diff --git a/notebooks/PhonemeAnalysis.ipynb b/notebooks/PhonemeAnalysis.ipynb
index 8866112..eaa6ab3 100644
--- a/notebooks/PhonemeAnalysis.ipynb
+++ b/notebooks/PhonemeAnalysis.ipynb
@@ -18,6 +18,7 @@
     "\n",
     "import pandas as pd\n",
     "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
     "\n",
     "from IPython.display import clear_output\n",
     "clear_output()"
@@ -1145,6 +1146,100 @@
     "scores[['Model', 'Dataset', 'Background', 'CER', 'FER']].groupby(['Model', 'Dataset', 'Background']).agg([('mean', np.mean), ('std', np.std), ('n', np.size)]) # type: ignore"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Observation: All models do significantly better on Vietnamese and significantly worse on Korean"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2000x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2000x600 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# calculate the frequency distribution of phonemes in the ground truth and predicted transcriptions from scores\n",
+    "from collections import Counter\n",
+    "\n",
+    "def phoneme_distribution(scores, column, model, dataset):\n",
+    "    phoneme_counter = Counter()\n",
+    "    for i, row in scores[(scores['Model'] == model) & (scores['Dataset'] == dataset)].iterrows():\n",
+    "        phoneme_counter.update(preprocess_ipa(row[column]).replace(' ', ''))\n",
+    "\n",
+    "    return phoneme_counter\n",
+    "\n",
+    "phon_dist = pd.DataFrame(columns=['Dataset', 'Phoneme', 'Frequency'])\n",
+    "for dataset in scores['Dataset'].unique():\n",
+    "    phon_dist = pd.concat([phon_dist, pd.DataFrame([\n",
+    "        [dataset, phoneme, freq]\n",
+    "        for phoneme, freq in phoneme_distribution(scores, 'Ground Truth', scores['Model'][0], dataset).items()\n",
+    "    ], columns=phon_dist.columns)])\n",
+    "\n",
+    "phon_dist_by_model = pd.DataFrame(columns=['Model', 'Dataset', 'Phoneme', 'Frequency'])\n",
+    "for model in scores['Model'].unique():\n",
+    "    for dataset in scores['Dataset'].unique():\n",
+    "        phon_dist_by_model = pd.concat([phon_dist_by_model, pd.DataFrame([\n",
+    "            [model, dataset, phoneme, freq]\n",
+    "            for phoneme, freq in phoneme_distribution(scores, 'Prediction', model, dataset).items()\n",
+    "        ], columns=phon_dist_by_model.columns)])\n",
+    "\n",
+    "# plot the frequency distribution of phonemes in the ground truth\n",
+    "plt.figure(figsize=(20, 6))\n",
+    "plt.suptitle('Frequency distribution of phonemes in the ground truth transcriptions')\n",
+    "for i, dataset in enumerate(phon_dist['Dataset'].unique()):\n",
+    "    plt.subplot(1, 2, i + 1)\n",
+    "    data = phon_dist[phon_dist['Dataset'] == dataset]\n",
+    "    data = data.sort_values('Frequency', ascending=False)\n",
+    "    plt.bar(data['Phoneme'], data['Frequency'])\n",
+    "    plt.title(dataset)\n",
+    "    plt.xlabel('Phoneme')\n",
+    "    plt.ylabel('Frequency')\n",
+    "plt.show()\n",
+    "\n",
+    "plt.figure(figsize=(20, 6))\n",
+    "plt.suptitle('Frequency distribution of phonemes in the predicted transcriptions')\n",
+    "for i, model in enumerate(phon_dist_by_model['Model'].unique()):\n",
+    "    plt.subplot(1, 3, i + 1)\n",
+    "    for dataset in phon_dist_by_model['Dataset'].unique():\n",
+    "        data = phon_dist_by_model[(phon_dist_by_model['Model'] == model) & (phon_dist_by_model['Dataset'] == dataset)]\n",
+    "        data = data.sort_values('Frequency', ascending=False)\n",
+    "        plt.bar(data['Phoneme'], data['Frequency'], label=dataset, alpha=0.7)\n",
+    "    plt.title(model)\n",
+    "    plt.xlabel('Phoneme')\n",
+    "    plt.ylabel('Frequency')\n",
+    "    plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Observation: the Koel Labs model was trained on the TIMIT train set and learned the phoneme distribution of the TIMIT test set. Phoneme level resampling might be necessary for models to generalize to unseen data."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 23,
@@ -1437,12 +1532,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 113,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# normalize counts based on ground truth phoneme frequencies\n",
+    "phoneme_pairs = [col for col in scores.columns if '->' in col]\n",
+    "\n",
+    "scores_norm = scores.copy()\n",
+    "for col in phoneme_pairs:\n",
+    "    phoneme_pair = col.split('->')\n",
+    "    ground_truth_phoneme, _ = phoneme_pair\n",
+    "    ground_truth_phoneme_freq = phon_dist[phon_dist['Phoneme'] == ground_truth_phoneme]\n",
+    "    for dataset in scores['Dataset'].unique():\n",
+    "        dataset_phoneme_freq = ground_truth_phoneme_freq[ground_truth_phoneme_freq['Dataset'] == dataset]\n",
+    "        scores_norm[col] = scores[col].apply(lambda x: x / dataset_phoneme_freq['Frequency'].sum() if dataset_phoneme_freq['Frequency'].sum() > 0 else 0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1200x600 with 1 Axes>"
       ]
@@ -1453,34 +1567,25 @@
    ],
    "source": [
     "# plot the distribution of phoneme pairs as a bar chart\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "phoneme_pairs = [col for col in scores.columns if '->' in col]\n",
-    "pair_counts = scores[phoneme_pairs].sum()\n",
+    "pair_counts = scores_norm[phoneme_pairs].mean()\n",
     "pair_counts.sort_values(ascending=False, inplace=True)\n",
     "\n",
-    "# plt.figure(figsize=(12, 6))\n",
-    "# pair_counts.plot(kind='bar')\n",
-    "# plt.title('Distribution of Missed Phoneme Pairs')\n",
-    "# plt.ylabel('Count')\n",
-    "# plt.show()\n",
-    "\n",
     "# only show the top 10 phoneme pairs\n",
     "plt.figure(figsize=(12, 6))\n",
     "pair_counts.head(10).plot(kind='bar')\n",
     "plt.title('Distribution of Missed Phoneme Pairs (Top 10)')\n",
-    "plt.ylabel('Count')\n",
+    "plt.ylabel('Normalized Frequency')\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 124,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1490,7 +1595,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1500,7 +1605,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1511,24 +1616,24 @@
    ],
    "source": [
     "# plot the distribution of phoneme pairs as a bar chart stratified by model\n",
-    "for model, model_scores in scores.groupby('Model'):\n",
+    "for model, model_scores in scores_norm.groupby('Model'):\n",
     "    plt.figure(figsize=(8, 3))\n",
-    "    pair_counts = model_scores[phoneme_pairs].sum()\n",
+    "    pair_counts = model_scores[phoneme_pairs].mean()\n",
     "    pair_counts.sort_values(ascending=False, inplace=True)\n",
     "    pair_counts.head(10).plot(kind='bar')\n",
     "    plt.title('Distribution of Missed Phoneme Pairs (Top 10) - ' + str(model))\n",
-    "    plt.ylabel('Count')\n",
+    "    plt.ylabel('Normalized Frequency')\n",
     "    plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 125,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1538,7 +1643,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1549,24 +1654,24 @@
    ],
    "source": [
     "# plot the distribution of phoneme pairs as a bar chart stratified by dataset\n",
-    "for dataset, dataset_scores in scores.groupby('Dataset'):\n",
+    "for dataset, dataset_scores in scores_norm.groupby('Dataset'):\n",
     "    plt.figure(figsize=(8, 3))\n",
-    "    pair_counts = dataset_scores[phoneme_pairs].sum()\n",
+    "    pair_counts = dataset_scores[phoneme_pairs].mean()\n",
     "    pair_counts.sort_values(ascending=False, inplace=True)\n",
     "    pair_counts.head(10).plot(kind='bar')\n",
     "    plt.title('Distribution of Missed Phoneme Pairs (Top 10) - ' + str(dataset))\n",
-    "    plt.ylabel('Count')\n",
+    "    plt.ylabel('Normalized Frequency')\n",
     "    plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 126,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1576,7 +1681,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1586,7 +1691,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1596,7 +1701,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1606,7 +1711,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1616,7 +1721,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1627,24 +1732,24 @@
    ],
    "source": [
     "# plot the distribution of phoneme pairs as a bar chart stratified by dataset and model\n",
-    "for (model, dataset), model_dataset_scores in scores.groupby(['Model', 'Dataset']):\n",
+    "for (model, dataset), model_dataset_scores in scores_norm.groupby(['Model', 'Dataset']):\n",
     "    plt.figure(figsize=(8, 3))\n",
-    "    pair_counts = model_dataset_scores[phoneme_pairs].sum()\n",
+    "    pair_counts = model_dataset_scores[phoneme_pairs].mean()\n",
     "    pair_counts.sort_values(ascending=False, inplace=True)\n",
     "    pair_counts.head(10).plot(kind='bar')\n",
     "    plt.title('Distribution of Missed Phoneme Pairs (Top 10) - ' + str(model) + ' - ' + str(dataset))\n",
-    "    plt.ylabel('Count')\n",
+    "    plt.ylabel('Normalized Frequency')\n",
     "    plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 127,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1654,7 +1759,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1664,7 +1769,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1674,7 +1779,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAq4AAAE8CAYAAAABuTPTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABHbklEQVR4nO3dd1gUV/s38O8uZQHpBClKs0RRYzQYFbtCxIpGjF2xEo3dPIkhTxKUFGNsxNgTxUKsWPMkVsASo0YxtqhEDQoWsAI2FmXP+4fv7s+VIiC7w8D3c11zXe6Zs2fu2Zldb86cOaMQQggQEREREZVxSqkDICIiIiIqCiauRERERCQLTFyJiIiISBaYuBIRERGRLDBxJSIiIiJZYOJKRERERLLAxJWIiIiIZIGJKxERERHJAhNXIiIiIpIFJq4kuSlTpkChUBhlW23atEGbNm10r/fu3QuFQoHY2FijbH/w4MHw9vY2yrZK6sGDBxg+fDhcXV2hUCgwYcKEUt+GMY95cWjPh71795ZKe8uXL4dCocCxY8dKpT16OWN+x/7880+Ym5vjypUrRtmelBYtWgRPT0+o1WqpQwEAKBQKTJkyxaBtar+/ly9fLtXt0Kth4kqlSvtF1y4WFhZwd3dHUFAQ5s6di/v375fKdq5fv44pU6bgxIkTpdJeaSrLsRXFN998g+XLl2PUqFFYtWoVBg4cWGBdb29vKBQKBAYG5rv+xx9/1J0L5Sl5y+88f/311zFmzBikp6dLHZ6sXL58We+zNDExgaenJ959990y/x3673//i759+8LLyyvPOVHQYoyk+saNG/jkk0/Qtm1b2NjYvPSPsT/++AMtWrSAlZUVXF1dMW7cODx48ECvzuDBg5GTk4PFixeXerzaP2Rv376d73pvb2906dKl1LdL8mQqdQBUPkVGRsLHxwdPnjxBWloa9u7diwkTJmD27NnYtm0b6tevr6v72Wef4ZNPPilW+9evX8fUqVPh7e2NBg0aFPl9u3btKtZ2SqKw2H788UdoNBqDx/Aq4uPj0bRpU0RERBSpvoWFBRISEpCWlgZXV1e9dT///DMsLCyQnZ2tV16SY14Wac/z7Oxs/P7771i4cCF+++03nDlzBlZWVlKHJyt9+/ZFp06dkJubi3PnzmHhwoXYvn07Dh8+XKzvuLG+YydOnMCePXvwxx9/AABatWqFVatW6dUZPnw4GjdujLCwMF2ZtbW1wWNLSkrC9OnTUbNmTbzxxhs4dOhQgXVPnDiBgIAA+Pr6Yvbs2bh69SpmzpyJCxcuYPv27bp6FhYWCA0NxezZszF27FjJr5g8fvwYpqaGTWEGDhyIPn36QKVSGXQ7VDxMXMkgOnbsiEaNGuleh4eHIz4+Hl26dEFwcDDOnTsHS0tLAICpqanBf4AePXoEKysrmJubG3Q7L2NmZibp9ovi5s2bqFOnTpHrN2/eHEePHsW6deswfvx4XfnVq1dx4MABvPvuu9i4caPee4xxzI3h+fN8+PDhcHJywuzZs7F161b07dtX4ujk5a233sKAAQN0r5s3b47g4GAsXLiwWL18RfmOPX36FBqN5pV+D6Kjo+Hp6YmmTZsCAKpVq4Zq1arp1Rk5ciSqVaumt1/G4Ofnhzt37sDR0RGxsbF47733Cqz76aefwsHBAXv37oWtrS2AZz2cI0aMwK5du9C+fXtd3V69euG7775DQkIC2rVrZ/D9KIyFhYXBt2FiYgITExODb4eKh0MFyGjatWuHzz//HFeuXEFMTIyuPL/xjrt370aLFi1gb28Pa2tr1KpVC59++imAZ+MQ3377bQDAkCFDdJfgli9fDuDZONZ69eohMTERrVq1gpWVle69L45x1crNzcWnn34KV1dXVKpUCcHBwUhNTdWr4+3tjcGDB+d57/Ntviy2/MbfPXz4EB9++CE8PDygUqlQq1YtzJw5E0IIvXoKhQJjxozBli1bUK9ePahUKtStWxc7duzI/wN/wc2bNzFs2DC4uLjAwsICb775JlasWKFbrx3fmZycjF9//VUX+8vGd1lYWKBHjx5YvXq1XvmaNWvg4OCAoKCgPO8p7jHX+uGHH1C3bl1YWVnBwcEBjRo1yrPda9euYejQoXBxcdF9RsuWLcsTw9WrV9G9e3dUqlQJlStXxsSJE195/J72P/Pk5GS9crVajUmTJsHZ2RmVKlXCu+++i1u3buV5/4IFC1C3bl2oVCq4u7tj9OjRyMjI0KujPb/Pnj2Ltm3bwsrKClWqVMF3332Xpz21Wo2IiAjUqFEDKpUKHh4e+Pjjj/Psp/bc2rBhA+rUqQNLS0v4+/vj9OnTAIDFixejRo0asLCwQJs2bfI9J44cOYIOHTrAzs4OVlZWaN26NQ4ePFicj0/Pi5/l1q1b0blzZ7i7u0OlUqF69er48ssvkZubq/e+F79j2qEIM2fORFRUFKpXrw6VSoWzZ88CKNo5lZ8tW7agXbt2xe55/Ouvv9CxY0fY2trC2toaAQEBOHz4sF4d7bCD/fv34/3334eTkxNsbW0xaNAg3Lt376XbsLGxgaOj40vrZWVlYffu3RgwYIAuaQWAQYMGwdraGuvXr9er7+fnB0dHR2zdurWIe2s4L45H1f6mXLx4EYMHD4a9vT3s7OwwZMgQPHr0SO+9arUaEydOhLOzM2xsbBAcHIyrV6/m2QbHuJZN8u/yIFkZOHAgPv30U+zatQsjRozIt87ff/+NLl26oH79+oiMjIRKpcLFixd1/wn6+voiMjISX3zxBcLCwtCyZUsAQLNmzXRt3LlzBx07dkSfPn0wYMAAuLi4FBrX119/DYVCgcmTJ+PmzZuIiopCYGAgTpw4oesZLoqixPY8IQSCg4ORkJCAYcOGoUGDBti5cyc++ugjXLt2DXPmzNGr//vvv2PTpk344IMPYGNjg7lz5yIkJAQpKSlwcnIqMK7Hjx+jTZs2uHjxIsaMGQMfHx9s2LABgwcPRkZGBsaPHw9fX1+sWrUKEydORNWqVfHhhx8CAJydnV+63/369UP79u1x6dIlVK9eHQCwevVq9OzZs0g9YC875sCzS8Djxo1Dz549MX78eGRnZ+PUqVM4cuQI+vXrBwBIT09H06ZNdYmYs7Mztm/fjmHDhiErK0t3o9njx48REBCAlJQUjBs3Du7u7li1ahXi4+NfGmthLl26BAB5jsXYsWPh4OCAiIgIXL58GVFRURgzZgzWrVunqzNlyhRMnToVgYGBGDVqFJKSkrBw4UIcPXoUBw8e1Psc7927hw4dOqBHjx7o1asXYmNjMXnyZLzxxhvo2LEjAECj0SA4OBi///47wsLC4Ovri9OnT2POnDn4559/sGXLFr0YDxw4gG3btmH06NEAgGnTpqFLly74+OOPsWDBAnzwwQe4d+8evvvuOwwdOlTvs4qPj0fHjh3h5+eHiIgIKJVKREdHo127djhw4AAaN278yp/l8uXLYW1tjUmTJsHa2hrx8fH44osvkJWVhRkzZry0vejoaGRnZyMsLAwqlQqOjo5FOqfyc+3aNaSkpOCtt94q1j79/fffaNmyJWxtbfHxxx/DzMwMixcvRps2bbBv3z40adJEr/6YMWNgb2+PKVOm6M6HK1eu6P7IfFWnT5/G06dP9a6OAYC5uTkaNGiAv/76K8973nrrrVf6g6Qwd+/ezbe8OEM/evXqBR8fH0ybNg3Hjx/HTz/9hMqVK2P69Om6OsOHD0dMTAz69euHZs2aIT4+Hp07d37l+MlIBFEpio6OFgDE0aNHC6xjZ2cnGjZsqHsdEREhnj8V58yZIwCIW7duFdjG0aNHBQARHR2dZ13r1q0FALFo0aJ817Vu3Vr3OiEhQQAQVapUEVlZWbry9evXCwDi+++/15V5eXmJ0NDQl7ZZWGyhoaHCy8tL93rLli0CgPjqq6/06vXs2VMoFApx8eJFXRkAYW5urld28uRJAUD88MMPebb1vKioKAFAxMTE6MpycnKEv7+/sLa21tt3Ly8v0blz50Lbe7Hu06dPhaurq/jyyy+FEEKcPXtWABD79u3L95woyTHv1q2bqFu3bqHxDBs2TLi5uYnbt2/rlffp00fY2dmJR48eCSH+7/NYv369rs7Dhw9FjRo1BACRkJBQ6Ha0+7Rnzx5x69YtkZqaKtauXSucnJyEpaWluHr1ql69wMBAodFodO+fOHGiMDExERkZGUIIIW7evCnMzc1F+/btRW5urq7evHnzBACxbNkyXZn2/F65cqWuTK1WC1dXVxESEqIrW7VqlVAqleLAgQN6sS9atEgAEAcPHtSVARAqlUokJyfryhYvXiwACFdXV73zIzw8XADQ1dVoNKJmzZoiKChIbx8fPXokfHx8xDvvvFPoZ5mcnCwAiKlTp4pbt26JtLQ0sXfvXtGwYUMBQGzcuFHX3ovef/99YWVlJbKzs3VlL37HtO3b2tqKmzdv6r2/KOdUfvbs2SMAiF9++aXQepUqVdL7zejevbswNzcXly5d0pVdv35d2NjYiFatWunKtOeNn5+fyMnJ0ZV/9913AoDYunVrkWPdsGFDgee0dt3+/fvzrHvvvfeEq6trnvKwsDBhaWlZ5O0Xhfb3oLDlxd8kACIiIiJPG0OHDtWr9+677wonJyfd6xMnTggA4oMPPtCr169fvzxtao/D898Lkh6HCpDRWVtbFzq7gL29PYBnlwZLepOFSqXCkCFDilx/0KBBsLGx0b3u2bMn3Nzc8Ntvv5Vo+0X122+/wcTEBOPGjdMr//DDDyGE0Ls5AgACAwN1PZoAUL9+fdja2uLff/996XZcXV31xl2amZnp7h7et2/fK+2HiYkJevXqhTVr1gB4dlOWh4eHrsf5ZYpyzO3t7XH16lUcPXo03/VCCGzcuBFdu3aFEAK3b9/WLUFBQcjMzMTx48cBPPs83Nzc0LNnT937rays9G6iKYrAwEA4OzvDw8MDffr0gbW1NTZv3owqVaro1QsLC9PrIWvZsiVyc3N10yjt2bMHOTk5mDBhApTK//tZHjFiBGxtbfHrr7/qtWdtba03btLc3ByNGzfWOw82bNgAX19f1K5dW++z0F6CT0hI0GszICBA7xK7tvcvJCRE77uhLddu68SJE7hw4QL69euHO3fu6Lbz8OFDBAQEYP/+/UX6HkdERMDZ2Rmurq5o06YNLl26hOnTp6NHjx4AoHfl4/79+7h9+zZatmyJR48e4fz58y9tPyQkJM/Vg5edUwW5c+cOAMDBwaHI78nNzcWuXbvQvXt3vbGwbm5u6NevH37//XdkZWXpvScsLEyvp33UqFEwNTUttd+lx48fA0C+Nx9ZWFjo1j/PwcEBjx8/znP5vTRs3LgRu3fvzrO87IrZ80aOHKn3umXLlrhz547us9V+di/+5hpi2j8yDA4VIKN78OABKleuXOD63r1746effsLw4cPxySefICAgAD169EDPnj31/lMvTJUqVYp140XNmjX1XisUCtSoUcPgY5uuXLkCd3d3vcQAeDbkQLv+eZ6ennnacHBweOm4tytXrqBmzZp5Pr+CtlMS/fr1w9y5c3Hy5EmsXr0affr0KfLlzKIc88mTJ2PPnj1o3LgxatSogfbt26Nfv35o3rw5AODWrVvIyMjAkiVLsGTJkny3c/PmTd3+1qhRI098tWrVKtY+z58/H6+//jpMTU3h4uKCWrVq5XuOvnjctAmP9rhpP/8Xt29ubo5q1arlOT5Vq1bNE7uDgwNOnTqle33hwgWcO3euwKEe2s+ioBjt7OwAAB4eHvmWa2O/cOECACA0NDTf7QBAZmbmS5O8sLAwvPfee1AqlbC3t9eN9dX6+++/8dlnnyE+Pj5PgpeZmVlo2wDg4+OTp+xl59TLiBfGoRfm1q1bePToUb7nmK+vLzQaDVJTU1G3bl1d+Yu/S9bW1nBzcyu13yXtHwP5je3Ozs7Od5iUdp8L+24/ePBAbzotExOTIg05atWqFV577bU85cW5Eauw75qtrS2uXLkCpVKp1wEAFP+7T9Jh4kpGdfXqVWRmZqJGjRoF1rG0tMT+/fuRkJCAX3/9FTt27MC6devQrl077Nq1q0h3eRZnXGpRFfRDnZuba7Q7TwvaTnH+AzWUJk2aoHr16pgwYQKSk5MLHSP4oqIcc19fXyQlJeF///sfduzYgY0bN2LBggX44osvMHXqVF2v3oABAwpMop6fhq00NG7cOM/4wPyU9nErSnsajQZvvPEGZs+enW/dFxPSgtp82ba0n/uMGTMKnLaqKFNA1axZs8D5gDMyMtC6dWvY2toiMjIS1atXh4WFBY4fP47JkycXqUc3v9+El51TBdGOuy3KjVJlmZubG4Bn876+6MaNG3B3d89Tfu/ePVhZWRX6Gztz5ky9z8/Ly8toNziV5d9IKh1MXMmotPMc5nen+fOUSiUCAgIQEBCA2bNn45tvvsF///tfJCQkIDAwsNTnENT2GmkJIXDx4kW9RMfBwSHPHd7As96y5y/9FSc2Ly8v7NmzB/fv39frddVe+vTy8ipyWy/bzqlTp6DRaPR6BEt7O3379sVXX30FX1/fYs29Cbz8mANApUqV0Lt3b/Tu3Rs5OTno0aMHvv76a4SHh+vuEM7NzS0wAdLy8vLCmTNnIITQO15JSUnF3ufSoP38k5KS9M6lnJwcJCcnv3R/8lO9enWcPHkSAQEBBp1zU9tzZWtrW6I4i2Lv3r24c+cONm3ahFatWunKX5y9oSQKO6cK6umrXbt2sbfv7OwMKyurfM+x8+fPQ6lU5vlj4sKFC2jbtq3u9YMHD3Djxg106tSpyNstTL169WBqaopjx46hV69euvKcnBycOHFCr0wrOTlZd6WmIIMGDUKLFi10rw3RkVBSXl5e0Gg0uHTpkl4vq1TffSo+jnElo4mPj8eXX34JHx8f9O/fv8B6+d1Zqk2CtJe0KlWqBAD5JpIlsXLlSr1xt7Gxsbhx44buDm3g2X/Qhw8fRk5Ojq7sf//7X55ps4oTm3bC9Xnz5umVz5kzBwqFQm/7r6JTp05IS0vTu4v96dOn+OGHH2BtbY3WrVuXynaGDx+OiIgIzJo1q1jvK8ox144r1DI3N0edOnUghMCTJ09gYmKCkJAQbNy4EWfOnMnT3vPTT3Xq1AnXr1/Xe9Tvo0ePChxiYGiBgYEwNzfH3Llz9XqGli5diszMzBLd8dyrVy9cu3YNP/74Y551jx8/xsOHD18pZi0/Pz9Ur14dM2fOzPO0JQD5TvtVXNpetOc/m5ycHCxYsOCV2n3ZOVWQKlWqwMPDo1hPgzMxMUH79u2xdetWvd7H9PR0rF69Gi1atNCbkgoAlixZohfHwoUL8fTp01L7XbCzs0NgYCBiYmL0fv9WrVqFBw8e5Dv/6/HjxwucJUWrWrVqCAwM1C1FHXphDNrPbu7cuXrlUVFREkRDJcEeVzKI7du34/z583j69CnS09MRHx+P3bt3w8vLC9u2bSt0zFJkZCT279+Pzp07w8vLCzdv3sSCBQtQtWpV3V/x1atXh729PRYtWgQbGxtUqlQJTZo0yXccW1E4OjqiRYsWGDJkCNLT0xEVFYUaNWroTdk1fPhwxMbGokOHDujVqxcuXbqEmJiYPGOlihNb165d0bZtW/z3v//F5cuX8eabb2LXrl3YunUrJkyYkKftkgoLC8PixYsxePBgJCYmwtvbG7GxsTh48CCioqLyjLEtKS8vrxI9P7wox7x9+/ZwdXVF8+bN4eLignPnzmHevHno3LmzLv5vv/0WCQkJaNKkCUaMGIE6derg7t27OH78OPbs2aNLkEeMGIF58+Zh0KBBSExMhJubG1atWiXZ066cnZ0RHh6OqVOnokOHDggODkZSUhIWLFiAt99+u0QT2A8cOBDr16/HyJEjkZCQgObNmyM3Nxfnz5/H+vXrsXPnziINc3gZpVKJn376CR07dkTdunUxZMgQVKlSBdeuXUNCQgJsbW3xyy+/vNI2mjVrBgcHB4SGhmLcuHFQKBRYtWrVK1/+Lco5VZBu3bph8+bNeXrtC/PVV1/p5iv+4IMPYGpqisWLF0OtVuc7D29OTg4CAgLQq1cv3fnQokULBAcHF2lbwLOxwcCzZPT3338H8OzJdVpff/01mjVrhtatWyMsLAxXr17FrFmz0L59e3To0EGvzcTERNy9exfdunUr0v6WRQ0aNEDfvn2xYMECZGZmolmzZoiLi8PFixelDo2KytjTGFD5pp0+RLuYm5sLV1dX8c4774jvv/9eb1odrRenRoqLixPdunUT7u7uwtzcXLi7u4u+ffuKf/75R+99W7duFXXq1BGmpqZ600+1bt26wCluCpoOa82aNSI8PFxUrlxZWFpais6dO4srV67kef+sWbNElSpVhEqlEs2bNxfHjh3L02Zhsb04VY8QQty/f19MnDhRuLu7CzMzM1GzZk0xY8YMvamFhHg2/cvo0aPzxFTQNF0vSk9PF0OGDBGvvfaaMDc3F2+88Ua+U3aVZDqswhRlOqyiHPPFixeLVq1aCScnJ6FSqUT16tXFRx99JDIzM/Ps5+jRo4WHh4cwMzMTrq6uIiAgQCxZskSv3pUrV0RwcLCwsrISr732mhg/frzYsWNHsabDKmzat8Lqac+7F7czb948Ubt2bWFmZiZcXFzEqFGjxL179/TqFHR+53du5eTkiOnTp4u6desKlUolHBwchJ+fn5g6dare55bfuaWdRmrGjBn5xr5hwwa98r/++kv06NFDd3y8vLxEr169RFxcXGEfUYHbedHBgwdF06ZNhaWlpXB3dxcff/yx2LlzZ57PsaDpsPJrv6jnVH6OHz8uAOSZbux5L06HpX1fUFCQsLa2FlZWVqJt27bijz/+0KujPW/27dsnwsLChIODg7C2thb9+/cXd+7ceWlsQohCp5Z60YEDB0SzZs2EhYWFcHZ2FqNHj873t3ry5MnC09Mzz2/Tq9L+HhQ0HV5+vzMoYDqsF9vIb0qrx48fi3HjxgknJydRqVIl0bVrV5GamsrpsGRCIQRHLBMRERVXQECA7uEVpWn58uUYMmQIjh49Wiq94qVBrVbD29sbn3zyid6jnYmMjWNciYiISuCbb77BunXrSmU6ubIuOjoaZmZmeeZJJTI2Jq5EREQl0KRJE+Tk5JTarBxl2ciRI5GSkpLvwwqIjImJKxERERHJAse4EhEREZEsSNrj6u3tDYVCkWcZPXo0gGePnBs9ejScnJxgbW2NkJAQpKenSxkyEREREUlE0h7XW7duITc3V/f6zJkzeOedd5CQkIA2bdpg1KhR+PXXX7F8+XLY2dlhzJgxUCqVOHjwYJG3odFocP36ddjY2Bj06TFEREREVDJCCNy/fx/u7u56T3jMr2KZMX78eFG9enWh0WhERkaGMDMz05sr8Ny5cwKAOHToUJHb1M7NxoULFy5cuHDhwqVsL6mpqYXmdWXmyVk5OTmIiYnBpEmToFAokJiYiCdPnug9+7p27drw9PTEoUOH0LRp03zbUavVukdEAtA9WSU1NTXP4/SIiIiISHpZWVnw8PB46VPrykziumXLFmRkZGDw4MEAgLS0NJibm8Pe3l6vnouLC9LS0gpsZ9q0aZg6dWqecltbWyauRERERGXYy4Z1lpnpsJYuXYqOHTvC3d39ldoJDw9HZmambklNTS2lCImIiIhISmWix/XKlSvYs2cPNm3apCtzdXVFTk4OMjIy9Hpd09PT4erqWmBbKpWKEyQTERERlUNlosc1OjoalStXRufOnXVlfn5+MDMzQ1xcnK4sKSkJKSkp8Pf3lyJMIiIiIpKQ5D2uGo0G0dHRCA0Nhanp/4VjZ2eHYcOGYdKkSXB0dIStrS3Gjh0Lf3//Am/MIiIiIqLyS/LEdc+ePUhJScHQoUPzrJszZw6USiVCQkKgVqsRFBSEBQsWSBAlEREREUmt3D/yNSsrC3Z2dsjMzOSsAkRERERlUFHztTIxxpWIiIiI6GWYuBIRERGRLEg+xrWs8/7kV8m2ffnbzi+vRERERFRBsMeViIiIiGSBiSsRERERyQITVyIiIiKSBSauRERERCQLTFyJiIiISBaYuBIRERGRLHA6LMoXpwEjIiKisoY9rkREREQkC0xciYiIiEgWmLgSERERkSwwcSUiIiIiWWDiSkRERESywMSViIiIiGSBiSsRERERyQITVyIiIiKSBSauRERERCQLTFyJiIiISBaYuBIRERGRLDBxJSIiIiJZkDxxvXbtGgYMGAAnJydYWlrijTfewLFjx3TrhRD44osv4ObmBktLSwQGBuLChQsSRkxEREREUpA0cb137x6aN28OMzMzbN++HWfPnsWsWbPg4OCgq/Pdd99h7ty5WLRoEY4cOYJKlSohKCgI2dnZEkZORERERMZmKuXGp0+fDg8PD0RHR+vKfHx8dP8WQiAqKgqfffYZunXrBgBYuXIlXFxcsGXLFvTp0ydPm2q1Gmq1Wvc6KyvLgHtARERERMYiaY/rtm3b0KhRI7z33nuoXLkyGjZsiB9//FG3Pjk5GWlpaQgMDNSV2dnZoUmTJjh06FC+bU6bNg12dna6xcPDw+D7QURERESGJ2ni+u+//2LhwoWoWbMmdu7ciVGjRmHcuHFYsWIFACAtLQ0A4OLiovc+FxcX3boXhYeHIzMzU7ekpqYadieIiIiIyCgkHSqg0WjQqFEjfPPNNwCAhg0b4syZM1i0aBFCQ0NL1KZKpYJKpSrNMImIiIioDJC0x9XNzQ116tTRK/P19UVKSgoAwNXVFQCQnp6uVyc9PV23joiIiIgqBkkT1+bNmyMpKUmv7J9//oGXlxeAZzdqubq6Ii4uTrc+KysLR44cgb+/v1FjJSIiIiJpSTpUYOLEiWjWrBm++eYb9OrVC3/++SeWLFmCJUuWAAAUCgUmTJiAr776CjVr1oSPjw8+//xzuLu7o3v37lKGTkRERERGJmni+vbbb2Pz5s0IDw9HZGQkfHx8EBUVhf79++vqfPzxx3j48CHCwsKQkZGBFi1aYMeOHbCwsJAwciIiIiIyNkkTVwDo0qULunTpUuB6hUKByMhIREZGGjEqIiIiIiprJH/kKxERERFRUTBxJSIiIiJZYOJKRERERLLAxJWIiIiIZIGJKxERERHJAhNXIiIiIpIFJq5EREREJAtMXImIiIhIFpi4EhEREZEsMHElIiIiIllg4kpEREREssDElYiIiIhkgYkrEREREckCE1ciIiIikgUmrkREREQkC0xciYiIiEgWmLgSERERkSwwcSUiIiIiWWDiSkRERESywMSViIiIiGSBiSsRERERyQITVyIiIiKSBUkT1ylTpkChUOgttWvX1q3Pzs7G6NGj4eTkBGtra4SEhCA9PV3CiImIiIhIKpL3uNatWxc3btzQLb///rtu3cSJE/HLL79gw4YN2LdvH65fv44ePXpIGC0RERERScVU8gBMTeHq6pqnPDMzE0uXLsXq1avRrl07AEB0dDR8fX1x+PBhNG3aNN/21Go11Gq17nVWVpZhAiciIiIio5K8x/XChQtwd3dHtWrV0L9/f6SkpAAAEhMT8eTJEwQGBurq1q5dG56enjh06FCB7U2bNg12dna6xcPDw+D7QERERESGJ2ni2qRJEyxfvhw7duzAwoULkZycjJYtW+L+/ftIS0uDubk57O3t9d7j4uKCtLS0AtsMDw9HZmambklNTTXwXhARERGRMUg6VKBjx466f9evXx9NmjSBl5cX1q9fD0tLyxK1qVKpoFKpSitEIiIiIiojJB8q8Dx7e3u8/vrruHjxIlxdXZGTk4OMjAy9Ounp6fmOiSUiIiKi8q1MJa4PHjzApUuX4ObmBj8/P5iZmSEuLk63PikpCSkpKfD395cwSiIiIiKSgqRDBf7zn/+ga9eu8PLywvXr1xEREQETExP07dsXdnZ2GDZsGCZNmgRHR0fY2tpi7Nix8Pf3L3BGASIiIiIqvyRNXK9evYq+ffvizp07cHZ2RosWLXD48GE4OzsDAObMmQOlUomQkBCo1WoEBQVhwYIFUoZMRERERBKRNHFdu3ZtoestLCwwf/58zJ8/30gREREREVFZVabGuBIRERERFYSJKxERERHJAhNXIiIiIpIFJq5EREREJAtMXImIiIhIFpi4EhEREZEsMHElIiIiIllg4kpEREREssDElYiIiIhkgYkrEREREckCE1ciIiIikgUmrkREREQkC0xciYiIiEgWmLgSERERkSwwcSUiIiIiWWDiSkRERESywMSViIiIiGSBiSsRERERyQITVyIiIiKSBSauRERERCQLTFyJiIiISBbKTOL67bffQqFQYMKECbqy7OxsjB49Gk5OTrC2tkZISAjS09OlC5KIiIiIJFMmEtejR49i8eLFqF+/vl75xIkT8csvv2DDhg3Yt28frl+/jh49ekgUJRERERFJqUSJa7Vq1XDnzp085RkZGahWrVqx2nrw4AH69++PH3/8EQ4ODrryzMxMLF26FLNnz0a7du3g5+eH6Oho/PHHHzh8+HBJwiYiIiIiGStR4nr58mXk5ubmKVer1bh27Vqx2ho9ejQ6d+6MwMBAvfLExEQ8efJEr7x27drw9PTEoUOHCmxPrVYjKytLbyEiIiIi+TMtTuVt27bp/r1z507Y2dnpXufm5iIuLg7e3t5Fbm/t2rU4fvw4jh49mmddWloazM3NYW9vr1fu4uKCtLS0AtucNm0apk6dWuQYiIiIiEgeipW4du/eHQCgUCgQGhqqt87MzAze3t6YNWtWkdpKTU3F+PHjsXv3blhYWBQnjEKFh4dj0qRJutdZWVnw8PAotfaJiIiISBrFSlw1Gg0AwMfHB0ePHsVrr71W4g0nJibi5s2beOutt3Rlubm52L9/P+bNm4edO3ciJycHGRkZer2u6enpcHV1LbBdlUoFlUpV4riIiIiIqGwqVuKqlZyc/MobDggIwOnTp/XKhgwZgtq1a2Py5Mnw8PCAmZkZ4uLiEBISAgBISkpCSkoK/P39X3n7RERERCQvJUpcASAuLg5xcXG4efOmridWa9myZS99v42NDerVq6dXVqlSJTg5OenKhw0bhkmTJsHR0RG2trYYO3Ys/P390bRp05KGTUREREQyVaLEderUqYiMjESjRo3g5uYGhUJR2nEBAObMmQOlUomQkBCo1WoEBQVhwYIFBtkWEREREZVtJUpcFy1ahOXLl2PgwIGlGszevXv1XltYWGD+/PmYP39+qW6HiIiIiOSnRIlrTk4OmjVrVtqxEEnO+5NfJdv25W87S7ZtIiIiOSjRAwiGDx+O1atXl3YsREREREQFKlGPa3Z2NpYsWYI9e/agfv36MDMz01s/e/bsUgmOiIiIiEirRInrqVOn0KBBAwDAmTNn9NYZ6kYtIiIiIqrYSpS4JiQklHYcRERERESFKtEYVyIiIiIiYytRj2vbtm0LHRIQHx9f4oCIiIiIiPJTosRVO75V68mTJzhx4gTOnDmD0NDQ0oiLiIiIiEhPiRLXOXPm5Fs+ZcoUPHjw4JUCIiIiIiLKT6mOcR0wYACWLVtWmk0SEREREQEo5cT10KFDsLCwKM0miYiIiIgAlHCoQI8ePfReCyFw48YNHDt2DJ9//nmpBEZERERE9LwSJa52dnZ6r5VKJWrVqoXIyEi0b9++VAIjIiIiInpeiRLX6Ojo0o6DiIiIiKhQJUpctRITE3Hu3DkAQN26ddGwYcNSCYqIiIiI6EUlSlxv3ryJPn36YO/evbC3twcAZGRkoG3btli7di2cnZ1LM0YiIiIiopLNKjB27Fjcv38ff//9N+7evYu7d+/izJkzyMrKwrhx40o7RiIiIiKikvW47tixA3v27IGvr6+urE6dOpg/fz5vziIiIiIigyhRj6tGo4GZmVmecjMzM2g0mlcOioiIiIjoRSVKXNu1a4fx48fj+vXrurJr165h4sSJCAgIKLXgiIiIiIi0SpS4zps3D1lZWfD29kb16tVRvXp1+Pj4ICsrCz/88ENpx0hEREREVLIxrh4eHjh+/Dj27NmD8+fPAwB8fX0RGBhYqsEREREREWkVq8c1Pj4ederUQVZWFhQKBd555x2MHTsWY8eOxdtvv426deviwIEDRW5v4cKFqF+/PmxtbWFrawt/f39s375dtz47OxujR4+Gk5MTrK2tERISgvT09OKETERERETlRLES16ioKIwYMQK2trZ51tnZ2eH999/H7Nmzi9xe1apV8e233yIxMRHHjh1Du3bt0K1bN/z9998AgIkTJ+KXX37Bhg0bsG/fPly/fh09evQoTshEREREVE4UK3E9efIkOnToUOD69u3bIzExscjtde3aFZ06dULNmjXx+uuv4+uvv4a1tTUOHz6MzMxMLF26FLNnz0a7du3g5+eH6Oho/PHHHzh8+HBxwiYiIiKicqBYiWt6enq+02BpmZqa4tatWyUKJDc3F2vXrsXDhw/h7++PxMREPHnyRG/cbO3ateHp6YlDhw4V2I5arUZWVpbeQkRERETyV6zEtUqVKjhz5kyB60+dOgU3N7diBXD69GlYW1tDpVJh5MiR2Lx5M+rUqYO0tDSYm5vrHimr5eLigrS0tALbmzZtGuzs7HSLh4dHseIhIiIiorKpWIlrp06d8PnnnyM7OzvPusePHyMiIgJdunQpVgC1atXCiRMncOTIEYwaNQqhoaE4e/Zssdp4Xnh4ODIzM3VLampqidsiIiIiorKjWNNhffbZZ9i0aRNef/11jBkzBrVq1QIAnD9/HvPnz0dubi7++9//FisAc3Nz1KhRAwDg5+eHo0eP4vvvv0fv3r2Rk5ODjIwMvV7X9PR0uLq6FtieSqWCSqUqVgxEREREVPYVK3F1cXHBH3/8gVGjRiE8PBxCCACAQqFAUFAQ5s+fDxcXl1cKSKPRQK1Ww8/PD2ZmZoiLi0NISAgAICkpCSkpKfD393+lbRCRPu9PfpVs25e/7SzZtomISF6K/QACLy8v/Pbbb7h37x4uXrwIIQRq1qwJBweHYm88PDwcHTt2hKenJ+7fv4/Vq1dj79692LlzJ+zs7DBs2DBMmjQJjo6OsLW1xdixY+Hv74+mTZsWe1tEREREJG8lenIWADg4OODtt99+pY3fvHkTgwYNwo0bN2BnZ4f69etj586deOeddwAAc+bMgVKpREhICNRqNYKCgrBgwYJX2iYRERERyVOJE9fSsHTp0kLXW1hYYP78+Zg/f76RIiKiioRDJIiI5KVYswoQEREREUmFiSsRERERyQITVyIiIiKSBSauRERERCQLTFyJiIiISBaYuBIRERGRLDBxJSIiIiJZYOJKRERERLLAxJWIiIiIZEHSJ2cREZHx8YlhRCRX7HElIiIiIllg4kpEREREssDElYiIiIhkgYkrEREREckCE1ciIiIikgUmrkREREQkC5wOi4iIKgROA0Ykf+xxJSIiIiJZYOJKRERERLLAxJWIiIiIZIGJKxERERHJAhNXIiIiIpIFSWcVmDZtGjZt2oTz58/D0tISzZo1w/Tp01GrVi1dnezsbHz44YdYu3Yt1Go1goKCsGDBAri4uEgYORERkTxU1NkUuN/GZ4z9lrTHdd++fRg9ejQOHz6M3bt348mTJ2jfvj0ePnyoqzNx4kT88ssv2LBhA/bt24fr16+jR48eEkZNRERERFKQtMd1x44deq+XL1+OypUrIzExEa1atUJmZiaWLl2K1atXo127dgCA6Oho+Pr64vDhw2jatKkUYRMRERGRBMrUGNfMzEwAgKOjIwAgMTERT548QWBgoK5O7dq14enpiUOHDuXbhlqtRlZWlt5CRERERPJXZhJXjUaDCRMmoHnz5qhXrx4AIC0tDebm5rC3t9er6+LigrS0tHzbmTZtGuzs7HSLh4eHoUMnIiIiIiMoM4nr6NGjcebMGaxdu/aV2gkPD0dmZqZuSU1NLaUIiYiIiEhKko5x1RozZgz+97//Yf/+/ahataqu3NXVFTk5OcjIyNDrdU1PT4erq2u+balUKqhUKkOHTERERERGJmmPqxACY8aMwebNmxEfHw8fHx+99X5+fjAzM0NcXJyuLCkpCSkpKfD39zd2uEREREQkIUl7XEePHo3Vq1dj69atsLGx0Y1btbOzg6WlJezs7DBs2DBMmjQJjo6OsLW1xdixY+Hv788ZBYiIiIgqGEkT14ULFwIA2rRpo1ceHR2NwYMHAwDmzJkDpVKJkJAQvQcQEBEREVHFImniKoR4aR0LCwvMnz8f8+fPN0JERERERFRWlZlZBYiIiIiICsPElYiIiIhkgYkrEREREckCE1ciIiIikgUmrkREREQkC0xciYiIiEgWmLgSERERkSwwcSUiIiIiWWDiSkRERESywMSViIiIiGSBiSsRERERyQITVyIiIiKSBSauRERERCQLTFyJiIiISBaYuBIRERGRLDBxJSIiIiJZYOJKRERERLLAxJWIiIiIZIGJKxERERHJAhNXIiIiIpIFJq5EREREJAtMXImIiIhIFiRNXPfv34+uXbvC3d0dCoUCW7Zs0VsvhMAXX3wBNzc3WFpaIjAwEBcuXJAmWCIiIiKSlKSJ68OHD/Hmm29i/vz5+a7/7rvvMHfuXCxatAhHjhxBpUqVEBQUhOzsbCNHSkRERERSM5Vy4x07dkTHjh3zXSeEQFRUFD777DN069YNALBy5Uq4uLhgy5Yt6NOnjzFDJSIiIiKJldkxrsnJyUhLS0NgYKCuzM7ODk2aNMGhQ4cKfJ9arUZWVpbeQkRERETyV2YT17S0NACAi4uLXrmLi4tuXX6mTZsGOzs73eLh4WHQOImIiIjIOMps4lpS4eHhyMzM1C2pqalSh0REREREpaDMJq6urq4AgPT0dL3y9PR03br8qFQq2Nra6i1EREREJH9lNnH18fGBq6sr4uLidGVZWVk4cuQI/P39JYyMiIiIiKQg6awCDx48wMWLF3Wvk5OTceLECTg6OsLT0xMTJkzAV199hZo1a8LHxweff/453N3d0b17d+mCJiIiIiJJSJq4Hjt2DG3bttW9njRpEgAgNDQUy5cvx8cff4yHDx8iLCwMGRkZaNGiBXbs2AELCwupQiYiIiIiiUiauLZp0wZCiALXKxQKREZGIjIy0ohREREREVFZVGbHuBIRERERPY+JKxERERHJAhNXIiIiIpIFJq5EREREJAtMXImIiIhIFpi4EhEREZEsMHElIiIiIllg4kpEREREssDElYiIiIhkgYkrEREREckCE1ciIiIikgUmrkREREQkC0xciYiIiEgWmLgSERERkSwwcSUiIiIiWWDiSkRERESywMSViIiIiGSBiSsRERERyQITVyIiIiKSBSauRERERCQLTFyJiIiISBaYuBIRERGRLMgicZ0/fz68vb1hYWGBJk2a4M8//5Q6JCIiIiIysjKfuK5btw6TJk1CREQEjh8/jjfffBNBQUG4efOm1KERERERkRGZSh3Ay8yePRsjRozAkCFDAACLFi3Cr7/+imXLluGTTz7JU1+tVkOtVuteZ2ZmAgCysrJKtH2N+lGJ3lcaShpzaeB+Gx/32/i438bH/TY+7rfxcb9L/l4hRKH1FOJlNSSUk5MDKysrxMbGonv37rry0NBQZGRkYOvWrXneM2XKFEydOtWIURIRERFRaUhNTUXVqlULXF+me1xv376N3NxcuLi46JW7uLjg/Pnz+b4nPDwckyZN0r3WaDS4e/cunJycoFAoDBrvi7KysuDh4YHU1FTY2toaddtS4n5zvysC7jf3uyLgfnO/jUUIgfv378Pd3b3QemU6cS0JlUoFlUqlV2Zvby9NMP+fra1thTrxtbjfFQv3u2Lhflcs3O+KRar9trOze2mdMn1z1muvvQYTExOkp6frlaenp8PV1VWiqIiIiIhICmU6cTU3N4efnx/i4uJ0ZRqNBnFxcfD395cwMiIiIiIytjI/VGDSpEkIDQ1Fo0aN0LhxY0RFReHhw4e6WQbKMpVKhYiIiDxDF8o77jf3uyLgfnO/KwLuN/e7rCnTswpozZs3DzNmzEBaWhoaNGiAuXPnokmTJlKHRURERERGJIvElYiIiIioTI9xJSIiIiLSYuJKRERERLLAxJWIiIiIZIGJKxERERHJAhNXIiIiIpIFJq5U6nJzc1FRJqtYuXIl1Gp1nvLs7GysXLlSgogMLyUlJd/jq9FokJKSIkFERIYTFxeHGTNmYNGiRTh06JDU4RhFZGQkHj16lKf88ePHiIyMlCAiMiSNRoM//vgDy5YtQ0xMDE6ePCl1SIXidFil4NSpU6hXrx6USiVOnTpVaN369esbKSrDu3DhAmrWrAkAyMrKwqxZs7BmzRr8+++/MDU1ha+vLz777DOEhIRIHKnhmJiYYNOmTXBwcNArv3v3LkJCQpCbmytRZIZjYmKCtLQ0ODs765Wnp6fD3d29XO3ztm3b0LFjR5iZmWHbtm2F1g0ODjZSVMbXrl07bNq0Cfb29nrl9+7dQ0hICOLj46UJzIAePHiALl264MCBA3B3d0daWhqsra3RpEkTrFu3rkjPVJcrExMT3LhxA5UrV9Yrv3PnDipXrlyuvuPPMzExwdWrV7Fx40asW7cOmZmZqF27NiZPngw/Pz+pwys1S5YsQVhYGABg06ZN+Oijj5CcnKw7p7OystCpUyfExMSUyfOciWspUCqVSEtLQ+XKlaFUKqFQKPR6pLSvFQpFufrCjx07Fh999BFu3LiBXr16wcTEBGFhYfD19QUA7N+/H4sWLcKcOXN0X5LyJr/jrVXejreWdp8LUp72+cXvdkHK67HWUiqV6N27NywtLfXKHz9+jPXr15fLfR83bhx2796NTZs2wdfXFzY2NkhMTERkZCQsLS3x448/Sh2iwSiVSqSnp+f54zQ+Ph69e/fGrVu3JIrMsJRKJZo1a4YzZ86gb9++8PLywsmTJ7Fp0ybExsaia9euUodYKmbOnIlGjRphy5Yt+OGHHzB8+HBMnToVrq6uAIDTp09j8ODBeOONN7B8+XJpg80HE9dScOXKFXh6ekKhUODKlSuF1vXy8jJSVIa3d+9ezJo1C3v37oVarcaff/6JBg0a6NWJjo7GV199hUuXLkkTpIEplUokJSXl6ZlIT09H7dq1odFoJIrMcJRKJaKjo/PtfRs2bFi5TGIqOqVSiQ4dOuR5DKRarcbOnTvL5TGvUqUKli5dig4dOgAAbGxscPLkSdy/fx+BgYHlMnlzcHCAQqFAZmYmbG1t9f5Azc3NxYMHDzBy5EjMnz9fwigNR6lU4vXXX8eePXtQtWpVXfmcOXOwfPnyMn8JvajOnj2LFi1awM3NDZcuXcK5c+fg4+OjV+fIkSPo0KED7t27J1GUBTOVOoDy4PlktDwlpi9z7Ngx7Nq1C5s2bUKPHj1gZWWVp06LFi1w7do1CaIzjoSEBPj4+MDUVP+rZGVlhYSEBImiMqyIiAi89957eY73w4cPX/qHG8mTl5cXVq1aBScnJ73yW7duoXHjxhJFZVh37txB7dq185RbW1vjyZMnEkRkeFFRURBCYOjQoZg6dareZWJzc3N4e3vD399fwggNq6COhuDgYISHhxs5GsMZNmwYHj9+jP3798PLywtpaWl5Eldzc/My2/HCHlcDyc3Nxd9//406derkSWrKC2dnZzRs2BDR0dEICgpCcHAwvvnmG706X331FWJjY3HixAlpgiQqZdnZ2di1axcCAgJQqVIlqcMhA/Hx8cHKlSvRsmVLAICtrS1OnDiBJUuW4NixY9izZ4/EERrOvn370Lx583L7f1dBqlWrhjp16iA2NhYWFha68vXr12Py5MlITk6WMLrS8+6776J+/foICgrCjBkzcP36dWzYsAGenp4AgKtXr6J///5wdXXFunXrJI42LyauBrJlyxaEhIRg5cqV6N+/v9ThGERSUhIuX76Mf/75Bz4+Pnj33XfRunVrtGrVCgqFAgcPHkRCQgK2bduGoKAgqcM1qJs3b+Lbb7/FpEmT9C4xlWcVNYGLiYlBaGgoFi5cWG7HbtOzXilLS0vMmzcPwLOhAtbW1gCA3bt3o169elKGRwagVCpRpUoV2NraYuLEifD09MTJkycxbdo0REREYPz48VKHWCo0Gg0uXLiAY8eOoV27dujevTuOHz8ODw8PKBQKpKamokmTJti4cWOeYXBlgiCD6N69u3BxcRGBgYFSh2JQT58+FQ8ePBBCCHHq1CkxaNAg0bBhQ9GoUSMxZMgQce7cOYkjNI6ZM2cKpVIppk6dKnUoRrNq1SqhVCrF4sWLpQ7FqAIDA0X16tVF06ZNpQ7F6A4fPiwcHBxEfHy81KEY3O3bt8X58+d1r6dPny5iYmLEvXv3pAvKyCrS8RZCCIVCIU6fPi0GDx4sKlWqJJRKpahRo4b46aefpA7N4OLi4sT3338v5s2bJ/bt2yd1OIVij6sB3L59G1WrVsWWLVsQHByMf//9t8L0wlVU9evXh6urKy5dulRub0R70TvvvIPk5GQ4OztXmPktr169imrVquHgwYNo0aIFTp8+jddff13qsIxm1KhRWLZsGXr37l1u5ymm/1PRjvfzN1oDwJMnT2BmZiZxVPQiPoDAANasWYN69eqhQ4cOaNmyJVatWiV1SGRAx48fx8WLF7Fy5UrcvXsXBw4ckDokg7t69Sr27duHNWvW4Pjx4/jnn3+kDskoVq1ahWbNmuHtt99GUFAQVqxYIXVIRqNWq7F+/Xp8+eWX2LRpEx48eCB1SEaRnZ2Nbdu24eHDh1KHYlQV8Xh7eXnpzaRQkZJWOZ3nTFwNYPny5Rg0aBAAYMCAARXiL1WtI0eOwNHRsdzeUZ+fFStWoGvXrnB1dcV7771XJue9K20VNYFbsWIFBg4cCAAYOHAgYmJiJI7IeLZu3Qpra2t89NFH8Pb2RmxsrNQhGUVsbCzeffdd/Pzzz1KHYlQV9XgDwOXLl9GjRw8kJSVJHYrRyOk8Z+Jays6cOYMzZ86gX79+AID33nsPKSkpOHLkiMSRGcfy5cvx8OFDREdHSx2KUTx9+hSrV6/W+0MlNjYWjx8/ljgyw6qICdzhw4eRmpqKXr16AXg2RU5WVhbi4uIkjsw4VqxYgf79+0OhUGDAgAEV5ju+YsUK+Pj4VJj91aqoxxt4tu9btmzB0qVLpQ7FaGR1nks9yLa8+c9//iO6dOmiV9avXz8xcuRIiSIynuzsbOHo6CimT58uKlWqJO7fvy91SAa3efNm4eLiInJzc3VlPj4+IiYmRsKoDOvQoUPCyspKZGVlCSGeHXd7e3uxZ88eiSMzrJEjR4o+ffrolY0YMUIMGDBAooiM58aNG8LMzEx3s1JKSoowMTER//77r8SRGVZqaqowMzMTf/75pzA3NxdJSUlSh2QUFfV4a1WrVk30799fuLm56f22l1dyO8/Z41qKcnNzERMTo+t90xowYADWrVuHnJwciSIzjop4aWnlypXo27ev3uNABwwYUK6HC6xYsQLBwcGwsbEBAKhUqnI/REKtVmPdunV5vtsDBw6sEOP/YmJi0KBBA9SqVQsA4OHhgdatW5f7YVAVdUhMRT3ewLNHld+5cwcLFy6ERqPBzp07pQ7J4GR3nkudOZcn169fF1OnThVqtVqvPDc3V3z55ZfiypUrEkVmHJ06dRLh4eFCCCGmTZsmWrVqJXFEhnXr1i1hbm4ujh8/rleelJQkTExMRGpqqkSRGU52drZwcHAQv/32m175/v37hZWVVbntZb9165ZYsWJFvr0vq1atEjdu3JAgKuOpV6+e+OGHH/TKoqOjRbVq1SSKyDhq1aqlmwpp/fr1wtPTU+KIjKOiHm8hhBg6dKgYOnSoEEKI8ePHi169ekkckeHJ7Txn4kqloiJeWsrOzi7wj5GUlBTx6NEjI0dkeBU9gauIUlJSRNu2bcXt27f1yu/fvy8CAgLEP//8I1FkhlVRh8RU1OMthBCPHj0Stra2Yu/evUIIIRITE4WlpaXIyMiQODLDkeN5znlcDWjNmjUIDg6uEE8VmjlzJtavX48///xTVxYQEIBWrVohIiJCwsiISt+3336LkSNHwt7eXupQyEBGjRqFjIwMrFmzRlcWFhaGx48fc4rDciomJgaff/653qNd69Wrh7Fjx+L999+XMDLDkeN5zjGuBvT+++8jPT1d6jCMYsWKFfmO/6sIY6K0OnfujBs3bkgdhlF9++23yMjIkDoMo/vmm29w9+5dqcOQxNWrV6HRaKQOw6Aq+pjm51WE462V3yPay/M9C3I9z5m4GlBF6cxOTU2Fs7Mz+vbtq1fes2dP+Pj44MKFCxJFZlz79+8v99NgvaiiJnAV5budnzp16uDy5ctSh2FQ9+/fR1RUFIKCgvTKW7ZsicWLF5fZ/9ANoSIcb+DZ/2Px8fEIDQ3VKx8wYACOHj1aLh+yItfznEMFDMjGxgYnT55EtWrVpA6FjKAiHu+KuM9Axd1voGLve0XE401lDXtcS9nKlSuhVqsBANu3b0eVKlUAPHucWkW5bF6RLi09z8vLq0I9IrAiO3v2LLy9vQEACQkJGD58uLQBkUFV1CExVLHI5Txn4lrKhgwZgh07dmD//v3QaDQ4cuQI9u/fjx07dmDIkCFSh2cUFeXSEgAkJibi6tWrAJ49Nc3DwwMAsHv3blk8Ou9VVdQE7s6dO5g8eTI8PDzQoUMH3LlzR+qQjObTTz+Fo6Oj1GEYVUUdEgNUzOMNAG+88QZSU1OlDsOo5HKem0odQHkjhECPHj3yHQOnUCgkiMj4KtLok6FDhyIqKgpVq1bF/fv3dZPym5ubIzIyMs9A//Lmzp07mDt3LtauXYubN2+iU6dOUodkMJcvX8bq1asRExODpKQktGzZEl988QV69uwJBwcHqcMrdZMmTSpwXWRkpN7r2bNnGzocSVWE3zQeb32XL1/GkydPpA7DqORynjNxNYDz58+jcuXKemXp6emoXbu2RBGRoVy6dEk39qtKlSo4ceIEqlWrBh8fH6SkpEgcnWFUtAROq3r16qhVqxaGDh2KPn36oGrVqlKHZFB//fWX3uvjx4/j6dOnuqcp/fPPPzAxMYGfn58U4VEp4/EmuWDiWsoSEhLg4+MDU1P9j9bKygoJCQkSRWVcFenSklKphFqtxtOnT/H48WPcu3cPAHD79m1d72t5U9ESOC0XFxckJyfjyJEjqFmzJlxcXMr1mObnf69mz54NGxsbrFixQvfHyb179zBkyBC0bNlSqhCN5uzZs7r7FRISEvDzzz/jp59+kjiq0sXjra9ly5awtLSUOgyjkst5zlkFqMQKu7T0ovJ6aalVq1bw9vaGp6cnVq5cicaNGyMiIgJffPEFNBoNtm7dKnWIpc7d3R337t1Dly5dMGDAAHTq1KlcJ3BaQgjEx8fj559/xqZNm6BUKhESEoL+/fujTZs2UodnUFWqVMGuXbtQt25dvfIzZ86gffv2uH79ukSRGceJEyfw888/6w2J2bx5s9RhGUxFPt7//vsvoqKicPz4cQBAw4YNMX78eNSoUUPiyAxPLuc5e1ypxHhpCZg1axb69OmD/fv3Y/Pmzfjkk0/w5ptvwtPTE9u3b5c6PIO4du2aLoELDQ2tMAmcQqFAQEAAAgICsHDhQmzbtg2rV69Ghw4d8Nprr+lu0iuPsrKycOvWrTzlt27dwv379yWIyPAq6pAYoGIeb+DZ/2Ft2rSBj4+P7rds7969WL58Ofbt24e33npL2gANQJbnuRTPmaXyZ9asWaJr167i7t27urK7d++Kbt26iZkzZ0oYmfG9+Izv8iw7O1usX79edO/eXahUKlGlShWpQzK6u3fviiVLlkgdhkENHDhQeHt7i40bN4rU1FSRmpoqYmNjhY+Pjxg0aJDU4RmEUqkUvr6+YsaMGSI1NVXqcIyqIh5vIYRo166dGDRokNBoNLoyjUYjBg4cKAIDAyWMzHDkeJ4zcaVS4e7uLs6cOZOn/PTp08LNzU2CiMjYKkICV1E9fPhQjBo1SqhUKqFUKoVSqRTm5uZi1KhR4sGDB1KHZxBubm7CwsJC9OzZU2zZskXk5ORIHZLRVMTjLYQQVlZW4sSJE3nK//rrL2FtbS1BRIYnx/OcY1ypVNjY2OCXX37Jc6k4ISEBwcHB5fryElFF8fDhQ1y6dAnAs5v0KlWqJHFEhiMq8JhmrYp0vAHA0dERhw4d0g1307pw4QLefvttWUzOX1xyPM+ZuFKpGDRoEA4cOIBZs2ahcePGAIAjR47go48+QsuWLbFixQqJIyQiKhm1Wq0b07x9+/ZyP6a5onrnnXfQu3fvPA9SWbZsGWJiYhAfHy9RZMYhl/OciSuVikePHuE///kPli1bppu02dTUFMOGDcOMGTPK/V/qRFQx3Lt3D7GxsRgxYoTUoVApS0tLw5MnT3RPQNRKTU2Fqakp3NzcJIrM+Mryec7ElUpVRbu0RERERMbDxJWIiIiIZEEpdQBEREREREXBxJWIiIiIZIGJKxERERHJAhNXIiIiIpIFJq5EREREJAtMXImIiIhIFpi4EhEREZEs/D+W50hqpI00cAAAAABJRU5ErkJggg==",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1684,7 +1789,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1694,7 +1799,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1704,7 +1809,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1714,7 +1819,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1724,7 +1829,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtYAAAE8CAYAAADkJ/a/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABj60lEQVR4nO3deVxN+f8H8Nct2rXYWkwqaggRGckW6iumGRrGvqRBM0ZjyW4o6xgMYhhZhrLvwwymkew0GdGMfSyRrWSpFIru5/eHX2dct9Ll1lX39Xw87oP7Oe9zzvvc9d3nfs7nyIQQAkRERERE9E50NJ0AEREREVFZwMKaiIiIiEgNWFgTEREREakBC2siIiIiIjVgYU1EREREpAYsrImIiIiI1ICFNRERERGRGrCwJiIiIiJSAxbWRERERERqwMKayrTJkydDJpOVyL5at26N1q1bS/cPHjwImUyGrVu3lsj++/fvD3t7+xLZ19vKzMzEwIEDYWVlBZlMhuHDh6t9HyX5nKsi7/Vw8OBBtWwvIiICMpkMJ0+eVMv26M1K8j124sQJ6Onp4caNGyWyP00KDw9H9erVkZ2drelUil3//v1hYmKi6TSoGLGwplIjr5DIuxkYGMDGxgY+Pj5YuHAhHj9+rJb93LlzB5MnT0ZCQoJatqdO73NuRfHdd98hIiICgwcPxpo1a9C3b98CY+3t7SGTyeDt7Z3v8uXLl0uvhbJUXOb3Ov/www8RFBSElJQUTadXqly/fl3hsdTV1UX16tXx2WefvffvoW+//RY9e/aEnZ2d0muioFtJFP13797FuHHj0KZNG1SoUOGNfyweP34cLVq0gJGREaysrDB06FBkZmYqxPTv3x85OTlYunSp2vPN+0Pb0tIST548UVpub2+PTz75RK37fPLkCSZPnqy2P6KpdCmn6QSIVDV16lQ4ODjg+fPnSE5OxsGDBzF8+HDMmzcPv/76K+rXry/FTpw4EePGjVNp+3fu3MGUKVNgb28PV1fXIq+3d+9elfbzNgrLbfny5ZDL5cWew7vYv38/mjZtitDQ0CLFGxgY4MCBA0hOToaVlZXCsnXr1sHAwADPnj1TaH+b5/x9lPc6f/bsGY4ePYolS5Zgz549OHv2LIyMjDSdXqnSs2dPfPzxx8jNzcWFCxewZMkS/P777/jzzz9Veo+X1HssISEB+/btw/HjxwEArVq1wpo1axRiBg4ciCZNmiAwMFBqK4me0EuXLmHWrFlwcnKCi4sLYmNjC4xNSEiAl5cXnJ2dMW/ePNy6dQs//PADLl++jN9//12KMzAwgL+/P+bNm4dvvvmmWH5xunfvHpYsWYKRI0eqfduve/LkCaZMmQIACr9iknZgYU2lTocOHdC4cWPp/vjx47F//3588skn6NixIy5cuABDQ0MAQLly5VCuXPG+zJ88eQIjIyPo6ekV637epHz58hrdf1Hcu3cPderUKXJ88+bN8ddff2HTpk0YNmyY1H7r1i0cOXIEn332GbZt26awTkk85yXh1df5wIEDUalSJcybNw87d+5Ez549NZxd6dKoUSP06dNHut+8eXN07NgRS5YsUamXtCjvsRcvXkAul7/T58GqVatQvXp1NG3aFABQo0YN1KhRQyHmq6++Qo0aNRSOqyS4ubnhwYMHqFixIrZu3YquXbsWGDthwgRYWFjg4MGDMDU1BfCyh3jQoEHYu3cv2rVrJ8V269YNs2fPxoEDB9C2bVu15+3q6oo5c+bg66+/lr4f1E0ulyMnJ6dYtq0KIQSePXtWbMdJheNQECoT2rZti0mTJuHGjRtYu3at1J7feNvo6Gi0aNEC5ubmMDExQa1atTBhwgQAL8fBfvTRRwCAgIAA6SfWiIgIAC97H+rVq4f4+Hi0atUKRkZG0rqvj7HOk5ubiwkTJsDKygrGxsbo2LEjbt68qRBjb2+P/v37K6376jbflFt+4z+zsrIwcuRI2NraQl9fH7Vq1cIPP/wAIYRCnEwmQ1BQEHbs2IF69epBX18fdevWRVRUVP4P+Gvu3buHAQMGwNLSEgYGBmjQoAEiIyOl5XnjixMTE7F7924p9+vXrxe6XQMDA3Tu3Bnr169XaN+wYQMsLCzg4+OjtI6qz3meH3/8EXXr1oWRkREsLCzQuHFjpf3evn0bX3zxBSwtLaXHaOXKlUo53Lp1C35+fjA2NkbVqlUxYsSIdx4/mldsJCYmKrRnZ2cjODgYVapUgbGxMT777DOkpqYqrf/TTz+hbt260NfXh42NDYYMGYK0tDSFmLzX9/nz59GmTRsYGRmhWrVqmD17ttL2srOzERoaCkdHR+jr68PW1hZjxoxROs6819aWLVtQp04dGBoawsPDA2fOnAEALF26FI6OjjAwMEDr1q3zfU3ExcWhffv2MDMzg5GRETw9PXHs2DFVHj4Frz+WO3fuhK+vL2xsbKCvr4+aNWti2rRpyM3NVVjv9fdY3lCTH374AWFhYahZsyb09fVx/vx5AEV7TeVnx44daNu2rco9t6dPn0aHDh1gamoKExMTeHl54c8//1SIyRtWcvjwYXz55ZeoVKkSTE1N0a9fPzx69OiN+6hQoQIqVqz4xriMjAxER0ejT58+UlENAP369YOJiQk2b96sEO/m5oaKFSti586dRTxa1YSEhCAlJQVLlix5Y6yqn5vr1q2T3lvh4eGoUqUKAGDKlCnSZ93kyZMV1r19+zb8/PxgYmKCKlWqYNSoUUqvN7lcjrCwMNStWxcGBgawtLTEl19+qfQ85Q1n+eOPP9C4cWMYGhpi6dKl0ufu5s2bMWPGDHzwwQcwMDCAl5cXrly58haPIhVF6e/WIfp/ffv2xYQJE7B3714MGjQo35hz587hk08+Qf369TF16lTo6+vjypUr0pe0s7Mzpk6dipCQEAQGBqJly5YAgGbNmknbePDgATp06IAePXqgT58+sLS0LDSvGTNmQCaTYezYsbh37x7CwsLg7e2NhIQElXoUipLbq4QQ6NixIw4cOIABAwbA1dUVf/zxB0aPHo3bt29j/vz5CvFHjx7F9u3b8fXXX6NChQpYuHAhunTpgqSkJFSqVKnAvJ4+fYrWrVvjypUrCAoKgoODA7Zs2YL+/fsjLS0Nw4YNg7OzM9asWYMRI0bggw8+kH6OzfsCKkyvXr3Qrl07XL16FTVr1gQArF+/Hp9//nmRehDf9JwDL3/iHzp0KD7//HMMGzYMz549wz///IO4uDj06tULAJCSkoKmTZtKX6ZVqlTB77//jgEDBiAjI0M6EfPp06fw8vJCUlIShg4dChsbG6xZswb79+9/Y66FuXr1KgAoPRfffPMNLCwsEBoaiuvXryMsLAxBQUHYtGmTFDN58mRMmTIF3t7eGDx4MC5duoQlS5bgr7/+wrFjxxQex0ePHqF9+/bo3LkzunXrhq1bt2Ls2LFwcXFBhw4dALz8wu/YsSOOHj2KwMBAODs748yZM5g/fz7+/fdf7NixQyHHI0eO4Ndff8WQIUMAADNnzsQnn3yCMWPG4KeffsLXX3+NR48eYfbs2fjiiy8UHqv9+/ejQ4cOcHNzQ2hoKHR0dLBq1Sq0bdsWR44cQZMmTd75sYyIiICJiQmCg4NhYmKC/fv3IyQkBBkZGZgzZ84bt7dq1So8e/YMgYGB0NfXR8WKFYv0msrP7du3kZSUhEaNGql0TOfOnUPLli1hamqKMWPGoHz58li6dClat26NQ4cOwd3dXSE+KCgI5ubmmDx5svR6uHHjhlSMvaszZ87gxYsXCr8uAoCenh5cXV1x+vRppXUaNWr0Tn8wFaZly5Zo27YtZs+ejcGDBxf42avq5+b+/fuxefNmBAUFoXLlymjQoAGWLFmCwYMH47PPPkPnzp0BQGGIYm5uLnx8fODu7o4ffvgB+/btw9y5c1GzZk0MHjxYivvyyy8RERGBgIAADB06FImJiVi0aBFOnz6t9L69dOkSevbsiS+//BKDBg1CrVq1pGXff/89dHR0MGrUKKSnp2P27Nno3bs34uLi1PLY0msEUSmxatUqAUD89ddfBcaYmZmJhg0bSvdDQ0PFqy/z+fPnCwAiNTW1wG389ddfAoBYtWqV0jJPT08BQISHh+e7zNPTU7p/4MABAUBUq1ZNZGRkSO2bN28WAMSCBQukNjs7O+Hv7//GbRaWm7+/v7Czs5Pu79ixQwAQ06dPV4j7/PPPhUwmE1euXJHaAAg9PT2Ftr///lsAED/++KPSvl4VFhYmAIi1a9dKbTk5OcLDw0OYmJgoHLudnZ3w9fUtdHuvx7548UJYWVmJadOmCSGEOH/+vAAgDh06lO9r4m2e806dOom6desWms+AAQOEtbW1uH//vkJ7jx49hJmZmXjy5IkQ4r/HY/PmzVJMVlaWcHR0FADEgQMHCt1P3jHt27dPpKamips3b4qNGzeKSpUqCUNDQ3Hr1i2FOG9vbyGXy6X1R4wYIXR1dUVaWpoQQoh79+4JPT090a5dO5GbmyvFLVq0SAAQK1eulNryXt+rV6+W2rKzs4WVlZXo0qWL1LZmzRqho6Mjjhw5opB7eHi4ACCOHTsmtQEQ+vr6IjExUWpbunSpACCsrKwUXh/jx48XAKRYuVwunJychI+Pj8IxPnnyRDg4OIj//e9/hT6WiYmJAoCYMmWKSE1NFcnJyeLgwYOiYcOGAoDYtm2btL3Xffnll8LIyEg8e/ZManv9PZa3fVNTU3Hv3j2F9YvymsrPvn37BADx22+/FRpnbGys8Jnh5+cn9PT0xNWrV6W2O3fuiAoVKohWrVpJbXmvGzc3N5GTkyO1z549WwAQO3fuLHKuW7ZsKfA1nbfs8OHDSsu6du0qrKyslNoDAwOFoaFhkfdfFHmfB6mpqeLQoUMCgJg3b560/PXPJFU/N3V0dMS5c+cUYlNTUwUAERoaqpSPv7+/ACCmTp2q0N6wYUPh5uYm3T9y5IgAINatW6cQFxUVpdRuZ2cnAIioqCiF2LzvIGdnZ5GdnS21L1iwQAAQZ86cUcqP3h2HglCZYmJiUujsIObm5gBe/vT7tich6evrIyAgoMjx/fr1Q4UKFaT7n3/+OaytrbFnz5632n9R7dmzB7q6uhg6dKhC+8iRIyGEUDh5CAC8vb2lHmHgZQ+Lqakprl279sb9WFlZKYz7LV++vHT2/6FDh97pOHR1ddGtWzds2LABwMuTFm1tbaUe+zcpynNubm6OW7du4a+//sp3uRAC27Ztw6effgohBO7fvy/dfHx8kJ6ejlOnTgF4+XhYW1vj888/l9Y3MjJSOMmsKLy9vVGlShXY2tqiR48eMDExwS+//IJq1aopxAUGBir0MLZs2RK5ubnSNG379u1DTk4Ohg8fDh2d/z7yBw0aBFNTU+zevVtheyYmJgrjdvX09NCkSROF18GWLVvg7OyM2rVrKzwWeUMsDhw4oLBNLy8vhSEUeb2nXbp0UXhv5LXn7SshIQGXL19Gr1698ODBA2k/WVlZ8PLywuHDh4v0Pg4NDUWVKlVgZWWF1q1b4+rVq5g1a5bUm/hq7+Xjx49x//59tGzZEk+ePMHFixffuP0uXboo/fryptdUQR48eAAAsLCwKPI6ubm52Lt3L/z8/BTGYltbW6NXr144evQoMjIyFNYJDAxU6PEcPHgwypUrp7bPpadPnwJ4+Xn5OgMDA2n5qywsLPD06dN8Z+9Qh1atWqFNmzaYPXt2vvsHVP/c9PT0VOm8kTxfffWVwv2WLVsqvcfMzMzwv//9T+E95ubmBhMTE6X3mIODQ75D44CXQwdfHfOf99n5ps92ejssrKlMyczMVPiifl337t3RvHlzDBw4EJaWlujRowc2b96sUpFdrVo1lU5McnJyUrgvk8ng6Oj4xvHF7+rGjRuwsbFRejycnZ2l5a+qXr260jYsLCzeOO7yxo0bcHJyUijaCtvP2+jVqxfOnz+Pv//+G+vXr0ePHj2K/HN1UZ7zsWPHwsTEBE2aNIGTkxOGDBmi8JN0amoq0tLSsGzZMlSpUkXhlvdH1r1796TjdXR0VMrv1Z9mi2Lx4sWIjo7GgQMHcP78eVy7di3fL87Xn7e8gizvect7/F/fv56eHmrUqKH0/HzwwQdKub/+Orh8+TLOnTun9Fh8+OGHAP57LArK0czMDABga2ubb3vevi5fvgwA8Pf3V9rXihUrkJ2djfT0dKXH5HWBgYGIjo5GTEwM4uPjce/ePYwZM0Zafu7cOXz22WcwMzODqakpqlSpIv1xUZTtOzg4KLW96TX1JuK18byFSU1NxZMnT/J9jTk7O0Mulyud1/H655KJiQmsra3V9rmU98dKfucWFHRiXd4xF/bezszMRHJysnTL73yCwkyePBnJyckIDw/Pd7mqn5v5PfdvYmBgoPSHWH7vsfT0dFStWlXptZ+Zman0Hissjzd9RpB6cYw1lRm3bt1Ceno6HB0dC4wxNDTE4cOHceDAAezevRtRUVHYtGkT2rZti71790JXV/eN+ymOM60L+iLJzc0tUk7qUNB+VPmCLy7u7u6oWbMmhg8fjsTExELHqL6uKM+5s7MzLl26hF27diEqKgrbtm3DTz/9hJCQEEyZMkUqwvv06QN/f/989/PqGEp1aNKkidL41Pyo+3kryvbkcjlcXFwwb968fGNfL5gL2uab9pX3uM+ZM6fAafGKMsWck5NTgfOhp6WlwdPTE6amppg6dSpq1qwJAwMDnDp1CmPHji3SH935fSa86TVVkLxx36W96LG2tgbwct7r1929exc2NjZK7Y8ePYKRkVGhn7E//PCDwuNnZ2en0h8DrVq1QuvWrTF79mylXuO38TbfB0X5TJfL5ahatSrWrVuX7/LXC/PC8nifP9vLIhbWVGbkzfNa0M9heXR0dODl5QUvLy/MmzcP3333Hb799lscOHAA3t7eap9DNa/XLY8QAleuXFEoxCwsLJRmaABe9o68+tOuKrnZ2dlh3759ePz4sULvS95P23Z2dkXe1pv2888//0Aulyv0Wqt7Pz179sT06dPh7Oys0tzDwJufcwAwNjZG9+7d0b17d+Tk5KBz586YMWMGxo8fjypVqqBChQrIzc0tsEDLY2dnh7Nnz0IIofB8Xbp0SeVjVoe8x//SpUsKr6WcnBwkJia+8XjyU7NmTfz999/w8vIq1qtc5g1NMjU1fas8i+LgwYN48OABtm/fjlatWkntr8++8jYKe00ZGBjku07t2rVV3n+VKlVgZGSU72vs4sWL0NHRUfpj5/Lly2jTpo10PzMzE3fv3sXHH39c5P0Wpl69eihXrhxOnjyJbt26Se05OTlISEhQaMuTmJgo9QwXpF+/fmjRooV0/20K28mTJ6N169b5TrWojs9NdbwnatasiX379qF58+acNq+U4VAQKhP279+PadOmwcHBAb179y4w7uHDh0pteUVa3k+WxsbGAJBvofs2Vq9erTDue+vWrbh79640wwLw8kP0zz//VJgDddeuXUo/36qSW94FMRYtWqTQPn/+fMhkMoX9v4uPP/4YycnJCrNQvHjxAj/++CNMTEzg6emplv0MHDgQoaGhmDt3rkrrFeU5zxvXmkdPTw916tSBEALPnz+Hrq4uunTpgm3btuHs2bNK23v15+iPP/4Yd+7cUbiU/ZMnT7Bs2TKV8lYXb29v6OnpYeHChQo9VD///DPS09Ph6+ur8ja7deuG27dvY/ny5UrLnj59iqysrHfKOY+bmxtq1qyJH374QelqfQBUHgaQn7zevFcfm5ycHPz000/vtN03vaYKUq1aNdja2qp0NVFdXV20a9cOO3fuVOi9TUlJwfr169GiRQuFKe8AYNmyZQp5LFmyBC9evFDb54KZmRm8vb2xdu1ahc+/NWvWIDMzM9/5r0+dOlXgLEd5atSoAW9vb+nWvHlzlXPz9PRE69atMWvWLKULTKnjczPvAk7v8h3SrVs35ObmYtq0aUrLXrx4obbvJ1I/9lhTqfP777/j4sWLePHiBVJSUrB//35ER0fDzs4Ov/76a4E9QcDLq9kdPnwYvr6+sLOzw7179/DTTz/hgw8+kHpBatasCXNzc4SHh6NChQowNjaGu7v7W42lA4CKFSuiRYsWCAgIQEpKCsLCwuDo6KgwJeDAgQOxdetWtG/fHt26dcPVq1exdu1ahZMJVc3t008/RZs2bfDtt9/i+vXraNCgAfbu3YudO3di+PDhStt+W4GBgVi6dCn69++P+Ph42NvbY+vWrTh27BjCwsIKHfOuCjs7O6W5YIuiKM95u3btYGVlhebNm8PS0hIXLlzAokWL4OvrK+X//fff48CBA3B3d8egQYNQp04dPHz4EKdOncK+ffukAn7QoEFYtGgR+vXrh/j4eFhbW2PNmjUau1pilSpVMH78eEyZMgXt27dHx44dcenSJfz000/46KOP3uoCI3379sXmzZvx1Vdf4cCBA2jevDlyc3Nx8eJFbN68WZpP913p6OhgxYoV6NChA+rWrYuAgABUq1YNt2/fxoEDB2BqaorffvvtnfbRrFkzWFhYwN/fH0OHDoVMJsOaNWve+WfyorymCtKpUyf88ssvSr96FGb69OnSfO1ff/01ypUrh6VLlyI7OzvfechzcnLg5eWFbt26Sa+HFi1aoGPHjkXaF/BybDrwslg+evQogJdXPs0zY8YMNGvWDJ6enggMDMStW7cwd+5ctGvXDu3bt1fYZnx8PB4+fIhOnToV6XjfVWhoqEKPfR51fG4aGhqiTp062LRpEz788ENUrFgR9erVQ7169Yqcn6enJ7788kvMnDkTCQkJaNeuHcqXL4/Lly9jy5YtWLBggcIJ0vQeKeFZSIjeWt40UXk3PT09YWVlJf73v/+JBQsWKEzblef1qddiYmJEp06dhI2NjdDT0xM2NjaiZ8+e4t9//1VYb+fOnaJOnTqiXLlyCtPbeXp6FjiFVkHT7W3YsEGMHz9eVK1aVRgaGgpfX19x48YNpfXnzp0rqlWrJvT19UXz5s3FyZMnlbZZWG6vTwUmhBCPHz8WI0aMEDY2NqJ8+fLCyclJzJkzR2HqMiFeThs1ZMgQpZwKmgbwdSkpKSIgIEBUrlxZ6OnpCRcXl3ynBHyb6fYKU5Tp9orynC9dulS0atVKVKpUSejr64uaNWuK0aNHi/T0dKXjHDJkiLC1tRXly5cXVlZWwsvLSyxbtkwh7saNG6Jjx47CyMhIVK5cWQwbNkyaJquo0+0VNq1kYXF5r7vX97No0SJRu3ZtUb58eWFpaSkGDx4sHj16pBBT0Os7v9dWTk6OmDVrlqhbt67Q19cXFhYWws3NTUyZMkXhccvvtZU3Td2cOXPyzX3Lli0K7adPnxadO3eWnh87OzvRrVs3ERMTU9hDVOB+Xnfs2DHRtGlTYWhoKGxsbMSYMWPEH3/8ofQ4FjTdXn7bL+prKj+nTp0SAJSmM3zV69Pt5a3n4+MjTExMhJGRkWjTpo04fvy4Qkze6+bQoUMiMDBQWFhYCBMTE9G7d2/x4MGDN+YmhFD4HH799rojR46IZs2aCQMDA1GlShUxZMiQfD+rx44dK6pXr6702fSuXp1u73V500u+/jnzrp+bQghx/Phx4ebmJvT09BSm3vP39xfGxsYF5vm6ZcuWCTc3N2FoaCgqVKggXFxcxJgxY8SdO3ekmII+Kwt6P+W9bvP7jKZ3JxOCo9eJiIjeJ15eXtLFhdQp74Ijf/31l1p+VVCH7Oxs2NvbY9y4cRg2bJim0yF6JxxjTURE9J757rvvsGnTJrVMV/m+W7VqFcqXL6+WWTqINI2FNRER0XvG3d0dOTk5aptV53321VdfISkpKd+LyRCVNiysiYiIiIjUgGOsiYiIiIjUgD3WRERERERqwMKaiIiIiEgNeIEYDZLL5bhz5w4qVKhQrJcFJiIiIqK3I4TA48ePYWNjAx2dwvukWVhr0J07d2Bra6vpNIiIiIjoDW7evIkPPvig0BgW1hqUd1nbmzdvwtTUVMPZEBEREdHrMjIyYGtrK9VthWFhrUF5wz9MTU1ZWBMRERG9x4oybJcnLxIRERERqQELayIiIiIiNWBhTURERESkBiysiYiIiIjUgIU1EREREZEasLAmIiIiIlIDFtZERERERGrAwpqIiIiISA14gZhSzn7cbo3t+/r3vhrbNxEREdH7hj3WRERERERqwMKaiIiIiEgNWFgTEREREakBC2siIiIiIjVgYU1EREREpAYsrImIiIiI1ICFNRERERGRGrCwJiIiIiJSAxbWRERERERqoPHCevHixbC3t4eBgQHc3d1x4sSJQuO3bNmC2rVrw8DAAC4uLtizZ4/CciEEQkJCYG1tDUNDQ3h7e+Py5csKMTNmzECzZs1gZGQEc3PzfPcjk8mUbhs3blSIOXjwIBo1agR9fX04OjoiIiJC5eMnIiIiorJBo4X1pk2bEBwcjNDQUJw6dQoNGjSAj48P7t27l2/88ePH0bNnTwwYMACnT5+Gn58f/Pz8cPbsWSlm9uzZWLhwIcLDwxEXFwdjY2P4+Pjg2bNnUkxOTg66du2KwYMHF5rfqlWrcPfuXenm5+cnLUtMTISvry/atGmDhIQEDB8+HAMHDsQff/zxbg8KEREREZVKMiGE0NTO3d3d8dFHH2HRokUAALlcDltbW3zzzTcYN26cUnz37t2RlZWFXbt2SW1NmzaFq6srwsPDIYSAjY0NRo4ciVGjRgEA0tPTYWlpiYiICPTo0UNhexERERg+fDjS0tKU9iWTyfDLL78oFNOvGjt2LHbv3q1Q1Pfo0QNpaWmIiooq0vFnZGTAzMwM6enpMDU1LdI6r7Mft/ut1lOH69/7amzfRERERCVBlXpNYz3WOTk5iI+Ph7e393/J6OjA29sbsbGx+a4TGxurEA8APj4+UnxiYiKSk5MVYszMzODu7l7gNgszZMgQVK5cGU2aNMHKlSvx6t8gb8olP9nZ2cjIyFC4EREREVHZUE5TO75//z5yc3NhaWmp0G5paYmLFy/mu05ycnK+8cnJydLyvLaCYopq6tSpaNu2LYyMjLB37158/fXXyMzMxNChQwvNJSMjA0+fPoWhoaHSNmfOnIkpU6aolAcRERERlQ4aK6zfd5MmTZL+37BhQ2RlZWHOnDlSYf02xo8fj+DgYOl+RkYGbG1t3ylPIiIiIno/aGwoSOXKlaGrq4uUlBSF9pSUFFhZWeW7jpWVVaHxef+qss2icnd3x61bt5CdnV1oLqampvn2VgOAvr4+TE1NFW5EREREVDZorLDW09ODm5sbYmJipDa5XI6YmBh4eHjku46Hh4dCPABER0dL8Q4ODrCyslKIycjIQFxcXIHbLKqEhARYWFhAX1+/SLkQERERkXbR6FCQ4OBg+Pv7o3HjxmjSpAnCwsKQlZWFgIAAAEC/fv1QrVo1zJw5EwAwbNgweHp6Yu7cufD19cXGjRtx8uRJLFu2DMDLmTyGDx+O6dOnw8nJCQ4ODpg0aRJsbGwUZvdISkrCw4cPkZSUhNzcXCQkJAAAHB0dYWJigt9++w0pKSlo2rQpDAwMEB0dje+++06aaQQAvvrqKyxatAhjxozBF198gf3792Pz5s3YvVtzs3QQERERkeZotLDu3r07UlNTERISguTkZLi6uiIqKko6KTApKQk6Ov91qjdr1gzr16/HxIkTMWHCBDg5OWHHjh2oV6+eFDNmzBhkZWUhMDAQaWlpaNGiBaKiomBgYCDFhISEIDIyUrrfsGFDAMCBAwfQunVrlC9fHosXL8aIESMghICjoyPmzZuHQYMGSes4ODhg9+7dGDFiBBYsWIAPPvgAK1asgI+PT7E9XkRERET0/tLoPNbajvNYExEREb3fSsU81kREREREZQkLayIiIiIiNWBhTURERESkBiysiYiIiIjUgIU1EREREZEasLAmIiIiIlIDFtZERERERGqgcmEdGhqKGzduFEcuRERERESllsqF9c6dO1GzZk14eXlh/fr1yM7OLo68iIiIiIhKFZUL64SEBPz111+oW7cuhg0bBisrKwwePBh//fVXceRHRERERFQqvNUY64YNG2LhwoW4c+cOfv75Z9y6dQvNmzdH/fr1sWDBAqSnp6s7TyIiIiKi99o7nbwohMDz58+Rk5MDIQQsLCywaNEi2NraYtOmTerKkYiIiIjovfdWhXV8fDyCgoJgbW2NESNGoGHDhrhw4QIOHTqEy5cvY8aMGRg6dKi6cyUiIiIiem+pXFi7uLigadOmSExMxM8//4ybN2/i+++/h6OjoxTTs2dPpKamqjVRIiIiIqL3WTlVV+jWrRu++OILVKtWrcCYypUrQy6Xv1NiRERERESlicqF9aRJk4ojDyIiIiKiUk3loSBdunTBrFmzlNpnz56Nrl27qiUpIiIiIqLSRuXC+vDhw/j444+V2jt06IDDhw+rJSkiIiIiotJG5cI6MzMTenp6Su3ly5dHRkaGWpIiIiIiIipt3mpWkPzmqN64cSPq1KmjlqSIiIiIiEqbtzp5sXPnzrh69Sratm0LAIiJicGGDRuwZcsWtSdIRERERFQaqFxYf/rpp9ixYwe+++47bN26FYaGhqhfvz727dsHT0/P4siRiIiIiOi9p3JhDQC+vr7w9fVVdy5ERERERKXWW13SHABycnJw69YtJCUlKdxUtXjxYtjb28PAwADu7u44ceJEofFbtmxB7dq1YWBgABcXF+zZs0dhuRACISEhsLa2hqGhIby9vXH58mWFmBkzZqBZs2YwMjKCubm50j7+/vtv9OzZE7a2tjA0NISzszMWLFigEHPw4EHIZDKlW3JyssqPARERERGVfioX1pcvX0bLli1haGgIOzs7ODg4wMHBAfb29nBwcFBpW5s2bUJwcDBCQ0Nx6tQpNGjQAD4+Prh3716+8cePH0fPnj0xYMAAnD59Gn5+fvDz88PZs2elmNmzZ2PhwoUIDw9HXFwcjI2N4ePjg2fPnkkxOTk56Nq1KwYPHpzvfuLj41G1alWsXbsW586dw7fffovx48dj0aJFSrGXLl3C3bt3pVvVqlVVegyIiIiIqGyQCSGEKis0b94c5cqVw7hx42BtbQ2ZTKawvEGDBkXelru7Oz766COpYJXL5bC1tcU333yDcePGKcV3794dWVlZ2LVrl9TWtGlTuLq6Ijw8HEII2NjYYOTIkRg1ahQAID09HZaWloiIiECPHj0UthcREYHhw4cjLS3tjbkOGTIEFy5cwP79+wG87LFu06YNHj16lG+vd1FkZGTAzMwM6enpMDU1fatt2I/b/VbrqcP17zkciIiIiMo2Veo1lcdYJyQkID4+HrVr137rBIGXvcbx8fEYP3681KajowNvb2/Exsbmu05sbCyCg4MV2nx8fLBjxw4AQGJiIpKTk+Ht7S0tNzMzg7u7O2JjY5UKa1Wkp6ejYsWKSu2urq7Izs5GvXr1MHnyZDRv3rzAbWRnZyM7O1u6z3m/iYiIiMoOlYeC1KlTB/fv33/nHd+/fx+5ubmwtLRUaLe0tCxwnHJycnKh8Xn/qrLNojh+/Dg2bdqEwMBAqc3a2hrh4eHYtm0btm3bBltbW7Ru3RqnTp0qcDszZ86EmZmZdLO1tX3rnIiIiIjo/aJyj/WsWbMwZswYfPfdd3BxcUH58uUVlr/tkIb31dmzZ9GpUyeEhoaiXbt2UnutWrVQq1Yt6X6zZs1w9epVzJ8/H2vWrMl3W+PHj1focc/IyGBxTURERFRGqFxY5w2z8PLyUmgXQkAmkyE3N7dI26lcuTJ0dXWRkpKi0J6SkgIrK6t817Gysio0Pu/flJQUWFtbK8S4uroWKa9XnT9/Hl5eXggMDMTEiRPfGN+kSRMcPXq0wOX6+vrQ19dXOQ8iIiIiev+pXFgfOHBALTvW09ODm5sbYmJi4OfnB+DlyYsxMTEICgrKdx0PDw/ExMRg+PDhUlt0dDQ8PDwAAA4ODrCyskJMTIxUSGdkZCAuLq7AGUAKcu7cObRt2xb+/v6YMWNGkdZJSEhQKOiJiIiISHuoXFir8+qKwcHB8Pf3R+PGjdGkSROEhYUhKysLAQEBAIB+/fqhWrVqmDlzJgBg2LBh8PT0xNy5c+Hr64uNGzfi5MmTWLZsGQBAJpNh+PDhmD59OpycnODg4IBJkybBxsZGKt4BICkpCQ8fPkRSUhJyc3ORkJAAAHB0dISJiQnOnj2Ltm3bwsfHB8HBwdL4bF1dXVSpUgUAEBYWBgcHB9StWxfPnj3DihUrsH//fuzdu1dtjw8RERERlR5vdeXFI0eOYOnSpbh27Rq2bNmCatWqYc2aNXBwcECLFi2KvJ3u3bsjNTUVISEhSE5OhqurK6KioqSTD5OSkqCj89/5lc2aNcP69esxceJETJgwAU5OTtixYwfq1asnxYwZMwZZWVkIDAxEWloaWrRogaioKBgYGEgxISEhiIyMlO43bNgQwMve+NatW2Pr1q1ITU3F2rVrsXbtWinOzs4O169fB/ByVpORI0fi9u3bMDIyki7r3qZNG9UeTCIiIiIqE1Sex3rbtm3o27cvevfujTVr1uD8+fOoUaMGFi1ahD179ihdCZEKxnmsiYiIiN5vqtRrKk+3N336dISHh2P58uUKM4I0b9680KnmiIiIiIjKMpUL60uXLqFVq1ZK7WZmZkW6giERERERUVmkcmFtZWWFK1euKLUfPXoUNWrUUEtSRERERESljcqF9aBBgzBs2DDExcVBJpPhzp07WLduHUaNGqXylHZERERERGWFyrOCjBs3DnK5HF5eXnjy5AlatWoFfX19jBo1Ct98801x5EhERERE9N5TubCWyWT49ttvMXr0aFy5cgWZmZmoU6cOTExMiiM/IiIiIqJS4a3msQZeXjmxTp066syFiIiIiKjUUrmwbtOmDWQyWYHL9+/f/04JERERERGVRioX1q6urgr3nz9/joSEBJw9exb+/v7qyouIiIiIqFRRubCeP39+vu2TJ09GZmbmOydEVBS84iQRERG9b1Sebq8gffr0wcqVK9W1OSIiIiKiUkVthXVsbCwMDAzUtTkiIiIiolJF5aEgnTt3VrgvhMDdu3dx8uRJTJo0SW2JERERERGVJioX1mZmZgr3dXR0UKtWLUydOhXt2rVTW2JERERERKWJyoX1qlWriiMPIiIiIqJSTW1jrImIiIiItJnKPdYWFhaFXiDmVQ8fPlQ5ISIiIiKi0kjlwnrSpEmYPn06fHx84OHhAeDljCB//PEHJk2ahIoVK6o9SSIiIiKi953KhfWxY8cwdepUBAUFSW1Dhw7FokWLsG/fPuzYsUOd+RERERERlQoqj7H+448/0L59e6X29u3bY9++fWpJioiIiIiotFG5sK5UqRJ27typ1L5z505UqlRJLUkREREREZU2Kg8FmTJlCgYOHIiDBw/C3d0dABAXF4eoqCgsX75c7QkSEREREZUGKhfW/fv3h7OzMxYuXIjt27cDAJydnXH06FGp0CYiIiIi0jYqF9YA4O7ujnXr1qk7FyIiIiKiUuutLhBz9epVTJw4Eb169cK9e/cAAL///jvOnTun8rYWL14Me3t7GBgYwN3dHSdOnCg0fsuWLahduzYMDAzg4uKCPXv2KCwXQiAkJATW1tYwNDSEt7c3Ll++rBAzY8YMNGvWDEZGRjA3N893P0lJSfD19YWRkRGqVq2K0aNH48WLFwoxBw8eRKNGjaCvrw9HR0dERESofPxEREREVDaoXFgfOnQILi4uiIuLw7Zt25CZmQkA+PvvvxEaGqrStjZt2oTg4GCEhobi1KlTaNCgAXx8fKRi/XXHjx9Hz549MWDAAJw+fRp+fn7w8/PD2bNnpZjZs2dj4cKFCA8PR1xcHIyNjeHj44Nnz55JMTk5OejatSsGDx6c735yc3Ph6+uLnJwcHD9+HJGRkYiIiEBISIgUk5iYCF9fX7Rp0wYJCQkYPnw4Bg4ciD/++EOlx4CIiIiIygaZEEKosoKHhwe6du2K4OBgVKhQAX///Tdq1KiBEydOoHPnzrh161aRt+Xu7o6PPvoIixYtAgDI5XLY2trim2++wbhx45Tiu3fvjqysLOzatUtqa9q0KVxdXREeHg4hBGxsbDBy5EiMGjUKAJCeng5LS0tERESgR48eCtuLiIjA8OHDkZaWptD++++/45NPPsGdO3dgaWkJAAgPD8fYsWORmpoKPT09jB07Frt371Yo6nv06IG0tDRERUXle7zZ2dnIzs6W7mdkZMDW1hbp6ekwNTUt8uP2Kvtxu99qPXW4/r2vxvatrcdNREREJSsjIwNmZmZFqtdU7rE+c+YMPvvsM6X2qlWr4v79+0XeTk5ODuLj4+Ht7f1fMjo68Pb2RmxsbL7rxMbGKsQDgI+PjxSfmJiI5ORkhRgzMzO4u7sXuM2C9uPi4iIV1Xn7ycjIkIa7vCmX/MycORNmZmbSzdbWtsg5EREREdH7TeXC2tzcHHfv3lVqP336NKpVq1bk7dy/fx+5ubkKxSsAWFpaIjk5Od91kpOTC43P+1eVbaqyn1f3UVBMRkYGnj59mu92x48fj/T0dOl28+bNIudERERERO83lQvrHj16YOzYsUhOToZMJoNcLsexY8cwatQo9OvXrzhyLDP09fVhamqqcCMiIiKiskHlwvq7775D7dq1YWtri8zMTNSpUwetWrVCs2bNMHHixCJvp3LlytDV1UVKSopCe0pKCqysrPJdx8rKqtD4vH9V2aYq+3l1HwXFmJqawtDQsMj7IiIiIqKyQaXCWgiB5ORkLFy4ENeuXcOuXbuwdu1aXLx4EWvWrIGurm6Rt6Wnpwc3NzfExMRIbXK5HDExMfDw8Mh3HQ8PD4V4AIiOjpbiHRwcYGVlpRCTkZGBuLi4ArdZ0H7OnDmjMDtJdHQ0TE1NUadOnSLlQkRERETaRaULxAgh4OjoiHPnzsHJyemdT74LDg6Gv78/GjdujCZNmiAsLAxZWVkICAgAAPTr1w/VqlXDzJkzAQDDhg2Dp6cn5s6dC19fX2zcuBEnT57EsmXLAAAymQzDhw/H9OnT4eTkBAcHB0yaNAk2Njbw8/OT9puUlISHDx8iKSkJubm5SEhIAAA4OjrCxMQE7dq1Q506ddC3b1/Mnj0bycnJmDhxIoYMGQJ9fX0AwFdffYVFixZhzJgx+OKLL7B//35s3rwZu3drbrYKIiIiItIclQprHR0dODk54cGDB3BycnrnnXfv3h2pqakICQlBcnIyXF1dERUVJZ0UmJSUBB2d/zrVmzVrhvXr12PixImYMGECnJycsGPHDtSrV0+KGTNmDLKyshAYGIi0tDS0aNECUVFRMDAwkGJCQkIQGRkp3W/YsCEA4MCBA2jdujV0dXWxa9cuDB48GB4eHjA2Noa/vz+mTp0qrePg4IDdu3djxIgRWLBgAT744AOsWLECPj4+7/y4EBEREVHpo/I81r/99htmz56NJUuWKBS0pDpV5kUsiLbO56ytx01EREQlS5V6TaUea+Dl8IwnT56gQYMG0NPTUzpR7+HDh6pukoiIiIio1FO5sA4LCyuGNIiIiIiISrciF9YhISEYN24c/P39AQCPHj2ChYVFsSVGRERERFSaFHm6vRkzZiAzM1O6b2dnh2vXrhVLUkREREREpU2RC+vXz3FU8ZxHIiIiIqIyTeUrLxIRERERkbIij7GWyWR4/PgxDAwMIISATCZDZmYmMjIyFOLedto4IiIiIqLSrMiFtRACH374ocL9vAur5N2XyWTIzc1Vb4ZERERERKVAkQvrAwcOFGceRERERESlWpELa09Pz+LMg4iIiIioVOPJi0REREREasDCmoiIiIhIDVhYExERERGpAQtrIiIiIiI1YGFNRERERKQGRZoVpHPnzkXe4Pbt2986GSIiIiKi0qpIPdZmZmbSzdTUFDExMTh58qS0PD4+HjExMTAzMyu2RImIiIiI3mdF6rFetWqV9P+xY8eiW7duCA8Ph66uLgAgNzcXX3/9NS9nTkRERERaS+Ux1itXrsSoUaOkohoAdHV1ERwcjJUrV6o1OSIiIiKi0kLlwvrFixe4ePGiUvvFixchl8vVkhQRERERUWlT5Eua5wkICMCAAQNw9epVNGnSBAAQFxeH77//HgEBAWpPkIiIiIioNFC5sP7hhx9gZWWFuXPn4u7duwAAa2trjB49GiNHjlR7gkREREREpYHKhbWOjg7GjBmDMWPGICMjAwB40iIRERERab23ukDMixcvsG/fPmzYsAEymQwAcOfOHWRmZr5VEosXL4a9vT0MDAzg7u6OEydOFBq/ZcsW1K5dGwYGBnBxccGePXsUlgshEBISAmtraxgaGsLb2xuXL19WiHn48CF69+4NU1NTmJubY8CAAQr5T548GTKZTOlmbGwsxURERCgtNzAweKvHgIiIiIhKN5UL6xs3bsDFxQWdOnXCkCFDkJqaCgCYNWsWRo0apXICmzZtQnBwMEJDQ3Hq1Ck0aNAAPj4+uHfvXr7xx48fR8+ePTFgwACcPn0afn5+8PPzw9mzZ6WY2bNnY+HChQgPD0dcXByMjY3h4+ODZ8+eSTG9e/fGuXPnEB0djV27duHw4cMIDAyUlo8aNQp3795VuNWpUwddu3ZVyMfU1FQh5saNGyo/BkRERERU+qlcWA8bNgyNGzfGo0ePYGhoKLV/9tlniImJUTmBefPmYdCgQQgICECdOnUQHh4OIyOjAqfuW7BgAdq3b4/Ro0fD2dkZ06ZNQ6NGjbBo0SIAL3urw8LCMHHiRHTq1An169fH6tWrcefOHezYsQMAcOHCBURFRWHFihVwd3dHixYt8OOPP2Ljxo24c+cOAMDExARWVlbSLSUlBefPn8eAAQMU8pHJZApxlpaWKj8GRERERFT6qVxYHzlyBBMnToSenp5Cu729PW7fvq3StnJychAfHw9vb+//EtLRgbe3N2JjY/NdJzY2ViEeAHx8fKT4xMREJCcnK8SYmZnB3d1diomNjYW5uTkaN24sxXh7e0NHRwdxcXH57nfFihX48MMP0bJlS4X2zMxM2NnZwdbWFp06dcK5c+cKPN7s7GxkZGQo3IiIiIiobFC5sJbL5cjNzVVqv3XrFipUqKDStu7fv4/c3FylXl5LS0skJyfnu05ycnKh8Xn/vimmatWqCsvLlSuHihUr5rvfZ8+eYd26dUq91bVq1cLKlSuxc+dOrF27FnK5HM2aNcOtW7fyzX3mzJkKl4e3tbXNN46IiIiISh+VC+t27dohLCxMui+TyZCZmYnQ0FB8/PHH6sztvfHLL7/g8ePH8Pf3V2j38PBAv3794OrqCk9PT2zfvh1VqlTB0qVL893O+PHjkZ6eLt1u3rxZEukTERERUQlQebq9uXPnwsfHB3Xq1MGzZ8/Qq1cvXL58GZUrV8aGDRtU2lblypWhq6uLlJQUhfaUlBRYWVnlu07eeOeC4vP+TUlJgbW1tUKMq6urFPP6yZEvXrzAw4cP893vihUr8Mknn7xx/HT58uXRsGFDXLlyJd/l+vr60NfXL3QbRERERFQ6qdxj/cEHH+Dvv//Gt99+ixEjRqBhw4b4/vvvcfr0aaXhFW+ip6cHNzc3hZMe5XI5YmJi4OHhke86Hh4eSidJRkdHS/EODg6wsrJSiMnIyEBcXJwU4+HhgbS0NMTHx0sx+/fvh1wuh7u7u8K2ExMTceDAAaVhIPnJzc3FmTNnFAp6IiIiItIOKvdYAy/HI/fu3Ru9e/d+5wSCg4Ph7++Pxo0bo0mTJggLC0NWVpZ0efR+/fqhWrVqmDlzJoCXs5J4enpi7ty58PX1xcaNG3Hy5EksW7YMwMuhKcOHD8f06dPh5OQEBwcHTJo0CTY2NvDz8wMAODs7o3379hg0aBDCw8Px/PlzBAUFoUePHrCxsVHIb+XKlbC2tkaHDh2Ucp86dSqaNm0KR0dHpKWlYc6cObhx4wYGDhz4zo8LEREREZUuKhfWurq6aNWqFbZt24aKFStK7SkpKbCxscn3xMbCdO/eHampqQgJCUFycjJcXV0RFRUlDbtISkqCjs5/HevNmjXD+vXrMXHiREyYMAFOTk7YsWMH6tWrJ8WMGTMGWVlZCAwMRFpaGlq0aIGoqCiFi7esW7cOQUFB8PLygo6ODrp06YKFCxcq5CaXyxEREYH+/ftDV1dXKfdHjx5h0KBBSE5OhoWFBdzc3HD8+HHUqVNHpceAiIiIiEo/mRBCqLKCjo4OmjZtiuTkZPz222+oW7cugP/GNMvl8mJJtCzKyMiAmZkZ0tPT3/qy8Pbjdqs5q6K7/r2vxvatrcdNREREJUuVek3lHmuZTIZt27bh+++/h4eHB9asWYNOnTpJy4io+PAPCiIioveXyicvCiGgq6uLBQsW4IcffkD37t0xffp0qNjxTURERERUprzVyYt5AgMD4eTkhK5du+Lw4cPqyomIiIiIqNRRucfazs5O4US+Nm3a4M8//+TFToiIiIhIq6ncY52YmKjU5ujoiNOnTytduIWIiIiISFuo3GNdEAMDA9jZ2alrc0REREREpUqReqwrVqyIf//9F5UrV4aFhUWhs388fPhQbckREREREZUWRSqs58+fjwoVKgAAwsLCijMfIiIiIqJSqUiFtb+/f77/JyIiIiKil4pUWGdkZBR5g297BUEiIiIiotKsSIW1ubn5G6+qKISATCZDbm6uWhIjIiIiIipNilRYHzhwoLjzICIiIiIq1YpUWHt6ehZ3HkREREREpdpbX9L8yZMnSEpKQk5OjkJ7/fr13zkpIiIiIqLSRuXCOjU1FQEBAfj999/zXc4x1kSkbvbjdmts39e/99XYvomIqHRRubAePnw40tLSEBcXh9atW+OXX35BSkoKpk+fjrlz5xZHjkREWol/UBARlS4qF9b79+/Hzp070bhxY+jo6MDOzg7/+9//YGpqipkzZ8LXlx/GRERERKR9dFRdISsrC1WrVgUAWFhYIDU1FQDg4uKCU6dOqTc7IiIiIqJSQuXCulatWrh06RIAoEGDBli6dClu376N8PBwWFtbqz1BIiIiIqLSQOWhIMOGDcPdu3cBAKGhoWjfvj3WrVsHPT09REREqDs/IiIiIqJSQeXCuk+fPtL/3dzccOPGDVy8eBHVq1dH5cqV1ZocEREREVFp8dbzWOcxMjJCo0aN1JELEREREVGppXJhLYTA1q1bceDAAdy7dw9yuVxh+fbt29WWHBERERFRaaHyyYvDhw9H3759kZiYCBMTE5iZmSnc3sbixYthb28PAwMDuLu748SJE4XGb9myBbVr14aBgQFcXFywZ88eheVCCISEhMDa2hqGhobw9vbG5cuXFWIePnyI3r17w9TUFObm5hgwYAAyMzOl5devX4dMJlO6/fnnnyrlQkRERETaQeUe6zVr1mD79u34+OOP1ZLApk2bEBwcjPDwcLi7uyMsLAw+Pj64dOmSNK3fq44fP46ePXti5syZ+OSTT7B+/Xr4+fnh1KlTqFevHgBg9uzZWLhwISIjI+Hg4IBJkybBx8cH58+fh4GBAQCgd+/euHv3LqKjo/H8+XMEBAQgMDAQ69evV9jfvn37ULduXel+pUqVVMqFiIiIiLSDTAghVFnBwcEBv//+O2rXrq2WBNzd3fHRRx9h0aJFAAC5XA5bW1t88803GDdunFJ89+7dkZWVhV27dkltTZs2haurK8LDwyGEgI2NDUaOHIlRo0YBANLT02FpaYmIiAj06NEDFy5cQJ06dfDXX3+hcePGAICoqCh8/PHHuHXrFmxsbHD9+nU4ODjg9OnTcHV1zTf3N+XyJhkZGTAzM0N6ejpMTU2L/Ji9SluvzMbjLnk87pLH4y55PG4iep0q9ZrKQ0EmT56MKVOm4OnTp2+dYJ6cnBzEx8fD29v7v4R0dODt7Y3Y2Nh814mNjVWIBwAfHx8pPjExEcnJyQoxZmZmcHd3l2JiY2Nhbm4uFdUA4O3tDR0dHcTFxSlsu2PHjqhatSpatGiBX3/9VaVcXpednY2MjAyFGxERERGVDSoPBenWrRs2bNiAqlWrwt7eHuXLl1dYrsrVF+/fv4/c3FxYWloqtFtaWuLixYv5rpOcnJxvfHJysrQ8r62wmNeHmZQrVw4VK1aUYkxMTDB37lw0b94cOjo62LZtG/z8/LBjxw507NixSLm8bubMmZgyZUr+DwYRERERlWoqF9b+/v6Ij49Hnz59YGlpCZlMVhx5aVzlypURHBws3f/oo49w584dzJkzRyqsVTV+/HiFbWZkZMDW1vadcyUiIiqtOASGyhKVC+vdu3fjjz/+QIsWLd5555UrV4auri5SUlIU2lNSUmBlZZXvOlZWVoXG5/2bkpKicIn1lJQUaay0lZUV7t27p7CNFy9e4OHDhwXuF3g5Hjw6OrrIubxOX18f+vr6BW6fiIiIiEovlcdY29ravvWJdq/T09ODm5sbYmJipDa5XI6YmBh4eHjku46Hh4dCPABER0dL8Q4ODrCyslKIycjIQFxcnBTj4eGBtLQ0xMfHSzH79++HXC6Hu7t7gfkmJCQoFOtvyoWIiIiItIfKPdZz587FmDFjEB4eDnt7+3dOIDg4GP7+/mjcuDGaNGmCsLAwZGVlISAgAADQr18/VKtWDTNnzgQADBs2DJ6enpg7dy58fX2xceNGnDx5EsuWLQMAyGQyDB8+HNOnT4eTk5M03Z6NjQ38/PwAAM7Ozmjfvj0GDRqE8PBwPH/+HEFBQejRowdsbGwAAJGRkdDT00PDhg0BvLzwzcqVK7FixQop9zflQkRERETaQ+XCuk+fPnjy5Alq1qwJIyMjpZMXHz58qNL2unfvjtTUVISEhCA5ORmurq6IioqSTgpMSkqCjs5/HevNmjXD+vXrMXHiREyYMAFOTk7YsWOHwrzRY8aMQVZWFgIDA5GWloYWLVogKipKmsMaANatW4egoCB4eXlBR0cHXbp0wcKFCxVymzZtGm7cuIFy5cqhdu3a2LRpEz7//HOVciEiIiIi7aByYR0WFqb2JIKCghAUFJTvsoMHDyq1de3aFV27di1wezKZDFOnTsXUqVMLjKlYsaLSxWBe5e/vD39//4KTLmIuRERERKQdVCqsnz9/jkOHDmHSpElwcHAorpyIiIiIiEodlU5eLF++PLZt21ZcuRARERERlVoqzwqSd5EUIiIiIiL6j8pjrJ2cnDB16lQcO3YMbm5uMDY2Vlg+dOhQtSVHRERERFRaqFxY//zzzzA3N0d8fLzCPNDAy5MGWVgTERERkTZSubBOTEwsjjyIiIiIiEo1lcdYv0oIASGEunIhIiIiIiq13qqwXr16NVxcXGBoaAhDQ0PUr18fa9asUXduRERERESlhspDQebNm4dJkyYhKCgIzZs3BwAcPXoUX331Fe7fv48RI0aoPUkiIiIiovedyoX1jz/+iCVLlqBfv35SW8eOHVG3bl1MnjyZhTURERERaSWVh4LcvXsXzZo1U2pv1qwZ7t69q5akiIiIiIhKG5ULa0dHR2zevFmpfdOmTXByclJLUkREREREpY3KQ0GmTJmC7t274/Dhw9IY62PHjiEmJibfgpuIiIiISBuoXFh36dIFcXFxmD9/vnRpc2dnZ5w4cQINGzZUd35EREREZY79uN0a2/f17301tu+yftwqF9YA4ObmhrVr16o7FyIiIiKiUuudLhBDREREREQvFbnHWkdHBzKZrNAYmUyGFy9evHNSRERERESlTZEL619++aXAZbGxsVi4cCHkcrlakiIiIiIiKm2KXFh36tRJqe3SpUsYN24cfvvtN/Tu3RtTp05Va3JERERERKXFW42xvnPnDgYNGgQXFxe8ePECCQkJiIyMhJ2dnbrzIyIiIiIqFVQqrNPT0zF27Fg4Ojri3LlziImJwW+//YZ69eoVV35ERERERKVCkYeCzJ49G7NmzYKVlRU2bNiQ79AQIiIiIiJtVeTCety4cTA0NISjoyMiIyMRGRmZb9z27dvVlhwRERERUWlR5MK6X79+b5xuj4iIiIhIWxV5jHVERARWrVr1xtvbWLx4Mezt7WFgYAB3d3ecOHGi0PgtW7agdu3aMDAwgIuLC/bs2aOwXAiBkJAQWFtbw9DQEN7e3rh8+bJCzMOHD9G7d2+YmprC3NwcAwYMQGZmprT84MGD6NSpE6ytrWFsbAxXV1esW7dO6TGRyWQKNwMDg7d6DIiIiIiodNP4lRc3bdqE4OBghIaG4tSpU2jQoAF8fHxw7969fOOPHz+Onj17YsCAATh9+jT8/Pzg5+eHs2fPSjGzZ8/GwoULER4ejri4OBgbG8PHxwfPnj2TYnr37o1z584hOjoau3btwuHDhxEYGKiwn/r162Pbtm34559/EBAQgH79+mHXrl0K+ZiamuLu3bvS7caNG2p+hIiIiIioNNB4YT1v3jwMGjQIAQEBqFOnDsLDw2FkZISVK1fmG79gwQK0b98eo0ePhrOzM6ZNm4ZGjRph0aJFAF72VoeFhWHixIno1KkT6tevj9WrV+POnTvYsWMHAODChQuIiorCihUr4O7ujhYtWuDHH3/Exo0bcefOHQDAhAkTMG3aNDRr1gw1a9bEsGHD0L59e6Ux5DKZDFZWVtLN0tKywGPNzs5GRkaGwo2IiIiIygaNFtY5OTmIj4+Ht7e31KajowNvb2/Exsbmu05sbKxCPAD4+PhI8YmJiUhOTlaIMTMzg7u7uxQTGxsLc3NzNG7cWIrx9vaGjo4O4uLiCsw3PT0dFStWVGjLzMyEnZ0dbG1t0alTJ5w7d67A9WfOnAkzMzPpZmtrW2AsEREREZUuGi2s79+/j9zcXKVeXktLSyQnJ+e7TnJycqHxef++KaZq1aoKy8uVK4eKFSsWuN/Nmzfjr7/+QkBAgNRWq1YtrFy5Ejt37sTatWshl8vRrFkz3Lp1K99tjB8/Hunp6dLt5s2b+cYRERERUelT5FlBtNmBAwcQEBCA5cuXo27dulK7h4cHPDw8pPvNmjWDs7Mzli5dimnTpiltR19fH/r6+iWSMxERERGVLI32WFeuXBm6urpISUlRaE9JSYGVlVW+61hZWRUan/fvm2JePznyxYsXePjwodJ+Dx06hE8//RTz589Hv379Cj2e8uXLo2HDhrhy5UqhcURERERU9mi0sNbT04ObmxtiYmKkNrlcjpiYGIWe4Fd5eHgoxANAdHS0FO/g4AArKyuFmIyMDMTFxUkxHh4eSEtLQ3x8vBSzf/9+yOVyuLu7S20HDx6Er68vZs2apTBjSEFyc3Nx5swZWFtbF+HoiYiIiKgs0fhQkODgYPj7+6Nx48Zo0qQJwsLCkJWVJY1l7tevH6pVq4aZM2cCAIYNGwZPT0/MnTsXvr6+2LhxI06ePIlly5YBeDlLx/DhwzF9+nQ4OTnBwcEBkyZNgo2NDfz8/AAAzs7OaN++PQYNGoTw8HA8f/4cQUFB6NGjB2xsbAC8HP7xySefYNiwYejSpYs09lpPT086gXHq1Klo2rQpHB0dkZaWhjlz5uDGjRsYOHBgST6ERERERPQe0Hhh3b17d6SmpiIkJATJyclwdXVFVFSUdPJhUlISdHT+61hv1qwZ1q9fj4kTJ2LChAlwcnLCjh07UK9ePSlmzJgxyMrKQmBgINLS0tCiRQtERUUpXLxl3bp1CAoKgpeXF3R0dNClSxcsXLhQWh4ZGYknT55g5syZUlEPAJ6enjh48CAA4NGjRxg0aBCSk5NhYWEBNzc3HD9+HHXq1Cmuh4uIiIiI3lMaL6wBICgoCEFBQfkuyytiX9W1a1d07dq1wO3JZDJMnToVU6dOLTCmYsWKWL9+fYHLIyIiEBERUeByAJg/fz7mz59faAwRERERaQeNXyCGiIiIiKgsYGFNRERERKQGLKyJiIiIiNSAhTURERERkRqwsCYiIiIiUgMW1kREREREasDCmoiIiIhIDVhYExERERGpAQtrIiIiIiI1YGFNRERERKQGLKyJiIiIiNSAhTURERERkRqwsCYiIiIiUgMW1kREREREasDCmoiIiIhIDVhYExERERGpAQtrIiIiIiI1YGFNRERERKQGLKyJiIiIiNSAhTURERERkRqwsCYiIiIiUgMW1kREREREasDCmoiIiIhIDd6Lwnrx4sWwt7eHgYEB3N3dceLEiULjt2zZgtq1a8PAwAAuLi7Ys2ePwnIhBEJCQmBtbQ1DQ0N4e3vj8uXLCjEPHz5E7969YWpqCnNzcwwYMACZmZkKMf/88w9atmwJAwMD2NraYvbs2SrnQkRERETaQeOF9aZNmxAcHIzQ0FCcOnUKDRo0gI+PD+7du5dv/PHjx9GzZ08MGDAAp0+fhp+fH/z8/HD27FkpZvbs2Vi4cCHCw8MRFxcHY2Nj+Pj44NmzZ1JM7969ce7cOURHR2PXrl04fPgwAgMDpeUZGRlo164d7OzsEB8fjzlz5mDy5MlYtmyZSrkQERERkXbQeGE9b948DBo0CAEBAahTpw7Cw8NhZGSElStX5hu/YMECtG/fHqNHj4azszOmTZuGRo0aYdGiRQBe9laHhYVh4sSJ6NSpE+rXr4/Vq1fjzp072LFjBwDgwoULiIqKwooVK+Du7o4WLVrgxx9/xMaNG3Hnzh0AwLp165CTk4OVK1eibt266NGjB4YOHYp58+YVORciIiIi0h7lNLnznJwcxMfHY/z48VKbjo4OvL29ERsbm+86sbGxCA4OVmjz8fGRiubExEQkJyfD29tbWm5mZgZ3d3fExsaiR48eiI2Nhbm5ORo3bizFeHt7Q0dHB3Fxcfjss88QGxuLVq1aQU9PT2E/s2bNwqNHj2BhYfHGXF6XnZ2N7Oxs6X56ejqAl73jb0ue/eSt131X75L3u+Jxlzwed8njcZc8HnfJ43GXPB73260nhHhjrEYL6/v37yM3NxeWlpYK7ZaWlrh48WK+6yQnJ+cbn5ycLC3PaysspmrVqgrLy5Urh4oVKyrEODg4KG0jb5mFhcUbc3ndzJkzMWXKFKV2W1vbfOPfd2Zhms5AM3jc2oXHrV143NqFx61d3vW4Hz9+DDMzs0JjNFpYa5vx48cr9HDL5XI8fPgQlSpVgkwmK9FcMjIyYGtri5s3b8LU1LRE961JPG4etzbgcfO4tQGPm8ddUoQQePz4MWxsbN4Yq9HCunLlytDV1UVKSopCe0pKCqysrPJdx8rKqtD4vH9TUlJgbW2tEOPq6irFvH5y5IsXL/Dw4UOF7eS3n1f38aZcXqevrw99fX2FNnNz83xjS4qpqalWvTHz8Li1C49bu/C4tQuPW7to6rjf1FOdR6MnL+rp6cHNzQ0xMTFSm1wuR0xMDDw8PPJdx8PDQyEeAKKjo6V4BwcHWFlZKcRkZGQgLi5OivHw8EBaWhri4+OlmP3790Mul8Pd3V2KOXz4MJ4/f66wn1q1asHCwqJIuRARERGR9tD4rCDBwcFYvnw5IiMjceHCBQwePBhZWVkICAgAAPTr10/h5MZhw4YhKioKc+fOxcWLFzF58mScPHkSQUFBAACZTIbhw4dj+vTp+PXXX3HmzBn069cPNjY28PPzAwA4Ozujffv2GDRoEE6cOIFjx44hKCgIPXr0kLr5e/XqBT09PQwYMADnzp3Dpk2bsGDBAoWhHG/KhYiIiIi0iHgP/Pjjj6J69epCT09PNGnSRPz555/SMk9PT+Hv768Qv3nzZvHhhx8KPT09UbduXbF7926F5XK5XEyaNElYWloKfX194eXlJS5duqQQ8+DBA9GzZ09hYmIiTE1NRUBAgHj8+LFCzN9//y1atGgh9PX1RbVq1cT333+vlPubcnlfPXv2TISGhopnz55pOpUSxePmcWsDHjePWxvwuHnc7yOZEEWYO4SIiIiIiAql8aEgRERERERlAQtrIiIiIiI1YGFNRERERKQGLKyJiIiIiNSAV14kKiMyMjKKHKuNFxWgsudNr/my/jpPTU3FP//8AyEE6tevj6pVq2o6JSKtx1lByjgWW9pDR0cHMpms0BghBGQyGXJzc0soKyppGRkZWvNeftNrvqy+znNzc/HNN99gxYoVePHiBQBAV1cXAwYMwOLFi6Grq6vhDDXj2bNnMDAw0HQapOXYY13GmZubv7HYylNWv4S0xYEDBzSdgsb8888/qFevHnR0dPDPP/8UGmtiYgJbW1uUL1++hLIrOfv27YOPjw+2b9+OTp06aTqdYrdq1SqMGzcO/fv3l654Gxsbi8jISMycOVPD2RWfKVOmYPv27diwYQPatm0LAIiJiUFQUBCsrKwwefJkzSZYgoQQiI6Oxtq1a7Fz506kp6drOqVic/XqVYSFheHChQsAgDp16mDYsGGoWbOmhjMrXleuXMHmzZtx8eJF6OnpoX79+hgwYACMjY01nVr+NDiHNpWAgwcPSreIiAhhZWUlxo0bJ3bu3Cl27twpxo0bJ6ytrUVERISmUy1Wbdq0EY8ePVJqf/jwoWjTpk3JJ0RqJZPJREpKivR/HR0dIZPJCryZm5uLjRs3ajhr9evTp4+oUKGC+OyzzxTaFy1aJKZMmSKmTJmiocyKR9u2bcX69euV2tetWyc8PT1LPqESUr16dbF582al9o0bNwp7e3sNZFTyTpw4IYYNGyasrKyEoaGh+Pzzz8Uvv/yi6bSKTVRUlHQRvREjRogRI0aIJk2aCH19fbF3715Np6dWI0eOFE+ePBHZ2dnim2++EeXKlRO1atUSfn5+ws/PT9jY2Ahra2tx9uxZTaeaLw4F0SJeXl4YOHAgevbsqdC+fv16LFu2DAcPHtRMYiVAR0cH3bt3h6GhoUL706dPsXnz5jLdW68NQwNu3LiB6tWrQyaT4caNG4XGZmdnY8uWLVi+fDmuX79eMgmWgMzMTFhbW2Px4sUIDAzE7du3UalSJQDAjh07pJ48f39/TaapVkZGRvj777/h5OSk0P7vv//C1dUVT5480VBmxcvAwAAXL16Evb29QntiYiKcnZ3x7NkzzSRWAqZMmYL169fj6tWraNu2LXr16oUuXbqgQoUKmk6tWDVs2BA+Pj74/vvvFdrHjRuHvXv34tSpUxrKTP0iIyPx5MkTrF69GidOnMDSpUsxcOBAaXlOTg4GDBiAO3fuICYmRoOZFkDTlT2VHENDQ/Hvv/8qtV+6dEkYGhpqIKOSI5PJRIcOHaS/ePNuHTp0EDo6OppOr9hER0cLHR0dsWPHDk2n8l55+PChUq9uabdy5UpRu3ZtIYQQTZo0ET/++KOGMyp+H374oRg9erRS++jRo8WHH36ogYxKRo0aNcShQ4eU2o8ePSocHBw0kFHJkclkomHDhuL8+fOaTqVE6evrF/j9ra+vr4GMis+ff/4pdHR0RM+ePYW+vr64fv26Usy5c+fe27qFY6y1iK2tLZYvX47Zs2crtK9YsQK2trYayqpk2NnZYc2aNVIPXp7U1FQ0adJEQ1kVv8jISBgbGyMyMlIrxty+rqDeegsLC2zfvl0DGRWfiIgI9O3bFwDQp08frFq1CkFBQRrOqnjNnz8fXbp0we+//w53d3cAwIkTJ3D58mVs27ZNw9kVn+DgYCQlJSm1JyYmYvjw4SWfUAkaPXo0Nm7ciIYNG6J9+/bo3bs3Pv300zJ/0mKVKlWQkJCg9OtMQkJCmZsN5tNPP4WlpSV+/vlnREdH49SpU7Czs1OISUpKgpmZmYYyLByHgmiRPXv2oEuXLnB0dMz3S+jjjz/WcIakToUNDdAG2nQiX2JiIj788ENcu3YNtra2ePDgAWxsbHDq1CnUrVtX0+kVq1u3bmHJkiXSCV3Ozs746quvynxngbY7dOgQ1q9fj61bt+LFixfw8/ND79690a5dO02nViymTp2K+fPnY9y4cWjWrBkA4NixY5g1axaCg4MxadIkDWeoPnPnzoWpqSksLS1x8OBBbNiwAT/88ANatmwJmUyGY8eOYfTo0ejTp897eZIyC2stwy8h7bFq1SrMnj0bFy5cgLu7O/r27VvmezBf1bdvX+zcuRPe3t5lrnf6dZMnT8bhw4exf/9+qa1Tp0748MMPMWfOHA1mRsVNG86hKMzz58+xe/durFu3Dnv27EFWVpamUyoWQgiEhYVh7ty5uHPnDgDAxsYGo0ePxtChQ4s8+1dpkZqaivPnz6N58+aYMGECfvzxR+Tk5AB4eY7BiBEjMGXKlPdyakkW1qRV4uLi0KFDB2zbtg1t2rTRdDrFytPTEz4+PtKHUkREBOLj4zWdVonQtt76GjVqICQkBP3795fatmzZgmHDhuHWrVvQ0Sn7F9nVxgJTm36VKYrHjx+X+ZMYgZfHCUArjjXP06dPcfnyZejq6sLR0RH6+vqaTqlAZf/TlvKlyoVjypKIiAhkZWVh1apVmk6lWCUmJuL48ePSmNtevXrh7NmzOHfunIYzKxlbtmzBBx98gH79+qFBgwbYsGGDplMqNrdv30br1q3RtWtXhfZOnTrh448/LlMznxRk3759sLCwwM6dOzWdSol69RwK0p5Cs0KFClpzrHkMDQ1Rv3591K1b970uqgEW1lpJW7+EsrOzsXnzZkybNg3bt29HZmamplMqNpGRkWjZsqU0xKdSpUpo3749IiIiNJtYCcnvRL6yqlq1ali5cqXSxRL09PSwYsUK1KhRQ0OZlRxtLDAzMzOxY8cOLFq0CHv27MGDBw80nVKJiouLQ8WKFbXuwljXr19H586dcenSJU2nUqLu3buH4OBg3Lp1S9OpvBELay2kjV9CALBz506YmJhg9OjRsLe3x9atWzWdUrFZvXo1+vXrp9DWp08frFu3DnK5XENZlQxt760/duwYsrOzNZ1GidHWAlObfpXJj7b8+vi6yMhI7NixAz///LOmUylRa9aswYIFC7By5UpNp/JGLKy1jLZ+CQEvP5B69+4NmUxWpnsxtX1ogLb31nfo0AG3b9/WdBolRlsLTG36VeZ12vTr4+tWr16NXr16Ye3atWW+k+RVkZGR8PLyKh0dghqcQ5s0QBsvIiGEEHfv3hXly5cXFy9eFEIIkZSUJHR1dcW1a9c0nBmpm4ODg1i1apVC2+bNm4W1tbXIzc3VTFIlyMTERFy9elXTaZSYVq1aiRkzZgghhFi4cKFo1KiRhjMqfteuXRPlypUTSUlJQggh7t+/L/T09N7bSzyr26ZNm0T16tWFXC4XdevWVXq/l1WHDh0SZmZmIiMjQ1haWoo9e/ZoOqUSER8fLwwNDcXdu3eFubm5OHz4sKZTKhR7rLWMtvZyrF27Fq6urqhVqxaAlxfL8fT0xOrVqzWcWfHTpqEB2t5br220ddiPtv8qoy2/Pr4uMjJSunx7jx49tOr5/vTTT2FlZYWuXbu+/8et6cqeSo4293LUq1dPqXd+1apVokaNGhrKqORUqFBBq3owtd26detEZmamptMoEaGhoaJNmzYKbR07dhSjRo3SUEYlQ5t/ldHWXx+fPHkiTE1NxcGDB4UQ//XipqWlaTiz4vX8+XNRuXJlsWvXLiHEy157U1NT8eTJEw1nVjD2WGsRbe3luHnzJqpUqYKePXsqtH/++edwcHDA5cuXNZRZyRBaPFV9We6t79y5szRtZufOnaXb1q1b0bdvX4W2fv36YdasWUhPT9dw1uqljSfpavuvMtr66+O2bdtQsWJFeHp6AgAaNWqEGjVqYOPGjRrOrHjt2rULurq66NChAwCgVatWqFSp0nt90S8W1lpEG7+EgJcfvPv371e6QIiJiQn27dsHJycnDWVGxa0sn8hnZmYmXW3NzMys0NuLFy8QHh4uDZkoC7S1wNT26RUjIyOVvsf69u1b5gvr1atXo3fv3gptffr0KfMdY6tXr0bPnj0VLnL13h+3prvMqWTcunVLBAQEKP1EnJ2dLQYMGKBVQwVu3rxZ5n8ufZU2DQ14nbadyFeYc+fOCSMjI02nQWp29OhR8ezZM02nUSKSkpJEmzZtxP379xXaHz9+LLy8vMS///6rocyKV95wl9eP7+bNm0JXV1dcunRJQ5kVr9TUVKGnpydOnTql0H7p0iWhq6srbt68qaHMCsdLmpPWMTU1RUJCQpnr2encuTMiIiJgamqKzp07FxprYmKCunXr4quvvoKZmVkJZVjyKlSogL///rvMPddvIzc3F2fPnkWDBg00nUqxOHbsGBo3bvzeX5VN3crq5xlRdnY2UlJSUL16daVlN2/eROXKlWFoaKiBzArHoSBaqiyPPX2Tsvq3pLYPDcjP0qVLYWlpKd2/cOECzpw5o8GMNEdXV7fMFtVA2R72U5iy+nlWFLdu3SrTwxi1nb6+fr5FNfByiOf7WFQDAHustZQ293KwF/Ol8+fP46OPPkJWVpamU1GrL774Am5ubhgyZIjUlpWVhc6dOyM6OhoymQyurq7Yu3ev0rh7Kr209X2trccNaO/3mIuLC/bs2SNNRKAtfH19sWLFClhbW2s6lUKxx1pLafPfUxMmTEDFihU1nYbG1apVC8ePH9d0GmoXERGBiRMnokOHDrh37x4AYMqUKXjw4AHOnDmD06dPQy6XY+bMmRrOlOjdvf6rjDbR1u+x69ev4/nz55pOo8QdPnwYT58+1XQab1RO0wkQFZfg4GBMmzYNxsbGCA4OVlg2depUhfvz5s0rydTeC2V5aMDBgwcxcuRIuLi4YNWqVdi+fTsWLVqEunXrAgBmzpyJoUOH4ocfftBwpqQuZb3ALOwciq1btyrc15ZzKIjeRyystVR+Y09fvHgBFxcXDWalXqdPn5b+qj99+nSBcXnjkqnssLa2RnR0NGbMmAE/Pz/I5XLUrFlTWu7s7Ixbt25pMEN6W9paYL5+DkVhsrOzER4ejmPHjuHXX38tifRKzMCBA9GnTx+0bt1aa399bNmy5Xs7vrg42dnZoXz58ppO4404xlqLcOwpaQNdXV3cvXsXVatWBQAcOXIEy5cvx9y5c1GlShUAwD///IM2bdrgwYMHmkyV3kJAQAAWLlyIChUqICAgoNDY7OxsxMbGwsXFpcwVmG9SVs+h6NSpE/744w9UqVIFPXr0QO/eveHq6qrptErEtWvXEBYWhlOnTgEAGjZsiGHDhsHR0VHDmRWP48ePY9++fbh27RqePHkCIyMj1KhRA+3atUPTpk01nV6BWFhrER0dHZiZmaFp06aIjIxE1apVMWbMGOzfvx+RkZHIzc2Fv78/vLy8+BM5lVo6OjpITk6WCuv8LF26FOvWrcPhw4dLMDPShLJaYL5JWZ5e8dGjR9iyZQvWr1+PI0eOoHbt2ujduzd69eoFe3t7TadXLE6dOoXWrVvDwcEBrVu3BvByyNu1a9dw6NAhNGrUSLMJqtH9+/fx+eef4+jRo6hXrx6cnJzw66+/4n//+x+ePXuG2NhYeHh4YNOmTe9lJyALay2io6OD06dPY+TIkThz5gxWrVqFoUOHYtGiRWjfvj0AICoqCkOHDsW///6r4WyJ3s6hQ4fQvHlzlCtX8Ei3/fv3w9DQEB4eHiWYGWlCWS4w6eWUexs2bMDKlStx+fJlvHjxQtMpFQsvLy988MEHiIiIkIYECSHg7++Pu3fvIjo6WsMZqk+XLl3w+PFjREZGSjOAvDr7TWZmJgYMGAC5XI4tW7ZoOFtlLKy1SF5PXpUqVTBjxgxMnToVcrkcFy5ckC7rfePGDTg7O+PJkycazpaIiKhgz58/x+7du7F27Vrs3r0bFStWLLNzmRsbG+P48eNKfyAmJCSgZcuWePz4sYYyUz8TExPEx8ejVq1aUtvr00pevnwZDRs2RGZmpqbSLBCn29MieX/lymQyTJw4ETExMejVqxfMzc2lmPT0dK08KYKIiEqHAwcOYNCgQbC0tET//v1hamqKXbt2lekTkvX19WFgYKDUbmxsDF1dXQ1kVHwqVaqEy5cvFxpz/fr19/bEVc4KokVe/3GiZcuWaNmypUJbbGysNCUZERHR+6RatWp4+PAh2rdvj2XLluHTTz/VisvYu7m54ciRIwq9uMDLk7PL0vhqABg3bhx69uyJoUOHwtfXFzVr1oRMJkN6ejquXLmCI0eO4Ntvv8XkyZM1nWq+OBREi3DsKRERlWbLly9H165dFX5p1QbJycl4/vy50tUWb968iXLlyr33VyNU1fbt2/Hdd9/h1KlTkMlkEEJIv7q7ublhwoQJ8PPz02ySBWBhTURERETvnbS0NKXp9t73P6pYWBMRERERqQFPXiQiIiIiUgMW1kREREREasDCmoiIiIhIDVhYExERERGpAQtrIiIiIiI1YGFNRERERKQGLKyJiIiIiNTg/wBhyw4V7NmWVQAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1734,7 +1839,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArcAAAE8CAYAAADaApnxAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABHH0lEQVR4nO3dd1gU1/4/8PfS69JEEAVENArWxEqsCBEVW8QYe9cbxUquMSRRRM3VGFuMNflGwIK9RRMLAraIxmiILRL1otgoNhAUEDi/P/ztXtcFBYQdHN6v59nnYc+cmfnM7uzZD2fOnlEIIQSIiIiIiGRAT+oAiIiIiIjKCpNbIiIiIpINJrdEREREJBtMbomIiIhINpjcEhEREZFsMLklIiIiItlgcktEREREssHkloiIiIhkg8ktEREREckGk1tSmzlzJhQKhU721aFDB3To0EH9/PDhw1AoFNi2bZtO9j9s2DDUrFlTJ/sqrczMTIwaNQqOjo5QKBSYPHlyme9Dl+95SajOh8OHD5fJ9sLDw6FQKPDHH3+Uyfbo9XT5Gfv9999hZGSEGzdu6GR/Ulq1ahVcXFyQk5MjdSg6o1AoMH78eJ3v9+XvqaIU1l5J+R1TUdt1XWJyK1OqL3PVw8TEBE5OTvDz88PSpUvx+PHjMtnPnTt3MHPmTMTHx5fJ9spSRY6tOP7zn/8gPDwcY8eOxbp16zB48OAi69asWRMKhQK+vr6FLv/xxx/V54KcErzCzvN33nkH48ePR0pKitThvVWuX7+u8Vrq6+vDxcUFH374YYX/DH355Zfo378/XF1dtc6Joh66SDzu3r2Lzz//HN7e3rC0tHztP2wnTpxAmzZtYGZmBkdHR0ycOBGZmZkadYYNG4bc3FysXr26XGI+fvw4unTpgurVq8PExAQuLi7o3r07IiMjy2V/KidOnMDMmTPx6NGjMt3ui+f1nDlzCq0zcOBAKBQKWFhYlOm+SToGUgdA5WvWrFlwc3PDs2fPkJycjMOHD2Py5MlYtGgRfv75ZzRq1Ehd96uvvsLnn39eou3fuXMHoaGhqFmzJpo0aVLs9Q4ePFii/ZTGq2L78ccfUVBQUO4xvImYmBi0atUKISEhxapvYmKC2NhYJCcnw9HRUWPZhg0bYGJiguzsbI3y0rznFZHqPM/Ozsbx48excuVK/Prrr7hw4QLMzMykDu+t0r9/f3Tt2hX5+fn4+++/sXLlSuzbtw8nT54s0WdcV5+x+Ph4HDp0CCdOnAAAtGvXDuvWrdOoM2rUKLRo0QJjxoxRl+kikUlISMA333yDOnXqoGHDhoiLiyuybnx8PHx8fODh4YFFixbh1q1bWLBgAa5cuYJ9+/ap65mYmGDo0KFYtGgRJkyYUKY9dFu3bsXHH3+MJk2aYNKkSbCxsUFiYiKOHj2KH3/8EQMGDCizfb3sxIkTCA0NxbBhw2BtbV3m2zcxMcHGjRvx1VdfaZRnZWVh9+7dMDEx0VpHF99TVD6Y3Mpcly5d0KxZM/Xz4OBgxMTEoFu3bujRowf+/vtvmJqaAgAMDAxgYFC+p8STJ09gZmYGIyOjct3P6xgaGkq6/+JITU2Fp6dnseu3bt0ap0+fxubNmzFp0iR1+a1bt3Ds2DF8+OGH2L59u8Y6unjPdeHF83zUqFGws7PDokWLsHv3bvTv31/i6N4u7733HgYNGqR+3rp1a/To0QMrV64sUW9hcT5jeXl5KCgoeKP2ICwsDC4uLmjVqhUAoFatWqhVq5ZGnU8++QS1atXSOC5daNq0Ke7fvw9bW1ts27YNH330UZF1v/jiC9jY2ODw4cNQKpUAnl+RGT16NA4ePIhOnTqp6/bt2xfz589HbGwsOnbsWGbxzpw5E56enjh58qTWe5Kamlpm+5FC165dsWPHDvz1119o3Lixunz37t3Izc1F586dERMTo7GO1N9TVHocllAJdezYEdOnT8eNGzewfv16dXlh43SioqLQpk0bWFtbw8LCAnXr1sUXX3wB4Pk4o+bNmwMAhg8frr70Ex4eDuD5eKUGDRrgzJkzaNeuHczMzNTrFjWWKT8/H1988QUcHR1hbm6OHj164ObNmxp1atasiWHDhmmt++I2XxdbYeOhsrKy8Omnn8LZ2RnGxsaoW7cuFixYACGERj3V+K9du3ahQYMGMDY2Rv369bF///7CX/CXpKamYuTIkXBwcICJiQkaN26MiIgI9XLV+K3ExET88ssv6tivX7/+yu2amJigd+/eWpcPN27cCBsbG/j5+WmtU9L3XOX7779H/fr1YWZmBhsbGzRr1kxrv7dv38aIESPg4OCgfo3WrFmjFcOtW7fQq1cvmJubo2rVqpgyZcobjydUfeEnJiZqlOfk5CAoKAj29vYwNzfHhx9+iLS0NK31V6xYgfr168PY2BhOTk4IDAzUulyqOr8vXboEb29vmJmZoXr16pg/f77W9nJychASEoLatWvD2NgYzs7O+Oyzz7SOU3Vubd26FZ6enjA1NYWXlxfOnz8PAFi9ejVq164NExMTdOjQodBz4tSpU+jcuTOsrKxgZmaG9u3b47fffivJy6fh5ddy9+7d8Pf3h5OTE4yNjeHu7o7Zs2cjPz9fY72XP2Oqy8MLFizAkiVL4O7uDmNjY1y6dAlA8c6pwuzatQsdO3YscQ/mn3/+iS5dukCpVMLCwgI+Pj44efKkRh3VEIejR4/iX//6F+zs7KBUKjFkyBA8fPjwtfuwtLSEra3ta+tlZGQgKioKgwYNUie2ADBkyBBYWFhgy5YtGvWbNm0KW1tb7N69u5hHWzzXrl1D8+bNC03qqlatqvG8OO2l6j1XtbsvUigUmDlzJoDn7dDUqVMBAG5ubkW2eaVtcwHAy8sLbm5uWufUhg0b0Llz50Lfp8K+p96kvVqwYAHef/992NnZwdTUFE2bNi30dyYl+Y45fvw4mjdvDhMTE7i7u5fbcJW3zdvfZUOlMnjwYHzxxRc4ePAgRo8eXWidixcvolu3bmjUqBFmzZoFY2NjXL16Vf1F6eHhgVmzZmHGjBkYM2YM2rZtCwB4//331du4f/8+unTpgn79+mHQoEFwcHB4ZVxff/01FAoFpk2bhtTUVCxZsgS+vr6Ij49X9zAXR3Fie5EQAj169EBsbCxGjhyJJk2a4MCBA5g6dSpu376NxYsXa9Q/fvw4duzYgXHjxsHS0hJLly5FQEAAkpKSYGdnV2RcT58+RYcOHXD16lWMHz8ebm5u2Lp1K4YNG4ZHjx5h0qRJ8PDwwLp16zBlyhTUqFEDn376KQDA3t7+tcc9YMAAdOrUCdeuXYO7uzsAIDIyEn369ClWT9rr3nPg+eXmiRMnok+fPpg0aRKys7Nx7tw5nDp1Sn3ZMiUlBa1atVI30vb29ti3bx9GjhyJjIwM9Y/jnj59Ch8fHyQlJWHixIlwcnLCunXrtHpQSuratWsAoPVeTJgwATY2NggJCcH169exZMkSjB8/Hps3b1bXmTlzJkJDQ+Hr64uxY8ciISEBK1euxOnTp/Hbb79pvI4PHz5E586d0bt3b/Tt2xfbtm3DtGnT0LBhQ3Tp0gUAUFBQgB49euD48eMYM2YMPDw8cP78eSxevBj//PMPdu3apRHjsWPH8PPPPyMwMBAAMHfuXHTr1g2fffYZVqxYgXHjxuHhw4eYP38+RowYofFaxcTEoEuXLmjatClCQkKgp6eHsLAwdOzYEceOHUOLFi3e+LUMDw+HhYUFgoKCYGFhgZiYGMyYMQMZGRn49ttvX7u9sLAwZGdnY8yYMTA2NoatrW2xzqnC3L59G0lJSXjvvfdKdEwXL15E27ZtoVQq8dlnn8HQ0BCrV69Ghw4dcOTIEbRs2VKj/vjx42FtbY2ZM2eqz4cbN26o/xF9U+fPn0deXp7GVTbgec9hkyZN8Oeff2qt8957773RPy2FcXV1RXR0NG7duoUaNWoUWa+k7eXr9O7dG//88w82btyIxYsXo0qVKgA027zStrkv6t+/P9avX4958+ZBoVDg3r17OHjwINatW1esRPlN26vvvvsOPXr0wMCBA5Gbm4tNmzbho48+wt69e+Hv769RtzjHe/78eXTq1An29vaYOXMm8vLyEBIS8trv2UpBkCyFhYUJAOL06dNF1rGyshLvvvuu+nlISIh48ZRYvHixACDS0tKK3Mbp06cFABEWFqa1rH379gKAWLVqVaHL2rdvr34eGxsrAIjq1auLjIwMdfmWLVsEAPHdd9+py1xdXcXQoUNfu81XxTZ06FDh6uqqfr5r1y4BQMyZM0ejXp8+fYRCoRBXr15VlwEQRkZGGmV//fWXACC+//57rX29aMmSJQKAWL9+vbosNzdXeHl5CQsLC41jd3V1Ff7+/q/c3st18/LyhKOjo5g9e7YQQohLly4JAOLIkSOFnhOlec979uwp6tev/8p4Ro4cKapVqybu3bunUd6vXz9hZWUlnjx5IoT43+uxZcsWdZ2srCxRu3ZtAUDExsa+cj+qYzp06JBIS0sTN2/eFJs2bRJ2dnbC1NRU3Lp1S6Oer6+vKCgoUK8/ZcoUoa+vLx49eiSEECI1NVUYGRmJTp06ifz8fHW9ZcuWCQBizZo16jLV+b127Vp1WU5OjnB0dBQBAQHqsnXr1gk9PT1x7NgxjdhXrVolAIjffvtNXQZAGBsbi8TERHXZ6tWrBQDh6OiocX4EBwcLAOq6BQUFok6dOsLPz0/jGJ88eSLc3NzEBx988MrXMjExUQAQoaGhIi0tTSQnJ4vDhw+Ld999VwAQ27dvV2/vZf/617+EmZmZyM7OVpe9/BlTbV+pVIrU1FSN9YtzThXm0KFDAoDYs2fPK+uZm5trtBm9evUSRkZG4tq1a+qyO3fuCEtLS9GuXTt1meq8adq0qcjNzVWXz58/XwAQu3fvLnasW7duLfKcVi07evSo1rKPPvpIODo6apWPGTNGmJqaFnv/xfHTTz+p2zdvb28xffp0cezYMY3PghDFby9V73lhbTAAERISon7+7bffapzPL9ctbZuriuHbb78VFy5cEADUn8Xly5cLCwsLkZWVJYYOHSrMzc011n35O6Uk7dXL578Q2p+d3Nxc0aBBA9GxY8dSHW+vXr2EiYmJuHHjhrrs0qVLQl9fX6Ndr4w4LKESs7CweOWsCapB/bt37y71D0OMjY0xfPjwYtcfMmQILC0t1c/79OmDatWq4ddffy3V/ovr119/hb6+PiZOnKhR/umnn0IIofGDDgDw9fVV94wCQKNGjaBUKvHf//73tftxdHTUGAdqaGio/lX0kSNH3ug49PX10bdvX2zcuBHA80tuzs7O6p7r1ynOe25tbY1bt27h9OnThS4XQmD79u3o3r07hBC4d++e+uHn54f09HScPXsWwPPXo1q1aujTp496fTMzM40f/hSHr68v7O3t4ezsjH79+sHCwgI7d+5E9erVNeqNGTNGo6etbdu2yM/PV08hdejQIeTm5mLy5MnQ0/tf8zh69GgolUr88ssvGtuzsLDQGMdpZGSEFi1aaJwHW7duhYeHB+rVq6fxWqgu98fGxmps08fHR+NyvqoXMSAgQOOzoSpX7Ss+Ph5XrlzBgAEDcP/+ffV+srKy4OPjg6NHjxbrcxwSEgJ7e3s4OjqiQ4cOuHbtGr755hv07t0bADSuoDx+/Bj37t1D27Zt8eTJE1y+fPm12w8ICNC6CvG6c6oo9+/fBwDY2NgUe538/HwcPHgQvXr10hibW61aNQwYMADHjx9HRkaGxjpjxozR6LEfO3YsDAwMyqxdevr0KYDn7eXLTExM1MtfZGNjg6dPn+LJkydlEgMAjBgxAvv370eHDh1w/PhxzJ49G23btkWdOnXUP9gDSt5eloXStrkvql+/Pho1aqRuHyMjI9GzZ89i/+j0TdurFz87Dx8+RHp6Otq2batuD1/0uuPNz8/HgQMH0KtXL7i4uKjreXh4FDoErbJhcluJZWZmanxZvuzjjz9G69atMWrUKDg4OKBfv37YsmVLiRLd6tWrl2hQfp06dTSeKxQK1K5d+7XjTd/UjRs34OTkpPV6eHh4qJe/6MXGRMXGxua14/Bu3LiBOnXqaCROr9pPaQwYMACXLl3CX3/9hcjISPTr16/Yl06L855PmzYNFhYWaNGiBerUqYPAwECNy6NpaWl49OgRfvjhB9jb22s8VP/oqH6ccuPGDdSuXVsrvrp165bomJcvX46oqCjExsbi0qVL+O9//1toA//y+6ZKilTvm+r1f3n/RkZGqFWrltb7U6NGDa3YXz4Prly5gosXL2q9Fu+88w4A7R/qvByjlZUVAMDZ2bnQctW+rly5AgAYOnSo1r7+7//+Dzk5OUhPT9d6TV42ZswYREVFITo6GmfOnEFqaio+++wz9fKLFy/iww8/hJWVFZRKJezt7dUJfnG27+bmplX2unPqdcRL4+JfJS0tDU+ePCn0HPPw8EBBQYHWOP+X2yULCwtUq1atzNolVdJT2NjN7OzsQodkqY75VZ/tzMxMJCcnqx+FjS9/mZ+fHw4cOIBHjx7h6NGjCAwMxI0bN9CtWzeNz21J2suyUNo292UDBgzA1q1bcfXqVZw4caJEM0C8aXu1d+9etGrVCiYmJrC1tYW9vT1WrlxZ6OfmdceblpaGp0+fap2bJYlHzjjmtpK6desW0tPTUbt27SLrmJqa4ujRo4iNjcUvv/yC/fv3Y/PmzejYsSMOHjwIfX391+6nJONki6uoxjw/P79YMZWFovZTki/Z8tKyZUu4u7tj8uTJSExMLFHjXZz33MPDAwkJCdi7dy/279+P7du3Y8WKFZgxYwZCQ0PVifCgQYMwdOjQQvfz4hR0ZaFFixZa4xULU9bvW3G2V1BQgIYNG2LRokWF1n05aS1qm6/bl+p1//bbb4ucsqs401/VqVOnyPmSHz16hPbt20OpVGLWrFlwd3eHiYkJzp49i2nTphXrH9/C2oTXnVNFUY09LGmCU9FUq1YNwPN5cV929+5dODk5aZU/fPgQZmZmr2xjFyxYoPH6ubq6FjshNzMzQ9u2bdG2bVtUqVIFoaGh2LdvX5Gf6cK8qq0uqbL67Pbv3x/BwcEYPXo07OzsNGahKE/Hjh1Djx490K5dO6xYsQLVqlWDoaEhwsLCCv3hZEX+jnkbMLmtpFTzQL7u8oWenh58fHzg4+ODRYsW4T//+Q++/PJLxMbGwtfXt8zvgqLqfVIRQuDq1asayZCNjU2hE33fuHFD4zJjSWJzdXXFoUOH8PjxY43eCNVlVldX12Jv63X7OXfuHAoKCjR6b8t6P/3798ecOXPg4eFRorlJgde/5wBgbm6Ojz/+GB9//DFyc3PRu3dvfP311wgODoa9vT0sLS2Rn59fZJKk4urqigsXLkAIofF+JSQklPiYy4Lq9U9ISNA4l3Jzc5GYmPja4ymMu7s7/vrrL/j4+JTrXYNUlzCVSmWp4iyOw4cP4/79+9ixYwfatWunLn95VorSeNU5VdgcpABQr169Eu/f3t4eZmZmhZ5jly9fhp6entY/HFeuXIG3t7f6eWZmJu7evYuuXbsWe7+v0qBBAxgYGOCPP/5A37591eW5ubmIj4/XKFNJTExU95QWZciQIWjTpo36eWk7G1T/OKqS7+K2l6orIy+314X17OrqjlouLi5o3bo1Dh8+rB5eUlxv0l5t374dJiYmOHDggMbwk7CwsJIdwP9nb28PU1NTre/M4sYjdxyWUAnFxMRg9uzZcHNzw8CBA4us9+DBA60yVaKkunxmbm4OQLvxKq21a9dqjAPetm0b7t69q/7lOfD8S/zkyZPIzc1Vl+3du1frUmJJYlNNWr9s2TKN8sWLF0OhUGjs/0107doVycnJGr/Oz8vLw/fffw8LCwu0b9++TPYzatQohISEYOHChSVarzjvuWqco4qRkRE8PT0hhMCzZ8+gr6+PgIAAbN++HRcuXNDa3ouXRrt27Yo7d+5oTIfz5MkT/PDDDyWKu6z4+vrCyMgIS5cu1egh+emnn5Cenq71i+bi6Nu3L27fvo0ff/xRa9nTp0+RlZX1RjGrNG3aFO7u7liwYIHWXa0AFOuS9OuoepNefG1yc3OxYsWKN9ru686polSvXh3Ozs4luuuevr4+OnXqhN27d2v0YqakpCAyMhJt2rTRmI4LAH744QeNOFauXIm8vLwyaxesrKzg6+uL9evXa7R/69atQ2ZmZqHz4549e7bI2V9UatWqBV9fX/WjdevWr6wfHR1daLlqbLHqcndx20ulUokqVarg6NGjGvUKO1/K+rvkVebMmYOQkBBMmDChROu9SXulr68PhUKh0Wt9/fp1rdlSiktfXx9+fn7YtWsXkpKS1OV///03Dhw4UKptygl7bmVu3759uHz5MvLy8pCSkoKYmBhERUXB1dUVP//8c5E9IsDzuz4dPXoU/v7+cHV1RWpqKlasWIEaNWqoewPc3d1hbW2NVatWwdLSEubm5mjZsmWh4+qKw9bWFm3atMHw4cORkpKCJUuWoHbt2hrTlY0aNQrbtm1D586d0bdvX1y7dg3r16/XGHxf0ti6d+8Ob29vfPnll7h+/ToaN26MgwcPYvfu3Zg8ebLWtktrzJgxWL16NYYNG4YzZ86gZs2a2LZtG3777TcsWbLklWOgS8LV1VU9h2RJFOc979SpExwdHdG6dWs4ODjg77//xrJly+Dv76+Of968eYiNjUXLli0xevRoeHp64sGDBzh79iwOHTqkTqJHjx6NZcuWYciQIThz5gyqVauGdevWSXZXMXt7ewQHByM0NBSdO3dGjx49kJCQgBUrVqB58+alugnA4MGDsWXLFnzyySeIjY1F69atkZ+fj8uXL2PLli04cOBAsYZUvI6enh7+7//+D126dEH9+vUxfPhwVK9eHbdv30ZsbCyUSiX27NnzRvt4//33YWNjg6FDh2LixIlQKBRYt27dG18qLc45VZSePXti586dWr1przJnzhz1fM7jxo2DgYEBVq9ejZycnELnKc7NzYWPjw/69u2rPh/atGmDHj16FGtfwPOxysDzhPX48eMAoHG3rK+//hrvv/8+2rdvjzFjxuDWrVtYuHAhOnXqhM6dO2ts88yZM3jw4AF69uxZrOMtrp49e8LNzQ3du3eHu7s7srKycOjQIezZswfNmzdH9+7dAZSsvRw1ahTmzZuHUaNGoVmzZjh69Cj++ecfrX03bdoUwPNbKffr1w+Ghobo3r27OuktS+3bty9VR8KbtFf+/v5YtGgROnfujAEDBiA1NRXLly9H7dq1ce7cudIcBkJDQ7F//360bdsW48aNU3eU1K9fv9TblA2dzs1AOqOawkb1MDIyEo6OjuKDDz4Q3333ncaUQiovTwsVHR0tevbsKZycnISRkZFwcnIS/fv3F//884/Gert37xaenp7CwMBAY9qX9u3bFzm9T1FTgW3cuFEEBweLqlWrClNTU+Hv768xzYnKwoULRfXq1YWxsbFo3bq1+OOPP7S2+arYCpum5fHjx2LKlCnCyclJGBoaijp16ohvv/1WY1olIZ5P0xIYGKgVU1FTlL0sJSVFDB8+XFSpUkUYGRmJhg0bFjpVTmmmAnuV4kwFVpz3fPXq1aJdu3bCzs5OGBsbC3d3dzF16lSRnp6udZyBgYHC2dlZGBoaCkdHR+Hj4yN++OEHjXo3btwQPXr0EGZmZqJKlSpi0qRJYv/+/SWaCuxVU969qp7qvHt5P8uWLRP16tUThoaGwsHBQYwdO1Y8fPhQo05R53dh51Zubq745ptvRP369YWxsbGwsbERTZs2FaGhoRqvW2Hn1otTGRUW+9atWzXK//zzT9G7d2/1++Pq6ir69u0roqOjX/USFbmfl/3222+iVatWwtTUVDg5OYnPPvtMHDhw4LVTIb1q+8U9pwpz9uxZjemdCvPyVGCq9fz8/ISFhYUwMzMT3t7e4sSJExp1VOfNkSNHxJgxY4SNjY2wsLAQAwcOFPfv339tbEIIjXb45cfLjh07Jt5//31hYmIi7O3tRWBgYKFt9bRp04SLi4tW2/SmNm7cKPr16yfc3d2FqampMDExEZ6enuLLL7/UiqO47eWTJ0/EyJEjhZWVlbC0tBR9+/YVqampWlOBCSHE7NmzRfXq1YWenp7GtGBv0uYW97wuzlRgQhS/vSqsHfjpp59EnTp1hLGxsahXr54ICwvTaoNLerxHjhwRTZs2FUZGRqJWrVpi1apVhW6zslEIwdHJRET09vLx8VFPqF+WwsPDMXz4cJw+fbpMetfLQk5ODmrWrInPP/9c4zbbRPQ/HHNLRERvtf/85z/YvHlzuUxBVdGEhYXB0NAQn3zyidShEFVYTG6JiOit1rJlS+Tm5pbZbCMV2SeffIKkpKRCb/hARM8xuSUiIiIi2eCYWyIiIiKSDfbcEhEREZFsMLklIiIiItngTRzw/J7sd+7cgaWlpc5uAUhERERExSeEwOPHj+Hk5KRxC/uXMbkFcOfOHa17iRMRERFRxXPz5k3UqFGjyOVMbgH17R1v3rypdU9xIiIiIpJeRkYGnJ2dX3tbbia3gHooglKpZHJLREREVIG9bggpf1BGRERERLLB5JaIiIiIZIPJLRERERHJBpNbIiIiIpINJrdEREREJBtMbomIiIhINpjcEhEREZFsMLklIiIiItngTRzKQM3Pf5Fs39fn+Uu2byIiIqKKhj23RERERCQbTG6JiIiISDaY3BIRERGRbDC5JSIiIiLZYHJLRERERLLB5JaIiIiIZIPJLRERERHJBpNbIiIiIpINJrdEREREJBtMbomIiIhINpjcEhEREZFsMLklIiIiItlgcktEREREssHkloiIiIhko8Ikt/PmzYNCocDkyZPVZdnZ2QgMDISdnR0sLCwQEBCAlJQUjfWSkpLg7+8PMzMzVK1aFVOnTkVeXp6OoyciIiKiiqBCJLenT5/G6tWr0ahRI43yKVOmYM+ePdi6dSuOHDmCO3fuoHfv3url+fn58Pf3R25uLk6cOIGIiAiEh4djxowZuj4EIiIiIqoAJE9uMzMzMXDgQPz444+wsbFRl6enp+Onn37CokWL0LFjRzRt2hRhYWE4ceIETp48CQA4ePAgLl26hPXr16NJkybo0qULZs+ejeXLlyM3N1eqQyIiIiIiiUie3AYGBsLf3x++vr4a5WfOnMGzZ880yuvVqwcXFxfExcUBAOLi4tCwYUM4ODio6/j5+SEjIwMXL17UzQEQERERUYVhIOXON23ahLNnz+L06dNay5KTk2FkZARra2uNcgcHByQnJ6vrvJjYqparlhUlJycHOTk56ucZGRmlPQQiIiIiqkAk67m9efMmJk2ahA0bNsDExESn+547dy6srKzUD2dnZ53un4iIiIjKh2TJ7ZkzZ5Camor33nsPBgYGMDAwwJEjR7B06VIYGBjAwcEBubm5ePTokcZ6KSkpcHR0BAA4OjpqzZ6geq6qU5jg4GCkp6erHzdv3izbgyMiIiIiSUiW3Pr4+OD8+fOIj49XP5o1a4aBAweq/zY0NER0dLR6nYSEBCQlJcHLywsA4OXlhfPnzyM1NVVdJyoqCkqlEp6enkXu29jYGEqlUuNBRERERG8/ycbcWlpaokGDBhpl5ubmsLOzU5ePHDkSQUFBsLW1hVKpxIQJE+Dl5YVWrVoBADp16gRPT08MHjwY8+fPR3JyMr766isEBgbC2NhY58dERERERNKS9Adlr7N48WLo6ekhICAAOTk58PPzw4oVK9TL9fX1sXfvXowdOxZeXl4wNzfH0KFDMWvWLAmjJiIiIiKpKIQQQuogpJaRkQErKyukp6eXaohCzc9/KYeoiuf6PH/J9k1ERESkK8XN1ySf55aIiIiIqKwwuSUiIiIi2WByS0RERESyweSWiIiIiGSDyS0RERERyQaTWyIiIiKSDSa3RERERCQbTG6JiIiISDaY3BIRERGRbDC5JSIiIiLZYHJLRERERLLB5JaIiIiIZIPJLRERERHJBpNbIiIiIpINJrdEREREJBtMbomIiIhINpjcEhEREZFsMLklIiIiItlgcktEREREssHkloiIiIhkg8ktEREREckGk1siIiIikg0mt0REREQkG0xuiYiIiEg2mNwSERERkWwwuSUiIiIi2WByS0RERESyweSWiIiIiGSDyS0RERERyQaTWyIiIiKSDSa3RERERCQbTG6JiIiISDaY3BIRERGRbDC5JSIiIiLZYHJLRERERLLB5JaIiIiIZIPJLRERERHJBpNbIiIiIpINJrdEREREJBuSJrcrV65Eo0aNoFQqoVQq4eXlhX379qmXZ2dnIzAwEHZ2drCwsEBAQABSUlI0tpGUlAR/f3+YmZmhatWqmDp1KvLy8nR9KERERERUAUia3NaoUQPz5s3DmTNn8Mcff6Bjx47o2bMnLl68CACYMmUK9uzZg61bt+LIkSO4c+cOevfurV4/Pz8f/v7+yM3NxYkTJxAREYHw8HDMmDFDqkMiIiIiIgkphBBC6iBeZGtri2+//RZ9+vSBvb09IiMj0adPHwDA5cuX4eHhgbi4OLRq1Qr79u1Dt27dcOfOHTg4OAAAVq1ahWnTpiEtLQ1GRkbF2mdGRgasrKyQnp4OpVJZ4phrfv5LidcpK9fn+Uu2byIiIiJdKW6+VmHG3Obn52PTpk3IysqCl5cXzpw5g2fPnsHX11ddp169enBxcUFcXBwAIC4uDg0bNlQntgDg5+eHjIwMde8vEREREVUeBlIHcP78eXh5eSE7OxsWFhbYuXMnPD09ER8fDyMjI1hbW2vUd3BwQHJyMgAgOTlZI7FVLVctK0pOTg5ycnLUzzMyMsroaIiIiIhISpL33NatWxfx8fE4deoUxo4di6FDh+LSpUvlus+5c+fCyspK/XB2di7X/RERERGRbkie3BoZGaF27dpo2rQp5s6di8aNG+O7776Do6MjcnNz8ejRI436KSkpcHR0BAA4OjpqzZ6geq6qU5jg4GCkp6erHzdv3izbgyIiIiIiSUie3L6soKAAOTk5aNq0KQwNDREdHa1elpCQgKSkJHh5eQEAvLy8cP78eaSmpqrrREVFQalUwtPTs8h9GBsbq6cfUz2IiIiI6O0n6Zjb4OBgdOnSBS4uLnj8+DEiIyNx+PBhHDhwAFZWVhg5ciSCgoJga2sLpVKJCRMmwMvLC61atQIAdOrUCZ6enhg8eDDmz5+P5ORkfPXVVwgMDISxsbGUh0ZEREREEpA0uU1NTcWQIUNw9+5dWFlZoVGjRjhw4AA++OADAMDixYuhp6eHgIAA5OTkwM/PDytWrFCvr6+vj71792Ls2LHw8vKCubk5hg4dilmzZkl1SEREREQkoQo3z60UOM8tERERUcX21s1zS0RERET0ppjcEhEREZFsMLklIiIiItlgcktEREREssHkloiIiIhkg8ktEREREckGk1siIiIikg0mt0REREQkG0xuiYiIiEg2mNwSERERkWyUKrmtVasW7t+/r1X+6NEj1KpV642DIiIiIiIqjVIlt9evX0d+fr5WeU5ODm7fvv3GQRERERERlYZBSSr//PPP6r8PHDgAKysr9fP8/HxER0ejZs2aZRYcEREREVFJlCi57dWrFwBAoVBg6NChGssMDQ1Rs2ZNLFy4sMyCIyIiIiIqiRIltwUFBQAANzc3nD59GlWqVCmXoIiIiIiISqNEya1KYmJiWcdBRERERPTGSpXcAkB0dDSio6ORmpqq7tFVWbNmzRsHRkRERERUUqVKbkNDQzFr1iw0a9YM1apVg0KhKOu4iIiIiIhKrFTJ7apVqxAeHo7BgweXdTxERERERKVWqnluc3Nz8f7775d1LEREREREb6RUye2oUaMQGRlZ1rEQEREREb2RUg1LyM7Oxg8//IBDhw6hUaNGMDQ01Fi+aNGiMgmOiIiIiKgkSpXcnjt3Dk2aNAEAXLhwQWMZf1xGRERERFIpVXIbGxtb1nEQEREREb2xUo25JSIiIiKqiErVc+vt7f3K4QcxMTGlDoiIiIiIqLRKldyqxtuqPHv2DPHx8bhw4QKGDh1aFnEREREREZVYqZLbxYsXF1o+c+ZMZGZmvlFARERERESlVaZjbgcNGoQ1a9aU5SaJiIiIiIqtTJPbuLg4mJiYlOUmiYiIiIiKrVTDEnr37q3xXAiBu3fv4o8//sD06dPLJDAiIiIiopIqVXJrZWWl8VxPTw9169bFrFmz0KlTpzIJjIiIiIiopEqV3IaFhZV1HEREREREb6xUya3KmTNn8PfffwMA6tevj3fffbdMgiIiIiIiKo1SJbepqano168fDh8+DGtrawDAo0eP4O3tjU2bNsHe3r4sYyQiIiIiKpZSzZYwYcIEPH78GBcvXsSDBw/w4MEDXLhwARkZGZg4cWJZx0hEREREVCyl6rndv38/Dh06BA8PD3WZp6cnli9fzh+UEREREZFkStVzW1BQAENDQ61yQ0NDFBQUvHFQRERERESlUarktmPHjpg0aRLu3LmjLrt9+zamTJkCHx+fMguOiIiIiKgkSpXcLlu2DBkZGahZsybc3d3h7u4ONzc3ZGRk4Pvvvy/rGImIiIiIiqVUya2zszPOnj2LX375BZMnT8bkyZPx66+/4uzZs6hRo0axtzN37lw0b94clpaWqFq1Knr16oWEhASNOtnZ2QgMDISdnR0sLCwQEBCAlJQUjTpJSUnw9/eHmZkZqlatiqlTpyIvL680h0ZEREREb7ESJbcxMTHw9PRERkYGFAoFPvjgA0yYMAETJkxA8+bNUb9+fRw7dqzY2zty5AgCAwNx8uRJREVF4dmzZ+jUqROysrLUdaZMmYI9e/Zg69atOHLkCO7cuaNx+9/8/Hz4+/sjNzcXJ06cQEREBMLDwzFjxoySHBoRERERyYBCCCGKW7lHjx7w9vbGlClTCl2+dOlSxMbGYufOnaUKJi0tDVWrVsWRI0fQrl07pKenw97eHpGRkejTpw8A4PLly/Dw8EBcXBxatWqFffv2oVu3brhz5w4cHBwAAKtWrcK0adOQlpYGIyOj1+43IyMDVlZWSE9Ph1KpLHHcNT//pcTrlJXr8/wl2zcRERGRrhQ3XytRz+1ff/2Fzp07F7m8U6dOOHPmTEk2qSE9PR0AYGtrC+D5HdCePXsGX19fdZ169erBxcUFcXFxAIC4uDg0bNhQndgCgJ+fHzIyMnDx4sVC95OTk4OMjAyNBxERERG9/UqU3KakpBQ6BZiKgYEB0tLSShVIQUEBJk+ejNatW6NBgwYAgOTkZBgZGanvgqbi4OCA5ORkdZ0XE1vVctWywsydOxdWVlbqh7Ozc6liJiIiIqKKpUTJbfXq1XHhwoUil587dw7VqlUrVSCBgYG4cOECNm3aVKr1SyI4OBjp6enqx82bN8t9n0RERERU/kqU3Hbt2hXTp09Hdna21rKnT58iJCQE3bp1K3EQ48ePx969exEbG6sx24KjoyNyc3Px6NEjjfopKSlwdHRU13l59gTVc1WdlxkbG0OpVGo8iIiIiOjtV6Lk9quvvsKDBw/wzjvvYP78+di9ezd2796Nb775BnXr1sWDBw/w5ZdfFnt7QgiMHz8eO3fuRExMDNzc3DSWN23aFIaGhoiOjlaXJSQkICkpCV5eXgAALy8vnD9/Hqmpqeo6UVFRUCqV8PT0LMnhEREREdFbzqAklR0cHHDixAmMHTsWwcHBUE20oFAo4Ofnh+XLl2uNf32VwMBAREZGYvfu3bC0tFSPkbWysoKpqSmsrKwwcuRIBAUFwdbWFkqlEhMmTICXlxdatWoF4PmP2Dw9PTF48GDMnz8fycnJ+OqrrxAYGAhjY+OSHB4RERERveVKNBXYix4+fIirV69CCIE6derAxsam5DtXKAotDwsLw7BhwwA8v4nDp59+io0bNyInJwd+fn5YsWKFxpCDGzduYOzYsTh8+DDMzc0xdOhQzJs3DwYGxcvdORUYERERUcVW3Hyt1MmtnDC5JSIiIqrYymWeWyIiIiKiiozJLRERERHJBpNbIiIiIpINJrdEREREJBtMbomIiIhINpjcEhEREZFslOgmDkQv4hRoREREVNGw55aIiIiIZIPJLRERERHJBpNbIiIiIpINJrdEREREJBtMbomIiIhINpjcEhEREZFsMLklIiIiItlgcktEREREssGbOBCVEG9eQUREVHGx55aIiIiIZIM9t0RULOyxJiKitwF7bomIiIhINpjcEhEREZFsMLklIiIiItlgcktEREREssHkloiIiIhkg8ktEREREckGk1siIiIikg0mt0REREQkG0xuiYiIiEg2mNwSERERkWwwuSUiIiIi2WByS0RERESyweSWiIiIiGSDyS0RERERyYaB1AEQEVVkNT//RbJ9X5/nL9m+iYjeVuy5JSIiIiLZYHJLRERERLLB5JaIiIiIZIPJLRERERHJBpNbIiIiIpINJrdEREREJBuSJrdHjx5F9+7d4eTkBIVCgV27dmksF0JgxowZqFatGkxNTeHr64srV65o1Hnw4AEGDhwIpVIJa2trjBw5EpmZmTo8CiIiIiKqKCRNbrOystC4cWMsX7680OXz58/H0qVLsWrVKpw6dQrm5ubw8/NDdna2us7AgQNx8eJFREVFYe/evTh69CjGjBmjq0MgIiIiogpE0ps4dOnSBV26dCl0mRACS5YswVdffYWePXsCANauXQsHBwfs2rUL/fr1w99//439+/fj9OnTaNasGQDg+++/R9euXbFgwQI4OTnp7FiIiIiISHoVdsxtYmIikpOT4evrqy6zsrJCy5YtERcXBwCIi4uDtbW1OrEFAF9fX+jp6eHUqVNFbjsnJwcZGRkaDyIiIiJ6+1XY2+8mJycDABwcHDTKHRwc1MuSk5NRtWpVjeUGBgawtbVV1ynM3LlzERoaWsYRExHJB287TERvqwrbc1uegoODkZ6ern7cvHlT6pCIiIiIqAxU2OTW0dERAJCSkqJRnpKSol7m6OiI1NRUjeV5eXl48OCBuk5hjI2NoVQqNR5ERERE9ParsMmtm5sbHB0dER0drS7LyMjAqVOn4OXlBQDw8vLCo0ePcObMGXWdmJgYFBQUoGXLljqPmYiIiIikJemY28zMTFy9elX9PDExEfHx8bC1tYWLiwsmT56MOXPmoE6dOnBzc8P06dPh5OSEXr16AQA8PDzQuXNnjB49GqtWrcKzZ88wfvx49OvXjzMlEBEREVVCkia3f/zxB7y9vdXPg4KCAABDhw5FeHg4PvvsM2RlZWHMmDF49OgR2rRpg/3798PExES9zoYNGzB+/Hj4+PhAT08PAQEBWLp0qc6PhYiI3n78IR3R20/S5LZDhw4QQhS5XKFQYNasWZg1a1aRdWxtbREZGVke4RERERHRW6bCjrklIiIiIiopJrdEREREJBsV9iYOREREpBuVdaxxZT1uuWNyS0RERFSJyD2p57AEIiIiIpINJrdEREREJBtMbomIiIhINpjcEhEREZFsMLklIiIiItlgcktEREREssHkloiIiIhkg8ktEREREckGk1siIiIikg0mt0REREQkG0xuiYiIiEg2mNwSERERkWwwuSUiIiIi2WByS0RERESyweSWiIiIiGSDyS0RERERyQaTWyIiIiKSDSa3RERERCQbTG6JiIiISDaY3BIRERGRbDC5JSIiIiLZYHJLRERERLLB5JaIiIiIZIPJLRERERHJBpNbIiIiIpINJrdEREREJBtMbomIiIhINpjcEhEREZFsMLklIiIiItlgcktEREREssHkloiIiIhkg8ktEREREckGk1siIiIikg0mt0REREQkG0xuiYiIiEg2ZJPcLl++HDVr1oSJiQlatmyJ33//XeqQiIiIiEjHZJHcbt68GUFBQQgJCcHZs2fRuHFj+Pn5ITU1VerQiIiIiEiHZJHcLlq0CKNHj8bw4cPh6emJVatWwczMDGvWrJE6NCIiIiLSIQOpA3hTubm5OHPmDIKDg9Vlenp68PX1RVxcXKHr5OTkICcnR/08PT0dAJCRkVGqGApynpRqvbJQ2pjLAo9b93jcusfj1j0et+7xuHWPx136dYUQr64o3nK3b98WAMSJEyc0yqdOnSpatGhR6DohISECAB988MEHH3zwwQcfb9nj5s2br8wN3/qe29IIDg5GUFCQ+nlBQQEePHgAOzs7KBQKncaSkZEBZ2dn3Lx5E0qlUqf7lhKPm8ddGfC4edyVAY+bx60rQgg8fvwYTk5Or6z31ie3VapUgb6+PlJSUjTKU1JS4OjoWOg6xsbGMDY21iiztrYurxCLRalUVqoPhwqPu3LhcVcuPO7KhcdduUh13FZWVq+t89b/oMzIyAhNmzZFdHS0uqygoADR0dHw8vKSMDIiIiIi0rW3vucWAIKCgjB06FA0a9YMLVq0wJIlS5CVlYXhw4dLHRoRERER6ZAsktuPP/4YaWlpmDFjBpKTk9GkSRPs378fDg4OUof2WsbGxggJCdEaJiF3PG4ed2XA4+ZxVwY8bh53RaMQ4nXzKRARERERvR3e+jG3REREREQqTG6JiIiISDaY3BIRERGRbDC5JSIiIiLZYHJLRERERLLB5JYkFRsbi1GjRkkdBhER0SuNGDECjx8/1irPysrCiBEjJIiIisKpwEjn4uPjsWHDBmzatAmpqano2rUrdu7cKXVYZebcuXNo0KAB9PT0cO7cuVfWbdSokY6iIimkpaXBwsICpqamUodS5oKCgjB79myYm5sjKCjolXUXLVqko6h0y8bGBgqFosjlDx480GE0ujVixAh89913sLS01CjPyMjA5MmTsWbNGokiKz/6+vq4e/cuqlatqlF+7949ODo6Ii8vT6LIdOPKlSuIjY1FamoqCgoKNJbNmDFDoqgKJ4ubOLxtOnbsiB07dsDa2lqj/OHDhwgICEBMTIw0gZWj69evIzIyEuvXr0dCQgLatm2LGTNmoE+fPrCxsZE6vDLVpEkTJCcno2rVqmjSpAkUCgVe/B9S9VyhUCA/P1/CSMtXZf7iX7NmDWbOnInbt29DoVDA3d0doaGh6Nevn9ShlZk///wTz549U/9dlFedA2+76dOnY86cOfDz81Pf7j0uLg4HDhzA9OnTJY6ufIWHh6NKlSqwsLDQKM/MzERERISsktuMjAwIISCEwOPHj2FiYqJelp+fj19//VUr4ZWbH3/8EWPHjkWVKlXg6Oio8blWKBQVLrllz60E9PT08PHHH2v15jx9+hRbtmyRZcKjr6+PunXrYsSIEejXrx9q1KghdUjl5saNG3BxcYFCocCNGzdeWdfV1VVHUeleRESExvOsrCycPn0ae/bswZdffokpU6ZIFFn5ioyMxIgRIzB58mT4+vqiZ8+eWLBgARYuXIjg4GCMHDlS6hCpjAQEBMDb2xvjx4/XKF+2bBkOHTqEXbt2SROYDujp6aF+/fowMNDsI8vLy8OlS5dk9T2mp6f3yn/SFAoFQkND8eWXX+owKt1ydXXFuHHjMG3aNKlDKRYmtxLQ09ND586dtW5dl5OTgwMHDsiqUVBxcnLCw4cP0a1bNwwaNAhdu3aFoaGh1GGRBFatWoXY2Fhs3rxZ6lDKRZMmTTBo0CD8+9//BgBYWlrir7/+wuXLl/Hpp5/i77//ljhCKisWFhaIj49H7dq1NcqvXr2KJk2aIDMzU6LIyp+enp76CtWLkpOT4eTkpHXZ+m125MgRCCHQsWNHbN++Hba2tuplRkZGcHV1hZOTk4QRlj+lUon4+HjUqlVL6lCKhcmtBNzc3PDHH3/Azs5OozwtLQ0tWrRAYmKiRJGVHyEEYmJisGHDBuzYsQN6enoICAjAwIED0aFDB6nDK3f5+fm4ePEiPD09tXo6KpvExEQ0btwYGRkZUodSLkxNTXHu3DnUqVMHwP+SW319fXh4eODJkycSR1h+UlNTMW/ePAQFBcn66oyKq6srJk6ciE8//VSjfOHChVi6dOlrr9zQ2+XFq3KVzciRI9G8eXN88sknUodSLJX7W1YiRSWv9vb2skxsgeeXbXx8fODj44OVK1fi559/RmRkJDp37owqVarg1q1bUodYrvbs2YOAgACsXbsWAwcOlDocSSkUiremgSwNS0vLQhPYc+fOyXoYCgCsW7cO3333HaytrSvcGLzyEBoailGjRuHw4cNo2bIlAODUqVPYv38/fvzxR4mjo7L24uc3IyMDSqVSwmh0q3bt2pg+fTpOnjyJhg0bal15nThxokSRFY49tySphw8fYtu2bRg9erTUoZSrDz/8EHFxcWjYsCGioqKkDofKka+vL3r37o1x48YBeJ7sDhkyBFu3bsWcOXMwZswYiSMsP40aNYKjoyOuXbuGa9euSR2OTpw6dQpLly5VDzfx8PDAxIkT1cmu3F28eBGDBw/GDz/8gGbNmkkdjk4cOnQIfn5+2LFjB3r27Cl1ODrh5uZW5DKFQoH//ve/OoymGARJ5uTJk8LGxkbExMRIHQqVo7S0NGFsbCz27dsnDA0Nxc2bN6UOSacq23keFRUlli5dqn7esGFD4evrKyIjIyWMqvydOXNGmJqairt37wpra2tx9OhRqUMiHfj3v/8t9PT0xNixY6UORWcGDRokLC0txYcffih1KFQE3sRBQuHh4cjKykJYWJjUoehMamoqgoKCZD8M4UUbN25EgwYN0LlzZ7Rt2xbr1q2TOiSdqmznua+vLyZMmKB+fu7cOURFRaF///4SRlX+IiIi0L17dzg6OuKjjz5CeHi41CFROSsoKMCGDRswZcoUbN68Gbm5uVKHVO4yMzOxa9cuLFu2DL/++ivu378vdUhUCCa3EsnJycGWLVswe/Zs7NixQ9a/qn2RakyenOZAfJ3w8HAMGTIEADBo0CCsXbtW4oh0p7Ke55VNXl4eIiMjNc7zbdu24enTpxJHphunTp2Cra0tYmNjpQ5Fp/bv34/8/HzMnTsXSqUSu3fvljqkcrd161bUqFEDQ4YMQePGjbFx40apQ9KpjIwMLF26tMIn9UxuJbJ7925YWFhg6tSpqFmzJrZt2yZ1SDoREREBHx8frTlQ5erChQu4cOECBgwYAAD46KOPkJSUhFOnTkkcmW5U1vMcqFwJz969e6Gvr48uXboAANq1awc7Ozvs2LFD4sh0o7JdnVCJiIjAxx9/DENDQwwcOLBS9NaHh4dj8ODBAJ7/E1fZ3vONGzdiypQpFf47nMmtRCIiIjBw4EAoFIpK8wE5e/Ysrl69irVr1+LBgwc4duyY1CGVu4iICHTq1AlVqlQB8HxezF69elWKLwGgcp7nKpUp4Vm7di369+8PPb3/faUMGjSoUpznlfXqxKNHj7Bnzx51b/3gwYMRFRWFlJQUiSMrP4mJiThx4oQ6uR0wYAAuXLiAixcvShyZ7oSHh+Pdd9+t+J9tqQf9VkZ3794VhoaG4vLly0IIIZKSkoS+vr7473//K3Fk5WvixImib9++QgghRo8eLUaMGCFxROUrLy9PODo6ii1btmiU//rrr8LGxkbk5ORIFJluVNbzXAghsrOzha2trfjmm2+Eubm5ePz4sdQhlZu0tDRhZGQkzp49q1GekJAg9PX1Zf8Dys2bNwsXFxdRUFAg6tevL8LCwqQOSSdWrlwpPD09NcpatmwpFixYIFFE5S8kJER4e3trlPXo0UP8+9//ligi3UpISBBGRkbin3/+EWZmZlqf+YqEPbcSWL9+PZo0aYK6desCAJydndG+fXtZj8WsjGPyUlNTMXbsWK2pYvz8/BAUFITk5GSJItONynieq1Sm4RiWlpa4cuUK3n33XY3yd955B4mJiVo3q5Gbynp1IiIiQt2DqSL33vq1a9eqv8NUBg0ahA0bNsjqjmxFiYiIgK+vL+rUqYOePXtW7Pda6uy6MmrQoIH4/vvvNcrCwsJErVq1JIqo/O3cuVM4ODiI/Px8dZmbm5tYv369hFFReaqM57lK165dRXBwsBBCiLlz54p27dpJHBGVh8p6dSIpKUm4ubmJW7duaZTfu3dPuLu7i4SEBIkiKz+3bt0Sw4cPF5mZmRrlOTk5YuTIkeLatWsSRaYbBQUFwtnZWWzatEkIIcQvv/wi7O3txbNnzySOrHBMbnUsKSlJeHt7i3v37mmUP378WPj4+Ih//vlHosjK14cffigmT56sUTZ9+nTh6+srUUS6FxkZqdUwylVlPc+FqLwJj0rXrl3FnTt3pA5DJ7799lvRvHlzjbKOHTuKmTNnShQRUfmIiooS1tbWIjs7Wwjxv2F3u3btkjiywvEOZVTu7t27h+rVq+PkyZMaly7/+ecfeHp64vr165XiPvRKpRLx8fGoVauW1KFQOVqwYAG2bNmC33//XV3m4+ODdu3aISQkRMLIdMPS0hJ//fVXpTjPGzZsiH/9618YP368uiw8PByzZ8+uNHdoq6x+++03NGvWDMbGxlKHohODBw+GiYmJxm2lg4KCkJiYiJ07d0oYWeE45lZit27dkv1Ynco+Jk+lMv8fWRnOc5WIiAitcXmDBw+uFGONK5ObN2/C3t5e6+Ycffr0gZubG65cuSJRZLqnVCor3u1Xy1mXLl1w+/ZtqcPQicePH2PHjh2FjjeuqDeyYHIrMVXPpZwZGxvDxcWl0GXOzs4wNTXVcUSka5XhPAeY8ACAq6srDA0NpQ6j3Dk7OyMmJkbrn3MLCwscOnQIderUkSgy3auM/7hXpmMuKCjAvn370LZtW43y9957D9HR0RpTAFYUFS+iSqYyfUBU/P39cffuXanD0Im1a9ciJycHALBv3z5Ur14dAJCdnV2pevIqy3lemROelJQUTJ8+HS4uLpg6dSrmzp2LjIwMqcPSmcp0dYIqFysrK7Rr167QZW3atIGNjY2OI3o9Jrekc0ePHpX1FGAvGj58OPbv34+jR4+ioKAAp06dwtGjR7F//34MHz5c6vConFWWhOfKlSto1KgR1q1bBzs7O+zatQvR0dGoW7cuLl26JHV4OlFZrk4UZtCgQVAqlVKHUa6uXbuG8+fPIz8/HwCwevVqODg4SByVNMaNG4d79+5JHcYr8QdlEps7dy7Gjh0La2trqUPRmcr0gxM9PT0oFIpCey4VCoW6oZS7ynieA5XnR4S9e/fGs2fPsGPHDhgaGqo/41u2bMGRI0ewb98+qUMsd5WpXVOJjo5GdHQ0UlNTtf6JW7NmjURRla20tDQEBATg+PHjAJ7/VmTv3r2oXbu2xJFJ521o1wykDqCyCAoKwuzZs2Fubo6goCCNZbNmzdJ4vmjRIl2GpnOVZUyeyuXLl1G1alWNspSUFNSrV0+iiMoPz3NNlaXvIDY2FgcPHtT6XH/00Uf4+uuvJYqKylNoaChmzZqFZs2aoVq1alAoFFKHVC6CgoLw5MkTnD9/HsbGxvjkk08wevRoxMbGSh2aZN6Gdo3JrY78+eefePbsmfrvosi1gQCeJ3TLli1Tj8lr3LgxAgMDZX05KzY2Fm5ubjAw0PyomZmZybJx5HleOT179qzQWU8yMzNhbm4uQUS698UXX8DW1lbqMHRm1apVCA8P17pLmdzs27cP27dvR/369QEAK1asQL169TBp0iTo6+tr1K0M/7C/LTgsgXTiypUraNOmDUxNTdG2bVts3boVbdq0wcWLFxEdHQ1PT0+pQyQqc5VlOEaDBg0wb948dOvWDcDzy5a7du3CwoULUbVqVdnekvblqxMvk3OyY2dnh99//x3u7u5Sh1KuzMzMcOnSJdSsWRPA815Lb29vrX/QFQoFYmJiJIhQNzIyMt6qjigmt6QTHJNHcvaq4Rgvk2PCM2PGDNy4cQMREREAns8O8fTpU3zwwQeIjIyUbY+mt7e3xvOsrCwkJCQAAJo2bSrrZGfatGmwsLDA9OnTpQ6lXL377rv4+uuv0bVrV6lDkZS+vj7u3r2rNcSuouKwBNIJjskjOavswzFeHk8dFRUFFxcX9dR3clXY0KLMzEwMGzasyKmT5CI7Oxs//PADDh06hEaNGmm17XL5J27x4sUVch5XXVMoFMjLy9Mqz87OxpYtW7Ru8CA19tySTlhYWODcuXPqX1eqem4fP34MPz8/JCcnSxwhEVHZuHDhArp27YqkpCSpQyk3L/dav0jul+gro7p166Jz587o3r07jIyM1OUPHjxAQEBAhZv5hz23pBM1a9bEpUuX1MmtQqHA9evXsXDhQnTp0kXi6IiIyo5CoUBubq7UYZQrOf4gloq2fPlyjBs3Dt9//73Wsop4RYo9t6QTlXVMHhERkVzk5uZq3IRJNa1lRbtZDZNbkkRcXFylGJNHREQkVwUFBbh58yZcXV2lDkUDk1siIiIikg3+BJCIiIiIZIPJLRERERHJBpNbIiIiIpINJrdEREREJBtMbomIiIhINpjcEhEREZFsMLklIiIiItlgcktEREREsvH/AHstPTXzYJGbAAAAAElFTkSuQmCC",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1744,7 +1849,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1754,7 +1859,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1764,7 +1869,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1774,7 +1879,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArcAAAE8CAYAAADaApnxAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABLmUlEQVR4nO3deVwV1f8/8NdlB+GyKKsCIpoCahqa4q4QuOWGH3MnN0pxLzMq98oyNSu36vNRXCL3JTVXwB3NNDI1yR03wFRAVEDg/P7wd+frCCgg3MG5r+fjMQ+9Z86dec+dmXvfnDlzRiOEECAiIiIiUgEjpQMgIiIiIiorTG6JiIiISDWY3BIRERGRajC5JSIiIiLVYHJLRERERKrB5JaIiIiIVIPJLRERERGpBpNbIiIiIlINJrdEREREpBpMbknvpk6dCo1Go5d1tWnTBm3atJFe7927FxqNBuvWrdPL+t9++21Ur15dL+sqrczMTAwdOhQuLi7QaDQYO3Zsma9Dn/u8JHTHw969e8tkeVFRUdBoNPj999/LZHn0fPo8x3777TeYmZnhypUrelmfkhYvXgwPDw9kZ2crHQpRiTG5pRei+zHXTRYWFnBzc0NISAi+/fZb3Lt3r0zWc+PGDUydOhUJCQllsryyVJFjK47PP/8cUVFRGD58OFasWIEBAwYUWbd69erQaDQICgoqdP6PP/4oHQtqSvAKO85feeUVjBw5EikpKUqH91K5fPmy7LM0NjaGh4cHunfvXuHPoY8//hh9+vSBp6dngWOiqEkfiffNmzfx4Ycfom3btrCxsXnuH2yHDx9GixYtYGVlBRcXF4wePRqZmZmyOm+//TZycnLw/fffl2mss2bNgkajwR9//CErF0LA3t4eGo0Gly5dks3LysqCubk5+vbtW6axPHjwAFOnTi2zP26p4jBROgBSh+nTp8PLywuPHj1CcnIy9u7di7Fjx2Lu3Ln45ZdfUL9+fanuJ598gg8//LBEy79x4wamTZuG6tWro0GDBsV+365du0q0ntJ4Vmw//vgj8vPzyz2GFxEbG4umTZtiypQpxapvYWGBuLg4JCcnw8XFRTbvp59+goWFBbKysmTlpdnnFZHuOM/KysLBgwexaNEi/Prrrzh16hSsrKyUDu+l0qdPH3Ts2BF5eXn4+++/sWjRImzfvh1Hjhwp0Tmur3MsISEBe/bsweHDhwEArVq1wooVK2R1hg4ditdffx3h4eFSmbW1dbnHlpiYiC+//BK1atVCvXr1EB8fX2TdhIQEBAYGwsfHB3PnzsW1a9cwe/ZsnDt3Dtu3b5fqWVhYICwsDHPnzsWoUaPK7MpLixYtAAAHDx5Ew4YNpfLTp08jLS0NJiYmOHToELy8vKR5x44dQ05OjvTesvLgwQNMmzYNAGRX+Ojlx+SWykSHDh3QqFEj6XVkZCRiY2PRuXNndOnSBX///TcsLS0BACYmJjAxKd9D78GDB7CysoKZmVm5rud5TE1NFV1/caSmpsLX17fY9Zs3b45jx45h9erVGDNmjFR+7do1HDhwAN27d8f69etl79HHPteHJ4/zoUOHonLlypg7dy42b96MPn36KBzdy+W1115D//79pdfNmzdHly5dsGjRohK1FhbnHMvNzUV+fv4LfR8sXboUHh4eaNq0KQCgRo0aqFGjhqzOu+++ixo1asi2Sx/8/f1x+/ZtODg4YN26dfjPf/5TZN2PPvoI9vb22Lt3L7RaLYDHV2SGDRuGXbt2ITg4WKrbq1cvzJo1C3FxcWjXrl2ZxNqoUSNYWFjg4MGDGDVqlFR+6NAhVK5cGY0aNcLBgwdln+HBgwcBoMyT2/Jy//59VKpUSekwDBq7JVC5adeuHSZNmoQrV65g5cqVUnlh/S93796NFi1awM7ODtbW1qhduzY++ugjAI/7RTZu3BgAMGjQIOlyX1RUFIDHf3HXrVsXx48fR6tWrWBlZSW99+k+tzp5eXn46KOP4OLigkqVKqFLly64evWqrE716tXx9ttvF3jvk8t8XmyF9Qe8f/8+3nvvPbi7u8Pc3By1a9fG7NmzIYSQ1dNoNBg5ciQ2bdqEunXrwtzcHH5+ftixY0fhH/hTUlNTMWTIEDg7O8PCwgKvvvoqli1bJs3X9Te9dOkStm3bJsV++fLlZy7XwsICPXr0QHR0tKz8559/hr29PUJCQgq8p6T7XOe7776Dn58frKysYG9vj0aNGhVY7/Xr1zF48GA4OztLn9GSJUsKxHDt2jV069YNlSpVgpOTE8aNG/fC/Ql1P/hPX0bNzs7G+PHj4ejoiEqVKqF79+64detWgfcvXLgQfn5+MDc3h5ubGyIiIpCWliarozu+z5w5g7Zt28LKygpVq1bFrFmzCiwvOzsbU6ZMQc2aNWFubg53d3d88MEHBbZTd2ytXbsWvr6+sLS0REBAAP766y8AwPfff4+aNWvCwsICbdq0KfSYOHr0KNq3bw9bW1tYWVmhdevWOHToUEk+PpmnP8vNmzejU6dOcHNzg7m5Oby9vTFjxgzk5eXJ3vf0Oabr9jB79mzMmzcP3t7eMDc3x5kzZwAU75gqzKZNm9CuXbsSt2D+8ccf6NChA7RaLaytrREYGIgjR47I6ui6OOzfvx/vvPMOKleuDK1Wi4EDB+Lu3bvPXYeNjQ0cHByeWy8jIwO7d+9G//79pcQWAAYOHAhra2usWbNGVt/f3x8ODg7YvHlzMbf2+czMzNC4ceMCx8qhQ4cQEBCA5s2bFzrPzs4OdevWBQDk5+dj3rx58PPzg4WFBZydnfHOO+8U+Kx+//13hISEoEqVKrC0tISXlxcGDx4M4PFx4ujoCACYNm2a9P03depU6f1nz55Fz5494eDgAAsLCzRq1Ai//PKLbB26fbdv3z6MGDECTk5OqFatGoCSnbtUtl7+phSq0AYMGICPPvoIu3btwrBhwwqtc/r0aXTu3Bn169fH9OnTYW5ujvPnz0tfcD4+Ppg+fTomT56M8PBwtGzZEgDQrFkzaRm3b99Ghw4d0Lt3b/Tv3x/Ozs7PjOuzzz6DRqPBxIkTkZqainnz5iEoKAgJCQlSC3NxFCe2Jwkh0KVLF8TFxWHIkCFo0KABdu7ciQkTJuD69ev4+uuvZfUPHjyIDRs2YMSIEbCxscG3336L0NBQJCUloXLlykXG9fDhQ7Rp0wbnz5/HyJEj4eXlhbVr1+Ltt99GWloaxowZAx8fH6xYsQLjxo1DtWrV8N577wGA9IX/LH379kVwcDAuXLgAb29vAEB0dDR69uxZrJa05+1z4PHl5tGjR6Nnz54YM2YMsrKycPLkSRw9elTqe5eSkoKmTZtKyZqjoyO2b9+OIUOGICMjQ7o57uHDhwgMDERSUhJGjx4NNzc3rFixArGxsc+N9VkuXLgAAAX2xahRo2Bvb48pU6bg8uXLmDdvHkaOHInVq1dLdaZOnYpp06YhKCgIw4cPR2JiIhYtWoRjx47h0KFDss/x7t27aN++PXr06IFevXph3bp1mDhxIurVq4cOHToAePyD36VLFxw8eBDh4eHw8fHBX3/9ha+//hr//PMPNm3aJIvxwIED+OWXXxAREQEAmDlzJjp37owPPvgACxcuxIgRI3D37l3MmjULgwcPln1WsbGx6NChA/z9/TFlyhQYGRlh6dKlaNeuHQ4cOIDXX3/9hT/LqKgoWFtbY/z48bC2tkZsbCwmT56MjIwMfPXVV89d3tKlS5GVlYXw8HCYm5vDwcGhWMdUYa5fv46kpCS89tprJdqm06dPo2XLltBqtfjggw9gamqK77//Hm3atMG+ffvQpEkTWf2RI0fCzs4OU6dOlY6HK1euSH+Ivqi//voLubm5sqtswOOEs0GDBgX6wQKPW9hf5I+WwrRo0QIHDhzA5cuXpT9MDh06JHXrmDJlCtLS0mBnZwchBA4fPoyAgAAYGT1uj3vnnXcQFRWFQYMGYfTo0bh06RLmz5+PP/74Qzp3UlNTERwcDEdHR3z44Yews7PD5cuXsWHDBgCPv+cWLVqE4cOHo3v37ujRowcASF3oTp8+jebNm6Nq1ar48MMPUalSJaxZswbdunXD+vXr0b17d9k2jRgxAo6Ojpg8eTLu378vlRfn3KVyIIhewNKlSwUAcezYsSLr2NraioYNG0qvp0yZIp489L7++msBQNy6davIZRw7dkwAEEuXLi0wr3Xr1gKAWLx4caHzWrduLb2Oi4sTAETVqlVFRkaGVL5mzRoBQHzzzTdSmaenpwgLC3vuMp8VW1hYmPD09JReb9q0SQAQn376qaxez549hUajEefPn5fKAAgzMzNZ2Z9//ikAiO+++67Aup40b948AUCsXLlSKsvJyREBAQHC2tpatu2enp6iU6dOz1ze03Vzc3OFi4uLmDFjhhBCiDNnzggAYt++fYUeE6XZ5127dhV+fn7PjGfIkCHC1dVV/Pvvv7Ly3r17C1tbW/HgwQMhxP99HmvWrJHq3L9/X9SsWVMAEHFxcc9cj26b9uzZI27duiWuXr0qVq1aJSpXriwsLS3FtWvXZPWCgoJEfn6+9P5x48YJY2NjkZaWJoQQIjU1VZiZmYng4GCRl5cn1Zs/f74AIJYsWSKV6Y7v5cuXS2XZ2dnCxcVFhIaGSmUrVqwQRkZG4sCBA7LYFy9eLACIQ4cOSWUAhLm5ubh06ZJU9v333wsAwsXFRXZ8REZGCgBS3fz8fFGrVi0REhIi28YHDx4ILy8v8cYbbzzzs7x06ZIAIKZNmyZu3bolkpOTxd69e0XDhg0FALF+/XppeU975513hJWVlcjKypLKnj7HdMvXarUiNTVV9v7iHFOF2bNnjwAgtmzZ8sx6lSpVkn1ndOvWTZiZmYkLFy5IZTdu3BA2NjaiVatWUpnuuPH39xc5OTlS+axZswQAsXnz5mLHunbt2iKPad28/fv3F5j3n//8R7i4uBQoDw8PF5aWlsVef3Fs27ZNABArVqwQQghx8+ZN6fvj3r17wtjYWGzbtk0IIcSpU6cEAPHZZ58JIYQ4cOCAACB++ukn2TJ37NghK9+4ceNzf5tu3bolAIgpU6YUmBcYGCjq1asnO9by8/NFs2bNRK1ataQy3b5r0aKFyM3NlS2juOculT12S6ByZ21t/cxRE+zs7AA8vgxZ2htDzM3NMWjQoGLXHzhwIGxsbKTXPXv2hKurK3799ddSrb+4fv31VxgbG2P06NGy8vfeew9CCNkNHQAQFBQktYwCj1sVtFotLl68+Nz1uLi4yPqBmpqaSndF79u374W2w9jYGL169cLPP/8M4PGNZO7u7lLL9fMUZ5/b2dnh2rVrOHbsWKHzhRBYv3493nzzTQgh8O+//0pTSEgI0tPTceLECQCPPw9XV1f07NlTer+VlZXsxp/iCAoKgqOjI9zd3dG7d29YW1tj48aNqFq1qqxeeHi4rKWtZcuWyMvLk4aQ2rNnD3JycjB27FipNQoAhg0bBq1Wi23btsmWZ21tLeuDaGZmhtdff112HKxduxY+Pj6oU6eO7LPQXe6Pi4uTLTMwMFB2OV/XihgaGio7N3TlunUlJCTg3Llz6Nu3L27fvi2t5/79+wgMDMT+/fuLdR5PmTIFjo6OcHFxQZs2bXDhwgV8+eWXUgvak1dQ7t27h3///RctW7bEgwcPcPbs2ecuPzQ0tMBViOcdU0W5ffs2AMDe3r7Y78nLy8OuXbvQrVs3Wd9cV1dX9O3bFwcPHkRGRobsPeHh4bIW++HDh8PExKTMvpcePnwI4PH35dMsLCyk+U+yt7fHw4cP8eDBgzKJAXh8ZcvIyEjqS6trbW3cuDGsra1Rv359qbVY96+uv+3atWtha2uLN954Q3ac+/v7w9raWjrOdd8xW7duxaNHj0oU3507dxAbG4tevXpJx96///6L27dvIyQkBOfOncP169dl7xk2bBiMjY0LLKs45y6VPSa3VO4yMzNlP5ZPe+utt9C8eXMMHToUzs7O6N27N9asWVOiRLdq1aolulmkVq1astcajQY1a9Z8bn/TF3XlyhW4ubkV+Dx8fHyk+U/y8PAosAx7e/vn9sO7cuUKatWqJUucnrWe0ujbty/OnDmDP//8E9HR0ejdu3exL50WZ59PnDgR1tbWeP3111GrVi1ERETILo/eunULaWlp+OGHH+Do6CibdH/opKamSttbs2bNAvHVrl27RNu8YMEC7N69G3FxcThz5gwuXrxYaB/jp/ebLinS7Tfd5//0+s3MzFCjRo0C+6datWoFYn/6ODh37hxOnz5d4LN45ZVXAPzfZ1FUjLa2tgAAd3f3Qst16zp37hwAICwsrMC6/vvf/yI7Oxvp6ekFPpOnhYeHY/fu3YiJicHx48eRmpqKDz74QJp/+vRpdO/eHba2ttBqtXB0dJSShOIs/8m77XWed0w9j3iqX/yz3Lp1Cw8ePCj0GPPx8UF+fn6Bfv5Pfy9ZW1vD1dW1zL6XdH8wFNbXPCsrq9AuWbptfta5nZmZieTkZGkqrH/5k+zs7ODn5ydLYBs2bCitv1mzZrJ5uoQQeHz8paenw8nJqcDxl5mZKR3nrVu3RmhoKKZNm4YqVaqga9euWLp0abH62Z8/fx5CCEyaNKnAOnSjyjx9PhV2vAHFO3ep7LHPLZWra9euIT09HTVr1iyyjqWlJfbv34+4uDhs27YNO3bswOrVq9GuXTvs2rWr0L+GC1tGWSvqyzwvL69YMZWFotZTkh/Z8tKkSRN4e3tj7NixuHTpUonGoCzOPvfx8UFiYiK2bt2KHTt2YP369Vi4cCEmT56MadOmSYlw//79ERYWVuh6nhyCriy8/vrrBforFqas91txlpefn4969eph7ty5hdZ9OmktapnPW5fuc//qq6+KHLKrOMNf1apVq8jxktPS0tC6dWtotVpMnz4d3t7esLCwwIkTJzBx4sRi/eFb2HfC846pouj6Ab/sCYmrqyuAx+PiPu3mzZtwc3MrUH737l1YWVk98zt29uzZss/P09PzuQl5ixYtsHjxYqSlpeHQoUOy+xSaNWuGJUuW4NGjRzh48CD8/f1hYWEB4PHx5+TkhJ9++qnQ5epa63UP6zly5Ai2bNmCnTt3YvDgwZgzZw6OHDnyzGNUd3y9//77hf7xCqDAb1pRn09F/g5XMya3VK5040AW9QWhY2RkhMDAQAQGBmLu3Ln4/PPP8fHHHyMuLg5BQUFl/nQrXeuTjhAC58+flyVD9vb2Be5cBx63uj15mbEksXl6emLPnj24d++erPVWd5nV09Oz2Mt63npOnjyJ/Px8WettWa+nT58++PTTT+Hj41OisUmB5+9zAKhUqRLeeustvPXWW8jJyUGPHj3w2WefITIyEo6OjrCxsUFeXl6RSZKOp6cnTp06BSGEbH8lJiaWeJvLgu7zT0xMlB1LOTk5uHTp0nO3pzDe3t74888/ERgYWK5Pg9N1k9FqtaWKszj27t2L27dvY8OGDWjVqpVU/vSoFKXxrGNKl0A9rU6dOiVev6OjI6ysrAo9xs6ePQsjI6MCf3CcO3cObdu2lV5nZmbi5s2b6NixY7HX+yx169aFiYkJfv/9d/Tq1Usqz8nJQUJCgqxM59KlS9IVn6IMHDhQNkxXcRobWrRogUWLFmHPnj34448/MGHCBGles2bN8PDhQ2zbtg0XL15EaGioNM/b2xt79uxB8+bNi7Wepk2bomnTpvjss88QHR2Nfv36YdWqVRg6dGiR54nunDQ1NS23Y5zKF7slULmJjY3FjBkz4OXlhX79+hVZ786dOwXKdImS7hKSbszAwpLN0li+fLmsH/C6detw8+ZN2d2r3t7eOHLkCHJycqSyrVu3FriUWJLYdIPWz58/X1b+9ddfQ6PRlNndsx07dkRycrLs7vzc3Fx89913sLa2RuvWrctkPUOHDsWUKVMwZ86cEr2vOPtc189Rx8zMDL6+vhBC4NGjRzA2NkZoaCjWr1+PU6dOFVjek5dGO3bsiBs3bsgeu/zgwQP88MMPJYq7rAQFBcHMzAzffvutrAXnf//7H9LT09GpU6cSL7NXr164fv06fvzxxwLzHj58KLuD+0X4+/vD29sbs2fPLvBUKwDPvSRdHLrWric/m5ycHCxcuPCFlvu8Y6ooVatWhbu7e4meumdsbIzg4GBs3rxZ1oqZkpKC6OhotGjRQjYcFwD88MMPsjgWLVqE3NzcMvtesLW1RVBQEFauXCn7/luxYgUyMzMLHR/3xIkTRY7+olOjRg0EBQVJU/PmzZ8biy4Znjt3Lh49eiRbR/Xq1eHq6ioNmfVk4tyrVy/k5eVhxowZBZaZm5srfQ/fvXu3QOvo098xugevPP3d7eTkhDZt2uD7778vtJW7LI5xKl9suaUysX37dpw9exa5ublISUlBbGwsdu/eDU9PT/zyyy9FtogAj5/6tH//fnTq1Amenp5ITU3FwoULUa1aNelLzdvbG3Z2dli8eDFsbGxQqVIlNGnSpMh+Ts/j4OCAFi1aYNCgQUhJScG8efNQs2ZN2XBlQ4cOxbp169C+fXv06tULFy5cwMqVK2U3eJU0tjfffBNt27bFxx9/jMuXL+PVV1/Frl27sHnzZowdO7bAsksrPDwc33//Pd5++20cP34c1atXx7p163Do0CHMmzfvmX2gS8LT01M2LmRxFWefBwcHw8XFBc2bN4ezszP+/vtvzJ8/H506dZLi/+KLLxAXF4cmTZpg2LBh8PX1xZ07d3DixAns2bNHSqKHDRuG+fPnY+DAgTh+/DhcXV2xYsUKxZ4q5ujoiMjISEybNg3t27dHly5dkJiYiIULF6Jx48alegjAgAEDsGbNGrz77ruIi4tD8+bNkZeXh7Nnz2LNmjXYuXNnsbpUPI+RkRH++9//okOHDvDz88OgQYNQtWpVXL9+HXFxcdBqtdiyZcsLraNZs2awt7dHWFgYRo8eDY1GgxUrVrzwpdziHFNF6dq1KzZu3Fig9f9ZPv30U2k85xEjRsDExATff/89srOzCx3rNCcnB4GBgejVq5d0PLRo0QJdunQp1rqAx32VgccJq+6GrU8++USq99lnn6FZs2Zo3bo1wsPDce3aNcyZMwfBwcFo3769bJnHjx/HnTt30LVr12Jtb0l4eHjA3d0d8fHxqF69eoEuEc2aNcP69euh0WhkyXLr1q3xzjvvYObMmUhISEBwcDBMTU1x7tw5rF27Ft988w169uyJZcuWYeHChejevTu8vb1x7949/Pjjj9BqtVJLuKWlJXx9fbF69Wq88sorcHBwQN26dVG3bl0sWLAALVq0QL169TBs2DDUqFEDKSkpiI+Px7Vr1/Dnn3+W+WdCZUi/gzOQ2uiGQdFNZmZmwsXFRbzxxhvim2++kQ0ppPP0sFAxMTGia9euws3NTZiZmQk3NzfRp08f8c8//8jet3nzZuHr6ytMTExkQ2+1bt26yOF9ihoK7OeffxaRkZHCyclJWFpaik6dOokrV64UeP+cOXNE1apVhbm5uWjevLn4/fffCyzzWbE9PUyREELcu3dPjBs3Tri5uQlTU1NRq1Yt8dVXX8mGVRLi8XBNERERBWIqaoiyp6WkpIhBgwaJKlWqCDMzM1GvXr1ChysrzVBgz1KcocCKs8+///570apVK1G5cmVhbm4uvL29xYQJE0R6enqB7YyIiBDu7u7C1NRUuLi4iMDAQPHDDz/I6l25ckV06dJFWFlZiSpVqogxY8ZIwwcVdyiwZw0r9Kx6uuPu6fXMnz9f1KlTR5iamgpnZ2cxfPhwcffuXVmdoo7vwo6tnJwc8eWXXwo/Pz9hbm4u7O3thb+/v5g2bZrscyvs2NINofXVV18VGvvatWtl5X/88Yfo0aOHtH88PT1Fr169RExMzLM+oiLX87RDhw6Jpk2bCktLS+Hm5iY++OADsXPnzgKfY1FDgRW2/OIeU4U5ceKEAFBgqLUnPT0UmO59ISEhwtraWlhZWYm2bduKw4cPy+rojpt9+/aJ8PBwYW9vL6ytrUW/fv3E7du3nxubEEL2Pfz09LQDBw6IZs2aCQsLC+Ho6CgiIiIK/a6eOHGi8PDwKPDdVFb69OkjAIi+ffsWmDd37lwBQPj4+BT63h9++EH4+/sLS0tLYWNjI+rVqyc++OADcePGDSHE48+9T58+wsPDQ5ibmwsnJyfRuXNn8fvvv8uWc/jwYeHv7y/MzMwKDAt24cIFMXDgQOHi4iJMTU1F1apVRefOncW6deukOs/6bijJuUtlSyMEezUTERE9T2BgoPQAkLKkeyDBsWPHyqR1vSxkZ2ejevXq+PDDD2WP2SZ6GbDPLRERUTF8/vnnWL16dZkMpVfRLV26FKampnj33XeVDoWoxJjcEhERFUOTJk2Qk5NTZqONVGTvvvsukpKSCn3gA1FFx+SWiIiIiFSDfW6JiIiISDXYcktEREREqsHkloiIiIhUgw9xwOPnSN+4cQM2Njbl+thKIiIiIiodIQTu3bsHNzc32aPln8bkFsCNGzcKPOObiIiIiCqeq1evolq1akXOZ3ILSI9dvHr1aoFnfRMRERGR8jIyMuDu7v7cx2UzuQWkrgharZbJLREREVEF9rwupLyhjIiIiIhUg8ktEREREakGk1siIiIiUg0mt0RERESkGkxuiYiIiEg1mNwSERERkWowuSUiIiIi1WByS0RERESqwYc4lIHqH25TbN2Xv+ik2LqJiIiIKhq23BIRERGRajC5JSIiIiLVYHJLRERERKrB5JaIiIiIVIPJLRERERGpBpNbIiIiIlINJrdEREREpBpMbomIiIhINZjcEhEREZFqMLklIiIiItVgcktEREREqsHkloiIiIhUQ9HkdtGiRahfvz60Wi20Wi0CAgKwfft2aX5WVhYiIiJQuXJlWFtbIzQ0FCkpKbJlJCUloVOnTrCysoKTkxMmTJiA3NxcfW8KEREREVUAiia31apVwxdffIHjx4/j999/R7t27dC1a1ecPn0aADBu3Dhs2bIFa9euxb59+3Djxg306NFDen9eXh46deqEnJwcHD58GMuWLUNUVBQmT56s1CYRERERkYI0QgihdBBPcnBwwFdffYWePXvC0dER0dHR6NmzJwDg7Nmz8PHxQXx8PJo2bYrt27ejc+fOuHHjBpydnQEAixcvxsSJE3Hr1i2YmZkVa50ZGRmwtbVFeno6tFptiWOu/uG2Er+nrFz+opNi6yYiIiLSl+LmaxWmz21eXh5WrVqF+/fvIyAgAMePH8ejR48QFBQk1alTpw48PDwQHx8PAIiPj0e9evWkxBYAQkJCkJGRIbX+FiY7OxsZGRmyiYiIiIhefoont3/99Resra1hbm6Od999Fxs3boSvry+Sk5NhZmYGOzs7WX1nZ2ckJycDAJKTk2WJrW6+bl5RZs6cCVtbW2lyd3cv240iIiIiIkUontzWrl0bCQkJOHr0KIYPH46wsDCcOXOmXNcZGRmJ9PR0abp69Wq5ro+IiIiI9MNE6QDMzMxQs2ZNAIC/vz+OHTuGb775Bm+99RZycnKQlpYma71NSUmBi4sLAMDFxQW//fabbHm60RR0dQpjbm4Oc3PzMt4SIiIiIlKa4i23T8vPz0d2djb8/f1hamqKmJgYaV5iYiKSkpIQEBAAAAgICMBff/2F1NRUqc7u3buh1Wrh6+ur99iJiIiISFmKttxGRkaiQ4cO8PDwwL179xAdHY29e/di586dsLW1xZAhQzB+/Hg4ODhAq9Vi1KhRCAgIQNOmTQEAwcHB8PX1xYABAzBr1iwkJyfjk08+QUREBFtmiYiIiAyQosltamoqBg4ciJs3b8LW1hb169fHzp078cYbbwAAvv76axgZGSE0NBTZ2dkICQnBwoULpfcbGxtj69atGD58OAICAlCpUiWEhYVh+vTpSm0SERERESmowo1zqwSOc0tERERUsb1049wSEREREb0oJrdEREREpBpMbomIiIhINZjcEhEREZFqMLklIiIiItVgcktEREREqsHkloiIiIhUg8ktEREREakGk1siIiIiUg0mt0RERESkGkxuiYiIiEg1mNwSERERkWowuSUiIiIi1WByS0RERESqweSWiIiIiFSDyS0RERERqQaTWyIiIiJSDSa3RERERKQaTG6JiIiISDWY3BIRERGRajC5JSIiIiLVYHJLRERERKrB5JaIiIiIVEPR5HbmzJlo3LgxbGxs4OTkhG7duiExMVFWp02bNtBoNLLp3XffldVJSkpCp06dYGVlBScnJ0yYMAG5ubn63BQiIiIiqgBMlFz5vn37EBERgcaNGyM3NxcfffQRgoODcebMGVSqVEmqN2zYMEyfPl16bWVlJf0/Ly8PnTp1gouLCw4fPoybN29i4MCBMDU1xeeff67X7SEiIiIiZSma3O7YsUP2OioqCk5OTjh+/DhatWollVtZWcHFxaXQZezatQtnzpzBnj174OzsjAYNGmDGjBmYOHEipk6dCjMzs3LdBiIiIiKqOCpUn9v09HQAgIODg6z8p59+QpUqVVC3bl1ERkbiwYMH0rz4+HjUq1cPzs7OUllISAgyMjJw+vTpQteTnZ2NjIwM2URERERELz9FW26flJ+fj7Fjx6J58+aoW7euVN63b194enrCzc0NJ0+exMSJE5GYmIgNGzYAAJKTk2WJLQDpdXJycqHrmjlzJqZNm1ZOW0JERERESqkwyW1ERAROnTqFgwcPysrDw8Ol/9erVw+urq4IDAzEhQsX4O3tXap1RUZGYvz48dLrjIwMuLu7ly5wIiIiIqowKkS3hJEjR2Lr1q2Ii4tDtWrVnlm3SZMmAIDz588DAFxcXJCSkiKro3tdVD9dc3NzaLVa2URERERELz9Fk1shBEaOHImNGzciNjYWXl5ez31PQkICAMDV1RUAEBAQgL/++gupqalSnd27d0Or1cLX17dc4iYiIiKiiknRbgkRERGIjo7G5s2bYWNjI/WRtbW1haWlJS5cuIDo6Gh07NgRlStXxsmTJzFu3Di0atUK9evXBwAEBwfD19cXAwYMwKxZs5CcnIxPPvkEERERMDc3V3LziIiIiEjPFG25XbRoEdLT09GmTRu4urpK0+rVqwEAZmZm2LNnD4KDg1GnTh289957CA0NxZYtW6RlGBsbY+vWrTA2NkZAQAD69++PgQMHysbFJSIiIiLDoGjLrRDimfPd3d2xb9++5y7H09MTv/76a1mFRUREREQvqQpxQxkRERERUVlgcktEREREqsHkloiIiIhUg8ktEREREakGk1siIiIiUg0mt0RERESkGkxuiYiIiEg1mNwSERERkWowuSUiIiIi1WByS0RERESqweSWiIiIiFSDyS0RERERqQaTWyIiIiJSDSa3RERERKQaTG6JiIiISDWY3BIRERGRajC5JSIiIiLVYHJLRERERKrB5JaIiIiIVIPJLRERERGpBpNbIiIiIlINJrdEREREpBqKJrczZ85E48aNYWNjAycnJ3Tr1g2JiYmyOllZWYiIiEDlypVhbW2N0NBQpKSkyOokJSWhU6dOsLKygpOTEyZMmIDc3Fx9bgoRERERVQCKJrf79u1DREQEjhw5gt27d+PRo0cIDg7G/fv3pTrjxo3Dli1bsHbtWuzbtw83btxAjx49pPl5eXno1KkTcnJycPjwYSxbtgxRUVGYPHmyEptERERERArSCCGE0kHo3Lp1C05OTti3bx9atWqF9PR0ODo6Ijo6Gj179gQAnD17Fj4+PoiPj0fTpk2xfft2dO7cGTdu3ICzszMAYPHixZg4cSJu3boFMzOz5643IyMDtra2SE9Ph1arLXHc1T/cVuL3lJXLX3RSbN1ERERE+lLcfK1C9blNT08HADg4OAAAjh8/jkePHiEoKEiqU6dOHXh4eCA+Ph4AEB8fj3r16kmJLQCEhIQgIyMDp0+f1mP0RERERKQ0E6UD0MnPz8fYsWPRvHlz1K1bFwCQnJwMMzMz2NnZyeo6OzsjOTlZqvNkYqubr5tXmOzsbGRnZ0uvMzIyymoziIiIiEhBFablNiIiAqdOncKqVavKfV0zZ86Era2tNLm7u5f7OomIiIio/JUqua1RowZu375doDwtLQ01atQo8fJGjhyJrVu3Ii4uDtWqVZPKXVxckJOTg7S0NFn9lJQUuLi4SHWeHj1B91pX52mRkZFIT0+XpqtXr5Y4ZiIiIiKqeEqV3F6+fBl5eXkFyrOzs3H9+vViL0cIgZEjR2Ljxo2IjY2Fl5eXbL6/vz9MTU0RExMjlSUmJiIpKQkBAQEAgICAAPz1119ITU2V6uzevRtarRa+vr6Frtfc3BxarVY2EREREdHLr0R9bn/55Rfp/zt37oStra30Oi8vDzExMahevXqxlxcREYHo6Ghs3rwZNjY2Uh9ZW1tbWFpawtbWFkOGDMH48ePh4OAArVaLUaNGISAgAE2bNgUABAcHw9fXFwMGDMCsWbOQnJyMTz75BBERETA3Ny/J5hERERHRS65EQ4EZGT1u6NVoNHj6baampqhevTrmzJmDzp07F2/lGk2h5UuXLsXbb78N4PFDHN577z38/PPPyM7ORkhICBYuXCjrcnDlyhUMHz4ce/fuRaVKlRAWFoYvvvgCJibFy905FBgRERFRxVbcfK1U49x6eXnh2LFjqFKlygsFWVEwuSUiIiKq2Iqbr5VqKLBLly6VOjAiIiIiovJS6nFuY2JiEBMTg9TUVOTn58vmLVmy5IUDIyIiIiIqqVIlt9OmTcP06dPRqFEjuLq6Ftl3loiIiIhIn0qV3C5evBhRUVEYMGBAWcdDRERERFRqpRrnNicnB82aNSvrWIiIiIiIXkipktuhQ4ciOjq6rGMhIiIiInohpeqWkJWVhR9++AF79uxB/fr1YWpqKps/d+7cMgmOiIiIiKgkSpXcnjx5Eg0aNAAAnDp1SjaPN5cRERERkVJKldzGxcWVdRxERERERC+sVH1uiYiIiIgqolK13LZt2/aZ3Q9iY2NLHRARERERUWmVKrnV9bfVefToERISEnDq1CmEhYWVRVxERERERCVWquT266+/LrR86tSpyMzMfKGAiIiIiIhKq0z73Pbv3x9Lliwpy0USERERERVbmSa38fHxsLCwKMtFEhEREREVW6m6JfTo0UP2WgiBmzdv4vfff8ekSZPKJDAiIiIiopIqVXJra2sre21kZITatWtj+vTpCA4OLpPAiIiIiIhKqlTJ7dKlS8s6DiIiIiKiF1aq5Fbn+PHj+PvvvwEAfn5+aNiwYZkERURERERUGqVKblNTU9G7d2/s3bsXdnZ2AIC0tDS0bdsWq1atgqOjY1nGSERERERULKUaLWHUqFG4d+8eTp8+jTt37uDOnTs4deoUMjIyMHr06LKOkYiIiIioWErVcrtjxw7s2bMHPj4+Upmvry8WLFjAG8qIiIiISDGlarnNz8+HqalpgXJTU1Pk5+e/cFBERERERKVRquS2Xbt2GDNmDG7cuCGVXb9+HePGjUNgYGCxl7N//368+eabcHNzg0ajwaZNm2Tz3377bWg0GtnUvn17WZ07d+6gX79+0Gq1sLOzw5AhQ/gIYCIiIiIDVarkdv78+cjIyED16tXh7e0Nb29veHl5ISMjA999912xl3P//n28+uqrWLBgQZF12rdvj5s3b0rTzz//LJvfr18/nD59Grt378bWrVuxf/9+hIeHl2aziIiIiOglV6o+t+7u7jhx4gT27NmDs2fPAgB8fHwQFBRUouV06NABHTp0eGYdc3NzuLi4FDrv77//xo4dO3Ds2DE0atQIAPDdd9+hY8eOmD17Ntzc3EoUDxERERG93ErUchsbGwtfX19kZGRAo9HgjTfewKhRozBq1Cg0btwYfn5+OHDgQJkGuHfvXjg5OaF27doYPnw4bt++Lc2Lj4+HnZ2dlNgCQFBQEIyMjHD06NEil5mdnY2MjAzZREREREQvvxIlt/PmzcOwYcOg1WoLzLO1tcU777yDuXPnlllw7du3x/LlyxETE4Mvv/wS+/btQ4cOHZCXlwcASE5OhpOTk+w9JiYmcHBwQHJycpHLnTlzJmxtbaXJ3d29zGImIiIiIuWUKLn9888/C9zQ9aTg4GAcP378hYPS6d27N7p06YJ69eqhW7du2Lp1K44dO4a9e/e+0HIjIyORnp4uTVevXi2bgImIiIhIUSVKblNSUgodAkzHxMQEt27deuGgilKjRg1UqVIF58+fBwC4uLggNTVVVic3Nxd37twpsp8u8Lgfr1arlU1ERERE9PIrUXJbtWpVnDp1qsj5J0+ehKur6wsHVZRr167h9u3b0joCAgKQlpYmay2OjY1Ffn4+mjRpUm5xEBEREVHFVKLktmPHjpg0aRKysrIKzHv48CGmTJmCzp07F3t5mZmZSEhIQEJCAgDg0qVLSEhIQFJSEjIzMzFhwgQcOXIEly9fRkxMDLp27YqaNWsiJCQEwOMRGtq3b49hw4bht99+w6FDhzBy5Ej07t2bIyUQERERGSCNEEIUt3JKSgpee+01GBsbY+TIkahduzYA4OzZs1iwYAHy8vJw4sQJODs7F2t5e/fuRdu2bQuUh4WFYdGiRejWrRv++OMPpKWlwc3NDcHBwZgxY4Zs+Xfu3MHIkSOxZcsWGBkZITQ0FN9++y2sra2Lu1nIyMiAra0t0tPTS9VFofqH20r8nrJy+YtOiq2biIiISF+Km6+VKLkFgCtXrmD48OHYuXMndG/VaDQICQnBggUL4OXl9WKRK4DJLREREVHFVtx8rcQPcfD09MSvv/6Ku3fv4vz58xBCoFatWrC3t3+hgImIiIiIXlSpnlAGAPb29mjcuHFZxkJERERE9EJKdEMZEREREVFFxuSWiIiIiFSDyS0RERERqQaTWyIiIiJSDSa3RERERKQaTG6JiIiISDWY3BIRERGRajC5JSIiIiLVYHJLRERERKrB5JaIiIiIVIPJLRERERGpBpNbIiIiIlINJrdEREREpBpMbomIiIhINZjcEhEREZFqmCgdAL28qn+4TbF1X/6ik2LrJiIiooqLLbdEREREpBpMbomIiIhINZjcEhEREZFqMLklIiIiItVgcktEREREqqFocrt//368+eabcHNzg0ajwaZNm2TzhRCYPHkyXF1dYWlpiaCgIJw7d05W586dO+jXrx+0Wi3s7OwwZMgQZGZm6nEriIiIiKiiUDS5vX//Pl599VUsWLCg0PmzZs3Ct99+i8WLF+Po0aOoVKkSQkJCkJWVJdXp168fTp8+jd27d2Pr1q3Yv38/wsPD9bUJRERERFSBKDrObYcOHdChQ4dC5wkhMG/ePHzyySfo2rUrAGD58uVwdnbGpk2b0Lt3b/z999/YsWMHjh07hkaNGgEAvvvuO3Ts2BGzZ8+Gm5ub3raFDAfH9yUiIqq4KuxDHC5duoTk5GQEBQVJZba2tmjSpAni4+PRu3dvxMfHw87OTkpsASAoKAhGRkY4evQounfvXuiys7OzkZ2dLb3OyMgovw0hUgkm9URE9DKosDeUJScnAwCcnZ1l5c7OztK85ORkODk5yeabmJjAwcFBqlOYmTNnwtbWVprc3d3LOHoiIiIiUkKFTW7LU2RkJNLT06Xp6tWrSodERERERGWgwia3Li4uAICUlBRZeUpKijTPxcUFqampsvm5ubm4c+eOVKcw5ubm0Gq1somIiIiIXn4VNrn18vKCi4sLYmJipLKMjAwcPXoUAQEBAICAgACkpaXh+PHjUp3Y2Fjk5+ejSZMmeo+ZiIiIiJSl6A1lmZmZOH/+vPT60qVLSEhIgIODAzw8PDB27Fh8+umnqFWrFry8vDBp0iS4ubmhW7duAAAfHx+0b98ew4YNw+LFi/Ho0SOMHDkSvXv35kgJRERERAZI0eT2999/R9u2baXX48ePBwCEhYUhKioKH3zwAe7fv4/w8HCkpaWhRYsW2LFjBywsLKT3/PTTTxg5ciQCAwNhZGSE0NBQfPvtt3rfFiIiIiJSnqLJbZs2bSCEKHK+RqPB9OnTMX369CLrODg4IDo6ujzCIyIiIqKXTIXtc0tEREREVFJMbomIiIhINZjcEhEREZFqVNjH7xIRVQR87DAR0cuFLbdEREREpBpMbomIiIhINZjcEhEREZFqMLklIiIiItVgcktEREREqsHkloiIiIhUg8ktEREREakGk1siIiIiUg0mt0RERESkGkxuiYiIiEg1+PhdIiIqgI8dJqKXFVtuiYiIiEg12HJLRET0/7HFmujlx5ZbIiIiIlINttwSEREZOENtsTbU7VY7JrdEREREBkTtST27JRARERGRajC5JSIiIiLVYHJLRERERKpRoZPbqVOnQqPRyKY6depI87OyshAREYHKlSvD2toaoaGhSElJUTBiIiIiIlJShU5uAcDPzw83b96UpoMHD0rzxo0bhy1btmDt2rXYt28fbty4gR49eigYLREREREpqcKPlmBiYgIXF5cC5enp6fjf//6H6OhotGvXDgCwdOlS+Pj44MiRI2jatKm+QyUiIiIihVX4lttz587Bzc0NNWrUQL9+/ZCUlAQAOH78OB49eoSgoCCpbp06deDh4YH4+PhnLjM7OxsZGRmyiYiIiIhefhU6uW3SpAmioqKwY8cOLFq0CJcuXULLli1x7949JCcnw8zMDHZ2drL3ODs7Izk5+ZnLnTlzJmxtbaXJ3d29HLeCiIiIiPSlQndL6NChg/T/+vXro0mTJvD09MSaNWtgaWlZ6uVGRkZi/Pjx0uuMjAwmuEREREQqUKFbbp9mZ2eHV155BefPn4eLiwtycnKQlpYmq5OSklJoH90nmZubQ6vVyiYiIiIievm9VMltZmYmLly4AFdXV/j7+8PU1BQxMTHS/MTERCQlJSEgIEDBKImIiIhIKRW6W8L777+PN998E56enrhx4wamTJkCY2Nj9OnTB7a2thgyZAjGjx8PBwcHaLVajBo1CgEBARwpgYiIiMhAVejk9tq1a+jTpw9u374NR0dHtGjRAkeOHIGjoyMA4Ouvv4aRkRFCQ0ORnZ2NkJAQLFy4UOGoiYiIiEgpFTq5XbVq1TPnW1hYYMGCBViwYIGeIiIiIiKiiuyl6nNLRERERPQsTG6JiIiISDWY3BIRERGRajC5JSIiIiLVYHJLRERERKrB5JaIiIiIVIPJLRERERGpBpNbIiIiIlINJrdEREREpBpMbomIiIhINZjcEhEREZFqMLklIiIiItVgcktEREREqsHkloiIiIhUg8ktEREREakGk1siIiIiUg0mt0RERESkGkxuiYiIiEg1mNwSERERkWowuSUiIiIi1WByS0RERESqweSWiIiIiFSDyS0RERERqYZqktsFCxagevXqsLCwQJMmTfDbb78pHRIRERER6ZkqktvVq1dj/PjxmDJlCk6cOIFXX30VISEhSE1NVTo0IiIiItIjVSS3c+fOxbBhwzBo0CD4+vpi8eLFsLKywpIlS5QOjYiIiIj0yETpAF5UTk4Ojh8/jsjISKnMyMgIQUFBiI+PL/Q92dnZyM7Oll6np6cDADIyMkoVQ372g1K9ryyUNuaywO3WP263/nG79Y/brX/cbv3jdpf+vUKIZ1cUL7nr168LAOLw4cOy8gkTJojXX3+90PdMmTJFAODEiRMnTpw4ceL0kk1Xr159Zm740rfclkZkZCTGjx8vvc7Pz8edO3dQuXJlaDQavcaSkZEBd3d3XL16FVqtVq/rVhK3m9ttCLjd3G5DwO3mduuLEAL37t2Dm5vbM+u99MltlSpVYGxsjJSUFFl5SkoKXFxcCn2Pubk5zM3NZWV2dnblFWKxaLVagzo5dLjdhoXbbVi43YaF221YlNpuW1vb59Z56W8oMzMzg7+/P2JiYqSy/Px8xMTEICAgQMHIiIiIiEjfXvqWWwAYP348wsLC0KhRI7z++uuYN28e7t+/j0GDBikdGhERERHpkSqS27feegu3bt3C5MmTkZycjAYNGmDHjh1wdnZWOrTnMjc3x5QpUwp0k1A7bje32xBwu7ndhoDbze2uaDRCPG88BSIiIiKil8NL3+eWiIiIiEiHyS0RERERqQaTWyIiIiJSDSa3RERERKQaTG6JiIiISDWY3BIpIC4uDkOHDlU6DCIiItVRxTi3VDGdPHkSdevWhZGREU6ePPnMuvXr19dTVMpJSEjATz/9hFWrViE1NRUdO3ZUOiS9uXXrFqytrWFpaal0KFQOunfvDo1GU+T8DRs26DEa/Ro8eDC++eYb2NjYyMozMjIwduxYLFmyRKHIyteFCxcwb948/P333wAAX19fjBkzBt7e3gpHVn7s7e2feZzfuXNHj9Ho37lz5xAXF4fU1FTk5+fL5k2ePFmhqArH5FYB7dq1w4YNG2BnZycrv3v3LkJDQxEbG6tMYGWsQYMGSE5OhpOTExo0aACNRoMnh1XWvdZoNMjLy1Mw0vJz+fJlREdHY+XKlUhMTETLli0xefJk9OzZE/b29kqHV+6WLFmCqVOn4vr169BoNPD29sa0adPQu3dvpUMrN4b4A2hra4uNGzfC1tYWjRo1AgAcP34caWlp6NGjh8LRla+oqChUqVIF1tbWsvLMzEwsW7ZMlcntzp070aVLFzRo0ADNmzcHABw6dAh+fn7YsmUL3njjDYUjLB+TJk3Cp59+ipCQEAQEBAAA4uPjsXPnTkyaNEnh6MrXjz/+iOHDh6NKlSpwcXGRfcdpNJoKl9zyIQ4KMDIywltvvVWgFevhw4dYs2aNahK9K1euwMPDAxqNBleuXHlmXU9PTz1FpV/GxsaoXbs2Bg8ejN69e6NatWpKh6Q30dHRGDx4MMaOHYugoCB07doVs2fPxpw5cxAZGYkhQ4YoHWK5WLZsmez1/fv3cezYMWzZsgUff/wxxo0bp1Bk5WfixIm4c+cOFi9eDGNjYwBAXl4eRowYAa1Wi6+++krhCMuPkZER/Pz8YGIibyvKzc3FmTNnVPN9/qSGDRsiJCQEX3zxhaz8ww8/xK5du3DixAmFIitfoaGhaNu2LUaOHCkrnz9/Pvbs2YNNmzYpE5geeHp6YsSIEZg4caLSoRQLk1sFGBkZoX379gUeXZednY2dO3eq8svQULm5ueHu3bvo3Lkz+vfvj44dO8LU1FTpsPSiQYMG6N+/P95//30AgI2NDf7880+cPXsW7733nnQ501AsXrwYcXFxWL16tdKhlDlHR0ccPHgQtWvXlpUnJiaiWbNmuH37tkKRlT8jIyPpCtWTkpOT4ebmVuDyrRpYWFjgr7/+Qq1atWTl//zzD+rXr4+srCyFIitf1tbWSEhIQM2aNWXl58+fR4MGDZCZmalQZOVPq9UiISEBNWrUUDqUYuENZQrw9PTEihUrsHHjRtm0bNkyeHh4KB1eucrLy8PJkyeRm5urdCh6cf36dWzduhU2NjYICwuDs7Mzhg0bhr179yodWrlLTExE165dC5T7+fk9tyVfjUJCQrB9+3alwygXubm5OHv2bIHys2fPqjK5e1J+fn6BxBYAXFxcVLvtjo6OSEhIKFCekJBQ6GehFpUrV8bmzZsLlG/evBmVK1dWICL9+c9//oNdu3YpHUaxsc+tAi5dulRouaOjY5Hz1GLLli0IDQ3F8uXL0a9fP6XDKXcajQaBgYEIDAzEokWL8MsvvyA6Ohrt27dHlSpVcO3aNaVDLDc2NjZ48OBBgfKTJ0+qthvKs2g0Grz77rtKh1EuBg0ahCFDhuDChQt4/fXXAQBHjx7FF198gUGDBikcHZW1YcOGITw8HBcvXkSzZs0APO5z++WXX2L8+PEKR1d+pk2bhqFDh2Lv3r1o0qQJgMfH+Y4dO/Djjz8qHF35qlmzJiZNmoQjR46gXr16Ba5Ajh49WqHICsduCaRX3bt3R3x8POrVq4fdu3crHY5i7t69i3Xr1mHYsGFKh1JugoKC0KNHD4wYMQLA42R34MCBWLt2LT799FOEh4crHCGVlfz8fMyePRvffPMNbt68CQBwdXXFmDFj8N5770n9cNXs9OnTGDBgAH744Qfppjq1EkJg3rx5mDNnDm7cuAHgcResCRMmYPTo0c+8ofJld/ToUXz77bdStyofHx+MHj1aSnbVysvLq8h5Go0GFy9e1GM0z8fkVkFHjx5Fhw4dsH79erRt21bpcMrdv//+i2rVqmHTpk3o0qULLl68aFA3WBmaPXv24O+//8aoUaMAPB7uzdnZGYMHD0afPn0Ujq78Gdr5rZORkQHgcR89QzJhwgTMnTsX77zzDhYuXKh0OHpz7949ACgwFBqRktjnVkFRUVG4f/8+li5dqnQoevHzzz+jbt26aN++PVq2bIkVK1YoHZLepKamYvz48aruhvC0oKAgKbEFHndH2L17t0EktoDhnd86Wq3W4BLb/Px8/PTTTxg3bhxWr16NnJwcpUPSGxsbGya2VOEwuVVIdnY21qxZgxkzZmDDhg2qvstSJyoqCgMHDgQA9O/fH8uXL1c4Iv1ZsWIFvvnmG1WOeUkFGeL5DTwe17lHjx5ITExUOhS92rFjB/Ly8jBz5kxotdpCbzpSI0Pd30ePHoWDgwPi4uKUDkXvMjIy8O2331b4EVCY3Cpk8+bNsLa2xoQJE1C9enWsW7dO6ZDK1alTp3Dq1Cn07dsXwOM7L5OSknD06FGFI9OPZcuWITAwsMAYqIbAEH8IDO381lm2bBk2bdqE//3vf0qHolfLli3DW2+9BVNTU/Tr1w9RUVFKh6QXhrq/DfWqDPD4Cuy4ceMq/G8Zk1uFLFu2DP369YNGo0H//v1Vf5IsW7YMwcHBqFKlCoDH4wV269bNIH4ETpw4gfPnz2P58uW4c+cODhw4oHRIemWIPwSGdn7rLF++HH379sXKlStVOwzW09LS0rBlyxbpqtSAAQOwe/dupKSkKBxZ+TPE/W2oV2V0oqKi0LBhw4r/2y1I727evClMTU3F2bNnhRBCJCUlCWNjY3Hx4kWFIysfubm5wsXFRaxZs0ZW/uuvvwp7e3uRnZ2tUGT6MXr0aNGrVy8hhBDDhg0TgwcPVjgi/cnKyhIODg7iyy+/FJUqVRL37t1TOqRyZ2jnt86+ffuEra2tyMjIEM7OzuLXX39VOiS9WLRokfD19ZWVNWnSRMyePVuhiPTDUPf36tWrhYeHh8jPzxd+fn5i6dKlSoekN4mJicLMzEz8888/wsrKSpw4cULpkIrEllsFrFy5Eg0aNJCe5uPu7o7WrVurtg9qamoqhg8fXmBA/5CQEIwfPx7JyckKRVb+cnNzER0dLetrvG7dOjx8+FDhyPTDEC/PG9r5rbNs2TKEhobCxsYGvXv3rvgtO2Vk2bJlGDBggKysf//+qt9+Q97fhnhVBni87UFBQahVqxa6du1asfe50tm1Iapbt6747rvvZGVLly4VNWrUUCgiKi8bN24Uzs7OIi8vTyrz8vISK1euVDAq/enYsaOIjIwUQggxc+ZM0apVK4UjKn+GeH4/ePBAaLVasXfvXiGEEMePHxeWlpYiLS1N4cjKV1JSkvDy8hLXrl2Tlf/777/C29tbJCYmKhRZ+TLU/W2oV2WEECI/P1+4u7uLVatWCSGE2LZtm3B0dBSPHj1SOLLCseVWz65evQpHR8cCwyH17NkTXl5eOHfunEKR6c/PP/+M+/fvKx2GXixfvhx9+vSBkdH/nWqG0KoDAMnJydi9ezfCwsIAAP369cOhQ4dU/RQ+Qz2/169fDwcHB7Ru3RoA8Nprr6FGjRpYtWqVwpGVL3d3d1y8eBFVq1aVlVeuXBnnz5/HK6+8olBk5ctQ97ehXpUBgJiYGNy7dw/dunUD8PjKq7GxMbZt26ZsYEVgcqtn7u7uiI2NLfAcamtra+zZswe1atVSKDL9eeeddwziZot///0X27Ztk7ok6PTv3x9xcXGqH/PWEH8IDPX8Luxx2obyR5whMtT9vWzZsgLf5wMGDFD1d5rOsmXL0LNnT5ibmwMAjI2N0adPnwq7z5ncKuzatWsGc5epjjCQh+LZ2Njg3LlzaNiwoaz8lVdewaVLlwokQGpjyD8EOoZwfl+9ehWxsbFSC71O//79cezYMfzzzz8KRaZ/Wq22wj2GtKwZ6v421KsywOOn0G3YsKHQhppff/21Qo55y8fvKkyr1SIhIQE1atRQOhS9sbGxwZ9//mlQ22xorl69irCwMKxdu1aWxGdmZqJbt25YtGiRalsxn2SI57ch43cbqVF6ejr+/PNPtGrVqsC8gwcPws/PD/b29gpEVjS23CrMUP62WL58ObKzswEA27dvl/qoZWVlGUxLXqdOnXDz5k2lw9ALQ708/zRDOb+JDI0hXJXRsbW1LTSxBYAWLVpUuMQWYHJLejJo0CDs2LED+/fvR35+Po4ePYr9+/djx44dGDRokNLh6cX+/fsNZgiwpxnSD4Ghq1evHq5evap0GIro378/tFqt0mHolaHub19fX1y+fFnpMBQxYsQI/Pvvv0qH8UwmSgdg6D766CM4ODgoHUa5E0KgR48ehbZkaTQaBSIiffL19TXIy/OGcn4/6fLly3j06JHSYehVTEwMYmJi8OjRI3zwwQeyeUuWLFEoKv0wxP0NGPZVmZUrV+L999+XnjhaETG51ZPx48djxowZqFSpEsaPHy+bN336dNnruXPn6jM0vTl79iycnJxkZSkpKahTp45CEemXp6cnTE1NlQ5DEWr/IeD5bbimTZuG6dOno1GjRnB1deUf66R6L8P3OZNbPfnjjz+kv27/+OOPIuup9YsxLi4OXl5eMDGRH3JWVlaIi4tTKCr9SElJwfz58+Hh4YEJEybg1VdfRUREhMFdvlQzQz+/n9SyZUtYWloqHYbeLF68GFFRUQWeUmYoDG1/6xjiVZmXCUdLICpH586dQ4sWLWBpaYmWLVti7dq1aNGiBU6fPo2YmBj4+voqHaJezJw5E8OHD4ednZ3SoVA5uXjxIubNm4cTJ04AABo2bIgxY8agZs2aCkdWvipXrozffvsN3t7eSoeiV4a4v5++KvM0NV+VycjIeKkaZJjcEpWjHj164NGjR9iwYQNMTU2loYLWrFmDffv2Yfv27UqHWKaedXn+aWr+ITA0J06cQJs2beDl5YU2bdoAAPbu3YuLFy9i3759eO2115QNsBxNnDgR1tbWmDRpktKh6I2h7u+2bdvKXt+/fx+JiYkAAH9/f8TGxioRll4YGxvj5s2bBboWVlRMbonKkb29PXbt2oXGjRsD+L9xMIUQaNCgAe7du6dwhGWrbdu22LhxI+zs7Ar8EDxJo9Go+ofA0AQGBqJatWqIioqSul4IIRAWFoabN29i9+7dCkdYfsaMGYPly5ejfv36qF+/foF+9Wr8I86Q9/fTMjMz8fbbb6NVq1YYPXq00uGUGxMTEyQlJcHNzU1WnpWVhTVr1hR4wIPSmNwSlSNra2ucPHlSGiVAl9zeu3cPISEhSE5OVjhCohdXqVIlHD58GK+++qqsPCEhAS1btlTdH3FPMsQ/4gx5fxfm1KlT6NixI5KSkpQOpdzUrl0b7du3x5tvvgkzMzOp/M6dOwgNDUVeXp6C0RXEG8qIylH16tVx5swZKbnVaDS4fPky5syZgw4dOigcHVHZMDc3h4WFRYHySpUqwdjYWIGI9EftN8QWxpD3d2E0Gg1ycnKUDqNcLViwACNGjMB3331XYF5FvFGWD3EgKkc9evTA2rVrpdf5+fl44403kJeXhzlz5igYGVHZ8ff3x4EDBwqUHzhwQLX9Lw0Z97ecn5+f6q/CBQUF4Z9//kFWVhbu3r0rTWfPnq2QQ4OxWwKRHsXHx8PDw0N6/DCRGiQnJ+PRo0dwd3eXlV+9ehUmJiZwdXVVKDIqD9zfpJOfn4+rV6/C09NT6VBkmNwSERERkWqwWwIRERERqQaTWyIiIiJSDSa3RERERKQaTG6JiIiISDWY3BIRERGRajC5JSIiIiLVYHJLRERERKrB5JaIiIiIVOP/AZwxG840FzMzAAAAAElFTkSuQmCC",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1785,24 +1890,24 @@
    ],
    "source": [
     "# plot the distribution of phoneme pairs as a bar chart stratified by background\n",
-    "for background, background_scores in scores.groupby('Background'):\n",
+    "for background, background_scores in scores_norm.groupby('Background'):\n",
     "    plt.figure(figsize=(8, 3))\n",
-    "    pair_counts = background_scores[phoneme_pairs].sum()\n",
+    "    pair_counts = background_scores[phoneme_pairs].mean()\n",
     "    pair_counts.sort_values(ascending=False, inplace=True)\n",
     "    pair_counts.head(10).plot(kind='bar')\n",
     "    plt.title('Distribution of Missed Phoneme Pairs (Top 10) - ' + str(background))\n",
-    "    plt.ylabel('Count')\n",
+    "    plt.ylabel('Normalized Frequency')\n",
     "    plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 128,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1812,7 +1917,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1823,24 +1928,24 @@
    ],
    "source": [
     "# plot the distribution of phoneme pairs as a bar chart stratified by gender\n",
-    "for gender, gender_scores in scores.groupby('Gender'):\n",
+    "for gender, gender_scores in scores_norm.groupby('Gender'):\n",
     "    plt.figure(figsize=(8, 3))\n",
-    "    pair_counts = gender_scores[phoneme_pairs].sum()\n",
+    "    pair_counts = gender_scores[phoneme_pairs].mean()\n",
     "    pair_counts.sort_values(ascending=False, inplace=True)\n",
     "    pair_counts.head(10).plot(kind='bar')\n",
     "    plt.title('Distribution of Missed Phoneme Pairs (Top 10) - ' + str(gender))\n",
-    "    plt.ylabel('Count')\n",
+    "    plt.ylabel('Normalized Frequency')\n",
     "    plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 129,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1850,7 +1955,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1860,7 +1965,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs0AAAE8CAYAAAA7aYygAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABokklEQVR4nO3deVxN6R8H8M8trdKi6MYkqYYiIiNlydIU+o1p7GtpwoyxN/ahCNPYmmyjMWOJsQ2aLGOMZCchMsNgMAitBqVQ1Pn94dUZR7flUt2Wz/v1ui/uc55zzvc559xzv537nOfIBEEQQEREREREhVJTdQBERERERBUdk2YiIiIiomIwaSYiIiIiKgaTZiIiIiKiYjBpJiIiIiIqBpNmIiIiIqJiMGkmIiIiIioGk2YiIiIiomIwaSYiIiIiKgaTZpKYPXs2ZDJZuayrU6dO6NSpk/j+yJEjkMlk2LFjR7msf9iwYWjYsGG5rOttZWZmYvjw4ZDL5ZDJZJgwYUKpr6M897ky8o+HI0eOlMry1q9fD5lMhnPnzpXK8qh45fkZO3PmDDQ1NXHnzp1yWZ8qhYWFoUGDBsjOzlZ1KOXi9u3bkMlkWLx4cbmvu6KeNzp16oRmzZoVWy9/261fv77sg6oGmDRXYfkf9vyXtrY26tWrBw8PDyxbtgxPnjwplfUkJiZi9uzZiI+PL5XllaaKHFtJfP3111i/fj1GjRqFjRs3YujQoYXWbdiwIWQyGdzc3BRO/+GHH8RjoaJ9AbwLRcf5+++/jzFjxiAlJUXV4VUq+V+w+S91dXU0aNAAn3zySYX/DH311VcYOHAgLCwsChwThb3KI6FPSkrCtGnT0LlzZ9SqVavYPwRPnTqF9u3bQ1dXF3K5HOPGjUNmZqakzrBhw5CTk4Pvv/++1OPN/yNa0SssLKzU10dSGRkZmDNnDlq0aAE9PT3o6OigWbNmmDp1KhITE1UdXrVXQ9UBUNkLCgqCpaUlXrx4geTkZBw5cgQTJkxASEgIdu/ejebNm4t1Z86ciWnTpim1/MTERMyZMwcNGzaEg4NDiec7cOCAUut5G0XF9sMPPyAvL6/MY3gXhw4dQtu2bREYGFii+tra2jh8+DCSk5Mhl8sl0zZt2gRtbW08f/5cUv42+7wiyj/Onz9/jhMnTmDVqlXYt28fLl26BF1dXVWHV6kMHDgQPXr0QG5uLq5cuYJVq1bht99+w+nTp5X6jJfXZyw+Ph4HDx7EqVOnAAAdO3bExo0bJXWGDx+ONm3aYOTIkWKZnp5emcd27do1LFiwADY2NrC3t0dMTEyhdePj49G1a1fY2toiJCQE9+7dw+LFi3H9+nX89ttvYj1tbW34+PggJCQEY8eOLZNfilatWlVg+zg5OZX6eug///zzD9zc3JCQkIC+ffti5MiR0NTUxB9//IE1a9bgl19+wd9//63UMi0sLPDs2TNoaGiUUdTVC5PmaqB79+5o3bq1+H769Ok4dOgQ/ve//6Fnz564cuUKdHR0AAA1atRAjRple1g8ffoUurq60NTULNP1FKcynERSU1NhZ2dX4vrt2rXD2bNnsW3bNowfP14sv3fvHo4fP45PPvkEO3fulMxTHvu8PLx+nA8fPhzGxsYICQnBrl27MHDgQBVHV7m0atUKQ4YMEd+3a9cOPXv2xKpVq5S6ulmSz9jLly+Rl5f3TueDdevWoUGDBmjbti0AoFGjRmjUqJGkzueff45GjRpJ2lUeHB0d8e+//6J27drYsWMH+vbtW2jdGTNmwMjICEeOHIG+vj6AV78gjRgxAgcOHIC7u7tYt1+/fli4cCEOHz6MLl26lHrcffr0gYmJSakvlxR7+fIlevXqhZSUFBw5cgTt27eXTJ8/fz4WLFig9HLzf32j0sHuGdVUly5dMGvWLNy5cwc//fSTWK6of2tUVBTat28PQ0ND6OnpoXHjxpgxYwaAV/1OP/jgAwCAr6+v+DNefv+p/H5XcXFx6NixI3R1dcV53+zTnC83NxczZsyAXC5HzZo10bNnT9y9e1dSp2HDhhg2bFiBeV9fZnGxKepvmZWVhS+//BLm5ubQ0tJC48aNsXjxYgiCIKknk8kwZswYREZGolmzZtDS0kLTpk2xf/9+xRv8DampqfDz84OpqSm0tbXRokULhIeHi9Pz+/PeunULv/76qxj77du3i1yutrY2evXqhc2bN0vKt2zZAiMjI3h4eBSYR9l9nm/58uVo2rQpdHV1YWRkhNatWxdY7/379/Hpp5/C1NRU3EZr164tEMO9e/fg5eWFmjVrom7dupg4ceI799fMTyRu3bolKc/Ozoa/vz/q1KmDmjVr4pNPPkFaWlqB+b/77js0bdoUWlpaqFevHkaPHo3Hjx9L6uQf33/99Rc6d+4MXV1d1K9fHwsXLiywvOzsbAQGBsLa2hpaWlowNzfHlClTCrQz/9javn077OzsoKOjA2dnZ/z5558AgO+//x7W1tbQ1tZGp06dFB4TsbGx6NatGwwMDKCrqwtXV1ecPHlSmc0n8ea23LVrFzw9PVGvXj1oaWnBysoKc+fORW5urmS+Nz9jr/dNDQ0NhZWVFbS0tPDXX38BKNkxpUhkZCS6dOmi9BXXCxcuoHv37tDX14eenh66du2K06dPS+rkd/U4duwYPvvsMxgbG0NfXx/e3t549OhRseuoVasWateuXWy9jIwMREVFYciQIWLCDADe3t7Q09PDzz//LKnv6OiI2rVrY9euXSVsben4448/MGzYMDRq1Aja2tqQy+X49NNP8e+//xaoe//+ffj5+YnHiaWlJUaNGoWcnByxzuPHjzFhwgTxnGttbY0FCxYU+gvFt99+CwsLC+jo6MDV1RWXLl0qUOfQoUPo0KEDatasCUNDQ3z88ce4cuVKgXol2f+KPHr0CG3atMF7772Ha9euFVu/JHbu3ImLFy/iq6++KpAwA4C+vj7mz59foLy4c4+iPs3Dhg2Dnp4e7t+/Dy8vL+jp6aFOnTqYNGlSgc9wXl4eQkND0bRpU2hra8PU1BSfffZZgWP/3Llz8PDwgImJCXR0dGBpaYlPP/30rZZVkVX+y0v01oYOHYoZM2bgwIEDGDFihMI6ly9fxv/+9z80b94cQUFB0NLSwo0bN8QvYFtbWwQFBSEgIAAjR45Ehw4dAAAuLi7iMv799190794dAwYMwJAhQ2BqalpkXPPnz4dMJsPUqVORmpqK0NBQuLm5IT4+XrwiXhIlie11giCgZ8+eOHz4MPz8/ODg4IDff/8dkydPxv379/Htt99K6p84cQIRERH44osvUKtWLSxbtgy9e/dGQkICjI2NC43r2bNn6NSpE27cuIExY8bA0tIS27dvx7Bhw/D48WOMHz8etra22LhxIyZOnIj33nsPX375JQCgTp06xbZ70KBBcHd3x82bN2FlZQUA2Lx5M/r06VOiK3/F7XPg1c/u48aNQ58+fTB+/Hg8f/4cf/zxB2JjYzFo0CAAQEpKCtq2bSsmgXXq1MFvv/0GPz8/ZGRkiDc1Pnv2DF27dkVCQgLGjRuHevXqYePGjTh06FCxsRbl5s2bAFBgX4wdOxZGRkYIDAzE7du3ERoaijFjxmDbtm1indmzZ2POnDlwc3PDqFGjcO3aNaxatQpnz57FyZMnJdvx0aNH6NatG3r16oV+/fphx44dmDp1Kuzt7dG9e3cAr74sevbsiRMnTmDkyJGwtbXFn3/+iW+//RZ///03IiMjJTEeP34cu3fvxujRowEAwcHB+N///ocpU6bgu+++wxdffIFHjx5h4cKF+PTTTyXb6tChQ+jevTscHR0RGBgINTU1rFu3Dl26dMHx48fRpk2bd96W69evh56eHvz9/aGnp4dDhw4hICAAGRkZWLRoUbHLW7duHZ4/f46RI0dCS0sLtWvXLtExpcj9+/eRkJCAVq1aKdWmy5cvo0OHDtDX18eUKVOgoaGB77//Hp06dcLRo0cLdEUYM2YMDA0NMXv2bPF4uHPnjvgH7rv6888/8fLlS8mvggCgqakJBwcHXLhwocA8rVq1eqc/hory8OFDyXt1dXUYGRkhKioK//zzD3x9fSGXy3H58mWsXr0aly9fxunTp8VtkZiYiDZt2uDx48cYOXIkmjRpgvv372PHjh14+vQpNDU18fTpU7i6uuL+/fv47LPP0KBBA5w6dQrTp09HUlISQkNDJTFs2LABT548wejRo/H8+XMsXboUXbp0wZ9//il+rxw8eBDdu3dHo0aNMHv2bDx79gzLly9Hu3btcP78efGPOGX3f74HDx7gww8/xMOHD3H06FHxHPuudu/eDQBF3rfyppKcewqTm5sLDw8PODk5YfHixTh48CCWLFkCKysrjBo1Sqz32WefYf369fD19cW4ceNw69YtrFixAhcuXBDPhampqXB3d0edOnUwbdo0GBoa4vbt24iIiJCssyTLqvAEqrLWrVsnABDOnj1baB0DAwOhZcuW4vvAwEDh9cPi22+/FQAIaWlphS7j7NmzAgBh3bp1Baa5uroKAISwsDCF01xdXcX3hw8fFgAI9evXFzIyMsTyn3/+WQAgLF26VCyzsLAQfHx8il1mUbH5+PgIFhYW4vvIyEgBgDBv3jxJvT59+ggymUy4ceOGWAZA0NTUlJRdvHhRACAsX768wLpeFxoaKgAQfvrpJ7EsJydHcHZ2FvT09CRtt7CwEDw9PYtc3pt1X758KcjlcmHu3LmCIAjCX3/9JQAQjh49qvCYeJt9/vHHHwtNmzYtMh4/Pz/BzMxMePDggaR8wIABgoGBgfD06VNBEP7bHj///LNYJysrS7C2thYACIcPHy5yPfltOnjwoJCWlibcvXtX2Lp1q2BsbCzo6OgI9+7dk9Rzc3MT8vLyxPknTpwoqKurC48fPxYEQRBSU1MFTU1Nwd3dXcjNzRXrrVixQgAgrF27VizLP743bNgglmVnZwtyuVzo3bu3WLZx40ZBTU1NOH78uCT2sLAwAYBw8uRJsQyAoKWlJdy6dUss+/777wUAglwulxwf06dPFwCIdfPy8gQbGxvBw8ND0sanT58KlpaWwocffljktrx165YAQJgzZ46QlpYmJCcnC0eOHBFatmwpABB27twpLu9Nn332maCrqys8f/5cLHvzM5a/fH19fSE1NVUyf0mOKUUOHjwoABD27NlTZL2aNWtKzhleXl6CpqamcPPmTbEsMTFRqFWrltCxY0exLP+4cXR0FHJycsTyhQsXCgCEXbt2lTjW7du3F3pM5087duxYgWl9+/YV5HJ5gfKRI0cKOjo6JV5/SeSfD9585e9HRft+y5YtBWL39vYW1NTUFH7/5B+bc+fOFWrWrCn8/fffkunTpk0T1NXVhYSEBEEQ/jtuXv88C4IgxMbGCgCEiRMnimUODg5C3bp1hX///Vcsu3jxoqCmpiZ4e3uLZcru/7NnzwpJSUlC06ZNhUaNGgm3b98uekMqqWXLloKBgUGJ65f03JO/7V7/DvTx8REACEFBQQVicHR0FN8fP35cACBs2rRJUm///v2S8l9++aXYXKOky6ro2D2jmtPT0ytyFA1DQ0MAr36OfdsberS0tODr61vi+t7e3qhVq5b4vk+fPjAzM8O+ffveav0ltW/fPqirq2PcuHGS8i+//BKCIEhuxAEANzc3yVWG5s2bQ19fH//880+x65HL5ZJ+thoaGuJd8kePHn2ndqirq6Nfv37YsmULgFc3AJqbm4tX2otTkn1uaGiIe/fu4ezZswqnC4KAnTt34qOPPoIgCHjw4IH48vDwQHp6Os6fPw/g1fYwMzNDnz59xPl1dXUlN2yVhJubG+rUqQNzc3MMGDAAenp6+OWXX1C/fn1JvZEjR0quDHbo0AG5ubniUGUHDx5ETk4OJkyYADW1/06RI0aMgL6+Pn799VfJ8vT09CT9ZDU1NdGmTRvJcbB9+3bY2tqiSZMmkm2R3+3h8OHDkmV27dpV0q0h/6pX7969JZ+N/PL8dcXHx+P69esYNGgQ/v33X3E9WVlZ6Nq1K44dO1aiz3FgYCDq1KkDuVyOTp064ebNm1iwYAF69eoFAJJffJ48eYIHDx6gQ4cOePr0Ka5evVrs8nv37l3gV5PijqnC5HcLMDIyKvE8ubm5OHDgALy8vCR9n83MzDBo0CCcOHECGRkZknlGjhwpuRI2atQo1KhRo9TOS8+ePQPw6nz5Jm1tbXH664yMjPDs2TM8ffq0VGJ43c6dOxEVFSW+Nm3aBEC6758/f44HDx6IfcnzP9N5eXmIjIzERx99VODKOQDx87d9+3Z06NABRkZGks+Fm5sbcnNzcezYMcl8Xl5eks9zmzZt4OTkJO6DpKQkxMfHY9iwYZIuMc2bN8eHH34o1nub/X/v3j24urrixYsXOHbsGCwsLJTcokXLyMiQfLZLoiTnnqJ8/vnnkvcdOnQocN4yMDDAhx9+KNk/jo6O0NPTE89b+d8Ze/fuxYsXLxSuq6TLqujYPaOay8zMRN26dQud3r9/f/z4448YPnw4pk2bhq5du6JXr17o06ePJKEoSv369ZW6ycfGxkbyXiaTwdrautj+vO/qzp07qFevXoETl62trTj9dQ0aNCiwDCMjo2L7Z925cwc2NjYFtl9h63kbgwYNwrJly3Dx4kVs3rwZAwYMKPFPyCXZ51OnTsXBgwfRpk0bWFtbw93dHYMGDUK7du0AAGlpaXj8+DFWr16N1atXK1xPamqq2F5ra+sC8TVu3FipNq9cuRLvv/8+atSoAVNTUzRu3FjhMfrmfstPtvL3W/72f3P9mpqaaNSoUYH989577xWI3cjICH/88Yf4/vr167hy5Uqh3Wvyt0VhMRoYGAAAzM3NFZbnx379+nUAgI+Pj8L1AEB6enqxCebIkSPRt29fqKmpwdDQUOzbne/y5cuYOXMmDh06VCC5SE9PL3LZAGBpaVmgrLhjqjjCG/cdFCUtLQ1Pnz5VeIzZ2toiLy8Pd+/eRdOmTcXyN89Lenp6MDMzK7XzUn4yqqgv//PnzxV2Tctvc1Gf7czMTMmQderq6iXq5tWxY0eFNwI+fPgQc+bMwdatWwsct/n7Pi0tDRkZGcWOI3z9+nX88ccfJf5cvLkPAOD9998X+3sX9tkFXu3X33//HVlZWXjy5InS+3/o0KGoUaMGrly5UmBkIkVyc3ML3CtRu3btQr8LS3LB5U0lOfcURltbu8B2f/P76/r160hPTy80R8jfP66urujduzfmzJmDb7/9Fp06dYKXlxcGDRoknjdKuqyKjklzNXbv3j2kp6fD2tq60Do6Ojo4duwYDh8+jF9//RX79+/Htm3b0KVLFxw4cADq6urFrkeZfsglVdiXRG5uboliKg2FrUeZL++y4uTkBCsrK0yYMAG3bt0qsk/om0qyz21tbXHt2jXs3bsX+/fvx86dO/Hdd98hICAAc+bMEa9mDhkypNAE7vWhDktDmzZtFF7VelNp77eSLC8vLw/29vYICQlRWPfNZLiwZRa3rvztvmjRokKHhivJMGs2NjaFjvf9+PFjuLq6Ql9fH0FBQbCysoK2tjbOnz+PqVOnluhKtqJzQnHHVGHy+1lXppuJFDEzMwPw6mrpm5KSklCvXr0C5Y8ePYKurm6R59jFixdLtp+FhcU7Jfr9+vXDqVOnMHnyZDg4OEBPTw95eXno1q2b0r9G5uXl4cMPP8SUKVMUTn///fffOs7S1qtXL2zYsAFLly5FcHBwsfXv3r1b4I/Dw4cPK7z5HQCaNGmCCxcu4O7duwXOB4V5l3NZSb4n8/LyULduXfFXhjflJ935DyU7ffo09uzZg99//x2ffvoplixZgtOnT4vHSEmWVdExaa7G8scxVTSiwuvU1NTQtWtXdO3aFSEhIfj666/x1Vdf4fDhw3Bzcyv1MULzr5blEwQBN27ckCRZRkZGBUYyAF5daXj95zZlYrOwsMDBgwfx5MkTydXm/J+bS+vnOAsLC/zxxx/Iy8uTXAkt7fUMHDgQ8+bNg62trVJj6wLF73MAqFmzJvr374/+/fsjJycHvXr1wvz58zF9+nTUqVMHtWrVQm5ubqHJVz4LCwtcunQJgiBI9ldp3ZWurPztf+3aNcmxlJOTg1u3bhXbHkWsrKxw8eJFdO3atUyfvpjfXUhfX/+t4iyJI0eO4N9//0VERAQ6duwolr85SsnbKOqYKmzYrCZNmii9/jp16kBXV1fhMXb16lWoqakVSFyuX7+Ozp07i+8zMzORlJSEHj16lHi9RWnWrBlq1KiBc+fOoV+/fmJ5Tk4O4uPjJWX5bt26Jf5CVRhvb2/JaAzvchHj0aNHiI6Oxpw5cxAQECCWv3nOrlOnDvT19RWObPE6KysrZGZmlvhYfXM9APD333+LXZle/+y+6erVqzAxMUHNmjWhra2t9P4fO3YsrK2tERAQAAMDg2LHtpfL5YiKipKUtWjRotD6H330EbZs2YKffvoJ06dPL3LZ5cXKygoHDx5Eu3btSnTctG3bFm3btsX8+fOxefNmDB48GFu3bsXw4cOVXlZFxT7N1dShQ4cwd+5cWFpaYvDgwYXWe/MOagBiApb/M2LNmjUBQGES+zby75DOt2PHDiQlJUnuBrayssLp06clQxft3bu3wNB0ysSW/zCHFStWSMq//fZbyGSyYu9GLqkePXogOTlZMlrDy5cvsXz5cujp6cHV1bVU1jN8+HAEBgZiyZIlSs1Xkn3+5vBSmpqasLOzgyAIePHiBdTV1dG7d2/s3LlT4Rfn6z9b9ujRA4mJiZLHpz99+rTQbh1lzc3NDZqamli2bJnkis2aNWuQnp4OT09PpZfZr18/3L9/Hz/88EOBac+ePUNWVtY7xZzP0dERVlZWWLx4cYGnyAFQOLSesvKvUL2+bXJycvDdd9+903KLO6YKU79+fZibmyv1lEt1dXW4u7tj165dkquuKSkp2Lx5M9q3by8Z9g0AVq9eLYlj1apVePnyZamdFwwMDODm5oaffvpJcv7buHEjMjMzFY7vfP78+UJHA8rXqFEjuLm5ia+SdndRRNG+B1BglAs1NTV4eXlhz549CvdL/vz9+vVDTEwMfv/99wJ1Hj9+jJcvX0rKIiMjcf/+ffH9mTNnEBsbK+4DMzMzODg4IDw8XHLOv3TpEg4cOCD+gfM2+x8AZs2ahUmTJmH69OlYtWpVgemv09bWlmx3Nze3IrtF9enTB/b29pg/f77CB+A8efIEX331VZHrLG39+vVDbm4u5s6dW2Day5cvxW386NGjAsfEm98ZJV1WRccrzdXAb7/9hqtXr+Lly5dISUnBoUOHEBUVBQsLC+zevbvIgc+DgoJw7NgxeHp6wsLCAqmpqfjuu+/w3nvviVcvrKysYGhoiLCwMNSqVQs1a9aEk5OTwn6LJVG7dm20b98evr6+SElJQWhoKKytrSXD4g0fPhw7duxAt27d0K9fP9y8eRM//fRTgeF/lInto48+QufOnfHVV1/h9u3baNGiBQ4cOIBdu3ZhwoQJpTa00MiRI/H9999j2LBhiIuLQ8OGDbFjxw6cPHkSoaGhSt8MUhgLCwvMnj1b6flKss/d3d0hl8vRrl07mJqa4sqVK1ixYgU8PT3F+L/55hscPnwYTk5OGDFiBOzs7PDw4UOcP38eBw8eFJPzESNGYMWKFfD29kZcXBzMzMywceNGlT3Fr06dOpg+fTrmzJmDbt26oWfPnrh27Rq+++47fPDBB2/1cIyhQ4fi559/xueff47Dhw+jXbt2yM3NxdWrV/Hzzz/j999/L1HXkuKoqanhxx9/RPfu3dG0aVP4+vqifv36uH//Pg4fPgx9fX3s2bPnndbh4uICIyMj+Pj4YNy4cZDJZNi4ceM7d0sqyTFVmI8//hi//PJLgV8rijJv3jxxPPIvvvgCNWrUwPfff4/s7GyF42zn5OSga9eu6Nevn3g8tG/fHj179izRuoBXfcGBV4nwiRMnALx6Ime++fPnw8XFBa6urhg5ciTu3buHJUuWwN3dHd26dZMsMy4uDg8fPsTHH39covaWBn19fXTs2BELFy7EixcvUL9+fRw4cEDhVf6vv/4aBw4cENtia2uLpKQkbN++HSdOnIChoSEmT56M3bt343//+x+GDRsGR0dHZGVl4c8//8SOHTtw+/ZtSb9qa2trtG/fHqNGjUJ2djZCQ0NhbGws6d6xaNEidO/eHc7OzvDz8xOHnDMwMJCcD5Xd/68vPz09HaNHj0atWrVK7WE5GhoaiIiIgJubGzp27Ih+/fqhXbt20NDQwOXLl7F582YYGRkpHKu5rLi6uuKzzz5DcHAw4uPj4e7uDg0NDVy/fh3bt2/H0qVL0adPH4SHh+O7777DJ598AisrKzx58gQ//PAD9PX1xT9USrqsCq9cx+qgcpU/VE7+S1NTU5DL5cKHH34oLF26VDJ0Vb43hx+Ljo4WPv74Y6FevXqCpqamUK9ePWHgwIEFhgjatWuXYGdnJ9SoUUMyvI2rq2uhw0gVNuTcli1bhOnTpwt169YVdHR0BE9PT+HOnTsF5l+yZIlQv359QUtLS2jXrp1w7ty5AsssKrY3h8MSBEF48uSJMHHiRKFevXqChoaGYGNjIyxatEgyfJcgvBoWbPTo0QViKmwovDelpKQIvr6+gomJiaCpqSnY29srHBbvbYacK0pJhpwryT7//vvvhY4dOwrGxsaClpaWYGVlJUyePFlIT08v0M7Ro0cL5ubmgoaGhiCXy4WuXbsKq1evltS7c+eO0LNnT0FXV1cwMTERxo8fLw5FVNIh54oa7qioevnH3ZvrWbFihdCkSRNBQ0NDMDU1FUaNGiU8evRIUqew41vRsZWTkyMsWLBAaNq0qaClpSUYGRkJjo6Owpw5cyTbTdGxlT9s1KJFixTGvn37dkn5hQsXhF69eon7x8LCQujXr58QHR1d1CYqdD1vOnnypNC2bVtBR0dHqFevnjBlyhTh999/L7AdCxtyTtHyS3pMKXL+/HkBQIEh/V735pBz+fN5eHgIenp6gq6urtC5c2fh1KlTkjr5x83Ro0eFkSNHCkZGRoKenp4wePBgybBmRXn9PPzm603Hjx8XXFxcBG1tbaFOnTrC6NGjFZ6rp06dKjRo0KDAueld5Z8PChty8t69e8Inn3wiGBoaCgYGBkLfvn2FxMREAYAQGBgoqXvnzh3B29tbqFOnjqClpSU0atRIGD16tJCdnS3WefLkiTB9+nTB2tpa0NTUFExMTAQXFxdh8eLF4hB/rx83S5YsEczNzQUtLS2hQ4cOwsWLFwvEePDgQaFdu3aCjo6OoK+vL3z00UfCX3/9VaCeMvv/9fNGbm6uMHDgQKFGjRpCZGRkibdtSTx69EgICAgQ7O3tBV1dXUFbW1to1qyZMH36dCEpKUmsV9JzT2FDztWsWbPAvG9+F+RbvXq14OjoKOjo6Ai1atUS7O3thSlTpgiJiYmCILzajgMHDhQaNGggaGlpCXXr1hX+97//CefOnVN6WRWdTBAqwF1LRERE76Br167ig3FKU/7DGM6ePVsqvwaUhuzsbDRs2BDTpk3D+PHjVR0OUbXBPs1ERFTpff3119i2bVupDNlY0a1btw4aGhoFxtklorLFpJmIiCo9Jycn5OTklPpDJyqizz//HAkJCQofhEJEZYdJMxERERFRMdinmYiIiIioGLzSTERERERUDCbNRERERETF4MNNylBeXh4SExNRq1atMn10LhERERG9HUEQ8OTJE9SrVw9qaoVfT2bSXIYSExMLPL+eiIiIiCqeu3fv4r333it0OpPmMpT/6Ne7d+8qfI49EREREalWRkYGzM3NxbytMEyay1B+lwx9fX0mzUREREQVWHFdaXkjIBERERFRMZg0ExEREREVg0kzEREREVExmDQTERERERWDSTMRERERUTGYNBMRERERFYNJMxERERFRMZg0ExEREREVQ+UPN1m5ciUWLVqE5ORktGjRAsuXL0ebNm0Krb99+3bMmjULt2/fho2NDRYsWIAePXqI0yMiIhAWFoa4uDg8fPgQFy5cgIODgzj99u3bsLS0VLjsn3/+GX379gWgeIDrLVu2YMCAAW/ZUuU1nPZrua3rTbe/8VTZuomIiIgqGpVead62bRv8/f0RGBiI8+fPo0WLFvDw8EBqaqrC+qdOncLAgQPh5+eHCxcuwMvLC15eXrh06ZJYJysrC+3bt8eCBQsULsPc3BxJSUmS15w5c6Cnp4fu3btL6q5bt05Sz8vLq9TaTkRERESVh0wQBEFVK3dycsIHH3yAFStWAADy8vJgbm6OsWPHYtq0aQXq9+/fH1lZWdi7d69Y1rZtWzg4OCAsLExSN/+K8ptXmhVp2bIlWrVqhTVr1ohlMpkMv/zyyzslyhkZGTAwMEB6evpbPUabV5qJiIiIylZJ8zWVXWnOyclBXFwc3Nzc/gtGTQ1ubm6IiYlROE9MTIykPgB4eHgUWr8k4uLiEB8fDz8/vwLTRo8eDRMTE7Rp0wZr165FcX9fZGdnIyMjQ/IiIiIiospPZX2aHzx4gNzcXJiamkrKTU1NcfXqVYXzJCcnK6yfnJz81nGsWbMGtra2cHFxkZQHBQWhS5cu0NXVxYEDB/DFF18gMzMT48aNK3RZwcHBmDNnzlvHQkREREQVk8pvBFSlZ8+eYfPmzZg1a1aBaa+XtWzZEllZWVi0aFGRSfP06dPh7+8vvs/IyIC5uXnpBk1ERERE5U5l3TNMTEygrq6OlJQUSXlKSgrkcrnCeeRyuVL1i7Njxw48ffoU3t7exdZ1cnLCvXv3kJ2dXWgdLS0t6OvrS15EREREVPmp7EqzpqYmHB0dER0dLd5sl5eXh+joaIwZM0bhPM7OzoiOjsaECRPEsqioKDg7O79VDGvWrEHPnj1Rp06dYuvGx8fDyMgIWlpab7UuKjneAElEREQVjUq7Z/j7+8PHxwetW7dGmzZtEBoaiqysLPj6+gIAvL29Ub9+fQQHBwMAxo8fD1dXVyxZsgSenp7YunUrzp07h9WrV4vLfPjwIRISEpCYmAgAuHbtGoBXV6lfvyJ948YNHDt2DPv27SsQ1549e5CSkoK2bdtCW1sbUVFR+PrrrzFp0qQy2xZEREREVHGpNGnu378/0tLSEBAQgOTkZDg4OGD//v3izX4JCQlQU/uvB4mLiws2b96MmTNnYsaMGbCxsUFkZCSaNWsm1tm9e7eYdAMQH0YSGBiI2bNni+Vr167Fe++9B3d39wJxaWhoYOXKlZg4cSIEQYC1tTVCQkIwYsSI0t4ERERERFQJqHSc5qqO4zS/nerabiIiIip/FX6cZiIiIiKiyoJJMxERERFRMZg0ExEREREVg0kzEREREVExmDQTERERERWDSTMRERERUTGYNBMRERERFYNJMxERERFRMZg0ExEREREVg0kzEREREVExmDQTERERERWDSTMRERERUTGYNBMRERERFYNJMxERERFRMZg0ExEREREVg0kzEREREVExmDQTERERERVD6aQ5MDAQd+7cKYtYiIiIiIgqJKWT5l27dsHKygpdu3bF5s2bkZ2dXRZxERERERFVGEonzfHx8Th79iyaNm2K8ePHQy6XY9SoUTh79mxZxEdEREREpHJv1ae5ZcuWWLZsGRITE7FmzRrcu3cP7dq1Q/PmzbF06VKkp6eXeFkrV65Ew4YNoa2tDScnJ5w5c6bI+tu3b0eTJk2gra0Ne3t77Nu3TzI9IiIC7u7uMDY2hkwmQ3x8fIFldOrUCTKZTPL6/PPPJXUSEhLg6ekJXV1d1K1bF5MnT8bLly9L3C4iIiIiqjre6UZAQRDw4sUL5OTkQBAEGBkZYcWKFTA3N8e2bduKnX/btm3w9/dHYGAgzp8/jxYtWsDDwwOpqakK6586dQoDBw6En58fLly4AC8vL3h5eeHSpUtinaysLLRv3x4LFiwoct0jRoxAUlKS+Fq4cKE4LTc3F56ensjJycGpU6cQHh6O9evXIyAgoIRbhoiIiIiqEpkgCIKyM8XFxWHdunXYsmULtLS04O3tjeHDh8Pa2hoAsHz5csybNw8pKSlFLsfJyQkffPABVqxYAQDIy8uDubk5xo4di2nTphWo379/f2RlZWHv3r1iWdu2beHg4ICwsDBJ3du3b8PS0hIXLlyAg4ODZFqnTp3g4OCA0NBQhXH99ttv+N///ofExESYmpoCAMLCwjB16lSkpaVBU1OzyHbly8jIgIGBAdLT06Gvr1+ieV7XcNqvSs9TWm5/46mydVfXdhMREVH5K2m+pvSVZnt7e7Rt2xa3bt3CmjVrcPfuXXzzzTdiwgwAAwcORFpaWpHLycnJQVxcHNzc3P4LRk0Nbm5uiImJUThPTEyMpD4AeHh4FFq/KJs2bYKJiQmaNWuG6dOn4+nTp5L12Nvbiwlz/noyMjJw+fLlQpeZnZ2NjIwMyYuIiIiIKr8ays7Qr18/fPrpp6hfv36hdUxMTJCXl1fkch48eIDc3FxJYgoApqamuHr1qsJ5kpOTFdZPTk4uYfSvDBo0CBYWFqhXrx7++OMPTJ06FdeuXUNERESR68mfVpjg4GDMmTNHqViIiIiIqOJTOmmeNWtWWcRRrkaOHCn+397eHmZmZujatStu3rwJKyurt17u9OnT4e/vL77PyMiAubn5O8VKRERERKqndPeM3r17K7zJbuHChejbt2+Jl2NiYgJ1dfUC/Z5TUlIgl8sVziOXy5WqX1JOTk4AgBs3bhS5nvxphdHS0oK+vr7kRURERESVn9JJ87Fjx9CjR48C5d27d8exY8dKvBxNTU04OjoiOjpaLMvLy0N0dDScnZ0VzuPs7CypDwBRUVGF1i+p/GHpzMzMxPX8+eefklE8oqKioK+vDzs7u3daFxERERFVPkp3z8jMzFQ4eoSGhobSN775+/vDx8cHrVu3Rps2bRAaGoqsrCz4+voCALy9vVG/fn0EBwcDAMaPHw9XV1csWbIEnp6e2Lp1K86dO4fVq1eLy3z48CESEhKQmJgIALh27RqAV1eI5XI5bt68ic2bN6NHjx4wNjbGH3/8gYkTJ6Jjx45o3rw5AMDd3R12dnYYOnQoFi5ciOTkZMycOROjR4+GlpaWspuMiIiIiCq5txo9Q9EYzFu3blX6Kmz//v2xePFiBAQEwMHBAfHx8di/f794011CQgKSkpLE+i4uLti8eTNWr16NFi1aYMeOHYiMjESzZs3EOrt370bLli3h6flq6LABAwagZcuW4pB0mpqaOHjwINzd3dGkSRN8+eWX6N27N/bs2SMuQ11dHXv37oW6ujqcnZ0xZMgQeHt7IygoSKn2EREREVHVoPQ4zXv27EGvXr0waNAgdOnSBQAQHR2NLVu2YPv27fDy8iqLOCsljtP8dqpru4mIiKj8lTRfU7p7xkcffYTIyEh8/fXX2LFjB3R0dNC8eXMcPHgQrq6u7xQ0EREREVFFpHTSDACenp5i9wciIiIioqrurZJm4NUT/VJTUws8xKRBgwbvHBRRdcRuKURERBWX0knz9evX8emnn+LUqVOSckEQIJPJkJubW2rBERERERFVBEonzcOGDUONGjWwd+9emJmZQSaTlUVcREREREQVhtJJc3x8POLi4tCkSZOyiIeIiIiIqMJRepxmOzs7PHjwoCxiISIiIiKqkJROmhcsWIApU6bgyJEj+Pfff5GRkSF5ERERERFVNUp3z3BzcwMAdO3aVVLOGwGJiIiIqKpSOmk+fPhwWcRBRERERFRhKZ0086l/RERERFTdKN2nGQCOHz+OIUOGwMXFBffv3wcAbNy4ESdOnCjV4IiIiIiIKgKlk+adO3fCw8MDOjo6OH/+PLKzswEA6enp+Prrr0s9QCIiIiIiVVM6aZ43bx7CwsLwww8/QENDQyxv164dzp8/X6rBERERERFVBEonzdeuXUPHjh0LlBsYGODx48elERMRERERUYWidNIsl8tx48aNAuUnTpxAo0aNSiUoIiIiIqKKROmkecSIERg/fjxiY2Mhk8mQmJiITZs2YdKkSRg1alRZxEhEREREpFJKDzk3bdo05OXloWvXrnj69Ck6duwILS0tTJo0CWPHji2LGImIiIiIVErppFkmk+Grr77C5MmTcePGDWRmZsLOzg56enplER8RERERkcopnTTn09TUhJ2dXWnGQkTVUMNpv6ps3be/8VTZuomIqHJRuk9z586d0aVLl0Jfylq5ciUaNmwIbW1tODk54cyZM0XW3759O5o0aQJtbW3Y29tj3759kukRERFwd3eHsbExZDIZ4uPjJdMfPnyIsWPHonHjxtDR0UGDBg0wbtw4pKenS+rJZLICr61btyrdPiIiIiKq/JROmh0cHNCiRQvxZWdnh5ycHJw/fx729vZKLWvbtm3w9/dHYGAgzp8/jxYtWsDDwwOpqakK6586dQoDBw6En58fLly4AC8vL3h5eeHSpUtinaysLLRv3x4LFixQuIzExEQkJiZi8eLFuHTpEtavX4/9+/fDz8+vQN1169YhKSlJfHl5eSnVPiIiIiKqGpTunvHtt98qLJ89ezYyMzOVWlZISAhGjBgBX19fAEBYWBh+/fVXrF27FtOmTStQf+nSpejWrRsmT54MAJg7dy6ioqKwYsUKhIWFAQCGDh0KALh9+7bCdTZr1gw7d+4U31tZWWH+/PkYMmQIXr58iRo1/tskhoaGkMvlSrWJiIiIiKoepa80F2bIkCFYu3Ztievn5OQgLi4Obm5u/wWjpgY3NzfExMQonCcmJkZSHwA8PDwKrV9S6enp0NfXlyTMADB69GiYmJigTZs2WLt2LQRBKHI52dnZyMjIkLyIiIiIqPJ76xsB3xQTEwNtbe0S13/w4AFyc3NhamoqKTc1NcXVq1cVzpOcnKywfnJysvIBvxbH3LlzMXLkSEl5UFAQunTpAl1dXRw4cABffPEFMjMzMW7cuEKXFRwcjDlz5rx1LERERERUMSmdNPfq1UvyXhAEJCUl4dy5c5g1a1apBVYeMjIy4OnpCTs7O8yePVsy7fW2tGzZEllZWVi0aFGRSfP06dPh7+8vWb65uXmpx01ERERE5UvppNnAwEDyXk1NDY0bN0ZQUBDc3d1LvBwTExOoq6sjJSVFUp6SklJoP2K5XK5U/aI8efIE3bp1Q61atfDLL79AQ0OjyPpOTk6YO3cusrOzoaWlpbCOlpZWodOIiIiIqPJSOmlet25dqaxYU1MTjo6OiI6OFkelyMvLQ3R0NMaMGaNwHmdnZ0RHR2PChAliWVRUFJydnZVad0ZGBjw8PKClpYXdu3eXqFtJfHw8jIyMmBQTERERVUOl1qf5bfj7+8PHxwetW7dGmzZtEBoaiqysLHE0DW9vb9SvXx/BwcEAgPHjx8PV1RVLliyBp6cntm7dinPnzmH16tXiMh8+fIiEhAQkJiYCAK5duwbg1VVquVyOjIwMuLu74+nTp/jpp58kN+zVqVMH6urq2LNnD1JSUtC2bVtoa2sjKioKX3/9NSZNmlSem4eIiIiIKgilk2YjIyPIZLIS1X348GGR0/v374+0tDQEBAQgOTkZDg4O2L9/v3izX0JCAtTU/hvgw8XFBZs3b8bMmTMxY8YM2NjYIDIyEs2aNRPr7N69W0y6AWDAgAEAgMDAQMyePRvnz59HbGwsAMDa2loSz61bt9CwYUNoaGhg5cqVmDhxIgRBgLW1tTg8HhERERFVPzKhuHHU3hASEoJ58+bBw8ND7BYRExOD33//HbNmzULt2rXFuj4+PqUbbSWTkZEBAwMDcUg7ZVXXxwuz3eWP7SYiouqqpPma0leaT548iaCgIEm/43HjxmHFihU4ePAgIiMj3ypgIiIiIqKKSumHm/z+++/o1q1bgfJu3brh4MGDpRIUEREREVFFonTSbGxsjF27dhUo37VrF4yNjUslKCIiIiKiikTp7hlz5szB8OHDceTIETg5OQEAYmNjsX//fvzwww+lHiARERERkaopnTQPGzYMtra2WLZsGSIiIgAAtra2OHHihJhEExERERFVJW81TrOTkxM2bdpU2rEQEREREVVISvdpBoCbN29i5syZGDRoEFJTUwEAv/32Gy5fvlyqwRERERERVQRKJ81Hjx6Fvb09YmNjsXPnTmRmZgIALl68iMDAwFIPkIiIiIhI1ZROmqdNm4Z58+YhKioKmpqaYnmXLl1w+vTpUg2OiIiIiKgiUDpp/vPPP/HJJ58UKK9bty4ePHhQKkEREREREVUkSifNhoaGSEpKKlB+4cIF1K9fv1SCIiIiIiKqSJROmgcMGICpU6ciOTkZMpkMeXl5OHnyJCZNmgRvb++yiJGIiIiISKWUTpq//vprNGnSBObm5sjMzISdnR06duwIFxcXzJw5syxiJCIiIiJSKaXGaRYEAcnJyVi2bBkCAgLw559/IjMzEy1btoSNjU1ZxUhEREREpFJKJ83W1ta4fPkybGxsYG5uXlZxERFVaQ2n/aqydd/+xlNl6yYiqqyU6p6hpqYGGxsb/Pvvv2UVDxERERFRhaN0n+ZvvvkGkydPxqVLl8oiHiIiIiKiCkep7hkA4O3tjadPn6JFixbQ1NSEjo6OZPrDhw9LLTgiIiIioopA6aQ5NDS0DMIgIiIiIqq4Spw0BwQEYNq0afDx8QEAPHr0CEZGRmUWGBERERFRRVHiPs3z589HZmam+N7CwgL//PPPOwewcuVKNGzYENra2nBycsKZM2eKrL99+3Y0adIE2trasLe3x759+yTTIyIi4O7uDmNjY8hkMsTHxxdYxvPnzzF69GgYGxtDT08PvXv3RkpKiqROQkICPD09oauri7p162Ly5Ml4+fLlO7eXiIiIiCqfEifNgiAU+f5tbNu2Df7+/ggMDMT58+fRokULeHh4IDU1VWH9U6dOYeDAgfDz88OFCxfg5eUFLy8vyU2JWVlZaN++PRYsWFDoeidOnIg9e/Zg+/btOHr0KBITE9GrVy9xem5uLjw9PZGTk4NTp04hPDwc69evR0BAwDu3mYiIiIgqH6VHzyhNISEhGDFiBHx9fWFnZ4ewsDDo6upi7dq1CusvXboU3bp1w+TJk2Fra4u5c+eiVatWWLFihVhn6NChCAgIgJubm8JlpKenY82aNQgJCUGXLl3g6OiIdevW4dSpUzh9+jQA4MCBA/jrr7/w008/wcHBAd27d8fcuXOxcuVK5OTkFNqe7OxsZGRkSF5EREREVPmVOGmWyWR48uQJMjIykJ6eDplMhszMzLdOEnNychAXFydJbtXU1ODm5oaYmBiF88TExBRIhj08PAqtr0hcXBxevHghWU6TJk3QoEEDcTkxMTGwt7eHqampZD0ZGRm4fPlyocsODg6GgYGB+OLDX4iIiIiqhhLfCCgIAt5//33J+5YtW0rey2Qy5Obmlmh5Dx48QG5uriQxBQBTU1NcvXpV4TzJyckK6ycnJ5e0GUhOToampiYMDQ0LXU5h68mfVpjp06fD399ffJ+RkcHEmYiIiKgKKHHSfPjw4bKMo0rQ0tKClpaWqsMgIiIiolJW4qTZ1dW1VFdsYmICdXX1AqNWpKSkQC6XK5xHLpcrVb+wZeTk5ODx48eSq82vL0culxcYxSN/vcqsi4iIiIiqBpXdCKipqQlHR0dER0eLZXl5eYiOjoazs7PCeZydnSX1ASAqKqrQ+oo4OjpCQ0NDspxr164hISFBXI6zszP+/PNPySgeUVFR0NfXh52dXYnXRURERERVg9JPBCxN/v7+8PHxQevWrdGmTRuEhoYiKysLvr6+AF49srt+/foIDg4GAIwfPx6urq5YsmQJPD09sXXrVpw7dw6rV68Wl/nw4UMkJCQgMTERwKuEGHh1hVgul8PAwAB+fn7w9/dH7dq1oa+vj7Fjx8LZ2Rlt27YFALi7u8POzg5Dhw7FwoULkZycjJkzZ2L06NHsfkFERERUDak0ae7fvz/S0tIQEBCA5ORkODg4YP/+/eJNdwkJCVBT++9iuIuLCzZv3oyZM2dixowZsLGxQWRkJJo1aybW2b17t5h0A8CAAQMAAIGBgZg9ezYA4Ntvv4Wamhp69+6N7OxseHh44LvvvhPnUVdXx969ezFq1Cg4OzujZs2a8PHxQVBQUFluDiIiIiKqoGRCaTylhBTKyMiAgYEB0tPToa+vr/T8Daf9WgZRlcztbzxVtm62u/yx3eWvurabiKiiKWm+ptKHmxARERERVQYl6p7x+iOmixMREfHWwRARERERVUQlutL8+lPu9PX1ER0djXPnzonT4+LiEB0dDQMDgzILlIiIiIhIVUp0pXndunXi/6dOnYp+/fohLCwM6urqAIDc3Fx88cUXb9Vvl4iIiIioolO6T/PatWsxadIkMWEGXo024e/vj7Vr15ZqcEREREREFYHSQ869fPkSV69eRePGjSXlV69eRV5eXqkFRkREVQ9HDSGiykrppNnX1xd+fn64efMm2rRpAwCIjY3FN998IxkfmYiIiF6prn8ssN3lj38clh2lk+bFixdDLpdjyZIlSEpKAgCYmZlh8uTJ+PLLL0s9QCIiIiIiVVM6aVZTU8OUKVMwZcoUZGRkAABvACQiIiKiKu2tHqP98uVLHDlyBDdv3sSgQYMAAImJidDX14eenl6pBkhEREREFV9V75aidNJ8584ddOvWDQkJCcjOzsaHH36IWrVqYcGCBcjOzkZYWFhZxElEREREpDJKDzk3fvx4tG7dGo8ePYKOjo5Y/sknnyA6OrpUgyMiIiIiqgiUvtJ8/PhxnDp1CpqampLyhg0b4v79+6UWGBERERFRRaH0lea8vDzk5uYWKL937x5q1apVKkEREREREVUkSifN7u7uCA0NFd/LZDJkZmYiMDAQPXr0KM3YiIiIiIgqBKW7ZyxZsgQeHh6ws7PD8+fPMWjQIFy/fh0mJibYsmVLWcRIRERERKRSSifN7733Hi5evIht27bh4sWLyMzMhJ+fHwYPHiy5MZCIiIiIqKp4q3Gaa9SogcGDB2Pw4MGlHQ8RERERUYWjdJ9mdXV1dO7cGQ8fPpSUp6SkQF1dvdQCIyIiIiKqKJROmgVBQHZ2Nlq3bo3Lly8XmPY2Vq5ciYYNG0JbWxtOTk44c+ZMkfW3b9+OJk2aQFtbG/b29ti3b1+BOAICAmBmZgYdHR24ubnh+vXr4vQjR45AJpMpfJ09exYAcPv2bYXTT58+/VZtJCIiIqLKS+mkWSaTYefOnfjoo4/g7OyMXbt2SaYpa9u2bfD390dgYCDOnz+PFi1awMPDA6mpqQrrnzp1CgMHDoSfnx8uXLgALy8veHl54dKlS2KdhQsXYtmyZQgLC0NsbCxq1qwJDw8PPH/+HADg4uKCpKQkyWv48OGwtLRE69atJes7ePCgpJ6jo6PSbSQiIiKiyu2trjSrq6tj6dKlWLx4Mfr374958+a99VXmkJAQjBgxAr6+vrCzs0NYWBh0dXWxdu1ahfWXLl2Kbt26YfLkybC1tcXcuXPRqlUrrFixQowvNDQUM2fOxMcff4zmzZtjw4YNSExMRGRkJABAU1MTcrlcfBkbG2PXrl3w9fUtkPgbGxtL6mpoaLxVO4mIiIio8lI6aX7dyJEj8dtvvyE0NBTe3t5Kz5+Tk4O4uDi4ubn9F5CaGtzc3BATE6NwnpiYGEl9APDw8BDr37p1C8nJyZI6BgYGcHJyKnSZu3fvxr///gtfX98C03r27Im6deuiffv22L17d5Htyc7ORkZGhuRFRERERJWf0kmzhYWF5Ia/zp074/Tp07h7967SK3/w4AFyc3NhamoqKTc1NUVycrLCeZKTk4usn/+vMstcs2YNPDw88N5774llenp6WLJkCbZv345ff/0V7du3h5eXV5GJc3BwMAwMDMSXubl5oXWJiIiIqPJQesi5W7duFSiztrbGhQsXkJKSUipBlad79+7h999/x88//ywpNzExgb+/v/j+gw8+QGJiIhYtWoSePXsqXNb06dMl82RkZDBxJiIiIqoC3ql7xuu0tbVhYWGh1DwmJiZQV1cvkGynpKRALpcrnEculxdZP//fki5z3bp1MDY2LjQRfp2TkxNu3LhR6HQtLS3o6+tLXkRERERU+ZUoaa5duzYePHgAADAyMkLt2rULfSlDU1MTjo6OiI6OFsvy8vIQHR0NZ2dnhfM4OztL6gNAVFSUWN/S0hJyuVxSJyMjA7GxsQWWKQgC1q1bB29v7xLd4BcfHw8zM7MSt4+IiIiIqoYSdc/49ttvUatWLQBAaGhoqQbg7+8PHx8ftG7dGm3atEFoaCiysrLEm/K8vb1Rv359BAcHAwDGjx8PV1dXLFmyBJ6enti6dSvOnTuH1atXA3g17N2ECRMwb9482NjYwNLSErNmzUK9evXg5eUlWfehQ4dw69YtDB8+vEBc4eHh0NTURMuWLQEAERERWLt2LX788cdSbT8RERERVXwlSpp9fHwU/r809O/fH2lpaQgICEBycjIcHBywf/9+8Ua+hIQEqKn9d0HcxcUFmzdvxsyZMzFjxgzY2NggMjISzZo1E+tMmTIFWVlZGDlyJB4/foz27dtj//790NbWlqx7zZo1cHFxQZMmTRTGNnfuXNy5cwc1atRAkyZNsG3bNvTp06dU209EREREFV+JkmZlhk57m368Y8aMwZgxYxROO3LkSIGyvn37om/fvoUuTyaTISgoCEFBQUWud/PmzYVO8/HxKfU/EIiIiIiocipR0mxoaFjs0/4EQYBMJkNubm6pBEZEREREVFGUKGk+fPhwWcdBRERERFRhlShpdnV1Les4iIiIiIgqLKUfbpLv6dOnSEhIQE5OjqS8efPm7xwUEREREVFFonTSnJaWBl9fX/z2228Kp7NPMxERERFVNUo/EXDChAl4/PgxYmNjoaOjg/379yM8PBw2NjbYvXt3WcRIRERERKRSSl9pPnToEHbt2oXWrVtDTU0NFhYW+PDDD6Gvr4/g4GB4enqWRZxERERERCqj9JXmrKws1K1bF8CrR2qnpaUBAOzt7XH+/PnSjY6IiIiIqAJQOmlu3Lgxrl27BgBo0aIFvv/+e9y/fx9hYWEwMzMr9QCJiIiIiFRN6e4Z48ePR1JSEgAgMDAQ3bp1w6ZNm6CpqYn169eXdnxERERERCqndNI8ZMgQ8f+Ojo64c+cOrl69igYNGsDExKRUgyMiIiIiqgjeepzmfLq6umjVqlVpxEJEREREVCEpnTQLgoAdO3bg8OHDSE1NRV5enmR6REREqQVHRERERFQRKJ00T5gwAd9//z06d+4MU1NTyGSysoiLiIiIiKjCUDpp3rhxIyIiItCjR4+yiIeIiIiIqMJResg5AwMDNGrUqCxiISIiIiKqkJROmmfPno05c+bg2bNnZREPEREREVGFo3T3jH79+mHLli2oW7cuGjZsCA0NDcl0PhWQiIiIiKoapZNmHx8fxMXFYciQIbwRkIiIiIiqBaWT5l9//RW///472rdvXxbxEBERERFVOEr3aTY3N4e+vn6pBrFy5Uo0bNgQ2tracHJywpkzZ4qsv337djRp0gTa2tqwt7fHvn37JNMFQUBAQADMzMygo6MDNzc3XL9+XVKnYcOGkMlkktc333wjqfPHH3+gQ4cO0NbWhrm5ORYuXFg6DSYiIiKiSkXppHnJkiWYMmUKbt++XSoBbNu2Df7+/ggMDMT58+fRokULeHh4IDU1VWH9U6dOYeDAgfDz88OFCxfg5eUFLy8vXLp0SayzcOFCLFu2DGFhYYiNjUXNmjXh4eGB58+fS5YVFBSEpKQk8TV27FhxWkZGBtzd3WFhYYG4uDgsWrQIs2fPxurVq0ul3URERERUeSidNA8ZMgSHDx+GlZUVatWqhdq1a0teygoJCcGIESPg6+sLOzs7hIWFQVdXF2vXrlVYf+nSpejWrRsmT54MW1tbzJ07F61atcKKFSsAvLrKHBoaipkzZ+Ljjz9G8+bNsWHDBiQmJiIyMlKyrFq1akEul4uvmjVritM2bdqEnJwcrF27Fk2bNsWAAQMwbtw4hISEKN1GIiIiIqrclO7THBoaWmorz8nJQVxcHKZPny6Wqampwc3NDTExMQrniYmJgb+/v6TMw8NDTIhv3bqF5ORkuLm5idMNDAzg5OSEmJgYDBgwQCz/5ptvMHfuXDRo0ACDBg3CxIkTUaNGDXE9HTt2hKampmQ9CxYswKNHj2BkZFQgtuzsbGRnZ4vvMzIylNgaRERERFRRKZU0v3jxAkePHsWsWbNgaWn5zit/8OABcnNzYWpqKik3NTXF1atXFc6TnJyssH5ycrI4Pb+ssDoAMG7cOLRq1Qq1a9fGqVOnMH36dCQlJYlXkpOTkwu0MX+ZycnJCpPm4OBgzJkzp9h2ExEREVHlolT3DA0NDezcubOsYilX/v7+6NSpE5o3b47PP/8cS5YswfLlyyVXipU1ffp0pKeni6+7d++WYsREREREpCpK92n28vIq0Df4bZmYmEBdXR0pKSmS8pSUFMjlcoXzyOXyIuvn/6vMMgHAyckJL1++FG9wLGw9r6/jTVpaWtDX15e8iIiIiKjyU7pPs42NDYKCgnDy5Ek4OjpKbp4DXnV7KClNTU04OjoiOjoaXl5eAIC8vDxER0djzJgxCudxdnZGdHQ0JkyYIJZFRUXB2dkZAGBpaQm5XI7o6Gg4ODgAeNW3ODY2FqNGjSo0lvj4eKipqaFu3brier766iu8ePFCfOphVFQUGjdurLBrBhERERFVXUonzWvWrIGhoSHi4uIQFxcnmSaTyZRKmoFX3SR8fHzQunVrtGnTBqGhocjKyoKvry8AwNvbG/Xr10dwcDAAYPz48XB1dcWSJUvg6emJrVu34ty5c+JQcDKZDBMmTMC8efNgY2MDS0tLzJo1C/Xq1RMT85iYGMTGxqJz586oVasWYmJiMHHiRAwZMkRMiAcNGoQ5c+bAz88PU6dOxaVLl7B06VJ8++23ym4yIiIiIqrklE6ab926VaoB9O/fH2lpaQgICEBycjIcHBywf/9+8aa7hIQEqKn914vExcUFmzdvxsyZMzFjxgzY2NggMjISzZo1E+tMmTIFWVlZGDlyJB4/foz27dtj//790NbWBvCqG8XWrVsxe/ZsZGdnw9LSEhMnTpSMymFgYIADBw5g9OjRcHR0hImJCQICAjBy5MhSbT8RERERVXxKJ82vEwQBwKuru+9izJgxhXbHOHLkSIGyvn37om/fvoUuTyaTISgoCEFBQQqnt2rVCqdPny42rubNm+P48ePF1iMiIiKiqk3pGwEBYMOGDbC3t4eOjg50dHTQvHlzbNy4sbRjIyIiIiKqEJS+0hwSEoJZs2ZhzJgxaNeuHQDgxIkT+Pzzz/HgwQNMnDix1IMkIiIiIlIlpZPm5cuXY9WqVfD29hbLevbsiaZNm2L27NlMmomIiIioylG6e0ZSUhJcXFwKlLu4uCApKalUgiIiIiIiqkiUTpqtra3x888/Fyjftm0bbGxsSiUoIiIiIqKKROnuGXPmzEH//v1x7NgxsU/zyZMnER0drTCZJiIiIiKq7JS+0ty7d2/ExsbCxMQEkZGRiIyMhImJCc6cOYNPPvmkLGIkIiIiIlKptxqn2dHRET/99FNpx0JEREREVCG91TjNRERERETVSYmvNKupqRX75D+ZTIaXL1++c1BERERERBVJiZPmX375pdBpMTExWLZsGfLy8kolKCIiIiKiiqTESfPHH39coOzatWuYNm0a9uzZg8GDByMoKKhUgyMiIiIiqgjeqk9zYmIiRowYAXt7e7x8+RLx8fEIDw+HhYVFacdHRERERKRySiXN6enpmDp1KqytrXH58mVER0djz549aNasWVnFR0RERESkciXunrFw4UIsWLAAcrkcW7ZsUdhdg4iIiIioKipx0jxt2jTo6OjA2toa4eHhCA8PV1gvIiKi1IIjIiIiIqoISpw0e3t7FzvkHBERERFRVVTipHn9+vVlGAYRERERUcXFJwISERERERWDSTMRERERUTEqRNK8cuVKNGzYENra2nBycsKZM2eKrL99+3Y0adIE2trasLe3x759+yTTBUFAQEAAzMzMoKOjAzc3N1y/fl2cfvv2bfj5+cHS0hI6OjqwsrJCYGAgcnJyJHVkMlmB1+nTp0u38URERERU4ak8ad62bRv8/f0RGBiI8+fPo0WLFvDw8EBqaqrC+qdOncLAgQPh5+eHCxcuwMvLC15eXrh06ZJYZ+HChVi2bBnCwsIQGxuLmjVrwsPDA8+fPwcAXL16FXl5efj+++9x+fJlfPvttwgLC8OMGTMKrO/gwYNISkoSX46OjmWzIYiIiIiowlJ50hwSEoIRI0bA19cXdnZ2CAsLg66uLtauXauw/tKlS9GtWzdMnjwZtra2mDt3Llq1aoUVK1YAeHWVOTQ0FDNnzsTHH3+M5s2bY8OGDUhMTERkZCQAoFu3bli3bh3c3d3RqFEj9OzZE5MmTVI4XJ6xsTHkcrn40tDQKLNtQUREREQVk0qT5pycHMTFxcHNzU0sU1NTg5ubG2JiYhTOExMTI6kPAB4eHmL9W7duITk5WVLHwMAATk5OhS4TePW0w9q1axco79mzJ+rWrYv27dtj9+7dRbYnOzsbGRkZkhcRERERVX4qTZofPHiA3NxcmJqaSspNTU2RnJyscJ7k5OQi6+f/q8wyb9y4geXLl+Ozzz4Ty/T09LBkyRJs374dv/76K9q3bw8vL68iE+fg4GAYGBiIL3Nz80LrEhEREVHlUeJxmquq+/fvo1u3bujbty9GjBghlpuYmMDf3198/8EHHyAxMRGLFi1Cz549FS5r+vTpknkyMjKYOBMRERFVASq90mxiYgJ1dXWkpKRIylNSUiCXyxXOI5fLi6yf/29JlpmYmIjOnTvDxcUFq1evLjZeJycn3Lhxo9DpWlpa0NfXl7yIiIiIqPJTadKsqakJR0dHREdHi2V5eXmIjo6Gs7OzwnmcnZ0l9QEgKipKrG9paQm5XC6pk5GRgdjYWMky79+/j06dOsHR0RHr1q2DmlrxmyI+Ph5mZmZKtZGIiIiIKj+Vd8/w9/eHj48PWrdujTZt2iA0NBRZWVnw9fUFAHh7e6N+/foIDg4GAIwfPx6urq5YsmQJPD09sXXrVpw7d068UiyTyTBhwgTMmzcPNjY2sLS0xKxZs1CvXj14eXkB+C9htrCwwOLFi5GWlibGk381Ojw8HJqammjZsiUAICIiAmvXrsWPP/5YXpuGiIiIiCoIlSfN/fv3R1paGgICApCcnAwHBwfs379fvJEvISFBchXYxcUFmzdvxsyZMzFjxgzY2NggMjISzZo1E+tMmTIFWVlZGDlyJB4/foz27dtj//790NbWBvDqyvSNGzdw48YNvPfee5J4BEEQ/z937lzcuXMHNWrUQJMmTbBt2zb06dOnLDcHEREREVVAKk+aAWDMmDEYM2aMwmlHjhwpUNa3b1/07du30OXJZDIEBQUhKChI4fRhw4Zh2LBhRcbk4+MDHx+fIusQERERUfWg8oebEBERERFVdEyaiYiIiIiKwaSZiIiIiKgYTJqJiIiIiIrBpJmIiIiIqBhMmomIiIiIisGkmYiIiIioGEyaiYiIiIiKwaSZiIiIiKgYTJqJiIiIiIrBpJmIiIiIqBhMmomIiIiIisGkmYiIiIioGEyaiYiIiIiKwaSZiIiIiKgYTJqJiIiIiIrBpJmIiIiIqBhMmomIiIiIisGkmYiIiIioGEyaiYiIiIiKUSGS5pUrV6Jhw4bQ1taGk5MTzpw5U2T97du3o0mTJtDW1oa9vT327dsnmS4IAgICAmBmZgYdHR24ubnh+vXrkjoPHz7E4MGDoa+vD0NDQ/j5+SEzM1NS548//kCHDh2gra0Nc3NzLFy4sHQaTERERESVisqT5m3btsHf3x+BgYE4f/48WrRoAQ8PD6Smpiqsf+rUKQwcOBB+fn64cOECvLy84OXlhUuXLol1Fi5ciGXLliEsLAyxsbGoWbMmPDw88Pz5c7HO4MGDcfnyZURFRWHv3r04duwYRo4cKU7PyMiAu7s7LCwsEBcXh0WLFmH27NlYvXp12W0MIiIiIqqQVJ40h4SEYMSIEfD19YWdnR3CwsKgq6uLtWvXKqy/dOlSdOvWDZMnT4atrS3mzp2LVq1aYcWKFQBeXWUODQ3FzJkz8fHHH6N58+bYsGEDEhMTERkZCQC4cuUK9u/fjx9//BFOTk5o3749li9fjq1btyIxMREAsGnTJuTk5GDt2rVo2rQpBgwYgHHjxiEkJKRctgsRERERVRw1VLnynJwcxMXFYfr06WKZmpoa3NzcEBMTo3CemJgY+Pv7S8o8PDzEhPjWrVtITk6Gm5ubON3AwABOTk6IiYnBgAEDEBMTA0NDQ7Ru3Vqs4+bmBjU1NcTGxuKTTz5BTEwMOnbsCE1NTcl6FixYgEePHsHIyKhAbNnZ2cjOzhbfp6enA3h11fpt5GU/fav5SsPbxlwa2O7yx3aXP7a7/LHd5Y/tLn9s99vPKwhCkfVUmjQ/ePAAubm5MDU1lZSbmpri6tWrCudJTk5WWD85OVmcnl9WVJ26detKpteoUQO1a9eW1LG0tCywjPxpipLm4OBgzJkzp0C5ubm5wrZUZAahqo5ANdju6oXtrl7Y7uqF7a5eSqPdT548gYGBQaHTVZo0VzXTp0+XXAXPy8vDw4cPYWxsDJlMVq6xZGRkwNzcHHfv3oW+vn65rluV2G62uzpgu9nu6oDtZrvLiyAIePLkCerVq1dkPZUmzSYmJlBXV0dKSoqkPCUlBXK5XOE8crm8yPr5/6akpMDMzExSx8HBQazz5o2GL1++xMOHDyXLUbSe19fxJi0tLWhpaUnKDA0NFdYtL/r6+tXqQ5eP7a5e2O7qhe2uXtju6kVV7S7qCnM+ld4IqKmpCUdHR0RHR4tleXl5iI6OhrOzs8J5nJ2dJfUBICoqSqxvaWkJuVwuqZORkYHY2FixjrOzMx4/foy4uDixzqFDh5CXlwcnJyexzrFjx/DixQvJeho3bqywawYRERERVV0qHz3D398fP/zwA8LDw3HlyhWMGjUKWVlZ8PX1BQB4e3tLbhQcP3489u/fjyVLluDq1auYPXs2zp07hzFjxgAAZDIZJkyYgHnz5mH37t34888/4e3tjXr16sHLywsAYGtri27dumHEiBE4c+YMTp48iTFjxmDAgAHipflBgwZBU1MTfn5+uHz5MrZt24alS5cWuAmRiIiIiKo+lfdp7t+/P9LS0hAQEIDk5GQ4ODhg//794k13CQkJUFP7L7d3cXHB5s2bMXPmTMyYMQM2NjaIjIxEs2bNxDpTpkxBVlYWRo4cicePH6N9+/bYv38/tLW1xTqbNm3CmDFj0LVrV6ipqaF3795YtmyZON3AwAAHDhzA6NGj4ejoCBMTEwQEBEjGcq7ItLS0EBgYWKC7SFXHdrPd1QHbzXZXB2w3213RyITixtcgIiIiIqrmVN49g4iIiIioomPSTERERERUDCbNRERERETFYNJMRERERFQMlY+eQUTKy83NxS+//IIrV64AeDWMopeXF2rU4EeaiKgyev78uWSUL6p4OHpGJZaRkVHiutXxqUJV1eXLl9GzZ08kJyejcePGAIC///4bderUwZ49eyTDLxJR5Xbv3j0AwHvvvafiSMrPjRs3cPPmTXTs2BE6OjoQBAEymUzVYZWJvLw8zJ8/H2FhYUhJScHff/+NRo0aYdasWWjYsCH8/PxUHSK9hklzJaamplbiE0lubm4ZR6M60dHRiI6ORmpqKvLy8iTT1q5dq6Koyo6zszPq1KmD8PBw8emUjx49wrBhw5CWloZTp06pOMKyVd32d75PP/0US5cuRa1atSTlGRkZmDBhQpVue3WTl5eHefPmYcmSJcjMzAQA1KpVC19++SW++uorybMLqpJ///0X/fv3x6FDhyCTyXD9+nU0atQIn376KYyMjLBkyRJVh1jqgoKCEB4ejqCgIIwYMQKXLl1Co0aNsG3bNoSGhiImJkbVIZapgwcP4vDhw0hJSSlwPtfV1YWtrS2GDRuGmjVrqihCKf6WW4kdPnxY/P/t27cxbdo0DBs2THxceExMDMLDwxEcHKyqEMvcnDlzEBQUhNatW8PMzKzKXo14XXx8PM6dOyd5nLuRkRHmz5+PDz74QIWRlb3quL/zrV+/HiYmJtDT05OUZ2ZmIjw8vMomzV26dEFERAQMDQ0l5Y8ePULv3r1x6NAh1QRWhr766iusWbMG33zzDdq1awcAOHHiBGbPno3nz59j/vz5Ko6wbEycOBE1atRAQkICbG1txfL+/fvD39+/SibNGzZswOrVq9G1a1d8/vnnYnmLFi1w9epVFUZW9gIDAzF37ly0bt0a9erVK3A+T0lJQUREBKKiohAZGamaIN/ApLkSc3V1Ff8fFBSEkJAQDBw4UCzr2bMn7O3tsXr1avj4+KgixDIXFhaG9evXY+jQoaoOpdy8//77SElJQdOmTSXlqampsLa2VlFU5aM67u/X/fbbbwX6rb98+VJF0ZSPI0eOYNSoUdDR0ZGUP3v2DEePHlVRVGUrPDwcP/74I3r27CmWNW/eHPXr18cXX3xRZZPmAwcO4Pfffy/QFcXGxgZ37txRUVRl6/79+wrP23l5eXjx4oUKIio/q1evxrp164rMTy5duoS2bduWY1RFY9JcRcTExCAsLKxAeevWrTF8+HAVRFQ+cnJy4OLiouowytzr/deDg4Mxbtw4zJ49WzyZnD59GkFBQViwYIGqQiwX1WV/FyY6Ohp169aVlCUnJ6NevXoqiqh8pKen4/nz55Ky7OxsFUVT9h4+fIgmTZoUKG/SpAkePnyogojKR1ZWFnR1dQuUP3z4sEI/Wvld2NnZ4fjx47CwsJCU79ixAy1btlRRVOUjJycH7du3L7JOnTp18PTp03KKqHhMmqsIc3Nz/PDDD1i4cKGk/Mcff4S5ubmKoip7w4cPx+bNmzFr1ixVh1KmDA0NJT9dCYKAfv36iWX5tyZ89NFHVbr/enXZ34q82d8vn1wuL3RaVWBhYYGNGzfC2NhYUp6WloY2bdqoKKqy1aJFC6xYsQLLli2TlK9YsQItWrRQUVRlr0OHDtiwYQPmzp0LAJDJZMjLy8PChQvRuXNnFUdXNgICAuDj44P79+8jLy8PERERuHbtGjZs2IC9e/eqOrwyVZLzuYGBAVatWlWOURWNNwJWEfv27UPv3r1hbW0NJycnAMCZM2dw/fp17Ny5Ez169FBxhGVj/Pjx2LBhA5o3b47mzZtDQ0NDMj0kJERFkZUuZX6Gfr3bTlVTXfY3VW9Hjx6Fp6cnGjRoILlH5e7du9i3bx86dOig4gjLxqVLl9C1a1e0atUKhw4dQs+ePXH58mU8fPgQJ0+ehJWVlapDLBPHjx9HUFAQLl68iMzMTLRq1QoBAQFwd3dXdWhlqjKez5k0VyH37t3DqlWrJGP3fv7551X6SnNRVx9kMlmVvEmoOuP+fjXk4NChQ7F69Wq0bt1a1eFQGUlMTMTKlSvFm8FsbW3xxRdfVIuuOCtWrJAkkKNHj4aZmZmqQ6NSVhnP50yaiSqxjIwMjsFdzUyePBkhISH47LPP8N1336k6nHITGxuL7t27Y+fOnVX2p3oiqtiq5mCP1ZwyDz2hyuvgwYMwMjLCrl27VB0KlZO8vDxs2rQJEydOxLZt25CTk6PqkMrN+vXrkZWVhXXr1qk6lHJVXc/n1a3dly9fRqtWrXDu3DlVh0JFYNJcxVTXRCo1NRX+/v7i07Oqg/DwcNSsWRPh4eGqDqXcVcf9DQD79+9Hbm4ugoODoa+vX20+59nZ2fj5558xd+5cREREiA/8qOqq6/m8OrZ7/fr1uHjxYpUdb70olel8zqS5iqmuidTGjRuxdOnSanPCyczMRGRkJFasWIF9+/bh33//VXVI5aq67e984eHh6N+/PzQ0NDB48GCsX79e1SGVi127dkFPTw+TJ09Gw4YNsWPHDlWHVC6q6/m8urW7Ov+CBFSy87lAVcaTJ08EPT09ITw8XNDS0hIePHig6pDKjb29vfDhhx8KjRo1UnUo5WLt2rVCkyZNBEEQhDZt2gjLly9XcUTlq7rtb0EQhEePHgk6OjrC2bNnBUEQhKtXrwoaGhpCcnKyiiMrez169BCmT58uCIIgBAcHCx07dlRxRGWvup7Pq2O7f/31V6Fu3bpCTk6O0LBhQ+Hnn39WdUjlqjKdz3mluQrZvn073nvvPXh7e6NFixbYsmWLqkMqF+fPn8eNGzewYcMGPHz4EMePH1d1SGXu9afiDRkypFr186yO+xsAtm7dCktLS3HEjMaNG6NVq1b46aefVBxZ2UpOTkZUVJT41LDBgwfj5MmTuHXrloojK1vV9XxeHdtdXX9BAirf+ZxJcxVSXROp8PBwfPTRR5DL5ejbt2+VP+HcunULp06dEvf1oEGDcOnSJVy+fFnFkZWP6ra/84WHhxd4fPiQIUOqfPt/+uknODg4oHHjxgBePcjJ1dUVGzZsUHFkZau6ns+rW7sfP36MPXv2wNvbGwAwdOhQREVFISUlRcWRlY9Kdz5X9aVuKh3//POPUKNGDSEhIUEQBEF48OCBoKmpKVy6dEnFkZWtFy9eCCYmJsLevXsFQRCEo0ePCvr6+sLTp09VHFnZCQwMFDp37iwp69mzpzBp0iQVRVR+quP+FgRBSEhIECwtLYV79+5Jyh88eCBYWVkJ165dU1FkZa9Zs2YFuh+tW7euUvyU+7aq6/m8OrZ71apVgp2dnaTMyclJWLx4sYoiKj+V8XzOK81VRHh4ODp06CA+yMTY2BjdunWr+H+1vaO9e/dCXV0d3bt3BwB07NgRxsbGiIiIUHFkZWfDhg3iVYl8Q4YMwaZNm6r045SB6rm/gVdXV//55x/Ur19fUm5sbIwbN27g/fffV1FkZevu3buoU6cOBg4cKCnv06cPLC0tcf36dRVFVraq6/m8Ora7uv6CBFTO8zmT5iqiuiZSGzZswMCBA6Gm9t+hXJVPOPfv30enTp3Qt29fSfnHH3+MHj164Pbt26oJrJxUt/1d3Zmbm+PQoUMwNjaWlOvp6eHgwYOwsbFRUWRlqzqfz6tTu+/evYuUlJQCSfPAgQPx7Nkz/P333yqKrHxUyvO5qi9107u7d++e4OvrK2RmZkrKs7OzBT8/P+HmzZsqiqxspaWlCZqamsL58+cl5deuXRPU1dWFu3fvqigyKgvc3/+pVatWlf1cF+Xu3btCbm6uqsMoU9X1fF5d211dVdbzOR+jTZVWdnY2UlJS0KBBgwLT7t69CxMTE+jo6KggsvJz8uRJtG7dGlpaWqoOpcxxf/+nVq1auHjxIho1aqTqUMqVvr4+4uPjq127iaqayno+Z/eMKujkyZPIzs5WdRhlTktLS+EHDnj1s25F/MCVtu7du+P+/fuqDqNccH9TdbzGU13O52+qju3W19fHP//8o+owykVlPZ8zaa6CqlMi9TpPT08kJSWpOoxyVR2TiHzVcX/nGzJkCPT19VUdBpWD6no+r47t5vm84p/Pa6g6ACp91fWDd+zYMTx79kzVYVA5qY77++DBgzh8+DBevHiBKVOmSKbp6urC1tYWw4YNQ82aNVUUYdmaMWMGjIyMVB1Guaqu5/Pq2u7qqrKcz3mlmagS+/7772FqaqrqMKgcBAYGwt3dHVFRUXjw4AEePXoked26dQvz58/H4MGDVR1qqVuzZg2aNWuGwMBAyOVyNGvWDD/++KOqwyJ6K+rq6khNTS1Qzl+QKj5eaa6C3kykrly5gpcvX8Le3l6FUZU9CwsLaGhoqDqMMtGrVy+sX78e+vr66NWrl2Tajh07JO/19PTQtGlTfP755zAwMCjPMMtVVd7fiqxevRrr1q0THyetyKVLl9C2bdtyjKrsBQQEICQkBGPHjoWzszMAICYmBhMnTkRCQgKCgoJUHGHZqq7n86rc7po1ayI9PR1169aVlK9atUpFEaleZTmfc/SMKuLTTz+Fo6MjRo8eLZZlZWWhV69eiIqKgkwmg4ODAw4cOFBgzNPK6tSpUzh48CD++ecfPH36FLq6umjUqBHc3d2rXOLg6+uLZcuWoVatWvD19S2ybnZ2NmJiYmBvb4/du3eXU4Tl58aNG/j5559x5coVaGlpoXnz5vDz86uyXRLyGRsb48yZM7Cysiq0TkpKCszMzKrUmLZ16tTBsmXLCjzgZMuWLRg7diwePHigosjKTnU8nwPVp909e/bEpUuX0KJFC8hksiLr1qxZE3Z2dhg1ahQMDQ3LJ8ByUFm/v5k0VxFqamowMDBA27ZtER4ejrp162LKlCk4dOgQwsPDkZubCx8fH3Tt2hWLFy9Wdbjv5MGDB+jTpw9OnDiBZs2awcbGBrt378aHH36I58+fIyYmBs7Ozti2bVulPrG+i7/++gsffPABsrKyVB3KO5s0aRLmzp0LdXV1TJo0CatWrYKVlRVsbW0BAGfOnIEgCIiKikLTpk1VHG3ZmTp1KvT09DBr1qxC6zx//hzh4eH47LPPyjGysmVoaIizZ88WeJDJ33//jTZt2uDx48eqCawMVafz+euqS7szMjIQFhaGGzdu4MWLF0XWzc7OxunTp2FnZ4e9e/eWU4Rlp9J/f6tkdGgqdTKZTIiPjxe6du0q1K1bV/j1118FKysr4bfffhPr/Pbbb4KNjY0KoywdvXr1Ej788EMhMTFRLNPT0xMHv3/y5InQr18/oU+fPqoKUeVevnwpxMfHqzqMUrF+/Xrhu+++E9q2bSuoqakJP/zwg2R6dna2MGTIEKFLly4qirB8jBs3TjA0NBQ6duwojBkzRpg4caLkVVXlt/VNX375pfDFF1+oIKKyV53O56+rru0uzuXLlwVdXV1Vh1EqKvv3N680VxFqampITk5GnTp1MH/+fAQFBSEvLw9XrlwRr9DcuXMHtra2ePr0qYqjfTd6enqIi4tD48aNxbI3H/Zw/fp1tGzZEpmZmaoKk0pJbGwsXFxc0L9/f0RERODatWuwsLCQ1Pnrr7/QunXrSn9sF6Vz586FTpPJZDh06FA5RlN+xo4diw0bNsDc3Fz82TY2NhYJCQnw9vaW9IMMCQlRVZilqjqdz19XXdtdnNzcXLE7R2VX2b+/eSNgFZHfL0omk2HmzJlwdXXFDz/8IOkDlZ6eXmEHDFeGsbExrl+/LvnQven27duoXbt2OUZFZeWjjz6Cqakp1qxZg6ioKJw/f75A0pyQkFClb3oEgMOHD6s6BJW4dOkSWrVqBQC4efMmAMDExAQmJia4dOmSWK+4vqGVSXU6n7+uura7OOrq6lUiYQYq//c3k+Yq4s0fDDp06IAOHTpIymJiYqpEn89p06Zh4MCBGDduHDw9PWFlZQWZTIb09HTcuHEDx48fx1dffYXZs2erOlQqBVOnToW+vj6ioqIwdOhQfPHFF3j69Ck6dOgAmUyGkydPYvLkyRg2bJiqQ6UyUB3/WKhO5/PXVdd2VyeV/fub3TOqiKNHj6Jdu3aoUaPwv4MOHToEHR0dcdimyiwiIgJff/01zp8/D5lMBkEQxKsUjo6OmDFjBry8vFQbJJWatLQ0/PXXX2jXrh1mzJiB5cuXIycnBwCgra2NiRMnYs6cOVBXV1dxpETvrrqdz/NV13ZXN5X5+5tJM1Vqjx8/LjBkTVUalocUe/bsGa5fvw51dXVYW1tDS0tL1SEREZESKuP3N5NmIiIiIqJi8DHaRERERETFYNJMRERERFQMJs1ERERERMVg0kxEREREVAwmzURERERExWDSTERERERUDCbNRERERETF+D+1Eh/LXF7pbQAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1870,7 +1975,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1880,7 +1985,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1890,7 +1995,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAq4AAAFACAYAAAB9Wf5pAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABL00lEQVR4nO3dd1QUV/sH8O/S69JEEKUpFsSosTcsgAWNJZD42kssiWKD902UxFgwiSVGiYktxog1iZqoMYkVa2xRDBqNEgsKFrBSLIDA/f3h2fmxLN2FYdnv55w5h70zO/PMTnu4c+eOQgghQERERERUyRnIHQARERERUUkwcSUiIiIincDElYiIiIh0AhNXIiIiItIJTFyJiIiISCcwcSUiIiIincDElYiIiIh0AhNXIiIiItIJTFyJiIiISCcwcX1Fs2bNgkKhqJBlde7cGZ07d5Y+Hzp0CAqFAlu3bq2Q5Y8YMQIeHh4VsqyyevLkCUaPHg1nZ2coFApMmTJF68uoyG1eGqr94dChQ1qZX1RUFBQKBc6cOaOV+VHxKvIY+/PPP2FiYoKbN29WyPLktGLFCri5uSEzM1PuUCrEjRs3oFAosHDhwgpfNs8blYdqP4iKipJl+QqFArNmzdL6fJm45qE64FSDmZkZXFxc0L17dyxZsgTp6elaWc6dO3cwa9YsxMbGamV+2lSZYyuJzz77DFFRURg3bhzWr1+PoUOHFjqth4cHFAoFAgICChy/atUqaV+oSifhgvbzevXqYcKECUhOTpY7PJ2iujCoBkNDQ7i5ueHNN9+s9MfQRx99hIEDB8Ld3V1jnyhsqIik+u7du5g2bRq6dOkCa2vrYv8ZO378ODp06AALCws4Oztj0qRJePLkido0I0aMQFZWFlauXKn1eFX/yBY0rFixQuvLo5fyHns//fSTxnjVdnnw4IEM0WnGUdiQlJQka3y6yEjuACqjiIgIeHp64sWLF0hKSsKhQ4cwZcoULFq0CL/88gsaN24sTTt9+nRMmzatVPO/c+cOZs+eDQ8PDzRt2rTE39u7d2+pllMWRcW2atUq5ObmlnsMr+LAgQNo06YNZs6cWaLpzczMcPDgQSQlJcHZ2Vlt3MaNG2FmZoaMjAy18rJs88pItZ9nZGTgjz/+wPLly/H777/jwoULsLCwkDs8nTJw4ED07NkTOTk5uHTpEpYvX45du3bh5MmTpTrGK+oYi42Nxf79+3H8+HEAQMeOHbF+/Xq1aUaPHo1WrVph7NixUpmVlVW5xxYXF4f58+ejbt26eO2113DixIlCp42NjYW/vz+8vb2xaNEi3Lp1CwsXLsSVK1ewa9cuaTozMzMMHz4cixYtwsSJE8vljsny5cs1fp/WrVtrfTmkKSIiAkFBQZXyTphKQfsHANja2lZ8MDqOiWsBAgMD0aJFC+lzeHg4Dhw4gDfeeAN9+vTBpUuXYG5uDgAwMjKCkVH5/ozPnj2DhYUFTExMynU5xTE2NpZ1+SVx7949NGzYsMTTt2/fHqdPn8aPP/6IyZMnS+W3bt3C0aNH8eabb2r8N18R27wi5N3PR48eDQcHByxatAg7duzAwIEDZY5OtzRr1gxDhgyRPrdv3x59+vTB8uXLS1XLV5JjLDs7G7m5ua90PlizZg3c3NzQpk0bAEDt2rVRu3ZttWnee+891K5dW229KkLz5s3x8OFD2NvbY+vWrXj77bcLnfbDDz+EnZ0dDh06BKVSCeDlnZQxY8Zg79696NatmzRt//79sWDBAhw8eBB+fn5aj/utt95CtWrVtD5fKlrTpk0RGxuLbdu2ISgoSO5wCsX9Q3vYVKCE/Pz88PHHH+PmzZvYsGGDVF5Qe8d9+/ahQ4cOsLW1hZWVFerXr48PP/wQwMt2iC1btgQAjBw5UrpdoGqD0rlzZzRq1AgxMTHo2LEjLCwspO/mb+OqkpOTgw8//BDOzs6wtLREnz59kJiYqDaNh4cHRowYofHdvPMsLraC2t89ffoU//3vf+Hq6gpTU1PUr18fCxcuhBBCbTqFQoEJEyZg+/btaNSoEUxNTeHj44Pdu3cX/IPnc+/ePYwaNQpOTk4wMzNDkyZNsHbtWmm8qn1nfHw8fvvtNyn2GzduFDlfMzMzBAUFYdOmTWrl33//Pezs7NC9e3eN75R2m6t89dVX8PHxgYWFBezs7NCiRQuN5d6+fRvvvPMOnJycpN/ou+++04jh1q1b6NevHywtLVG9enWEhoa+cvs91cU8Pj5erTwzMxNhYWFwdHSEpaUl3nzzTdy/f1/j+8uWLYOPjw9MTU3h4uKCkJAQpKSkqE2j2r//+ecfdOnSBRYWFqhZsyYWLFigMb/MzEzMnDkTXl5eMDU1haurKz744AON9VTtW1u2bEHDhg1hbm6Otm3b4u+//wYArFy5El5eXjAzM0Pnzp0L3CdOnTqFHj16wMbGBhYWFujUqROOHTtWmp9PTf7fcseOHejVqxdcXFxgamqKOnXqYM6cOcjJyVH7Xv5jLG9bxcjISNSpUwempqb4559/AJRsnyrI9u3b4efnV+oaqr/++guBgYFQKpWwsrKCv78/Tp48qTaNqtnBkSNH8O6778LBwQFKpRLDhg3D48ePi12GtbU17O3ti50uLS0N+/btw5AhQ6SkFQCGDRsGKysrbN68WW365s2bw97eHjt27Cjh2mrH+fPnMWLECNSuXRtmZmZwdnbGO++8g4cPH2pMe/v2bYwaNUraTzw9PTFu3DhkZWVJ06SkpGDKlCnSOdfLywvz588vtKZ+8eLFcHd3h7m5OTp16oQLFy5oTHPgwAH4+vrC0tIStra26Nu3Ly5duqQxXUm2f0EeP36MVq1aoVatWoiLiyt2+tIYMGAA6tWrh4iICI3rTkGKO9bPnz8PhUKBX375RSqLiYmBQqFAs2bN1OYVGBiotVp11TVs8+bN+PTTT1GrVi2YmZnB398fV69e1Zh+6dKlqF27NszNzdGqVSscPXq00Bwhr5Luj6rr3NWrVzFixAjY2trCxsYGI0eOxLNnz9SmzczMRGhoKBwdHWFtbY0+ffrg1q1br/ybFEb3q40q0NChQ/Hhhx9i7969GDNmTIHTXLx4EW+88QYaN26MiIgImJqa4urVq9KB4e3tjYiICMyYMQNjx46Fr68vAKBdu3bSPB4+fIjAwEAMGDAAQ4YMgZOTU5Fxffrpp1AoFJg6dSru3buHyMhIBAQEIDY2VqoZLomSxJaXEAJ9+vTBwYMHMWrUKDRt2hR79uzB+++/j9u3b2Px4sVq0//xxx/4+eefMX78eFhbW2PJkiUIDg5GQkICHBwcCo3r+fPn6Ny5M65evYoJEybA09MTW7ZswYgRI5CSkoLJkyfD29sb69evR2hoKGrVqoX//ve/AABHR8di13vQoEHo1q0brl27hjp16gAANm3ahLfeeqtENWDFbXPg5S3gSZMm4a233sLkyZORkZGB8+fP49SpUxg0aBAAIDk5GW3atJESMUdHR+zatQujRo1CWlqa9KDZ8+fP4e/vj4SEBEyaNAkuLi5Yv349Dhw4UGysRbl27RoAaGyLiRMnws7ODjNnzsSNGzcQGRmJCRMm4Mcff5SmmTVrFmbPno2AgACMGzcOcXFxWL58OU6fPo1jx46p/Y6PHz9Gjx49EBQUhP79+2Pr1q2YOnUqXnvtNQQGBgIAcnNz0adPH/zxxx8YO3YsvL298ffff2Px4sX4999/sX37drUYjx49il9++QUhISEAgLlz5+KNN97ABx98gGXLlmH8+PF4/PgxFixYgHfeeUfttzpw4AACAwPRvHlzzJw5EwYGBlizZg38/Pxw9OhRtGrV6pV/y6ioKFhZWSEsLAxWVlY4cOAAZsyYgbS0NHz++efFzm/NmjXIyMjA2LFjYWpqCnt7+xLtUwW5ffs2EhISNC7Cxbl48SJ8fX2hVCrxwQcfwNjYGCtXrkTnzp1x+PBhjQv4hAkTYGtri1mzZkn7w82bN6UL9Kv6+++/kZ2drXZ3DABMTEzQtGlT/PXXXxrfadas2Sv9Q1KUR48eqX02NDSEnZ0d9u3bh+vXr2PkyJFwdnbGxYsX8c033+DixYs4efKk9FvcuXMHrVq1QkpKCsaOHYsGDRrg9u3b2Lp1K549ewYTExM8e/YMnTp1wu3bt/Huu+/Czc0Nx48fR3h4OO7evYvIyEi1GNatW4f09HSEhIQgIyMDX375Jfz8/PD3339L15X9+/cjMDAQtWvXxqxZs/D8+XN89dVXaN++Pc6ePSv9I1Xa7a/y4MEDdO3aFY8ePcLhw4elc6y2GBoaYvr06Rg2bFixta4lOdYbNWoEW1tbHDlyBH369AHw8vxiYGCAc+fOIS0tDUqlErm5uTh+/LhaU5qi5N8/gJd37/I3FZg3bx4MDAzwv//9D6mpqViwYAEGDx6MU6dOSdMsX74cEyZMgK+vL0JDQ3Hjxg3069cPdnZ2qFWrVpFxlHR/VOnfvz88PT0xd+5cnD17Ft9++y2qV6+O+fPnS9OMHj0aGzZswKBBg9CuXTscOHAAvXr1KtHvUiaCJGvWrBEAxOnTpwudxsbGRrz++uvS55kzZ4q8P+PixYsFAHH//v1C53H69GkBQKxZs0ZjXKdOnQQAsWLFigLHderUSfp88OBBAUDUrFlTpKWlSeWbN28WAMSXX34plbm7u4vhw4cXO8+iYhs+fLhwd3eXPm/fvl0AEJ988onadG+99ZZQKBTi6tWrUhkAYWJiolZ27tw5AUB89dVXGsvKKzIyUgAQGzZskMqysrJE27ZthZWVldq6u7u7i169ehU5v/zTZmdnC2dnZzFnzhwhhBD//POPACAOHz5c4D5Rlm3et29f4ePjU2Q8o0aNEjVq1BAPHjxQKx8wYICwsbERz549E0L8/++xefNmaZqnT58KLy8vAUAcPHiwyOWo1mn//v3i/v37IjExUfzwww/CwcFBmJubi1u3bqlNFxAQIHJzc6Xvh4aGCkNDQ5GSkiKEEOLevXvCxMREdOvWTeTk5EjTff311wKA+O6776Qy1f69bt06qSwzM1M4OzuL4OBgqWz9+vXCwMBAHD16VC32FStWCADi2LFjUhkAYWpqKuLj46WylStXCgDC2dlZbf8IDw8XAKRpc3NzRd26dUX37t3V1vHZs2fC09NTdO3atcjfMj4+XgAQs2fPFvfv3xdJSUni0KFD4vXXXxcAxE8//STNL793331XWFhYiIyMDKks/zGmmr9SqRT37t1T+35J9qmC7N+/XwAQO3fuLHI6S0tLtXNGv379hImJibh27ZpUdufOHWFtbS06duwolan2m+bNm4usrCypfMGCBQKA2LFjR4lj3bJlS6H7tGrckSNHNMa9/fbbwtnZWaN87NixwtzcvMTLLwnV+SD/oNqOBW3777//XiP2YcOGCQMDgwKvP6p9c86cOcLS0lL8+++/auOnTZsmDA0NRUJCghDi//ebvMezEEKcOnVKABChoaFSWdOmTUX16tXFw4cPpbJz584JAwMDMWzYMKmstNv/9OnT4u7du8LHx0fUrl1b3Lhxo+gfspRU6/j555+L7OxsUbduXdGkSRPpt1JtF9V5uTTHeq9evUSrVq2kz0FBQSIoKEgYGhqKXbt2CSGEOHv2bIn258L2DwCifv360nSq67m3t7fIzMyUyr/88ksBQPz9999CiJfnSwcHB9GyZUvx4sULabqoqCgBQO16rvqN8l7PS7o/quJ+55131KZ98803hYODg/Q5NjZWABDjx49Xm27QoEECgJg5c2aRv09ZsKlAKVlZWRXZu4Dqv6cdO3aU+SELU1NTjBw5ssTTDxs2DNbW1tLnt956CzVq1MDvv/9epuWX1O+//w5DQ0NMmjRJrfy///0vhBBqD0cAQEBAgNp/240bN4ZSqcT169eLXY6zs7Nau0tjY2Pp6eHDhw+/0noYGhqif//++P777wG8fCjL1dVVqnEuTkm2ua2tLW7duoXTp08XOF4IgZ9++gm9e/eGEAIPHjyQhu7duyM1NRVnz54F8PL3qFGjBt566y3p+xYWFiX+z18lICAAjo6OcHV1xYABA2BlZYVt27ahZs2aatONHTtW7b9wX19f5OTkSN0o7d+/H1lZWZgyZQoMDP7/lDJmzBgolUr89ttvavOzsrJSazdpYmKCVq1aqe0HW7Zsgbe3Nxo0aKD2W6huwR88eFBtnv7+/mq32FW1P8HBwWrHhqpctazY2FhcuXIFgwYNwsOHD6XlPH36FP7+/jhy5EiJjuOZM2fC0dERzs7O6Ny5M65du4b58+dLtT9573ykp6fjwYMH8PX1xbNnz3D58uVi5x8cHKxx96C4faowqluCdnZ2Jf5OTk4O9u7di379+qm1ha1RowYGDRqEP/74A2lpaWrfGTt2rFpN+7hx42BkZKS189Lz588BvDxf5mdmZiaNz8vOzg7Pnz/XuNWpDT/99BP27dsnDRs3bgSgvu0zMjLw4MEDqW2x6pjOzc3F9u3b0bt3b40aZADS8bdlyxb4+vrCzs5O7bgICAhATk4Ojhw5ova9fv36qR3PrVq1QuvWraVtcPfuXcTGxmLEiBFqzTMaN26Mrl27StOVZfvfunULnTp1wosXL3DkyBG4u7uX8hctOVWt67lz5zTuxqiU5lj39fXF2bNn8fTpUwAv7xb27NkTTZs2xdGjRwG8rIVVKBTo0KFDiWLMv3/s27cPa9as0Zhu5MiRau3XVdch1TnrzJkzePjwIcaMGaP2rMXgwYNLdEyXZH/M67333lP77Ovri4cPH0rbW7WP5M8DyqMrShU2FSilJ0+eoHr16oWO/89//oNvv/0Wo0ePxrRp0+Dv74+goCC89dZbahf1otSsWbNUD17UrVtX7bNCoYCXl1ex7Ttf1c2bN+Hi4qKWGAAvmxyoxufl5uamMQ87O7ti273dvHkTdevW1fj9CltOWQwaNAhLlizBuXPnsGnTJgwYMKDEtzNLss2nTp2K/fv3o1WrVvDy8kK3bt0waNAgtG/fHgBw//59pKSk4JtvvsE333xT4HLu3bsnra+Xl5dGfPXr1y/VOi9duhT16tWDkZERnJycUL9+/QL30fzbTXVyVG031e+ff/kmJiaoXbu2xvapVauWRux2dnY4f/689PnKlSu4dOlSoU09VL9FYTHa2NgAAFxdXQssV8V+5coVAMDw4cMLXA4ApKamFntBGDt2LN5++20YGBjA1tZWauurcvHiRUyfPh0HDhzQuMCnpqYWOW8A8PT01Cgrbp8qjihBe0CV+/fv49mzZwXuY97e3sjNzUViYiJ8fHyk8vznJSsrK9SoUUNr5yXVBbigtt0ZGRkFNpNSrXNRx/aTJ0/UutMyNDQsUZOjjh07FvjwzaNHjzB79mz88MMPGvutatvfv38faWlpaNSoUZHLuHLlCs6fP1/i4yL/NgCAevXqSe1/Czt2gZfbdc+ePXj69CnS09NLvf2HDh0KIyMjXLp0SaPHloLk5ORotJ23t7cv8bVw8ODBmDNnDiIiItCvXz+N8aU51n19fZGdnY0TJ07A1dUV9+7dg6+vLy5evKiWuDZs2LBE7bGBwveP/Ep6vvXy8lKbzsjIqETd1ZVkfyxpPEqlEjdv3oSBgYFGE5DSXo9Kg4lrKdy6dQupqakaO0xe5ubmOHLkCA4ePIjffvsNu3fvxo8//gg/Pz/s3bsXhoaGxS6nNO1SS6qwE3VOTk6JYtKGwpZTmgtoeWndujXq1KmDKVOmID4+vsg2gvmVZJt7e3sjLi4Ov/76K3bv3o2ffvoJy5Ytw4wZMzB79mzpP/0hQ4YUemLN2w2bNrRq1arA2p38tL3dSjK/3NxcvPbaa1i0aFGB0+ZPSAubZ3HLUv3un3/+eaHdVpWkC6i6desW2h9wSkoKOnXqBKVSiYiICNSpUwdmZmY4e/Yspk6dWqIa3YLOCcXtU4VRtbstyYNSlVmNGjUAvKw1zO/u3btwcXHRKH/8+DEsLCyKPMcuXLhQ7fdzd3d/pWS7f//+OH78ON5//300bdoUVlZWyM3NRY8ePUp9Vy43Nxddu3bFBx98UOD4evXqlTlObQsKCsK6devw5ZdfYu7cucVOn5iYqPEP2sGDB4t92EhFVes6YsSIAh/AK82x3qJFC5iZmeHIkSNwc3ND9erVUa9ePfj6+mLZsmXIzMyUep3RtvK+TpZ2f6yM120mrqWg6uewoCfN8zIwMIC/vz/8/f2xaNEifPbZZ/joo49w8OBBBAQEaL2vOdV/kipCCFy9elUt0bGzs9N4wht4+d9b3ls/pYnN3d0d+/fvR3p6ulqtq+rWp7ZuDbm7u+P8+fPIzc1VqxHU9nIGDhyITz75BN7e3qXqexMofpsDgKWlJf7zn//gP//5D7KyshAUFIRPP/0U4eHh0tOYOTk5hSZAKu7u7rhw4QKEEGrbS9tP65aU6vePi4tT25eysrIQHx9f7PoUpE6dOjh37hz8/f3LtW9GVS2BUqksU5wlcejQITx8+BA///wzOnbsKJXn772hLIrap8zMzAr8ToMGDUq9fEdHR1hYWBS4j12+fBkGBgYa/0xcuXIFXbp0kT4/efIEd+/eRc+ePUu83KI0atQIRkZGOHPmDPr37y+VZ2VlITY2Vq1MJT4+XrpTU5hhw4ap3f59lYqEx48fIzo6GrNnz8aMGTOk8vznbEdHRyiVygKf+M+rTp06ePLkSYn31fzLAYB///1XqpnLe+zmd/nyZVSrVg2WlpYwMzMr9fafOHEivLy8MGPGDNjY2BTb97WzszP27dunVtakSZMiv5PfkCFD8Mknn2D27NnSg1UqpTnWVc2Xjh49Cjc3N+l2va+vLzIzM7Fx40YkJyerHc8VRbXNrl69qnZ8ZWdn48aNG0VWcJR0fyxtPLm5ubh27ZpaLWt5Xo/YxrWEDhw4gDlz5sDT0xODBw8udLqCnhxUJUGqW1qWlpYAUGAiWRaqJ0dVtm7dirt370pPaAMvD9qTJ0+qdavy66+/anSbVZrYVB2uf/3112rlixcvhkKhUFv+q+jZsyeSkpLUnmLPzs7GV199BSsrK3Tq1Ekryxk9ejRmzpyJL774olTfK8k2z9/ViImJCRo2bAghBF68eAFDQ0MEBwfjp59+KvDilfcWWs+ePXHnzh21V/0+e/as0CYG5S0gIAAmJiZYsmSJ2n/hq1evRmpqapmeLu3fvz9u376NVatWaYx7/vy51PbsVTVv3hx16tTBwoULNd62BKDAbr9KS1Vjkfe3ycrKwrJly15pvsXtU4WpWbMmXF1dS/U2OENDQ3Tr1g07duxQq31MTk7Gpk2b0KFDB7UuqQDgm2++UYtj+fLlyM7O1tp5wcbGBgEBAdiwYYPa+W/9+vV48uRJgf2/nj17ttBeUlRq166NgIAAaShp04uCFLTtAWg8/W9gYIB+/fph586dBW4X1ff79++PEydOYM+ePRrTpKSkIDs7W61s+/btuH37tvT5zz//xKlTp6RtUKNGDTRt2hRr165VO+dfuHABe/fulf7JKMv2B4CPP/4Y//vf/xAeHo7ly5drjM/LzMxM7XcPCAgoVTtsVZzTp09HbGysWndWQOmPdV9fX5w6dQoHDx6UEtdq1arB29tbeqK+pM9BaFOLFi3g4OCAVatWqW3vjRs3FnsXpaT7Y2mo9qUlS5ZobZ7FYY1rAXbt2oXLly8jOzsbycnJOHDgAPbt2wd3d3f88ssvhdZkAC/f4HHkyBH06tUL7u7uuHfvHpYtW4ZatWpJ/8XXqVMHtra2WLFiBaytrWFpaYnWrVsX2I6tJOzt7dGhQweMHDkSycnJiIyMhJeXl1qXXaNHj8bWrVvRo0cP9O/fH9euXcOGDRs02qWUJrbevXujS5cu+Oijj3Djxg00adIEe/fuxY4dOzBlyhStdXsyduxYrFy5EiNGjEBMTAw8PDywdetWHDt2DJGRkRptbMvK3d29TO9VLsk279atG5ydndG+fXs4OTnh0qVL+Prrr9GrVy8p/nnz5uHgwYNo3bo1xowZg4YNG+LRo0c4e/Ys9u/fLyXIY8aMwddff41hw4YhJiYGNWrUwPr162V725WjoyPCw8Mxe/Zs9OjRA3369EFcXByWLVuGli1blqkD+6FDh2Lz5s147733cPDgQbRv3x45OTm4fPkyNm/ejD179pSomUNxDAwM8O233yIwMBA+Pj4YOXIkatasidu3b+PgwYNQKpXYuXPnKy2jXbt2sLOzw/DhwzFp0iQoFAqsX7/+lW+1lWSfKkzfvn2xbds2jVr7onzyySdSf8Xjx4+HkZERVq5ciczMzAL74c3KyoK/vz/69+8v7Q8dOnTQqAkrbFnAy7bBwMtk9I8//gDw8s11Kp9++inatWuHTp06YezYsbh16xa++OILdOvWDT169FCbZ0xMDB49eoS+ffuWaH21QalUomPHjliwYAFevHiBmjVrYu/evQXWdn/22WfYu3evtC7e3t64e/cutmzZgj/++AO2trZ4//338csvv+CNN97AiBEj0Lx5czx9+hR///03tm7dihs3bqi1o/Ty8kKHDh0wbtw4ZGZmIjIyEg4ODmpNDT7//HMEBgaibdu2GDVqlNQdlo2Njdr5sLTbP+/8U1NTERISAmtr63J/oYWqrWv+Vy6X9lj39fXFp59+isTERLUEtWPHjli5ciU8PDyK7Xoqr61btxbY7Khr167FdnmZl4mJCWbNmoWJEyfCz88P/fv3x40bNxAVFYU6deoUeTyXZn8sqaZNm2LgwIFYtmwZUlNT0a5dO0RHRxfY96zWaL2fAh2m6sZDNZiYmAhnZ2fRtWtX8eWXX6p1q6OSv2uk6Oho0bdvX+Hi4iJMTEyEi4uLGDhwoEb3JTt27BANGzYURkZGat1VdOrUqdAubgrrDuv7778X4eHhonr16sLc3Fz06tVL3Lx5U+P7X3zxhahZs6YwNTUV7du3F2fOnNGYZ1Gx5e+qRwgh0tPTRWhoqHBxcRHGxsaibt264vPPP1frbkSIl10WhYSEaMRUWDdd+SUnJ4uRI0eKatWqCRMTE/Haa68V2GVXWbrDKkpJusMqyTZfuXKl6Nixo3BwcBCmpqaiTp064v333xepqaka6xkSEiJcXV2FsbGxcHZ2Fv7+/uKbb75Rm+7mzZuiT58+wsLCQlSrVk1MnjxZ7N69u1TdYRXV7VtR06n2u/zL+frrr0WDBg2EsbGxcHJyEuPGjROPHz9Wm6aw/bugfSsrK0vMnz9f+Pj4CFNTU2FnZyeaN28uZs+erfa7FbRv5e0qp6DYt2zZolb+119/iaCgIGn7uLu7i/79+4vo6OiifqJCl5PfsWPHRJs2bYS5ublwcXERH3zwgdizZ4/G71hYd1gFzb+k+1RBVF355O9uLK/83WGpvte9e3dhZWUlLCwsRJcuXcTx48fVplHtN4cPHxZjx44VdnZ2wsrKSgwePFity6Wi5D0P5x/yO3r0qGjXrp0wMzMTjo6OIiQkpMBz9dSpU4Wbm5vGuelV5e92Kb9bt26JN998U9ja2gobGxvx9ttvizt37hTYVdDNmzfFsGHDhKOjozA1NRW1a9cWISEhat0jpaeni/DwcOHl5SVMTExEtWrVRLt27cTChQul7sfy7jdffPGFcHV1FaampsLX11ecO3dOI8b9+/eL9u3bC3Nzc6FUKkXv3r3FP//8ozFdabZ/3vNGTk6OGDhwoDAyMhLbt28v8W9blKKOjbzX8vzbpaTHelpamjA0NBTW1tYiOztbKt+wYYMAIIYOHVqiOIvqDivv8V/YuamgLq2EEGLJkiXC3d1dmJqailatWoljx46J5s2bix49ehT53ZLuj4Xt16rfNm/3g8+fPxeTJk0SDg4OwtLSUvTu3VskJiaWW3dYCiEqwZMxRERUofz9/aWXV2hTVFQURo4cidOnT2ulVlwbMjMz4eHhgWnTpqm92pmoqsjNzYWjoyOCgoIKbGJVlbCNKxGRHvrss8/w448/aqU7ucpuzZo1MDY21uiTkkgXZWRkaDQ1WrduHR49elTiXhh0Gdu4EhHpodatW6s9rFmVvffee0xaqco4efIkQkND8fbbb8PBwQFnz57F6tWr0ahRowIfSqxqmLgSERER6QgPDw+4urpiyZIlePToEezt7TFs2DDMmzevVC8v0lVs40pEREREOoFtXImIiIhIJzBxJSIiIiKdUOXbuObm5uLOnTuwtrYu11dHEhEREVHZCCGQnp4OFxcXtde751flE9c7d+5ovEOZiIiIiCqfxMTEIt9KVuUTV9WrDxMTEwt8lzIRERERySstLQ2urq7FvrK6yieuquYBSqWSiSsRERFRJVZcs04+nEVEREREOoGJKxERERHpBCauRERERKQTmLgSERERkU5g4kpEREREOoGJKxERERHpBCauRERERKQTmLgSERERkU6o8i8geFUe036Tbdk35vWSbdlERERElQ1rXImIiIhIJzBxJSIiIiKdwMSViIiIiHQCE1ciIiIi0glMXImIiIhIJzBxJSIiIiKdwMSViIiIiHQCE1ciIiIi0glMXImIiIhIJ8ieuN6+fRtDhgyBg4MDzM3N8dprr+HMmTPSeCEEZsyYgRo1asDc3BwBAQG4cuWKjBETERERkRxkTVwfP36M9u3bw9jYGLt27cI///yDL774AnZ2dtI0CxYswJIlS7BixQqcOnUKlpaW6N69OzIyMmSMnIiIiIgqmpGcC58/fz5cXV2xZs0aqczT01P6WwiByMhITJ8+HX379gUArFu3Dk5OTti+fTsGDBigMc/MzExkZmZKn9PS0spxDYiIiIioosha4/rLL7+gRYsWePvtt1G9enW8/vrrWLVqlTQ+Pj4eSUlJCAgIkMpsbGzQunVrnDhxosB5zp07FzY2NtLg6upa7utBREREROVP1sT1+vXrWL58OerWrYs9e/Zg3LhxmDRpEtauXQsASEpKAgA4OTmpfc/JyUkal194eDhSU1OlITExsXxXgoiIiIgqhKxNBXJzc9GiRQt89tlnAIDXX38dFy5cwIoVKzB8+PAyzdPU1BSmpqbaDJOIiIiIKgFZa1xr1KiBhg0bqpV5e3sjISEBAODs7AwASE5OVpsmOTlZGkdERERE+kHWxLV9+/aIi4tTK/v333/h7u4O4OWDWs7OzoiOjpbGp6Wl4dSpU2jbtm2FxkpERERE8pK1qUBoaCjatWuHzz77DP3798eff/6Jb775Bt988w0AQKFQYMqUKfjkk09Qt25deHp64uOPP4aLiwv69esnZ+hEREREVMFkTVxbtmyJbdu2ITw8HBEREfD09ERkZCQGDx4sTfPBBx/g6dOnGDt2LFJSUtChQwfs3r0bZmZmMkZORERERBVNIYQQcgdRntLS0mBjY4PU1FQolcpSf99j2m/lEFXJ3JjXS7ZlExEREVWUkuZrsr/ylYiIiIioJJi4EhEREZFOYOJKRERERDqBiSsRERER6QQmrkRERESkE5i4EhEREZFOYOJKRERERDqBiSsRERER6QQmrkRERESkE5i4EhEREZFOYOJKRERERDqBiSsRERER6QQmrkRERESkE5i4EhEREZFOYOJKRERERDqBiSsRERER6QQmrkRERESkE5i4EhEREZFOYOJKRERERDqBiSsRERER6QQmrkRERESkE5i4EhEREZFOYOJKRERERDpB1sR11qxZUCgUakODBg2k8RkZGQgJCYGDgwOsrKwQHByM5ORkGSMmIiIiIrnIXuPq4+ODu3fvSsMff/whjQsNDcXOnTuxZcsWHD58GHfu3EFQUJCM0RIRERGRXIxkD8DICM7OzhrlqampWL16NTZt2gQ/Pz8AwJo1a+Dt7Y2TJ0+iTZs2FR0qEREREclI9hrXK1euwMXFBbVr18bgwYORkJAAAIiJicGLFy8QEBAgTdugQQO4ubnhxIkThc4vMzMTaWlpagMRERER6T5ZE9fWrVsjKioKu3fvxvLlyxEfHw9fX1+kp6cjKSkJJiYmsLW1VfuOk5MTkpKSCp3n3LlzYWNjIw2urq7lvBZEREREVBFkbSoQGBgo/d24cWO0bt0a7u7u2Lx5M8zNzcs0z/DwcISFhUmf09LSmLwSERERVQGyNxXIy9bWFvXq1cPVq1fh7OyMrKwspKSkqE2TnJxcYJtYFVNTUyiVSrWBiIiIiHRfpUpcnzx5gmvXrqFGjRpo3rw5jI2NER0dLY2Pi4tDQkIC2rZtK2OURERERCQHWZsK/O9//0Pv3r3h7u6OO3fuYObMmTA0NMTAgQNhY2ODUaNGISwsDPb29lAqlZg4cSLatm3LHgWIiIiI9JCsieutW7cwcOBAPHz4EI6OjujQoQNOnjwJR0dHAMDixYthYGCA4OBgZGZmonv37li2bJmcIRMRERGRTBRCCCF3EOUpLS0NNjY2SE1NLVN7V49pv5VDVCVzY14v2ZZNREREVFFKmq9VqjauRERERESFYeJKRERERDqBiSsRERER6QQmrkRERESkE5i4EhEREZFOYOJKRERERDqBiSsRERER6QRZX0BAlRf7ryUiIqLKhjWuRERERKQTmLgSERERkU5g4kpEREREOoGJKxERERHpBCauRERERKQTmLgSERERkU5g4kpEREREOoGJKxERERHpBCauRERERKQTmLgSERERkU5g4kpEREREOoGJKxERERHpBCauRERERKQTmLgSERERkU5g4kpEREREOqHSJK7z5s2DQqHAlClTpLKMjAyEhITAwcEBVlZWCA4ORnJysnxBEhEREZFsKkXievr0aaxcuRKNGzdWKw8NDcXOnTuxZcsWHD58GHfu3EFQUJBMURIRERGRnGRPXJ88eYLBgwdj1apVsLOzk8pTU1OxevVqLFq0CH5+fmjevDnWrFmD48eP4+TJkzJGTERERERykD1xDQkJQa9evRAQEKBWHhMTgxcvXqiVN2jQAG5ubjhx4kSh88vMzERaWpraQERERES6z0jOhf/www84e/YsTp8+rTEuKSkJJiYmsLW1VSt3cnJCUlJSofOcO3cuZs+ere1QiYiIiEhmstW4JiYmYvLkydi4cSPMzMy0Nt/w8HCkpqZKQ2JiotbmTURERETykS1xjYmJwb1799CsWTMYGRnByMgIhw8fxpIlS2BkZAQnJydkZWUhJSVF7XvJyclwdnYudL6mpqZQKpVqAxERERHpPtmaCvj7++Pvv/9WKxs5ciQaNGiAqVOnwtXVFcbGxoiOjkZwcDAAIC4uDgkJCWjbtq0cIRMRERGRjMqUuNauXRunT5+Gg4ODWnlKSgqaNWuG69evFzsPa2trNGrUSK3M0tISDg4OUvmoUaMQFhYGe3t7KJVKTJw4EW3btkWbNm3KEjYRERER6bAyJa43btxATk6ORnlmZiZu3779ykGpLF68GAYGBggODkZmZia6d++OZcuWaW3+RERERKQ7SpW4/vLLL9Lfe/bsgY2NjfQ5JycH0dHR8PDwKHMwhw4dUvtsZmaGpUuXYunSpWWeJxERERFVDaVKXPv16wcAUCgUGD58uNo4Y2NjeHh44IsvvtBacEREREREKqVKXHNzcwEAnp6eOH36NKpVq1YuQRERERER5VemNq7x8fHajoOIiIiIqEhl7g4rOjoa0dHRuHfvnlQTq/Ldd9+9cmBERERERHmVKXGdPXs2IiIi0KJFC9SoUQMKhULbcRERERERqSlT4rpixQpERUVh6NCh2o6HiIiIiKhAZXrla1ZWFtq1a6ftWIiIiIiIClWmxHX06NHYtGmTtmMhIiIiIipUmZoKZGRk4JtvvsH+/fvRuHFjGBsbq41ftGiRVoIjIiIiIlIpU+J6/vx5NG3aFABw4cIFtXF8UIuIiIiIykOZEteDBw9qOw4iIiIioiKVqY0rEREREVFFK1ONa5cuXYpsEnDgwIEyB0REREREVJAyJa6q9q0qL168QGxsLC5cuIDhw4drIy4iIiIiIjVlSlwXL15cYPmsWbPw5MmTVwqIiIiIiKggWm3jOmTIEHz33XfanCUREREREQAtJ64nTpyAmZmZNmdJRERERASgjE0FgoKC1D4LIXD37l2cOXMGH3/8sVYCIyIiIiLKq0yJq42NjdpnAwMD1K9fHxEREejWrZtWAiMiIiIiyqtMieuaNWu0HQcRERERUZHKlLiqxMTE4NKlSwAAHx8fvP7661oJioiIiIgovzIlrvfu3cOAAQNw6NAh2NraAgBSUlLQpUsX/PDDD3B0dNRmjEREREREZetVYOLEiUhPT8fFixfx6NEjPHr0CBcuXEBaWhomTZqk7RiJiIiIiMpW47p7927s378f3t7eUlnDhg2xdOlSPpxFREREROWiTDWuubm5MDY21ig3NjZGbm5uieezfPlyNG7cGEqlEkqlEm3btsWuXbuk8RkZGQgJCYGDgwOsrKwQHByM5OTksoRMRERERDquTImrn58fJk+ejDt37khlt2/fRmhoKPz9/Us8n1q1amHevHmIiYnBmTNn4Ofnh759++LixYsAgNDQUOzcuRNbtmzB4cOHcefOHY0+ZImIiIhIP5SpqcDXX3+NPn36wMPDA66urgCAxMRENGrUCBs2bCjxfHr37q32+dNPP8Xy5ctx8uRJ1KpVC6tXr8amTZvg5+cH4GU3XN7e3jh58iTatGlTltCJiIiISEeVKXF1dXXF2bNnsX//fly+fBkA4O3tjYCAgDIHkpOTgy1btuDp06do27YtYmJi8OLFC7V5NmjQAG5ubjhx4kShiWtmZiYyMzOlz2lpaWWOiYiIiIgqj1I1FThw4AAaNmyItLQ0KBQKdO3aFRMnTsTEiRPRsmVL+Pj44OjRo6UK4O+//4aVlRVMTU3x3nvvYdu2bWjYsCGSkpJgYmIidbel4uTkhKSkpELnN3fuXNjY2EiDqkaYiIiIiHRbqRLXyMhIjBkzBkqlUmOcjY0N3n33XSxatKhUAdSvXx+xsbE4deoUxo0bh+HDh+Off/4p1TzyCg8PR2pqqjQkJiaWeV5EREREVHmUKnE9d+4cevToUej4bt26ISYmplQBmJiYwMvLC82bN8fcuXPRpEkTfPnll3B2dkZWVhZSUlLUpk9OToazs3Oh8zM1NZV6KVANRERERKT7SpW4JicnF9gNloqRkRHu37//SgHl5uYiMzMTzZs3h7GxMaKjo6VxcXFxSEhIQNu2bV9pGURERESke0r1cFbNmjVx4cIFeHl5FTj+/PnzqFGjRonnFx4ejsDAQLi5uSE9PR2bNm3CoUOHsGfPHtjY2GDUqFEICwuDvb09lEolJk6ciLZt27JHASIiIiI9VKrEtWfPnvj444/Ro0cPmJmZqY17/vw5Zs6ciTfeeKPE87t37x6GDRuGu3fvwsbGBo0bN8aePXvQtWtXAMDixYthYGCA4OBgZGZmonv37li2bFlpQiYiIiKiKkIhhBAlnTg5ORnNmjWDoaEhJkyYgPr16wMALl++jKVLlyInJwdnz56Fk5NTuQVcWmlpabCxsUFqamqZ2rt6TPutHKIqmRvzesm2bH1dbyIiIqp4Jc3XSlXj6uTkhOPHj2PcuHEIDw+HKudVKBTo3r07li5dWqmSViIiIiKqOkr9AgJ3d3f8/vvvePz4Ma5evQohBOrWrQs7O7vyiI+IiIiICEAZ35wFAHZ2dmjZsqU2YyEiIiIiKlSpusMiIiIiIpILE1ciIiIi0glMXImIiIhIJzBxJSIiIiKdwMSViIiIiHQCE1ciIiIi0glMXImIiIhIJzBxJSIiIiKdwMSViIiIiHQCE1ciIiIi0glMXImIiIhIJzBxJSIiIiKdwMSViIiIiHQCE1ciIiIi0glMXImIiIhIJzBxJSIiIiKdwMSViIiIiHSCkdwBEFUmHtN+k23ZN+b1km3ZREREuoA1rkRERESkE5i4EhEREZFOkDVxnTt3Llq2bAlra2tUr14d/fr1Q1xcnNo0GRkZCAkJgYODA6ysrBAcHIzk5GSZIiYiIiIiuciauB4+fBghISE4efIk9u3bhxcvXqBbt254+vSpNE1oaCh27tyJLVu24PDhw7hz5w6CgoJkjJqIiIiI5CDrw1m7d+9W+xwVFYXq1asjJiYGHTt2RGpqKlavXo1NmzbBz88PALBmzRp4e3vj5MmTaNOmjRxhExEREZEMKlUb19TUVACAvb09ACAmJgYvXrxAQECANE2DBg3g5uaGEydOFDiPzMxMpKWlqQ1EREREpPsqTXdYubm5mDJlCtq3b49GjRoBAJKSkmBiYgJbW1u1aZ2cnJCUlFTgfObOnYvZs2eXd7hEVQq7ASMiIl1QaWpcQ0JCcOHCBfzwww+vNJ/w8HCkpqZKQ2JiopYiJCIiIiI5VYoa1wkTJuDXX3/FkSNHUKtWLanc2dkZWVlZSElJUat1TU5OhrOzc4HzMjU1hampaXmHTEREREQVTNbEVQiBiRMnYtu2bTh06BA8PT3Vxjdv3hzGxsaIjo5GcHAwACAuLg4JCQlo27atHCETURXCJhJERLpF1sQ1JCQEmzZtwo4dO2BtbS21W7WxsYG5uTlsbGwwatQohIWFwd7eHkqlEhMnTkTbtm3ZowARERGRnpE1cV2+fDkAoHPnzmrla9aswYgRIwAAixcvhoGBAYKDg5GZmYnu3btj2bJlFRwpEREREclN9qYCxTEzM8PSpUuxdOnSCoiIiIiIiCqrSvFwFhERVRy27SUiXVVpusMiIiIiIioKE1ciIiIi0glsKkBERHpBX5tI6Ot6U9XEGlciIiIi0glMXImIiIhIJzBxJSIiIiKdwMSViIiIiHQCE1ciIiIi0glMXImIiIhIJ7A7LCIiIqpy2A1Y1cQaVyIiIiLSCUxciYiIiEgnMHElIiIiIp3ANq5EREREVURVb9vLGlciIiIi0glMXImIiIhIJzBxJSIiIiKdwMSViIiIiHQCE1ciIiIi0glMXImIiIhIJzBxJSIiIiKdwMSViIiIiHSCrInrkSNH0Lt3b7i4uEChUGD79u1q44UQmDFjBmrUqAFzc3MEBATgypUr8gRLRERERLKSNXF9+vQpmjRpgqVLlxY4fsGCBViyZAlWrFiBU6dOwdLSEt27d0dGRkYFR0pEREREcpP1la+BgYEIDAwscJwQApGRkZg+fTr69u0LAFi3bh2cnJywfft2DBgwoCJDJSIiIiKZVdo2rvHx8UhKSkJAQIBUZmNjg9atW+PEiROFfi8zMxNpaWlqAxERERHpvkqbuCYlJQEAnJyc1MqdnJykcQWZO3cubGxspMHV1bVc4yQiIiKiilFpE9eyCg8PR2pqqjQkJibKHRIRERERaUGlTVydnZ0BAMnJyWrlycnJ0riCmJqaQqlUqg1EREREpPsqbeLq6ekJZ2dnREdHS2VpaWk4deoU2rZtK2NkRERERCQHWXsVePLkCa5evSp9jo+PR2xsLOzt7eHm5oYpU6bgk08+Qd26deHp6YmPP/4YLi4u6Nevn3xBExEREZEsZE1cz5w5gy5dukifw8LCAADDhw9HVFQUPvjgAzx9+hRjx45FSkoKOnTogN27d8PMzEyukImIiIhIJrImrp07d4YQotDxCoUCERERiIiIqMCoiIiIiKgyqrRtXImIiIiI8mLiSkREREQ6gYkrEREREekEJq5EREREpBOYuBIRERGRTmDiSkREREQ6gYkrEREREekEJq5EREREpBOYuBIRERGRTmDiSkREREQ6gYkrEREREekEJq5EREREpBOYuBIRERGRTmDiSkREREQ6gYkrEREREekEJq5EREREpBOYuBIRERGRTmDiSkREREQ6gYkrEREREekEJq5EREREpBOYuBIRERGRTmDiSkREREQ6gYkrEREREekEJq5EREREpBN0InFdunQpPDw8YGZmhtatW+PPP/+UOyQiIiIiqmCVPnH98ccfERYWhpkzZ+Ls2bNo0qQJunfvjnv37skdGhERERFVoEqfuC5atAhjxozByJEj0bBhQ6xYsQIWFhb47rvv5A6NiIiIiCqQkdwBFCUrKwsxMTEIDw+XygwMDBAQEIATJ04U+J3MzExkZmZKn1NTUwEAaWlpZYohN/NZmb6nDWWNWRu43hWP613xuN4Vj+td8bjeFY/rXfbvCiGKnlBUYrdv3xYAxPHjx9XK33//fdGqVasCvzNz5kwBgAMHDhw4cODAgYOODYmJiUXmhpW6xrUswsPDERYWJn3Ozc3Fo0eP4ODgAIVCUaGxpKWlwdXVFYmJiVAqlRW6bDlxvbne+oDrzfXWB1xvrndFEUIgPT0dLi4uRU5XqRPXatWqwdDQEMnJyWrlycnJcHZ2LvA7pqamMDU1VSuztbUtrxBLRKlU6tWOr8L11i9cb/3C9dYvXG/9Itd629jYFDtNpX44y8TEBM2bN0d0dLRUlpubi+joaLRt21bGyIiIiIioolXqGlcACAsLw/Dhw9GiRQu0atUKkZGRePr0KUaOHCl3aERERERUgSp94vqf//wH9+/fx4wZM5CUlISmTZti9+7dcHJykju0YpmammLmzJkaTReqOq4311sfcL253vqA6831rmwUQhTX7wARERERkfwqdRtXIiIiIiIVJq5EREREpBOYuBIRERGRTmDiSkREREQ6gYkrEREREekEJq5EREREpBMqfT+upHvu378PKysrmJubyx0KlYOHDx9i6tSpyM3NxcKFC7Fq1Sps3LgRzZo1w5IlS6r86xGvXLmCgwcP4t69e8jNzVUbN2PGDJmiKn/Xrl1DZGQkLl26BABo2LAhJk+ejDp16sgcWfl58803oVAoCh3/888/V2A0FWv9+vVYsWIF4uPjceLECbi7u2PRokWoU6cO+vbtK3d45U7frmOnTp1CYGAgfvrpJ3Tp0kXucIrEGlct8/PzQ0pKikb548eP4efnV/EBVaDvvvsObm5ucHZ2hrW1NerXr48ffvhB7rDKlZ2dHezt7QsdqqJx48bh3LlzuHPnDoKCgrBhwwaMHj0af/75J95//325wytXq1atgre3N2bMmIGtW7di27Zt0rB9+3a5wys3e/bsQcOGDfHnn3+icePGaNy4MU6dOgUfHx/s27dP7vDKjY2NDaKjo3HmzBmpLCYmBtHR0SV6p7quWrZsGcLCwtCzZ0+kpKQgJycHAFCtWjVERkbKG1w508frGABERUXh6dOnWLNmjVr5jh07sG7dOqxbt06myDSxxlXLDh06hHHjxmn8l/b8+XMcPnxYpqjK36ZNmzB+/HhMmTIFAQEB6Nu3L6ZMmYLp06fj6dOnGDVqlNwhlov8J/GnT5/i9OnT2LlzJz766CN5gipnBw4cwN69e+Hl5QU7Ozvs27cPfn5+8PHxwYgRI+QOr1x98skn+PTTTzF16lS5Q6lQ06ZNQ2hoKObNm6dRPnXqVHTt2lWmyMqXk5MT+vfvjxUrVsDQ0BAAkJOTg/Hjx1fpOwtff/01Vq9ejT59+qht8xYtWiAsLEzGyMqXvl7HMjMzsXnzZsyZMwcRERFYtmwZrKysAAC3bt3CgwcPirzzUOEEaZVCoRCBgYGiX79+akNgYKAwMDCQO7xy06RJE/H5559Ln62srMS1a9fEb7/9Jho0aCBjZPJYvny56N+/v9xhlAszMzORmJgohHi5na9evSqEECIhIUGYmZnJGVq5s7a2FteuXZM7jApnamoq/v33X43yuLg4YWpqKkNEFaNatWri8uXLGuWXL18W9vb2MkRUMczNzUV8fLwQ4v/P5UK8XG8LCwsZIytf+nod+/HHH4Wbm5vIzc0VPj4+Ys2aNXKHVCQ2FdAyd3d3rF+/Xu0W4rZt27B27Vq4ubnJHV65iYuLK7Ddk4+PD27evClDRPLq3r07du3aJXcY5aJmzZrSNt21axdq1aoFAEhOTkb16tXlDK3cvf3229i7d6/cYVQ4R0dHxMbGapTHxsZW6W2enZ2Ny5cva5RfvnxZo31zVVK3bl3ExMRolP/666/w8fGRIaKKoa/XsbVr12Lw4MFQKBQYMmSIRnOByoZNBbQsPj6+wHJHR8dCx1UF1tbWePbsmUb5+fPn4e7uLkNE8lIoFHjvvffkDqNczJ07V2rf16FDB6n82rVrGDlypFxhVQgvLy98/PHHOHnyJF577TUYGxurjZ80aZJMkZWvMWPGYOzYsbh+/TratWsHADh27Bjmz59fpW8djxw5EqNGjcK1a9fQqlUrAC8fYpk3b16V3tc/+ugjhISE4OHDh8jJyUF0dDRWrlyJr776Chs3bpQ7vHKjj9expKQk7Nu3D4sWLQIADB48GNOnT0d8fDw8PT1ljq4Qclf5UtXg7+8vli5dKn22srIS48ePF46OjmLlypUyRkakPR4eHoUOnp6ecodXbnJzc8WiRYtEzZo1hUKhEAqFQtSsWVNERkaK3NxcucMrNzk5OWL+/PnCxcVFWm8XFxcxf/58kZ2dLXd45SYuLk7Y29sLhUIhDAwMpHUfNWqU3KGVK328jn3++eeiZcuWamV+fn5i1qxZMkVUPIUQQsidPFdFutS1hDbs378fly5dwsSJEwEAjRs3hpOTE9555x0MHDhQ5ujKn75tb9Jf6enpAF7WTumTtLQ0AKjSD2Wp9OzZEyYmJvj222/h6emJP//8Ew8fPsSYMWPw4YcfYujQoXKHWC708Tr22muv4d1338WECROksqioKMyZMwfXrl2TMbIiyJ05V1XvvfeeMDExEUOHDpU7FKoA+ri9T548Kezs7MSBAwfkDoWItMjKykqcO3dOCCGEUqmUHlCLjo4W9evXlzM00qKEhATRpUsX8eDBA7Xy9PR04e/vX+ADmZUBH84qB3m7lvj555/x5MkTuUOicqSv27uwfv/0QVpaGpYsWYKHDx/KHUqFunHjBoKCghAXFyd3KBVK39bbyMhIqlGvVq0a7ty5A+Dlw8cJCQlyhkZa5OrqigMHDsDBwUGt3MrKCvv370fdunVliqxoTFzLwY4dO2BlZYX3338fHh4e2Lp1q9whVZhTp07B3t4eBw8elDuUCqOP21tfk3WV77//HqGhoVi7dq3coVSotWvXYvv27Vi9erXcoVQofVvvRo0a4dy5cwCA1q1bY8GCBTh27BgiIiLQoEEDmaMrf/p4HQNe9tmqC71lMHEtB7rWtYQ26WMtnD5ub31M1vOKiorC66+/jqioKLlDqVDr1q3DoEGDsGHDBp24wGmLvq339OnTpfWMiIhAfHw8fH19sWvXLixevFjm6MqfPl7HgJevcb5x44bcYRRP7rYKVc3du3eFsbGx1CYoISFBGBoaiuvXr8scWfnLyMgQ9vb2Yv78+cLS0lKkp6fLHVK509ft3bNnTxEeHi6EEGLu3LmiY8eOMkdUceLi4oSJiYn4999/hYWFhTh79qzcIVWIw4cPCxsbG5GWliacnJzE77//LndIFUJf1zu/hw8fVukeJFT08TqmkvdlE5UZa1y1bMOGDWjatCnq168P4GUbkk6dOlWq9/yWF32shdPH7a3q92/48OEAXvb7d+zYsSrdT3Fea9euRUBAAOrWrYu+ffvqTa3r2rVrERwcDGtrawwYMIDrrWfs7e0r12s/y4k+Xsd0DRNXLVu7di2GDRumVjZ06NAqncio6OMtc33c3vqYrKsIIbB+/Xppmw8ZMgTff/89srOzZY6sfD1//hxbt26V1nvYsGHYuXMnUlNTZY6sfOnreqvcu3cPYWFhuHXrltyhVBh9vI6pfPjhh7C3t5c7jOLJXeVblehq1xLaoI+3zPV1ezdq1Eh89dVXamVr1qwRtWvXlimiirNv3z5ha2srMjIyhBBCZGdnC2dnZ7F9+3aZIytf69evFx4eHmplPj4+YsWKFTJFVDH0db1VFi5cKAwMDMTs2bPlDqVC6ON1LDQ0tMihMuILCEgrFi5ciM2bN+PPP/+Uyvz9/dGxY0fMnDlTxshImxITEzF8+HBs2bJFrQuVJ0+eoF+/fli+fHml7UJFG4YOHQozMzOsWrVKKgsLC0N8fDy2bdsmY2Tlq1u3bmjVqhU++eQTqWzevHnYsWMHTpw4IWNk5Utf11ulcePGcHZ2xrVr1ypvZ/RapI/XsfwvzHn69KnU7Vvz5s1x4MABOcIqmtyZc1WWmJgocnJy5A6jQuhzLZyKPm1vfZSWliYsLCzEkSNH1MpjYmKEiYmJRs17VaGqdcp/ByExMVEYGhqKuLg4mSIrX/q63ioxMTHC3Nxc3L17V9ja2mrs91URr2Mvpaeni+DgYPHll1/KHUqB2Ma1HOlM1xKvKDExEY6OjhqvxHvrrbfg6emJK1euyBRZxdKX7Z2XrvT7pw25ubnYtWsXfH191cqbNWuG6OhoGBhUzdOpq6srsrOzNWrSa9WqhezsbNSrV0+myMqXvq63ytq1a9G7d284Ozvj7bffrvIPpfE69v+srKwwa9YsLFy4UO5QCsSmAuXI2toa586dQ+3ateUOhSqAPm5vpVKJ2NhYvVpnoqouOzsbNWrUQFRUFHr16oUjR46gd+/eSEpKgrm5udzhUQW4ePEi/P39kZSUJHcoGqpmFQHJSp9q4fSdPv/fO378eDx48EDuMCrca6+9hsTERLnDqHD6tN6//vorDA0NERgYCADo2LEjHBwc8PPPP8scWcXR9+uYj49PpUxaASau5UpnupbQMn28ZQ7o7/bWVxs2bEBaWprcYVS4Gzdu4MWLF3KHUeH0ab3XrVuHgQMHqjV/GTJkSJVvLpCXvl7HdIGR3AFUBWFhYZgzZw4sLS0RFhamNi4iIkLt86JFiyoyNFlU9Vo4bu//p8/JelXfz0k/PXjwAL/99htOnjypVj5kyBB89tlnuHXrFmrVqiVTdBWHx3flxcRVC/766y/pP/G//vqr0On04a0j+kDft7e+J+v6ztfXVy/bOerLeltbW+PKlStwc3NTK69Xrx7i4+PVusEjkgMfziKtmzt3LsaNGwdbW1u5Q6FyoJP9/mlJWloalEql3GHI4vr164iMjMTZs2cBAK+//jomT54MLy8vmSMrX/q63vqO17HKi4krlVlRt8zzYy1c1fbkyROMGDECHTt2xKRJk+QOp9wYGhri7t27qF69utyhVKizZ8+ic+fO8PT0ROfOnQEAhw4dwvXr13H48GE0a9ZM3gDLib6ud169evXCt99+ixo1asgdSrko7tqVF69jlQMTVyqzLl26YNu2bbC1tdWohctLoVBU6Vo4eunChQvo2bMnEhIS5A6l3BgZGSEhIQEuLi5q5RkZGdi8ebP0Tvuqxt/fH7Vq1UJUVJTUBEYIgeHDh+Pu3bvYt2+fzBGWD31d77yqejd/RV278uJ1rPJg4kpEWlGZ+/3Tlvr166NHjx7o3bs3TExMpPJHjx4hODgYOTk5MkZXfiwtLXH8+HE0adJErTw2Nha+vr5IT0+XKbLypa/rnVdVT1xJ9/DhLCLSisrc75+2LF26FOPHj8dXX32lMa6qPowHAKampjAzM9Mot7S0hKGhoQwRVQx9Xe+83N3dYWxsLHcYRBL240pEVEIBAQH4999/kZGRgcePH0vD5cuXq3T3Oc2bN8fRo0c1yo8ePVql23nq63rHxMTg1q1bAF42AXJ1dQUA7Nu3Dxs3bpQzNCI2FSAielW5ublITEyEu7u73KGUi6SkJLx48UJKYFQSExNhZGRUZR/c0df1btKkCSIjI9GlSxekp6fD2toaAHD48GGMHTtW6kWESA5MXImIiEhiZWWFixcvwt3dHUqlErGxsahduzYSEhJQv359PH/+XO4QSY+xqQARERFJDAwMkJmZiezsbDx//hyPHz8G8PKtWqraVyK5sMaViIiIJB07doSHhwfc3Nywbt06tGrVCjNnzsSMGTOQm5uLHTt2yB0i6TEmrkRERCQ5ffo0BgwYgJycHPz000+YNm0aoqOj4ebmhl27dsHb21vuEEmPMXElIiKiIj18+BAODg5yh0HExJWIiIiIdAMfziIiIiIincDElYiIiIh0AhNXIiIiItIJTFyJiIiISCcwcSUiIiIincDElYiIiIh0AhNXIiIiItIJ/wcLCNa7JwLt/QAAAABJRU5ErkJggg==",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1900,7 +2005,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1910,7 +2015,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1920,7 +2025,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1930,7 +2035,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1940,7 +2045,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1950,7 +2055,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1960,7 +2065,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1970,7 +2075,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1980,7 +2085,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -1990,7 +2095,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs0AAAFACAYAAABHiUEaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABvj0lEQVR4nO3dd1QU19sH8O8uSBNpohSDgEoiKkpsBGuUTUBNlGhUDAZFAiliw+7PromxBlvEEjtGxRiMxhAR7CIqlti7YgMLAooCwt73Dw/zulJXgaV8P+fs0b3zzMwzW2YfZu7ckQkhBIiIiIiIKF9yTSdARERERFTWsWgmIiIiIioEi2YiIiIiokKwaCYiIiIiKgSLZiIiIiKiQrBoJiIiIiIqBItmIiIiIqJCsGgmIiIiIioEi2YiIiIiokKwaC7nJk+eDJlMVirr+vjjj/Hxxx9Lz/fu3QuZTIYtW7aUyvr79+8POzu7UlnX23r27Bm++eYbWFpaQiaTYejQocW+jtJ8z9WR83nYu3dvsSxv9erVkMlkOH78eLEsjwpXmt+xo0ePQkdHB7du3SqV9WlSSEgIateujYyMDE2nUmxu3rwJmUyG1atXl8jyS+P35eOPP0ajRo1KbPlU8bBoLkNyioSch56eHqytreHu7o4FCxbg6dOnxbKee/fuYfLkyTh16lSxLK84leXciuKnn37C6tWr8f3332PdunX4+uuv8421s7ODTCaDQqHIc/ry5culz0JFKhzz+py///77CAwMRGJioqbTK1dyCpech5aWFmrXro0vvviizH+H/ve//6FPnz6wtbXN9ZnI71EaBf39+/cxZswYdOjQAdWqVSv0D8HDhw+jTZs2MDAwgKWlJQYPHoxnz56pxPTv3x+ZmZlYunRpseeb80f0o0ePVNpv376NunXrwszMDCdOnCj29aqTS0Xx22+/wdHREXp6enBwcMDChQtLdH07d+6ETCaDtbU1lEplia6ruOX8vr2+n3dwcMDIkSORlJRU7OvbuXMnJk+eXOzLfZN2ia+B1DZ16lTY29vj5cuXSEhIwN69ezF06FDMmzcPf/31Fxo3bizFjh8/HmPGjFFr+ffu3cOUKVNgZ2cHZ2fnIs+3a9cutdbzNgrKbfny5WV+xxEdHY2PPvoIkyZNKlK8np4e9uzZg4SEBFhaWqpMCw0NhZ6eHtLT01Xa3+Y9L4tyPufp6ek4ePAglixZgp07d+Ls2bMwMDDQdHrlSp8+fdC5c2dkZ2fjwoULWLJkCf755x8cOXJEre94aX3HTp06hd27d+Pw4cMAgHbt2mHdunUqMd988w1atmyJgIAAqc3Q0LDEc7t06RJmzpwJBwcHODk5ISYmJt/YU6dOwc3NDY6Ojpg3bx7u3LmDOXPm4MqVK/jnn3+kOD09PfTr1w/z5s3DoEGDSvxM0d27d9GhQwckJSVh9+7daNq0aYmurzJYunQpvvvuO/To0QNBQUE4cOAABg8ejOfPn2P06NElss7Q0FDY2dnh5s2biI6OzvcAS1nl7OyM4cOHAwDS09MRFxeH4OBg7Nu3D0ePHi3Wde3cuROLFy8u8cKZRXMZ1KlTJzRv3lx6PnbsWERHR+Ozzz5D165dceHCBejr6wMAtLW1oa1dsm/j8+fPYWBgAB0dnRJdT2GqVKmi0fUXxYMHD9CgQYMix7du3RrHjh3Dpk2bMGTIEKn9zp07OHDgAL744gv88ccfKvOUxnteGl7/nH/zzTeoXr065s2bh23btqFPnz4azq58adq0Kfr27Ss9b926Nbp27YolS5aodXSzKN+xrKwsKJXKd9ofrFq1CrVr18ZHH30EAKhTpw7q1KmjEvPdd9+hTp06KttVGpo1a4bHjx/DzMwMW7ZsQc+ePfONHTduHExNTbF3714YGRkBeHWEzd/fH7t27cKnn34qxfbq1QuzZs3Cnj170LFjxxLL/969e+jQoQMeP36MyMhINGvWrMTWVVm8ePEC//vf/9ClSxepu4i/vz+USiWmTZuGgIAAmJqaFus609LSsG3bNsyYMQOrVq1CaGhokYpmpVKJzMxM6OnpFWs+b6NWrVoq399vvvkGhoaG0h+WDg4O+c6blpaGqlWrlkaaamH3jHKiY8eOmDBhAm7duoX169dL7Xn1b42MjESbNm1gYmICQ0NDfPDBBxg3bhyAV/3EWrRoAQDw9fWVTp3k9EvL6eMVFxeHdu3awcDAQJr3zT7NObKzszFu3DhYWlqiatWq6Nq1K27fvq0SY2dnh/79++ea9/VlFpZbXv0t09LSMHz4cNjY2EBXVxcffPAB5syZAyGESpxMJkNgYCDCw8PRqFEj6OrqomHDhoiIiMj7BX/DgwcP4OfnBwsLC+jp6aFJkyZYs2aNND2n/92NGzfw999/S7nfvHmzwOXq6emhe/fu2LBhg0r777//DlNTU7i7u+eaR933PMfChQvRsGFDGBgYwNTUFM2bN8+13rt372LAgAGwsLCQXqOVK1fmyuHOnTvw9PRE1apVUbNmTQwbNuyd+2vmFBI3btxQac/IyEBQUBBq1KiBqlWr4osvvsDDhw9zzf/rr7+iYcOG0NXVhbW1NQYOHIjk5GSVmJzP9/nz59GhQwcYGBigVq1amDVrVq7lZWRkYNKkSahXrx50dXVhY2ODUaNG5drOnM9WWFgYGjRoAH19fbi6uuLMmTMAXh2hqlevHvT09PDxxx/n+ZmIjY2Fh4cHjI2NYWBggPbt2+PQoUPqvHwq3nwtt23bhi5dusDa2hq6urqoW7cupk2bhuzsbJX53vyO5XT/mDNnDoKDg1G3bl3o6uri/PnzAIr2mcpLeHg4OnbsqPYR15MnT6JTp04wMjKCoaEh3NzccOTIEZWYnK4e+/fvx7fffovq1avDyMgIPj4+ePLkSaHrqFatGszMzAqNS01NRWRkJPr27SsVzADg4+MDQ0NDbN68WSW+WbNmMDMzw7Zt24q4teq7f/8+OnTogAcPHmDXrl0qB1+AV2fC2rZti6pVq8LExATdunXDhQsXci2nqPuBt5GUlIQRI0bAyckJhoaGMDIyQqdOnXD69Ok844vy+3LlyhX06NEDlpaW0NPTw3vvvQcvLy+kpKQUKae4uDi0atUK+vr6sLe3R0hIiMr0PXv24PHjx/jhhx9U2gcOHIi0tDT8/fffarwCRfPnn3/ixYsX6NmzJ7y8vLB169ZcZx2B/9//hIaGSvu/iIgI6Xtw8OBBDB48GDVq1ICJiQm+/fZbZGZmIjk5GT4+PjA1NYWpqSlGjRol/W4KIWBnZ4du3brlWl96ejqMjY3x7bffvtV25ZxRff3AT//+/WFoaIhr166hc+fOqFatGry9vQEABw4cQM+ePVG7dm1pPzxs2DC8ePFCZf7FixdLr0fOoySU/8NVlcjXX3+NcePGYdeuXfD3988z5ty5c/jss8/QuHFjTJ06Fbq6urh69ar0A+zo6IipU6di4sSJCAgIQNu2bQEArVq1kpbx+PFjdOrUCV5eXujbty8sLCwKzOvHH3+ETCbD6NGj8eDBAwQHB0OhUODUqVPSEfGiKEpurxNCoGvXrtizZw/8/Pzg7OyMf//9FyNHjsTdu3fxyy+/qMQfPHgQW7duxQ8//IBq1aphwYIF6NGjB+Lj41G9evV883rx4gU+/vhjXL16FYGBgbC3t0dYWBj69++P5ORkDBkyBI6Ojli3bh2GDRuG9957TzolVaNGjUK3+6uvvsKnn36Ka9euoW7dugCADRs24MsvvyzSkb/C3nPg1Wn3wYMH48svv8SQIUOQnp6O//77D7Gxsfjqq68AAImJifjoo4+knXCNGjXwzz//wM/PD6mpqdJFjS9evICbmxvi4+MxePBgWFtbY926dYiOji4014Jcu3YNAHK9F4MGDYKpqSkmTZqEmzdvIjg4GIGBgdi0aZMUM3nyZEyZMgUKhQLff/89Ll26hCVLluDYsWM4dOiQyuv45MkTeHh4oHv37ujVqxe2bNmC0aNHw8nJCZ06dQLw6mhN165dcfDgQQQEBMDR0RFnzpzBL7/8gsuXLyM8PFwlxwMHDuCvv/7CwIEDAQAzZszAZ599hlGjRuHXX3/FDz/8gCdPnmDWrFkYMGCAymsVHR2NTp06oVmzZpg0aRLkcjlWrVqFjh074sCBA2jZsuU7v5arV6+GoaEhgoKCYGhoiOjoaEycOBGpqamYPXt2octbtWoV0tPTERAQAF1dXZiZmRXpM5WXu3fvIj4+Xu0uA+fOnUPbtm1hZGSEUaNGoUqVKli6dCk+/vhj7Nu3Dy4uLirxgYGBMDExweTJk6XPw61bt6Q/cN/VmTNnkJWVlasw1dHRgbOzM06ePJlrnqZNm77TH0MFSUxMxJdffomEhATs2rVLOgCRY/fu3ejUqRPq1KmDyZMn48WLF1i4cCFat26NEydOSH8sFXU/8LauX7+O8PBw9OzZE/b29khMTMTSpUvRvn17nD9/HtbW1irxhf2+ZGZmwt3dHRkZGRg0aBAsLS1x9+5d7NixA8nJyTA2Ni4wnydPnqBz587o1asX+vTpg82bN+P777+Hjo4OBgwYAADSe/nme92sWTPI5XKcPHmy2M+IhIaGokOHDrC0tISXlxfGjBmD7du353nmIzo6Gps3b0ZgYCDMzc1hZ2cnXdOQ85pMmTIFR44cwbJly2BiYoLDhw+jdu3a+Omnn7Bz507Mnj0bjRo1go+PD2QyGfr27YtZs2YhKSlJ5Y/I7du3IzU1tUjb+/LlS6l/e3p6Ok6ePIl58+ahXbt2sLe3V4nNysqCu7s72rRpgzlz5khd9MLCwvD8+XN8//33qF69Oo4ePYqFCxfizp07CAsLAwB8++23uHfvHiIjI3N18yp2gsqMVatWCQDi2LFj+cYYGxuLDz/8UHo+adIk8frb+MsvvwgA4uHDh/ku49ixYwKAWLVqVa5p7du3FwBESEhIntPat28vPd+zZ48AIGrVqiVSU1Ol9s2bNwsAYv78+VKbra2t6NevX6HLLCi3fv36CVtbW+l5eHi4ACCmT5+uEvfll18KmUwmrl69KrUBEDo6Oiptp0+fFgDEwoULc63rdcHBwQKAWL9+vdSWmZkpXF1dhaGhocq229raii5duhS4vDdjs7KyhKWlpZg2bZoQQojz588LAGLfvn15fibe5j3v1q2baNiwYYH5+Pn5CSsrK/Ho0SOVdi8vL2FsbCyeP38uhPj/12Pz5s1STFpamqhXr54AIPbs2VPgenK2affu3eLhw4fi9u3bYuPGjaJ69epCX19f3LlzRyVOoVAIpVIpzT9s2DChpaUlkpOThRBCPHjwQOjo6IhPP/1UZGdnS3GLFi0SAMTKlSultpzP99q1a6W2jIwMYWlpKXr06CG1rVu3TsjlcnHgwAGV3ENCQgQAcejQIakNgNDV1RU3btyQ2pYuXSoACEtLS5XPx9ixYwUAKVapVAoHBwfh7u6uso3Pnz8X9vb24pNPPinwtbxx44YAIKZMmSIePnwoEhISxN69e8WHH34oAIg//vhDWt6bvv32W2FgYCDS09Oltje/YznLNzIyEg8ePFCZvyifqbzs3r1bABDbt28vMK5q1aoq+wxPT0+ho6Mjrl27JrXdu3dPVKtWTbRr105qy/ncNGvWTGRmZkrts2bNEgDEtm3bipxrWFhYvp/pnGn79+/PNa1nz57C0tIyV3tAQIDQ19cv8vqLImd/YGtrK4yMjERMTEyecc7OzqJmzZri8ePHUtvp06eFXC4XPj4+UltR9wM5n43X99U5uRS0L0pPT1f5nuYsS1dXV0ydOlVqK+rvy8mTJwUAERYWlu8685OzP5g7d67UlpGRIb1WOZ+fgQMHCi0trTyXUaNGDeHl5aX2uguSmJgotLW1xfLly6W2Vq1aiW7duuWKBSDkcrk4d+6cSnvO9+DNfYurq6uQyWTiu+++k9qysrLEe++9p/JbfOnSJQFALFmyRGW5Xbt2FXZ2dirLzIutra0AkOvRunXrXJ+tfv36CQBizJgxuZaT175rxowZQiaTiVu3bkltAwcOVPldLCnsnlHOGBoaFjiKhomJCYBXp2Pf9oIeXV1d+Pr6Fjnex8cH1apVk55/+eWXsLKyws6dO99q/UW1c+dOaGlpYfDgwSrtw4cPhxBC5UIcAFAoFNKRXABo3LgxjIyMcP369ULXY2lpqdLPtkqVKtJV8vv27Xun7dDS0kKvXr3w+++/A3h1hMHGxkY60l6YorznJiYmuHPnDo4dO5bndCEE/vjjD3z++ecQQuDRo0fSw93dHSkpKdIV+Dt37oSVlRW+/PJLaX4DAwOVC7aKQqFQoEaNGrCxsYGXlxcMDQ3x559/olatWipxAQEBKkcG27Zti+zsbGmost27dyMzMxNDhw6FXP7/uzR/f38YGRnlOnVqaGiocpRER0cHLVu2VPkchIWFwdHREfXr11d5LXK6PezZs0dlmW5ubirdGnKOevbo0UPlu5HTnrOuU6dO4cqVK/jqq6/w+PFjaT1paWlwc3PD/v37i/Q9njRpEmrUqAFLS0t8/PHHuHbtGmbOnInu3bsDgMoZn6dPn+LRo0do27Ytnj9/josXLxa6/B49euQ6a1LYZyo/jx8/BgC1+oBmZ2dj165d8PT0VOn7bGVlha+++goHDx5EamqqyjwBAQEqZxi+//57aGtrF9t+Kef0sK6ubq5penp6KqePc5iamuLFixd4/vx5seTwusTERBgaGsLKyirXtPv37+PUqVPo37+/ylHDxo0b45NPPpFeE3X2A29LV1dX+p5mZ2fj8ePHUpeyvJZd2O9LzpHkf//9961eV21tbZWuBjo6Ovj222/x4MEDxMXFAXj1XufXhz+/9/pdbNy4EXK5HD169JDa+vTpg3/++SfPLkbt27fP91oaPz8/lf2ni4sLhBDw8/OT2rS0tNC8eXOVfeD7778PFxcXhIaGSm1JSUn4559/4O3tXaSzNS4uLoiMjERkZCR27NiBH3/8EefOnUPXrl3zfM2+//77XG2v77vS0tLw6NEjtGrVCkKIPM/mlDQWzeXMs2fPVHYgb+rduzdat26Nb775BhYWFvDy8sLmzZvVKqBr1aql1kU+b3bml8lkqFevXqH9ed/VrVu3YG1tnev1cHR0lKa/rnbt2rmWYWpqWmg/x1u3bsHBwUGlICtoPW/jq6++wvnz53H69Gls2LABXl5eRT6FXJT3fPTo0TA0NETLli3h4OCAgQMHqpwmfvjwIZKTk7Fs2TLUqFFD5ZHzB9SDBw+k7a1Xr16u/D744AO1tnnx4sWIjIzEnj17cP78eVy/fj3PPtxvvm85xVbO+5bz+r+5fh0dHdSpUyfX+/Pee+/lyv3Nz8GVK1dw7ty5XK/F+++/D+D/X4v8csz5IbexscmzPWddV65cAQD069cv17pWrFiBjIyMIvXLDAgIQGRkJKKiohAXF4cHDx5g1KhR0vRz587hiy++gLGxMYyMjFCjRg3pD4eiLP/NU6lA4Z+pwog3rjsoyMOHD/H8+fM8P2OOjo5QKpW5+rm+uV/KKSiLa7+U82OeV1/+9PT0PLum5WxzQd/tZ8+eISEhQXrk1X8/L+vXr0dSUhI++eSTXJ/P/L4jwKvXL+cPNXX2A29LqVTil19+gYODA3R1dWFubo4aNWrgv//+y/OzWNjvi729PYKCgrBixQqYm5vD3d0dixcvLnJ/Zmtr61wXnOV8z3PWkdMNJC/5vdc5MjMzVd7PhISEXNcSvGn9+vVo2bIlHj9+jKtXr+Lq1av48MMPkZmZKXVJeF1e388c6uyb3vwt9PHxwaFDh6TPT1hYGF6+fFngUKqvMzc3h0KhgEKhQJcuXTBu3DisWLEChw8fxooVK1RitbW18d577+VaRnx8vPTHnqGhIWrUqIH27dsDKNq+q7ixT3M5cufOHaSkpKBevXr5xujr62P//v3Ys2cP/v77b0RERGDTpk3o2LEjdu3aBS0trULXo04/5KLK70ciOzu7SDkVh/zWo86Pd0lxcXFB3bp1MXToUNy4caPAPqFvKsp77ujoiEuXLmHHjh2IiIjAH3/8gV9//RUTJ07ElClTpAK7b9++6NevX57reX2ow+LQsmXLXH0E81Lc71tRlqdUKuHk5IR58+blGfvmD05+yyxsXTmv++zZs/MdGq4ow6w5ODjke2V9cnIy2rdvDyMjI0ydOhV169aFnp4eTpw4gdGjRxfpD+q89gmFfabyk9PPuigX5ZVlOUd079+/n2va/fv3c/XNBV5ts4GBQYH72Dlz5qi8fra2tkUq9Nu3b4/Nmzeje/fucHd3x969ewvtz/um0tgP/PTTT5gwYQIGDBiAadOmwczMDHK5HEOHDn3rs6Nz585F//79sW3bNuzatQuDBw/GjBkzcOTIkTwLMXVZWVkhOzsbDx48QM2aNaX2zMxMPH78OM/3Osfhw4fRoUMHlbYbN27kO+b4lStXpLM3eY0uERoamuusXkGfJ3X2TW/uU728vDBs2DCEhoZi3LhxWL9+PZo3b672AZLXubm5AQD279+PQYMGSe2vn4HIkZ2djU8++QRJSUkYPXo06tevj6pVq+Lu3bvo37+/RoagZdFcjuR0cM/raNzr5HI53Nzc4Obmhnnz5uGnn37C//73P+zZswcKhaLYryrNOVqWQwiBq1evquxcTU1Nc41kALw6AvL66VZ1crO1tcXu3bvx9OlTlaPNOaebbW1ti7yswtbz33//QalUqnypi3s9ffr0wfTp0+Ho6KjW2LpA4e85AFStWhW9e/dG7969kZmZie7du+PHH3/E2LFjUaNGDVSrVg3Z2dmFDmtka2uLs2fPQgih8n5dunRJ7W0uDjmv/6VLl1Q+S5mZmbhx48ZbjW1at25dnD59Gm5ubiU6pm5OdyEjI6MSG4N17969ePz4MbZu3Yp27dpJ7W+OUvI2CvpM5TfkVf369dVef40aNWBgYJDnZ+zixYuQy+W5/pC5cuWKSrHy7Nkz3L9/H507dy7yegvSqFEjaGtr4/jx4+jVq5fUnpmZiVOnTqm05bhx44Z0hio/Pj4+aNOmjfRcnYMYn3/+OVauXIl+/frhs88+w65du6Cvr6/yHXnTxYsXYW5ujqpVq0JPT6/I+4G3tWXLFnTo0AG//fabSntycjLMzc1zxRfl9wUAnJyc4OTkhPHjx+Pw4cNo3bo1QkJCMH369ALzuXfvXq7hzS5fvgwAUmGbsz8+fvy4yufn+PHjUCqVBe6vmzRpgsjISJW2N8fkf11oaCiqVKmCdevW5SpsDx48iAULFiA+Pj7PM6fFzczMDF26dEFoaCi8vb1x6NAhBAcHv9Mys7KyACDXDYDycubMGVy+fBlr1qyBj4+P1P7m6wmoVzu8C3bPKCeio6Mxbdo02NvbS0Ox5CWvO+3kfKFzTiPm7BzyKmLfxtq1a1X6WW/ZsgX379+XRiIAXhUHR44cUTnFtWPHjlynVNXJLedmDosWLVJp/+WXXyCTyVTW/y46d+6MhIQEldEasrKysHDhQhgaGkqnit7VN998g0mTJmHu3LlqzVeU9zynH2kOHR0dNGjQAEIIvHz5ElpaWujRowf++OMPnD17NtfyXj9F3LlzZ9y7d0/l9rbPnz/HsmXL1Mq7uCgUCujo6GDBggUqR0p+++03pKSkoEuXLmovs1evXrh79y6WL1+ea9qLFy+Qlpb2TjnnaNasGerWrYs5c+bk+SNS1FPzBcn54X39tcnMzMSvv/76Tsst7DOVn1q1asHGxkatu1xqaWnh008/xbZt21SOuiYmJmLDhg1o06aNyrBvALBs2TKVPJYsWYKsrKxi2y8YGxtDoVBg/fr1Kvu/devW4dmzZ3mOcnDixIl8RwPKUadOHemUtkKhQOvWrdXK6+uvv0ZwcDAOHjyIHj164OXLl7CysoKzszPWrFmjsm89e/Ysdu3aJRWC6uwH3paWllauI5phYWG4e/dunvGF/b6kpqZKhVgOJycnyOXyIg2DmZWVpTKWec6dG2vUqCGNcd2xY0eYmZlhyZIlKvMuWbIEBgYGBe5jTE1NVd5PhUJR4BjKoaGhaNu2LXr37o0vv/xS5TFy5EgAkK5/KQ1ff/01zp8/j5EjR0JLSwteXl7vtLzt27cDePXHRGHy2ncJITB//vxcscVd1+SHR5rLoH/++QcXL15EVlYWEhMTER0djcjISNja2uKvv/4q8As3depU7N+/H126dIGtrS0ePHiAX3/9Fe+995509KJu3bowMTFBSEgIqlWrhqpVq8LFxaXAflEFMTMzQ5s2beDr64vExEQEBwejXr16KsPiffPNN9iyZQs8PDzQq1cvXLt2DevXr1e5ME/d3D7//HN06NAB//vf/3Dz5k00adIEu3btwrZt2zB06NBcy35bAQEBWLp0Kfr374+4uDjY2dlhy5Yt0l/dBfUxV4etre1b3c2oKO/5p59+CktLS7Ru3RoWFha4cOECFi1ahC5dukj5//zzz9izZw9cXFzg7++PBg0aICkpCSdOnMDu3bul4tzf3x+LFi2Cj48P4uLiYGVlhXXr1mnsLn41atTA2LFjMWXKFHh4eKBr1664dOkSfv31V7Ro0eKthoL6+uuvsXnzZnz33XfYs2cPWrdujezsbFy8eBGbN2/Gv//+W6SuJYWRy+VYsWIFOnXqhIYNG8LX1xe1atXC3bt3sWfPHhgZGUk/Mm+rVatWMDU1Rb9+/TB48GDIZDKsW7funbslFeUzlZ9u3brhzz//zHW2oiDTp0+XxiP/4YcfoK2tjaVLlyIjIyPPcbYzMzPh5uaGXr16SZ+HNm3aoGvXrkVaF/CqLzjwqhA+ePAggFd35Mzx448/olWrVmjfvj0CAgJw584dzJ07F59++ik8PDxUlhkXF4ekpKQ8x74tboMHD0ZSUhKmTJkCHx8fhIaGYvbs2ejUqRNcXV3h5+cnDTlnbGysst8p6n6gIPPmzcu1P5DL5Rg3bhw+++wzTJ06Fb6+vmjVqhXOnDmD0NDQXDe3yVHY70t0dDQCAwPRs2dPvP/++8jKypKO0r5+IV1+rK2tMXPmTNy8eRPvv/8+Nm3ahFOnTmHZsmXShaT6+vqYNm0aBg4ciJ49e8Ld3R0HDhzA+vXr8eOPPxZpXO+iiI2NlYY2zUutWrXQtGlThIaGlthdCN/UpUsXVK9eHWFhYejUqZNK95TC3L17V7qvRGZmJk6fPo2lS5fC3NxcpWtGfurXr4+6detixIgRuHv3LoyMjPDHH3/k2bUr5w+cwYMHw93dvVgK/DyV+PgcVGQ5Q8TkPHR0dISlpaX45JNPxPz581WG3cnx5vBjUVFRolu3bsLa2lro6OgIa2tr0adPH3H58mWV+bZt2yYaNGggtLW1VYYNat++fb7DSOU35Nzvv/8uxo4dK2rWrCn09fVFly5dVIaCyTF37lxRq1YtoaurK1q3bi2OHz+ea5kF5fbmcFhCCPH06VMxbNgwYW1tLapUqSIcHBzE7Nmzcw2HA0AMHDgwV075DYX3psTEROHr6yvMzc2Fjo6OcHJyynNYvLcZcq4gRRlyrijv+dKlS0W7du1E9erVha6urqhbt64YOXKkSElJybWdAwcOFDY2NqJKlSrC0tJSuLm5iWXLlqnE3bp1S3Tt2lUYGBgIc3NzMWTIEBEREaHWkHMFDa1YUFzO5+7N9SxatEjUr19fVKlSRVhYWIjvv/9ePHnyRCUmv893Xp+tzMxMMXPmTNGwYUOhq6srTE1NRbNmzcSUKVNUXre8Pls5w3HNnj07z9zfHB7r5MmTonv37tL7Y2trK3r16iWioqIKeonyXc+bDh06JD766COhr68vrK2txahRo8S///6b63XMb8i5vJZf1M9UXk6cOCEA5BrS73VvDjmXM5+7u7swNDQUBgYGokOHDuLw4cMqMTmfm3379omAgABhamoqDA0Nhbe3t8pwawV5fT/85uNNBw4cEK1atRJ6enqiRo0aYuDAgXnuq0ePHi1q165d6FBd6ipomLdBgwYJANLwYrt37xatW7cW+vr6wsjISHz++efi/PnzueYryn6goCHn8nrkDNmWnp4uhg8fLqysrIS+vr5o3bq1iImJeevfl+vXr4sBAwaIunXrCj09PWFmZiY6dOggdu/eXehrl7M/OH78uHB1dRV6enrC1tZWLFq0KM/4ZcuWiQ8++EDo6OiIunXril9++aVY38+c9+v1YRXfNHnyZAFAnD59WgiR/29bfvvP/D4v/fr1E1WrVs1znT/88IMAIDZs2FDkbXlzyDm5XC5q1qwp+vTpozL0a2HrPn/+vFAoFMLQ0FCYm5sLf39/abjY1z97WVlZYtCgQaJGjRpCJpOV2PBzMiHKwFVQRERUqbi5uUk3xilOq1evhq+vL44dO1YsZwOKQ0ZGBuzs7DBmzBgMGTJE0+kQqWXYsGH47bffkJCQoLEzimUF+zQTEVGp++mnn7Bp06ZiGbKxrFu1ahWqVKmC7777TtOpEKklPT0d69evR48ePSp9wQywaCYiIg1wcXFBZmZmsY0+U5Z99913iI+Pz/NGKERl0YMHD7Bhwwbpxks8Q/IKLwQkIiIiIsn58+fh7e2NmjVrYsGCBWoPg1pRsU8zEREREVEh2D2DiIiIiKgQLJqJiIiIiApRJvo0L168GLNnz0ZCQgKaNGmChQsXomXLlvnGh4WFYcKECbh58yYcHBwwc+ZMlVtbCiEwadIkLF++HMnJyWjdujWWLFmich/3pKQkDBo0CNu3b4dcLkePHj0wf/58GBoaAgAmT56MKVOm5Fq3gYFBke8GplQqce/ePVSrVq3UbvFIREREREUnhMDTp09hbW0NubyA48klMvqzGjZu3Ch0dHTEypUrxblz54S/v78wMTERiYmJecYfOnRIaGlpiVmzZonz58+L8ePHiypVqogzZ85IMT///LMwNjYW4eHh4vTp06Jr167C3t5evHjxQorx8PAQTZo0EUeOHBEHDhwQ9erVE3369JGmP336VNy/f1/l0aBBgyLdCCPH7du3Cxwknw8++OCDDz744IOPsvG4fft2gXWdxi8EdHFxQYsWLbBo0SIAr47O2tjYYNCgQRgzZkyu+N69eyMtLQ07duyQ2j766CM4OzsjJCQEQghYW1tj+PDhGDFiBAAgJSUFFhYWWL16Nby8vHDhwgU0aNBAZfD7iIgIdO7cGXfu3IG1tXWu9Z4+fRrOzs7Yv38/2rZtW6RtS0lJgYmJCW7fvg0jIyO1XxsiIiIiKlmpqamwsbFBcnIyjI2N843TaPeMzMxMxMXFYezYsVKbXC6HQqFATExMnvPExMQgKChIpc3d3R3h4eEAgBs3biAhIQEKhUKabmxsDBcXF8TExMDLywsxMTEwMTFRuVuUQqGAXC5HbGwsvvjii1zrXbFiBd5///0CC+aMjAxkZGRIz58+fQoAMDIyYtFMREREVIYV1pVWoxcCPnr0CNnZ2bCwsFBpt7CwQEJCQp7zJCQkFBif829hMTVr1lSZrq2tDTMzszzXm56ejtDQUPj5+RW4PTNmzICxsbH0sLGxKTCeiIiIiMoHjp5RBH/++SeePn2Kfv36FRg3duxYpKSkSI/bt2+XUoZEREREVJI0WjSbm5tDS0sLiYmJKu2JiYmwtLTMcx5LS8sC43P+LSzmwYMHKtOzsrKQlJSU53pXrFiBzz77LNfR6zfp6upKXTHYJYOIiIio4tBo0ayjo4NmzZohKipKalMqlYiKioKrq2ue87i6uqrEA0BkZKQUb29vD0tLS5WY1NRUxMbGSjGurq5ITk5GXFycFBMdHQ2lUgkXFxeVZd+4cQN79uwptGsGEREREVVcGh+nOSgoCP369UPz5s3RsmVLBAcHIy0tDb6+vgAAHx8f1KpVCzNmzAAADBkyBO3bt8fcuXPRpUsXbNy4EcePH8eyZcsAvOrEPXToUEyfPh0ODg6wt7fHhAkTYG1tDU9PTwCAo6MjPDw84O/vj5CQELx8+RKBgYHw8vLKNXLGypUrYWVlhU6dOpXei0JEREREZYrGi+bevXvj4cOHmDhxIhISEuDs7IyIiAipK0R8fLzKQNOtWrXChg0bMH78eIwbNw4ODg4IDw9Ho0aNpJhRo0YhLS0NAQEBSE5ORps2bRAREQE9PT0pJjQ0FIGBgXBzc5NubrJgwQKV3JRKJVavXo3+/ftDS0urhF8JIiIiIiqrND5Oc0WWmpoKY2NjpKSksH8zERERURlU1HqNo2cQERERERVC490zKH92Y/7W2Lpv/txFY+smIiIiKmt4pJmIiIiIqBAsmomIiIiICsGimYiIiIioECyaiYiIiIgKwaKZiIiIiKgQLJqJiIiIiArBopmIiIiIqBAcp5nKHI5PTURERGUNjzQTERERERWCRTMRERERUSFYNBMRERERFYJFMxERERFRIVg0ExEREREVgkUzEREREVEhWDQTERERERWCRTMRERERUSFYNBMRERERFYJFMxERERFRIVg0ExEREREVgkUzEREREVEhNF40L168GHZ2dtDT04OLiwuOHj1aYHxYWBjq168PPT09ODk5YefOnSrThRCYOHEirKysoK+vD4VCgStXrqjEJCUlwdvbG0ZGRjAxMYGfnx+ePXuWazlz5szB+++/D11dXdSqVQs//vhj8Ww0EREREZUrGi2aN23ahKCgIEyaNAknTpxAkyZN4O7ujgcPHuQZf/jwYfTp0wd+fn44efIkPD094enpibNnz0oxs2bNwoIFCxASEoLY2FhUrVoV7u7uSE9Pl2K8vb1x7tw5REZGYseOHdi/fz8CAgJU1jVkyBCsWLECc+bMwcWLF/HXX3+hZcuWJfNCEBEREVGZJhNCCE2t3MXFBS1atMCiRYsAAEqlEjY2Nhg0aBDGjBmTK753795IS0vDjh07pLaPPvoIzs7OCAkJgRAC1tbWGD58OEaMGAEASElJgYWFBVavXg0vLy9cuHABDRo0wLFjx9C8eXMAQEREBDp37ow7d+7A2toaFy5cQOPGjXH27Fl88MEHRd6ejIwMZGRkSM9TU1NhY2ODlJQUGBkZqf362I35W+15isvNn7tobN2VdbuJiIio9KWmpsLY2LjQek1jR5ozMzMRFxcHhULx/8nI5VAoFIiJiclznpiYGJV4AHB3d5fib9y4gYSEBJUYY2NjuLi4SDExMTEwMTGRCmYAUCgUkMvliI2NBQBs374dderUwY4dO2Bvbw87Ozt88803SEpKKnCbZsyYAWNjY+lhY2OjxitCRERERGWVxormR48eITs7GxYWFirtFhYWSEhIyHOehISEAuNz/i0spmbNmirTtbW1YWZmJsVcv34dt27dQlhYGNauXYvVq1cjLi4OX375ZYHbNHbsWKSkpEiP27dvFxhPREREROWDtqYTKIuUSiUyMjKwdu1avP/++wCA3377Dc2aNcOlS5fy7bKhq6sLXV3d0kyViIiIiEqBxo40m5ubQ0tLC4mJiSrtiYmJsLS0zHMeS0vLAuNz/i0s5s0LDbOyspCUlCTFWFlZQVtbWyqYAcDR0REAEB8fr9Z2EhEREVH5p3bRPGnSJNy6deudV6yjo4NmzZohKipKalMqlYiKioKrq2ue87i6uqrEA0BkZKQUb29vD0tLS5WY1NRUxMbGSjGurq5ITk5GXFycFBMdHQ2lUgkXFxcAQOvWrZGVlYVr165JMZcvXwYA2NravstmExEREVE5pHbRvG3bNtStWxdubm7YsGGDymgR6goKCsLy5cuxZs0aXLhwAd9//z3S0tLg6+sLAPDx8cHYsWOl+CFDhiAiIgJz587FxYsXMXnyZBw/fhyBgYEAAJlMhqFDh2L69On466+/cObMGfj4+MDa2hqenp4AXh0x9vDwgL+/P44ePYpDhw4hMDAQXl5esLa2BvDqwsCmTZtiwIABOHnyJOLi4vDtt9/ik08+UTn6TERERESVg9pF86lTp3Ds2DE0bNgQQ4YMgaWlJb7//nscO3ZM7ZX37t0bc+bMwcSJE+Hs7IxTp04hIiJCupAvPj4e9+/fl+JbtWqFDRs2YNmyZWjSpAm2bNmC8PBwNGrUSIoZNWoUBg0ahICAALRo0QLPnj1DREQE9PT0pJjQ0FDUr18fbm5u6Ny5M9q0aYNly5b9/4sil2P79u0wNzdHu3bt0KVLFzg6OmLjxo1qbyMRERERlX/vNE7zy5cvsX37dqxatQr//vsv6tevDz8/P/Tv3x/GxsbFmWe5VNRx//JTWccrrqzbTURERKWvVMZpFkLg5cuXyMzMhBACpqamWLRoEWxsbLBp06Z3WTQRERERUZnxVkVzXFwcAgMDYWVlhWHDhuHDDz/EhQsXsG/fPly5cgU//vgjBg8eXNy5EhERERFphNpFs5OTEz766CPcuHEDv/32G27fvo2ff/4Z9erVk2L69OmDhw8fFmuiRERERESaovbNTXr16oUBAwagVq1a+caYm5tDqVS+U2JERERERGWF2kXzhAkTSiIPIiIiIqIyS+3uGT169MDMmTNztc+aNQs9e/YslqSIiIiIiMoStYvm/fv3o3PnzrnaO3XqhP379xdLUkREREREZYnaRfOzZ8+go6OTq71KlSpITU0tlqSIiIiIiMqStxo9I68xmDdu3IgGDRoUS1JERERERGXJW10I2L17d1y7dg0dO3YEAERFReH3339HWFhYsSdIRERERKRpahfNn3/+OcLDw/HTTz9hy5Yt0NfXR+PGjbF79260b9++JHIkIiIiItIotYtmAOjSpQu6dOlS3LkQEREREZVJb1U0A0BmZiYePHiQ6yYmtWvXfuekiIiIiIjKErWL5itXrmDAgAE4fPiwSrsQAjKZDNnZ2cWWHBERERFRWaB20dy/f39oa2tjx44dsLKygkwmK4m8iIiIiIjKDLWL5lOnTiEuLg7169cviXyIiIiIiMoctcdpbtCgAR49elQSuRARERERlUlqF80zZ87EqFGjsHfvXjx+/BipqakqDyIiIiKiikbt7hkKhQIA4ObmptLOCwGJiIiIqKJSu2jes2dPSeRBRERERFRmqV00865/RERERFTZqN2nGQAOHDiAvn37olWrVrh79y4AYN26dTh48OBbJbF48WLY2dlBT08PLi4uOHr0aIHxYWFhqF+/PvT09ODk5ISdO3eqTBdCYOLEibCysoK+vj4UCgWuXLmiEpOUlARvb28YGRnBxMQEfn5+ePbsmTT95s2bkMlkuR5Hjhx5q20kIiIiovJL7aL5jz/+gLu7O/T19XHixAlkZGQAAFJSUvDTTz+pncCmTZsQFBSESZMm4cSJE2jSpAnc3d3x4MGDPOMPHz6MPn36wM/PDydPnoSnpyc8PT1x9uxZKWbWrFlYsGABQkJCEBsbi6pVq8Ld3R3p6elSjLe3N86dO4fIyEjs2LED+/fvR0BAQK717d69G/fv35cezZo1U3sbiYiIiKh8kwkhhDozfPjhhxg2bBh8fHxQrVo1nD59GnXq1MHJkyfRqVMnJCQkqJWAi4sLWrRogUWLFgEAlEolbGxsMGjQIIwZMyZXfO/evZGWloYdO3ZIbR999BGcnZ0REhICIQSsra0xfPhwjBgxAsCrgt7CwgKrV6+Gl5cXLly4gAYNGuDYsWNo3rw5ACAiIgKdO3fGnTt3YG1tjZs3b8Le3h4nT56Es7OzWtuUIzU1FcbGxkhJSYGRkZHa89uN+fut1lscbv7cRWPrrqzbTURERKWvqPWa2keaL126hHbt2uVqNzY2RnJyslrLyszMRFxcnDQiBwDI5XIoFArExMTkOU9MTIxKPAC4u7tL8Tdu3EBCQoJKjLGxMVxcXKSYmJgYmJiYSAUz8GpUELlcjtjYWJVld+3aFTVr1kSbNm3w119/Fbg9GRkZHIKPiIiIqAJSu2i2tLTE1atXc7UfPHgQderUUWtZjx49QnZ2NiwsLFTaLSws8j1inZCQUGB8zr+FxdSsWVNlura2NszMzKQYQ0NDzJ07F2FhYfj777/Rpk0beHp6Flg4z5gxA8bGxtLDxsamsJeAiIiIiMoBtUfP8Pf3x5AhQ7By5UrIZDLcu3cPMTExGDFiBCZMmFASOWqEubk5goKCpOctWrTAvXv3MHv2bHTt2jXPecaOHasyT2pqKgtnIiIiogpA7aJ5zJgxUCqVcHNzw/Pnz9GuXTvo6upixIgRGDRokFrLMjc3h5aWFhITE1XaExMTYWlpmec8lpaWBcbn/JuYmAgrKyuVmJy+yZaWlrkuNMzKykJSUlK+6wVe9b+OjIzMd7quri50dXXznU5ERERE5ZPa3TNkMhn+97//ISkpCWfPnsWRI0fw8OFDTJs2Te2V6+jooFmzZoiKipLalEoloqKi4Orqmuc8rq6uKvEAEBkZKcXb29vD0tJSJSY1NRWxsbFSjKurK5KTkxEXFyfFREdHQ6lUwsXFJd98T506pVKIExEREVHloPaR5hw6Ojpo0KDBOycQFBSEfv36oXnz5mjZsiWCg4ORlpYGX19fAICPjw9q1aqFGTNmAACGDBmC9u3bY+7cuejSpQs2btyI48ePY9myZQBeFfVDhw7F9OnT4eDgAHt7e0yYMAHW1tbw9PQEADg6OsLDwwP+/v4ICQnBy5cvERgYCC8vL1hbWwMA1qxZAx0dHXz44YcAgK1bt2LlypVYsWLFO28zEREREZUvahfNHTp0gEwmy3d6dHS0Wsvr3bs3Hj58iIkTJyIhIQHOzs6IiIiQLuSLj4+HXP7/B8RbtWqFDRs2YPz48Rg3bhwcHBwQHh6ORo0aSTGjRo1CWloaAgICkJycjDZt2iAiIgJ6enpSTGhoKAIDA+Hm5ga5XI4ePXpgwYIFKrlNmzYNt27dgra2NurXr49Nmzbhyy+/VGv7iIiIiKj8U3uc5mHDhqk8f/nyJU6dOoWzZ8+iX79+mD9/frEmWJ5xnOa3U1m3m4iIiEpfUes1tY80//LLL3m2T548WeU21EREREREFYXaFwLmp2/fvli5cmVxLY6IiIiIqMwotqI5JiZGpc8wEREREVFFoXb3jO7du6s8F0Lg/v37OH78eIW6uQkRERERUQ61i2ZjY2OV53K5HB988AGmTp2KTz/9tNgSIyIiIiIqK9QumletWlUSeRBVehw1hIiIqOwqtj7NREREREQVldpHmk1NTQu8ucnrkpKS1E6IiIiIiKisUbtonjBhAqZPnw53d3e4uroCeDVyxr///osJEybAzMys2JMkIiIiItIktYvmQ4cOYerUqQgMDJTaBg8ejEWLFmH37t0IDw8vzvyIiIiIiDRO7T7N//77Lzw8PHK1e3h4YPfu3cWSFBERERFRWaJ20Vy9enVs27YtV/u2bdtQvXr1YkmKiIiIiKgsUbt7xpQpU/DNN99g7969cHFxAQDExsYiIiICy5cvL/YEiYiIiIg0Te2iuX///nB0dMSCBQuwdetWAICjoyMOHjwoFdFERERERBWJ2kUzALi4uCA0NLS4cyEiIiIiKpPe6uYm165dw/jx4/HVV1/hwYMHAIB//vkH586dK9bkiIiIiIjKArWL5n379sHJyQmxsbH4448/8OzZMwDA6dOnMWnSpGJPkIiIiIhI09QumseMGYPp06cjMjISOjo6UnvHjh1x5MiRYk2OiIiIiKgsULtoPnPmDL744otc7TVr1sSjR4+KJSkiIiIiorJE7aLZxMQE9+/fz9V+8uRJ1KpVq1iSIiIiIiIqS9Qumr28vDB69GgkJCRAJpNBqVTi0KFDGDFiBHx8fEoiRyIiIiIijVK7aP7pp59Qv3592NjY4NmzZ2jQoAHatWuHVq1aYfz48SWRIxERERGRRqlVNAshkJCQgAULFuD69evYsWMH1q9fj4sXL2LdunXQ0tJ6qyQWL14MOzs76OnpwcXFBUePHi0wPiwsDPXr14eenh6cnJywc+fOXHlOnDgRVlZW0NfXh0KhwJUrV1RikpKS4O3tDSMjI5iYmMDPz08aCeRNV69eRbVq1WBiYvJW20dERERE5ZvaRXO9evVw584d2NjYoHPnzujVqxccHBzeOoFNmzYhKCgIkyZNwokTJ9CkSRO4u7tL4z+/6fDhw+jTpw/8/Pxw8uRJeHp6wtPTE2fPnpViZs2ahQULFiAkJASxsbGoWrUq3N3dkZ6eLsV4e3vj3LlziIyMxI4dO7B//34EBATkWt/Lly/Rp08ftG3b9q23kYiIiIjKN7WKZrlcDgcHBzx+/LjYEpg3bx78/f3h6+uLBg0aICQkBAYGBli5cmWe8fPnz4eHhwdGjhwJR0dHTJs2DU2bNsWiRYsAvCrsg4ODMX78eHTr1g2NGzfG2rVrce/ePYSHhwMALly4gIiICKxYsQIuLi5o06YNFi5ciI0bN+LevXsq6xs/fjzq16+PXr16Fds2ExEREVH5onaf5p9//hkjR45UObL7tjIzMxEXFweFQvH/CcnlUCgUiImJyXOemJgYlXgAcHd3l+Jv3LiBhIQElRhjY2O4uLhIMTExMTAxMUHz5s2lGIVCAblcjtjYWKktOjoaYWFhWLx4cZG2JyMjA6mpqSoPIiIiIir/tNWdwcfHB8+fP0eTJk2go6MDfX19lelJSUlFXtajR4+QnZ0NCwsLlXYLCwtcvHgxz3kSEhLyjE9ISJCm57QVFFOzZk2V6dra2jAzM5NiHj9+jP79+2P9+vUwMjIq0vbMmDEDU6ZMKVIsEREREZUfahfNwcHBJZBG2ePv74+vvvoK7dq1K/I8Y8eORVBQkPQ8NTUVNjY2JZEeEREREZWiIhfNEydOxJgxY9CvXz8AwJMnT2BqavpOKzc3N4eWlhYSExNV2hMTE2FpaZnnPJaWlgXG5/ybmJgIKysrlRhnZ2cp5s0LDbOyspCUlCTNHx0djb/++gtz5swB8KqvtFKphLa2NpYtW4YBAwbkyk1XVxe6urpF3XwiIiIiKieK3Kf5xx9/VBmSzdbWFtevX3+nlevo6KBZs2aIioqS2pRKJaKiouDq6prnPK6urirxABAZGSnF29vbw9LSUiUmNTUVsbGxUoyrqyuSk5MRFxcnxURHR0OpVMLFxQXAq37Pp06dkh5Tp05FtWrVcOrUqTxvI05EREREFVeRjzQLIQp8/raCgoLQr18/NG/eHC1btkRwcDDS0tLg6+sL4FUf6lq1amHGjBkAgCFDhqB9+/aYO3cuunTpgo0bN+L48eNYtmwZAEAmk2Ho0KGYPn06HBwcYG9vjwkTJsDa2hqenp4AAEdHR3h4eMDf3x8hISF4+fIlAgMD4eXlBWtraynmdcePH4dcLkejRo2KZbuJiIiIqPxQu09zcevduzcePnyIiRMnIiEhAc7OzoiIiJAu5IuPj4dc/v8HxFu1aoUNGzZg/PjxGDduHBwcHBAeHq5SzI4aNQppaWkICAhAcnIy2rRpg4iICOjp6UkxoaGhCAwMhJubG+RyOXr06IEFCxaU3oYTERERUbkhE0U8ZKylpYXLly+jRo0aEELAxsYGBw8ehJ2dnUpcUUeaqAxSU1NhbGyMlJSUt3pd7Mb8XQJZFc3Nn7tobN3c7tKnye0mIiLSpKLWa2p1z3j//fdVnn/44Ycqz2UyGbKzs98yZSIiIiKisqnIRfOePXtKMg8iIiIiojKryEVz+/btSzIPIqqk2C2FiIjKA7Vvo01EREREVNmwaCYiIiIiKgSLZiIiIiKiQrBoJiIiIiIqBItmIiIiIqJCFGn0jO7duxd5gVu3bn3rZIiIiIiIyqIiHWk2NjaWHkZGRoiKisLx48el6XFxcYiKioKxsXGJJUpEREREpClFOtK8atUq6f+jR49Gr169EBISAi0tLQBAdnY2fvjhB95Cm4iIiIgqJLX7NK9cuRIjRoyQCmYA0NLSQlBQEFauXFmsyRERERERlQVqF81ZWVm4ePFirvaLFy9CqVQWS1JERERERGVJkW+jncPX1xd+fn64du0aWrZsCQCIjY3Fzz//DF9f32JPkIiIiIhI09QumufMmQNLS0vMnTsX9+/fBwBYWVlh5MiRGD58eLEnSERERESkaWoXzXK5HKNGjcKoUaOQmpoKALwAkIiIiIgqtLe6uUlWVhZ2796N33//HTKZDABw7949PHv2rFiTIyIiIiIqC9Q+0nzr1i14eHggPj4eGRkZ+OSTT1CtWjXMnDkTGRkZCAkJKYk8iYiIiIg0Ru0jzUOGDEHz5s3x5MkT6OvrS+1ffPEFoqKiijU5IiIiIqKyQO0jzQcOHMDhw4eho6Oj0m5nZ4e7d+8WW2JERERERGWF2kealUolsrOzc7XfuXMH1apVK5akiIiIiIjKErWPNH/66acIDg7GsmXLAAAymQzPnj3DpEmT0Llz57dKYvHixZg9ezYSEhLQpEkTLFy4UBoDOi9hYWGYMGECbt68CQcHB8ycOVNl3UIITJo0CcuXL0dycjJat26NJUuWwMHBQYpJSkrCoEGDsH37dsjlcvTo0QPz58+HoaEhAODSpUv47rvvcP78eaSkpMDa2hpfffUVJk2ahCpVqrzVdhIR5bAb87fG1n3z5y4aWzcRUXml9pHmuXPn4tChQ2jQoAHS09Px1VdfSV0zZs6cqXYCmzZtQlBQECZNmoQTJ06gSZMmcHd3x4MHD/KMP3z4MPr06QM/Pz+cPHkSnp6e8PT0xNmzZ6WYWbNmYcGCBQgJCUFsbCyqVq0Kd3d3pKenSzHe3t44d+4cIiMjsWPHDuzfvx8BAQHS9CpVqsDHxwe7du3CpUuXEBwcjOXLl2PSpElqbyMRERERlW8yIYRQd6asrCxs2rQJp0+fxrNnz9C0aVN4e3urXBhYVC4uLmjRogUWLVoE4FX3DxsbGwwaNAhjxozJFd+7d2+kpaVhx44dUttHH30EZ2dnhISEQAgBa2trDB8+HCNGjAAApKSkwMLCAqtXr4aXlxcuXLiABg0a4NixY2jevDkAICIiAp07d8adO3dgbW2dZ65BQUE4duwYDhw4UKRtS01NhbGxMVJSUt5qLOvKeiSK2136uN2lr7JuNxFRWVPUeu2txmnW1taGt7c3Zs2ahV9//RXffPPNWxXMmZmZiIuLg0Kh+P+E5HIoFArExMTkOU9MTIxKPAC4u7tL8Tdu3EBCQoJKjLGxMVxcXKSYmJgYmJiYSAUzACgUCsjlcsTGxua53qtXryIiIgLt27fPd3syMjKQmpqq8iAiIiKi8k/tollLSwsdOnRAUlKSSntiYiK0tLTUWtajR4+QnZ0NCwsLlXYLCwskJCTkOU9CQkKB8Tn/FhZTs2ZNlena2towMzPLtd5WrVpBT08PDg4OaNu2LaZOnZrv9syYMQPGxsbSw8bGJt9YIiIiIio/1C6ahRDIyMhA8+bNce7cuVzTKppNmzbhxIkT2LBhA/7++2/MmTMn39ixY8ciJSVFety+fbsUMyUiIiKikqJ20SyTyfDHH3/g888/h6urK7Zt26YyTR3m5ubQ0tJCYmKiSntiYiIsLS3znMfS0rLA+Jx/C4t580LDrKwsJCUl5VqvjY0NGjRogD59+uDnn3/G5MmT8xxyDwB0dXVhZGSk8iAiIiKi8u+tjjRraWlh/vz5mDNnDnr37o3p06e/1VFmHR0dNGvWTOVOgkqlElFRUXB1dc1zHldX11x3HoyMjJTi7e3tYWlpqRKTmpqK2NhYKcbV1RXJycmIi4uTYqKjo6FUKuHi4pJvvkqlEi9fvoRSqVR7W4mIiIio/FJ7nObXBQQEwMHBAT179sT+/fvfahlBQUHo168fmjdvjpYtWyI4OBhpaWnw9fUFAPj4+KBWrVqYMWMGgFe38W7fvj3mzp2LLl26YOPGjTh+/LjKuNFDhw7F9OnT4eDgAHt7e0yYMAHW1tbw9PQEADg6OsLDwwP+/v4ICQnBy5cvERgYCC8vL2nkjNDQUFSpUgVOTk7Q1dXF8ePHMXbsWPTu3ZvjNBMRERFVMmoXzba2tioX/HXo0AFHjhzB559//lYJ9O7dGw8fPsTEiRORkJAAZ2dnRERESBfyxcfHQy7//wPirVq1woYNGzB+/HiMGzcODg4OCA8PR6NGjaSYUaNGIS0tDQEBAUhOTkabNm0QEREBPT09KSY0NBSBgYFwc3OTbm6yYMECabq2tjZmzpyJy5cvQwgBW1tbBAYGYtiwYW+1nURExKH2iKj8eqtxmvOSnp6OxMRE2NraFsfiKgSO0/x2uN2lj9td+rjdpY9FMxHlpUTHac6Lnp4eC2YiIiIiqpCK1D3DzMwMly9fhrm5OUxNTQscJePN8ZuJiIiIiMq7IhXNv/zyC6pVqwYACA4OLsl8iIiIKhx2SyEq/4pUNPfr1y/P/xMRERERVQZFKppTU1OLvEDe0IOIiIiIKpoiFc0mJiaF3u1PCAGZTJbv3fKIiIiIiMqrIhXNe/bsKek8iIiIqIJhX26qSIpUNLdv376k8yAiIiIiKrPe+jbaz58/R3x8PDIzM1XaGzdu/M5JERERERGVJWoXzQ8fPoSvry/++eefPKezTzMRERERVTRq3xFw6NChSE5ORmxsLPT19REREYE1a9bAwcEBf/31V0nkSERERESkUWofaY6Ojsa2bdvQvHlzyOVy2Nra4pNPPoGRkRFmzJiBLl3Y8Z6IiIiIKha1jzSnpaWhZs2aAABTU1M8fPgQAODk5IQTJ04Ub3ZERERERGWA2kXzBx98gEuXLgEAmjRpgqVLl+Lu3bsICQmBlZVVsSdIRERERKRpanfPGDJkCO7fvw8AmDRpEjw8PBAaGgodHR2sXr26uPMjIiIiItI4tYvmvn37Sv9v1qwZbt26hYsXL6J27dowNzcv1uSIiIiIiMqCtx6nOYeBgQGaNm1aHLkQEREREZVJahfNQghs2bIFe/bswYMHD6BUKlWmb926tdiSIyIiIiIqC9QumocOHYqlS5eiQ4cOsLCwgEwmK4m8iIiIiIjKDLWL5nXr1mHr1q3o3LlzSeRDRERERFTmqD3knLGxMerUqVMSuRARERERlUlqF82TJ0/GlClT8OLFi5LIh4iIiIiozFG7aO7VqxeePHmCmjVrwsnJCU2bNlV5vI3FixfDzs4Oenp6cHFxwdGjRwuMDwsLQ/369aGnpwcnJyfs3LlTZboQAhMnToSVlRX09fWhUChw5coVlZikpCR4e3vDyMgIJiYm8PPzw7Nnz6Tpe/fuRbdu3WBlZYWqVavC2dkZoaGhb7V9RERERFS+qd2nuV+/foiLi0Pfvn2L5ULATZs2ISgoCCEhIXBxcUFwcDDc3d1x6dIl6Xbdrzt8+DD69OmDGTNm4LPPPsOGDRvg6emJEydOoFGjRgCAWbNmYcGCBVizZg3s7e0xYcIEuLu74/z589DT0wMAeHt74/79+4iMjMTLly/h6+uLgIAAbNiwQVpP48aNMXr0aFhYWGDHjh3w8fGBsbExPvvss3faZiIiIiIqX9Qumv/++2/8+++/aNOmTbEkMG/ePPj7+8PX1xcAEBISgr///hsrV67EmDFjcsXPnz8fHh4eGDlyJABg2rRpiIyMxKJFixASEgIhBIKDgzF+/Hh069YNALB27VpYWFggPDwcXl5euHDhAiIiInDs2DE0b94cALBw4UJ07twZc+bMgbW1NcaNG6ey3iFDhmDXrl3YunUri2YiIiKiSkbt7hk2NjYwMjIqlpVnZmYiLi4OCoXi/xOSy6FQKBATE5PnPDExMSrxAODu7i7F37hxAwkJCSoxxsbGcHFxkWJiYmJgYmIiFcwAoFAoIJfLERsbm2++KSkpMDMzy3d6RkYGUlNTVR5EREREVP6pXTTPnTsXo0aNws2bN9955Y8ePUJ2djYsLCxU2i0sLJCQkJDnPAkJCQXG5/xbWMybXT+0tbVhZmaW73o3b96MY8eOSUfE8zJjxgwYGxtLDxsbm3xjiYiIiKj8ULt7Rt++ffH8+XPUrVsXBgYGqFKlisr0pKSkYkuurNizZw98fX2xfPlyNGzYMN+4sWPHIigoSHqemprKwpmIiIioAlC7aA4ODi62lZubm0NLSwuJiYkq7YmJibC0tMxzHktLywLjc/5NTEyElZWVSoyzs7MU8+DBA5VlZGVlISkpKdd69+3bh88//xy//PILfHx8CtweXV1d6OrqFhhDREREROWPWkXzy5cvsW/fPkyYMAH29vbvvHIdHR00a9YMUVFR8PT0BAAolUpERUUhMDAwz3lcXV0RFRWFoUOHSm2RkZFwdXUFANjb28PS0hJRUVFSkZyamorY2Fh8//330jKSk5MRFxeHZs2aAQCio6OhVCrh4uIiLXfv3r347LPPMHPmTAQEBLzz9hIRERFR+aRW0VylShX88ccfmDBhQrElEBQUhH79+qF58+Zo2bIlgoODkZaWJvUd9vHxQa1atTBjxgwAr0axaN++PebOnYsuXbpg48aNOH78OJYtWwYAkMlkGDp0KKZPnw4HBwdpyDlra2upMHd0dISHhwf8/f0REhKCly9fIjAwEF5eXrC2tgbwqkvGZ599hiFDhqBHjx5SX2cdHZ0CLwYkIiKiys1uzN8aW/fNn7tobN0VndoXAnp6eiI8PLzYEujduzfmzJmDiRMnwtnZGadOnUJERIR0IV98fDzu378vxbdq1QobNmzAsmXL0KRJE2zZsgXh4eHSGM0AMGrUKAwaNAgBAQFo0aIFnj17hoiICGmMZgAIDQ1F/fr14ebmhs6dO6NNmzZS4Q0Aa9aswfPnzzFjxgxYWVlJj+7duxfbthMRERFR+aB2n2YHBwdMnToVhw4dQrNmzVC1alWV6YMHD1Y7icDAwHy7Y+zduzdXW8+ePdGzZ898lyeTyTB16lRMnTo13xgzMzPpRiZ5Wb16NVavXp3vdCIiIiKqPNQumn/77TeYmJggLi4OcXFxKtNkMtlbFc1EREREVL5V9G4pahfNN27cKIk8iIiIiIjKLLX7NL9OCAEhRHHlQkRERERUJr1V0bx27Vo4OTlBX18f+vr6aNy4MdatW1fcuRERERERlQlqd8+YN28eJkyYgMDAQLRu3RoAcPDgQXz33Xd49OgRhg0bVuxJEhERERFpktpF88KFC7FkyRKVu+N17doVDRs2xOTJk1k0ExEREVGFo3b3jPv376NVq1a52lu1aqUynjIRERERUUWhdtFcr149bN68OVf7pk2b4ODgUCxJERERERGVJWp3z5gyZQp69+6N/fv3S32aDx06hKioqDyLaSIiIiKi8k7tI809evRAbGwszM3NER4ejvDwcJibm+Po0aP44osvSiJHIiIiIiKNUvtIMwA0a9YM69evL+5ciIiIiIjKpHe6uQkRERERUWVQ5CPNcrkcMpmswBiZTIasrKx3ToqIiIiIqCwpctH8559/5jstJiYGCxYsgFKpLJakiIiIiIjKkiIXzd26dcvVdunSJYwZMwbbt2+Ht7c3pk6dWqzJERERERGVBW/Vp/nevXvw9/eHk5MTsrKycOrUKaxZswa2trbFnR8RERERkcapVTSnpKRg9OjRqFevHs6dO4eoqChs374djRo1Kqn8iIiIiIg0rsjdM2bNmoWZM2fC0tISv//+e57dNYiIiIiIKqIiF81jxoyBvr4+6tWrhzVr1mDNmjV5xm3durXYkiMiIiIiKguKXDT7+PgUOuQcEREREVFFVOSiefXq1SWYBhERERFR2aXxOwIuXrwYdnZ20NPTg4uLC44ePVpgfFhYGOrXrw89PT04OTlh586dKtOFEJg4cSKsrKygr68PhUKBK1euqMQkJSXB29sbRkZGMDExgZ+fH549eyZNT09PR//+/eHk5ARtbW14enoW2/YSERERUfmj0aJ506ZNCAoKwqRJk3DixAk0adIE7u7uePDgQZ7xhw8fRp8+feDn54eTJ0/C09MTnp6eOHv2rBQza9YsLFiwACEhIYiNjUXVqlXh7u6O9PR0Kcbb2xvnzp1DZGQkduzYgf379yMgIECanp2dDX19fQwePBgKhaLkXgAiIiIiKhc0WjTPmzcP/v7+8PX1RYMGDRASEgIDAwOsXLkyz/j58+fDw8MDI0eOhKOjI6ZNm4amTZti0aJFAF4dZQ4ODsb48ePRrVs3NG7cGGvXrsW9e/cQHh4OALhw4QIiIiKwYsUKuLi4oE2bNli4cCE2btyIe/fuAQCqVq2KJUuWwN/fH5aWlqXyWhARERFR2aWxojkzMxNxcXEqR3LlcjkUCgViYmLynCcmJibXkV93d3cp/saNG0hISFCJMTY2houLixQTExMDExMTNG/eXIpRKBSQy+WIjY19p23KyMhAamqqyoOIiIiIyj+NFc2PHj1CdnY2LCwsVNotLCyQkJCQ5zwJCQkFxuf8W1hMzZo1VaZra2vDzMws3/UW1YwZM2BsbCw9bGxs3ml5RERERFQ2aPxCwIpk7NixSElJkR63b9/WdEpEREREVAw0VjSbm5tDS0sLiYmJKu2JiYn59iO2tLQsMD7n38Ji3rzQMCsrC0lJSe/cf1lXVxdGRkYqDyIiIiIq/zRWNOvo6KBZs2aIioqS2pRKJaKiouDq6prnPK6urirxABAZGSnF29vbw9LSUiUmNTUVsbGxUoyrqyuSk5MRFxcnxURHR0OpVMLFxaXYto+IiIiIKo4i39ykJAQFBaFfv35o3rw5WrZsieDgYKSlpcHX1xfAq7sQ1qpVCzNmzAAADBkyBO3bt8fcuXPRpUsXbNy4EcePH8eyZcsAADKZDEOHDsX06dPh4OAAe3t7TJgwAdbW1tJYy46OjvDw8IC/vz9CQkLw8uVLBAYGwsvLC9bW1lJu58+fR2ZmJpKSkvD06VOcOnUKAODs7Fxqrw8RERERlQ0aLZp79+6Nhw8fYuLEiUhISICzszMiIiKkC/ni4+Mhl///wfBWrVphw4YNGD9+PMaNGwcHBweEh4ejUaNGUsyoUaOQlpaGgIAAJCcno02bNoiIiICenp4UExoaisDAQLi5uUEul6NHjx5YsGCBSm6dO3fGrVu3pOcffvghgFfD2hERERFR5aLRohkAAgMDERgYmOe0vXv35mrr2bMnevbsme/yZDIZpk6diqlTp+YbY2Zmhg0bNhSY182bNwucTkRERESVB0fPICIiIiIqBItmIiIiIqJCsGgmIiIiIioEi2YiIiIiokKwaCYiIiIiKgSLZiIiIiKiQrBoJiIiIiIqBItmIiIiIqJCsGgmIiIiIioEi2YiIiIiokKwaCYiIiIiKgSLZiIiIiKiQrBoJiIiIiIqBItmIiIiIqJCsGgmIiIiIioEi2YiIiIiokKwaCYiIiIiKgSLZiIiIiKiQrBoJiIiIiIqBItmIiIiIqJCsGgmIiIiIioEi2YiIiIiokKUiaJ58eLFsLOzg56eHlxcXHD06NEC48PCwlC/fn3o6enByckJO3fuVJkuhMDEiRNhZWUFfX19KBQKXLlyRSUmKSkJ3t7eMDIygomJCfz8/PDs2TOVmP/++w9t27aFnp4ebGxsMGvWrOLZYCIiIiIqVzReNG/atAlBQUGYNGkSTpw4gSZNmsDd3R0PHjzIM/7w4cPo06cP/Pz8cPLkSXh6esLT0xNnz56VYmbNmoUFCxYgJCQEsbGxqFq1Ktzd3ZGeni7FeHt749y5c4iMjMSOHTuwf/9+BAQESNNTU1Px6aefwtbWFnFxcZg9ezYmT56MZcuWldyLQURERERlksaL5nnz5sHf3x++vr5o0KABQkJCYGBggJUrV+YZP3/+fHh4eGDkyJFwdHTEtGnT0LRpUyxatAjAq6PMwcHBGD9+PLp164bGjRtj7dq1uHfvHsLDwwEAFy5cQEREBFasWAEXFxe0adMGCxcuxMaNG3Hv3j0AQGhoKDIzM7Fy5Uo0bNgQXl5eGDx4MObNm1cqrwsRERERlR3amlx5ZmYm4uLiMHbsWKlNLpdDoVAgJiYmz3liYmIQFBSk0ubu7i4VxDdu3EBCQgIUCoU03djYGC4uLoiJiYGXlxdiYmJgYmKC5s2bSzEKhQJyuRyxsbH44osvEBMTg3bt2kFHR0dlPTNnzsSTJ09gamqaK7eMjAxkZGRIz1NSUgC8Omr9NpQZz99qvuLwtjkXB2536eN2lz5ud+njdpc+bnfp43a//bxCiALjNFo0P3r0CNnZ2bCwsFBpt7CwwMWLF/OcJyEhIc/4hIQEaXpOW0ExNWvWVJmura0NMzMzlRh7e/tcy8iZllfRPGPGDEyZMiVXu42NTZ7bUpYZB2s6A83gdlcu3O7KhdtduXC7K5fi2O6nT5/C2Ng43+kaLZormrFjx6ocBVcqlUhKSkL16tUhk8lKNZfU1FTY2Njg9u3bMDIyKtV1axK3m9tdGXC7ud2VAbeb211ahBB4+vQprK2tC4zTaNFsbm4OLS0tJCYmqrQnJibC0tIyz3ksLS0LjM/5NzExEVZWVioxzs7OUsybFxpmZWUhKSlJZTl5ref1dbxJV1cXurq6Km0mJiZ5xpYWIyOjSvWly8Htrly43ZULt7ty4XZXLpra7oKOMOfQ6IWAOjo6aNasGaKioqQ2pVKJqKgouLq65jmPq6urSjwAREZGSvH29vawtLRUiUlNTUVsbKwU4+rqiuTkZMTFxUkx0dHRUCqVcHFxkWL279+Ply9fqqzngw8+yLNrBhERERFVXBofPSMoKAjLly/HmjVrcOHCBXz//fdIS0uDr68vAMDHx0flQsEhQ4YgIiICc+fOxcWLFzF58mQcP34cgYGBAACZTIahQ4di+vTp+Ouvv3DmzBn4+PjA2toanp6eAABHR0d4eHjA398fR48exaFDhxAYGAgvLy/p0PxXX30FHR0d+Pn54dy5c9i0aRPmz5+f6yJEIiIiIqr4NN6nuXfv3nj48CEmTpyIhIQEODs7IyIiQrroLj4+HnL5/9f2rVq1woYNGzB+/HiMGzcODg4OCA8PR6NGjaSYUaNGIS0tDQEBAUhOTkabNm0QEREBPT09KSY0NBSBgYFwc3ODXC5Hjx49sGDBAmm6sbExdu3ahYEDB6JZs2YwNzfHxIkTVcZyLst0dXUxadKkXN1FKjpuN7e7MuB2c7srA243t7uskYnCxtcgIiIiIqrkNN49g4iIiIiorGPRTERERERUCBbNRERERESFYNFMRERERFQIFs1ERERERIVg0VzBKJVKXLt2DVevXoVSqdR0OkRUDOLj45HXQEdCCMTHx2sgIypNqampCA8Px4ULFzSdSomJj4/HixcvcrUfOHAAvXv3Ro8ePbBt2zYNZEb0/zjkXAUya9Ys/Pzzz0hJSQHw6laUo0ePxpgxYzScWfH677//0KhRI8jlcvz3338FxhoaGsLGxgZVqlQppexKjjrb3bhx41LKikqDlpYW7t+/j5o1a6q0P378GDVr1kR2draGMitZO3fuRJ06dVC/fn2V9j///BPXr1/H8OHDNZRZyerVqxfatWuHwMBAvHjxAk2aNMHNmzchhMDGjRvRo0cPTadY7ORyOWrXro3Q0FC0bt0aALBnzx506tQJn3/+OZRKJbZt24Zt27ahS5cuGs62ZD18+BCGhobQ19fXdCrFzszMDJcvX4a5uTlMTU0hk8nyjU1KSirFzIpIUIUwf/58Ua1aNTFnzhxx4sQJceLECTF79mxRrVo1sXDhQk2nV6xkMplITEyU/i+Xy4VMJsv3YWJiIjZu3KjhrN9dYdud81wul2s405LVoUMH8eTJk1ztSUlJokOHDqWfUCmQyWTiwYMHudpv3rwpDAwMNJBR6ahfv744ePCgEEKIs2fPipcvXwohhIiJiRF2dnaaTK1EWVhYiFOnTgkhhAgNDRX16tUTaWlp4tdffxXOzs4azq5kyGQyMXDgQKGjoyMmTpwosrOzRceOHcW0adOkmEmTJomPP/5Yg1mWrN9++03Y2NgIuVwutLS0xPvvvy9+//13TadVrFavXi3S09Ol/xf0KIt4pLmCeP/99zFq1Ch88803Ku3Lli3DvHnzcPHiRQ1lVvxu3bqF2rVrQyaT4datWwXGZmRkICwsDMuXL8fNmzdLJ8ESos5229rallJWpU8ul6N37965jsK8ePECmzdvrlBHXYOCggAA8+fPh7+/PwwMDKRp2dnZiI2NhZaWFg4dOqSpFEuUgYEBLl26BBsbGxgZGeHUqVOoU6cObt++DQcHB6Snp2s6xRKhr6+Py5cvw8bGBj4+PrC2tsbPP/+M+Ph4NGjQAM+ePdN0isUu52zKuXPn0LdvX9jZ2eHs2bPYt28fnJ2dAQDnzp1Dx44dkZiYqNlkS8CGDRswYMAADB06FAqFAt26dcOcOXMwd+5cjB07Fn5+fppOkVAGbqNNxSM+Ph4dO3bM1a5QKDB48GANZFRyXi8Ii1Ic/vDDD4iLiyvJlEqFuttdkaWkpOQqmDIyMjSUTck5efIkgFd9l8+cOQMdHR1pmo6ODpo0aYIRI0ZoKr0Sp6uri5SUFJibmyMtLQ2JiYlS0WxmZqbp9EqMjY0NYmJiYGZmhoiICGzcuBEA8OTJE+jp6Wk4u5KRc/yuQ4cOOHXqFL7++ms8ffoURkZGUoyBgQGePn2qqRRL1KxZszB9+nTp+yyXy+Hu7g5bW1sMHz6cRXMZwaK5gqhZsyYePnyIOnXqqLQnJSXB3NxcQ1mVrtTUVJUdbA5TU1Ns3bpVAxmVvOzsbJw7dw4NGjSAtnbl+Drb2tpi3bp1qF69ukr7w4cP0bJlSw1lVTL27NkDAPD19cX8+fPz/HxXZB999BFGjBgBKysrNGjQAGPHjsXw4cMxa9asPA8SVBRDhw6Ft7c3DA0NYWtri48//hgAsH//fjg5OWk2uVJQo0YNRERE4Pr16yoHCG7cuAFra2sNZlZyLl26hG7duuVqb9iwYaFnFsu72NhYdOrUCX/88Qc6dOig6XQKxNEzKggfHx/pqNTr4uLi8PXXX2sgo9K1e/dumJqaVrqrq7dv344PP/wQmzZt0nQqpebGjRu5Cmbg1Q/tjRs3NJBRyVu1alWlK5gBYOHChcjMzMSNGzfw119/oV69evjqq6+gpaWFWbNmaTq9EvPDDz/gyJEjWLlyJQ4ePAi5/NVPdZ06dTB9+nQNZ1cy2rdvr3ImBXi1vVpaWtLzvXv3onPnzqWdWqmoVq0anj9/nqv9v//+q/BnFlevXo20tDSsWrVK06kUin2aqUL4+uuvsW3bNigUigp7VDkvX3zxBWJiYuDk5ITIyEhNp0Ml7MGDB/j5558RFBSE9957T9PpEFExUSgU6N69O3744QcAr4poHx8fhIWFYfr06QgICNBwhiUjIyMD1tbWGD16NKZOnYqEhAQYGhpqOq188UgzlXvPnj1DeHg4Fi1ahJ07d+Lx48eaTqlUPHr0CP/88w9Wr16Nffv24c6dO5pOqVTFxsbCzMxM6sJQGaxbtw7z58/HypUrNZ0KlYLU1FQsWLCg0uzTcqSmpmo6hVI3ZswYlYuY7e3tcfnyZcyfP7/CFswAsG3bNhgaGmLkyJGws7PDli1bNJ1SgVg0VzCVsZAICwvDe++9Bx8fHzRp0gS///67plMqFb///jsaNWoEDw8PtG3bFuvWrdN0SqWqPJ3SKy5r1qyBm5sb1qxZo+lUStXNmzfRvXt3XLp0SdOplKrff/8dw4YNq1Tvd2XtaqdQKDBo0CDp+X///YfIyEj06dNHg1mVvDVr1sDb2xsymQx9+/Yt8/tzFs0VTGUsJFavXi312y4PX7risnr1avj4+AB4td1r167VcEalJyMjA5s3b8a0adOwdevWCjkE15tOnDiBq1evYu3atUhKSsKBAwc0nVKpWbNmDcLDw/Hbb79pOpVStXr1anz44YdYvXq1plMpNWvWrEHVqlUr1R8KlVVCQgIiIyPRr18/AIC3tzcOHTpUtq9N0eQg0VS80tPThZmZmZg5c6aoWrWqePr0qaZTKnHXr18X2traIj4+XgghxKNHj4SOjo44e/ashjMrWWfOnBE6Ojri4cOHQgghnj59KgwMDMSRI0c0nFnp2LRpk6hdu7ZQKpWiYcOGYtWqVZpOqcQNHjxY9OrVSwghhL+/vxgwYICGMyo9derUEd7e3sLKykpkZ2drOp1ScenSJaGjoyMuX74sDAwMxIkTJzSdUol7+vSpMDQ0FGvWrBG6urri0aNHmk6p1B05ckSYmpqK6OhoTadS4mbPni1atGih0taxY0cxefJkDWVUOB5prkDKW9+g4rBmzRq0bdsWNjY2AIDq1avDw8Ojwh+ZWbNmDT799FNpOEFDQ0N4enpW+O3OUd5O6b2rrKwsbNiwQeXMwpYtW/DixQsNZ1by9u/fj8ePH2PJkiVQKpX4999/NZ1SqVizZg0UCgUcHBzQrVu3SvHdrqxd7V5Xmc4Wr1mzRtqn5fj666/L9llTTVftVHw6d+4sxo4dK4QQYsaMGaJdu3Yazqjk2dvb5zrKuHnz5gp9RCorK0tYWlqKzZs3q7Tv3LlTmJqaioyMDA1lVjru378vqlSpIi5evCiEECI+Pl5oaWmJ69evazizkvPnn38KCwsLlc+0vb29WL9+vQazKh0DBgyQjqoPGTJEOtpekSmVSmFjYyM2btwohBDi77//FjVq1JBuI15RtWvXTvz4449CCCEWLFggmjZtquGMSldlOlscHx8vOnTokOtswtOnT4Wbm5u4fPmyhjIrGIvmCqIyFhJ37twRvr6+4tmzZyrtGRkZws/PT1y7dk1DmZWse/fuiSlTpuQqjrOzs8W0adPErVu3NJRZ6SiPp/Te1RdffCGGDh2q0jZhwgShUCg0lFHpeP78uTAyMhJ79+4VQggRFxcn9PX1RXJysoYzK1mRkZHCxMREpKenCyH+/w/l8PBwDWdWciprV7vXVcZuZ+UNi+YKojIWElQ5NWrUSCxcuFClbdWqVaJOnToayqhkPXz4UOjo6OTq03rp0iWhpaUlbt++raHMSt66deuEnZ2dSlvDhg1FSEiIhjIqHX379hXffPONStuwYcOEp6enhjIqeZMmTRIdOnRQaevatasYMWKEhjIqfZXxbHGO27dvl4uzw+zTXEGUy75BxezQoUPIyMjQdBql7vfff0daWpqm0ygVt2/fRo0aNXINw/Tll1/C3t4eV65c0VBmJadatWq4cuUKPvzwQ5X2999/P9+7I1YUa9euhbe3t0pb3759K3T/3qdPn2Lr1q259ud9+/at0OPQr127Ns9tDg0NhVKp1FBWpadcjiRRjBo0aICbN29qOo1CsWiuACpjIZGXTp064e7du5pOo9R9++23SExM1HQapcLGxgbR0dG5CkVDQ0Ps3r0bDg4OGsqs5Ojq6qJ27dp5TrOxsYG+vn4pZ1Q6bt++jejoaKmIyNG3b18cO3YMly9f1lBmJUupVOKff/5B27ZtVdqbNm2KqKgo6ZbaFcndu3fx8ccfo2fPnirt3bp1Q+fOnctFMfWu1q9fD2dnZ3zwwQcAXn2327dvX2kOfIlycnNq3kabKoxq1arh9OnTqFOnjqZTKVWVdbsB4M6dO7C2tq6QhUR+unTpghUrVsDKykrTqRBRMXFycsK3336LwMBAqW316tWYNm0arl27psHMSkd5+R2rPL80lcidO3cqxeksovJySq847d+/v1IMNUev/PDDD3j06JGm0yhVla2rHc8WA+PGjYOZmZmm0ygUjzRXQEZGRjh16lSZ/4utuG3YsAHdunVD1apVAQAXLlxAVlYWnJycNJxZ8Vu7di169+4NXV1dHDx4EC1atICuri7S09OxefPmXH0DK6rycnSiOFXGbQZeHYnbuXOnNCZ7ZVEZ9+eVcZsro6CgoAKnz5s3r5QyKTptTSdAxa8y/R00YMAANGvWDAMHDsRXX30FAEhLS0P37t0RGRkJmUwGZ2dn7Nq1q0JdMOXr6wtjY2OYmpoCAGJjYwEASUlJ8PX1rTRFc2Vka2uLKlWqaDqNUnfz5k28fPlS02mUusq0P89RGbf5dZWl29nJkydVnqelpeHSpUsAgGbNmmkipUKxaKZybfXq1fjzzz+xY8cOrFmzBjVr1sSUKVPw+PFjnDlzBtnZ2ejXrx9mzJiBOXPmaDrdYiOEQPfu3fP8cZHJZBrISDPKyym9d3H48GHs3r0b169fx/Pnz9G8eXOsWrUKn376KT766CNNp0dExaxBgwaV4kj7nj17crU9e/YM/fv3R7t27TSQUeEq9p8xlVRlKCRet3fvXrx8+VI6fbt161ZMnz4dDRs2ROPGjTFjxgz89ddfmk6z2F28eBFPnjxReVy8eLFCHqUJCgqShtULCgqSHg8fPsTUqVNV2iqKR48e4eOPP0a7du2wdetWpKWlYdu2bXj06BH2798PNzc3KBSKCjsE2Zvatm1bYUcKeVPHjh0xZcoUAK+GoMspnp48eYKOHTtqMrVSsXTpUlhYWGg6DY2piPvwojI0NMTkyZPL7EEuHmmuIN4sFqZOnaryvCz2DSouVlZWiIyMxI8//ghPT08olUrUrVtXmu7o6Ig7d+5oMMPit2fPHtjb20NbW/UrbGBgkOdf7+XdyZMnpVPzb57Se11FOsr+7bffQkdHB7dv35ZGyqhWrRoWLFiAOnXq4NmzZ/Dz88N3332HsLAwDWdbctatW4eQkBBcv34dmZmZAF7tz+rWrYtu3bppOLuSsXfvXpw5cwYnT57Ehg0bYGBgAADIzMzEvn37NJxd8enevTtWr14NIyMjdO/eXWXali1bVJ4bGhqiYcOG+O6772BsbFyaaVIpk8lk0ne9rGHRXEGcPHlSKixyxnm8fPkytLS0ymzfoOKQUyTJZDKMHz8e7du3x/Lly2FiYiLFpKSkVLgjVO3bt8+zvUqVKvlOK89e/0OgIv5RkJd///0XcXFx+Q4tZ2hoiOnTp+e66UlF8uuvv2LSpEkYOnQofvzxR2RnZwMAzM3NERwcXGGLZgDYvXs3vv32W7i4uGD79u2ws7PTdErFztjYWNqHF1YIZ2RkICQkBIcOHaqQZw5fV9nOFr+pYcOGSEhI0HQaeWLRXEF8/vnnqFatGtasWSNdHPbkyRP4+vrmGiS/InnzNFbbtm1zbW9MTAwaNmxYmmkRvbPq1avjypUr0h/Bebl582aF/nFdtGgRfvvtN3Tt2hU///yz1N68efMK1RUnL1ZWVti3bx98fX3RokULhIWFwdHRUdNpFatVq1bl+f/8nD9/Hi1atCjJlEpVUFAQpk2bhqpVq1bqs8XlCYvmCmLu3LnYtWuXVDADgKmpKaZPn45PP/0Uw4cP12B2JWfPnj2FFg0ODg6YOXNmKWVEVDzGjBmDPn36YPDgwejSpQvq1q0LmUyGlJQUXL16FQcOHMD//vc/TJ48WdOplpibN2+icePGudq1tLQq9FjVOUdfdXV1sWHDBkyfPh0eHh4YPXq0hjPTrA8++ACHDx/WdBrFpjJ2OyvvWDRXEKmpqXj48GGu9ocPH+Lp06cayKh0FKUrQmW4cIYqnu+//x4WFhb46aefMGPGDMhkMggh0Lx5cwCvhmT69ddf4enpqdlES5CDgwPi4uJydU3YsWNHhT579OYZtPHjx8PR0THXLcUrGy0tLTRp0kTTaRSbytjtrLxj0VxBfPHFF/D19cXcuXPRsmVLAK/G7h05cmSuCyyIqHzo3r07unfvjuTkZGnIOQMDA9SpU0el335F9b///Q8DBw7E48ePkZ2djaioKCxduhQLFy5EaGioptMrMTdu3ECNGjVU2nr06IH69evj+PHjGsqKiHhHwAri+fPnGDFiBFauXCmd7tHW1oafnx9mz54t3SWPiKi8uHz5MlxdXfHkyRPpSDvw6qZGK1as0HB2RFTZsGiuYNLS0nDt2jUAQN26dVksE1G51blzZ+jo6GDFihWwt7fH0aNH8fjxY/j7+2PcuHH4+uuvNZ0iEVUiLJqJiKhMqlatGg4dOoTGjRvD2NgYR48exQcffIDo6Gj88MMPuHjxoqZTJKJKhHcEJCKiMklbWxvVqlUD8Gps5nv37gEAbG1tER8fr8nUiKgS4oWARERUJjVq1AinT5+Gvb09XFxcMGvWLOjo6GDZsmWoX7++ptMjokqG3TOIiKhM+vfff5GWlobu3bvj6tWr+Oyzz3D58mWYm5sjLCysQt79kojKLhbNRERUbiQlJcHU1JQ3fCCiUseimYiIiIioELwQkIiIiIioECyaiYiIiIgKwaKZiIiIiKgQLJqJiIiIiArBopmIiIiIqBAsmomIiIiICsGimYiIiIioEP8HQRBPQF1KUiUAAAAASUVORK5CYII=",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2000,7 +2105,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2010,7 +2115,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2020,7 +2125,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2030,7 +2135,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2040,7 +2145,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArIAAAFACAYAAABAy58PAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABOeElEQVR4nO3dd1gU1/s28HtpS12KoIDSRKPYE75qLGABRTTGgrHGHo0GNUhijCkqmsQkNkxiSxPFkIg90agoYi9R7BprUFEpNkBQQeG8f/ju/lxZYEFgGLg/1zXXxZ5pz+zOnn04c+aMQgghQEREREQkMwZSB0BEREREVBJMZImIiIhIlpjIEhEREZEsMZElIiIiIlliIktEREREssREloiIiIhkiYksEREREckSE1kiIiIikiUmskREREQkS0xknzN9+nQoFIpy2Vf79u3Rvn17zetdu3ZBoVBgzZo15bL/YcOGwd3dvVz2VVKZmZl455134OjoCIVCgZCQkFLfR3l+5sWhPh927dpVKtuLiIiAQqHA0aNHS2V7VLTy/I79888/MDExwbVr18plf1JasmQJXF1dkZ2dLXUopebq1atQKBSIiIgok+2Xx+9L+/bt0ahRozLbPr0cd3d3vPHGG2W+n9L+7dJHpU1k1T/c6snU1BTOzs4ICAjAd999hwcPHpTKfm7duoXp06fjxIkTpbK90lSRY9PHV199hYiICIwdOxaRkZEYPHhwgcu6u7tDoVDA399f5/yffvpJcy5UpmRO13n+yiuvYNy4cUhJSZE6PFlRJxPqydDQEK6urujVq1eF/w59+umnGDBgANzc3PKdEwVN5ZFkJyUl4eOPP0aHDh1gZWVV5A/cgQMH0LZtW5ibm8PR0RETJkxAZmam1jLDhg1DTk4Oli5dWurxqv+xvXPnjlZ5YmIiPD09YWdnh2PHjpX6fosTS2Xxyy+/wMvLC6ampqhbty6+//77Ut+HOqlSKBSIj4/PN3/YsGGwtLQs9f3qKy0tDU5OTmjTpg2EEPnmHzp0CAYGBpg0aZIE0eW3fv16BAYGwt7eHiYmJnB2dkbfvn2xc+fOQteLiopCeHh4mcVlVGZbriBmzJgBDw8PPHnyBMnJydi1axdCQkIwb948/Pnnn2jSpIlm2c8++wwff/xxsbZ/69YthIWFwd3dHc2aNdN7vZiYmGLtpyQKi+2nn35CXl5emcfwMnbu3InXX38d06ZN02t5U1NTxMXFITk5GY6OjlrzfvvtN5iamuLx48da5SX5zCsi9Xn++PFj7Nu3D4sXL8bff/+NM2fOwNzcXOrwZGXAgAHo2rUrcnNz8e+//2Lx4sXYsmULDh06VKzveHl9x06cOIEdO3bgwIEDAABfX19ERkZqLfPOO++gRYsWGD16tKasPH7AL1y4gG+++QZ169ZF48aNcfDgwQKXPXHiBPz8/ODl5YV58+bhxo0bmDNnDi5duoQtW7ZoljM1NcXQoUMxb948jB8/vsyvqNy8eRMdOnTAvXv3sGPHDrz22mtlur+qYOnSpRgzZgyCgoIQGhqKvXv3YsKECXj48CEmT55cJvucPn06/vrrrzLZdknZ2NggPDwc/fv3x08//aT1/Xz69CnGjBkDNzc3hIWFSRglIITAiBEjEBERgVdffRWhoaFwdHREUlIS1q9fDz8/P+zfvx+tW7eGr68vHj16BBMTE836UVFROHPmTJlcVVUHWCktW7ZMABBHjhzJNy82NlaYmZkJNzc38fDhw5faz5EjRwQAsWzZMr2Wz8rK0lkeFxcnAIjVq1e/VDwvE1tF4+HhIbp166bXsm5ubsLPz0+oVCoRHh6uNS8xMVEYGBiIoKCgAs+JikZ9PsTFxRW6XEHneWhoqAAgoqKiCl2O/k9CQoIAIGbPnq1V/ueffwoAYvTo0aW+zydPnojs7OyX2saECROEq6uryMvLK3AZCwsLMXTo0JfaT0lkZGSIu3fvCiGEWL16daHndGBgoHBychLp6emasp9++kkAENu2bdNa9ujRowKAiI2NLdV4p02bJgCI27dvCyGEuHnzpqhbt66wsbEp0++O+tx7vq5+MZaXURa/Ly9q166daNiwYZHLPXz4UFSrVi1f3T5o0CBhYWEh7t27V2oxqY+7WbNmAoCIj4/Xmj906FBhYWFRavsrqcDAQGFrayuSk5M1ZXPmzBEAxN9///1S21bnHG5ubnr/nr5o9uzZAoAICQnRWc+sWLFCHD58uMD1u3XrJtzc3Eq0b31U2q4FhenYsSM+//xzXLt2DStXrtSU6+ovuX37drRt2xY2NjawtLREvXr18MknnwB4dtmiefPmAIDhw4drLmGo+zmp+wzFx8fD19cX5ubmmnVf7COrlpubi08++QSOjo6wsLDAm2++icTERK1l3N3dMWzYsHzrPr/NomLT1X8vKysLH3zwAVxcXKBUKlGvXj3MmTMn3yUPhUKBcePGYcOGDWjUqBGUSiUaNmyIrVu36n7DX5CamoqRI0eiRo0aMDU1RdOmTbF8+XLNfPXloISEBGzevFkT+9WrVwvdrqmpKXr37o2oqCit8t9//x22trYICAjIt05xP3O177//Hg0bNoS5uTlsbW3xv//9L99+b968iREjRqBGjRqa9+jXX3/NF8ONGzfQs2dPWFhYoHr16pg4ceJL9//r2LEjACAhIUGrPDs7G6GhoXBwcICFhQV69eqF27dv51t/0aJFaNiwIZRKJZydnREcHIy0tDStZdTn97lz59ChQweYm5ujZs2a+Pbbb/NtLzs7G9OmTUOdOnWgVCrh4uKCjz76KN9xqs+t1atXo0GDBjAzM0OrVq1w+vRpAM9acurUqQNTU1O0b99e5zlx+PBhdOnSBdbW1jA3N0e7du2wf//+4rx9Wl58Lzdu3Ihu3brB2dkZSqUSnp6emDlzJnJzc7XWe/E7pu66MGfOHISHh8PT0xNKpRLnzp0DoN85pcuGDRvQsWPHYrdMHj9+HIGBgVCpVLC0tISfnx8OHTqktYy6m8KePXvw7rvvolq1alCpVBgyZAju379f5D6srKxgZ2dX5HIZGRnYvn073n77bahUKk35kCFDYGlpiejoaK3lvb29YWdnh40bN+p5tMWXlJSEDh06IDU1FTExMfjf//6nNX/nzp3w8fGBhYUFbGxs0KNHD/z777/5tqNvPVAS9+7dw4cffojGjRvD0tISKpUKgYGBOHnypM7l9fl9uXTpEoKCguDo6AhTU1PUqlUL/fv3R3p6ul4xxcfHo3Xr1jAzM4OHhweWLFmiNT8uLg53797Fe++9p1UeHByMrKwsbN68uRjvgH7Gjx8PW1tbTJ8+Xa/lt2zZovlsrays0K1bN5w9e1Yz/88//4RCocCpU6c0ZWvXroVCoUDv3r21tuXl5YV+/foVur9FixZp6mbgWVeW6dOno1+/fggMDNQso2+drCvn0GX58uUwMjIqtOvCo0ePMGvWLNSvXx9z5szRWc8MHjwYLVq0AJC/j2z79u2xefNmXLt2TatbU2ZmJiwsLPD+++/n296NGzdgaGiIWbNmFfq+qVX6rgUFGTx4MD755BPExMRg1KhROpc5e/Ys3njjDTRp0gQzZsyAUqnE5cuXNT+KXl5emDFjBqZOnYrRo0fDx8cHANC6dWvNNu7evYvAwED0798fb7/9NmrUqFFoXF9++SUUCgUmT56M1NRUhIeHw9/fHydOnICZmZnex6dPbM8TQuDNN99EXFwcRo4ciWbNmmHbtm2YNGkSbt68ifnz52stv2/fPqxbtw7vvfcerKys8N133yEoKAjXr19HtWrVCozr0aNHaN++PS5fvoxx48bBw8MDq1evxrBhw5CWlob3338fXl5eiIyMxMSJE1GrVi188MEHAAAHB4cij3vgwIHo3Lkzrly5Ak9PTwDPLmv06dMHxsbGRa5f1GcOPLtkPGHCBPTp0wfvv/8+Hj9+jFOnTuHw4cMYOHAgACAlJQWvv/66JjFzcHDAli1bMHLkSGRkZGgusTx69Ah+fn64fv06JkyYAGdnZ0RGRhbZ56goV65cAYB8n4W6Qp82bRquXr2K8PBwjBs3DqtWrdIsM336dISFhcHf3x9jx47FhQsXsHjxYhw5cgT79+/Xeh/v37+PLl26oHfv3ujbty/WrFmDyZMno3HjxpoKOC8vD2+++Sb27duH0aNHw8vLC6dPn8b8+fNx8eJFbNiwQSvGvXv34s8//0RwcDAAYNasWXjjjTfw0UcfYdGiRXjvvfdw//59fPvttxgxYoTWe7Vz504EBgbC29sb06ZNg4GBAZYtW4aOHTti7969msr2Zd7LiIgIWFpaIjQ0FJaWlti5cyemTp2KjIwMzJ49u8jtLVu2DI8fP8bo0aOhVCphZ2en1zmly82bN3H9+vViX+4+e/YsfHx8oFKp8NFHH8HY2BhLly5F+/btsXv3brRs2VJr+XHjxsHGxgbTp0/XnA/Xrl3T/Gi9rNOnT+Pp06f5kkUTExM0a9YMx48fz7fOa6+99lL/oBQmJSUFffr0QXJyMmJiYjSNAmo7duxAYGAgateujenTp+PRo0f4/vvv0aZNGxw7dkzzD4y+9UBJ/ffff9iwYQPeeusteHh4ICUlBUuXLkW7du1w7tw5ODs7ay1f1O9LTk4OAgICkJ2djfHjx8PR0RE3b97Epk2bkJaWBmtr60LjuX//Prp27Yq+fftiwIABiI6OxtixY2FiYoIRI0YAgOazfPGz9vb2hoGBAY4fP4633377pd6XF6lUKkycOBFTp07FsWPHCv2+REZGYujQoQgICMA333yDhw8fYvHixWjbti2OHz8Od3d3tG3bVvMPnrp74t69e2FgYIB9+/ZptnX79m2cP38e48aNKzQ+d3d3hIWFYdKkSRg2bBgWLVoEIyMjTb/S4tTJ+uYcP/74I8aMGYNPPvkEX3zxRYGx7du3D/fu3UNISAgMDQ0LPQ5dPv30U6Snp+PGjRuaPMLS0hKWlpbo1asXVq1ahXnz5mlt+/fff4cQAoMGDdJvJ2XW1isxfS6lWltbi1dffVXzWn0pR23+/PlFXtop7PJ9u3btBACxZMkSnfPatWunea2+BFKzZk2RkZGhKY+OjhYAxIIFCzRlbm5uOi8TvrjNwmIbOnSoVlP/hg0bBADxxRdfaC3Xp08foVAoxOXLlzVlAISJiYlW2cmTJwUA8f333+fb1/PCw8MFALFy5UpNWU5OjmjVqpWwtLTUOvbiXApRL/v06VPh6OgoZs6cKYQQ4ty5cwKA2L17t85zoiSfeY8ePYq8hDZy5Ejh5OQk7ty5o1Xev39/YW1trenSon4/oqOjNctkZWWJOnXqFKtrwY4dO8Tt27dFYmKi+OOPP0S1atWEmZmZuHHjhtZy/v7+WpeGJk6cKAwNDUVaWpoQQojU1FRhYmIiOnfuLHJzczXL/fDDDwKA+PXXXzVl6vN7xYoVmrLs7Gzh6OgogoKCNGWRkZHCwMBA7N27Vyv2JUuWCABi//79mjIAQqlUioSEBE3Z0qVLBQDh6OiodX5MmTJFANAsm5eXJ+rWrSsCAgK0jvHhw4fCw8NDdOrUqdD3Un15NywsTNy+fVskJyeLXbt2iVdffVUAEGvXrtVs70XvvvuuMDc3F48fP9aUvfgdU29fpVKJ1NRUrfX1Oad02bFjhwAg/vrrr0KXe7FrQc+ePYWJiYm4cuWKpuzWrVvCyspK+Pr6asrU5423t7fIycnRlH/77bcCgNi4caPesRbWtUA9b8+ePfnmvfXWW8LR0TFf+ejRo4WZmZne+9eHuj5wc3MTKpVKHDx4UOdyzZo1E9WrV9d0mxDiWR1oYGAghgwZoinTtx4oadeCx48fa31P1dtSKpVixowZmjJ9f1+OHz9e4i4I6vpg7ty5mrLs7GzNe6U+f4KDg4WhoaHObTg4OIj+/fsXe98Feb5LRVpamrC1tRVvvvmmZv6LXQsePHggbGxsxKhRo7S2k5ycLKytrbXKGzZsKPr27at5/dprr4m33npLABD//vuvEEKIdevWCQDi5MmTRcb65MkT0axZM2FnZycAiKVLlwohSlYn68o5nv89XbBggVAoFJrfycIsWLBAABDr168vclkhdHeLK6hrwbZt2wQAsWXLFq3yJk2aaOUyRamSXQvULC0tCx29wMbGBsCzS4klvWlDqVRi+PDhei8/ZMgQWFlZaV736dMHTk5O+Pvvv0u0f339/fffMDQ0xIQJE7TKP/jgAwghtG62AAB/f39NiycANGnSBCqVCv/991+R+3F0dMSAAQM0ZcbGxpq7k3fv3v1Sx2FoaIi+ffvi999/B/DsJi8XFxdNi3RR9PnMbWxscOPGDRw5ckTnfCEE1q5di+7du0MIgTt37mimgIAApKena+58/vvvv+Hk5IQ+ffpo1jc3N9fq9K8Pf39/ODg4wMXFBf3794elpSXWr1+PmjVrai03evRorRY0Hx8f5ObmaoZt2rFjB3JychASEgIDg/+rHkaNGgWVSpXvsp+lpaVW64mJiQlatGihdR6sXr0aXl5eqF+/vtZ7ob5kHxcXp7VNPz8/rUvy6tbBoKAgre+Guly9rxMnTuDSpUsYOHAg7t69q9lPVlYW/Pz8sGfPHr2+x9OmTYODgwMcHR3Rvn17XLlyBd98843mkuHzV0YePHiAO3fuwMfHBw8fPsT58+eL3H5QUFC+qwtFnVMFuXv3LgDA1tZW73Vyc3MRExODnj17onbt2ppyJycnDBw4EPv27UNGRobWOqNHj9Zq9Rk7diyMjIxKrV569OgRgGf15YtMTU01859na2uLR48e4eHDh6USw/NSUlJgaWkJJyenfPOSkpJw4sQJDBs2TKvbRJMmTdCpUyfNe1KceqCklEql5nuam5uLu3fvarpD6dp2Ub8v6hbXbdu2leh9NTIywrvvvqt5bWJignfffRepqamaUQNevBHoeQV91qXB2toaISEh+PPPP3W28APPupWlpaVhwIABWp+XoaEhWrZsqVVX+fj4YO/evQCe1QMnT57E6NGjYW9vrynfu3cvbGxs9BqWzMjICD/++CPu3buH119/XXOluLh1clE5x7fffov3338f33zzDT777LMi41LXBc+fN6XF398fzs7O+O233zRlZ86cwalTp4rVKl+lE9nMzMxCP5x+/fqhTZs2eOedd1CjRg30798f0dHRxUpqa9asWeCXVpe6detqvVYoFKhTp06R/UNf1rVr1+Ds7Jzv/fDy8tLMf56rq2u+bdja2hbZb+7atWuoW7eu1heysP2UxMCBA3Hu3DmcPHkSUVFR6N+/v96XP/X5zCdPngxLS0u0aNECdevWRXBwsNYlztu3byMtLQ0//vgjHBwctCZ1BZOamqo53jp16uSLr169esU65oULF2L79u2Ii4vDuXPn8N9//+nsE/zi56ZOgNSfm/r9f3H/JiYmqF27dr7Pp1atWvlif/E8uHTpEs6ePZvvvXjllVcA/N97UVCM6h9XFxcXneXqfV26dAkAMHTo0Hz7+vnnn5Gdna1XP7/Ro0dj+/btiI2NRXx8PFJTU/HRRx9p5p89exa9evWCtbU1VCoVHBwcNJWuPtv38PDIV1bUOVUUoWPonoLcvn0bDx8+1HmOeXl5IS8vL1+/yRfrJXWSV1r1kvqfA119wx8/fqyzW5X6mAv7bmdmZiI5OVkz6eoPrsvKlStx7949dOrUKd/5WdB3BHj2/qn/eSpOPVBSeXl5mD9/PurWrQulUgl7e3s4ODjg1KlTOs/Fon5fPDw8EBoaip9//hn29vYICAjAwoUL9e4f6+zsDAsLC60y9fdcvQ91FwZdCvqs1XJycrQ+z+Tk5Hx90wvz/vvva7rI6KKuQzp27JjvM4uJidH6vHx8fJCUlITLly/jwIEDUCgUaNWqlVaCu3fvXrRp0ybf711B1F1YvL29Ned1cevkwnKO3bt3Y/LkyZg8ebLeQ3qp+6yX1pClzzMwMMCgQYOwYcMGzT9O6hGG3nrrLb23U2X7yN64cQPp6emoU6dOgcuYmZlhz549iIuLw+bNm7F161asWrUKHTt2RExMjF79RYrTr1VfBVXcubm5JerDUhIF7ac4P6hlpWXLlvD09ERISAgSEhIK7WP4In0+cy8vL1y4cAGbNm3C1q1bsXbtWixatAhTp05FWFiYJul9++23MXToUJ37eX7Yt9LQokWLfH3OdCntz02f7eXl5aFx48aYN2+ezmVfTFAL2mZR+1K/77Nnzy5wmCx9hpyqW7dugeMRp6WloV27dlCpVJgxYwY8PT1hamqKY8eOYfLkyXr9k6urTijqnCqIut+uPjdeVWTqls+kpKR885KSkvL19QSeHbO5uXmhdeycOXO03j83Nze9ku927dohOjoavXv3RkBAAHbt2lVk/9AXlUc98NVXX+Hzzz/HiBEjMHPmTNjZ2cHAwAAhISElvoo4d+5cDBs2DBs3bkRMTAwmTJiAWbNm4dChQ6hVq9ZLxQs8+6xzc3ORmpqK6tWra8pzcnJw9+5dnZ+12oEDB9ChQwetsoSEBL3HRFa3yk6fPl1nq6z6PYuMjMw3hCPwrNVUrW3btgCAPXv24L///sNrr70GCwsL+Pj44LvvvkNmZiaOHz+OL7/8Uq/YSkth34eGDRsiLS0NkZGRePfdd3X+U/2i+vXrA3jWj71nz56lFabGkCFDMHv2bGzYsAEDBgxAVFQU3njjjWJ936psIqseZ1FXq9XzDAwM4OfnBz8/P8ybNw9fffUVPv30U8TFxcHf37/UxzBU/0eoJoTA5cuXtSo8W1vbfHcrAs/+c3v+UmFxYnNzc8OOHTvw4MEDrVZZ9aVSNzc3vbdV1H5OnTqFvLw8rf9SS3s/AwYMwBdffAEvL69ijf0JFP2ZA4CFhQX69euHfv36IScnB71798aXX36JKVOmwMHBAVZWVsjNzS0wIVJzc3PDmTNnIITQ+rwuXLhQ7GMuDer3/8KFC1rnUk5ODhISEoo8Hl08PT1x8uRJ+Pn5lemYn+quLiqVqkRx6mPXrl24e/cu1q1bB19fX035i6NDlERh55SpqanOddQ/MsXZv4ODA8zNzXWeY+fPn4eBgUG+fy4uXbqklUBkZmYiKSkJXbt21Xu/hWnUqBGMjIxw9OhR9O3bV1Oek5ODEydOaJWpJSQkaK7kFGTIkCGahAMoXsNC9+7d8euvv2Lo0KF44403EBMTAzMzM63vyIvOnz8Pe3t7WFhYwNTUVO96oKTWrFmDDh064JdfftEqT0tLg729fb7l9fl9AYDGjRujcePG+Oyzz3DgwAG0adMGS5YsKfSmIODZ2OVZWVlarbIXL14EAE2yqa6Pjx49qnX+HD16FHl5eYXW102bNsX27du1ynQlnIUJCQlBeHg4wsLCNF3J1NR1SPXq1Yv8zFxdXeHq6oq9e/fiv//+03Rf8/X1RWhoKFavXo3c3FyteqIkSrNOtre3x5o1a9C2bVv4+flh3759hf7jADxL2G1tbfH777/jk08+KVFjWWH1fqNGjfDqq6/it99+Q61atXD9+vViPxyjSnYt2LlzJ2bOnAkPD49C74q7d+9evjL1l0x9CUz9hdWVWJbEihUrtJrw16xZg6SkJM0d4MCzL9uhQ4e0Ls9s2rQp3+XA4sSmHgD+hx9+0CqfP38+FAqF1v5fRteuXZGcnKx1l/zTp0/x/fffw9LSEu3atSuV/bzzzjuYNm0a5s6dW6z19PnM1f0S1UxMTNCgQQMIIfDkyRMYGhoiKCgIa9euxZkzZ/Jt7/nLm127dsWtW7e0Hh358OFD/Pjjj8WKu7T4+/vDxMQE3333nVar6i+//IL09HR069at2Nvs27cvbt68iZ9++infvEePHiErK+ulYlbz9vaGp6cn5syZk+9pUAD0vqxcGHUl/vx7k5OTg0WLFr3Udos6pwpSs2ZNuLi4FOtpdYaGhujcuTM2btyo1TqZkpKCqKgotG3bVmsILODZHc7Px7F48WI8ffq01OoFa2tr+Pv7Y+XKlVr1X2RkJDIzM3VeZjx27FiBo7Co1a5dG/7+/pqpTZs2xYpr8ODBCA8Px759+xAUFIQnT57AyckJzZo1w/Lly7Xq1jNnziAmJkaTnBWnHigpQ0PDfFdTVq9ejZs3b+pcvqjfl4yMDDx9+lRrncaNG8PAwECvIQGfPn2q9cQ19RPYHBwc4O3tDeDZZXs7OzssXrxYa93FixfD3Ny80DrG1tZW6/P09/cv8J+8gqhbZTdu3JjviX0BAQFQqVT46quvdH7vXvzMfHx8sHPnTvzzzz+aRLZZs2awsrLC119/DTMzM81xl1Rp18m1atXCjh078OjRI3Tq1Clf3fMic3NzTJ48Gf/++y8mT56s8+rdypUr8c8//xS4DQsLi0K7pwwePBgxMTEIDw9HtWrVil2vVPoW2S1btuD8+fN4+vQpUlJSsHPnTmzfvh1ubm74888/C/0SzJgxA3v27EG3bt3g5uaG1NRULFq0CLVq1dL8l+/p6QkbGxssWbIEVlZWsLCwQMuWLfVqstfFzs4Obdu2xfDhw5GSkoLw8HDUqVNHa4iwd955B2vWrEGXLl3Qt29fXLlyBStXrtS6+aq4sXXv3h0dOnTAp59+iqtXr6Jp06aIiYnBxo0bERISkm/bJTV69GgsXboUw4YNQ3x8PNzd3bFmzRrs378f4eHhpdah3M3NTe8xA5+nz2feuXNnODo6ok2bNqhRowb+/fdf/PDDD+jWrZsm/q+//hpxcXFo2bIlRo0ahQYNGuDevXs4duwYduzYoUmYR40ahR9++AFDhgxBfHw8nJycEBkZKdnTuBwcHDBlyhSEhYWhS5cuePPNN3HhwgUsWrQIzZs3L9GwOIMHD0Z0dDTGjBmDuLg4tGnTBrm5uTh//jyio6Oxbds2vbpFFMXAwAA///wzAgMD0bBhQwwfPhw1a9bEzZs3ERcXB5VK9dJP9mndujVsbW0xdOhQTJgwAQqFApGRkS/dpUafc6ogPXr0wPr16/O16hfmiy++0IyX/N5778HIyAhLly5Fdna2znGAc3Jy4Ofnh759+2rOh7Zt2+LNN9/Ua18ANONwRkZGaoYoev5mky+//BKtW7dGu3btMHr0aNy4cQNz585F586d0aVLF61txsfH4969e+jRo4dex/syJkyYgHv37iEsLAxDhgzBb7/9htmzZyMwMBCtWrXCyJEjNcNvWVtba9U7+tYDhZk3b16++sDAwACffPIJ3njjDcyYMQPDhw9H69atcfr0afz2229aLXfPK+r3ZefOnRg3bhzeeustvPLKK3j69CkiIyM1SXlRnJ2d8c033+Dq1at45ZVXsGrVKpw4cQI//vij5mZBMzMzzJw5E8HBwXjrrbcQEBCAvXv3YuXKlfjyyy/1Gnf4Zb3//vuYP38+Tp48qdV6rFKpsHjxYgwePBivvfYa+vfvDwcHB1y/fh2bN29GmzZttBp7fHx88Ntvv0GhUGh+HwwNDdG6dWts27YN7du3L9Y9MrqURZ1cp04dxMTEoH379ggICMDOnTvz/fP6vEmTJuHs2bOYO3cu4uLi0KdPHzg6OiI5ORkbNmzAP//8o3myoC7e3t5YtWoVQkND0bx5c1haWqJ79+6a+QMHDsRHH32E9evXY+zYsXoNlalF7/ENZEY9bIx6MjExEY6OjqJTp05iwYIFWkOQqL04FFNsbKzo0aOHcHZ2FiYmJsLZ2VkMGDBAXLx4UWu9jRs3igYNGggjIyOtIVQKe9JJQcNv/f7772LKlCmievXqwszMTHTr1k1cu3Yt3/pz584VNWvWFEqlUrRp00YcPXo03zYLi+3FoYGEeDb0yMSJE4Wzs7MwNjYWdevWFbNnz873JA8AIjg4OF9MBQ0L9qKUlBQxfPhwYW9vL0xMTETjxo11DhFWkuG3CqPP8Fv6fOZLly4Vvr6+olq1akKpVApPT08xadIkrScSqY8zODhYuLi4CGNjY+Ho6Cj8/PzEjz/+qLXctWvXxJtvvinMzc2Fvb29eP/998XWrVtf6sle+i5X0BPEfvjhB1G/fn1hbGwsatSoIcaOHSvu37+vtUxB57eucysnJ0d88803omHDhkKpVApbW1vh7e0twsLCtN43XedWQU/cKuhpRcePHxe9e/fWfD5ubm6ib9++RT4FqqD9vGj//v3i9ddfF2ZmZsLZ2Vl89NFHmmFknn8fCxp+S9f29T2ndDl27JgAkG94s+fperLXsWPHREBAgLC0tBTm5uaiQ4cO4sCBA1rLqM+b3bt3i9GjRwtbW1thaWkpBg0apDX0VGGer4dfnF60d+9e0bp1a2FqaiocHBxEcHCwzrp68uTJRT7NrCQKG/Jq/PjxAoAYM2aMEOLZ0Gdt2rQRZmZmQqVSie7du4tz587lW0+feqCw4bd0Terhqx4/fiw++OAD4eTkJMzMzESbNm3EwYMHS/z78t9//4kRI0YIT09PYWpqKuzs7ESHDh3Ejh07inzv1PXB0aNHRatWrYSpqalwc3MTP/zwg87lf/zxR1GvXj1hYmIiPD09xfz580v98yzsiWbq91fXk73i4uJEQECAsLa2FqampsLT01MMGzZMHD16VGu5s2fPCgDCy8tLq/yLL74QAMTnn39e7JgL+n19mTpZCN2/kYcPH9YMuafPU07XrFkjOnfuLOzs7ISRkZFwcnIS/fr1E7t27dIso+s3JTMzUwwcOFDY2Nhohrd7UdeuXQWAfHWQPhRCVIC7c4iIqMT8/Pw0D9MoTRERERg+fDiOHDlSKq3mpSE7Oxvu7u74+OOPdT4ViIjkp1evXjh9+jQuX75c7HWrZB9ZIqLK5KuvvsKqVatKZfi6im7ZsmUwNjbGmDFjpA6FiEpBUlISNm/ejMGDB5dofSayREQy17JlS+Tk5JTaqB8V2ZgxY3D9+nWdD08gIvlISEjAypUrMWDAABgbG2s9TKM4mMgSERERUbnavXs3Bg8ejISEBCxfvrzYQ6mpsY8sEREREckSW2SJiIiISJaYyBIRERGRLFX6ByLk5eXh1q1bsLKyKtPHYxIRERFRyQgh8ODBAzg7O2s9wr4olT6RvXXrVr7nhhMRERFRxZOYmIhatWrpvXylT2TVj3dMTEws9BFsRERERCSNjIwMuLi4FPtR9ZU+kVV3J1CpVExkiYiIiCqw4nYD5c1eRERERCRLTGSJiIiISJaYyBIRERGRLDGRJSIiIiJZYiJLRERERLLERJaIiIiIZImJLBERERHJEhNZIiIiIpKlSv9AhJfl/vFmyfZ99etuku2biIiIqKJjiywRERERyRITWSIiIiKSJSayRERERCRLTGSJiIiISJaYyBIRERGRLDGRJSIiIiJZYiJLRERERLLERJaIiIiIZImJLBERERHJEhNZIiIiIpIlJrJEREREJEtMZImIiIhIlpjIEhEREZEsMZElIiIiIlliIktEREREsiRpIrt48WI0adIEKpUKKpUKrVq1wpYtWzTzHz9+jODgYFSrVg2WlpYICgpCSkqKhBETERERUUUhaSJbq1YtfP3114iPj8fRo0fRsWNH9OjRA2fPngUATJw4EX/99RdWr16N3bt349atW+jdu7eUIRMRERFRBaEQQgipg3ienZ0dZs+ejT59+sDBwQFRUVHo06cPAOD8+fPw8vLCwYMH8frrr+u1vYyMDFhbWyM9PR0qlarY8bh/vLnY65SWq193k2zfREREROWlpPlahekjm5ubiz/++ANZWVlo1aoV4uPj8eTJE/j7+2uWqV+/PlxdXXHw4MECt5OdnY2MjAytiYiIiIgqH8kT2dOnT8PS0hJKpRJjxozB+vXr0aBBAyQnJ8PExAQ2NjZay9eoUQPJyckFbm/WrFmwtrbWTC4uLmV8BEREREQkBckT2Xr16uHEiRM4fPgwxo4di6FDh+LcuXMl3t6UKVOQnp6umRITE0sxWiIiIiKqKIykDsDExAR16tQBAHh7e+PIkSNYsGAB+vXrh5ycHKSlpWm1yqakpMDR0bHA7SmVSiiVyrIOm4iIiIgkJnmL7Ivy8vKQnZ0Nb29vGBsbIzY2VjPvwoULuH79Olq1aiVhhERERERUEUjaIjtlyhQEBgbC1dUVDx48QFRUFHbt2oVt27bB2toaI0eORGhoKOzs7KBSqTB+/Hi0atVK7xELiIiIiKjykjSRTU1NxZAhQ5CUlARra2s0adIE27ZtQ6dOnQAA8+fPh4GBAYKCgpCdnY2AgAAsWrRIypCJiIiIqIKocOPIljaOI0tERERUscl+HFkiIiIiouJgIktEREREssREloiIiIhkiYksEREREckSE1kiIiIikiUmskREREQkS0xkiYiIiEiWmMgSERERkSwxkSUiIiIiWWIiS0RERESyxESWiIiIiGSJiSwRERERyRITWSIiIiKSJSayRERERCRLTGSJiIiISJaYyBIRERGRLDGRJSIiIiJZYiJLRERERLLERJaIiIiIZImJLBERERHJEhNZIiIiIpIlJrJEREREJEuSJrKzZs1C8+bNYWVlherVq6Nnz564cOGC1jLt27eHQqHQmsaMGSNRxERERERUUUiayO7evRvBwcE4dOgQtm/fjidPnqBz587IysrSWm7UqFFISkrSTN9++61EERMRERFRRWEk5c63bt2q9ToiIgLVq1dHfHw8fH19NeXm5uZwdHQs7/CIiIiIqAKrUH1k09PTAQB2dnZa5b/99hvs7e3RqFEjTJkyBQ8fPixwG9nZ2cjIyNCaiIiIiKjykbRF9nl5eXkICQlBmzZt0KhRI035wIED4ebmBmdnZ5w6dQqTJ0/GhQsXsG7dOp3bmTVrFsLCwsorbCIiIiKSiEIIIaQOAgDGjh2LLVu2YN++fahVq1aBy+3cuRN+fn64fPkyPD09883Pzs5Gdna25nVGRgZcXFyQnp4OlUpV7LjcP95c7HVKy9Wvu0m2byIiIqLykpGRAWtr62LnaxWiRXbcuHHYtGkT9uzZU2gSCwAtW7YEgAITWaVSCaVSWSZxEhEREVHFIWkiK4TA+PHjsX79euzatQseHh5FrnPixAkAgJOTUxlHR0REREQVmaSJbHBwMKKiorBx40ZYWVkhOTkZAGBtbQ0zMzNcuXIFUVFR6Nq1K6pVq4ZTp05h4sSJ8PX1RZMmTaQMnYiIiIgkJmkiu3jxYgDPHnrwvGXLlmHYsGEwMTHBjh07EB4ejqysLLi4uCAoKAifffaZBNESERERUUUiedeCwri4uGD37t3lFA0RERERyUmFGkeWiIiIiEhfTGSJiIiISJaYyBIRERGRLDGRJSIiIiJZYiJLRERERLLERJaIiIiIZImJLBERERHJEhNZIiIiIpIlJrJEREREJEtMZImIiIhIlpjIEhEREZEsMZElIiIiIlliIktEREREssREloiIiIhkiYksEREREckSE1kiIiIikiUmskREREQkS0xkiYiIiEiWmMgSERERkSwxkSUiIiIiWTKSOgCqmNw/3izZvq9+3U2yfRMREZF8sEWWiIiIiGRJ0kR21qxZaN68OaysrFC9enX07NkTFy5c0Frm8ePHCA4ORrVq1WBpaYmgoCCkpKRIFDERERERVRSSJrK7d+9GcHAwDh06hO3bt+PJkyfo3LkzsrKyNMtMnDgRf/31F1avXo3du3fj1q1b6N27t4RRExEREVFFIGkf2a1bt2q9joiIQPXq1REfHw9fX1+kp6fjl19+QVRUFDp27AgAWLZsGby8vHDo0CG8/vrrUoRNRERERBVAheojm56eDgCws7MDAMTHx+PJkyfw9/fXLFO/fn24urri4MGDOreRnZ2NjIwMrYmIiIiIKp8StcjWrl0bR44cQbVq1bTK09LS8Nprr+G///4r9jbz8vIQEhKCNm3aoFGjRgCA5ORkmJiYwMbGRmvZGjVqIDk5Wed2Zs2ahbCwsGLvnwjgaA1ERERyUqIW2atXryI3NzdfeXZ2Nm7evFmiQIKDg3HmzBn88ccfJVpfbcqUKUhPT9dMiYmJL7U9IiIiIqqYitUi++eff2r+3rZtG6ytrTWvc3NzERsbC3d392IHMW7cOGzatAl79uxBrVq1NOWOjo7IyclBWlqaVqtsSkoKHB0ddW5LqVRCqVQWOwYiIiIikpdiJbI9e/YEACgUCgwdOlRrnrGxMdzd3TF37ly9tyeEwPjx47F+/Xrs2rULHh4eWvO9vb1hbGyM2NhYBAUFAQAuXLiA69evo1WrVsUJnYiIiIgqmWIlsnl5eQAADw8PHDlyBPb29i+18+DgYERFRWHjxo2wsrLS9Hu1traGmZkZrK2tMXLkSISGhsLOzg4qlQrjx49Hq1atOGIBERERURVXopu9EhISSmXnixcvBgC0b99eq3zZsmUYNmwYAGD+/PkwMDBAUFAQsrOzERAQgEWLFpXK/omIiIhIvko8jmxsbCxiY2ORmpqqaalV+/XXX/XahhCiyGVMTU2xcOFCLFy4sERxEhEREVHlVKJENiwsDDNmzMD//vc/ODk5QaFQlHZcRERERESFKlEiu2TJEkRERGDw4MGlHQ8RERERkV5KNI5sTk4OWrduXdqxEBERERHprUSJ7DvvvIOoqKjSjoWIiIiISG8l6lrw+PFj/Pjjj9ixYweaNGkCY2Njrfnz5s0rleCIiIiIiApSokT21KlTaNasGQDgzJkzWvN44xcRERERlYcSJbJxcXGlHQcRERERUbGUqI8sEREREZHUStQi26FDh0K7EOzcubPEARERERER6aNEiay6f6zakydPcOLECZw5cwZDhw4tjbiIiIiIiApVokR2/vz5OsunT5+OzMzMlwqIiIiIiEgfpdpH9u2338avv/5ampskIiIiItKpVBPZgwcPwtTUtDQ3SURERESkU4m6FvTu3VvrtRACSUlJOHr0KD7//PNSCYyIiIiIqDAlSmStra21XhsYGKBevXqYMWMGOnfuXCqBEREREREVpkSJ7LJly0o7DiIiIiKiYilRIqsWHx+Pf//9FwDQsGFDvPrqq6USFBERERFRUUqUyKampqJ///7YtWsXbGxsAABpaWno0KED/vjjDzg4OJRmjERERERE+ZRo1ILx48fjwYMHOHv2LO7du4d79+7hzJkzyMjIwIQJE0o7RiIiIiKifErUIrt161bs2LEDXl5emrIGDRpg4cKFvNmLiIiIiMpFiVpk8/LyYGxsnK/c2NgYeXl5Lx0UEREREVFRSpTIduzYEe+//z5u3bqlKbt58yYmTpwIPz+/UguOiIiIiKggJUpkf/jhB2RkZMDd3R2enp7w9PSEh4cHMjIy8P3335d2jERERERE+ZQokXVxccGxY8ewefNmhISEICQkBH///TeOHTuGWrVq6b2dPXv2oHv37nB2doZCocCGDRu05g8bNgwKhUJr6tKlS0lCJiIiIqJKpliJ7M6dO9GgQQNkZGRAoVCgU6dOGD9+PMaPH4/mzZujYcOG2Lt3r97by8rKQtOmTbFw4cICl+nSpQuSkpI00++//16ckImIiIiokirWqAXh4eEYNWoUVCpVvnnW1tZ49913MW/ePPj4+Oi1vcDAQAQGBha6jFKphKOjY3HCJCIiIqIqoFgtsidPniz00n7nzp0RHx//0kE9b9euXahevTrq1auHsWPH4u7du4Uun52djYyMDK2JiIiIiCqfYiWyKSkpOofdUjMyMsLt27dfOii1Ll26YMWKFYiNjcU333yD3bt3IzAwELm5uQWuM2vWLFhbW2smFxeXUouHiIiIiCqOYnUtqFmzJs6cOYM6deronH/q1Ck4OTmVSmAA0L9/f83fjRs3RpMmTeDp6Yldu3YVOMzXlClTEBoaqnmdkZHBZJaIiIioEipWi2zXrl3x+eef4/Hjx/nmPXr0CNOmTcMbb7xRasG9qHbt2rC3t8fly5cLXEapVEKlUmlNRERERFT5FKtF9rPPPsO6devwyiuvYNy4cahXrx4A4Pz581i4cCFyc3Px6aeflkmgAHDjxg3cvXu3VFt9iYiIiEieipXI1qhRAwcOHMDYsWMxZcoUCCEAAAqFAgEBAVi4cCFq1Kih9/YyMzO1WlcTEhJw4sQJ2NnZwc7ODmFhYQgKCoKjoyOuXLmCjz76CHXq1EFAQEBxwiYiIiKiSqhYiSwAuLm54e+//8b9+/dx+fJlCCFQt25d2NraFnvnR48eRYcOHTSv1X1bhw4disWLF+PUqVNYvnw50tLS4OzsjM6dO2PmzJlQKpXF3hcRERERVS7FTmTVbG1t0bx585faefv27TWturps27btpbZPRPpx/3izZPu++nU3yfZNRETyVqJH1BIRERERSY2JLBERERHJEhNZIiIiIpIlJrJEREREJEtMZImIiIhIlpjIEhEREZEsMZElIiIiIlliIktEREREssREloiIiIhkiYksEREREckSE1kiIiIikiUmskREREQkS0xkiYiIiEiWjKQOgIhIKu4fb5Zs31e/7ibZvomIKgu2yBIRERGRLDGRJSIiIiJZYiJLRERERLLERJaIiIiIZImJLBERERHJEhNZIiIiIpIlJrJEREREJEtMZImIiIhIliRNZPfs2YPu3bvD2dkZCoUCGzZs0JovhMDUqVPh5OQEMzMz+Pv749KlS9IES0REREQViqSJbFZWFpo2bYqFCxfqnP/tt9/iu+++w5IlS3D48GFYWFggICAAjx8/LudIiYiIiKiikfQRtYGBgQgMDNQ5TwiB8PBwfPbZZ+jRowcAYMWKFahRowY2bNiA/v37l2eoRERERFTBVNg+sgkJCUhOToa/v7+mzNraGi1btsTBgwcLXC87OxsZGRlaExERERFVPhU2kU1OTgYA1KhRQ6u8Ro0amnm6zJo1C9bW1prJxcWlTOMkIiIiImlU2ES2pKZMmYL09HTNlJiYKHVIRERERFQGKmwi6+joCABISUnRKk9JSdHM00WpVEKlUmlNRERERFT5VNhE1sPDA46OjoiNjdWUZWRk4PDhw2jVqpWEkRERERFRRSDpqAWZmZm4fPmy5nVCQgJOnDgBOzs7uLq6IiQkBF988QXq1q0LDw8PfP7553B2dkbPnj2lC5qIiIiIKgRJE9mjR4+iQ4cOmtehoaEAgKFDhyIiIgIfffQRsrKyMHr0aKSlpaFt27bYunUrTE1NpQqZiIiIiCoISRPZ9u3bQwhR4HyFQoEZM2ZgxowZ5RgVEREREclBhe0jS0RERERUGCayRERERCRLTGSJiIiISJaYyBIRERGRLDGRJSIiIiJZYiJLRERERLLERJaIiIiIZImJLBERERHJEhNZIiIiIpIlJrJEREREJEtMZImIiIhIlpjIEhEREZEsMZElIiIiIlliIktEREREssREloiIiIhkiYksEREREckSE1kiIiIikiUmskREREQkS0xkiYiIiEiWmMgSERERkSwZSR0AERGVL/ePN0u276tfd5Ns3zzu8sfjLn9V7bjZIktEREREssREloiIiIhkqUInstOnT4dCodCa6tevL3VYRERERFQBVPg+sg0bNsSOHTs0r42MKnzIRERERFQOKnxWaGRkBEdHR72Xz87ORnZ2tuZ1RkZGWYRFRERERBKr0F0LAODSpUtwdnZG7dq1MWjQIFy/fr3Q5WfNmgVra2vN5OLiUk6REhEREVF5qtCJbMuWLREREYGtW7di8eLFSEhIgI+PDx48eFDgOlOmTEF6erpmSkxMLMeIiYiIiKi8VOiuBYGBgZq/mzRpgpYtW8LNzQ3R0dEYOXKkznWUSiWUSmV5hUhEREREEqnQLbIvsrGxwSuvvILLly9LHQoRERERSUxWiWxmZiauXLkCJycnqUMhIiIiIolV6ET2ww8/xO7du3H16lUcOHAAvXr1gqGhIQYMGCB1aEREREQksQrdR/bGjRsYMGAA7t69CwcHB7Rt2xaHDh2Cg4OD1KERERERkcQqdCL7xx9/SB0CEREREVVQFbprARERERFRQZjIEhEREZEsMZElIiIiIlliIktEREREssREloiIiIhkiYksEREREckSE1kiIiIikiUmskREREQkS0xkiYiIiEiWmMgSERERkSwxkSUiIiIiWWIiS0RERESyxESWiIiIiGSJiSwRERERyRITWSIiIiKSJSayRERERCRLTGSJiIiISJaYyBIRERGRLDGRJSIiIiJZYiJLRERERLLERJaIiIiIZImJLBERERHJkiwS2YULF8Ld3R2mpqZo2bIl/vnnH6lDIiIiIiKJVfhEdtWqVQgNDcW0adNw7NgxNG3aFAEBAUhNTZU6NCIiIiKSUIVPZOfNm4dRo0Zh+PDhaNCgAZYsWQJzc3P8+uuvUodGRERERBIykjqAwuTk5CA+Ph5TpkzRlBkYGMDf3x8HDx7UuU52djays7M1r9PT0wEAGRkZJYohL/thidYrDSWNuTTwuMsfj7v88bjLH4+7/PG4yx+Pu+TrCiGKt6KowG7evCkAiAMHDmiVT5o0SbRo0ULnOtOmTRMAOHHixIkTJ06cOMlsSkxMLFauWKFbZEtiypQpCA0N1bzOy8vDvXv3UK1aNSgUinKNJSMjAy4uLkhMTIRKpSrXfUuJx83jrgp43DzuqoDHzeMuL0IIPHjwAM7OzsVar0Insvb29jA0NERKSopWeUpKChwdHXWuo1QqoVQqtcpsbGzKKkS9qFSqKvVFUONxVy087qqFx1218LirFqmO29rautjrVOibvUxMTODt7Y3Y2FhNWV5eHmJjY9GqVSsJIyMiIiIiqVXoFlkACA0NxdChQ/G///0PLVq0QHh4OLKysjB8+HCpQyMiIiIiCVX4RLZfv364ffs2pk6diuTkZDRr1gxbt25FjRo1pA6tSEqlEtOmTcvX1aGy43HzuKsCHjePuyrgcfO4KzqFEMUd54CIiIiISHoVuo8sEREREVFBmMgSERERkSwxkSUiIiIiWWIiS0RERESyxESWiIiIiGSJiSwRUQkIIVAVBn159OgRHj58qHl97do1hIeHIyYmRsKoiErPlStXcPr0aeTm5kodiiRmzJih9R1Xe/ToEWbMmCFBRMXD4bdKwalTp9CoUSMYGBjg1KlThS7bpEmTcoqq7IWGhmLmzJmwsLBAaGhoocvOmzevnKKi8nb79m1YWlrCzMxM6lDKxYoVKzB79mxcunQJAPDKK69g0qRJGDx4sMSRlY3OnTujd+/eGDNmDNLS0lC/fn0YGxvjzp07mDdvHsaOHSt1iGUqMjISS5YsQUJCAg4ePAg3NzfMmzcPnp6e6NGjh9ThlQo7OztcvHgR9vb2sLW1hUKhKHDZe/fulWNkZev27dsICgrCvn37ADz7Lm/atAl16tSROLLyZWhoiKSkJFSvXl2r/O7du6hevXqFT/Ar/AMR5KBZs2ZITk5G9erV0axZMygUCq2WGvVrhUJR4U+I4jh+/DiePHmi+bsghVWKctexY0esW7cONjY2WuX3799HUFAQdu7cKU1g5eDXX3/F9OnTcfPmTSgUCnh6eiIsLAz9+/eXOrQyM2/ePHz++ecYN24c2rRpAwDYt28fxowZgzt37mDixIkSR1j6jh07hvnz5wMA1qxZgxo1auD48eNYu3Ytpk6dWqkT2UWLFmHatGkICQnBl19+qam/7e3tER4eXmkS2fnz58PKygoAEB4eLm0w5Sg0NBQPHz7E6dOnoVQqMWbMGIwaNQpxcXFSh1au1PnJi06ePAk7OzsJIioetsiWgmvXrsHV1RUKhQLXrl0rdFk3N7dyiorKg4GBAfr165evNfLRo0eIjo6uVP+4PC8qKgojRoxASEgI/P390aNHD8yZMwdz587FlClTMHLkSKlDLBMeHh4ICwvDkCFDtMqXL1+O6dOnIyEhQaLIyo65uTnOnz8PV1dX9O3bFw0bNsS0adOQmJiIevXq6bwkWVk0aNAAX3/9Nd58801YWVnh5MmTqF27Ns6dOwdfX1/cuXNH6hDpJdjb22Pt2rVo164dAODixYuoX78+xo8fD0NDQ61lK+NVRXXre3p6OlQqlVYym5ubi8zMTIwZMwYLFy6UMMqisUW2FDyfnDJRrXrS09Px+PFjrbLs7GyJoikf3377Lb744gt8+OGHAJ4l9AEBAXBzc8MHH3xQaRPZpKQktG7dOl9569atkZSUJEFEZa9OnTrYsGEDevXqhW3btmlanVNTU6FSqSSOrmxdvXpVZ3cwQ0NDPHr0SIKIqDQ9fPhQ6ze7bt268PX1zddFsLJeVQwPD4cQAiNGjEBYWBisra0180xMTODu7o5WrVpJGKF+mMiWkdzcXJw9exYNGjSAkVHVeZtTU1Px9ddfIzQ0FLVq1ZI6nDLn5uaGyMhIVKtWTav89u3baNGihURRlb0LFy7ovKzasGHDIq9KyFmdOnUQHR2NTz75RKt81apVqFu3rkRRla2pU6di4MCBmDhxIvz8/DQ/bDExMXj11Vcljq5s1a1bF/Hx8XB3d9cq37RpExo2bChNUOXk8OHDCAwMxNq1a9GhQwepwykT9erVw7lz5zSfr0KhwK5duySNqTwNHToUwLMrTW3atJFtriLPqGXgr7/+QlBQEFasWIFBgwZJHU65iYyMxIIFC2BjY4OpU6dKHU6ZK+hSsoODQ6W8zKxmZWWl85LyqVOnKvVVibCwMPTr1w979uzR9JHdv38/YmNjER0dLXF0ZaNPnz5o27YtkpKS0LRpU025n58fevXqJWFkZe/TTz9FcHAw7t69i9zcXMTGxmLp0qX4/vvv8dtvv0kdXpmKiIhAVlYWli1bVmkT2fnz58PAgIM3qbtWyBX7yJaRXr164eDBg2jcuDG2b98udTjlpkmTJnB0dMSVK1dw5coVqcOhMuLv74/evXvjvffeA/AssR0yZAhWr16NL774AqNHj5Y4wrITHx+P+fPn499//wUAeHl54YMPPqj0rZNV0cWLF9GqVSvcv39f6ybeESNG4Oeff5Y4urKTnZ0NZ2dnTJ48GTNmzEBycjIsLS2lDovKmFxb4fmvSBm4c+cOtmzZgoiICOzevRs3btyQOqRycezYMVy+fBkrVqzAvXv3sHfvXqlDKjeHDx+GnZ1dlbnb9eOPP9a6kc3DwwMXL17EggULKnUSCwDe3t5YuXIl4uPjER8fj5UrV1aJJDY1NRWhoaFVpj4DgJCQEPj4+CA1NRXm5uY4e/Ys9uzZg/379yMyMlLq8MrMxo0bYWlpiUmTJsHd3R1r1qyROqRyUxXPc7XnW+FlRVCp++6774S3t7cQQoiOHTuKr776SuKIyseECRNE3759hRBCjBo1SowYMULiiMrPmDFjhImJiRg8eLDUoRCViTlz5ggDAwMRFhYmdSjlxtLSUpw8eVIIIYRKpRLnz58XQggRGxsr6tWrJ2VoZapr165iypQpQgghZs2aJXx9fSWOqPxUxfNcCCEeP34s7OzsxDfffCMsLCzEgwcPpA5Jb2yRLQMRERGa4XnefvttrFixQuKIyt7Tp08RFRWlddxr1qypEnf2ZmdnIzo6GjNnzsS6deuQmZkpdUhUxqpaCzzwbIgxPz8/LF++XOpQyo2RkZFmfFV7e3vcunULwLObPK9fvy5laGUmOTkZ27dv19wINGjQIOzfv79S9/l/XlU8zwF5t8IzkS1lZ86cwZkzZzBw4EAAwFtvvYXr16/j8OHDEkdWtjZt2gRDQ0MEBgYCAHx9fVGtWjWsW7dO4sjKnpwrgJdVFRM6QMaX4EqoqnYbatSoEU6ePAkAaNmyJb799lvs378fM2bMQP369SWOrmysXLkSzZo1Q7169QAALi4uaNeuXZVokKmq5znwLIEfNGgQFAoF3n77bVnVbUxkS9ny5cvRuXNn2NvbAwAsLS3Rs2dPRERESBtYGVuxYgUGDBigdQfo22+/XemPG5B3BfCyqlpCB1TNFvjly5eje/fucHR0xFtvvVUlvtcA8NlnnyEvLw/As+fRJyQkwMfHB1u2bNE87ayyWb58eb4HfgwePLhKJLJV9TyXfSu81H0bKpOnT58KR0dHER0drVX+999/C1tbW5GdnS1RZGXr9u3bwsTERBw7dkyr/MKFC8LQ0FAkJiZKFFnZS0pKEsbGxpq+c9evXxeGhobiv//+kziysifnPlUvY9WqVcLV1VXk5eWJhg0bimXLlkkdUpl68uSJsLe3F5s2bRJCCLF7926hUqnEw4cPJY5MGnfv3hV5eXlSh1Emrl+/Ljp06CDu3LmjVf7gwQPh5+cnLl68KFFkZa8qn+ezZ88WzZs31yrr2LGjmD59ukQRFQ9bZEtRamoqxo4dm2+g+ICAAISGhiI5OVmiyMqWlZUVLl26lO/O7VdeeQUJCQn5HhZQmVTly3BVtUtFVWuBr8rdhnSxs7OrtE96cnFxwc6dO/PV2ZaWltixY0elfegHULXPc7m3wjORLUVOTk6YOnUqTExMtMoNDAzw2WefwdXVVaLIypZSqSzw2FxcXGBmZlbOEZUfuVcAL6OqJXRAJbgEVwJVuduQWlUdkunGjRuarhWVXVU9zxMTE+Hg4IABAwZolffp0wceHh64dOmSRJEVg9RNwpVZVFSUyMzMlDqMcte1a1dx69YtqcMoc1X5MlxV7VIh90twxVWVuw09r6oOyWRlZSWuXLkidRhljue5vPHJXmVIpVLhxIkTqF27ttShlCsrKyucPHmyyh13VTJnzhxER0fjn3/+0ZT5+fnB19cX06ZNkzCystW4cWO8++67GDdunKYsIiICM2fOrJRPssvOzkZKSorOKy6JiYmwt7ev1Fdc1KrqEwurSl3O8/z/3LhxA87OzrJ6dK98IpUh/o9QtVSly3BVsUtFpbgEV0xVuduQWlUekqmq4Hn+fxo0aICrV69KHUaxMJGlUufm5gZjY2Opwyh3cqwASqIqJnRA1b4RRq1bt25ISkqSOoxyVVWHZAKATz75BHZ2dlKHUe6q4nmuJscGOHYtKGUrVqxAv379oFQqsW/fPjRv3hxKpRKPHz9GdHR0vlasyiQlJQU//PAD4uPjoVKp0LRpUwQHB0OlUkkdWrmoKpfh6Bk5XoJ7WVXtHH/69CmcnJwQERGBbt26Yc+ePejevTuSk5MrbStdaGhoofPnzZtXTpFIp6qd58+T47EbSR1AZTN8+HBYW1vD1tYWADRP9Lp37x6GDx9eaRPZS5cuoW3btjAzM4OPjw9Wr16NO3fu4LvvvkNsbCwaNGggdYhURqpiQgc8a4Gvin3gq5LChmQaNGiQxNGVjePHj2u9zsrKwoULFwAA3t7eUoRE5UiOrfBskS1lBgYGUCgUOpvnFQoFcnNzJYiq7PXu3RtPnjzBunXrYGxsrPmvLjo6Grt378aWLVukDrHMzZo1C2PHjoWNjY3UoZQr3tRYuY/7+vXrcHFxgUKhQKNGjbBlyxa4uLhACIHExMRKO6wg8Kxec3Nz03qK19SpU3Hw4EFs375dwsjKV2ZmJoYNGwZfX19MmDBB6nDKRFU7z4tqeX9eRW+FZyJbygwMDHDhwgVUr15dqzwlJQX169evtDcD2draIiYmBs2bNwfwfz/yQgg0a9YMDx48kDjC0hMaGoqZM2fCwsKCl+FQdRK6F1WV4zY0NERSUlK+Ou3u3buoXr16pf3n/M6dO6hZsyYOHTqk9bCXixcvavrD16pVS8IIy9eZM2fQtWtXXL9+XepQykRVO887dOig9frYsWN4+vSp5uE+Fy9ehKGhIby9vbFz504pQtQbuxaUsri4OHh4eMDISPutNTc3R1xcnERRlb0nT57ofIJXZmYmLCwsJIio7Bw/fhxPnjzR/F2Qyvr0H3pGjpfgSkIIofNczszMhKmpqQQRlQ/1EwtfbImrCk8s1EWhUCAnJ0fqMMpMVTvPn89H5s2bBysrKyxfvlzTLfL+/fsYPnw4fHx8pApRb2yRpVLRqFEjfP3113jjjTcAPLvcvGHDBsydOxfVq1evEk99qqoqe5eKynQJrjjUx71gwQKMGjUK5ubmmnm5ubk4fPgwDA0NsX//fqlCJHppPM+BmjVrIiYmBg0bNtQqP3PmDDp37oxbt25JFJl+2CJLpaJ3795YvXq1JpHNy8tDp06d0KlTJ8ydO1fi6Kg0FNalYsaMGVqvK1NC92Kre2GX4CoT9XELIXD69GmtR2+bmJigadOm+PDDD6UKr9x169YNP//8M5ycnKQOhUoRz3MgIyMDt2/fzld++/ZtWXQLZCJLpeLFRGb79u1wdXVFzZo1JYqISltV7VJRmS7BFYf6uIcPH44FCxZUmWH0CrJnzx48evRI6jColPE8B3r16oXhw4dj7ty5aNGiBYBnIy5NmjQJvXv3lji6orFrARGRnuR+CY5Krqrc3EdVz8OHD/Hhhx/i119/1TRWGBkZYeTIkZg9e3aFv8+FLbJERHqS+yU4Krmq+sRCqvzMzc2xaNEizJ49G1euXAEAeHp6VvgEVo0tskREehoyZAj27t2r8xKcj48Pli9fLnGEVJri4+NRo0aNfMNsbd++HampqZX2oQhEclK1HsVDRPQSlixZgsDAQAwcOBBubm5wc3PDwIED0aVLFyxatEjq8KiUjRgxApcuXQIArRZ3ExOTfPcFEJE02CJLRFRMWVlZsrwER8VjaWmJs2fPws3NTesJdtevX0e9evV48xdRBcA+skRExWRhYYEmTZpIHQaVMQMDA2RnZ+Pp06d49OgR7t+/D+DZU7+srKwkjo6IALbIEhER6eTr6wt3d3e4urpixYoVaNGiBaZNm4apU6ciLy8PGzdulDpEoiqPiSwREZEOR44cQf/+/ZGbm4u1a9fi448/RmxsLFxdXbFlyxZ4eXlJHSJRlcdEloiISE93795FtWrVpA6DiP4/JrJEREREJEscfouIiIiIZImJLBERERHJEhNZIiIiIpIlJrJEREREJEtMZImIiIhIlpjIEhEREZEsMZElIiIiIln6f3qeU/AcBB/TAAAAAElFTkSuQmCC",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2050,7 +2155,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2060,7 +2165,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAq4AAAE8CAYAAAABuTPTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABOPklEQVR4nO3dd1gU1/s28HtBOixFKaI0sYA9EgtiA1Fi7BKNHXs0qFFSlCR2E02MJYk9UVSMiTUajR2xxfJV1NiiUaOC0myAjQXhvH/47vxcmoDLDgv357r2utgzZ2ee2R1mnjlz5oxCCCFARERERFTKGcgdABERERFRYTBxJSIiIiK9wMSViIiIiPQCE1ciIiIi0gtMXImIiIhILzBxJSIiIiK9wMSViIiIiPQCE1ciIiIi0gtMXImIiIhILzBxLUFTp06FQqHQybLatGmDNm3aSO8PHjwIhUKBTZs26WT5gwYNgru7u06WVVxPnjzBsGHD4OTkBIVCgXHjxml9Gbr8zYtCvT0cPHhQK/NbtWoVFAoFTp8+rZX50evp8n/sf//7H4yNjXH79m2dLE9OS5cuhaurK1QqldyhaM2tW7egUCiwatWqEpm/Lo4vbdq0Qd26dUts/mVBed0PM3EtJPUGon6ZmprC2dkZQUFB+OGHH/D48WOtLCc+Ph5Tp07FuXPntDI/bSrNsRXG119/jVWrVmHUqFGIjIzEgAED8q3r7u4OhUKBwMDAPKf/9NNP0rZQlnYaeW3nNWvWxOjRo5GUlCR3eHpFnTyoX4aGhnB1dUX37t1L/f/QF198gT59+sDNzS3XNpHfSxdJdUJCAiZOnAh/f39YWVm99mTs2LFjaNGiBczNzeHk5ISxY8fiyZMnGnUGDRqEjIwMLFu2TOvxqk9k79+/r1EeFxcHT09P2NnZ4cyZM1pfblFiKStWrFgBb29vmJqaokaNGvjxxx+1vgx1wq5QKBATE5Nr+qBBg2Bpaan15S5evLjETkL0UQW5A9A306dPh4eHBzIzM5GYmIiDBw9i3LhxmDdvHv744w/Ur19fqvvll19i4sSJRZp/fHw8pk2bBnd3dzRs2LDQn9u7d2+RllMcBcX2008/ITs7u8RjeBMHDhxAs2bNMGXKlELVNzU1RXR0NBITE+Hk5KQx7ZdffoGpqSnS09M1yovzm5dG6u08PT0dR48exZIlS7Bz505cvHgR5ubmcoenV/r06YN3330XWVlZ+Oeff7BkyRLs2rULJ06cKNL/uK7+x86dO4f9+/fj2LFjAIBWrVohMjJSo86wYcPQpEkTjBgxQioriQN2TlevXsU333yDGjVqoF69ejh+/Hi+dc+dO4e2bdvC29sb8+bNw507d/Ddd9/h2rVr2LVrl1TP1NQUISEhmDdvHsaMGVPiV0zu3r0Lf39/PHz4EPv370ejRo1KdHnlwbJlyzBy5EgEBwcjLCwMR44cwdixY/Hs2TNMmDChRJY5depUbN++vUTmndPixYtRqVIlDBo0SCfLK+2YuBZRhw4d8Pbbb0vvw8PDceDAAXTq1AldunTBP//8AzMzMwBAhQoVUKFCyX7Fz549g7m5OYyNjUt0Oa9jZGQk6/ILIzk5GbVr1y50fT8/P5w6dQrr16/HRx99JJXfuXMHR44cQffu3bF582aNz+jiN9eFV7fzYcOGoWLFipg3bx62bduGPn36yBydfmnUqBH69+8vvffz80OXLl2wZMmSIrXyFeZ/7MWLF8jOzn6j/UFERARcXV3RrFkzAEC1atVQrVo1jTojR45EtWrVNNZLF3x8fPDgwQPY2dlh06ZN6NmzZ751P//8c9ja2uLgwYNQKpUAXl5JGT58OPbu3Yv27dtLdXv16oVvv/0W0dHRCAgIKLH44+Pj4e/vjwcPHmDfvn3w8fEpsWWVF8+fP8cXX3yBjh07Sl0Xhg8fjuzsbMyYMQMjRoyAra2tVpfZsGFD7NixA2fOnCnREw/18V1uT58+hYWFhdxhSNhVQAsCAgIwadIk3L59G2vXrpXK8+rvuG/fPrRo0QI2NjawtLRErVq18PnnnwN4eRmicePGAIDBgwdLlyTUlwjUfX5iYmLQqlUrmJubS5/N2cdVLSsrC59//jmcnJxgYWGBLl26IC4uTqOOu7t7nmdyr87zdbHl1f/u6dOn+Pjjj+Hi4gITExPUqlUL3333HYQQGvUUCgVGjx6NrVu3om7dujAxMUGdOnWwe/fuvL/wHJKTkzF06FA4OjrC1NQUDRo0wOrVq6Xp6ss7N2/exJ9//inFfuvWrQLna2pqih49emDdunUa5b/++itsbW0RFBSU6zNF/c3VfvzxR9SpUwfm5uawtbXF22+/nWu5d+/exZAhQ+Do6Ch9RytXrswVw507d9CtWzdYWFjAwcEB48ePf+P+e+qD+c2bNzXKVSoVwsLCYG9vDwsLC3Tv3h337t3L9fnFixejTp06MDExgbOzM0JDQ5GSkqJRR719X758Gf7+/jA3N0eVKlXw7bff5pqfSqXClClTUL16dZiYmMDFxQWfffZZrvVUb1sbN25E7dq1YWZmBl9fX1y4cAHAy5aa6tWrw9TUFG3atMlzmzh58iTeeecdWFtbw9zcHK1bt8Zff/1VlK9PQ87vctu2bejYsSOcnZ1hYmICT09PzJgxA1lZWRqfy/k/pu6K8N1332HBggXw9PSEiYkJLl++DKBw21Retm7dioCAgCK3PJ49exYdOnSAUqmEpaUl2rZtixMnTmjUUXc7OHz4MD744ANUrFgRSqUSAwcOxKNHj167DCsrK9jZ2b22XlpaGvbt24f+/ftLSSsADBw4EJaWltiwYYNGfR8fH9jZ2WHbtm2FXNuiS0hIgL+/P5KTk7F3716NBhDg5RWhli1bwsLCAjY2NujatSv++eefXPMp7H6gOB4+fIhPPvkE9erVg6WlJZRKJTp06IC///47z/qFOb5cu3YNwcHBcHJygqmpKapWrYrevXsjNTW1UDHFxMSgefPmMDMzg4eHB5YuXaoxPTo6Gg8ePMCHH36oUR4aGoqnT5/izz//LMI3UDhjxoyBra0tpk6dWqj6Rdn/5Ty+u7u749KlSzh06JB07Mp5rC/sfnjXrl3SNmZlZYWOHTvi0qVLGnXU3R1u3LiBd999F1ZWVujXrx+ANz9Wa4v+Nw2VEgMGDMDnn3+OvXv3Yvjw4XnWuXTpEjp16oT69etj+vTpMDExwfXr16WDoLe3N6ZPn47JkydjxIgRaNmyJQCgefPm0jwePHiADh06oHfv3ujfvz8cHR0LjOurr76CQqHAhAkTkJycjAULFiAwMBDnzp2TWoYLozCxvUoIgS5duiA6OhpDhw5Fw4YNsWfPHnz66ae4e/cu5s+fr1H/6NGj2LJlCz788ENYWVnhhx9+QHBwMGJjY1GxYsV843r+/DnatGmD69evY/To0fDw8MDGjRsxaNAgpKSk4KOPPoK3tzciIyMxfvx4VK1aFR9//DEAwN7e/rXr3bdvX7Rv3x43btyAp6cnAGDdunV47733CtUC9rrfHHh5CXjs2LF477338NFHHyE9PR3nz5/HyZMn0bdvXwBAUlISmjVrJu047O3tsWvXLgwdOhRpaWnSjWbPnz9H27ZtERsbi7Fjx8LZ2RmRkZE4cODAa2MtyI0bNwAg12+h3oFPmTIFt27dwoIFCzB69GisX79eqjN16lRMmzYNgYGBGDVqFK5evYolS5bg1KlT+OuvvzS+x0ePHuGdd95Bjx490KtXL2zatAkTJkxAvXr10KFDBwBAdnY2unTpgqNHj2LEiBHw9vbGhQsXMH/+fPz777/YunWrRoxHjhzBH3/8gdDQUADArFmz0KlTJ3z22WdYvHgxPvzwQzx69AjffvsthgwZovFdHThwAB06dICPjw+mTJkCAwMDREREICAgAEeOHEGTJk3e+LtctWoVLC0tERYWBktLSxw4cACTJ09GWloa5syZ89r5RUREID09HSNGjICJiQns7OwKtU3l5e7du4iNjS1yK9KlS5fQsmVLKJVKfPbZZzAyMsKyZcvQpk0bHDp0CE2bNtWoP3r0aNjY2GDq1KnS9nD79m3pJPNNXbhwAS9evMiVHBobG6Nhw4Y4e/Zsrs80atTojU5ICpKUlIT33nsPiYmJ2Lt3r9QIoLZ//3506NAB1apVw9SpU/H8+XP8+OOP8PPzw5kzZ6QTlsLuB4rrv//+w9atW9GzZ094eHggKSkJy5YtQ+vWrXH58mU4Oztr1H/d8SUjIwNBQUFQqVQYM2YMnJyccPfuXezYsQMpKSmwtrYuMJ5Hjx7h3XffRa9evdCnTx9s2LABo0aNgrGxMYYMGQIA0m+Z87f28fGBgYEBzp49q/UrA0qlEuPHj8fkyZNf2+palP1fXsf3Nm3aYMyYMbC0tMQXX3wBALmO+4XZD0dGRiIkJARBQUH45ptv8OzZMyxZsgQtWrTA2bNnNU6KX7x4gaCgILRo0QLfffedRqtvcY/VWiWoUCIiIgQAcerUqXzrWFtbi7feekt6P2XKFPHqVzx//nwBQNy7dy/feZw6dUoAEBEREbmmtW7dWgAQS5cuzXNa69atpffR0dECgKhSpYpIS0uTyjds2CAAiO+//14qc3NzEyEhIa+dZ0GxhYSECDc3N+n91q1bBQAxc+ZMjXrvvfeeUCgU4vr161IZAGFsbKxR9vfffwsA4scff8y1rFctWLBAABBr166VyjIyMoSvr6+wtLTUWHc3NzfRsWPHAueXs+6LFy+Ek5OTmDFjhhBCiMuXLwsA4tChQ3luE8X5zbt27Srq1KlTYDxDhw4VlStXFvfv39co7927t7C2thbPnj0TQvzf97FhwwapztOnT0X16tUFABEdHV3gctTrtH//fnHv3j0RFxcnfvvtN1GxYkVhZmYm7ty5o1EvMDBQZGdnS58fP368MDQ0FCkpKUIIIZKTk4WxsbFo3769yMrKkuotXLhQABArV66UytTb95o1a6QylUolnJycRHBwsFQWGRkpDAwMxJEjRzRiX7p0qQAg/vrrL6kMgDAxMRE3b96UypYtWyYACCcnJ43tIzw8XACQ6mZnZ4saNWqIoKAgjXV89uyZ8PDwEO3atSvwu7x586YAIKZNmybu3bsnEhMTxcGDB8Vbb70lAIjNmzdL88vpgw8+EObm5iI9PV0qy/k/pp6/UqkUycnJGp8vzDaVl/379wsAYvv27QXWs7Cw0NhndOvWTRgbG4sbN25IZfHx8cLKykq0atVKKlNvNz4+PiIjI0Mq//bbbwUAsW3btkLHunHjxny3afW0w4cP55rWs2dP4eTklKt8xIgRwszMrNDLLwz1/sDNzU0olUpx/PjxPOs1bNhQODg4iAcPHkhlf//9tzAwMBADBw6Uygq7H1BvG6/uq9WxFLQvSk9P1/g/Vc/LxMRETJ8+XSor7PHl7NmzAoDYuHFjvsvMj3p/MHfuXKlMpVJJ35V6+wkNDRWGhoZ5zsPe3l707t27yMvOj3q9N27cKFJSUoStra3o0qWLND0kJERYWFhI74uz/8vr+F6nTh2NY7FaYffDjx8/FjY2NmL48OEan09MTBTW1tYa5SEhIQKAmDhxYq7lvcmxWpvYVUCLLC0tCxxdwMbGBsDLS4PFvcnCxMQEgwcPLnT9gQMHwsrKSnr/3nvvoXLlyti5c2exll9YO3fuhKGhIcaOHatR/vHHH0MIoXFzBAAEBgZKLZoAUL9+fSiVSvz333+vXY6Tk5NGv0sjIyPp7uFDhw690XoYGhqiV69e+PXXXwG8vCnLxcVFanF+ncL85jY2Nrhz5w5OnTqV53QhBDZv3ozOnTtDCIH79+9Lr6CgIKSmpkp3Ju/cuROVK1fGe++9J33e3Nxc4yaawggMDIS9vT1cXFzQu3dvWFpa4vfff0eVKlU06o0YMUKjhaxly5bIysqShlHav38/MjIyMG7cOBgY/N/uZvjw4VAqlbku41laWmq0jhgbG6NJkyYa28HGjRvh7e0NLy8vje9CfQk+OjpaY55t27bVaE1Qt/4FBwdr/G+oy9XLOnfuHK5du4a+ffviwYMH0nKePn2Ktm3b4vDhw4X6P54yZQrs7e3h5OSENm3a4MaNG/jmm2/Qo0cPANC48vH48WPcv38fLVu2xLNnz3DlypXXzj84ODjX1YPXbVP5efDgAQAUqU9gVlYW9u7di27dumn0ha1cuTL69u2Lo0ePIi0tTeMzI0aM0GhpGjVqFCpUqKC1/dLz588BvNxf5mRqaipNf5WtrS2eP3+OZ8+eaSWGVyUlJcHS0hKVK1fONS0hIQHnzp3DoEGDNLpB1K9fH+3atZO+k6LsB4rLxMRE+j/NysrCgwcPpO5Nec37dccXdYvqnj17ivW9VqhQAR988IH03tjYGB988AGSk5Olu/qfP3+eb5/u/H5rbbC2tsa4cePwxx9/5NmCDxR9/1fU47va6/bD+/btQ0pKCvr06aOx3RgaGqJp06a59pnAy//JvBT3WK1NTFy16MmTJxr/xDm9//778PPzw7Bhw+Do6IjevXtjw4YNRUpiq1SpUqQbL2rUqKHxXqFQoHr16q/t3/mmbt++DWdn51zfh7e3tzT9Va6urrnmYWtr+9p+b7dv30aNGjU0dgoFLac4+vbti8uXL+Pvv//GunXr0Lt370JfzizMbz5hwgRYWlqiSZMmqFGjBkJDQzUuWd67dw8pKSlYvnw57O3tNV7qnVxycrK0vtWrV88VX61atYq0zosWLcK+ffsQHR2Ny5cv47///suzT2/O302d8Kh/N/X3n3P5xsbGqFatWq7fp2rVqrliz7kdXLt2DZcuXcr1XdSsWRPA/30X+cWoPpi6uLjkWa5e1rVr1wAAISEhuZb1888/Q6VSFaqf3ogRI7Bv3z5ERUUhJiYGycnJ+Oyzz6Tply5dQvfu3WFtbQ2lUgl7e3speS/M/D08PHKVvW6beh2Rox96Qe7du4dnz57luY15e3sjOzs7V7/HnPsldVKnrf2S+mQgr77d6enpeXaTUq9zQf/bT548QWJiovTKqx9hXtauXYuHDx+iXbt2ubbP/P5HgJffn/pkqSj7geLKzs7G/PnzUaNGDZiYmKBSpUqwt7fH+fPn89wWX3d88fDwQFhYGH7++WdUqlQJQUFBWLRoUaH7tzo7O+e6KUj9f65ehrpLQl7y+63VMjIyNH7PxMTEXH3LC/LRRx9JXV7yUtT9X1GP72qv2w+r92UBAQG5tp29e/fm2m4qVKiAqlWrFmpZ6uUVpo+6trCPq5bcuXMHqampqF69er51zMzMcPjwYURHR+PPP//E7t27sX79egQEBGDv3r0wNDR87XKK0i+1sPLbUWdlZRUqJm3IbzlFOYCWlKZNm8LT0xPjxo3DzZs3C+wjmFNhfnNvb29cvXoVO3bswO7du7F582YsXrwYkydPxrRp06Qkt3///ggJCclzOa8Ow6YNTZo0ydVnLC/a/t0KM7/s7GzUq1cP8+bNy7NuzoQ0v3m+blnq733OnDn5DltVmCGgatSoke94wCkpKWjdujWUSiWmT58OT09PmJqa4syZM5gwYUKhTmrz2ie8bpvKj7qPmi4PQiVB3bKZkJCQa1pCQkKuvprAy3U2NzcvcB/73XffaXx/bm5uhUq2W7dujQ0bNqBHjx4ICgrCwYMHX9u/Mydd7Ae+/vprTJo0CUOGDMGMGTNgZ2cHAwMDjBs3rthXCefOnYtBgwZh27Zt2Lt3L8aOHYtZs2bhxIkT+SZHRVG5cmVkZWUhOTkZDg4OUnlGRgYePHiQ52+tduzYMfj7+2uU3bx5s9BjEqtbXadOnZpvq2tRFPf4Xth9WWRkZK6hHQHkGgnn1Zb3oi5LF5i4aol6nMO8WqVeZWBggLZt26Jt27aYN28evv76a3zxxReIjo5GYGCg1scQVJ9pqQkhcP36dY0dnK2tba47HIGXZ4uvXvorSmxubm7Yv38/Hj9+rNHqqr706ebmVuh5vW4558+fR3Z2tsY/mraX06dPH8ycORPe3t5FGnsTeP1vDgAWFhZ4//338f777yMjIwM9evTAV199hfDwcNjb28PKygpZWVn5JkBqbm5uuHjxIoQQGr/X1atXi7zO2qD+/q9evaqxLWVkZODmzZuvXZ+8eHp64u+//0bbtm1LdMxN9eUwpVJZrDgL4+DBg3jw4AG2bNmCVq1aSeU5R28ojoK2KVNT0zw/4+XlVeTl29vbw9zcPM9t7MqVKzAwMMh1MnHt2jWNhOHJkydISEjAu+++W+jlFqRu3bqoUKECTp8+jV69eknlGRkZOHfunEaZ2s2bN6UrNfkZOHAgWrRoIb0vSqLRuXNnrFy5EiEhIejUqRP27t0LMzMzjf+RnK5cuYJKlSrBwsICpqamhd4PFNemTZvg7++PFStWaJSnpKSgUqVKueoX5vgCAPXq1UO9evXw5Zdf4tixY/Dz88PSpUsxc+bMAuOJj4/PNRTTv//+CwBScqneH58+fVpj+zl9+jSys7ML3F83aNAA+/bt0yjLK7EryLhx47BgwQJMmzZN6hqmpq3935vu59T7MgcHhxLbdnSJXQW04MCBA5gxYwY8PDykYSPy8vDhw1xl6n8q9SUt9T9oXolkcaxZs0aj3+2mTZuQkJAg3aENvNyoT5w4oXG5ZceOHbku7xUlNvWA6wsXLtQonz9/PhQKhcby38S7776LxMREjbsnX7x4gR9//BGWlpZo3bq1VpYzbNgwTJkyBXPnzi3S5wrzm6v7FaoZGxujdu3aEEIgMzMThoaGCA4OxubNm3Hx4sVc83v1cuW7776L+Ph4jUcxPnv2DMuXLy9S3NoSGBgIY2Nj/PDDDxpn5CtWrEBqaio6duxY5Hn26tULd+/exU8//ZRr2vPnz/H06dM3ilnNx8cHnp6e+O6773I9bQlAoS8TF0TdevHqd5ORkYHFixe/0Xxft03lp0qVKnBxcSnS0+AMDQ3Rvn17bNu2TaP1MSkpCevWrUOLFi00hqQCgOXLl2vEsWTJErx48UJr+wVra2sEBgZi7dq1Gvu/yMhIPHnyJM/xX8+cOZPvKClq1apVQ2BgoPTy8/MrUlwDBgzAggULcPToUQQHByMzMxOVK1dGw4YNsXr1ao1968WLF7F3714pGSvKfqC4DA0Nc7Wcbdy4EXfv3s2z/uuOL2lpaXjx4oXGZ+rVqwcDA4NCDdH34sULjbGO1U84s7e3l8bADQgIgJ2dHZYsWaLx2SVLlsDc3LzAfYytra3G7xkYGJjvSV1+1K2u27Zty/VEPG3t/ywsLN4oJwgKCoJSqcTXX3+d5/+/NrYdXWKLaxHt2rULV65cwYsXL5CUlIQDBw5g3759cHNzwx9//FHgRj99+nQcPnwYHTt2hJubG5KTk7F48WJUrVpVOov39PSEjY0Nli5dCisrK1hYWKBp06Z59mMrDDs7O7Ro0QKDBw9GUlISFixYgOrVq2sM2TVs2DBs2rQJ77zzDnr16oUbN25g7dq1Gh2wixpb586d4e/vjy+++AK3bt1CgwYNsHfvXmzbtg3jxo3LNe/iGjFiBJYtW4ZBgwYhJiYG7u7u2LRpE/766y8sWLCgwD7HReHm5lboMfteVZjfvH379nBycoKfnx8cHR3xzz//YOHChejYsaMU/+zZsxEdHY2mTZti+PDhqF27Nh4+fIgzZ85g//79UoI8fPhwLFy4EAMHDkRMTAwqV66MyMhI2Qaxtre3R3h4OKZNm4Z33nkHXbp0wdWrV7F48WI0bty4WMPUDBgwABs2bMDIkSMRHR0NPz8/ZGVl4cqVK9iwYQP27NlTqG4Or2NgYICff/4ZHTp0QJ06dTB48GBUqVIFd+/eRXR0NJRK5Rs/Oad58+awtbVFSEgIxo4dC4VCgcjIyDe+7FaYbSo/Xbt2xe+//56r1b4gM2fOlMYr/vDDD1GhQgUsW7YMKpUqz3F4MzIy0LZtW/Tq1UvaHlq0aIEuXboUalkApPEnIyMjcfToUQAvn1yn9tVXX6F58+Zo3bo1RowYgTt37mDu3Llo37493nnnHY15xsTE4OHDh+jatWuh1vdNjB07Fg8fPsS0adMwcOBA/PLLL5gzZw46dOgAX19fDB06VBoOy9raWmO/U9j9QEHmzZuXa39gYGCAzz//HJ06dcL06dMxePBgNG/eHBcuXMAvv/yS6wEUaq87vhw4cACjR49Gz549UbNmTbx48QKRkZFSEv46zs7O+Oabb3Dr1i3UrFkT69evx7lz57B8+XLp5j4zMzPMmDEDoaGh6NmzJ4KCgnDkyBGsXbsWX331VaHG/X1TH330EebPn4+///5bo3VYW/s/Hx8fLFmyBDNnzkT16tXh4OBQpAdlKJVKLFmyBAMGDECjRo3Qu3dv2NvbIzY2Fn/++Sf8/PxyNTKVajobv0DPqYedUL+MjY2Fk5OTaNeunfj+++81hgRRyzk0UlRUlOjatatwdnYWxsbGwtnZWfTp00f8+++/Gp/btm2bqF27tqhQoYLGkCatW7fOd4ib/IbD+vXXX0V4eLhwcHAQZmZmomPHjuL27du5Pj937lxRpUoVYWJiIvz8/MTp06dzzbOg2HIO1SPEyyE4xo8fL5ydnYWRkZGoUaOGmDNnjsawHUK8HGIjNDQ0V0z5DdOVU1JSkhg8eLCoVKmSMDY2FvXq1ctzyK7iDIdVkMIMh1WY33zZsmWiVatWomLFisLExER4enqKTz/9VKSmpuZaz9DQUOHi4iKMjIyEk5OTaNu2rVi+fLlGvdu3b4suXboIc3NzUalSJfHRRx+J3bt3F2k4rIKGfSuonnq7y7mchQsXCi8vL2FkZCQcHR3FqFGjxKNHjzTq5Ld957VtZWRkiG+++UbUqVNHmJiYCFtbW+Hj4yOmTZum8b3ltW2phwqaM2dOnrHnHLrn7NmzokePHtLv4+bmJnr16iWioqIK+oryXU5Of/31l2jWrJkwMzMTzs7O4rPPPhN79uzJ9T3mNxxWXvMv7DaVlzNnzggAuYYbe1XO4bDUnwsKChKWlpbC3Nxc+Pv7i2PHjmnUUW83hw4dEiNGjBC2trbC0tJS9OvXT2MoqIK8uh/O+crpyJEjonnz5sLU1FTY29uL0NDQPPfVEyZMEK6urrn2TW+qoCGoxowZIwCIkSNHCiFeDkXm5+cnzMzMhFKpFJ07dxaXL1/O9bnC7AcKGg4rr5d6OKn09HTx8ccfi8qVKwszMzPh5+cnjh8/Xuzjy3///SeGDBkiPD09hampqbCzsxP+/v5i//79r/3u1PuD06dPC19fX2Fqairc3NzEwoUL86y/fPlyUatWLWFsbCw8PT3F/Pnztf575rePEOL/vt9Xh8NSe5P9nxAvh63q2LGjsLKyEgCk36Ko++Ho6GgRFBQkrK2thampqfD09BSDBg0Sp0+flurkHNLrVW96rNYWxf8PhoiICMDLIcTUD6/QplWrVmHw4ME4deqUVlrFtUGlUsHd3R0TJ07UeLQzEZVO7ONKREQavv76a6xfv14rw8mVdhERETAyMsLIkSPlDoWICoGJKxERaWjatCkyMjK0NipHaTZy5EjExsbm+bACIip9mLgSERERkV5gH1ciIiIi0gtscSUiIiIivVDmx3HNzs5GfHw8rKysSvQpO0RERERUPEIIPH78GM7Ozvk+chYoB4lrfHx8rscNEhEREVHpExcXh6pVq+Y7vcwnruqnxMTFxeV67CARERERyS8tLQ0uLi6vfbpfmU9c1d0DlEolE1ciIiKiUux13Tp5cxYRERER6QUmrkRERESkF5i4EhEREZFeYOJKRERERHqBiSsRERER6QUmrkRERESkF5i4EhEREZFeYOJKRERERHqhzD+A4E25T/xTtmXfmt1RtmUTERERlTZscSUiIiIivcDElYiIiIj0AhNXIiIiItILTFyJiIiISC8wcSUiIiIivSBr4uru7g6FQpHrFRoaCgBIT09HaGgoKlasCEtLSwQHByMpKUnOkImIiIhIJrImrqdOnUJCQoL02rdvHwCgZ8+eAIDx48dj+/bt2LhxIw4dOoT4+Hj06NFDzpCJiIiISCayjuNqb2+v8X727Nnw9PRE69atkZqaihUrVmDdunUICAgAAERERMDb2xsnTpxAs2bN8pynSqWCSqWS3qelpZXcChARERGRzpSaPq4ZGRlYu3YthgwZAoVCgZiYGGRmZiIwMFCq4+XlBVdXVxw/fjzf+cyaNQvW1tbSy8XFRRfhExEREVEJKzWJ69atW5GSkoJBgwYBABITE2FsbAwbGxuNeo6OjkhMTMx3PuHh4UhNTZVecXFxJRg1EREREelKqXnk64oVK9ChQwc4Ozu/0XxMTExgYmKipaiIiIiIqLQoFYnr7du3sX//fmzZskUqc3JyQkZGBlJSUjRaXZOSkuDk5CRDlEREREQkp1LRVSAiIgIODg7o2LGjVObj4wMjIyNERUVJZVevXkVsbCx8fX3lCJOIiIiIZCR7i2t2djYiIiIQEhKCChX+Lxxra2sMHToUYWFhsLOzg1KpxJgxY+Dr65vviAJEREREVHbJnrju378fsbGxGDJkSK5p8+fPh4GBAYKDg6FSqRAUFITFixfLECURERERyU0hhBByB1GS0tLSYG1tjdTUVCiVyiJ/3n3inyUQVeHcmt3x9ZWIiIiI9Fxh87VS0ceViIiIiOh1mLgSERERkV5g4kpEREREeoGJKxERERHpBSauRERERKQXmLgSERERkV5g4kpEREREeoGJKxERERHpBSauRERERKQXmLgSERERkV5g4kpEREREeoGJKxERERHpBSauRERERKQXmLgSERERkV5g4kpEREREeoGJKxERERHpBSauRERERKQXmLgSERERkV5g4kpEREREekH2xPXu3bvo378/KlasCDMzM9SrVw+nT5+WpgshMHnyZFSuXBlmZmYIDAzEtWvXZIyYiIiIiOQga+L66NEj+Pn5wcjICLt27cLly5cxd+5c2NraSnW+/fZb/PDDD1i6dClOnjwJCwsLBAUFIT09XcbIiYiIiEjXKsi58G+++QYuLi6IiIiQyjw8PKS/hRBYsGABvvzyS3Tt2hUAsGbNGjg6OmLr1q3o3bu3zmMmIiIiInnI2uL6xx9/4O2330bPnj3h4OCAt956Cz/99JM0/ebNm0hMTERgYKBUZm1tjaZNm+L48eN5zlOlUiEtLU3jRURERET6T9bE9b///sOSJUtQo0YN7NmzB6NGjcLYsWOxevVqAEBiYiIAwNHRUeNzjo6O0rScZs2aBWtra+nl4uJSsitBRERERDoha+KanZ2NRo0a4euvv8Zbb72FESNGYPjw4Vi6dGmx5xkeHo7U1FTpFRcXp8WIiYiIiEgusiaulStXRu3atTXKvL29ERsbCwBwcnICACQlJWnUSUpKkqblZGJiAqVSqfEiIiIiIv0na+Lq5+eHq1evapT9+++/cHNzA/DyRi0nJydERUVJ09PS0nDy5En4+vrqNFYiIiIikpesowqMHz8ezZs3x9dff41evXrhf//7H5YvX47ly5cDABQKBcaNG4eZM2eiRo0a8PDwwKRJk+Ds7Ixu3brJGToRERER6ZisiWvjxo3x+++/Izw8HNOnT4eHhwcWLFiAfv36SXU+++wzPH36FCNGjEBKSgpatGiB3bt3w9TUVMbIiYiIiEjXFEIIIXcQJSktLQ3W1tZITU0tVn9X94l/lkBUhXNrdkfZlk1ERESkK4XN12R/5CsRERERUWEwcSUiIiIivSBrH1cqvdhFgoiIiEobtrgSERERkV5g4kpEREREeoGJKxERERHpBSauRERERKQXmLgSERERkV5g4kpEREREeoGJKxERERHpBSauRERERKQXmLgSERERkV5g4kpEREREeoGJKxERERHpBSauRERERKQXmLgSERERkV5g4kpEREREeoGJKxERERHpBSauRERERKQXZE1cp06dCoVCofHy8vKSpqenpyM0NBQVK1aEpaUlgoODkZSUJGPERERERCQX2Vtc69Spg4SEBOl19OhRadr48eOxfft2bNy4EYcOHUJ8fDx69OghY7REREREJJcKsgdQoQKcnJxylaempmLFihVYt24dAgICAAARERHw9vbGiRMn0KxZM12HSkREREQykr3F9dq1a3B2dka1atXQr18/xMbGAgBiYmKQmZmJwMBAqa6XlxdcXV1x/PjxfOenUqmQlpam8SIiIiIi/Sdr4tq0aVOsWrUKu3fvxpIlS3Dz5k20bNkSjx8/RmJiIoyNjWFjY6PxGUdHRyQmJuY7z1mzZsHa2lp6ubi4lPBaEBEREZEuyNpVoEOHDtLf9evXR9OmTeHm5oYNGzbAzMysWPMMDw9HWFiY9D4tLY3JKxEREVEZIHtXgVfZ2NigZs2auH79OpycnJCRkYGUlBSNOklJSXn2iVUzMTGBUqnUeBERERGR/itVieuTJ09w48YNVK5cGT4+PjAyMkJUVJQ0/erVq4iNjYWvr6+MURIRERGRHGTtKvDJJ5+gc+fOcHNzQ3x8PKZMmQJDQ0P06dMH1tbWGDp0KMLCwmBnZwelUokxY8bA19eXIwoQERERlUOyJq537txBnz598ODBA9jb26NFixY4ceIE7O3tAQDz58+HgYEBgoODoVKpEBQUhMWLF8sZMhERERHJRNbE9bfffitwuqmpKRYtWoRFixbpKCIiIiIiKq1KVR9XIiIiIqL8MHElIiIiIr3AxJWIiIiI9AITVyIiIiLSC0xciYiIiEgvMHElIiIiIr3AxJWIiIiI9AITVyIiIiLSC0xciYiIiEgvMHElIiIiIr1QrMS1WrVqePDgQa7ylJQUVKtW7Y2DIiIiIiLKqViJ661bt5CVlZWrXKVS4e7du28cFBERERFRThWKUvmPP/6Q/t6zZw+sra2l91lZWYiKioK7u7vWgiMiIiIiUitS4tqtWzcAgEKhQEhIiMY0IyMjuLu7Y+7cuVoLjoiIiIhIrUiJa3Z2NgDAw8MDp06dQqVKlUokKCIiIiKinIqUuKrdvHlT23EQERERERWoWIkrAERFRSEqKgrJyclSS6zaypUr3zgwIiIiIqJXFStxnTZtGqZPn463334blStXhkKh0HZcREREREQaipW4Ll26FKtWrcKAAQO0HQ8RERERUZ6KNY5rRkYGmjdvrtVAZs+eDYVCgXHjxkll6enpCA0NRcWKFWFpaYng4GAkJSVpdblEREREpB+KlbgOGzYM69at01oQp06dwrJly1C/fn2N8vHjx2P79u3YuHEjDh06hPj4ePTo0UNryyUiIiIi/VGsrgLp6elYvnw59u/fj/r168PIyEhj+rx58wo9rydPnqBfv3746aefMHPmTKk8NTUVK1aswLp16xAQEAAAiIiIgLe3N06cOIFmzZoVJ3QiIiIi0lPFSlzPnz+Phg0bAgAuXryoMa2oN2qFhoaiY8eOCAwM1EhcY2JikJmZicDAQKnMy8sLrq6uOH78eL6Jq0qlgkqlkt6npaUVKR4iIiIiKp2KlbhGR0drZeG//fYbzpw5g1OnTuWalpiYCGNjY9jY2GiUOzo6IjExMd95zpo1C9OmTdNKfERERERUehSrj6s2xMXF4aOPPsIvv/wCU1NTrc03PDwcqamp0isuLk5r8yYiIiIi+RSrxdXf37/ALgEHDhx47TxiYmKQnJyMRo0aSWVZWVk4fPgwFi5ciD179iAjIwMpKSkara5JSUlwcnLKd74mJiYwMTEp3IoQERERkd4oVuKq7t+qlpmZiXPnzuHixYsICQkp1Dzatm2LCxcuaJQNHjwYXl5emDBhAlxcXGBkZISoqCgEBwcDAK5evYrY2Fj4+voWJ2wiIiIi0mPFSlznz5+fZ/nUqVPx5MmTQs3DysoKdevW1SizsLBAxYoVpfKhQ4ciLCwMdnZ2UCqVGDNmDHx9fTmiABEREVE5pNU+rv3798fKlSu1Nr/58+ejU6dOCA4ORqtWreDk5IQtW7Zobf5EREREpD+K1eKan+PHj7/RjVYHDx7UeG9qaopFixZh0aJFbxgZEREREem7YiWuOZ9eJYRAQkICTp8+jUmTJmklMCIiIiKiVxUrcbW2ttZ4b2BggFq1amH69Olo3769VgIjIiIiInpVsRLXiIgIbcdBRERERFSgN+rjGhMTg3/++QcAUKdOHbz11ltaCYqIiIiIKKdiJa7Jycno3bs3Dh48KD0cICUlBf7+/vjtt99gb2+vzRiJiIiIiIo3HNaYMWPw+PFjXLp0CQ8fPsTDhw9x8eJFpKWlYezYsdqOkYiIiIioeC2uu3fvxv79++Ht7S2V1a5dG4sWLeLNWURERERUIorV4pqdnQ0jI6Nc5UZGRsjOzn7joIiIiIiIcipW4hoQEICPPvoI8fHxUtndu3cxfvx4tG3bVmvBERERERGpFStxXbhwIdLS0uDu7g5PT094enrCw8MDaWlp+PHHH7UdIxERERFR8fq4uri44MyZM9i/fz+uXLkCAPD29kZgYKBWgyMiIiIiUitSi+uBAwdQu3ZtpKWlQaFQoF27dhgzZgzGjBmDxo0bo06dOjhy5EhJxUpERERE5ViREtcFCxZg+PDhUCqVuaZZW1vjgw8+wLx587QWHBERERGRWpES17///hvvvPNOvtPbt2+PmJiYNw6KiIiIiCinIiWuSUlJeQ6DpVahQgXcu3fvjYMiIiIiIsqpSIlrlSpVcPHixXynnz9/HpUrV37joIiIiIiIcipS4vruu+9i0qRJSE9PzzXt+fPnmDJlCjp16qS14IiIiIiI1Io0HNaXX36JLVu2oGbNmhg9ejRq1aoFALhy5QoWLVqErKwsfPHFFyUSKJEuuE/8U7Zl35rdUbZlExER6YMiJa6Ojo44duwYRo0ahfDwcAghAAAKhQJBQUFYtGgRHB0dSyRQIiIiIirfivzkLDc3N+zcuRP379/HyZMnceLECdy/fx87d+6Eh4dHkea1ZMkS1K9fH0qlEkqlEr6+vti1a5c0PT09HaGhoahYsSIsLS0RHByMpKSkooZMRERERGVAsR75CgC2trZo3LgxmjRpAltb22LNo2rVqpg9ezZiYmJw+vRpBAQEoGvXrrh06RIAYPz48di+fTs2btyIQ4cOIT4+Hj169ChuyERERESkx4r1yFdt6dy5s8b7r776CkuWLMGJEydQtWpVrFixAuvWrUNAQAAAICIiAt7e3jhx4gSaNWsmR8hEREREJJNit7hqW1ZWFn777Tc8ffoUvr6+iImJQWZmJgIDA6U6Xl5ecHV1xfHjx/Odj0qlQlpamsaLiIiIiPSf7InrhQsXYGlpCRMTE4wcORK///47ateujcTERBgbG8PGxkajvqOjIxITE/Od36xZs2BtbS29XFxcSngNiIiIiEgXZE9ca9WqhXPnzuHkyZMYNWoUQkJCcPny5WLPLzw8HKmpqdIrLi5Oi9ESERERkVxk7eMKAMbGxqhevToAwMfHB6dOncL333+P999/HxkZGUhJSdFodU1KSoKTk1O+8zMxMYGJiUlJh01EREREOiZ7i2tO2dnZUKlU8PHxgZGREaKioqRpV69eRWxsLHx9fWWMkIiIiIjkIGuLa3h4ODp06ABXV1c8fvwY69atw8GDB7Fnzx5YW1tj6NChCAsLg52dHZRKJcaMGQNfX1+OKEBERERUDsmauCYnJ2PgwIFISEiAtbU16tevjz179qBdu3YAgPnz58PAwADBwcFQqVQICgrC4sWL5QyZiIiIiGQia+K6YsWKAqebmppi0aJFWLRokY4iIiIiIqLSqtT1cSUiIiIiygsTVyIiIiLSC0xciYiIiEgvMHElIiIiIr3AxJWIiIiI9AITVyIiIiLSC0xciYiIiEgvMHElIiIiIr0g6wMIiKh0cJ/4p2zLvjW7o2zLLq/rTUSkr9jiSkRERER6gYkrEREREekFJq5EREREpBeYuBIRERGRXmDiSkRERER6gYkrEREREekFJq5EREREpBeYuBIRERGRXmDiSkRERER6gYkrEREREekFJq5EREREpBdkTVxnzZqFxo0bw8rKCg4ODujWrRuuXr2qUSc9PR2hoaGoWLEiLC0tERwcjKSkJJkiJiIiIiK5yJq4Hjp0CKGhoThx4gT27duHzMxMtG/fHk+fPpXqjB8/Htu3b8fGjRtx6NAhxMfHo0ePHjJGTURERERyqCDnwnfv3q3xftWqVXBwcEBMTAxatWqF1NRUrFixAuvWrUNAQAAAICIiAt7e3jhx4gSaNWuWa54qlQoqlUp6n5aWVrIrQUREREQ6Uar6uKampgIA7OzsAAAxMTHIzMxEYGCgVMfLywuurq44fvx4nvOYNWsWrK2tpZeLi0vJB05EREREJa7UJK7Z2dkYN24c/Pz8ULduXQBAYmIijI2NYWNjo1HX0dERiYmJec4nPDwcqamp0isuLq6kQyciIiIiHZC1q8CrQkNDcfHiRRw9evSN5mNiYgITExMtRUVEREREpUWpaHEdPXo0duzYgejoaFStWlUqd3JyQkZGBlJSUjTqJyUlwcnJScdREhEREZGcZE1chRAYPXo0fv/9dxw4cAAeHh4a0318fGBkZISoqCip7OrVq4iNjYWvr6+uwyUiIiIiGcnaVSA0NBTr1q3Dtm3bYGVlJfVbtba2hpmZGaytrTF06FCEhYXBzs4OSqUSY8aMga+vb54jChARERFR2SVr4rpkyRIAQJs2bTTKIyIiMGjQIADA/PnzYWBggODgYKhUKgQFBWHx4sU6jpSIiIiI5CZr4iqEeG0dU1NTLFq0CIsWLdJBRERERERUWpWKm7OIiIiIiF6HiSsRERER6QUmrkRERESkF5i4EhEREZFeKDVPziIiIt1wn/inbMu+NbujbMsmIv3HFlciIiIi0gtMXImIiIhIL7CrABERlQvsIkGk/9jiSkRERER6gYkrEREREekFJq5EREREpBeYuBIRERGRXmDiSkRERER6gaMKEBERlWEcTYHKEra4EhEREZFeYOJKRERERHqBXQWIiIiozCmvXSTK+nqzxZWIiIiI9AITVyIiIiLSC7ImrocPH0bnzp3h7OwMhUKBrVu3akwXQmDy5MmoXLkyzMzMEBgYiGvXrskTLBERERHJStbE9enTp2jQoAEWLVqU5/Rvv/0WP/zwA5YuXYqTJ0/CwsICQUFBSE9P13GkRERERCQ3WW/O6tChAzp06JDnNCEEFixYgC+//BJdu3YFAKxZswaOjo7YunUrevfunefnVCoVVCqV9D4tLU37gRMRERGRzpXaPq43b95EYmIiAgMDpTJra2s0bdoUx48fz/dzs2bNgrW1tfRycXHRRbhEREREVMJKbeKamJgIAHB0dNQod3R0lKblJTw8HKmpqdIrLi6uROMkIiIiIt0oc+O4mpiYwMTERO4wiIiIiEjLSm2Lq5OTEwAgKSlJozwpKUmaRkRERETlR6lNXD08PODk5ISoqCipLC0tDSdPnoSvr6+MkRERERGRHGTtKvDkyRNcv35den/z5k2cO3cOdnZ2cHV1xbhx4zBz5kzUqFEDHh4emDRpEpydndGtWzf5giYiIiIiWciauJ4+fRr+/v7S+7CwMABASEgIVq1ahc8++wxPnz7FiBEjkJKSghYtWmD37t0wNTWVK2QiIiIikomsiWubNm0ghMh3ukKhwPTp0zF9+nQdRkVEREREpVGp7eNKRERERPQqJq5EREREpBeYuBIRERGRXmDiSkRERER6gYkrEREREekFJq5EREREpBeYuBIRERGRXmDiSkRERER6gYkrEREREekFJq5EREREpBeYuBIRERGRXmDiSkRERER6gYkrEREREekFJq5EREREpBeYuBIRERGRXmDiSkRERER6gYkrEREREekFJq5EREREpBeYuBIRERGRXtCLxHXRokVwd3eHqakpmjZtiv/9739yh0REREREOlbqE9f169cjLCwMU6ZMwZkzZ9CgQQMEBQUhOTlZ7tCIiIiISIcqyB3A68ybNw/Dhw/H4MGDAQBLly7Fn3/+iZUrV2LixIm56qtUKqhUKul9amoqACAtLa1Yy89WPSvW57ShuDFrA9db97jeusf11j2ut+5xvXWP6138zwohCqynEK+rIaOMjAyYm5tj06ZN6Natm1QeEhKClJQUbNu2Lddnpk6dimnTpukwSiIiIiLShri4OFStWjXf6aW6xfX+/fvIysqCo6OjRrmjoyOuXLmS52fCw8MRFhYmvc/OzsbDhw9RsWJFKBSKEo03p7S0NLi4uCAuLg5KpVKny5YT15vrXR5wvbne5QHXm+utK0IIPH78GM7OzgXWK9WJa3GYmJjAxMREo8zGxkaeYP4/pVJZrjZ8Na53+cL1Ll+43uUL17t8kWu9ra2tX1unVN+cValSJRgaGiIpKUmjPCkpCU5OTjJFRURERERyKNWJq7GxMXx8fBAVFSWVZWdnIyoqCr6+vjJGRkRERES6Vuq7CoSFhSEkJARvv/02mjRpggULFuDp06fSKAOlmYmJCaZMmZKr60JZx/XmepcHXG+ud3nA9eZ6lzalelQBtYULF2LOnDlITExEw4YN8cMPP6Bp06Zyh0VEREREOqQXiSsRERERUanu40pEREREpMbElYiIiIj0AhNXIiIiItILTFyJiIiISC8wcSUiIiIivcDElYjeiBAC5WFwkiFDhuDx48e5yp8+fYohQ4bIEJHuZWdn48aNG7h+/Tqys7PlDkc2SUlJSEhIkDuMEvHrr7/mO+3TTz/VYSSkK2vWrMHly5dzlaenp2PNmjUyRFQwDoelBefPn0fdunVhYGCA8+fPF1i3fv36Ooqq5IWFhWHGjBmwsLBAWFhYgXXnzZuno6hIV9asWYM5c+bg2rVrAICaNWvi008/xYABA2SOrGQYGhoiISEBDg4OGuX379+Hk5MTXrx4IVNkuvHtt99i9uzZSE1NBfDyWeYTJkzAxIkTZY6s5HTt2hXDhg1D586dNcp/+eUXLF26FEeOHJEpspJjY2ODX3/9FR06dNAoHz9+PH777bcyl7DzOAYYGBjAwsICq1atQnBwsFSelJQEZ2dnZGVlyRhdbqX+yVn6oGHDhkhMTISDgwMaNmwIhUKh0QKlfq9QKErdBvAmzp49i8zMTOnv/CgUCl2FpHMBAQHYsmULbGxsNMofPXqE4OBgHDhwQJ7ASti8efMwadIkjB49Gn5+fgCAo0ePYuTIkbh//z7Gjx8vc4Tak5aWJrUqP378GKamptK0rKws7Ny5M1cyW9b88MMPmDlzJqZMmYKAgAAAQFRUFKZPnw5LS0uMHj1a5ghLxrFjx/Dtt98CAPr164f58+fDwcEBjRs3RmhoqMzRlYxffvkFffr0wY4dO9CiRQsAwJgxY7BlyxZER0fLHJ328Tj20rRp0zBgwABcuHABU6dOlTucArHFVQtu374NV1dXKBQK3L59u8C6bm5uOoqKdMHAwADvv/8+zMzMNMqfP3+ODRs2lKkTlVd5eHhg2rRpGDhwoEb56tWrMXXqVNy8eVOmyLTPwMCgwIOWQqHAtGnT8MUXX+gwKt2qWbMmPvvsMwwbNkyjfPny5Zg3bx6uXLkiU2Qly9TUFNevX0fVqlVhbm6OM2fOwMvLC//99x8aNGiQZ9eRsmDdunUYPXo09u3bhxUrVmDbtm2Ijo5GzZo15Q6NSoCBgQESExPx33//oXv37vDz80NkZCTS0tLY4lpWvZqMMjEtf1JTU5Genq5RplKpZIpGNxISEtC8efNc5c2bNy9zlxKjo6MhhEBAQAA2b94MOzs7aZqxsTHc3Nzg7OwsY4QlLzY2VmppfVVgYCDGjh0rQ0S6UbVqVRw+fBheXl7IzMzEwYMH4eXlhR07dqB69epyh1di+vbti5SUFPj5+cHe3h6HDh0q0+tb3qlPzJs1a4aTJ0+iS5cuaN68OZYuXSpzZHlj4lpCsrKycOnSJdSuXRsVKpSfrzk5ORmzZ89GWFgYqlatKnc4Jc7NzQ2RkZGoWLGiRvm9e/fQpEkTmaIqedWrV8eGDRvw+eefa5SvX78eNWrUkCmqktG6dWsAwM2bN6UrK+WNg4MD7t27h2rVqmmUP3z4EJUqVZIpqpI3cuRIDBo0CEZGRpg+fTq+/PJL/PTTT7hw4QJ++uknucPTmvz6dtrb26NRo0ZYvHixVFZW+3m+qrwdx1698O7q6opjx46hX79+aNeunYxR5a/8ZFQ6tn37dgQHB2PNmjXo16+f3OHoTGRkJL7//nvY2Nhg8uTJcodT4vK7JG5vb1+mLpfnNG3aNLz//vs4fPiw1Mf1r7/+QlRUFDZs2CBzdCXj1aspaWlpUCqVMkajWwMHDsTZs2fRtGlTjfKYmJgyezMeAHzyySdo2rQpXrx4AX9/f3Tp0gW7d+/GW2+9lWcLtL7Kr29n9erVkZaWJk0vLydt5e04NmXKFFhaWkrvzc3N8fvvv2PKlCk4fPiwjJHljX1cS0j37t1x/Phx1KtXD/v27ZM7HJ2pX78+nJyccOPGDdy4cUPucKgExcTEYP78+fjnn38AAN7e3vj444/x1ltvyRxZydq/fz+CgoKwZcsWdO3aVe5wiEjLeBwr3TiOawm4f/8+du3ahVWrVuHQoUO4c+eO3CHpxJkzZ3D9+nWsWbMGDx8+LJNDxeTn5MmTsLOzK5N33ebHx8cHa9euRUxMDGJiYrB27doyn7QCL29As7CwwOrVq+UOhXQkOzsb58+fL/NDnlH5Po5lZWXpxXbOxLUE/Prrr6hbty7eeecdtGzZEpGRkXKHpBOrV69G586d4eTkhJ49e2LVqlVyh6Qzq1atwtOnTxERESF3KFSCnjx5gq1bt2LhwoXYuXMnHjx4IHdIOlUeT9AA4I8//sBbb72F9evXyx2KziQnJyMsLKzcNLyolefj2Pbt2/ViO2fiWgJWrVolDRPUv3//UvnkCW178eIF1q1bp7HemzZtwvPnz2WOrOSpVCps2LABM2bMwJYtW/DkyRO5Q9KZ8pbIbNy4EVWrVsXAgQPRoEGDAp8yVBaV1xO01atXw97evlwlMep+nitXrpQ7FJ0pz8cxQI+2c0FadeHCBWFsbCzu3bsnhBDi8ePHwtzcXJw4cULmyErW77//LhwdHUVWVpZU5uHhIdauXStjVLqxfv164erqKrKzs0WdOnVERESE3CHpzMiRI4WxsbEYMGCA3KHoRKtWrcRXX30lhBDihx9+EI0aNZI5It1JT08XdnZ24ptvvhEWFhbi8ePHcoekE/fu3RMmJiZi165dwsjISMTFxckdkk7Uq1dPtGvXTlSrVk3uUHSmPB/H9Gk7Z4urlq1evRrt27eXhoixtLREt27dSv8ZzBtas2YN+vTpAwOD/9uk+vfvX+bXG3j5m/fr1w8KhQL9+/cvN61R5a2l+ebNmzh27Jh0F33fvn1x8eJFXLp0SebIdGPbtm2wtLTEp59+Cnd3d2zatEnukHSiPHb9Kq/9PMvzcUyvtnO5M+ey5MWLF8LJyUls2LBBo3znzp3C1tZWqFQqmSIrWffu3RPGxsbizJkzGuVXr14VhoaGpfrM7U0lJCQIIyMjceXKFSGEELGxscLQ0FD8999/MkdW8spbS/OUKVOEv7+/RlmXLl3EJ598IlNEuvXuu++K8PBwIYQQs2bNEq1atZI5It1o1KiR+P7774UQQqxcuVJ4eXnJHFHJGzt2rOjVq5cQQojhw4eLIUOGyBxRySvPxzEh9Gs7Z+KqRfHx8WLatGm5EtSsrCwxY8YMcfv2bZkiK1np6en5rltsbKx49uyZjiPSnTlz5ojGjRtrlAUEBIipU6fKFJHulLdExsPDI1dyvmHDBlG5cmWNS4tlUXk9QSuPXb8yMzNFpUqVxI4dO4QQQhw6dEgolcoyvR8Xonwfx/RtO2fiSvQG6tatK3788UeNsoiIiDLfL6y8JTJ37twRgwcPFk+ePNEoV6lUYujQoeLGjRsyRaYb5fUE7ZNPPhGdOnXSKOvbt68YOXKkTBGVvPLcz7O80rftnH1cS9Cvv/6Kp0+fyh2GznXs2LHMPa8+L3FxcbC3t0efPn00yt977z14eHjg2rVrMkVW8tauXYuGDRuiVq1aAAAXFxe0bt26zI6gUaVKFaxcuRIWFhYa5cbGxvj5559zPQq1rFm9erV0p7XagAEDyuzvDbwc03Lt2rW51rt///5Yv349MjIyZIqsZJXnfp6vKi/HMb3czuXOnMsyKyurMt8SkxdLS8tyud7lSXltaVY7evSoSE9PlzsMnYiNjRX+/v7i/v37GuWPHz8Wbdu2Ff/++69MkZWs8tj1q7z383xVeTmO6eN2zke+liArKyv8/fffZb41Jqfyut537tyBs7OzRktFWRQXF4eQkBBs3LgRFStWlMqfPHmCbt26YcmSJahRo4aMEZY8pVKJc+fOlbttnMo2lUqFpKQkuLq65poWFxeHSpUqwczMTIbIdK+8Hsf0Qdk+wpIs3NzcYGRkJHcYOle7dm3cunVL7jBKnIuLCw4cOKCRtAIvh37bv39/mU9aAaA8n+/fuXMH2dnZcoehc+Wh65eJiUmeSSvw8v++vCStQPk9junDds7EVcvWrFkDlUoFANi1axeqVKkCAEhPTy/T/cEAICkpCZMmTYKrqys+/fRTzJo1C2lpaXKHpTPlNZkpr4lMeVVeTtBy+uCDD5CUlCR3GDpVXvp5qsXExEiPuL148SJcXFwAAPv27cMvv/wiZ2g6ow/bORNXLRs8eDB2796Nw4cPIzs7GydPnsThw4exe/duDB48WO7wSsy1a9dQv359REZGomLFiti6dSuioqJQq1YtXL58We7wqASVh0Tmxo0buHDhArKysgAAy5Ytg6Ojo8xRyaO8nqCVx/U+fPhwuXncKQAMGTJEuqn28ePHUrmxsTGmT58uV1g6pQ/beQW5AyhrhBDo0aNHnj++QqGQISLdmDBhApo0aYItW7bAyMgIW7duxfLly7FhwwZ8/PHH2LVrl9whlrjPP/8cdnZ2coehc/qwoyuue/fuITg4GEePHgUA1KxZEzt27EDfvn1ljoyItO3GjRtSn9YqVapI/dg9PDwQGxsrc3SkxhbXEnDlyhU8evRI43XlypUyfYCPjo7G5MmTc/UJ6tmzp3TQLyvCwsKkPkBhYWHS6969e5g+fbpGGem3sLAwPHv2DBcuXMC///6LqlWrYvjw4XKHJavydIJWHrt+xcbGSseqV/t5CiHKfPJmYGAAlUqFFy9e4Pnz53j06BEA4P79+7CyspI5upLz/PlzPHv2DMDL7TwzMxMLFizAnj17ZI4sbxxVQMsOHToEPz8/VKig