_ratio_std, alpha=0.6, color='g', label='StandardScaler: Individual explained variance')\n", + "axes[0, 0].set_title('StandardScaler Scree Plot')\n", + "axes[0, 0].set_xlabel('Principal components')\n", + "axes[0, 0].set_ylabel('Explained variance ratio')\n", + "axes[0, 0].legend()\n", + "\n", + "# Cumulative Variance plot StandardScaler\n", + "axes[1, 0].plot(range(1, len(cumulative_variance_std) + 1), cumulative_variance_std, marker='o', linestyle='-', color='b', label='StandardScaler: Cumulative explained variance')\n", + "axes[1, 0].axhline(y=0.95, color='r', linestyle='--', label='95% Explained Variance')\n", + "axes[1, 0].set_title('StandardScaler Cumulative Variance Plot')\n", + "axes[1, 0].set_xlabel('Number of components')\n", + "axes[1, 0].set_ylabel('Cumulative explained variance')\n", + "axes[1, 0].legend()\n", + "\n", + "# Scree plot QuantileTransformer\n", + "axes[0, 1].bar(range(1, len(explained_variance_ratio_qt) + 1), explained_variance_ratio_qt, alpha=0.6, color='g', label='QuantileTransformer: Individual explained variance')\n", + "axes[0, 1].set_title('QuantileTransformer Scree Plot')\n", + "axes[0, 1].set_xlabel('Principal components')\n", + "axes[0, 1].set_ylabel('Explained variance ratio')\n", + "axes[0, 1].legend()\n", + "\n", + "# Cumulative Variance plot QuantileTransformer\n", + "axes[1, 1].plot(range(1, len(cumulative_variance_qt) + 1), cumulative_variance_qt, marker='o', linestyle='-', color='b', label='QuantileTransformer: Cumulative explained variance')\n", + "axes[1, 1].axhline(y=0.95, color='r', linestyle='--', label='95% Explained Variance')\n", + "axes[1, 1].set_title('QuantileTransformer Cumulative Variance Plot')\n", + "axes[1, 1].set_xlabel('Number of components')\n", + "axes[1, 1].set_ylabel('Cumulative explained variance')\n", + "axes[1, 1].legend()\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Print the number of components needed to explain 95% of the variance\n", + "n_components_std = np.argmax(cumulative_variance_std >= 0.95) + 1\n", + "n_components_qt = np.argmax(cumulative_variance_qt >= 0.95) + 1\n", + "\n", + "print(f\"Number of components needed to explain 95% of variance (StandardScaler): {n_components_std}\")\n", + "print(f\"Number of components needed to explain 95% of variance (QuantileTransformer): {n_components_qt}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 702 + }, + "id": "dVlcnu0YSiIT", + "outputId": "26e305a3-a0fe-44d2-886c-fa49b8afc4de" + }, + "execution_count": 28, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Number of components needed to explain 95% of variance (StandardScaler): 16\n", + "Number of components needed to explain 95% of variance (QuantileTransformer): 44\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.preprocessing import StandardScaler, QuantileTransformer\n", + "\n", + "def process_and_plot(X, scaler, ax_scree, ax_cumulative, model_name, scaler_name):\n", + " X_scaled = scaler.fit_transform(X)\n", + " pca = PCA(n_components=0.95)\n", + " X_pca = pca.fit_transform(X_scaled)\n", + " explained_variance_ratio = pca.explained_variance_ratio_\n", + " cumulative_variance = np.cumsum(explained_variance_ratio)\n", + "\n", + " # Scree plot\n", + " ax_scree.bar(range(1, len(explained_variance_ratio) + 1), explained_variance_ratio, alpha=0.6, color='g', label=f'{model_name} - {scaler_name}: Individual explained variance')\n", + " ax_scree.set_title(f'{model_name} - {scaler_name} Scree Plot')\n", + " ax_scree.set_xlabel('Principal components')\n", + " ax_scree.set_ylabel('Explained variance ratio')\n", + " ax_scree.legend()\n", + "\n", + " # Cumulative Variance plot\n", + " ax_cumulative.plot(range(1, len(cumulative_variance) + 1), cumulative_variance, marker='o', linestyle='-', color='b', label=f'{model_name} - {scaler_name}: Cumulative explained variance')\n", + " ax_cumulative.axhline(y=0.95, color='r', linestyle='--', label='95% Explained Variance')\n", + " ax_cumulative.set_title(f'{model_name} - {scaler_name} Cumulative Variance Plot')\n", + " ax_cumulative.set_xlabel('Number of components')\n", + " ax_cumulative.set_ylabel('Cumulative explained variance')\n", + " ax_cumulative.legend()\n", + "\n", + " return cumulative_variance\n", + "\n", + "# Assuming linformer_vectors and longformer_vectors are defined elsewhere\n", + "x_lin = linformer_vectors\n", + "x_long = longformer_vectors\n", + "\n", + "# Create subplots\n", + "fig, axes = plt.subplots(nrows=4, ncols=2, figsize=(20, 24))\n", + "\n", + "# Process and plot for Longformer with StandardScaler\n", + "cv_long_std = process_and_plot(x_long, StandardScaler(), axes[0, 0], axes[1, 0], 'Longformer', 'StandardScaler')\n", + "\n", + "# Process and plot for Longformer with QuantileTransformer\n", + "cv_long_qt = process_and_plot(x_long, QuantileTransformer(n_quantiles=1000, output_distribution='normal'), axes[2, 0], axes[3, 0], 'Longformer', 'QuantileTransformer')\n", + "\n", + "# Process and plot for Linformer with StandardScaler\n", + "cv_lin_std = process_and_plot(x_lin, StandardScaler(), axes[0, 1], axes[1, 1], 'Linformer', 'StandardScaler')\n", + "\n", + "# Process and plot for Linformer with QuantileTransformer\n", + "cv_lin_qt = process_and_plot(x_lin, QuantileTransformer(n_quantiles=1000, output_distribution='normal'), axes[2, 1], axes[3, 1], 'Linformer', 'QuantileTransformer')\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Print the number of components needed to explain 95% of the variance\n", + "print(f\"Number of components needed to explain 95% of variance:\")\n", + "print(f\"Longformer (StandardScaler): {np.argmax(cv_long_std >= 0.95) + 1}\")\n", + "print(f\"Longformer (QuantileTransformer): {np.argmax(cv_long_qt >= 0.95) + 1}\")\n", + "print(f\"Linformer (StandardScaler): {np.argmax(cv_lin_std >= 0.95) + 1}\")\n", + "print(f\"Linformer (QuantileTransformer): {np.argmax(cv_lin_qt >= 0.95) + 1}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "ihJlV7o6WL3Z", + "outputId": "0828ab85-44f9-4c29-b76d-91e9bc2ef6f7" + }, + "execution_count": 32, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Number of components needed to explain 95% of variance:\n", + "Longformer (StandardScaler): 14\n", + "Longformer (QuantileTransformer): 78\n", + "Linformer (StandardScaler): 16\n", + "Linformer (QuantileTransformer): 44\n" + ] } ] }