2ZidmZmJY8eOoXXr1jJFVrIsLS1x/vx56WxVfUfm48ePERQUhMTERJkj1B5/f3/8/vvvsLGxgb+/f771FAoFDhw4oMPI5DFr1iyMGjUKNjY2coeidZUqVcLmzZul/9t///0XXl5eGDNmDAwNDTXqzps3T44QdeJ1J2Fldd0NDQ2xZcsW2NraapQ/fPgQwcHBUteRssTQ0BAJCQlwcHDQKH/w4AEcHBzK5DqrtWrVCu7u7nB1dcWaNWvQpEkTTJkyBZMnT0Z2dja2bdsmd4glon379ujRowdGjhyJlJQUeHl5wcjICPfv38e8efMwatQouUPUwMSVtKJu3bqYPXs2OnXqBODlcEFbt27F3Llz4eDggIiICJkjpDdVlBbkspLImJub4/Lly3B3dwfwstXJ398/V7efsn6S4u/vj7NnzyIzM1N66MS///4LQ0ND+Pj4lNl1NzAwgEKhyLfrV1lM4gwMDJCUlAR7e3uN8tu3b6N27dql/o7zN3Hq1Cn07t0bWVlZ2Lx5MyZOnIioqCi4urpi165d8Pb2ljvEElGpUiUcOnQIderUwc8//4wff/wRZ8+exebNmzF58mT8888/coeogX1cSSt69OiBjRs3SolrdnY22rVrh3bt2mHu3LkyR0facPbsWY33Z86cwYsXL/JMZMoK9c2F6sRVoVDg4MGDssYkh86dO8PKygqrV6+WWh8fPXqEwYMHo2XLljJHV7KuXLmSq/UxKSkJXl5eMkVUMtQnpgqFApMmTYK5ubk0LSsrCydPnkTDhg1lik43GjdujBs3bkjv9+3bhwcPHuQa+q+sefbsmdQVYu/evejRowcMDAzQrFkz3L59W+bocmPiSlqR847Lffv2wdXVVeoTRvovOjpa+nvevHnlIpGZP39+mX+gRGHMnTsXe/fu1bhkbmtri5kzZ6J9+/b4+OOPZYyu5ERHR8PDwyNX1y9zc3ON/4eyQH1iKoTAhQsXYGxsLE0zNjZGgwYN8Mknn8gVnmzKetIKANWrV8fWrVvRvXt37NmzB+PHjwcAJCcnQ6lUyhxdbuwqQERFVqVKFezduxd16tTRKL948SLat2+P+Ph4mSKjkmBlZYXt27ejTZs2GuXR0dHo0qWLxtBBpN8GDx6M77//vlQmLFQyNm3ahL59+yIrKwtt27bF3r17Aby8f+Hw4cOlblQgtrgSUZGlpaXh3r17ucrv3bvHJKYM6t69OwYPHoy5c+eiSZMmAICTJ0/i008/RY8ePWSOjrSJ9yOUP++99x5atGiBhIQENGjQQCpv27YtunfvLmNkeWOLKxEV2cCBA3HkyJE8E5mWLVti9erVMkdI2vTs2TN88sknWLlyJTIzMwEAFSpUwNChQzFnzhxYWFjIHCERlRdMXImoyJjIlE9Pnz6Vbl7x9PTk70xEOsfElYiKjYkMERHpEhNXIiIiItILHOeFiIiIiPQCE1ciIiIi0gtMXImIiIhILzBxJSIiIiK9wMSViIiIiPQCE1ciIiIi0gtMXImIiIhIL/w//uutNnF75tEAAAAASUVORK5CYII=",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs0AAAE8CAYAAAA7aYygAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABhDUlEQVR4nO3deVxU1f8/8NcAsu+CLIaASoqKUpiES4qQuJSS5hYKEsmnBTdKU1NxK9NcCC3RPinuC+pHS41EwJ1IQS1NzdxwAxdEBBWEOb8//M39NrIMowPD8no+HvPQOffce99n5s6dN2fOPVcmhBAgIiIiIqJy6Wg7ACIiIiKimo5JMxERERGRCkyaiYiIiIhUYNJMRERERKQCk2YiIiIiIhWYNBMRERERqcCkmYiIiIhIBSbNREREREQqMGkmIiIiIlKBSXMdNX36dMhksmrZV7du3dCtWzfp+b59+yCTybBly5Zq2f+IESPg4uJSLft6Xvn5+fjggw9gb28PmUyGsWPHanwf1fmeq0NxPOzbt08j24uLi4NMJsOxY8c0sj1SrTo/Y7///jv09fVx5cqVatmfNsXGxqJJkyYoLCzUdigac/nyZchkMsTFxVXJ9qvj+6Vbt25o06ZNlW2/Lqiv52EmzbWA4uBUPAwNDeHo6IiAgADExMTgwYMHGtnPjRs3MH36dJw4cUIj29OkmhxbZXz11VeIi4vDRx99hDVr1mD48OHl1nVxcYFMJoO/v3+Zy3/44QfpWKhLJ6yyjvOXX34ZERERyM7O1nZ4tYoicVE8dHV10aRJE7zzzjs1/jP0xRdfYOjQoXB2di51TJT3qI6E/ubNm5g4cSJ8fX1hZmam8g/BI0eOoHPnzjA2Noa9vT1Gjx6N/Px8pTojRoxAUVERli1bpvF4FX9E37lzR6n86tWraNasGaytrZGRkaHx/aoTS13x448/wt3dHYaGhnBzc8PixYs1vg/FHwsymQzp6emllo8YMQKmpqYa3+/3339fZX8A1UZ62g6AKm/mzJlwdXXFkydPkJWVhX379mHs2LFYuHAhfvrpJ7Rt21aqO2XKFEycOFGt7d+4cQMzZsyAi4sLPD09K73enj171NrP86goth9++AFyubzKY3gRycnJeP311xEVFVWp+oaGhkhJSUFWVhbs7e2Vlq1btw6GhoZ4/PixUvnzvOc1keI4f/z4MQ4dOoSlS5di9+7dOHXqFIyNjbUdXq0ydOhQ9O7dGyUlJThz5gyWLl2KX375Bb/99ptan/Hq+oydOHECe/fuxZEjRwAAb7zxBtasWaNU54MPPkCHDh0QHh4ulVVFsvCsc+fOYe7cuXBzc4OHhwdSU1PLrXvixAn4+fnB3d0dCxcuxLVr1zB//nycP38ev/zyi1TP0NAQISEhWLhwIUaNGlXlvxRdv34dvr6+yMnJwd69e/Hqq69W6f7qg2XLluHDDz/EgAEDEBkZiYMHD2L06NF4+PAhPv/88yrZ5/Tp0/Hzzz9Xybaf9f3338PGxgYjRoyolv3VdEyaa5FevXqhffv20vNJkyYhOTkZb731Fvr27YszZ87AyMgIAKCnpwc9vap9ex8+fAhjY2Po6+tX6X5UadCggVb3Xxm3bt1Cq1atKl2/U6dOOHr0KDZt2oQxY8ZI5deuXcPBgwfxzjvvYOvWrUrrVMd7Xh3+fZx/8MEHaNiwIRYuXIgdO3Zg6NChWo6udnn11VcxbNgw6XmnTp3Qt29fLF26VK3ezcp8xoqLiyGXy1/ofLBy5Uo0adIEr7/+OgCgadOmaNq0qVKdDz/8EE2bNlVqV3Xw8vLC3bt3YW1tjS1btmDgwIHl1p08eTKsrKywb98+mJubA3j6C9LIkSOxZ88e9OjRQ6o7aNAgzJs3DykpKejevXuVxX/jxg34+vri7t27SExMhJeXV5Xtq7549OgRvvjiC/Tp00caLjJy5EjI5XLMmjUL4eHhsLKy0ug+PT09sXPnTmRkZFTpHz2K73dtKygogImJibbDkHB4Ri3XvXt3TJ06FVeuXMHatWul8rLGtyYmJqJz586wtLSEqakpWrRogcmTJwN4+tPPa6+9BgAIDQ2VfgZS/CyjGOOVnp6ON954A8bGxtK6z45pVigpKcHkyZNhb28PExMT9O3bF1evXlWq4+LiUuZfsP/epqrYyhpvWVBQgE8//RROTk4wMDBAixYtMH/+fAghlOrJZDJERERg+/btaNOmDQwMDNC6dWskJCSU/YI/49atWwgLC4OdnR0MDQ3Rrl07rFq1Slqu+Ent0qVL2LVrlxT75cuXK9yuoaEh+vfvj/Xr1yuVb9iwAVZWVggICCi1jrrvucLixYvRunVrGBsbw8rKCu3bty+13+vXr+P999+HnZ2d9BqtWLGiVAzXrl1DYGAgTExM0KhRI4wbN+6Fx2sqEolLly4plRcWFiIyMhK2trYwMTHBO++8g9u3b5da//vvv0fr1q1hYGAAR0dHfPLJJ8jNzVWqozi+//rrL/j6+sLY2BiNGzfGvHnzSm2vsLAQUVFRaN68OQwMDODk5IQJEyaUaqfi2IqPj0erVq1gZGQEHx8f/PnnnwCe9lA1b94choaG6NatW5nHRFpaGnr27AkLCwsYGxuja9euOHz4sDovn5JnX8sdO3agT58+cHR0hIGBAZo1a4ZZs2ahpKREab1nP2OK4R/z589HdHQ0mjVrBgMDA/z1118AKndMlWX79u3o3r272j2ux48fR69evWBubg5TU1P4+fnht99+U6qjGOpx4MAB/Oc//0HDhg1hbm6O4OBg3Lt3T+U+zMzMYG1trbJeXl4eEhMTMWzYMClhBoDg4GCYmppi8+bNSvW9vLxgbW2NHTt2VLK16rt58yZ8fX1x69Yt7NmzR6nzBXj6S1iXLl1gYmICS0tL9OvXD2fOnCm1ncqeB55HTk4OPvvsM3h4eMDU1BTm5ubo1asXTp48WWb9yny/nD9/HgMGDIC9vT0MDQ3x0ksvYciQIbh//36lYkpPT0fHjh1hZGQEV1dXxMbGKi1PSUnB3bt38fHHHyuVf/LJJygoKMCuXbvUeAUqZ9SoUbCyssL06dMrVV+d89+z3+8uLi44ffo09u/fL313PftdX9nz8C+//CIdY2ZmZujTpw9Onz6tVEcxxOTChQvo3bs3zMzMEBQUBODFv6s1pfZ3SxGGDx+OyZMnY8+ePRg5cmSZdU6fPo233noLbdu2xcyZM2FgYIB//vlH+gJ2d3fHzJkzMW3aNISHh6NLly4AgI4dO0rbuHv3Lnr16oUhQ4Zg2LBhsLOzqzCuL7/8EjKZDJ9//jlu3bqF6Oho+Pv748SJE1KPeGVUJrZ/E0Kgb9++SElJQVhYGDw9PfHrr79i/PjxuH79OhYtWqRU/9ChQ9i2bRs+/vhjmJmZISYmBgMGDEBmZiYaNmxYblyPHj1Ct27d8M8//yAiIgKurq6Ij4/HiBEjkJubizFjxsDd3R1r1qzBuHHj8NJLL+HTTz8FANja2qps93vvvYcePXrgwoULaNasGQBg/fr1ePfddyvV86fqPQee/uw+evRovPvuuxgzZgweP36MP/74A2lpaXjvvfcAANnZ2Xj99delk5atrS1++eUXhIWFIS8vT7qo8dGjR/Dz80NmZiZGjx4NR0dHrFmzBsnJySpjrciFCxcAoNR7ofjyiIqKwuXLlxEdHY2IiAhs2rRJqjN9+nTMmDED/v7++Oijj3Du3DksXboUR48exeHDh5Vex3v37qFnz57o378/Bg0ahC1btuDzzz+Hh4cHevXqBQCQy+Xo27cvDh06hPDwcLi7u+PPP//EokWL8Pfff2P79u1KMR48eBA//fQTPvnkEwDAnDlz8NZbb2HChAn4/vvv8fHHH+PevXuYN28e3n//faXXKjk5Gb169YKXlxeioqKgo6ODlStXonv37jh48CA6dOjwwq9lXFwcTE1NERkZCVNTUyQnJ2PatGnIy8vDN998o3J7K1euxOPHjxEeHg4DAwNYW1tX6pgqy/Xr15GZmal279np06fRpUsXmJubY8KECWjQoAGWLVuGbt26Yf/+/fD29laqHxERAUtLS0yfPl06Hq5cuSL9gfui/vzzTxQXF5dKTPX19eHp6Ynjx4+XWufVV199oT+GKpKdnY13330XWVlZ2LNnj9QBobB371706tULTZs2xfTp0/Ho0SMsXrwYnTp1QkZGhvTHUmXPA8/r4sWL2L59OwYOHAhXV1dkZ2dj2bJl6Nq1K/766y84Ojoq1Vf1/VJUVISAgAAUFhZi1KhRsLe3x/Xr17Fz507k5ubCwsKiwnju3buH3r17Y9CgQRg6dCg2b96Mjz76CPr6+nj//fcBQHovn32vvby8oKOjg+PHj2v8FxFzc3OMGzcO06ZNU9nbrM75r6zv927dumHUqFEwNTXFF198AQClvvcrcx5es2YNQkJCEBAQgLlz5+Lhw4dYunQpOnfujOPHjyv9QV5cXIyAgAB07twZ8+fPV+rtft7vao0SVOOtXLlSABBHjx4tt46FhYV45ZVXpOdRUVHi32/vokWLBABx+/btcrdx9OhRAUCsXLmy1LKuXbsKACI2NrbMZV27dpWep6SkCACicePGIi8vTyrfvHmzACC+/fZbqczZ2VmEhISo3GZFsYWEhAhnZ2fp+fbt2wUAMXv2bKV67777rpDJZOKff/6RygAIfX19pbKTJ08KAGLx4sWl9vVv0dHRAoBYu3atVFZUVCR8fHyEqampUtudnZ1Fnz59Ktzes3WLi4uFvb29mDVrlhBCiL/++ksAEPv37y/zmHie97xfv36idevWFcYTFhYmHBwcxJ07d5TKhwwZIiwsLMTDhw+FEP/3emzevFmqU1BQIJo3by4AiJSUlAr3o2jT3r17xe3bt8XVq1fFxo0bRcOGDYWRkZG4du2aUj1/f38hl8ul9ceNGyd0dXVFbm6uEEKIW7duCX19fdGjRw9RUlIi1VuyZIkAIFasWCGVKY7v1atXS2WFhYXC3t5eDBgwQCpbs2aN0NHREQcPHlSKPTY2VgAQhw8flsoACAMDA3Hp0iWpbNmyZQKAsLe3Vzo+Jk2aJABIdeVyuXBzcxMBAQFKbXz48KFwdXUVb775ZoWv5aVLlwQAMWPGDHH79m2RlZUl9u3bJ1555RUBQGzdulXa3rP+85//CGNjY/H48WOp7NnPmGL75ubm4tatW0rrV+aYKsvevXsFAPHzzz9XWM/ExETpnBEYGCj09fXFhQsXpLIbN24IMzMz8cYbb0hliuPGy8tLFBUVSeXz5s0TAMSOHTsqHWt8fHy5x7Ri2YEDB0otGzhwoLC3ty9VHh4eLoyMjCq9/8pQnA+cnZ2Fubm5SE1NLbOep6enaNSokbh7965UdvLkSaGjoyOCg4OlssqeBxTHxr/P1YpYKjoXPX78WOlzqtiWgYGBmDlzplRW2e+X48ePCwAiPj6+3H2WR3E+WLBggVRWWFgovVaK4+eTTz4Rurq6ZW7D1tZWDBkyRO19l0fR7vj4eJGbmyusrKxE3759peUhISHCxMREev4857+yvt9bt26t9F2sUNnz8IMHD4SlpaUYOXKk0vpZWVnCwsJCqTwkJEQAEBMnTiy1vxf5rtYkDs+oI0xNTSucRcPS0hLA059jn/eCHgMDA4SGhla6fnBwMMzMzKTn7777LhwcHLB79+7n2n9l7d69G7q6uhg9erRS+aeffgohhNKFOADg7+8v9eQCQNu2bWFubo6LFy+q3I+9vb3SONsGDRpIV8nv37//hdqhq6uLQYMGYcOGDQCeXgDo5OQk9bSrUpn33NLSEteuXcPRo0fLXC6EwNatW/H2229DCIE7d+5Ij4CAANy/f1+6An/37t1wcHDAu+++K61vbGysdMFWZfj7+8PW1hZOTk4YMmQITE1N8b///Q+NGzdWqhceHq7UM9ilSxeUlJRIU5Xt3bsXRUVFGDt2LHR0/u9UN3LkSJibm5f66dTU1FSpV0hfXx8dOnRQOg7i4+Ph7u6Oli1bKr0WimEPKSkpStv08/NT6kVR9HoOGDBA6bOhKFfs68SJEzh//jzee+893L17V9pPQUEB/Pz8cODAgUp9jqOiomBrawt7e3t069YNFy5cwNy5c9G/f38AUPrF58GDB7hz5w66dOmChw8f4uzZsyq3P2DAgFK/mqg6pspz9+5dAFBrDGhJSQn27NmDwMBApbHPDg4OeO+993Do0CHk5eUprRMeHq7Uw/bRRx9BT09PY+elR48eAXh6vnyWoaGhtPzfrKys8OjRIzx8+FAjMfxbdnY2TE1N4eDgUGrZzZs3ceLECYwYMUJp6Enbtm3x5ptvSq+JOueB52VgYCB9TktKSnD37l1pSFlZ21b1/aLoSf7111+f63XV09PDf/7zH+m5vr4+/vOf/+DWrVvS7BWPHj0qdwx/ee+1JlhYWGDs2LH46aefyvzlAlD//Kfu97uCqvNwYmIicnNzMXToUKXjRldXF97e3qXOmcDTz2RZnve7WpOYNNcR+fn5SieQZw0ePBidOnXCBx98ADs7OwwZMgSbN29WK4Fu3LixWhf5uLm5KT2XyWRo3ry5yvG8L+rKlStwdHQs9Xq4u7tLy/+tSZMmpbZhZWWlcpzjlStX4ObmpnRCqmg/z+O9997DX3/9hZMnT2L9+vUYMmRIpX9Crsx7/vnnn8PU1BQdOnSAm5sbPvnkE6WfiW/fvo3c3FwsX74ctra2Sg/FCfbWrVtSe5s3b14qvhYtWqjV5u+++w6JiYlISUnBX3/9hYsXL5Y5hvvZ902RbCneN8Xr/+z+9fX10bRp01Lvz0svvVQq9mePg/Pnz+P06dOlXouXX34ZwP+9FuXFqPgid3JyKrNcsa/z588DAEJCQkrt67///S8KCwsrNS4zPDwciYmJSEpKQnp6Om7duoUJEyZIy0+fPo133nkHFhYWMDc3h62trfSHQ2W27+rqWqpM1TGlinjmuoOK3L59Gw8fPizzGHN3d4dcLi81zvXZ85IiodTUeUnxh0hZY/kfP35c5tA0RZsr+mzn5+cjKytLepQ1brQsa9euRU5ODt58881Sx2d5nxHg6eun+ENNnfPA85LL5Vi0aBHc3NxgYGAAGxsb2Nra4o8//ijzWFT1/eLq6orIyEj897//hY2NDQICAvDdd99Vejyzo6NjqQvQFJ9zxT4Uw0DKUt57rVBUVKT0fmZlZZW6lqAiY8aMkYYZlUXd85+63+8Kqs7DinNZ9+7dSx07e/bsKXXc6Onp4aWXXqrUvhT7q8w1CZrCMc11wLVr13D//n00b9683DpGRkY4cOAAUlJSsGvXLiQkJGDTpk3o3r079uzZA11dXZX7UWcccmWV9yVRUlJSqZg0obz9qPPlXVW8vb3RrFkzjB07FpcuXapwTOizKvOeu7u749y5c9i5cycSEhKwdetWfP/995g2bRpmzJghJdjDhg1DSEhImfv591SHmtChQ4dSYwTLoun3rTLbk8vl8PDwwMKFC8us+2wyXN42Ve1L8bp/88035U4NV5lp1tzc3Mqd7zs3Nxddu3aFubk5Zs6ciWbNmsHQ0BAZGRn4/PPPK/UHdVnnBFXHVHkUYxKr8wuwKih6dG/evFlq2c2bN0uNzQWettnY2LjCc+z8+fOVXj9nZ+dKJfpdu3bF5s2b0b9/fwQEBGDfvn0qx/M+qzrOA1999RWmTp2K999/H7NmzYK1tTV0dHQwduzY5/51dMGCBRgxYgR27NiBPXv2YPTo0ZgzZw5+++23chMzdTg4OKCkpAS3bt1Co0aNpPKioiLcvXu3zPda4ciRI/D19VUqu3TpUqXnHFf0Nk+fPr3c3mZ1PO/3e2XPZWvWrCk1fSqAUjM+/fsXB3X3VR2YNNcBinlMy+qN+zcdHR34+fnBz88PCxcuxFdffYUvvvgCKSkp8Pf31/gcoYq/MBWEEPjnn3+UTq5WVlalruQFnv6V/O+fW9WJzdnZGXv37sWDBw+UepsVPzc7OztXeluq9vPHH39ALpcrfcg1vZ+hQ4di9uzZcHd3V2tuXUD1ew4AJiYmGDx4MAYPHoyioiL0798fX375JSZNmgRbW1uYmZmhpKSk3ORLwdnZGadOnYIQQun9OnfunNpt1gTF63/u3DmlY6moqAiXLl1S2Z6yNGvWDCdPnoSfn1+Vzqmr+AnS3Nz8ueKsjH379uHu3bvYtm0b3njjDan82VlKnkdFx5ShoWGZ67Rs2VLt/dva2sLY2LjMY+zs2bPQ0dEp9YfM+fPnlZKV/Px83Lx5E7179670fivSpk0b6Onp4dixYxg0aJBUXlRUhBMnTiiVKVy6dEn6hao8wcHB6Ny5s/RcnSTn7bffxooVKxASEoK33noLe/bsgZGRkdJn5Flnz56FjY0NTExMYGhoWOnzwPPasmULfH198eOPPyqV5+bmwsbGplT9yny/AICHhwc8PDwwZcoUHDlyBJ06dUJsbCxmz55dYTw3btwoNd3Z33//DQBSYqs4Hx87dkzp+Dl27BjkcnmF5+t27dohMTFRqayspLIiY8eORXR0NGbMmCENx1PQ1PnvRc9zinNZo0aNquzYqU4cnlHLJScnY9asWXB1dZWmZilLTk5OqTLFB1rxM6Li5FBWEvs8Vq9erTTOesuWLbh586Y0EwHw9AP122+/Kf3EtXPnzlI/qaoTm+JmDkuWLFEqX7RoEWQymdL+X0Tv3r2RlZWldJVwcXExFi9eDFNTU3Tt2lUj+/nggw8QFRWFBQsWqLVeZd5zxThSBX19fbRq1QpCCDx58gS6uroYMGAAtm7dilOnTpXa3r9/Iu7duzdu3LihdHvbhw8fYvny5WrFrSn+/v7Q19dHTEyMUk/Ejz/+iPv376NPnz5qb3PQoEG4fv06fvjhh1LLHj16hIKCgheKWcHLywvNmjXD/PnzS91FDkClf5qviKLX5t+vTVFREb7//vsX2q6qY6o8jRs3hpOTk1p3udTV1UWPHj2wY8cOpV7X7OxsrF+/Hp07d1aa9g0Ali9frhTH0qVLUVxcrLHzgoWFBfz9/bF27Vql89+aNWuQn59f5vzOGRkZ5c4GpNC0aVP4+/tLj06dOqkV1/DhwxEdHY1Dhw5hwIABePLkCRwcHODp6YlVq1YpnVtPnTqFPXv2SImgOueB56Wrq1uqxzA+Ph7Xr18vs76q75e8vDwUFxcrrePh4QEdHZ1KTYNZXFysNJe54s6Ntra20hzX3bt3h7W1NZYuXaq07tKlS2FsbFzhOcbKykrp/fT39y/3D8ryKHqbd+zYUepOn5o6/5mYmLxQThAQEABzc3N89dVXZX7+NXHsVCf2NNciv/zyC86ePYvi4mJkZ2cjOTkZiYmJcHZ2xk8//VThB27mzJk4cOAA+vTpA2dnZ9y6dQvff/89XnrpJan3olmzZrC0tERsbCzMzMxgYmICb2/vMsctVoa1tTU6d+6M0NBQZGdnIzo6Gs2bN1eaFu+DDz7Ali1b0LNnTwwaNAgXLlzA2rVrlQb7qxvb22+/DV9fX3zxxRe4fPky2rVrhz179mDHjh0YO3ZsqW0/r/DwcCxbtgwjRoxAeno6XFxcsGXLFhw+fBjR0dEVjjFXh7Ozc6Xn5Py3yrznPXr0gL29PTp16gQ7OzucOXMGS5YsQZ8+faT4v/76a6SkpMDb2xsjR45Eq1atkJOTg4yMDOzdu1dKzkeOHIklS5YgODgY6enpcHBwwJo1a7Q2Qb6trS0mTZqEGTNmoGfPnujbty/OnTuH77//Hq+99tpzTQU1fPhwbN68GR9++CFSUlLQqVMnlJSU4OzZs9i8eTN+/fXXSg0tUUVHRwf//e9/0atXL7Ru3RqhoaFo3Lgxrl+/jpSUFJibm7/wHcE6duwIKysrhISEYPTo0ZDJZFizZs0L/9RZmWOqPP369cP//ve/Ur9WVGT27NnSfOQff/wx9PT0sGzZMhQWFpY5z3ZRURH8/PwwaNAg6Xjo3Lkz+vbtW6l9AZDml12zZg0OHToE4OkdORW+/PJLdOzYEV27dkV4eDiuXbuGBQsWoEePHujZs6fSNtPT05GTk4N+/fpVqr0vYvTo0cjJycGMGTMQHByMdevW4ZtvvkGvXr3g4+ODsLAwaco5CwsLpfNOZc8DFVm4cGGp84GOjg4mT56Mt956CzNnzkRoaCg6duyIP//8E+vWrSt1cxsFVd8vycnJiIiIwMCBA/Hyyy+juLgYa9askf4AUMXR0RFz587F5cuX8fLLL2PTpk04ceIEli9fLl1IamRkhFmzZuGTTz7BwIEDERAQgIMHD2Lt2rX48ssvKzWv94saM2YMFi1ahJMnTyr1imvq/Ofl5YWlS5di9uzZaN68ORo1aqTWTXjMzc2xdOlSDB8+HK+++iqGDBkCW1tbZGZmYteuXejUqVOpDq4ardrm6aDnppjaRfHQ19cX9vb24s033xTffvut0rQ7Cs9OP5aUlCT69esnHB0dhb6+vnB0dBRDhw4Vf//9t9J6O3bsEK1atRJ6enpK0wZ17dq13GmkyptybsOGDWLSpEmiUaNGwsjISPTp00dcuXKl1PoLFiwQjRs3FgYGBqJTp07i2LFjpbZZUWzPToclxNNpbsaNGyccHR1FgwYNhJubm/jmm2+UpsYR4uk0Np988kmpmMqbCu9Z2dnZIjQ0VNjY2Ah9fX3h4eFR5rR4zzPlXEUqM+VcZd7zZcuWiTfeeEM0bNhQGBgYiGbNmonx48eL+/fvl2rnJ598IpycnESDBg2Evb298PPzE8uXL1eqd+XKFdG3b19hbGwsbGxsxJgxY0RCQoJaU85VNLViRfUUx92z+1myZIlo2bKlaNCggbCzsxMfffSRuHfvnlKd8o7vso6toqIiMXfuXNG6dWthYGAgrKyshJeXl5gxY4bS61bWsaWYjuubb74pM/Znp8c6fvy46N+/v/T+ODs7i0GDBomkpKSKXqJy9/Osw4cPi9dff10YGRkJR0dHMWHCBPHrr7+Weh3Lm3KurO1X9pgqS0ZGhgBQakq/f3t2yjnFegEBAcLU1FQYGxsLX19fceTIEaU6iuNm//79Ijw8XFhZWQlTU1MRFBSkNN1aRf59Hn728ayDBw+Kjh07CkNDQ2Frays++eSTMs/Vn3/+uWjSpEmpc9OLqmiat1GjRgkA4sMPPxRCPJ3ur1OnTsLIyEiYm5uLt99+W/z111+l1qvMeaCiKefKeiimbHv8+LH49NNPhYODgzAyMhKdOnUSqampz/39cvHiRfH++++LZs2aCUNDQ2FtbS18fX3F3r17Vb52ivPBsWPHhI+PjzA0NBTOzs5iyZIlZdZfvny5aNGihdDX1xfNmjUTixYt0vj7Wd45Qoj/e33/PeWcwouc/4R4OjVcnz59hJmZmQAgvRfqnodTUlJEQECAsLCwEIaGhqJZs2ZixIgR4tixY1KdZ6fN+7cX/a7WFNn/D4aIiEjr/Pz8pBvjaFJcXBxCQ0Nx9OhRjfwaoAmFhYVwcXHBxIkTMWbMGG2HQ0QqcEwzERHVGF999RU2bdqkkSkba7qVK1eiQYMG+PDDD7UdChFVApNmIiKqMby9vVFUVKSx2Wdqsg8//BCZmZll3giFiGoeJs1ERERERCpwTDMRERERkQrsaSYiIiIiUoHzNFchuVyOGzduwMzMrErvHkZEREREz0cIgQcPHsDR0bHc23gDTJqr1I0bN0rdwpWIiIiIap6rV6/ipZdeKnc5k+YqpLj71dWrV0vdypWIiIiItC8vLw9OTk4q71rKpLkKKYZkmJubM2kmIiIiqsFUDaXlhYBERERERCowaSYiIiIiUoFJMxERERGRCkyaiYiIiIhUYNJMRERERKQCk2YiIiIiIhWYNBMRERERqcCkmYiIiIhIBd7cpAZzmbhLa/u+/HUfre2biIiIqKapET3N3333HVxcXGBoaAhvb2/8/vvvFdaPj49Hy5YtYWhoCA8PD+zevVtpuRAC06ZNg4ODA4yMjODv74/z588r1cnJyUFQUBDMzc1haWmJsLAw5OfnS8svX74MmUxW6vHbb79pruFEREREVCtoPWnetGkTIiMjERUVhYyMDLRr1w4BAQG4detWmfWPHDmCoUOHIiwsDMePH0dgYCACAwNx6tQpqc68efMQExOD2NhYpKWlwcTEBAEBAXj8+LFUJygoCKdPn0ZiYiJ27tyJAwcOIDw8vNT+9u7di5s3b0oPLy8vzb8IRERERFSjyYQQQpsBeHt747XXXsOSJUsAAHK5HE5OThg1ahQmTpxYqv7gwYNRUFCAnTt3SmWvv/46PD09ERsbCyEEHB0d8emnn+Kzzz4DANy/fx92dnaIi4vDkCFDcObMGbRq1QpHjx5F+/btAQAJCQno3bs3rl27BkdHR1y+fBmurq44fvw4PD09K9WWwsJCFBYWSs/z8vLg5OSE+/fvw9zcXO3XhsMziIiIiKpWXl4eLCwsVOZrWu1pLioqQnp6Ovz9/aUyHR0d+Pv7IzU1tcx1UlNTleoDQEBAgFT/0qVLyMrKUqpjYWEBb29vqU5qaiosLS2lhBkA/P39oaOjg7S0NKVt9+3bF40aNULnzp3x008/VdieOXPmwMLCQno4OTlV4lUgIiIioppOq0nznTt3UFJSAjs7O6VyOzs7ZGVllblOVlZWhfUV/6qq06hRI6Xlenp6sLa2luqYmppiwYIFiI+Px65du9C5c2cEBgZWmDhPmjQJ9+/flx5Xr15V9RIQERERUS3A2TPKYWNjg8jISOn5a6+9hhs3buCbb75B3759y1zHwMAABgYG1RUiEREREVUTrfY029jYQFdXF9nZ2Url2dnZsLe3L3Mde3v7Cusr/lVV59kLDYuLi5GTk1PufoGn46//+eefSrSMiIiIiOoSrSbN+vr68PLyQlJSklQml8uRlJQEHx+fMtfx8fFRqg8AiYmJUn1XV1fY29sr1cnLy0NaWppUx8fHB7m5uUhPT5fqJCcnQy6Xw9vbu9x4T5w4AQcHB/UbSkRERES1mtaHZ0RGRiIkJATt27dHhw4dEB0djYKCAoSGhgIAgoOD0bhxY8yZMwcAMGbMGHTt2hULFixAnz59sHHjRhw7dgzLly8HAMhkMowdOxazZ8+Gm5sbXF1dMXXqVDg6OiIwMBAA4O7ujp49e2LkyJGIjY3FkydPEBERgSFDhsDR0REAsGrVKujr6+OVV14BAGzbtg0rVqzAf//732p+hYiIiIhI27SeNA8ePBi3b9/GtGnTkJWVBU9PTyQkJEgX8mVmZkJH5/86xDt27Ij169djypQpmDx5Mtzc3LB9+3a0adNGqjNhwgQUFBQgPDwcubm56Ny5MxISEmBoaCjVWbduHSIiIuDn5wcdHR0MGDAAMTExSrHNmjULV65cgZ6eHlq2bIlNmzbh3XffreJXhIiIiIhqGq3P01yXVXbev/JwnmYiIiKiqlUr5mkmIiIiIqoNmDQTEREREanApJmIiIiISAUmzUREREREKjBpJiIiIiJSgUkzEREREZEKTJqJiIiIiFRg0kxEREREpAKTZiIiIiIiFZg0ExERERGpwKSZiIiIiEgFJs1ERERERCowaSYiIiIiUoFJMxERERGRCkyaiYiIiIhUYNJMRERERKQCk2YiIiIiIhXUTpqjoqJw5cqVqoiFiIiIiKhGUjtp3rFjB5o1awY/Pz+sX78ehYWFVREXEREREVGNoXbSfOLECRw9ehStW7fGmDFjYG9vj48++ghHjx6tiviIiIiIiLTuucY0v/LKK4iJicGNGzfw448/4tq1a+jUqRPatm2Lb7/9Fvfv39d0nEREREREWvNCFwIKIfDkyRMUFRVBCAErKyssWbIETk5O2LRpk6ZiJCIiIiLSqudKmtPT0xEREQEHBweMGzcOr7zyCs6cOYP9+/fj/Pnz+PLLLzF69GhNx0pEREREpBVqJ80eHh54/fXXcenSJfz444+4evUqvv76azRv3lyqM3ToUNy+fVujgRIRERERaYueuisMGjQI77//Pho3blxuHRsbG8jl8hcKjIiIiIioplA7aZ46dWpVxEFEREREVGOpPTxjwIABmDt3bqnyefPmYeDAgRoJioiIiIioJlE7aT5w4AB69+5dqrxXr144cOCARoIiIiIiIqpJ1E6a8/Pzoa+vX6q8QYMGyMvL00hQREREREQ1yXPNnlHWHMwbN25Eq1atNBIUEREREVFN8lwXAvbv3x8XLlxA9+7dAQBJSUnYsGED4uPjNR4gEREREZG2qZ00v/3229i+fTu++uorbNmyBUZGRmjbti327t2Lrl27VkWMRERERERa9Vx3BOzTpw8OHz6MgoIC3LlzB8nJyS+UMH/33XdwcXGBoaEhvL298fvvv1dYPz4+Hi1btoShoSE8PDywe/dupeVCCEybNg0ODg4wMjKCv78/zp8/r1QnJycHQUFBMDc3h6WlJcLCwpCfn1/m/v755x+YmZnB0tLyudtIRERERLXXcyXNAFBUVIRr164hMzNT6aGuTZs2ITIyElFRUcjIyEC7du0QEBCAW7dulVn/yJEjGDp0KMLCwnD8+HEEBgYiMDAQp06dkurMmzcPMTExiI2NRVpaGkxMTBAQEIDHjx9LdYKCgnD69GkkJiZi586dOHDgAMLDw0vt78mTJxg6dCi6dOmidtuIiIiIqG6QCSGEOiucP38e77//Po4cOaJULoSATCZDSUmJWgF4e3vjtddew5IlSwAAcrkcTk5OGDVqFCZOnFiq/uDBg1FQUICdO3dKZa+//jo8PT0RGxsLIQQcHR3x6aef4rPPPgMA3L9/H3Z2doiLi8OQIUNw5swZtGrVCkePHkX79u0BAAkJCejduzeuXbsGR0dHaduff/45bty4AT8/P4wdOxa5ubnltqWwsBCFhYXS87y8PDg5OeH+/fswNzdX63UBAJeJu9ReR1Muf91Ha/smIiIiqi55eXmwsLBQma+p3dM8YsQI6OjoYOfOnUhPT0dGRgYyMjJw/PhxZGRkqLWtoqIipKenw9/f//8C0tGBv78/UlNTy1wnNTVVqT4ABAQESPUvXbqErKwspToWFhbw9vaW6qSmpsLS0lJKmAHA398fOjo6SEtLk8qSk5MRHx+P7777rlLtmTNnDiwsLKSHk5NTpdYjIiIioppN7QsBT5w4gfT0dLRs2fKFd37nzh2UlJTAzs5OqdzOzg5nz54tc52srKwy62dlZUnLFWUV1WnUqJHScj09PVhbW0t17t69ixEjRmDt2rWV7iWeNGkSIiMjpeeKnmYiIiIiqt3UTppbtWqFO3fuVEUsNcrIkSPx3nvv4Y033qj0OgYGBjAwMKjCqIiIiIhIG9QenjF37lxMmDAB+/btw927d5GXl6f0UIeNjQ10dXWRnZ2tVJ6dnQ17e/sy17G3t6+wvuJfVXWevdCwuLgYOTk5Up3k5GTMnz8fenp60NPTQ1hYGO7fvw89PT2sWLFCrXYSERERUe2mdtLs7++P3377DX5+fmjUqBGsrKxgZWUFS0tLWFlZqbUtfX19eHl5ISkpSSqTy+VISkqCj49Pmev4+Pgo1QeAxMREqb6rqyvs7e2V6uTl5SEtLU2q4+Pjg9zcXKSnp0t1kpOTIZfL4e3tDeDpuOcTJ05Ij5kzZ8LMzAwnTpzAO++8o1Y7iYiIiKh2U3t4RkpKikYDiIyMREhICNq3b48OHTogOjoaBQUFCA0NBQAEBwejcePGmDNnDgBgzJgx6Nq1KxYsWIA+ffpg48aNOHbsGJYvXw4AkMlkGDt2LGbPng03Nze4urpi6tSpcHR0RGBgIADA3d0dPXv2xMiRIxEbG4snT54gIiICQ4YMkWbOcHd3V4rz2LFj0NHRQZs2bTTafiIiIiKq+dROmjV917/Bgwfj9u3bmDZtGrKysuDp6YmEhATpQr7MzEzo6Pxfh3jHjh2xfv16TJkyBZMnT4abmxu2b9+ulMxOmDABBQUFCA8PR25uLjp37oyEhAQYGhpKddatW4eIiAj4+flBR0cHAwYMQExMjEbbRkRERER1g9rzNAPAwYMHsWzZMly8eBHx8fFo3Lgx1qxZA1dXV3Tu3Lkq4qyVKjvvX3k4TzMRERFR1aqyeZq3bt2KgIAAGBkZISMjQ7qZx/379/HVV189f8RERERERDWU2knz7NmzERsbix9++AENGjSQyjt16qT2zU2IiIiIiGoDtZPmc+fOlTl3sYWFRYW3mCYiIiIiqq3UTprt7e3xzz//lCo/dOgQmjZtqpGgiIiIiIhqErWT5pEjR2LMmDFIS0uDTCbDjRs3sG7dOnz22Wf46KOPqiJGIiIiIiKtUnvKuYkTJ0Iul8PPzw8PHz7EG2+8AQMDA3z22WcYNWpUVcRIRERERKRVaifNMpkMX3zxBcaPH49//vkH+fn5aNWqFUxNTasiPiIiIiIirVM7aVbQ19dHq1atNBkLEREREVGNpHbS7OvrC5lMVu7y5OTkFwqIiIiIiKimUTtp9vT0VHr+5MkTnDhxAqdOnUJISIim4iIiIiIiqjHUTpoXLVpUZvn06dORn5//wgEREREREdU0ak85V55hw4ZhxYoVmtocEREREVGNobGkOTU1FYaGhpraHBERERFRjaH28Iz+/fsrPRdC4ObNmzh27BimTp2qscCIiIiIiGoKtZNmCwsLpec6Ojpo0aIFZs6ciR49emgsMCIiIiKimkLtpHnlypVVEQcRERERUY2lsTHNRERERER1ldo9zVZWVhXe3OTfcnJy1A6IiIiIiKimUTtpnjp1KmbPno2AgAD4+PgAeDpzxq+//oqpU6fC2tpa40ESEREREWmT2knz4cOHMXPmTEREREhlo0ePxpIlS7B3715s375dk/EREREREWmd2mOaf/31V/Ts2bNUec+ePbF3716NBEVEREREVJOonTQ3bNgQO3bsKFW+Y8cONGzYUCNBERERERHVJGoPz5gxYwY++OAD7Nu3D97e3gCAtLQ0JCQk4IcfftB4gERERERE2qZ20jxixAi4u7sjJiYG27ZtAwC4u7vj0KFDUhJNRERERFSXqJ00A4C3tzfWrVun6ViIiIiIiGqk57q5yYULFzBlyhS89957uHXrFgDgl19+wenTpzUaHBERERFRTaB20rx//354eHggLS0NW7duRX5+PgDg5MmTiIqK0niARERERETapnbSPHHiRMyePRuJiYnQ19eXyrt3747ffvtNo8EREREREdUEao9p/vPPP7F+/fpS5Y0aNcKdO3c0EhTVby4Td2lt35e/7qO1fRMREVHNpXZPs6WlJW7evFmq/Pjx42jcuLFGgiIiIiIiqknU7mkeMmQIPv/8c8THx0Mmk0Eul+Pw4cP47LPPEBwcXBUxEtUL7GEnIiKqudTuaf7qq6/QsmVLODk5IT8/H61atcIbb7yBjh07YsqUKVURIxERERGRVqmVNAshkJWVhZiYGFy8eBE7d+7E2rVrcfbsWaxZswa6urrPFcR3330HFxcXGBoawtvbG7///nuF9ePj49GyZUsYGhrCw8MDu3fvLhXntGnT4ODgACMjI/j7++P8+fNKdXJychAUFARzc3NYWloiLCxMmgkEAM6dOwdfX1/Y2dnB0NAQTZs2xZQpU/DkyZPnaiMRERER1V5qJ83NmzfHtWvX4OTkhN69e2PQoEFwc3N77gA2bdqEyMhIREVFISMjA+3atUNAQIA0//Ozjhw5gqFDhyIsLAzHjx9HYGAgAgMDcerUKanOvHnzEBMTg9jYWKSlpcHExAQBAQF4/PixVCcoKAinT59GYmIidu7ciQMHDiA8PFxa3qBBAwQHB2PPnj04d+4coqOj8cMPP3BaPSIiIqJ6SCaEEOqs0Lp1a/z44494/fXXNRKAt7c3XnvtNSxZsgQAIJfL4eTkhFGjRmHixIml6g8ePBgFBQXYuXOnVPb666/D09MTsbGxEELA0dERn376KT777DMAwP3792FnZ4e4uDgMGTIEZ86cQatWrXD06FG0b98eAJCQkIDevXvj2rVrcHR0LDPWyMhIHD16FAcPHqxU2/Ly8mBhYYH79+/D3NxcrdcFqL9jXNnu6scxzUREVF9VNl9Te0zz119/jfHjxyv17D6voqIipKenw9/f//8C0tGBv78/UlNTy1wnNTVVqT4ABAQESPUvXbqErKwspToWFhbw9vaW6qSmpsLS0lJKmAHA398fOjo6SEtLK3O///zzDxISEtC1a9dy21NYWIi8vDylBxERERHVfmonzcHBwfj999/Rrl07GBkZwdraWumhjjt37qCkpAR2dnZK5XZ2dsjKyipznaysrArrK/5VVadRo0ZKy/X09GBtbV1qvx07doShoSHc3NzQpUsXzJw5s9z2zJkzBxYWFtLDycmp3LpEREREVHuoPeVcdHR0FYRRc23atAkPHjzAyZMnMX78eMyfPx8TJkwos+6kSZMQGRkpPc/Ly2PiTERERFQHVDppnjZtGiZOnIiQkBAAwL1792BlZfVCO7exsYGuri6ys7OVyrOzs2Fvb1/mOvb29hXWV/ybnZ0NBwcHpTqenp5SnWcvNCwuLkZOTk6p/SqS3latWqGkpATh4eH49NNPy5wpxMDAAAYGBqqaTURERES1TKWHZ3z55ZdKU7I5Ozvj4sWLL7RzfX19eHl5ISkpSSqTy+VISkqCj49Pmev4+Pgo1QeAxMREqb6rqyvs7e2V6uTl5SEtLU2q4+Pjg9zcXKSnp0t1kpOTIZfL4e3tXW68crkcT548gVwuV7+xRERERFRrVbqn+dlJNtScdKNckZGRCAkJQfv27dGhQwdER0ejoKAAoaGhAJ6OoW7cuDHmzJkDABgzZgy6du2KBQsWoE+fPti4cSOOHTuG5cuXAwBkMhnGjh2L2bNnw83NDa6urpg6dSocHR0RGBgIAHB3d0fPnj0xcuRIxMbG4smTJ4iIiMCQIUOkmTPWrVuHBg0awMPDAwYGBjh27BgmTZqEwYMHo0GDBhppOxERERHVDmqPada0wYMH4/bt25g2bRqysrLg6emJhIQE6UK+zMxM6Oj8X4d4x44dsX79ekyZMgWTJ0+Gm5sbtm/fjjZt2kh1JkyYgIKCAoSHhyM3NxedO3dGQkICDA0NpTrr1q1DREQE/Pz8oKOjgwEDBiAmJkZarqenh7lz5+Lvv/+GEALOzs6IiIjAuHHjquFVIao/ONUeERHVBpWep1lXVxd///03bG1tIYSAk5MTDh06BBcXF6V6zzMfcV3FeZqfD9td/dhuIiKqryqbr6k1POPll19Wev7KK68oPZfJZCgpKXnOkImIiIiIaqZKJ80pKSlVGQcRERERUY1V6aS5ojvhERERERHVZWrfEZCIiIiIqL7R+uwZRET1UX29ALK+tpuIaj/2NBMRERERqcCkmYiIiIhIBSbNREREREQqVGpMc//+/Su9wW3btj13MERERERENVGlepotLCykh7m5OZKSknDs2DFpeXp6OpKSkmBhYVFlgRIRERERaUuleppXrlwp/f/zzz/HoEGDEBsbC11dXQBASUkJPv74Y95Cm4iIiIjqJLXHNK9YsQKfffaZlDADgK6uLiIjI7FixQqNBkdEREREVBOonTQXFxfj7NmzpcrPnj0LuVyukaCIiIiIiGoStW9uEhoairCwMFy4cAEdOnQAAKSlpeHrr79GaGioxgMkIiIiItI2tZPm+fPnw97eHgsWLMDNmzcBAA4ODhg/fjw+/fRTjQdIRERERKRtaifNOjo6mDBhAiZMmIC8vDwA4AWARERERFSnPdfNTYqLi7F3715s2LABMpkMAHDjxg3k5+drNDgiIiIioppA7Z7mK1euoGfPnsjMzERhYSHefPNNmJmZYe7cuSgsLERsbGxVxElEREREpDVq9zSPGTMG7du3x71792BkZCSVv/POO0hKStJocERERERENYHaPc0HDx7EkSNHoK+vr1Tu4uKC69evaywwIiIiIqKaQu2eZrlcjpKSklLl165dg5mZmUaCIiIiIiKqSdROmnv06IHo6GjpuUwmQ35+PqKiotC7d29NxkZEREREVCOoPTxjwYIFCAgIQKtWrfD48WO89957OH/+PGxsbLBhw4aqiJGIiIiISKvUTppfeuklnDx5Eps2bcLJkyeRn5+PsLAwBAUFKV0YSERERERUV6idNAOAnp4egoKCEBQUpOl4iIiIiIhqHLXHNOvq6sLX1xc5OTlK5dnZ2dDV1dVYYERERERENYXaSbMQAoWFhWjfvj1Onz5dahkRERERUV2j9vAMmUyGrVu34uuvv4aPjw/WrFmDfv36ScuIiIhImcvEXVrb9+Wv+2ht30R1yXP1NOvq6uLbb7/F/PnzMXjwYMyePZu9zERERERUZz3XhYAK4eHhcHNzw8CBA3HgwAFNxUREREREVKOo3dPs7OysdMGfr68vfvvtN1y9elWjgRERERER1RRq9zRfunSpVFnz5s1x/PhxZGdnayQoIiIiIqKaRO2e5vIYGhrC2dn5udb97rvv4OLiAkNDQ3h7e+P333+vsH58fDxatmwJQ0NDeHh4YPfu3UrLhRCYNm0aHBwcYGRkBH9/f5w/f16pTk5ODoKCgmBubg5LS0uEhYUhPz9fWr5v3z7069cPDg4OMDExgaenJ9atW/dc7SMiIiKi2q1SSbO1tTXu3LkDALCysoK1tXW5D3Vt2rQJkZGRiIqKQkZGBtq1a4eAgADcunWrzPpHjhzB0KFDERYWhuPHjyMwMBCBgYE4deqUVGfevHmIiYlBbGws0tLSYGJigoCAADx+/FiqExQUhNOnTyMxMRE7d+7EgQMHEB4errSftm3bYuvWrfjjjz8QGhqK4OBg7Ny5U+02EhEREVHtVqnhGYsWLYKZmRkAIDo6WqMBLFy4ECNHjkRoaCgAIDY2Frt27cKKFSswceLEUvW//fZb9OzZE+PHjwcAzJo1C4mJiViyZAliY2MhhEB0dDSmTJkiTYW3evVq2NnZYfv27RgyZAjOnDmDhIQEHD16FO3btwcALF68GL1798b8+fPh6OiIyZMnK+13zJgx2LNnD7Zt24a33npLo68BEREREdVslUqaQ0JCyvz/iyoqKkJ6ejomTZokleno6MDf3x+pqallrpOamorIyEilsoCAAGzfvh3A0zHXWVlZ8Pf3l5ZbWFjA29sbqampGDJkCFJTU2FpaSklzADg7+8PHR0dpKWl4Z133ilz3/fv34e7u3u57SksLERhYaH0PC8vr/zGExEREVGtUamkWZ3kz9zcvNJ179y5g5KSEtjZ2SmV29nZ4ezZs2Wuk5WVVWb9rKwsabmirKI6jRo1Ulqup6cHa2trqc6zNm/ejKNHj2LZsmXltmfOnDmYMWNGucuJiIiIqHaqVNJsaWmp8m5/QgjIZDKUlJRoJLCaJCUlBaGhofjhhx/QunXrcutNmjRJqRc8Ly8PTk5O1REiEREREVWhSiXNKSkpVbJzGxsb6OrqlpqqLjs7G/b29mWuY29vX2F9xb/Z2dlwcHBQquPp6SnVefZCw+LiYuTk5JTa7/79+/H2229j0aJFCA4OrrA9BgYGMDAwqLAOEREREdU+lUqau3btWiU719fXh5eXF5KSkhAYGAgAkMvlSEpKQkRERJnr+Pj4ICkpCWPHjpXKEhMT4ePjAwBwdXWFvb09kpKSpCQ5Ly8PaWlp+Oijj6Rt5ObmIj09HV5eXgCA5ORkyOVyeHt7S9vdt28f3nrrLcydO1dpZg0iIiIiql+e+zbaDx8+RGZmJoqKipTK27Ztq9Z2IiMjERISgvbt26NDhw6Ijo5GQUGBNJtGcHAwGjdujDlz5gB4OotF165dsWDBAvTp0wcbN27EsWPHsHz5cgCATCbD2LFjMXv2bLi5ucHV1RVTp06Fo6OjlJi7u7ujZ8+eGDlyJGJjY/HkyRNERERgyJAhcHR0BPC0d/2tt97CmDFjMGDAAGmss76+/nNNrUdEREREtZfaSfPt27cRGhqKX375pczl6o5pHjx4MG7fvo1p06YhKysLnp6eSEhIkC7ky8zMhI7O/00n3bFjR6xfvx5TpkzB5MmT4ebmhu3bt6NNmzZSnQkTJqCgoADh4eHIzc1F586dkZCQAENDQ6nOunXrEBERAT8/P+jo6GDAgAGIiYmRlq9atQoPHz7EnDlzpIQdeNrrvm/fPrXaSERERES1m9pJ89ixY5Gbm4u0tDR069YN//vf/5CdnY3Zs2djwYIFzxVEREREucMxykpQBw4ciIEDB5a7PZlMhpkzZ2LmzJnl1rG2tsb69evLXR4XF4e4uLhylxMRERFR/aF20pycnIwdO3agffv20NHRgbOzM958802Ym5tjzpw56NOnT1XESURERESkNZW6jfa/FRQUSHMcW1lZ4fbt2wAADw8PZGRkaDY6IiIiIqIaQO2e5hYtWuDcuXNwcXFBu3btsGzZMri4uCA2NlZpijciIiKq31wm7tLavi9/zV++SbPUTprHjBmDmzdvAgCioqLQs2dPrFu3Dvr6+hwDTERERER1ktpJ87Bhw6T/e3l54cqVKzh79iyaNGkCGxsbjQZHREREVNuwh71ueu55mhWMjY3x6quvaiIWIiIiIqIaSe2kWQiBLVu2ICUlBbdu3YJcLldavm3bNo0FR0RERERUEzzXPM3Lli2Dr68v7OzsIJPJqiIuIiIiIqIaQ+2kec2aNdi2bRt69+5dFfEQEREREdU4as/TbGFhgaZNm1ZFLERERERENZLaPc3Tp0/HjBkzsGLFChgZGVVFTERERERUy9T1WUPUTpoHDRqEDRs2oFGjRnBxcUGDBg2UlvOugERERERU16idNIeEhCA9PR3Dhg3jhYBEREREVC+onTTv2rULv/76Kzp37lwV8RARERER1ThqXwjo5OQEc3PzqoiFiIiIiKhGUjtpXrBgASZMmIDLly9XQThERERERDWP2sMzhg0bhocPH6JZs2YwNjYudSFgTk6OxoIjIiIiIqoJ1E6ao6OjqyAMIiIiIqKaS62k+cmTJ9i/fz+mTp0KV1fXqoqJiIiIiKhGUWtMc4MGDbB169aqioWIiIiIqEZS+0LAwMBAbN++vQpCISIiIiKqmdQe0+zm5oaZM2fi8OHD8PLygomJidLy0aNHayw4IiIiIqKaQO2k+ccff4SlpSXS09ORnp6utEwmkzFpJiIiIqI6R+2k+dKlS1URBxERERFRjaX2mOZ/E0JACKGpWIiIiIiIaqTnSppXr14NDw8PGBkZwcjICG3btsWaNWs0HRsRERERUY2g9vCMhQsXYurUqYiIiECnTp0AAIcOHcKHH36IO3fuYNy4cRoPkoiIiIhIm9ROmhcvXoylS5ciODhYKuvbty9at26N6dOnM2kmIiIiojpH7eEZN2/eRMeOHUuVd+zYETdv3tRIUERERERENYnaSXPz5s2xefPmUuWbNm2Cm5ubRoIiIiIiIqpJ1B6eMWPGDAwePBgHDhyQxjQfPnwYSUlJZSbTRERERES1ndo9zQMGDEBaWhpsbGywfft2bN++HTY2Nvj999/xzjvvVEWMRERERERapXZPMwB4eXlh7dq1mo6FiIiIiKhGeqGbm2jCd999BxcXFxgaGsLb2xu///57hfXj4+PRsmVLGBoawsPDA7t371ZaLoTAtGnT4ODgACMjI/j7++P8+fNKdXJychAUFARzc3NYWloiLCwM+fn50vLHjx9jxIgR8PDwgJ6eHgIDAzXWXiIiIiKqfSqdNOvo6EBXV7fCh56eeh3XmzZtQmRkJKKiopCRkYF27dohICAAt27dKrP+kSNHMHToUISFheH48eMIDAxEYGAgTp06JdWZN28eYmJiEBsbi7S0NJiYmCAgIACPHz+W6gQFBeH06dNITEzEzp07ceDAAYSHh0vLS0pKYGRkhNGjR8Pf31+tNhERERFR3VPpLPd///tfuctSU1MRExMDuVyu1s4XLlyIkSNHIjQ0FAAQGxuLXbt2YcWKFZg4cWKp+t9++y169uyJ8ePHAwBmzZqFxMRELFmyBLGxsRBCIDo6GlOmTEG/fv0APL17oZ2dHbZv344hQ4bgzJkzSEhIwNGjR9G+fXsAT+ee7t27N+bPnw9HR0eYmJhg6dKlAJ5e5Jibm1up9hQWFqKwsFB6npeXp9brQUREREQ1U6V7mvv161fq0bJlS8TFxWH+/PkYOHAgzp07V+kdFxUVIT09XaknV0dHB/7+/khNTS1zndTU1FI9vwEBAVL9S5cuISsrS6mOhYUFvL29pTqpqamwtLSUEmYA8Pf3h46ODtLS0iodf1nmzJkDCwsL6eHk5PRC2yMiIiKimuG5xjTfuHEDI0eOhIeHB4qLi3HixAmsWrUKzs7Old7GnTt3UFJSAjs7O6VyOzs7ZGVllblOVlZWhfUV/6qq06hRI6Xlenp6sLa2Lne/lTVp0iTcv39fely9evWFtkdERERENYNag5Dv37+Pr776CosXL4anpyeSkpLQpUuXqoqt1jEwMICBgYG2wyAiIiIiDat0T/O8efPQtGlT7Ny5Exs2bMCRI0deKGG2sbGBrq4usrOzlcqzs7Nhb29f5jr29vYV1lf8q6rOsxcaFhcXIycnp9z9EhEREVH9VumkeeLEiXj8+DGaN2+OVatWoX///mU+KktfXx9eXl5ISkqSyuRyOZKSkuDj41PmOj4+Pkr1ASAxMVGq7+rqCnt7e6U6eXl5SEtLk+r4+PggNzcX6enpUp3k5GTI5XJ4e3tXOn4iIiIiqj8qPTwjODgYMplMozuPjIxESEgI2rdvjw4dOiA6OhoFBQXSbBrBwcFo3Lgx5syZAwAYM2YMunbtigULFqBPnz7YuHEjjh07huXLlwMAZDIZxo4di9mzZ8PNzQ2urq6YOnUqHB0dpbmW3d3d0bNnT4wcORKxsbF48uQJIiIiMGTIEDg6Okqx/fXXXygqKkJOTg4ePHiAEydOAAA8PT01+hoQERERUc1X6aQ5Li5O4zsfPHgwbt++jWnTpiErKwuenp5ISEiQLuTLzMyEjs7/dYZ37NgR69evx5QpUzB58mS4ublh+/btaNOmjVRnwoQJKCgoQHh4OHJzc9G5c2ckJCTA0NBQqrNu3TpERETAz88POjo6GDBgAGJiYpRi6927N65cuSI9f+WVVwA8vXkKEREREdUvz3UbbU2KiIhAREREmcv27dtXqmzgwIEYOHBguduTyWSYOXMmZs6cWW4da2trrF+/vsK4Ll++XOFyIiIiIqo/tH4bbSIiIiKimo5JMxERERGRCkyaiYiIiIhUYNJMRERERKQCk2YiIiIiIhWYNBMRERERqcCkmYiIiIhIBSbNREREREQqMGkmIiIiIlKBSTMRERERkQpMmomIiIiIVGDSTERERESkApNmIiIiIiIVmDQTEREREanApJmIiIiISAUmzUREREREKjBpJiIiIiJSgUkzEREREZEKTJqJiIiIiFRg0kxEREREpAKTZiIiIiIiFZg0ExERERGpwKSZiIiIiEgFJs1ERERERCowaSYiIiIiUoFJMxERERGRCkyaiYiIiIhUYNJMRERERKQCk2YiIiIiIhWYNBMRERERqcCkmYiIiIhIBSbNREREREQq1Iik+bvvvoOLiwsMDQ3h7e2N33//vcL68fHxaNmyJQwNDeHh4YHdu3crLRdCYNq0aXBwcICRkRH8/f1x/vx5pTo5OTkICgqCubk5LC0tERYWhvz8fKU6f/zxB7p06QJDQ0M4OTlh3rx5mmkwEREREdUqWk+aN23ahMjISERFRSEjIwPt2rVDQEAAbt26VWb9I0eOYOjQoQgLC8Px48cRGBiIwMBAnDp1Sqozb948xMTEIDY2FmlpaTAxMUFAQAAeP34s1QkKCsLp06eRmJiInTt34sCBAwgPD5eW5+XloUePHnB2dkZ6ejq++eYbTJ8+HcuXL6+6F4OIiIiIaiQ9bQewcOFCjBw5EqGhoQCA2NhY7Nq1CytWrMDEiRNL1f/222/Rs2dPjB8/HgAwa9YsJCYmYsmSJYiNjYUQAtHR0ZgyZQr69esHAFi9ejXs7Oywfft2DBkyBGfOnEFCQgKOHj2K9u3bAwAWL16M3r17Y/78+XB0dMS6detQVFSEFStWQF9fH61bt8aJEyewcOFCpeT63woLC1FYWCg9v3//PoCnCfjzkBc+fK71NOF5Y9YEtrv6sd3Vj+2ufmx39WO7qx/b/fzrCiEqrii0qLCwUOjq6or//e9/SuXBwcGib9++Za7j5OQkFi1apFQ2bdo00bZtWyGEEBcuXBAAxPHjx5XqvPHGG2L06NFCCCF+/PFHYWlpqbT8yZMnQldXV2zbtk0IIcTw4cNFv379lOokJycLACInJ6fM2KKiogQAPvjggw8++OCDDz5q2ePq1avlpaxCCCG02tN8584dlJSUwM7OTqnczs4OZ8+eLXOdrKysMutnZWVJyxVlFdVp1KiR0nI9PT1YW1sr1XF1dS21DcUyKyurUrFNmjQJkZGR0nO5XI6cnBw0bNgQMpmszPZUlby8PDg5OeHq1aswNzev1n1rE9vNdtcHbDfbXR+w3Wx3dRFC4MGDB3B0dKywntaHZ9QlBgYGMDAwUCqztLTUTjD/n7m5eb360Cmw3fUL212/sN31C9tdv2ir3RYWFirraPVCQBsbG+jq6iI7O1upPDs7G/b29mWuY29vX2F9xb+q6jx7oWFxcTFycnKU6pS1jX/vg4iIiIjqB60mzfr6+vDy8kJSUpJUJpfLkZSUBB8fnzLX8fHxUaoPAImJiVJ9V1dX2NvbK9XJy8tDWlqaVMfHxwe5ublIT0+X6iQnJ0Mul8Pb21uqc+DAATx58kRpPy1atChzaAYRERER1WEVjniuBhs3bhQGBgYiLi5O/PXXXyI8PFxYWlqKrKwsIcTTC/ImTpwo1T98+LDQ09MT8+fPF2fOnBFRUVGiQYMG4s8//5TqfP3118LS0lLs2LFD/PHHH6Jfv37C1dVVPHr0SKrTs2dP8corr4i0tDRx6NAh4ebmJoYOHSotz83NFXZ2dmL48OHi1KlTYuPGjcLY2FgsW7asGl6VF/f48WMRFRUlHj9+rO1QqhXbzXbXB2w3210fsN1sd02j9aRZCCEWL14smjRpIvT19UWHDh3Eb7/9Ji3r2rWrCAkJUaq/efNm8fLLLwt9fX3RunVrsWvXLqXlcrlcTJ06VdjZ2QkDAwPh5+cnzp07p1Tn7t27YujQocLU1FSYm5uL0NBQ8eDBA6U6J0+eFJ07dxYGBgaicePG4uuvv9Zsw4mIiIioVpAJoWpSOiIiIiKi+k3rdwQkIiIiIqrpmDQTEREREanApJmIiIiISAUmzUREREREKjBpJiKiGmPmzJl4+PChtsMgIiqFs2fUMXK5HJcuXYIQAk2bNoWODv8uororLy8PycnJaNGiBdzd3bUdDmmAnp4erl27Vm/vvJqZmQlbW1sYGRkplR88eBBLlixBcXExgoOD0a9fPy1FSKR5ilRUJpNpOZKKMaOqQ+bNmwcbGxu8/PLLaNGiBRo2bIivv/5a22Fp3B9//AG5XC79v6IH1S2DBg3CkiVLAACPHj1C+/btMWjQILRt2xZbt27VcnSapc5xfvHiRaW7l9ZmTZo0QVxcHE6ePKmy3RcuXEBRUZG2Q9YoFxcXuLu74/Dhw1JZSkoK3nzzTel4GDBgAHbt2qWtEKtUeb80PHr0CDNnztRCRFSVVq9eDQ8PDxgZGcHIyAht27bFmjVrtB1W+bQ5STRpzrfffivMzMzE/PnzRUZGhsjIyBDffPONMDMzE4sXL9Z2eBolk8lEdna29H8dHR0hk8mkh+K5jo6OliOtWr6+vuLevXulynNycoSvr2/1B1QN7OzsxIkTJ4QQQqxbt040b95cFBQUiO+//154enpqOTrNUnWcP/uwtLQUGzdu1HLUL27Dhg3CzMxMZXsVDwsLC7Fu3Tpth60xMplMfPLJJ0JfX19MmzZNlJSUiO7du4tZs2ZJdaKiokS3bt20GGXV0dHRkY77f7tz506dPqdbWloKKyurch910YIFC4SxsbGYMGGC2LFjh9ixY4cYP368MDY2FgsXLtR2eGXi8Iw64uWXX8aECRPwwQcfKJUvX74cCxcuxNmzZ7UUmeZduXIFTZo0gUwmw5UrVyqs6+zsXE1RVT8dHR0MHjy41M+4jx49wubNm1FSUqKlyKqOkZER/v77bzg5OSE4OBiOjo74+uuvkZmZiVatWiE/P1/bIWqMOsd5YWEh4uPj8cMPP+Dy5cvVE2AVksvlyMrKUtl7rmj38uXLVb5GtYWuri5u3ryJ06dPY9iwYXBxccGpU6ewf/9+eHp6AgBOnz6N7t27Izs7W7vBVgEdHR1kZ2fD1tZWqTw5ORmDBw/G7du3tRRZ1Vq1apXS84KCAhw9ehQ///wzvvjiC4wbN05LkVUdV1dXzJgxA8HBwUrlq1atwvTp03Hp0iUtRVY+PW0HQJqRmZmJ7t27lyr39/fH6NGjtRBR1fl3IlyXk+LKuH//Ph4/fqxUVlhYqKVoqp6TkxNSU1NhbW2NhIQEbNy4EQBw7949GBoaajk6zVL3OP/444+Rnp5elSFVGx0dHTg6Olaqbl1qN/B/Yzt9fX1x4sQJDB8+HA8ePIC5ublUx9jYGA8ePNBWiFXCysoKMpkMMpkML7/8stLY1pKSEuTn5+PDDz/UYoRVKyQkpMzy2NhYpKSkVHM01ePmzZvo2LFjqfKOHTvi5s2bWohINSbNdUSjRo1w+/ZtNG3aVKk8JycHNjY2Woqq+pSUlOD06dNo1aoV9PTqx2Ht7OyMNWvWoGHDhkrlt2/fRocOHbQUVdUaO3YsgoKCYGpqCmdnZ3Tr1g0AcODAAXh4eGg3uGqSl5enlEApWFlZYdu2bVqIqHrUx3bb2toiISEBFy9eVPrD6dKlS5X+o6K2iI6OhhAC77//PmbMmAELCwtpmb6+PlxcXODj46PFCLUjICAAEyZM0HYYVaJ58+bYvHkzJk+erFS+adMmuLm5aSmqitWP7KIeCA4OxvHjx+Ht7a1Unp6ejuHDh2spqurz888/Y8CAAVi9ejWCgoK0HU61KO+nK1tb2xr5s5YmfPzxx/D29kZmZibefPNNaXaYpk2bYvbs2VqOrurt3bsXAQEB2LZtW72aPaE+tbtr167Q19dXKnu2M2Tfvn3o3bt3dYZV5RQ9ra6urujUqVO96fxQRSaT1dke9hkzZmDw4ME4cOAAOnXqBAA4fPgwkpKSsHnzZi1HVzaOaaY64Z133kFqaio8PDyQmJio7XCIqsTw4cOxY8cO+Pv719ne1bLU13YT1XXp6elYtGgRzpw5AwBwd3fHp59+ildeeUXLkZWNU85RrXfnzh388ssviIuLw/79+3Ht2jVth1St0tLSYG1tXWfHvZUlLy8PMTExuHv3rrZDqTb5+fnYvn07lixZgt27d9ebttfXdgNPj/P6qj6e14D6124vLy+sXbsW6enpSE9Px9q1a2tswgwwaa5z6tsHDgA2bNiANm3aoGfPnujSpUvNnuOxCsTFxaGgoAArV67UdijVZsOGDRg3blypK87rsvj4eLz00ksIDg5Gu3btsGHDBm2HVC3qa7v37t0LKysr7NixQ9uhaEV9PK8B9bfdtQWT5jqmPn7g4uLipClrhg0bhtWrV2s5oupTWFiIzZs3Y9asWdi2bVudmnKtInFxcXjllVcQFxen7VCqTVxcnHR9wrBhw+rNZ7y+tnvVqlUwMTGpV38YKtTX81p9bXet6uzT5iTRpFmPHz8W1tbWYu7cucLExEQ8ePBA2yFVuT///FPo6+uL27dvCyGEePDggTA2Nha//fabliOrHps2bRJNmjQRcrlctG7dWqxcuVLbIVW5c+fOCX19ffH3338LY2NjkZGRoe2QqtzFixeFnp6eyMzMFEI8vdGDvr6+OHXqlJYjq1r1td0PHjwQpqamYtWqVcLAwEDcuXNH2yFVq/p4XhOi/rb7ww8/FPr6+mL48OHaDkUl9jTXITt27ICpqSnGjx8PFxcXbNmyRdshVblVq1ahR48e0rR6pqamCAwMrDc9kKtWrUJQUBBkMlm96YVbtWoV/P394ebmhn79+tWL93rVqlXo0qULnJycAAANGzZEz54963zb62u76+uQFIX6eF4D6me7a13vurazdtKc3r17i0mTJgkhhJgzZ4544403tBxR1SouLhb29vZi8+bNSuW7d+8WVlZWorCwUEuRVY+bN2+KBg0aiLNnzwohhMjMzBS6urri4sWLWo6s6sjlcuHk5CTdLnrXrl3C1tZWPHnyRMuRVS1XV9dSvU6bN28WDg4OoqSkRDtBVYP62u433nhDfPnll0IIIWJiYsSrr76q5YiqT308rwlRf9td23rX2dNcR2RlZSExMVGa6zIoKAiHDx+us/P1AsCtW7fw0UcflZq3NSAgAJGRkcjKytJSZNVj7dq18PT0RIsWLQA8vVte165d6/SY7qSkJDx48ACBgYEAnr7Xurq62LVrl3YDq0LXr19Ht27dMHDgQKXyfv36oXfv3nXittllqa/tvnTpEo4cOSKN437vvfdw6tQpnD59WsuRVY/6eF4D6m+7a13vurazdtKMb775Rrz22mtKZd27dxfTp0/XUkRU1dq0aSMWL16sVLZy5UrRtGlTLUVU9YYNGyY++OADpbJx48aJwMBALUVEpFlRUVHC19dXqaxv377is88+01JE1as+nteEqJ/tro296+xpriNWrVolzSChMHz48Dr/V+q/bdiwAQUFBdoOo1pcvXoVtra2GDp0qFL5u+++C1dXV5w/f15LkVWdBw8eYNu2baWO82HDhtWr+XsPHz6MwsJCbYdR7epLu1evXl3mMb5u3TrI5XItRVU96uN5Dai/7a6VvevaztrpxWVmZgpfX99SV1g/ePBA+Pn5ib///ltLkVUvMzMzceHCBW2HQVUkNzdX7N+/v8xlBw8eFDk5OdUckXbU1+O8PrT72rVrIjQ0VOTn5yuVFxYWirCwsDrffqpfamPvOm+jTXWGmZkZTp48iaZNm2o7lGp37do1ODo6QkeHPx7VdfX1OK+v7a7P6ut5rT60++rVqwgJCUF8fDwaNmwolefn5yMwMBBLly6Fm5ubFiMsW919R+qxa9eu1fmf8UhZq1at6uyFUeX5+OOPcefOHW2HQVRl6suQlPLUx/MaUD/a7eTkhOTkZKWEGXg6bezevXtrZMIMMGmuk+rDB05h9erV0pfKL7/8gsaNGwMAHj9+XLPHRWlYffzBaO3atcjLy9N2GNVu2bJlsLOzk56fOXMGf/75pxYjqh71sd29evXC9evXtR2G1tTH8xpQP9tdWzr7mDTXQfXpAxcaGoqEhAQcOHAAcrkcaWlpOHDgABISEhAaGqrt8KgK1afj/P3338d3330H4OkUZCYmJigoKEBAQABat24NT09PeHl51bmLIetruxXq0zFO9Vtt6exj0ky1mhAC/fv3R7du3ZQe/fv313Zo1Wry5MmwtrbWdhhUReLi4jBlyhT06tULt27dAgDMmDEDd+/exZ9//onjx49DLpdjzpw5Wo5Us+pru+mpyZMnw8rKStthVLv62O7a8gcik+Y6qL4lUGfPnsW9e/eUHmfPnq01H0J1REZGStPqRUZGSo/bt29j5syZSmV1Uffu3TFjxgwAT6egU1wUdu/ePXTv3l2boVW5ffv24cmTJ/Dw8MDu3buxbds2zJ49G61bt0bbtm0xZ84c/PTTT9oOU+Pqa7uB0kNS6osff/wRbdq0QVRUFOzt7dGmTRv897//1XZYVa6+trs20dN2AKQZzyZJM2fOVHq+cOHC6gyn2qSkpMDV1RV6esqHsrGxMVJSUrQUVdU5fvw4njx5Iv2/PDKZrLpCqlb79u2TehjXr18PY2NjAEBRURH279+v5eiqloODAxITE/Hll18iMDAQcrkczZo1k5a7u7vj2rVrWoywatSHdvfv3x9xcXEwNzcv9SvZli1blJ6bmpqidevW+PDDD2FhYVGdYVaLadOmYeHChRg1ahR8fHwAAKmpqRg3bhwyMzNLfbfVFfW13Qq1pbOPU87VEb6+vlJCpZgo/O+//4auri68vLyQnJys5QiJXpyOjg6OHz+O//znPygoKMDPP/8MFxcXZGdnw9HRESUlJdoOsUro6uri5s2baNSoEQDg4MGD+OGHH7BgwQLY2toCAP744w/4+vrWqfG99aXdoaGhiImJgZmZmcprMQoLC5GamgoPD4862cNua2uLmJiYUjf62LBhA0aNGlVnZ8ypL+1W51fQmtjZx57mOuLtt9+GmZkZVq1aJY2FunfvHkJDQ9GlSxctR0ekOQ4ODti/fz9CQ0Px2muvIT4+Hu7u7toOq0o927fRpUuXUp/r1NRUtG7dujrDqnL1pd0rV64s8//l+euvv/Daa69VZUha8+TJE7Rv375UuZeXF4qLi7UQUfWoL+1+9hfSjIwMFBcXl9nZVxNxTHMdsWDBAsyZM0fp4gErKyvMnj0bCxYs0GJkRJqjGHZiYGCA9evXY8yYMejZsye+//57LUdWtVJSUlT+dOnm5oa5c+dWU0TVo762W5UWLVrgyJEj2g6jSgwfPhxLly4tVb58+XIEBQVpIaLqUV/anZKSIj3efvttdO3aFdeuXUNGRgYyMjJw9epV+Pr6ok+fPtoOtUwcnlFHmJmZ4eeff0a3bt2UylNSUtC3b188ePBAO4ERaZCOjg6ysrKkn+sBYOvWrQgJCcGjR4/q7PAMorrs3z/ZFxcXIy4uDk2aNMHrr78OAEhLS0NmZiaCg4OxePFibYVZpUaNGoXVq1fDycmpzHY3aNBAqlsThy08j8aNG2PPnj2lfik6deoUevTogRs3bmgpsvJxeEYd8c477yA0NBQLFixAhw4dADz9wI0fP77eTb9GddelS5eksawKAwYMQMuWLXHs2DEtRUVEL+LZn+wVP81fuHABAGBjYwMbGxucPn262mOrLqdOncKrr74KoHS7T506JdWrSxd55+Xl4fbt26XKb9++XWM7+tjTXEc8fPgQn332GVasWCHNrqCnp4ewsDB88803MDEx0XKERERERE8FBwfj4MGDZXb2denSBatWrdJyhKUxaa5jCgoKpL9SmzVrxmSZiIiIapza2NnHpJmIiIiItKI2dfYxaSYiIiIiUoFTzhERERERqcCkmYiIiIhIBSbNREREREQqMGkmIiIiIlKBSTMRERERkQpMmomIiIiIVGDSTERERESkwv8D6lK6w0C0Z/gAAAAASUVORK5CYII=",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2070,7 +2175,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2080,7 +2185,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2090,7 +2195,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2100,7 +2205,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2110,7 +2215,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2120,7 +2225,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAq4AAAE8CAYAAAABuTPTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABID0lEQVR4nO3dd1QUV/sH8O8uZQEpoiLF0ERjbzFqolFEiD1qrNg1lthbYpQk9kRTjGIv+b0KCrYY26uxAoLGWFETTaxBwQJYQVRA4f7+8Oy+Lkt3d2cHvp9z5hz3TntmdnZ8uPfOHYUQQoCIiIiIyMQppQ6AiIiIiKgwmLgSERERkSwwcSUiIiIiWWDiSkRERESywMSViIiIiGSBiSsRERERyQITVyIiIiKSBSauRERERCQLTFyJiIiISBaYuJYwM2fOhEKhMMq+WrZsiZYtW2o+Hz58GAqFAlu3bjXK/gcNGgQvLy+j7Ku40tLSMHToULi4uEChUGDChAl634cxv/OiUF8Phw8f1sv2QkJCoFAocPr0ab1sjwpmzN/YyZMnYWlpiZs3bxplf1JauXIlPDw8kJGRIXUoJsfLywsdO3YscDl931+kolAoMGbMmAKXU9//bty4YfigTBwTVxOmvlDVk5WVFdzc3NCmTRssXrwYT5480ct+7ty5g5kzZ+LcuXN62Z4+mXJshTF37lyEhIRg5MiRWL9+Pfr375/nsl5eXlAoFAgICMh1/s8//6y5FkpS8pbbdf72229jzJgxSEpKkjo8Wblx44bWuTQzM4OHhwc+/vhjk/8NffXVV+jduzc8PT11rom8JmMk1Xfv3sXUqVPh5+cHOzu7ApOlY8eO4YMPPoCNjQ1cXFwwbtw4pKWlaS0zaNAgZGZmYtWqVXqLM+d3n9/E5Kdgv/32GxQKBdzc3JCdnS11OPQac6kDoILNnj0b3t7eePHiBRITE3H48GFMmDABCxYswK5du1C3bl3Nsl9//TWmTp1apO3fuXMHs2bNgpeXF+rXr1/o9Q4cOFCk/RRHfrH9/PPPJn9DiYyMxHvvvYcZM2YUankrKytERUUhMTERLi4uWvPCw8NhZWWF9PR0rfLifOemSH2dp6en4+jRo1ixYgV+++03XLhwATY2NlKHJyu9e/dG+/btkZWVhX/++QcrVqzA3r17cfz48SL9xo31Gzt37hwOHTqEY8eOAQBatGiB9evXay0zdOhQNG7cGMOHD9eU2draGjy2y5cv4/vvv0fVqlVRp04d/PHHH3kue+7cOfj7+6NGjRpYsGABbt26hfnz5+Pq1avYu3evZjkrKysMHDgQCxYswNixY/XSYuLk5KRzzn766SfcunULCxcu1FlW7lq0aIHnz5/D0tLSINsPDw+Hl5cXbty4gcjIyDwrFIylf//+CAwMhEqlkjQOkyDIZK1du1YAEKdOndKZFxERIaytrYWnp6d49uzZG+3n1KlTAoBYu3ZtoZZ/+vRpruVRUVECgPjll1/eKJ43ic3UeHt7iw4dOhRqWU9PT+Hv7y/s7e1FcHCw1ryEhAShVCpFt27d8rwmTI36eoiKisp3ubyu80mTJgkAYsOGDfkuR/8TFxcnAIgff/xRq3zXrl0CgBg+fLje9/nixQuRkZHxRtsYN26c8PDwENnZ2XkuU6ZMGTFw4MA32k9xpKamigcPHgghhPjll1/yvabbtWsnXF1dRUpKiqbs559/FgDE/v37tZY9ffq0ACAiIiIMFnuHDh2Ep6enwbZvCJ6enoW+ZxpKWlqaKFOmjFi8eLFo0KCBGDRoUKHWy8rKEs+fPy/SvgCI0aNHFyfMUotdBWSqVatWmDZtGm7evImwsDBNeW79HQ8ePIgPPvgAZcuWha2tLapVq4Yvv/wSwKt+Qo0aNQIADB48WNOUFBISAuBVP9batWvjzJkzaNGiBWxsbDTr5uzjqpaVlYUvv/wSLi4uKFOmDDp16oSEhAStZby8vDBo0CCddV/fZkGx5db/7unTp/jss8/g7u4OlUqFatWqYf78+RBCaC2n7le0Y8cO1K5dGyqVCrVq1cK+fftyP+E5JCcnY8iQIXB2doaVlRXq1auH0NBQzXx1/6u4uDjs2bOn0E10VlZW6Nq1KzZs2KBVvnHjRjg6OqJNmzY66xT1O1dbsmQJatWqBRsbGzg6OuLdd9/V2e/t27fxySefwNnZWXOO1qxZoxPDrVu30KVLF5QpUwYVK1bExIkT37j/XqtWrQAAcXFxWuUZGRmYNGkSnJycUKZMGXz88ce4d++ezvrLly9HrVq1oFKp4ObmhtGjR+Px48day6iv77///ht+fn6wsbFBpUqV8MMPP+hsLyMjAzNmzECVKlWgUqng7u6OL774Quc41dfWL7/8gpo1a8La2hrvv/8+/vrrLwDAqlWrUKVKFVhZWaFly5a5XhMnTpxA27Zt4eDgABsbG/j6+uL3338vyunTkvNc7ty5Ex06dICbmxtUKhV8fHwwZ84cZGVlaa2X8zembo6eP38+goOD4ePjA5VKhb///htA4a6p3OzYsQOtWrUqcs3j2bNn0a5dO9jb28PW1hb+/v44fvy41jLqbgcxMTH49NNPUb58edjb22PAgAF49OhRgfuws7NDuXLlClwuNTUVBw8eRL9+/WBvb68pHzBgAGxtbbFlyxat5Rs2bIhy5cph586dhTxa/Zg/fz6aNm2K8uXLw9raGg0bNsz1uYTnz59j3LhxqFChAuzs7NCpUyfcvn0bCoUCM2fO1CyXVz/ovPreh4WFoXHjxpprpEWLFrm23h09ehSNGzeGlZUVKleujHXr1mnNN2Qf1+3bt+P58+fo0aMHAgMDsW3bNp2WLuB/v/Xw8HDNvUb9f0hhz7NaeHg4qlWrBisrKzRs2BAxMTFa8/Pq47p37174+vrCzs4O9vb2aNSoUaF+c3LGrgIy1r9/f3z55Zc4cOAAhg0blusyFy9eRMeOHVG3bl3Mnj0bKpUK165d0/wnWKNGDcyePRvTp0/H8OHD0bx5cwBA06ZNNdt48OAB2rVrh8DAQPTr1w/Ozs75xvXtt99CoVBgypQpSE5ORnBwMAICAnDu3DlYW1sX+vgKE9vrhBDo1KkToqKiMGTIENSvXx/79+/H5MmTcfv2bZ3msqNHj2Lbtm0YNWoU7OzssHjxYnTr1g3x8fEoX758nnE9f/4cLVu2xLVr1zBmzBh4e3vjl19+waBBg/D48WOMHz8eNWrUwPr16zFx4kS89dZb+OyzzwAUromuT58+aN26Na5fvw4fHx8AwIYNG9C9e3dYWFgUuH5B3znwqgl43Lhx6N69O8aPH4/09HT8+eefOHHiBPr06QMASEpKwnvvvae5OTs5OWHv3r0YMmQIUlNTNQ+aPX/+HP7+/oiPj8e4cePg5uaG9evXIzIyssBY83P9+nUA0Pkuxo4dC0dHR8yYMQM3btxAcHAwxowZg82bN2uWmTlzJmbNmoWAgACMHDkSly9fxooVK3Dq1Cn8/vvvWufx0aNHaNu2Lbp27YqePXti69atmDJlCurUqYN27doBALKzs9GpUyccPXoUw4cPR40aNfDXX39h4cKFuHLlCnbs2KEV45EjR7Br1y6MHj0aADBv3jx07NgRX3zxBZYvX45Ro0bh0aNH+OGHH/DJJ59onavIyEi0a9cODRs2xIwZM6BUKrF27Vq0atUKR44cQePGjd/4XIaEhMDW1haTJk2Cra0tIiMjMX36dKSmpuLHH38scHtr165Feno6hg8fDpVKhXLlyhXqmsrN7du3ER8fj3feeadIx3Tx4kU0b94c9vb2+OKLL2BhYYFVq1ahZcuWiI6ORpMmTbSWHzNmDMqWLYuZM2dqroebN29qEqA39ddff+Hly5d49913tcotLS1Rv359nD17Vmedd955543+ICmORYsWoVOnTujbty8yMzOxadMm9OjRA7t370aHDh00yw0aNAhbtmxB//798d577yE6OlprfnHMmjULM2fORNOmTTF79mxYWlrixIkTiIyMROvWrTXLXbt2Dd27d8eQIUMwcOBArFmzBoMGDULDhg1Rq1atN4qhMMLDw+Hn5wcXFxcEBgZi6tSp+O9//4sePXroLBsZGYktW7ZgzJgxqFChgiaJL+x5BoDo6Ghs3rwZ48aNg0qlwvLly9G2bVucPHkStWvXzjPOkJAQfPLJJ6hVqxaCgoJQtmxZnD17Fvv27cv3Nyd7Ulf5Ut4K0zTq4OAgGjRooPk8Y8YM8frXunDhQgFA3Lt3L89t5Ncc7+vrKwCIlStX5jrP19dX81ndNFypUiWRmpqqKd+yZYsAIBYtWqQp8/T0zLXZL+c284tt4MCBWs1gO3bsEADEN998o7Vc9+7dhUKhENeuXdOUARCWlpZaZefPnxcAxJIlS3T29brg4GABQISFhWnKMjMzxfvvvy9sbW21jr0ozV7qZV++fClcXFzEnDlzhBBC/P333wKAiI6OzvWaKM533rlzZ1GrVq184xkyZIhwdXUV9+/f1yoPDAwUDg4Omi4q6vOxZcsWzTJPnz4VVapUKVJXgUOHDol79+6JhIQEsWnTJlG+fHlhbW0tbt26pbVcQECAVpPyxIkThZmZmXj8+LEQQojk5GRhaWkpWrduLbKysjTLLV26VAAQa9as0ZSpr+9169ZpyjIyMoSLi4vo1q2bpmz9+vVCqVSKI0eOaMW+cuVKAUD8/vvvmjIAQqVSibi4OE3ZqlWrBADh4uKidX0EBQUJAJpls7OzRdWqVUWbNm20jvHZs2fC29tbfPjhh/meS3VXgVmzZol79+6JxMREcfjwYdGgQQMBQPz666+a7eX06aefChsbG5Genq4py/kbU2/f3t5eJCcna61fmGsqN4cOHRIAxH//+998l8vZVaBLly7C0tJSXL9+XVN2584dYWdnJ1q0aKEpU183DRs2FJmZmZryH374QQAQO3fuLHSs+XUVUM+LiYnRmdejRw/h4uKiUz58+HBhbW1d6P0XVW5dBXJ+95mZmaJ27dqiVatWmrIzZ84IAGLChAlayw4aNEgAEDNmzNCU5bxG1HLel65evSqUSqX4+OOPtX6XQgita93T01PnPCYnJwuVSiU+++wzTVlhuyIVVVJSkjA3Nxc///yzpqxp06aic+fOOssCEEqlUly8eFFnXmHOs3obAMTp06c1ZTdv3hRWVlbi448/1pSpr2P1veLx48fCzs5ONGnSRKd7Qn5dbkoCdhWQOVtb23xHFyhbtiyAV02DxX3IQqVSYfDgwYVefsCAAbCzs9N87t69O1xdXfHbb78Va/+F9dtvv8HMzAzjxo3TKv/ss88ghNB6OAIAAgICNDWaAFC3bl3Y29vj33//LXA/Li4u6N27t6bMwsJC8/RwdHT0Gx2HmZkZevbsiY0bNwJ49de/u7u7psa5IIX5zsuWLYtbt27h1KlTuc4XQuDXX3/FRx99BCEE7t+/r5natGmDlJQUxMbGAnh1PlxdXdG9e3fN+jY2NloP0RRGQEAAnJyc4O7ujsDAQNja2mL79u2oVKmS1nLDhw/XqiFr3rw5srKyNMMoHTp0CJmZmZgwYQKUyv/d4oYNGwZ7e3vs2bNHa3u2trbo16+f5rOlpSUaN26sdR388ssvqFGjBqpXr651LtRN8FFRUVrb9Pf312o+Vdf+devWTeu3oS5X7+vcuXO4evUq+vTpgwcPHmj28/TpU/j7+yMmJqZQv+MZM2bAyckJLi4uaNmyJa5fv47vv/8eXbt2BQCtlo8nT57g/v37aN68OZ49e4ZLly4VuP1u3brptB4UdE3l5cGDBwAAR0fHQq+TlZWFAwcOoEuXLqhcubKm3NXVFX369MHRo0eRmpqqtc7w4cO1atpHjhwJc3Nzvd2Xnj9/DgC5PjxjZWWlmf86R0dHPH/+HM+ePdNLDIXx+nf/6NEjpKSkoHnz5prfMwBNc/eoUaO01h07dmyx97tjxw5kZ2dj+vTpWr9LADo13jVr1tS63zk5OaFatWoF3pv1YdOmTVAqlejWrZumrHfv3ti7d2+uXUt8fX1Rs2ZNnfLCnGe1999/Hw0bNtR89vDwQOfOnbF//36d7jtqBw8exJMnTzB16lRYWVlpzTPF4RH1iV0FZC4tLQ0VK1bMc36vXr3wf//3fxg6dCimTp0Kf39/dO3aFd27d9e5eeSlUqVKRXpys2rVqlqfFQoFqlSpYvAhWG7evAk3NzetxAB41eVAPf91Hh4eOttwdHQssN/bzZs3UbVqVZ3zl9d+iqNPnz5YvHgxzp8/jw0bNiAwMLDQN6PCfOdTpkzBoUOH0LhxY1SpUgWtW7dGnz590KxZMwDAvXv38PjxY6xevRqrV6/OdT/Jycma461SpYpOfNWqVSvSMS9btgxvv/02zM3N4ezsjGrVquV6jeb83tQJj/p7U5//nPu3tLRE5cqVdb6ft956Syd2R0dH/Pnnn5rPV69exT///JNnVw/1ucgrRgcHBwCAu7t7ruXq2K9evQoAGDhwYK77AYCUlJQCk7zhw4ejR48eUCqVKFu2rKb/ndrFixfx9ddfIzIyUifBS0lJyXfbAODt7a1TVtA1VRCRox96fu7du4dnz57leo3VqFED2dnZSEhI0GpWznlfsrW1haurq97uS+pEJbe+3enp6bl2k1Ifc36/7bS0NK3htMzMzN5oVIDdu3fjm2++wblz57RifT2GmzdvQqlU6nzPVapUKfZ+r1+/DqVSmWuSl1Nx7805ZWZm4uHDh1plTk5OMDMzy3MddR/cBw8eaP6oatCgATIzM/HLL7/o/EGe228BKNx5Vst5bQLA22+/jWfPnuHevXs6I8wA/+v+k19XgpKKiauM3bp1CykpKfneTKytrRETE4OoqCjs2bMH+/btw+bNm9GqVSscOHAg3x/w69vQt7xu1FlZWYWKSR/y2k9R/gM1lCZNmsDHxwcTJkxAXFxckforFeY7r1GjBi5fvozdu3dj3759+PXXX7F8+XJMnz4ds2bN0tTq9evXL88k6vVh2PShcePGOv0Dc6Pv760w28vOzkadOnWwYMGCXJfNmZDmtc2C9qU+7z/++GOew1YVZgioqlWr5jl8z+PHj+Hr6wt7e3vMnj0bPj4+sLKyQmxsLKZMmVKoGt3c7gkFXVN5Ufe7LWpSYmpcXV0BvBr3Nae7d+/Czc1Np/zRo0ewsbHJ9x47f/58rfPn6elZ7GT7yJEj6NSpE1q0aIHly5fD1dUVFhYWWLt2bbEf6MnvXl5c+vqNHzt2DH5+flplcXFxeY7/e/XqVU2LQW7JZHh4uE7imtt3Z4jzTP/DxFXG1GP25fak+euUSiX8/f3h7++PBQsWYO7cufjqq68QFRWFgIAAvTcrqGuN1IQQuHbtmlai4+joqPOEN/DqL/3Xm/6KEpunpycOHTqEJ0+eaNW6qps+PT09C72tgvbz559/Ijs7W6tGUN/76d27N7755hvUqFGjSGNvAgV/5wBQpkwZ9OrVC7169UJmZia6du2Kb7/9FkFBQXBycoKdnR2ysrIKHL/Q09MTFy5cgBBC6/u6fPlykY9ZH9Tn//Lly1rXUmZmJuLi4oo1HqOPjw/Onz8Pf39/gzbDqbuu2NvbG2zcyMOHD+PBgwfYtm0bWrRooSnPOXpDceR3TeVszlSrXr16kffv5OQEGxubXK+xS5cuQalU6vwxcfXqVa0kJi0tDXfv3kX79u0Lvd/81K5dG+bm5jh9+jR69uypKc/MzMS5c+e0ytTi4uI0LTV5GTBgAD744APN5zepSPj1119hZWWF/fv3a9XAr127Vms5T09PZGdnIy4uTiuBu3btms4287uXv87HxwfZ2dn4+++/i3w/K6569erh4MGDWmW51V6qhYeHw8LCAuvXr9dJno8ePYrFixcjPj4+1xrh1xX2PKvl/D8TAK5cuQIbG5s8a9fV94oLFy68UU24HLGPq0xFRkZizpw58Pb2Rt++ffNcLmczCQDNTUPdfFGmTBkAyPXmUxzr1q3T6ne7detW3L17V/OENvDqR3f8+HFkZmZqynbv3q0zbFZRYlMPuL506VKt8oULF0KhUGjt/020b98eiYmJWk+xv3z5EkuWLIGtrS18fX31sp+hQ4dixowZ+Omnn4q0XmG+c3UTmJqlpSVq1qwJIQRevHgBMzMzdOvWDb/++isuXLigs73Xh59q37497ty5ozXUy7Nnz/LsYmBoAQEBsLS0xOLFi7VqaP7zn/8gJSWlWE9G9+zZE7dv38bPP/+sM+/58+d4+vTpG8Ws1rBhQ/j4+GD+/Pk6b1sCkOuwX0Wl/g/59XOTmZmJ5cuXv9F2C7qm8lKpUiW4u7sX6W1wZmZmaN26NXbu3KlV+5iUlIQNGzbggw8+0BqSCgBWr16tFceKFSvw8uVLvd0XHBwcEBAQgLCwMK373/r165GWlpbrE+mxsbF5jpKiVrlyZQQEBGimwna9yI2ZmRkUCoVWbeiNGzd0RsVQV4bkvCaWLFmis00fHx+kpKRoda25e/cutm/frrVcly5doFQqMXv2bJ1afUO1cjk6Omqdu4CAgDz/gAJeJa7NmzdHr1690L17d61p8uTJAKB59iA/hT3Pan/88YdW39eEhATs3LkTrVu3zrP2uXXr1rCzs8O8efN0huoyhVZDQ2KNqwzs3bsXly5dwsuXL5GUlITIyEgcPHgQnp6e2LVrV74/xNmzZyMmJgYdOnSAp6cnkpOTsXz5crz11luav+J9fHxQtmxZrFy5EnZ2dihTpgyaNGmSZ9+dgpQrVw4ffPABBg8ejKSkJAQHB6NKlSpaQ3YNHToUW7duRdu2bdGzZ09cv34dYWFhWg9LFTW2jz76CH5+fvjqq69w48YN1KtXDwcOHMDOnTsxYcIEnW0X1/Dhw7Fq1SoMGjQIZ86cgZeXF7Zu3Yrff/8dwcHBOn1si8vT01NrvMTCKsx33rp1a7i4uKBZs2ZwdnbGP//8g6VLl6JDhw6a+L/77jtERUWhSZMmGDZsGGrWrImHDx8iNjYWhw4d0iTIw4YNw9KlSzFgwACcOXMGrq6uWL9+vWRvu3JyckJQUBBmzZqFtm3bolOnTrh8+TKWL1+ORo0aaT2IVVj9+/fHli1bMGLECERFRaFZs2bIysrCpUuXsGXLFuzfv79Q3RwKolQq8X//939o164datWqhcGDB6NSpUq4ffs2oqKiYG9vj//+979vtI+mTZvC0dERAwcOxLhx46BQKLB+/fo3/s+uMNdUXjp37ozt27fr1Nrn55tvvtGMVzxq1CiYm5tj1apVyMjIyHUc3szMTPj7+6Nnz56a6+GDDz5Ap06dCrUv4FXfYOBVMnr06FEAr95cp/btt9+iadOm8PX1xfDhw3Hr1i389NNPaN26Ndq2bau1zTNnzuDhw4fo3LlzoY5XHzp06IAFCxagbdu26NOnD5KTk7Fs2TJUqVJFK/Fs2LAhunXrhuDgYDx48EAzHNaVK1cAaLeEBQYGYsqUKfj4448xbtw4PHv2DCtWrMDbb7+tlYxVqVIFX331FebMmYPmzZuja9euUKlUOHXqFNzc3DBv3jyjnYfcnDhxQjPEYW4qVaqEd955B+Hh4ZgyZUq+2yrseVarXbs22rRpozUcFoB8u9jY29tj4cKFGDp0KBo1aoQ+ffrA0dER58+fx7Nnz7TGFS9xjDuIARWFevgL9WRpaSlcXFzEhx9+KBYtWqQ1rI5aziFIIiIiROfOnYWbm5uwtLQUbm5uonfv3uLKlSta6+3cuVPUrFlTmJubaw0/5evrm+cQN3kNh7Vx40YRFBQkKlasKKytrUWHDh3EzZs3ddb/6aefRKVKlYRKpRLNmjUTp0+f1tlmfrHlNgzLkydPxMSJE4Wbm5uwsLAQVatWFT/++KPO8CDI420leQ3TlVNSUpIYPHiwqFChgrC0tBR16tTJdciu4gyHlZ/CDIdVmO981apVokWLFqJ8+fJCpVIJHx8fMXnyZK03/qiPc/To0cLd3V1YWFgIFxcX4e/vL1avXq213M2bN0WnTp2EjY2NqFChghg/frzYt2/fG705q7DL5TUsztKlS0X16tWFhYWFcHZ2FiNHjhSPHj3SWiav6zu3ayszM1N8//33olatWkKlUglHR0fRsGFDMWvWLK3zltu1ldcbrfJ629zZs2dF165dNd+Pp6en6NmzZ4FvWcprPzn9/vvv4r333hPW1tbCzc1NfPHFF2L//v065zGv4bBy235hr6ncxMbGCgA6w429Lrc3Z8XGxoo2bdoIW1tbYWNjI/z8/MSxY8e0llFfN9HR0WL48OHC0dFR2Nrair59+2reiFWQ1+/DOaecjhw5Ipo2bSqsrKyEk5OTGD16dK736ilTphT4trA3ldtwWP/5z39E1apVhUqlEtWrVxdr167VuYcI8WpIu9GjR4ty5coJW1tb0aVLF3H58mUBQHz33Xdayx44cEDUrl1bWFpaimrVqomwsLBctymEEGvWrBENGjTQ/IZ8fX3FwYMHNfPzug/m9f+NvobDGjt2rACgNbxaTjNnzhQAxPnz54UQ+b/1qrDnWb2NsLAwzfINGjTQOa6cw2Gp7dq1SzRt2lRYW1sLe3t70bhxY7Fx48ainwAZUQhRwuuUiYjI5Pn7+2teXqFPISEhGDx4ME6dOqWXWnF9yMjIgJeXF6ZOnYrx48dLHU6hnTt3Dg0aNEBYWFi+XdSIDIl9XImISHJz587F5s2b9TKcnKlbu3YtLCwsMGLECKlDyVNu484GBwdDqVRqPdRHZGzs40pERJJr0qSJ1sOaJdmIESNMOmkFgB9++AFnzpyBn58fzM3NsXfvXuzduxfDhw/XGbGByJiYuBIREZGWpk2b4uDBg5gzZw7S0tLg4eGBmTNn4quvvpI6NCrl2MeViIiIiGSBfVyJiIiISBaYuBIRERGRLJT4Pq7Z2dm4c+cO7OzsDPqqRiIiIiIqHiEEnjx5Ajc3N63XqedU4hPXO3fu8AlIIiIiIhlISEjAW2+9lef8Ep+4ql81mJCQoPPuaiIiIiKSXmpqKtzd3Qt8RXSJT1zV3QPs7e2ZuBIRERGZsIK6dfLhLCIiIiKSBSauRERERCQLTFyJiIiISBaYuBIRERGRLEiauMbExOCjjz6Cm5sbFAoFduzYkeeyI0aMgEKhQHBwsNHiIyIiIiLTIWni+vTpU9SrVw/Lli3Ld7nt27fj+PHjcHNzM1JkRERERGRqJB0Oq127dmjXrl2+y9y+fRtjx47F/v370aFDByNFRkRERESmxqTHcc3Ozkb//v0xefJk1KpVq1DrZGRkICMjQ/M5NTXVUOERERERkRGZdOL6/fffw9zcHOPGjSv0OvPmzcOsWbP0FoPX1D1621ZR3fiONcxEREREaiY7qsCZM2ewaNEihISEFPgWhdcFBQUhJSVFMyUkJBgwSiIiIiIyFpNNXI8cOYLk5GR4eHjA3Nwc5ubmuHnzJj777DN4eXnluZ5KpdK83pWveSUiIiIqOUy2q0D//v0REBCgVdamTRv0798fgwcPligqIiIiIpKKpIlrWloarl27pvkcFxeHc+fOoVy5cvDw8ED58uW1lrewsICLiwuqVatm7FCJiIiISGKSJq6nT5+Gn5+f5vOkSZMAAAMHDkRISIhEURERERGRKZI0cW3ZsiWEEIVe/saNG4YLhoiIiIhMmsk+nEVERERE9DomrkREREQkC0xciYiIiEgWmLgSERERkSwwcSUiIiIiWWDiSkRERESywMSViIiIiGSBiSsRERERyQITVyIiIiKSBSauRERERCQLTFyJiIiISBaYuBIRERGRLDBxJSIiIiJZYOJKRERERLLAxJWIiIiIZIGJKxERERHJAhNXIiIiIpIFJq5EREREJAtMXImIiIhIFpi4EhEREZEsSJq4xsTE4KOPPoKbmxsUCgV27NihmffixQtMmTIFderUQZkyZeDm5oYBAwbgzp070gVMRERERJKRNHF9+vQp6tWrh2XLlunMe/bsGWJjYzFt2jTExsZi27ZtuHz5Mjp16iRBpEREREQkNXMpd96uXTu0a9cu13kODg44ePCgVtnSpUvRuHFjxMfHw8PDwxghEhEREZGJkDRxLaqUlBQoFAqULVs2z2UyMjKQkZGh+ZyammqEyIiIiIjI0GTzcFZ6ejqmTJmC3r17w97ePs/l5s2bBwcHB83k7u5uxCiJiIiIyFBkkbi+ePECPXv2hBACK1asyHfZoKAgpKSkaKaEhAQjRUlEREREhmTyXQXUSevNmzcRGRmZb20rAKhUKqhUKiNFR0RERETGYtKJqzppvXr1KqKiolC+fHmpQyIiIiIiiUiauKalpeHatWuaz3FxcTh37hzKlSsHV1dXdO/eHbGxsdi9ezeysrKQmJgIAChXrhwsLS2lCpuIiIiIJCBp4nr69Gn4+flpPk+aNAkAMHDgQMycORO7du0CANSvX19rvaioKLRs2dJYYRIRERGRCZA0cW3ZsiWEEHnOz28eEREREZUushhVgIiIiIiIiSsRERERyQITVyIiIiKSBSauRERERCQLTFyJiIiISBaYuBIRERGRLDBxJSIiIiJZYOJKRERERLLAxJWIiIiIZEHSN2eR6fKaukeyfd/4roNk+yYiIiLTxRpXIiIiIpIFJq5EREREJAtMXImIiIhIFpi4EhEREZEsMHElIiIiIllg4kpEREREssDElYiIiIhkgYkrEREREckCE1ciIiIikgUmrkREREQkC0xciYiIiEgWJE1cY2Ji8NFHH8HNzQ0KhQI7duzQmi+EwPTp0+Hq6gpra2sEBATg6tWr0gRLRERERJKSNHF9+vQp6tWrh2XLluU6/4cffsDixYuxcuVKnDhxAmXKlEGbNm2Qnp5u5EiJiIiISGrmUu68Xbt2aNeuXa7zhBAIDg7G119/jc6dOwMA1q1bB2dnZ+zYsQOBgYHGDJWIiIiIJGayfVzj4uKQmJiIgIAATZmDgwOaNGmCP/74I8/1MjIykJqaqjURERERkfyZbOKamJgIAHB2dtYqd3Z21szLzbx58+Dg4KCZ3N3dDRonERERERmHySauxRUUFISUlBTNlJCQIHVIRERERKQHJpu4uri4AACSkpK0ypOSkjTzcqNSqWBvb681EREREZH8mWzi6u3tDRcXF0RERGjKUlNTceLECbz//vsSRkZEREREUpB0VIG0tDRcu3ZN8zkuLg7nzp1DuXLl4OHhgQkTJuCbb75B1apV4e3tjWnTpsHNzQ1dunSRLmgiIiIikoSkievp06fh5+en+Txp0iQAwMCBAxESEoIvvvgCT58+xfDhw/H48WN88MEH2LdvH6ysrKQKmYiIiIgkImni2rJlSwgh8pyvUCgwe/ZszJ4924hREREREZEpMtk+rkREREREr2PiSkRERESywMSViIiIiGSBiSsRERERyQITVyIiIiKSBSauRERERCQLTFyJiIiISBaYuBIRERGRLEj6AgIiU+M1dY9k+77xXQfJ9l1aj5uIiOSFNa5EREREJAtMXImIiIhIFpi4EhEREZEsMHElIiIiIllg4kpEREREssDElYiIiIhkgYkrEREREclCsRLXypUr48GDBzrljx8/RuXKld84KCIiIiKinIqVuN64cQNZWVk65RkZGbh9+/YbB0VERERElFOR3py1a9cuzb/3798PBwcHzeesrCxERETAy8tLb8EREREREakVKXHt0qULAEChUGDgwIFa8ywsLODl5YWffvpJb8EREREREakVqatAdnY2srOz4eHhgeTkZM3n7OxsZGRk4PLly+jYsaPegsvKysK0adPg7e0Na2tr+Pj4YM6cORBC6G0fRERERCQPRapxVYuLi9N3HLn6/vvvsWLFCoSGhqJWrVo4ffo0Bg8eDAcHB4wbN84oMRARERGRaShW4goAERERiIiI0NS8vm7NmjVvHBgAHDt2DJ07d0aHDh0AAF5eXti4cSNOnjypl+0TERERkXwUa1SBWbNmoXXr1oiIiMD9+/fx6NEjrUlfmjZtioiICFy5cgUAcP78eRw9ehTt2rXLc52MjAykpqZqTUREREQkf8WqcV25ciVCQkLQv39/fcejZerUqUhNTUX16tVhZmaGrKwsfPvtt+jbt2+e68ybNw+zZs0yaFxEVDJ4Td0j2b5vfNdBsn2X1uMmIvkrVo1rZmYmmjZtqu9YdGzZsgXh4eHYsGEDYmNjERoaivnz5yM0NDTPdYKCgpCSkqKZEhISDB4nERERERlesWpchw4dig0bNmDatGn6jkfL5MmTMXXqVAQGBgIA6tSpg5s3b2LevHk6w3GpqVQqqFQqg8ZFRERERMZXrMQ1PT0dq1evxqFDh1C3bl1YWFhozV+wYIFegnv27BmUSu1KYTMzM52HwYiIiIio5CtW4vrnn3+ifv36AIALFy5ozVMoFG8clNpHH32Eb7/9Fh4eHqhVqxbOnj2LBQsW4JNPPtHbPoiIiIhIHoqVuEZFRek7jlwtWbIE06ZNw6hRo5CcnAw3Nzd8+umnmD59ulH2T0RERESmo9jjuBqDnZ0dgoODERwcLHUoRERERCSxYiWufn5++XYJiIyMLHZARERERES5KVbiqu7fqvbixQucO3cOFy5cyPNpfyIiIiKiN1GsxHXhwoW5ls+cORNpaWlvFBARERERUW6K9QKCvPTr1w9r1qzR5yaJiIiIiADoOXH9448/YGVlpc9NEhEREREBKGZXga5du2p9FkLg7t27OH36tMHfpkVEREREpVOxElcHBwetz0qlEtWqVcPs2bPRunVrvQRGRERERPS6YiWua9eu1XccRERERET5eqMXEJw5cwb//PMPAKBWrVpo0KCBXoIiIiIiIsqpWIlrcnIyAgMDcfjwYZQtWxYA8PjxY/j5+WHTpk1wcnLSZ4xERERvzGvqHsn2feO7DpLtm8dtfDxuwynWqAJjx47FkydPcPHiRTx8+BAPHz7EhQsXkJqainHjxuk7RiIiIiKi4tW47tu3D4cOHUKNGjU0ZTVr1sSyZcv4cBYRERERGUSxalyzs7NhYWGhU25hYYHs7Ow3DoqIiIiIKKdiJa6tWrXC+PHjcefOHU3Z7du3MXHiRPj7++stOCIiIiIitWIlrkuXLkVqaiq8vLzg4+MDHx8feHt7IzU1FUuWLNF3jERERERExevj6u7ujtjYWBw6dAiXLl0CANSoUQMBAQF6DY6IiIiISK1INa6RkZGoWbMmUlNToVAo8OGHH2Ls2LEYO3YsGjVqhFq1auHIkSOGipWIiIiISrEiJa7BwcEYNmwY7O3tdeY5ODjg008/xYIFC/QWHBERERGRWpES1/Pnz6Nt27Z5zm/dujXOnDnzxkEREREREeVUpMQ1KSkp12Gw1MzNzXHv3r03DoqIiIiIKKciJa6VKlXChQsX8pz/559/wtXV9Y2DIiIiIiLKqUiJa/v27TFt2jSkp6frzHv+/DlmzJiBjh076i044NX4sP369UP58uVhbW2NOnXq4PTp03rdBxERERGZviINh/X1119j27ZtePvttzFmzBhUq1YNAHDp0iUsW7YMWVlZ+Oqrr/QW3KNHj9CsWTP4+flh7969cHJywtWrV+Ho6Ki3fRARERGRPBQpcXV2dsaxY8cwcuRIBAUFQQgBAFAoFGjTpg2WLVsGZ2dnvQX3/fffw93dHWvXrtWUeXt757tORkYGMjIyNJ9TU1P1Fg8RERERSafIb87y9PTEb7/9hvv37+PEiRM4fvw47t+/j99++63ApLKodu3ahXfffRc9evRAxYoV0aBBA/z888/5rjNv3jw4ODhoJnd3d73GRERERETSKNYrXwHA0dERjRo1QuPGjQ3WdP/vv/9ixYoVqFq1Kvbv34+RI0di3LhxCA0NzXOdoKAgpKSkaKaEhASDxEZERERExlWsV74aS3Z2Nt59913MnTsXANCgQQNcuHABK1euxMCBA3NdR6VSQaVSGTNMIiIiIjKCYte4GoOrqytq1qypVVajRg3Ex8dLFBERERERScWkE9dmzZrh8uXLWmVXrlyBp6enRBERERERkVRMOnGdOHEijh8/jrlz5+LatWvYsGEDVq9ejdGjR0sdGhEREREZmUknro0aNcL27duxceNG1K5dG3PmzEFwcDD69u0rdWhEREREZGQm/XAWAHTs2FHvb+MiIiIiIvkx6RpXIiIiIiI1Jq5EREREJAtMXImIiIhIFpi4EhEREZEsMHElIiIiIllg4kpEREREssDElYiIiIhkgYkrEREREckCE1ciIiIikgUmrkREREQkC0xciYiIiEgWmLgSERERkSwwcSUiIiIiWWDiSkRERESywMSViIiIiGSBiSsRERERyQITVyIiIiKSBSauRERERCQLTFyJiIiISBaYuBIRERGRLMgqcf3uu++gUCgwYcIEqUMhIiIiIiOTTeJ66tQprFq1CnXr1pU6FCIiIiKSgCwS17S0NPTt2xc///wzHB0dpQ6HiIiIiCQgi8R19OjR6NChAwICAgpcNiMjA6mpqVoTEREREcmfudQBFGTTpk2IjY3FqVOnCrX8vHnzMGvWLANHRURERETGZtI1rgkJCRg/fjzCw8NhZWVVqHWCgoKQkpKimRISEgwcJREREREZg0nXuJ45cwbJycl45513NGVZWVmIiYnB0qVLkZGRATMzM611VCoVVCqVsUMlIiIiIgMz6cTV398ff/31l1bZ4MGDUb16dUyZMkUnaSUiIiKiksukE1c7OzvUrl1bq6xMmTIoX768TjkRERERlWwm3ceViIiIiEjNpGtcc3P48GGpQyAiIiIiCbDGlYiIiIhkgYkrEREREckCE1ciIiIikgUmrkREREQkC0xciYiIiEgWmLgSERERkSwwcSUiIiIiWWDiSkRERESywMSViIiIiGSBiSsRERERyQITVyIiIiKSBSauRERERCQLTFyJiIiISBaYuBIRERGRLDBxJSIiIiJZYOJKRERERLLAxJWIiIiIZIGJKxERERHJAhNXIiIiIpIFJq5EREREJAsmnbjOmzcPjRo1gp2dHSpWrIguXbrg8uXLUodFRERERBIw6cQ1Ojoao0ePxvHjx3Hw4EG8ePECrVu3xtOnT6UOjYiIiIiMzFzqAPKzb98+rc8hISGoWLEizpw5gxYtWkgUFRERERFJwaQT15xSUlIAAOXKlctzmYyMDGRkZGg+p6amGjwuIiIiIjI8k+4q8Lrs7GxMmDABzZo1Q+3atfNcbt68eXBwcNBM7u7uRoySiIiIiAxFNonr6NGjceHCBWzatCnf5YKCgpCSkqKZEhISjBQhERERERmSLLoKjBkzBrt370ZMTAzeeuutfJdVqVRQqVRGioyIiIiIjMWkE1chBMaOHYvt27fj8OHD8Pb2ljokIiIiIpKISSeuo0ePxoYNG7Bz507Y2dkhMTERAODg4ABra2uJoyMiIiIiYzLpPq4rVqxASkoKWrZsCVdXV820efNmqUMjIiIiIiMz6RpXIYTUIRARERGRiTDpGlciIiIiIjUmrkREREQkC0xciYiIiEgWmLgSERERkSwwcSUiIiIiWWDiSkRERESywMSViIiIiGSBiSsRERERyQITVyIiIiKSBSauRERERCQLTFyJiIiISBaYuBIRERGRLDBxJSIiIiJZYOJKRERERLLAxJWIiIiIZIGJKxERERHJAhNXIiIiIpIFJq5EREREJAtMXImIiIhIFpi4EhEREZEsMHElIiIiIlmQReK6bNkyeHl5wcrKCk2aNMHJkyelDomIiIiIjMzkE9fNmzdj0qRJmDFjBmJjY1GvXj20adMGycnJUodGREREREZk8onrggULMGzYMAwePBg1a9bEypUrYWNjgzVr1kgdGhEREREZkbnUAeQnMzMTZ86cQVBQkKZMqVQiICAAf/zxR67rZGRkICMjQ/M5JSUFAJCamlqsGLIznhVrPX0obsz6wOM2Ph638fG4jY/HbXw8buPjcRd/XSFE/gsKE3b79m0BQBw7dkyrfPLkyaJx48a5rjNjxgwBgBMnTpw4ceLEiZPMpoSEhHxzQ5OucS2OoKAgTJo0SfM5OzsbDx8+RPny5aFQKIwaS2pqKtzd3ZGQkAB7e3uj7ltKPG4ed2nA4+ZxlwY8bh63sQgh8OTJE7i5ueW7nEknrhUqVICZmRmSkpK0ypOSkuDi4pLrOiqVCiqVSqusbNmyhgqxUOzt7UvVha/G4y5deNylC4+7dOFxly5SHbeDg0OBy5j0w1mWlpZo2LAhIiIiNGXZ2dmIiIjA+++/L2FkRERERGRsJl3jCgCTJk3CwIED8e6776Jx48YIDg7G06dPMXjwYKlDIyIiIiIjMvnEtVevXrh37x6mT5+OxMRE1K9fH/v27YOzs7PUoRVIpVJhxowZOl0XSjoeN4+7NOBx87hLAx43j9vUKIQoaNwBIiIiIiLpmXQfVyIiIiIiNSauRERERCQLTFyJiIiISBaYuBIRERGRLDBxJSIiIiJZYOKqR/Hx8chtkIbs7GzEx8dLEBEZ0vPnz/Hs2TPN55s3byI4OBgHDhyQMCoyhjt37iAyMhJHjx7FgwcPpA6HiKhYYmJi8PLlS53yFy9eICYmRoKICsbhsPTIzMwMiYmJcHJy0ipPSkqCm5sbsrKyJIqMDKF169bo2rUrRowYgcePH6N69eqwsLDA/fv3sWDBAowcOVLqEPVm0qRJmDNnDsqUKYNJkyblu+yCBQuMFJVxbNu2DV27dgUAnDx5EpMnT8bRo0c1f6Sam5vj008/xYIFC2BhYSFlqAbzySefYNGiRbCzs9MqT01NxYQJE7BmzRqJIjOcypUr49SpU/jjjz+wefNmpKSkoHr16hg3bhzeeustqcMj0gszMzOcOnUKFSpU0CpPTk5GkyZNTDJvMfkXEMiJEAIuLi5ShyGJVq1aYdu2bShbtqxW+aNHj9CtWzdERkZKE5gBxcbGYuHChQCArVu3wtnZGWfPnsWvv/6K6dOnl6jE9ezZs3jx4oXm33lRKBTGCsloLly4AE9PTxw5cgRTpkxBu3bt8Pvvv6NGjRoAXtVYjB8/Hubm5prroaQJCQlBhQoVYGtrq1WelpaG0NDQEpm43rhxAyNGjMCOHTsQEBCguQZWrFiB/fv3o2nTplKHaDCl8X6elytXriA8PBwbNmzA1atXpQ5H74QQaNSoUa7lpno/Z42rHimVSqxduzbXH/uQIUNM8i8XfVEqlejVqxesra21yp8/f44tW7aUyGO3sbHBpUuX4OHhgZ49e6JWrVqYMWMGEhISUK1aNa1uBCRff/31Fzp37oz09HQ8ePAAFy9eRJUqVbSWiYyMRGBgIJKTkyWK0rCUSiVq1aoFc3Ptuo6XL1/i77//LpG/b6VSCRcXF+zZswcNGjTQlE+dOhUxMTE4duyYhNEZVmm8n78uMTERmzZtQnh4OGJjY/HOO++gb9++mDBhgtSh6Z1SqcShQ4dQvnx5rfL79+/jww8/RHZ2tkSR5Y01rno0Y8YM9OjRAzY2NlrlT58+xc2bNyWKynhSUlKQnp6uVZaRkSFRNIZXpUoV7NixAx9//DH279+PiRMnAnjVxGJvby9xdKQv06dPx927d/HPP/+gRo0aePLkic4yzs7OePr0qQTRGU9ERAQqVqyoVZaYmAg3NzeJIjKsuLg4ODg46FREDBkyBIsWLZImKCMqbfdzAAgNDUV4eDgiIyNRuXJl9OnTBxs2bEDVqlWlDs1g1q5di2bNmum84jU9PR1r166VKKoCCCI98PLyEvfv39cpT05OFl5eXhJEZHi//PKLsLCwEEqlUnz44Yea8rlz54q2bdtKGJlxJCUliYkTJ4qEhASpQzGoJk2aiFGjRolz584Jf39/0aFDB5GWlqaZ/+zZM9G9e/dS8Z2XJn5+fmL06NE65Xv37hVubm4SRGQ8pfF+LoQQCoVCNGjQQBw/flzqUCgf7CpgAOnp6Thw4AD8/f1RpkwZqcMhA0pMTMTdu3dRr149KJWvBuk4efIk7O3tUb16dYmjM6yffvoJX3zxBWbMmIHp06dLHY7BPHv2DJcuXcLp06fh6+uL1q1b48mTJ6hfvz4UCgXOnTsHR0dH7Nu3T6cLAcmXUqmEvb09GjZsiKCgIHh4eOD8+fP4/PPPMWDAAMyZM0fqEEnPevXqhd27d8Pe3h6BgYHo06dPrv0/S6LU1FSEhISgb9++Ot0GTA0TVwMICwvDwIEDsWLFCgwfPlzqcIgMom7dunBxccH169dx/fp1qcMxmoyMDISHh+PChQswMzNDnTp1EBgYCEtLS6lDM7iLFy+if//+WL16Nd59912pwzEopVKJmJgYTJs2DdHR0QAAKysrfPbZZ5g5cybMzMwkjpAMIS0tDb/++is2bNiAyMhIeHt7o3fv3ujTpw+qVasmdXgGs2rVKowaNQo//vhjgSPHSE7aCt+SKSAgQPj4+Ij33ntP6lCM7vjx48LR0VFERkZKHYrRlJYm89edOXNGWFtbi7t374qyZcuKmJgYqUMiI/j888+FUqkUI0eOlDoUgzt8+LB48eKFEOJVE/nVq1fFy5cvJY7KuErj/fx1iYmJYuHChaJRo0ZCqVRKHY5Bvffee6Jhw4aiTp06UodSIL6AQM9u3bqF6OhobNy4EbGxsbhy5YrUIRlVSEgInj59arqdug1g/fr1WLRoUYkcEigvoaGh+Oijj+Di4oIePXogJCRE6pCMKjs7G3/++WeuA3eXVNnZ2QgPD8fEiROxefNmZGZmSh2SQfn6+mpGUXByckKVKlVKXS1rabyfv87Z2RkTJkzAyZMncenSJanDMZgrV64gNjYWGzduxPXr1/Md8tAUMHHVs/Xr16Np06Zo1KgR2rRpg9DQUKlDMpqMjAxs2bIFc+bMwbZt25CWliZ1SEYRGhoKf3//UvNdv3z5Ehs2bMCAAQMAAP369cPWrVvx/PlziSMznl27dqFBgwbYvHmz1KEYzb59+5CVlYV58+bB3t4eO3fulDoko0hOTsakSZNw69YtqUMxqtJ6P89LSR5ZIDQ0FAEBAahatSo6d+5s8hURTFz1LDQ0FP379wcA9O/fH2FhYRJHZDw7d+6Era0tJk+eDC8vL2zdulXqkAwuNjYW165dw7p16/Dw4UMcOXJE6pAMbvfu3TAzM0O7du0AAC1atED58uWxbds2iSMzntDQUDg5OZn8DV6fQkND0atXL1hYWKBv376l5thLY4sKUDrv52oXL17EO++8g9OnT0sdisEJIbB+/XqtioiNGzeadGsSE1c9On78OBISEtCzZ08AQKdOnZCamoqIiAiJIzOO0NBQ9O3bFwqFAv369SsVzUulscl83bp16N27t2YUBeDVza40HDvwamDuvXv3IiQkBNHR0aWiJu7x48f473//q/nPrX///jh48CCSkpIkjszwSluLilppvJ+rhYSE4Pz586Xij5WIiAg8efIEXbp0AQC0adMGZmZm2LNnj7SB5UfqTrYlyYgRI0RgYKBW2bBhw0S/fv0kish47t69KywsLMSlS5eEEELEx8cLMzMz8e+//0ocmeG8ePFCVKhQQezevVsIIUR0dLSwt7cXz549kzgyw7l3756wtLQUsbGxWuWXL18WZmZmpeIBtcWLF4uGDRsKIYRo1aqVmDt3rsQRGd6KFStEzZo1tcqaNGki5s+fL1FExlFaH0IsjfdztaysLOHq6io+++wzUa5cOZGRkSF1SAbVr18/MXToUK2yiRMnii5dukgUUcFY46onGRkZ2Lx5s6ZGQq1///6lon9QWFgY6tevrxkuxN3dHb6+vli3bp3EkRlOaWwyt7Ozw9WrV7VegQkAb7/9NuLi4kx+/D99CAkJ0WpWK8nXuNrrXaDUSkMte2lsUQFK5/1crTT15X7y5Am2bdumk7f069cPv/32Gx48eCBRZAWQOnMuKe7duydCQ0NFVlaWzrz169eLu3fvShCV8dSuXVssWbJEq2zt2rWicuXKEkVkeB9//LGYMGGCVtm0adNEQECARBGRof3111/C0tJS3Lt3TwghxJMnT4SNjU2JftNOfHy88Pb2Frdu3dIqv3//vvDx8RGXL1+WKDLDKo0tKmql8X6u1rNnTzF27FghhBBfffWVaN++vcQRGc7jx49FdHR0rvOOHDkiHj58aOSICoeJK72x+Ph44efnp/OKwCdPngh/f39x5coViSIzHDaZv9K+fXtx584dqcMwms8//1x07NhRq6xPnz5ixIgREkVEhrJ9+3bh7OysVRnh7e0twsLCJIzK8Erj/Vzt0aNHwtraWpw6dUoIIcSlS5eEhYWFSExMlDgyeh27ChjId999h8ePH0sdhlG4u7sjMjJSp5nY1tYWhw4dKpHDiLDJ/JWYmJhSMwxWVlYWwsLCcm1WKw3jmpY2pfUhxNJ4P1fbtGkTvL29NW+Fq1atGt55551SMzrQqFGjcP/+fanDKBATVwOZO3cuHj58KHUYkrh16xays7OlDsOgVCoVPDw8cp3n7u4Oa2trI0dEhpacnIyRI0eic+fOWuVt2rTBpEmTkJiYKFFkxmVvb49///1X6jAM6v79+9izZ0+uf6RERUWVipEk1ErD/VyttPblVgsLC0NqaqrUYRSIiauBCCGkDkEyNWvWxI0bN6QOw6g6dOiAu3fvSh2GUcTHx2uub09PT1hYWAB4dc3Hx8dLGZpBubq6Yvr06bC0tNQqVyqV+Prrr/P8Q6akKQ33Nrao/E9puZ8nJCQgKSlJJ3Ht3bs3nj9/XiregimX3zYTV9I7uVz8+lSamsy9vb1x7949AMCFCxfg7u4OAHj48CG8vb2lDM2oNm7ciKdPn0odBhkAW1T+p7Tcz93d3fHvv/+iUqVKWuXly5fHtWvX8Pbbb0sUGeXExNVA/v77b3h5eQEAoqKiMHToUGkDItITIQQUCoVOeVpaGqysrCSISBqffvppqRiAP6d+/frB3t5e6jCMqjS1qFDpMmDAAKxduxbXr1/HkydPULlyZalDKpC51AGUVA8ePMDixYuxadMmJCcno3379lKHZDRffvklypUrJ3UYBhcfHw93d3coFAqdJvOEhIQS13Q8adIkAIBCocC0adNgY2OjmZeVlYUTJ06gfv36EkVnfKWlJkotIiICERERePHiBb744guteSX9DUOlqUUlpy+//BKOjo5Sh2F09vb2OHfunCwSuTdhaWmJefPmYciQIahUqRJ8fX3RsmVL+Pr6muyDeApR2u6+BnTjxg1s2LABYWFhuHz5Mpo3b46+ffuie/fuJfKHP2nSJMyZMwdlypTRJDV5WbBggZGiMh4zMzPcvXsXFStW1Cp/8OABKlasiKysLIkiMww/Pz8AQHR0NN5//32tvp6Wlpbw8vLC559/brI3O32zs7PD+fPnS/x/bAAwa9YszJ49G++++y5cXV11aty3b98uUWTGUZq+a7X//Oc/WLhwIa5cuQKFQoGqVatiwoQJpab1sLR957dv30ZMTAyio6MRHR2NK1euwNXV1SQfRGSNqx75+PigWrVq+OSTTxAYGIi33npL6pAM6uzZs3jx4oXm33nJrVm5JChtTeZRUVEAgMGDB2PRokWlrrkYeDVEUq9evaBSqbB3715Nf7j09HRs2bJF5yn0kmLlypUICQnReXClJCttLSqvmz59OhYsWICxY8fi/fffBwD88ccfmDhxIuLj4zF79myJIyR9c3R0RPny5eHo6IiyZcvC3NwcTk5OUoeVK9a46pGbmxsePXqEjh07ol+/fmjfvr3mZkclh7p2edGiRRg2bFiuTeZmZmb4/fffpQqRDMTMzAzbtm3TaUF5+PAhunXrVuJq2dXKly+PkydPwsfHR+pQjKa0tai8zsnJCYsXL0bv3r21yjdu3IixY8fKYqzPNzVy5EjMmTMHFSpUkDoUg/ryyy9x+PBhnD17FjVq1NB0FWjRooXJthQzcdUjIQQiIyMRHh6Obdu2QalUolu3bujbty9atmwpdXikJ2wyL72USiUUCkWu/VsVCkWJTWamTJkCW1tbTJs2TepQjEapVCIpKUmn1unmzZuoWbNmiR5RomzZsjh16pTOPezKlSto3LhxiX65jrovd3Jyss74tSWxL7dSqYSTkxMmTpyIrl27ymL0BCauBpKRkYFdu3Zhw4YN2Lt3LypUqGCSfUWo+Epzk3lppVQqcfnyZZ1auKSkJFSvXr3EDtQ+fvx4rFu3DnXr1kXdunV1WpJKUh92tqgAY8eOhYWFhc73+vnnn+P58+dYtmyZRJEZVmnsy33+/HlER0fj8OHDOHLkCCwtLTW1ri1btjTJRJaJqxE8evQIW7duxbBhw6QOhYjeQHR0NJo1awZzc+3HA168eIFjx47B19dXosgMS93KkBuFQoHIyEgjRmNYpbVF5fUHbF++fImQkBB4eHjgvffeAwCcOHEC8fHxGDBgAJYsWSJVmAbl6uqKH374oVT15c7p/PnzWLhwIcLDw5GdnW2SrUhMXImIiHIobS0q+f1x8rqS9ofK60pjX24hBM6ePYvDhw/j8OHDOHr0KFJTU1G3bl34+vpi4cKFUoeog4krERERlXqlsS+3o6Mj0tLSUK9ePU0XgebNm6Ns2bJSh5YnDodFREREpV56ejpWr16NQ4cOlfi+3GphYWFo3ry5rFoWWONKREREpV5p6sstZ0xciYiIiEgWlFIHQERERERUGExciYiIiEgWmLgSERERkSwwcSUiIiIiWWDiSkRERESywMSViIiIiGSBiSsRERERycL/A1E+UeJSFJqWAAAAAElFTkSuQmCC",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2130,7 +2235,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAq4AAAE8CAYAAAABuTPTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABIH0lEQVR4nO3dd1QU19sH8O/SO6IixQKIxp7Yjb1ARCVRI2pUrFExBjVqYktiNzF2Yi+/CPaCmqiJlSJqrLGXWIMKKmAFQSnCff/wsK/DAgLuMgz7/Zwz58Cd2TvP7MzOPnvnzh2VEEKAiIiIiKiIM5A7ACIiIiKivGDiSkRERESKwMSViIiIiBSBiSsRERERKQITVyIiIiJSBCauRERERKQITFyJiIiISBGYuBIRERGRIjBxJSIiIiJFYOJaxEyZMgUqlapQ1tWqVSu0atVK/f+hQ4egUqmwbdu2Qll///794erqWijrKqjExEQMGjQIjo6OUKlUGDlypNbXUZj7PD8yj4dDhw5ppb6goCCoVCr8888/WqmP3q0wP2OnTp2CiYkJ7t69Wyjrk9Py5ctRoUIFpKSkyB1KkePq6opPP/30nctp+/xC+oOJqw5lflFnTmZmZnB2doaXlxcWLlyIFy9eaGU9Dx48wJQpU3D+/Hmt1KdNRTm2vPj5558RFBSEoUOHYt26dejTp0+Oy7q6ukKlUsHT0zPb+atWrVIfC8UpecvuOP/ggw8wbNgwxMbGyh2eoty5c0fyXhoaGqJChQr4/PPPi/xn6IcffkDPnj3h4uKicUzkNBVGUv3w4UOMHz8erVu3hrW19TuTpWPHjqFZs2awsLCAo6MjRowYgcTERMky/fv3R2pqKlasWKG1OLPu+9ymO3fuaG29xdWePXugUqng7OyMjIwMucPJl8zvkrfPqZUrV8aYMWPw9OlTra9vz549mDJlitbr1RUjuQPQB9OmTYObmxvS0tIQExODQ4cOYeTIkZg/fz527dqFDz/8UL3sjz/+iPHjx+er/gcPHmDq1KlwdXVF7dq18/y6AwcO5Gs9BZFbbKtWrSryJ5SwsDB8/PHHmDx5cp6WNzMzQ3h4OGJiYuDo6CiZt2HDBpiZmSE5OVlSXpB9XhRlHufJyck4evQoli1bhj179uDy5cuwsLCQOzxF6dmzJzp06ID09HT8+++/WLZsGfbu3YsTJ07k6zNeWJ+x8+fPIyQkBMeOHQMAtGjRAuvWrZMsM2jQIDRs2BB+fn7qMisrK53Hdv36dcyaNQuVK1dGrVq1cPz48RyXPX/+PDw8PFCtWjXMnz8f0dHRmDt3Lm7evIm9e/eqlzMzM0O/fv0wf/58DB8+XCtXTOzt7TXes3nz5iE6OhoLFizQWFbpWrRogVevXsHExEQn9W/YsAGurq64c+cOwsLCcmxQKKpq166Nb7/9FgCQnJyMM2fOICAgABERETh16pRW17Vnzx4sWbJEOcmrIJ0JDAwUAMTp06c15oWGhgpzc3Ph4uIiXr58+V7rOX36tAAgAgMD87R8UlJStuXh4eECgAgODn6veN4ntqLGzc1NeHt752lZFxcX4eHhIWxsbERAQIBkXlRUlDAwMBA+Pj45HhNFTebxEB4enutyOR3no0ePFgDExo0bc12O/l9kZKQAIObMmSMp37VrlwAg/Pz8tL7OtLQ0kZKS8l51jBgxQlSoUEFkZGTkuIylpaXo16/fe62nIBISEsSTJ0+EEEIEBwfneky3b99eODk5ifj4eHXZqlWrBACxf/9+ybL//POPACBCQ0N1Fru3t7dwcXHRWf264OLikudzpq4kJiYKS0tLsXDhQlGnTh3Rv3//PL0uPT1dvHr1SsfRvVtO7+F3330nAIgbN27k+vrExMR8rc/f318oKR1kVwGZtGnTBhMnTsTdu3exfv16dXl2/R0PHjyIZs2aoUSJErCyskKVKlXw/fffA3jTT6hBgwYAgAEDBqgvLQQFBQF404+1Zs2aOHPmDFq0aAELCwv1a7P2cc2Unp6O77//Ho6OjrC0tETHjh0RFRUlWcbV1RX9+/fXeO3bdb4rtuz63yUlJeHbb79F+fLlYWpqiipVqmDu3LkQQkiWU6lUGDZsGP744w/UrFkTpqamqFGjBvbt25f9G55FXFwcBg4cCAcHB5iZmeGjjz7CmjVr1PMz+19FRkbir7/+yvMlOjMzM3Tp0gUbN26UlG/atAl2dnbw8vLSeE1+93mmRYsWoUaNGrCwsICdnR3q16+vsd779+/jyy+/hIODg/o9Wr16tUYM0dHR6Ny5MywtLVGmTBmMGjXqvfvvtWnTBgAQGRkpKU9JScHo0aNhb28PS0tLfP7553j06JHG65cuXYoaNWrA1NQUzs7O8Pf3x/PnzyXLZB7fV69eRevWrWFhYYGyZcti9uzZGvWlpKRg8uTJqFSpEkxNTVG+fHmMHTtWYzszj63g4GBUr14d5ubmaNy4MS5dugQAWLFiBSpVqgQzMzO0atUq22Pi5MmTaNeuHWxtbWFhYYGWLVvi77//zs/bJ5H1vdy5cye8vb3h7OwMU1NTuLu7Y/r06UhPT5e8LutnLPNy9Ny5cxEQEAB3d3eYmpri6tWrAPJ2TGXnjz/+QJs2bfLd8nju3Dm0b98eNjY2sLKygoeHB06cOCFZJrPbweHDhzFkyBCUKlUKNjY26Nu3L549e/bOdVhbW6NkyZLvXC4hIQEHDx5E7969YWNjoy7v27cvrKyssHXrVsny9erVQ8mSJbFz5848bq12zJ07F02aNEGpUqVgbm6OevXqZXtfwqtXrzBixAiULl0a1tbW6NixI+7fvw+VSiVpWcupH3ROfe/Xr1+Phg0bqo+RFi1aZHv17ujRo2jYsCHMzMxQsWJFrF27VjJfl31cf//9d7x69QrdunVDjx49sGPHDo0rXcD/f9Y3bNigPtfs27dPfcwdPXoUI0aMgL29PUqUKIEhQ4YgNTUVz58/R9++fWFnZwc7OzuMHTtW/R0lhICrqys6deqksb7k5GTY2tpiyJAhBdquzKt4Rkb/f7G8f//+sLKywu3bt9GhQwdYW1vD19cXAHDkyBF069YNFSpUUJ/zRo0ahVevXklev2TJEvX7kTkVZewqIKM+ffrg+++/x4EDBzB48OBsl7ly5Qo+/fRTfPjhh5g2bRpMTU1x69Yt9ZdgtWrVMG3aNEyaNAl+fn5o3rw5AKBJkybqOp48eYL27dujR48e6N27NxwcHHKN66effoJKpcK4ceMQFxeHgIAAeHp64vz58zA3N8/z9uUltrcJIdCxY0eEh4dj4MCBqF27Nvbv348xY8bg/v37GpfLjh49ih07duDrr7+GtbU1Fi5cCB8fH9y7dw+lSpXKMa5Xr16hVatWuHXrFoYNGwY3NzcEBwejf//+eP78Ob755htUq1YN69atw6hRo1CuXDn1JZu8XKLr1asX2rZti9u3b8Pd3R0AsHHjRnTt2hXGxsbvfP279jnw5hLwiBEj0LVrV3zzzTdITk7GxYsXcfLkSfTq1QsAEBsbi48//lh9cra3t8fevXsxcOBAJCQkqG80e/XqFTw8PHDv3j2MGDECzs7OWLduHcLCwt4Za25u374NABr7Yvjw4bCzs8PkyZNx584dBAQEYNiwYdiyZYt6mSlTpmDq1Knw9PTE0KFDcf36dSxbtgynT5/G33//LXkfnz17hnbt2qFLly7o3r07tm3bhnHjxqFWrVpo3749ACAjIwMdO3bE0aNH4efnh2rVquHSpUtYsGABbty4gT/++EMS45EjR7Br1y74+/sDAGbOnIlPP/0UY8eOxdKlS/H111/j2bNnmD17Nr788kvJexUWFob27dujXr16mDx5MgwMDBAYGIg2bdrgyJEjaNiw4Xu/l0FBQbCyssLo0aNhZWWFsLAwTJo0CQkJCZgzZ8476wsMDERycjL8/PxgamqKkiVL5umYys79+/dx79491K1bN1/bdOXKFTRv3hw2NjYYO3YsjI2NsWLFCrRq1QoRERFo1KiRZPlhw4ahRIkSmDJlivp4uHv3rjoBel+XLl3C69evUb9+fUm5iYkJateujXPnzmm8pm7duu/1g6Qgfv31V3Ts2BG+vr5ITU3F5s2b0a1bN/z555/w9vZWL9e/f39s3boVffr0wccff4yIiAjJ/IKYOnUqpkyZgiZNmmDatGkwMTHByZMnERYWhrZt26qXu3XrFrp27YqBAweiX79+WL16Nfr374969eqhRo0a7xVDXmzYsAGtW7eGo6MjevTogfHjx2P37t3o1q2bxrJhYWHYunUrhg0bhtKlS8PV1VXdn3z48OFwdHTE1KlTceLECaxcuRIlSpTAsWPHUKFCBfz888/Ys2cP5syZg5o1a6Jv375QqVTo3bs3Zs+ejadPn0p+NO3evRsJCQno3bv3O7chLS0Njx8/BvAm4T137hzmz5+PFi1awM3NTbLs69ev4eXlhWbNmmHu3LnqrlnBwcF4+fIlhg4dilKlSuHUqVNYtGgRoqOjERwcDAAYMmQIHjx4gIMHD2p0VSmy5G3wLd7ycmnU1tZW1KlTR/3/5MmTJU32CxYsEADEo0ePcqwjt8vxLVu2FADE8uXLs53XsmVL9f+Zl4bLli0rEhIS1OVbt24VAMSvv/6qLnNxccn2sl/WOnOLrV+/fpLLYH/88YcAIGbMmCFZrmvXrkKlUolbt26pywAIExMTSdmFCxcEALFo0SKNdb0tICBAABDr169Xl6WmporGjRsLKysrybbn57JX5rKvX78Wjo6OYvr06UIIIa5evSoAiIiIiGyPiYLs806dOokaNWrkGs/AgQOFk5OTePz4saS8R48ewtbWVt1FJfP92Lp1q3qZpKQkUalSpXx1FQgJCRGPHj0SUVFRYvPmzaJUqVLC3NxcREdHS5bz9PSUXFIeNWqUMDQ0FM+fPxdCCBEXFydMTExE27ZtRXp6unq5xYsXCwBi9erV6rLM43vt2rXqspSUFOHo6Ch8fHzUZevWrRMGBgbiyJEjktiXL18uAIi///5bXQZAmJqaisjISHXZihUrBADh6OgoOT4mTJggAKiXzcjIEJUrVxZeXl6SbXz58qVwc3MTn3zySa7vZWZXgalTp4pHjx6JmJgYcejQIVGnTh0BQGzfvl1dX1ZDhgwRFhYWIjk5WV2W9TOWWb+NjY2Ii4uTvD4vx1R2QkJCBACxe/fuXJfL2lWgc+fOwsTERNy+fVtd9uDBA2FtbS1atGihLss8burVqydSU1PV5bNnzxYAxM6dO/Mca25dBTLnHT58WGNet27dhKOjo0a5n5+fMDc3z/P68yu7rgJZ931qaqqoWbOmaNOmjbrszJkzAoAYOXKkZNn+/fsLAGLy5MnqsqzHSKas56WbN28KAwMD8fnnn0s+l0IIybHu4uKi8T7GxcUJU1NT8e2336rL8toVKb9iY2OFkZGRWLVqlbqsSZMmolOnThrLAhAGBgbiypUrkvLMYy7r57hx48ZCpVKJr776Sl32+vVrUa5cOcn33vXr1wUAsWzZMkm9HTt2FK6urrl2qRHi/9/DrFPTpk01zuf9+vUTAMT48eM16snuPDFz5kyhUqnE3bt31WXsKkD5YmVllevoAiVKlADw5tJgQW+yMDU1xYABA/K8fN++fWFtba3+v2vXrnBycsKePXsKtP682rNnDwwNDTFixAhJ+bfffgshhOTmCADw9PRUt2gCwIcffggbGxv8999/71yPo6MjevbsqS4zNjZW3z0cERHxXtthaGiI7t27Y9OmTQDe/PovX768usX5XfKyz0uUKIHo6GicPn062/lCCGzfvh2fffYZhBB4/PixevLy8kJ8fDzOnj0L4M374eTkhK5du6pfb2FhIbmJJi88PT1hb2+P8uXLo0ePHrCyssLvv/+OsmXLSpbz8/OTtJA1b94c6enp6mGUQkJCkJqaipEjR8LA4P9PUYMHD4aNjQ3++usvSX1WVlaSFgwTExM0bNhQchwEBwejWrVqqFq1quS9yLwEHx4eLqnTw8NDcvk0s/XPx8dH8tnILM9c1/nz53Hz5k306tULT548Ua8nKSkJHh4eOHz4cJ4+x5MnT4a9vT0cHR3RqlUr3L59G7NmzUKXLl0AQHLl48WLF3j8+DGaN2+Oly9f4tq1a++s38fHR+PqwbuOqZw8efIEAGBnZ5fn16Snp+PAgQPo3LkzKlasqC53cnJCr169cPToUSQkJEhe4+fnJ2lpHzp0KIyMjLR2Xsq8fGpqaqoxz8zMTHJ5NZOdnR1evXqFly9faiWGvHh73z979gzx8fFo3ry5+vMMQN1l6uuvv5a8dvjw4QVe7x9//IGMjAxMmjRJ8rkEoNHiXb16dcn5zt7eHlWqVHnnuVkbNm/eDAMDA/j4+KjLevbsib1792bbtaRly5aoXr16tnUNHDhQsm2NGjWCEAIDBw5UlxkaGqJ+/fqSbfvggw/QqFEjbNiwQV329OlT7N27F76+vnm6QtCoUSMcPHgQBw8exJ9//omffvoJV65cQceOHbM9FocOHapR9vaxkpSUhMePH6NJkyYQQmR7BUEp2FVAZomJiShTpkyO87/44gv873//w6BBgzB+/Hh4eHigS5cu6Nq1q8bJIydly5bN152blStXlvyvUqlQqVIlnQ/BcvfuXTg7O0sSA+BNl4PM+W+rUKGCRh12dnbv7Pd29+5dVK5cWeP9y2k9BdGrVy8sXLgQFy5cwMaNG9GjR488X87Myz4fN24cQkJC0LBhQ1SqVAlt27ZFr1690LRpUwDAo0eP8Pz5c6xcuRIrV67Mdj1xcXHq7a1UqZJGfFWqVMnXNi9ZsgQffPABjIyM4ODggCpVqmR7jGbdb5kJT+Z+y3z/s67fxMQEFStW1Ng/5cqV04jdzs4OFy9eVP9/8+ZN/Pvvvzl29ch8L3KK0dbWFgBQvnz5bMszY7958yYAoF+/ftmuBwDi4+PfmeT5+fmhW7duMDAwQIkSJdT97zJduXIFP/74I8LCwjQSvPj4+FzrBqBxqRF49zH1LiJLP/TcPHr0CC9fvsz2GKtWrRoyMjIQFRUluayc9bxkZWUFJycnrZ2XMr/ks+vbnZycnG03qcxtzu2znZiYKBlOy9DQ8L1GBfjzzz8xY8YMnD9/XhLr2zHcvXsXBgYGGvu5UqVKBV7v7du3YWBgkGOS97aCnpuzSk1N1Rj+yd7eHoaGhjm+JrMP7pMnT9Q/qurUqYPU1FQEBwdr/CDP7rOQKT/ngazb1rdvXwwbNgx3796Fi4sLgoODkZaWluuQim8rXbq0ZCQEb29vVKlSBV27dsX//vc/yY8QIyMjlCtXTqOOe/fuYdKkSdi1a5dGfHk5TxRVTFxlFB0djfj4+FxPJubm5jh8+DDCw8Px119/Yd++fdiyZQvatGmDAwcO5PoBfrsObcvpRJ2enp6nmLQhp/Xk5wtUVxo1agR3d3eMHDkSkZGRufYRzCov+7xatWq4fv06/vzzT+zbtw/bt2/H0qVLMWnSJEydOlXdqte7d+8ck6i3h2HThoYNG2r0D8yOtvdbXurLyMhArVq1MH/+/GyXzfpFlFOd71pX5vs+Z86cHIetyssQUJUrV85x+J7nz5+jZcuWsLGxwbRp0+Du7g4zMzOcPXsW48aNy1OLbnbnhHcdUznJ7Heb36SkqHFycgLwZtzXrB4+fAhnZ2eN8mfPnsHCwiLXc+zcuXMl75+Li0uBk+0jR46gY8eOaNGiBZYuXQonJycYGxsjMDAwTzfRZSe3c3lBaeszfuzYMbRu3VpSFhkZmeP4vzdv3lRfMcj6Qwd4c/Ura+Ka277Lz3kg67b16NEDo0aNwoYNG/D9999j/fr1qF+/fr4bBN7m4eEBADh8+LAkcTU1NdVoJEhPT8cnn3yCp0+fYty4cahatSosLS1x//599O/fv8gPRZkbJq4yyuwInd2d5m8zMDCAh4cHPDw8MH/+fPz888/44YcfEB4eDk9PT63fAZjZapRJCIFbt25JEh07OzuNO7yBN7/03770l5/YXFxcEBISghcvXkhaXTMvfbq4uOS5rnet5+LFi8jIyJB82LW9np49e2LGjBmoVq1avsbeBN69zwHA0tISX3zxBb744gukpqaiS5cu+OmnnzBhwgTY29vD2toa6enp7xy/0MXFBZcvX4YQQrK/rl+/nu9t1obM9//69euSYyk1NRWRkZEFGo/R3d0dFy5cgIeHh07vmM3sumJjY6OzcSMPHTqEJ0+eYMeOHWjRooW6POvoDQWR2zFlZmaW7WuqVq2a7/Xb29vDwsIi22Ps2rVrMDAw0PgxcfPmTUkSk5iYiIcPH6JDhw55Xm9uatasCSMjI/zzzz/o3r27ujw1NRXnz5+XlGWKjIxUX6nJSd++fdGsWTP1/+/TkLB9+3aYmZlh//79khb4wMBAyXIuLi7IyMhAZGSkJIG7deuWRp25ncvf5u7ujoyMDFy9ejXf57OC+uijj3Dw4EFJWdbxsd+2YcMGGBsbY926dRrJ5dGjR7Fw4ULcu3cv2xZhbStZsiS8vb2xYcMG+Pr64u+//0ZAQMB71fn69WsA0HggRnYuXbqEGzduYM2aNejbt6+6POv7CeTve7ooYB9XmYSFhWH69Olwc3NTD12RneyekpF50si8TGRpaQkA2Z58CmLt2rWSfrfbtm3Dw4cP1XdoA29OYidOnEBqaqq67M8//9QYNis/sWUOuL548WJJ+YIFC6BSqSTrfx8dOnRATEyM5C72169fY9GiRbCyskLLli21sp5BgwZh8uTJmDdvXr5el5d9nnkJLJOJiQmqV68OIQTS0tJgaGgIHx8fbN++HZcvX9ao7+3hpzp06IAHDx5IhtR5+fJljl0MdM3T0xMmJiZYuHChpBXjt99+Q3x8fIHujO7evTvu37+PVatWacx79eoVkpKS3ivmTPXq1YO7uzvmzp2b7ZdLdsN+5VfmF/Lb701qaiqWLl36XvW+65jKSdmyZVG+fPl8PQ3O0NAQbdu2xc6dOyWtj7Gxsdi4cSOaNWsmGZIKAFauXCmJY9myZXj9+rXWzgu2trbw9PTE+vXrJee/devWITExMds70s+ePZvjKCmZKlasCE9PT/WU164X2TE0NIRKpZK0ht65c0djVIzMxpCsx8SiRYs06nR3d0d8fLyka83Dhw/x+++/S5br3LkzDAwMMG3aNI3WOl1d5bKzs5O8d56enjn+gALeJK7NmzfHF198ga5du0qmMWPGAID63oPC0KdPH1y9ehVjxoyBoaEhevTo8V717d69G8CbhP5dsjtPCCHw66+/aiyr7RxC19jiWgj27t2La9eu4fXr14iNjUVYWBgOHjwIFxcX7Nq1K9cP4rRp03D48GF4e3vDxcUFcXFxWLp0KcqVK6f+Fe/u7o4SJUpg+fLlsLa2hqWlJRo1apRr353clCxZEs2aNcOAAQMQGxuLgIAAVKpUSTJk16BBg7Bt2za0a9cO3bt3x+3bt7F+/XrJzVL5je2zzz5D69at8cMPP+DOnTv46KOPcODAAezcuRMjR47UqLug/Pz8sGLFCvTv3x9nzpyBq6srtm3bpv5FnLWPbUG5uLgU6Ekkednnbdu2haOjI5o2bQoHBwf8+++/WLx4Mby9vdXx//LLLwgPD0ejRo0wePBgVK9eHU+fPsXZs2cREhKiTpAHDx6MxYsXo2/fvjhz5gycnJywbt062Z52ZW9vjwkTJmDq1Klo164dOnbsiOvXr2Pp0qVo0KBBnoaSyapPnz7YunUrvvrqK4SHh6Np06ZIT0/HtWvXsHXrVuzfvz9P3RzexcDAAP/73//Qvn171KhRAwMGDEDZsmVx//59hIeHw8bGRv3lU1BNmjSBnZ0d+vXrhxEjRkClUmHdunXvnTzk5ZjKSadOnfD7779rtNrnZsaMGerxir/++msYGRlhxYoVSElJyXYc3tTUVHh4eKB79+7q46FZs2bo2LFjntYFvOkbDLxJRo8ePQrgzZPrMv30009o0qQJWrZsCT8/P0RHR2PevHlo27Yt2rVrJ6nzzJkzePr0abbjdeqKt7c35s+fj3bt2qFXr16Ii4vDkiVLUKlSJUniWa9ePfj4+CAgIABPnjxRD4d148YNANIWth49emDcuHH4/PPPMWLECLx8+RLLli3DBx98ILnhq1KlSvjhhx8wffp0NG/eHF26dIGpqSlOnz4NZ2dnzJw5s9Deh+ycPHlSPcRhdsqWLYu6detiw4YNGDduXKHE5O3tjVKlSiE4OBjt27fP9X6WrO7fv68e4z01NRUXLlzAihUrULp06TzdZFe1alW4u7vju+++w/3792FjY4Pt27dn26WnXr16AIARI0bAy8tLK0m2ThXeAAb6J3NIjczJxMREODo6ik8++UT8+uuvkmF1MmUdgiQ0NFR06tRJODs7CxMTE+Hs7Cx69uyp8eSMnTt3iurVqwsjIyPJ8FMtW7bMcYibnIbD2rRpk5gwYYIoU6aMMDc3F97e3pKhMzLNmzdPlC1bVpiamoqmTZuKf/75R6PO3GLLbhiWFy9eiFGjRglnZ2dhbGwsKleuLObMmaMxfAgA4e/vrxFTTsN0ZRUbGysGDBggSpcuLUxMTEStWrWyHbKrIMNh5SYvw2HlZZ+vWLFCtGjRQpQqVUqYmpoKd3d3MWbMGMkTfzK309/fX5QvX14YGxsLR0dH4eHhIVauXClZ7u7du6Jjx47CwsJClC5dWnzzzTdi37597/XkrLwul9OwOIsXLxZVq1YVxsbGwsHBQQwdOlQ8e/ZMskxOx3d2x1ZqaqqYNWuWqFGjhjA1NRV2dnaiXr16YurUqZL3LbtjK6cnWuX0tLlz586JLl26qPePi4uL6N69+zufspTTerL6+++/xccffyzMzc2Fs7OzGDt2rNi/f7/G+5jTcFjZ1Z/XYyo7Z8+eFQA0hht7W3ZPzjp79qzw8vISVlZWwsLCQrRu3VocO3ZMskzmcRMRESH8/PyEnZ2dsLKyEr6+vuonYr3L2+fhrFNWR44cEU2aNBFmZmbC3t5e+Pv7Z3uuHjdu3DufFva+shsO67fffhOVK1cWpqamomrVqiIwMFDjHCLEmyHt/P39RcmSJYWVlZXo3LmzepimX375RbLsgQMHRM2aNYWJiYmoUqWKWL9+fbZ1CiHE6tWrRZ06ddSfoZYtW4qDBw+q5+d0Hszp+0Zbw2ENHz5cAJAMr5bVlClTBABx4cIFIUTO3yM5nasy35OsQxX269dPWFpaZrvOr7/+WuCtJwjmRdbhsAwMDESZMmVEz549JUNAvmvdV69eFZ6ensLKykqULl1aDB48WD1s5Nvfd69fvxbDhw8X9vb2QqVSFfmhsVRCFIE7WYiISNE8PDzUD6/QpqCgIAwYMACnT5/WSqu4NqSkpMDV1RXjx4/HN998I3c4eXb+/HnUqVMH69evz7WLGmnPqFGj8NtvvyEmJka2q1jFDfu4EhHRe/v555+xZcsWrQwnV9QFBgbC2NgYX331ldyh5Ci7sT4DAgJgYGAguamPdCc5ORnr16+Hj48Pk1YtYh9XIiJ6b40aNZLcrFmcffXVV0U6aQWA2bNn48yZM2jdujWMjIywd+9e7N27F35+fhojNpB2xcXFISQkBNu2bcOTJ08U1SqvBExciYiIipkmTZrg4MGDmD59OhITE1GhQgVMmTIFP/zwg9yhFXtXr16Fr68vypQpg4ULFxba8GH6gn1ciYiIiEgR2MeViIiIiBSBiSsRERERKUKx7+OakZGBBw8ewNraWnGPNSMiIiLSB0IIvHjxAs7OzpLHsWdV7BPXBw8e8A5KIiIiIgWIiopCuXLlcpxf7BPXzEcVRkVFaTz7moiIiIjkl5CQgPLly7/zEdPFPnHN7B5gY2PDxJWIiIioCHtXt07enEVEREREisDElYiIiIgUgYkrERERESkCE1ciIiIiUgQmrkRERESkCExciYiIiEgRmLgSERERkSIwcSUiIiIiRSj2DyB4X67j/5Jt3Xd+8ZZt3URERERFDVtciYiIiEgRmLgSERERkSIwcSUiIiIiRWDiSkRERESKwMSViIiIiBSBiSsRERERKQITVyIiIiJSBCauRERERKQIsiau6enpmDhxItzc3GBubg53d3dMnz4dQgj1MkIITJo0CU5OTjA3N4enpydu3rwpY9REREREJAdZE9dZs2Zh2bJlWLx4Mf7991/MmjULs2fPxqJFi9TLzJ49GwsXLsTy5ctx8uRJWFpawsvLC8nJyTJGTkRERESFTdZHvh47dgydOnWCt/ebR5u6urpi06ZNOHXqFIA3ra0BAQH48ccf0alTJwDA2rVr4eDggD/++AM9evSQLXYiIiIiKlyytrg2adIEoaGhuHHjBgDgwoULOHr0KNq3bw8AiIyMRExMDDw9PdWvsbW1RaNGjXD8+PFs60xJSUFCQoJkIiIiIiLlk7XFdfz48UhISEDVqlVhaGiI9PR0/PTTT/D19QUAxMTEAAAcHBwkr3NwcFDPy2rmzJmYOnWqbgMnIiIiokIna4vr1q1bsWHDBmzcuBFnz57FmjVrMHfuXKxZs6bAdU6YMAHx8fHqKSoqSosRExEREZFcZG1xHTNmDMaPH6/uq1qrVi3cvXsXM2fORL9+/eDo6AgAiI2NhZOTk/p1sbGxqF27drZ1mpqawtTUVOexExEREVHhkrXF9eXLlzAwkIZgaGiIjIwMAICbmxscHR0RGhqqnp+QkICTJ0+icePGhRorEREREclL1hbXzz77DD/99BMqVKiAGjVq4Ny5c5g/fz6+/PJLAIBKpcLIkSMxY8YMVK5cGW5ubpg4cSKcnZ3RuXNnOUMnIiIiokIma+K6aNEiTJw4EV9//TXi4uLg7OyMIUOGYNKkSeplxo4di6SkJPj5+eH58+do1qwZ9u3bBzMzMxkjJyIiIqLCphJvP6aqGEpISICtrS3i4+NhY2OT79e7jv9LB1HlzZ1fvGVbNxEREVFhyWu+JmsfVyIiIiKivGLiSkRERESKwMSViIiIiBSBiSsRERERKQITVyIiIiJSBCauRERERKQITFyJiIiISBGYuBIRERGRIjBxJSIiIiJFYOJKRERERIrAxJWIiIiIFIGJKxEREREpAhNXIiIiIlIEJq5EREREpAhMXImIiIhIEZi4EhEREZEiMHElIiIiIkVg4kpEREREisDElYiIiIgUgYkrERERESkCE1ciIiIiUgQmrkRERESkCExciYiIiEgRmLgSERERkSIwcSUiIiIiRWDiSkRERESKwMSViIiIiBSBiSsRERERKQITVyIiIiJSBCauRERERKQITFyJiIiISBGYuBIRERGRIjBxJSIiIiJFYOJKRERERIrAxJWIiIiIFIGJKxEREREpAhNXIiIiIlIEJq5EREREpAhMXImIiIhIEZi4EhEREZEiMHElIiIiIkWQPXG9f/8+evfujVKlSsHc3By1atXCP//8o54vhMCkSZPg5OQEc3NzeHp64ubNmzJGTERERERykDVxffbsGZo2bQpjY2Ps3bsXV69exbx582BnZ6deZvbs2Vi4cCGWL1+OkydPwtLSEl5eXkhOTpYxciIiIiIqbEZyrnzWrFkoX748AgMD1WVubm7qv4UQCAgIwI8//ohOnToBANauXQsHBwf88ccf6NGjR6HHTERERETykLXFddeuXahfvz66deuGMmXKoE6dOli1apV6fmRkJGJiYuDp6akus7W1RaNGjXD8+PFs60xJSUFCQoJkIiIiIiLlkzVx/e+//7Bs2TJUrlwZ+/fvx9ChQzFixAisWbMGABATEwMAcHBwkLzOwcFBPS+rmTNnwtbWVj2VL19etxtBRERERIVC1sQ1IyMDdevWxc8//4w6derAz88PgwcPxvLlywtc54QJExAfH6+eoqKitBgxEREREclF1sTVyckJ1atXl5RVq1YN9+7dAwA4OjoCAGJjYyXLxMbGqudlZWpqChsbG8lERERERMona+LatGlTXL9+XVJ248YNuLi4AHhzo5ajoyNCQ0PV8xMSEnDy5Ek0bty4UGMlIiIiInnJOqrAqFGj0KRJE/z888/o3r07Tp06hZUrV2LlypUAAJVKhZEjR2LGjBmoXLky3NzcMHHiRDg7O6Nz585yhk5EREREhUzWxLVBgwb4/fffMWHCBEybNg1ubm4ICAiAr6+vepmxY8ciKSkJfn5+eP78OZo1a4Z9+/bBzMxMxsiJiIiIqLCphBBC7iB0KSEhAba2toiPjy9Qf1fX8X/pIKq8ufOLt2zrJiIiIiosec3XZH/kKxERERFRXjBxJSIiIiJFYOJKRERERIrAxJWIiIiIFIGJKxEREREpAhNXIiIiIlIEJq5EREREpAhMXImIiIhIEZi4EhEREZEiMHElIiIiIkVg4kpEREREisDElYiIiIgUgYkrERERESkCE1ciIiIiUoQCJa4VK1bEkydPNMqfP3+OihUrvndQRERERERZFShxvXPnDtLT0zXKU1JScP/+/fcOioiIiIgoK6P8LLxr1y713/v374etra36//T0dISGhsLV1VVrwRERERERZcpX4tq5c2cAgEqlQr9+/STzjI2N4erqinnz5mktOCIiIiKiTPlKXDMyMgAAbm5uOH36NEqXLq2ToIiIiIiIsspX4popMjJS23EQEREREeWqQIkrAISGhiI0NBRxcXHqlthMq1evfu/AiIiIiIjeVqDEderUqZg2bRrq168PJycnqFQqbcdFRERERCRRoMR1+fLlCAoKQp8+fbQdDxERERFRtgo0jmtqaiqaNGmi7ViIiIiIiHJUoMR10KBB2Lhxo7ZjISIiIiLKUYG6CiQnJ2PlypUICQnBhx9+CGNjY8n8+fPnayU4IiIiIqJMBUpcL168iNq1awMALl++LJnHG7WIiIiISBcKlLiGh4drOw4iIiIiolwVqI8rEREREVFhK1CLa+vWrXPtEhAWFlbggIiIiIiIslOgxDWzf2umtLQ0nD9/HpcvX0a/fv20ERcRERERkUSBEtcFCxZkWz5lyhQkJia+V0BERERERNnRah/X3r17Y/Xq1dqskoiIiIgIgJYT1+PHj8PMzEybVRIRERERAShgV4EuXbpI/hdC4OHDh/jnn38wceJErQRGRERERPS2AiWutra2kv8NDAxQpUoVTJs2DW3bttVKYEREREREbytQ4hoYGKjtOIiIiIiIclWgxDXTmTNn8O+//wIAatSogTp16mglKCIiIiKirAqUuMbFxaFHjx44dOgQSpQoAQB4/vw5Wrdujc2bN8Pe3l6bMRIRERERFWxUgeHDh+PFixe4cuUKnj59iqdPn+Ly5ctISEjAiBEjtB0jEREREVHBEtd9+/Zh6dKlqFatmrqsevXqWLJkCfbu3VugQH755ReoVCqMHDlSXZacnAx/f3+UKlUKVlZW8PHxQWxsbIHqJyIiIiJlK1DimpGRAWNjY41yY2NjZGRk5Lu+06dPY8WKFfjwww8l5aNGjcLu3bsRHByMiIgIPHjwQGMoLiIiIiLSDwVKXNu0aYNvvvkGDx48UJfdv38fo0aNgoeHR77qSkxMhK+vL1atWgU7Ozt1eXx8PH777TfMnz8fbdq0Qb169RAYGIhjx47hxIkTBQmbiIiIiBSsQInr4sWLkZCQAFdXV7i7u8Pd3R1ubm5ISEjAokWL8lWXv78/vL294enpKSk/c+YM0tLSJOVVq1ZFhQoVcPz48RzrS0lJQUJCgmQiIiIiIuUr0KgC5cuXx9mzZxESEoJr164BAKpVq6aRfL7L5s2bcfbsWZw+fVpjXkxMDExMTNSjFmRycHBATExMjnXOnDkTU6dOzVccpMl1/F+yrfvOL96yrZuIiIiKrny1uIaFhaF69epISEiASqXCJ598guHDh2P48OFo0KABatSogSNHjuSprqioKHzzzTfYsGEDzMzMChR8diZMmID4+Hj1FBUVpbW6iYiIiEg++UpcAwICMHjwYNjY2GjMs7W1xZAhQzB//vw81XXmzBnExcWhbt26MDIygpGRESIiIrBw4UIYGRnBwcEBqampeP78ueR1sbGxcHR0zLFeU1NT2NjYSCYiIiIiUr58Ja4XLlxAu3btcpzftm1bnDlzJk91eXh44NKlSzh//rx6ql+/Pnx9fdV/GxsbIzQ0VP2a69ev4969e2jcuHF+wiYiIiKiYiBffVxjY2OzHQZLXZmRER49epSnuqytrVGzZk1JmaWlJUqVKqUuHzhwIEaPHo2SJUvCxsYGw4cPR+PGjfHxxx/nJ2wiIiIiKgbylbiWLVsWly9fRqVKlbKdf/HiRTg5OWklMABYsGABDAwM4OPjg5SUFHh5eWHp0qVaq5+IiIiIlCNfiWuHDh0wceJEtGvXTuOGqlevXmHy5Mn49NNPCxzMoUOHJP+bmZlhyZIlWLJkSYHrJCIiIqLiIV+J648//ogdO3bggw8+wLBhw1ClShUAwLVr17BkyRKkp6fjhx9+0EmgRERERKTf8pW4Ojg44NixYxg6dCgmTJgAIQQAQKVSwcvLC0uWLIGDg4NOAiUiIiIi/ZbvBxC4uLhgz549ePbsGW7dugUhBCpXrix5XCsRERERkbYV6MlZAGBnZ4cGDRpoMxYiIiIiohzlaxxXIiIiIiK5MHElIiIiIkVg4kpEREREisDElYiIiIgUgYkrERERESkCE1ciIiIiUgQmrkRERESkCExciYiIiEgRmLgSERERkSIwcSUiIiIiRWDiSkRERESKwMSViIiIiBSBiSsRERERKQITVyIiIiJSBCauRERERKQITFyJiIiISBGYuBIRERGRIjBxJSIiIiJFYOJKRERERIrAxJWIiIiIFIGJKxEREREpgpHcARAVJa7j/5Jt3Xd+8ZZt3URERErAFlciIiIiUgQmrkRERESkCExciYiIiEgRmLgSERERkSIwcSUiIiIiRWDiSkRERESKwMSViIiIiBSBiSsRERERKQITVyIiIiJSBCauRERERKQITFyJiIiISBGYuBIRERGRIjBxJSIiIiJFYOJKRERERIpgJHcARCQ/1/F/ybbuO794y7Zufd1uIiKlkrXFdebMmWjQoAGsra1RpkwZdO7cGdevX5csk5ycDH9/f5QqVQpWVlbw8fFBbGysTBETERERkVxkTVwjIiLg7++PEydO4ODBg0hLS0Pbtm2RlJSkXmbUqFHYvXs3goODERERgQcPHqBLly4yRk1EREREcpC1q8C+ffsk/wcFBaFMmTI4c+YMWrRogfj4ePz222/YuHEj2rRpAwAIDAxEtWrVcOLECXz88cdyhE1EREREMihSN2fFx8cDAEqWLAkAOHPmDNLS0uDp6alepmrVqqhQoQKOHz+ebR0pKSlISEiQTERERESkfEXm5qyMjAyMHDkSTZs2Rc2aNQEAMTExMDExQYkSJSTLOjg4ICYmJtt6Zs6cialTp+o6XCIixeJNaUSkVEWmxdXf3x+XL1/G5s2b36ueCRMmID4+Xj1FRUVpKUIiIiIiklORaHEdNmwY/vzzTxw+fBjlypVTlzs6OiI1NRXPnz+XtLrGxsbC0dEx27pMTU1hamqq65CJiIiIqJDJ2uIqhMCwYcPw+++/IywsDG5ubpL59erVg7GxMUJDQ9Vl169fx71799C4cePCDpeIiIiIZCRri6u/vz82btyInTt3wtraWt1v1dbWFubm5rC1tcXAgQMxevRolCxZEjY2Nhg+fDgaN27MEQWIiIiI9IysieuyZcsAAK1atZKUBwYGon///gCABQsWwMDAAD4+PkhJSYGXlxeWLl1ayJESERERkdxkTVyFEO9cxszMDEuWLMGSJUsKISIiIiIiKqqKzKgCRERERES5KRKjChAREekax68lUj62uBIRERGRIjBxJSIiIiJFYFcBIiKiYkxfu0jo63YXd2xxJSIiIiJFYIsrERERUTFR3Fua2eJKRERERIrAxJWIiIiIFIGJKxEREREpAhNXIiIiIlIEJq5EREREpAhMXImIiIhIEZi4EhEREZEiMHElIiIiIkVg4kpEREREisDElYiIiIgUgYkrERERESkCE1ciIiIiUgQmrkRERESkCExciYiIiEgRmLgSERERkSIwcSUiIiIiRWDiSkRERESKwMSViIiIiBSBiSsRERERKQITVyIiIiJSBCauRERERKQITFyJiIiISBGYuBIRERGRIjBxJSIiIiJFYOJKRERERIrAxJWIiIiIFIGJKxEREREpAhNXIiIiIlIEJq5EREREpAhMXImIiIhIEZi4EhEREZEiMHElIiIiIkVg4kpEREREisDElYiIiIgUQRGJ65IlS+Dq6gozMzM0atQIp06dkjskIiIiIipkRT5x3bJlC0aPHo3Jkyfj7Nmz+Oijj+Dl5YW4uDi5QyMiIiKiQlTkE9f58+dj8ODBGDBgAKpXr47ly5fDwsICq1evljs0IiIiIipERnIHkJvU1FScOXMGEyZMUJcZGBjA09MTx48fz/Y1KSkpSElJUf8fHx8PAEhISChQDBkpLwv0Om0oaMzawO0ufNzuwsftLnzc7sLH7S583O6Cv1YIkfuCogi7f/++ACCOHTsmKR8zZoxo2LBhtq+ZPHmyAMCJEydOnDhx4sRJYVNUVFSuuWGRbnEtiAkTJmD06NHq/zMyMvD06VOUKlUKKpWqUGNJSEhA+fLlERUVBRsbm0Jdt5y43dxufcDt5nbrA243t7uwCCHw4sULODs757pckU5cS5cuDUNDQ8TGxkrKY2Nj4ejomO1rTE1NYWpqKikrUaKErkLMExsbG7068DNxu/ULt1u/cLv1C7dbv8i13ba2tu9cpkjfnGViYoJ69eohNDRUXZaRkYHQ0FA0btxYxsiIiIiIqLAV6RZXABg9ejT69euH+vXro2HDhggICEBSUhIGDBggd2hEREREVIiKfOL6xRdf4NGjR5g0aRJiYmJQu3Zt7Nu3Dw4ODnKH9k6mpqaYPHmyRteF4o7bze3WB9xubrc+4HZzu4salRDvGneAiIiIiEh+RbqPKxERERFRJiauRERERKQITFyJiIiISBGYuBIRERGRIjBxJSIiIiJFYOJKOhUeHo5BgwbJHQYRvafXr18jJCQEK1aswIsXLwAADx48QGJiosyREWnH4cOH8fr1a43ytLQ0HD58WIaIKDtMXEnrzp8/jzFjxqB8+fJo164dnjx5IndIVIiSk5PlDkFnvvzyS3XS9raEhAR8+eWXMkRUOO7evYtatWqhU6dO8Pf3x6NHjwAAs2bNwnfffSdzdLphZ2eHkiVL5jgVVzNmzMDRo0c1yletWoWePXvKEFHhad26NS5evIh79+5JpgsXLqB169Zyh6dzJ0+eRMmSJREeHi53KLkq8g8gUJo2bdpgx44dKFGihKT82bNn8PHxQVhYmDyB6didO3ewceNGrF+/HtevX0fz5s0xadIkdO3aFXZ2dnKHpzN2dnZQqVQ5zn/69GkhRiMfIQQOHjyI9evXY+fOnYiPj5c7JJ0ICgpC6dKlYWVlJSlPTEzEmjVrsHr1apki061vvvkG9evXx4ULF1CqVCl1+eeff47BgwfLGJnuTJw4ETNmzICXl5f6EePHjx/H/v37MXHiRJmj051Vq1bh008/BQAsX74cvr6+sLa2RqNGjfDjjz/KHJ1uCSHQoEGDbMtzO88XF0FBQUhKSkJgYKAkUX/7nN63b1+5wlNj4qplhw4dwtChQ2Fubi4pf/XqFSIiImSKSvfc3d1RpUoVfPnll+jRowfKlSsnd0iFIiAgQPJ/UlISTp8+jd27d+OHH36QJ6hCdPr0aWzYsAFbtmxBfHw8vL29sWbNGrnD0qm9e/fCyEh66szu8mJxcuTIERw7dgwmJiaScldXV9y/f1+mqHTr77//xrRp0zBs2DB12YgRI7B48WKEhIRg1KhRMkanOzExMbC3twcAjBkzBp6enrC2tkaJEiWQkJAgc3S6d/DgQcmPMwB4/PgxPvnkE5kiKhwpKSnYunUrpk+fjmnTpmHp0qXqH+jR0dF4/PhxkUnembjqQHx8vMbl0pSUFJmiKRwODg6IjIzEyZMnUblyZTg4OMDY2FjusHSuX79+2ZYvX768yF9ueR9Tp07Fxo0bcfv2bbRp0wYzZ86Ej48PrK2t5Q5N50JDQ1GmTBlJWUxMDJydnWWKSPcyMjKQnp6uUR4dHV1s9/n+/fsxa9YsjfJ27dph/PjxMkRUOOzs7HD79m0YGhoiKSkJN27cQKVKlXD+/PlifYwDQGBgIJo2barxuNPk5GQEBgbKFFXh2LlzJ6ysrDBmzBisXbsW27ZtQ//+/QEA/v7+8gaXlSCtcnV1FY8fP9Yoj4uLE66urjJEVDgyMjJESEiIGDBggLC1tRV2dnZi0KBBIjw8XO7QZPHff/8Ja2trucPQGZVKJerUqSOuXr0qdyhUCLp37y4GDx4shBDCyspK/Pfff+LFixeiTZs2on///jJHpxsVKlQQc+fO1SifO3euqFChggwRFY5BgwYJV1dX8dFHH4muXbuK8uXLi9GjRwsnJycxfvx4ucMjHenQoYOYMGGCEEKImTNnihYtWsgcUc5UQgghd/JMxUtKSgp27dqFjRs3Yu/evShdujSio6PlDqtQ3blzB0uXLsXs2bPlDkUnxo0bh82bNyM2Nhbt2rWDr68vPvvsM5iZmckdGulAdHQ0vLy8IITAzZs3Ub9+fdy8eROlS5fG4cOHNVqgi4OgoCAMGjQI7du3R6NGjQC8uXll3759WLVqlbo1qrh59eoV5syZg/T0dIwfPx7BwcEIDg5G3bp18eOPP+rFlbSEhAQEBQXB19dXo9tAcRQTE4MKFSrg0qVLqFKlCqKiouDm5oabN2/Czc1N7vA0MHElnXr27Bm2bdtWbG/g0HcRERHYuHEjtm3bhtevX6Nz587w9fVF27Zt5Q5Np65cuYI+ffpg5cqVqF+/vtzhFIrXr19jy5YtuHDhAhITE1G3bl34+vpq9OcvTk6ePImFCxfi33//BQBUq1YNI0aMUCeyVDytWLECX3/9NebMmYPRo0fLHY7OzZ07F1u3bsWpU6fUZR4eHmjRogUmT54sY2TZY+KqIydPnkT79u2xfft2vRhGQ9/p+/5OS0vDX3/9hQ0bNmDPnj1ISkqSOySdGjNmDObPn48hQ4Zg6dKlcodDRFrUuHFjpKWlITU1FRcvXpQ7HJ2rVasWhgwZIrkRMSgoCNOnT8ft27dljCx7HMdVR94eVkKfxMXFYfTo0XrXNUBf93cmY2NjdO7cGcHBwYiJiZE7HJ3KyMjAhg0bMGrUKGzZsgWpqalyh1RoMjIycPHixWI/igIpZ0xPbbtx4wbOnj2LTZs24fbt2zh37pzcIelUVFQU7O3tNcbo7dq1q7q7QFHDxFUH3h5WYseOHXr1ZJl169bh119/LbbjWWZHn/d3dorrXeaZ9u3bh/T0dMycORM2NjbYuXOn3CEVml27dqFOnTrYsmWL3KEUGn1N4PT1x/iaNWvg6emJypUro1OnTggKCpI7JJ0qX748wsLCNPryWllZISQkBJUrV5YpspwxcdWBt4eVcHV1xbZt2+QOqdCsWbMGHh4exX4sz7fp8/7Wxy/1NWvW4IsvvoCxsTF8fX2L/Rfb29asWQN7e3u92mZ9TOD09ce4EALr1q1TD7Lfu3dvbNq0Sa+uMERHRyMjI0PuMHLFxFUH1qxZA19fX6hUKvTu3VtvTnhnz57FrVu3sHbtWjx9+hRHjhyRO6RCoa/7G9C/L/Xnz59j9+7d6i+2Pn364ODBg4iNjZU5Mt17/Pgx9u7di6CgIEREROhFdyB9TeD09cd4aGgoXrx4gc6dOwMAvLy8YGhoiL/++kvewApR9erVcefOHbnDyBUTVy2LiYnBwYMH1QPT+/r64u+//0ZkZKTMkenemjVr8Nlnn8HR0RHdunXTi1YZfd7f+vilvnnzZri5ualHEqhSpQrq1q2L9evXyxyZ7m3atAk1a9ZEu3bt0Lx5c6xbt07ukHROXxM4ff0xvmbNGnTt2lX9AAJDQ0P07NlTL77LMinhfn0mrlq2fv161K5dG1WqVAHwpv9Iy5YtsXbtWpkj063Xr19j48aNkkss27Ztw6tXr2SOTLf0dX8D+vmlvmbNGvTp00dS1rt3b734YgsKCpJ8vvXhGNfHBE5ff4y/ePECO3bsUB/jmXr37o09e/bgyZMnMkVGGmR79EExVbNmTbFo0SJJWWBgoKhYsaJMERWO33//XTg4OIj09HR1mZubm1i/fr2MUemevu5vIZT1pBVtuHfvnnBzcxPR0dGS8sePHwt3d3dx/fp1mSLTvUuXLgkTExPx6NEjIYQQL168EBYWFuLEiRMyR6Y7Dx8+FMbGxuLatWtCiDf739DQUPz3338yR6Zbc+bMEQ0aNJCUtWnTRkyZMkWmiArH8+fPRURERLbzjhw5Ip4+fVrIEcnj559/Fs+ePZM7jFxxHFctioqKQr9+/RAcHCy5Qy8xMRGdO3fGsmXLiuQdetrQpUsXuLi4YMGCBeqySZMm4fjx4zh48KCMkemOPu9vpT1phd7PmDFjcO3aNezevVtd5uvrCxsbGyxbtkzGyHRHaYOya4vSxvSkgsnPgxXmz5+vw0gKQO7MmZTv0aNHwsTERJw9e1ZSfv36dWFoaCiioqJkiox0RV9bZfTR69evhaOjo9i6daukfM+ePcLOzk6kpKTIFJlu6ePVlHv37onWrVuLx48fS8pfvHghPDw8xI0bN2SKrPANHTpUfYWhOGrVqpVksrGxERYWFqJOnTqiTp06wtLSUtjY2IjWrVvLHaoG9nHVISUMK6EN1tbWuHnzJurUqSMp/+CDDxAZGakXz3oG9Gd/A2/6/mXtC9anTx+96PeYycbGBv/995/cYehcXFwchg4dik6dOknKvby8MHr06GL5wAklDsquDUoc01NX1q9fj4SEBLnD0Jnw8HD19Nlnn6Fly5aIjo7G2bNncfbsWURFRaF169bw9vaWO1QN7CqgQzY2Njh//jwqVqwodyhUCPRlf+tzF4m3WVtb48KFC8V+f5P+io6OhrOzMwwM9K+NS58+32XLlsWBAwdQo0YNSfnly5fRtm1bPHjwQKbIsqd/R2Mh0tffBN7e3nj48KHcYRQ6fdnfbJXRb5s2bUJSUpLcYRQqfbqa8jYljOlJ7y8hIQGPHj3SKH/06BFevHghQ0S5Y+JKWnf48OFiPwwW/T99/VLv3bs3bGxs5A6j0A0ZMkQvHrjwNn1N4PTlx3imNm3aYOrUqQDeDI+V2dr67NkztGnTRs7QdOrzzz/HgAEDsGPHDkRHRyM6Ohrbt2/HwIED0aVLF7nD02AkdwDF2ffff4+SJUvKHQYVEn3d39WrV9eLLhKZQkNDERoairS0NIwdO1Yyb/Xq1TJFVXj0LZkB9HOb9dGhQ4dw6dIlnDt3Dhs3boSFhQUAIDU1FRERETJHpzvLly/Hd999h169eiEtLQ0AYGRkhIEDB2LOnDkyR6eJiasWjB49GtOnT4elpaXGEBPTpk2T/F/khpXQARcXFxgbG8sdhs5wf0vp05f61KlTMW3aNNSvXx9OTk5QqVRyh0SkM/r4YzwkJARDhgxBo0aNsHv3bri6usodks5ZWFhg6dKlmDNnjnrIM3d3d1haWsocWfaYuGrBuXPn1L9Szp07l+Nyxf1LLjY2FosXL0aFChUwZswYfPTRR/D39y92l1O5v/XX8uXLERQUpPH0rOJu7dq1+OKLL2Bqaoq9e/eibNmyAIDk5GRs3bpVY4SJ4kafEjh9/zHu5OSEiIgIDBgwAA0aNEBwcDCqVasmd1iFwtLSEh9++KHcYbwTRxUgrbh58yaaNWsGc3NzNG/eHMHBwWjWrBmuXLmC0NBQVK9eXe4QSUdmzpyJoUOHokSJEnKHonOlSpXCqVOn4O7uLncohcrQ0BA7duyAnZ2dpPzp06fw8fFBenq6TJHpzrsGaC+uCVzr1q0l/yclJeH69esAgHr16iEsLEyOsAqFoaEhHj58iDJlygAAZsyYgRkzZmDcuHGYMWNGsTzOlYiJK2lFly5dkJaWhh07dsDY2Fg9lMjWrVsRERGBvXv3yh0ivafcukhkVVy/1MeNGwcrKytMnDhR7lAKlYGBAVQqVbbdQlQqVbH8QtfnBC6rxMRE9O/fHy1atMCIESPkDkdnDAwMEBMTo05cAWD79u3o168fXr16VSyPcyViVwHSivDwcBw4cECjb2u3bt3w008/yRQVaRO7SLy5NL5y5UqEhITgww8/1Djei2vCDgDXrl2TfKEDb7oHVa1aVaaIdCs8PFyj7O0ETp9YWVlhypQp6NChQ7FOXCMjI2Fvby8p8/HxQdWqVfHPP//IFBVlxRZX0gorKytcvHhRfWd5Zovrixcv4OXlVSyfrkP6J2sr3NtUKlWxbYWLiIhA06ZNYWQkbetIS0vDsWPH0LJlS5kiK3yXL19Ghw4dcO/ePblDKVRXrlyBh4cHz+UkO7a4kla4urri6tWr6sRVpVLhzp07mDdvHtq3by9zdETakV0rnD7IKTE1NjbWq6QVeHNuS01NlTuMQlejRg0mrVQk8AEEpBVdunRBcHCw+v+MjAx88sknSE9Px7x582SMjIhIe5jAEcmLXQVIJ44fP44KFSqoh80hIiIiel9MXImIiIhIEdhVgIiIiIgUgYkrERERESkCE1ciIiIiUgQmrkRERESkCExciYiIiEgRmLgSERERkSIwcSUiIiIiRWDiSkRERESK8H8/l3YRxC5hOgAAAABJRU5ErkJggg==",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2140,7 +2245,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2150,7 +2255,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2160,7 +2265,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2170,7 +2275,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2180,7 +2285,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2190,7 +2295,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2200,7 +2305,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs0AAAE9CAYAAADwNV8FAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABarElEQVR4nO3dd1gU1/s28HtB6VVRikFAwV4wGBG7QgQlUexdNCq/GI0aEmsUxBqNGuyoiYi9BxMLilijhChqokaNGhQbYAXBCArn/cOX/TousKwu7Mren+vaS/fMmZlnZofZZ8+cOSMTQggQEREREVGh9DQdABERERGRtmPSTERERESkBJNmIiIiIiIlmDQTERERESnBpJmIiIiISAkmzURERERESjBpJiIiIiJSgkkzEREREZESTJqJiIiIiJRg0kxFmjp1KmQyWamsq02bNmjTpo38/ZEjRyCTybB9+/ZSWf+gQYPg7OxcKut6W5mZmRg6dCjs7Owgk8kwZswYta+jND9zVeQfD0eOHFHL8tasWQOZTIbTp0+rZXmkXGn+jf3xxx8wMDDAzZs3S2V9mhQREYGqVasiOztb06FoHWdnZ3zyySdK66n7/KKNeM57d0yadUj+H0z+y8jICA4ODvD19cWiRYvw9OlTtazn7t27mDp1Ks6dO6eW5amTNsdWHLNmzcKaNWswfPhwrFu3DgMGDCi0rrOzM2QyGXx8fAqcvmrVKvmxUJZOogUd5zVq1MDIkSORmpqq6fDeKzdu3JDsS319fVStWhVdunTR+r+hb7/9Fn369IGTk5PCMVHYqzQS+nv37mHChAlo27YtzM3NlSZqJ0+eRIsWLWBiYgI7OzuMGjUKmZmZkjqDBg1CTk4OVqxYobY43/zsi3rduHFDbestS/ITcZlMhsTERIXpgwYNgpmZmdrXu2zZMqxZs0btyyWgnKYDoNI3bdo0uLi44MWLF0hJScGRI0cwZswYLFiwAL/88gsaNGggrzt58mRMmDBBpeXfvXsXYWFhcHZ2hru7e7HnO3DggErreRtFxbZq1Srk5eWVeAzv4tChQ2jatClCQ0OLVd/IyAiHDx9GSkoK7OzsJNM2bNgAIyMjPH/+XFL+Np+5Nso/zp8/f47ffvsNy5cvx969e3HhwgWYmJhoOrz3Sp8+fdCxY0fk5ubi0qVLWL58Ofbt24fff/9dpb/x0vobO3fuHA4ePIiTJ08CAFq1aoV169ZJ6gwdOhRNmjRBUFCQvKwkEpg3XblyBXPmzIGbmxvq16+P+Pj4QuueO3cO3t7eqF27NhYsWIDbt29j3rx5uHr1Kvbt2yevZ2RkhMDAQCxYsABffvmlWq4UVapUSWGfzZ8/H7dv38YPP/ygUPd916pVK/z3338wMDAokeVPnToVv/76a4ks+03Lli2DjY0NBg0aVCrr0yVMmnVQhw4d0LhxY/n7iRMn4tChQ/jkk0/QqVMnXLp0CcbGxgCAcuXKoVy5kj1Mnj17BhMTkxI7WRVX+fLlNbr+4khLS0OdOnWKXb958+Y4deoUtmzZgtGjR8vLb9++jePHj6NLly7YsWOHZJ7S+MxLw+vH+dChQ1GxYkUsWLAAu3btQp8+fTQc3fvlww8/RP/+/eXvmzdvjk6dOmH58uUqtW4W52/s5cuXyMvLe6fzQWRkJKpWrYqmTZsCAKpVq4Zq1apJ6nz++eeoVq2aZLtKg4eHBx4+fIgKFSpg+/bt6NGjR6F1J02aBGtraxw5cgQWFhYAXl1BGjZsGA4cOID27dvL6/bs2RNz587F4cOH0a5du3eO09TUVGHfbN68GY8fPy71fVYa9PT0YGRkVCLLdnd3x+7du3HmzBl8+OGHJbIO4H/fpZqWlZUFU1NTTYdRItg9gwAA7dq1w5QpU3Dz5k2sX79eXl5Q/9bY2Fi0aNECVlZWMDMzQ82aNTFp0iQAry5HffTRRwCAwYMHyy9N5V8qatOmDerVq4fExES0atUKJiYm8nnf7NOcLzc3F5MmTYKdnR1MTU3RqVMn3Lp1S1LH2dm5wF/Vry9TWWwF9bfMysrC119/DUdHRxgaGqJmzZqYN28ehBCSejKZDCNHjkR0dDTq1asHQ0ND1K1bFzExMQXv8DekpaVhyJAhsLW1hZGRERo2bIioqCj59PzLfElJSdizZ0+xL4saGRmha9eu2Lhxo6R806ZNsLa2hq+vr8I8qn7m+RYvXoy6devCxMQE1tbWaNy4scJ679y5g88++wy2trbyfbR69WqFGG7fvo2AgACYmpqicuXK+Oqrr965v2Z+IpGUlCQpz87ORnBwMCpVqgRTU1N06dIF9+/fV5h/2bJlqFu3LgwNDeHg4IARI0bgyZMnkjr5x/fff/+Ntm3bwsTEBFWqVMHcuXMVlpednY3Q0FC4urrC0NAQjo6OGDdunMJ25h9b27ZtQ506dWBsbAwvLy+cP38eALBixQq4urrCyMgIbdq0KfCYSEhIgJ+fHywtLWFiYoLWrVvjxIkTquw+iTf35a5du+Dv7w8HBwcYGhqievXqmD59OnJzcyXzvfk3lt8FYN68eQgPD0f16tVhaGiIv//+G0DxjqmCREdHo127diq3uJ49exYdOnSAhYUFzMzM4O3tjd9//11SJ7+rx7Fjx/B///d/qFixIiwsLDBw4EA8fvxY6TrMzc1RoUIFpfUyMjIQGxuL/v37yxNmABg4cCDMzMywdetWSX0PDw9UqFABu3btKubWqse8efPQrFkzVKxYEcbGxvDw8CjwPpT//vsPo0aNgo2NDczNzdGpUyfcuXMHMpkMU6dOldcrrN97YfdarF+/Hk2aNJEfI61atSrwquVvv/2GJk2awMjICNWqVcPatWsl00uyT/OXX34Ja2tryXYWRZVzzZvfpc7Ozrh48SKOHj0q/55483u1uOe8ffv2oWXLljA1NYW5uTn8/f1x8eJFSZ38LibXr19Hx44dYW5ujn79+gF49+9FbfT+NyeR2gwYMACTJk3CgQMHMGzYsALrXLx4EZ988gkaNGiAadOmwdDQENeuXZN/AdeuXRvTpk1DSEgIgoKC0LJlSwBAs2bN5Mt4+PAhOnTogN69e6N///6wtbUtMq6ZM2dCJpNh/PjxSEtLQ3h4OHx8fHDu3Dl5i3hxFCe21wkh0KlTJxw+fBhDhgyBu7s79u/fj7Fjx+LOnTsKlyh/++037Ny5E1988QXMzc2xaNEidOvWDcnJyahYsWKhcf33339o06YNrl27hpEjR8LFxQXbtm3DoEGD8OTJE4wePRq1a9fGunXr8NVXX+GDDz7A119/DaB4l0X79u2L9u3b4/r166hevToAYOPGjejevXuxWv6UfebAq8vuo0aNQvfu3TF69Gg8f/4cf/31FxISEtC3b18AQGpqKpo2bSo/kVaqVAn79u3DkCFDkJGRIb+p8b///oO3tzeSk5MxatQoODg4YN26dTh06JDSWIty/fp1AFD4LPK/0EJDQ3Hjxg2Eh4dj5MiR2LJli7zO1KlTERYWBh8fHwwfPhxXrlzB8uXLcerUKZw4cUKyHx8/fgw/Pz907doVPXv2xPbt2zF+/HjUr18fHTp0AADk5eWhU6dO+O233xAUFITatWvj/Pnz+OGHH/DPP/8gOjpaEuPx48fxyy+/YMSIEQCA2bNn45NPPsG4ceOwbNkyfPHFF3j8+DHmzp2Lzz77TLKvDh06hA4dOsDDwwOhoaHQ09NDZGQk2rVrh+PHj6NJkybvvC/XrFkDMzMzBAcHw8zMDIcOHUJISAgyMjLw/fffK11eZGQknj9/jqCgIBgaGqJChQrFOqYKcufOHSQnJ6vconfx4kW0bNkSFhYWGDduHMqXL48VK1agTZs2OHr0KDw9PSX1R44cCSsrK0ydOlV+PNy8eVOefL2r8+fP4+XLl5KrggBgYGAAd3d3nD17VmGeDz/88J1+DL2NhQsXolOnTujXrx9ycnKwefNm9OjRA7t374a/v7+83qBBg7B161YMGDAATZs2xdGjRyXT30ZYWBimTp2KZs2aYdq0aTAwMEBCQgIOHTokaYW/du0aunfvjiFDhiAwMBCrV6/GoEGD4OHhgbp1675TDMVhYWGBr776CiEhIUpbm1U51xT0XdqmTRt8+eWXMDMzw7fffgsACt+xxTnnrVu3DoGBgfD19cWcOXPw7NkzLF++HC1atMDZs2clP2xevnwJX19ftGjRAvPmzZO0dr/t96LWEqQzIiMjBQBx6tSpQutYWlqKRo0ayd+HhoaK1w+TH374QQAQ9+/fL3QZp06dEgBEZGSkwrTWrVsLACIiIqLAaa1bt5a/P3z4sAAgqlSpIjIyMuTlW7duFQDEwoUL5WVOTk4iMDBQ6TKLii0wMFA4OTnJ30dHRwsAYsaMGZJ63bt3FzKZTFy7dk1eBkAYGBhIyv78808BQCxevFhhXa8LDw8XAMT69evlZTk5OcLLy0uYmZlJtt3JyUn4+/sXubw36758+VLY2dmJ6dOnCyGE+PvvvwUAcfTo0QKPibf5zDt37izq1q1bZDxDhgwR9vb24sGDB5Ly3r17C0tLS/Hs2TMhxP/2x9atW+V1srKyhKurqwAgDh8+XOR68rfp4MGD4v79++LWrVti8+bNomLFisLY2Fjcvn1bUs/Hx0fk5eXJ5//qq6+Evr6+ePLkiRBCiLS0NGFgYCDat28vcnNz5fWWLFkiAIjVq1fLy/KP77Vr18rLsrOzhZ2dnejWrZu8bN26dUJPT08cP35cEntERIQAIE6cOCEvAyAMDQ1FUlKSvGzFihUCgLCzs5McHxMnThQA5HXz8vKEm5ub8PX1lWzjs2fPhIuLi/j444+L3JdJSUkCgAgLCxP3798XKSkp4siRI6JRo0YCgNixY4d8eW/6v//7P2FiYiKeP38uL3vzbyx/+RYWFiItLU0yf3GOqYIcPHhQABC//vprkfVMTU0l54yAgABhYGAgrl+/Li+7e/euMDc3F61atZKX5R83Hh4eIicnR14+d+5cAUDs2rWr2LFu27at0GM6f9qxY8cUpvXo0UPY2dkplAcFBQljY+Nir19V/v7+ks9PCMXPPicnR9SrV0+0a9dOXpaYmCgAiDFjxkjqDho0SAAQoaGh8rI3j5F8b56Xrl69KvT09ESXLl0kf5dCCMmx7uTkpLAf09LShKGhofj666/lZfnfN8rOL6rIX+a2bdvEkydPhLW1tejUqZN8emBgoDA1NZXEpeq5pqDv0rp160q+9/IV95z39OlTYWVlJYYNGyaZPyUlRVhaWkrKAwMDBQAxYcIEhfW9y/eitmL3DJIwMzMrchQNKysrAK8ux77tDT2GhoYYPHhwsesPHDgQ5ubm8vfdu3eHvb099u7d+1brL669e/dCX18fo0aNkpR//fXXEEJIbsQBAB8fH3lLLgA0aNAAFhYW+Pfff5Wux87OTtLPtnz58vK75I8ePfpO26Gvr4+ePXti06ZNAF7dAOjo6ChvaVemOJ+5lZUVbt++jVOnThU4XQiBHTt24NNPP4UQAg8ePJC/fH19kZ6ejjNnzgB4tT/s7e3RvXt3+fwmJiaSG7aKw8fHB5UqVYKjoyN69+4NMzMz/Pzzz6hSpYqkXlBQkKRlsGXLlsjNzZUPVXbw4EHk5ORgzJgx0NP73ylz2LBhsLCwwJ49eyTLMzMzk/T5NDAwQJMmTSTHwbZt21C7dm3UqlVLsi/yuz0cPnxYskxvb29Jy05+q2e3bt0kfxv55fnrOnfuHK5evYq+ffvi4cOH8vVkZWXB29sbx44dK9bfcWhoKCpVqgQ7Ozu0adMG169fx5w5c9C1a1cAkFzxefr0KR48eICWLVvi2bNnuHz5stLld+vWTeGqibJjqjAPHz4EAFhbWxd7ntzcXBw4cAABAQGSvs/29vbo27cvfvvtN2RkZEjmCQoKkrT6DR8+HOXKlVPbeem///4D8Op8+SYjIyP59NdZW1vjv//+w7Nnz9QSQ3G8/tk/fvwY6enpaNmypfzvGYD8cvwXX3whmffLL7986/VGR0cjLy8PISEhkr9LAAot/XXq1JGc7ypVqoSaNWsqPTerk6WlJcaMGYNffvmlwKsEgOrnGlW/S/MpO+fFxsbiyZMn6NOnj+T8pK+vD09PT4XzE/Dq+C/I234vait2zyCJzMxMVK5cudDpvXr1wo8//oihQ4diwoQJ8Pb2RteuXdG9e3eFE1dhqlSpotJNPm5ubpL3MpkMrq6uJT7M0c2bN+Hg4CBJSoBX3Tzyp7+uatWqCsuwtrZW2s/x5s2bcHNzU9h/ha3nbfTt2xeLFi3Cn3/+iY0bN6J3797FvoRcnM98/PjxOHjwIJo0aQJXV1e0b98effv2RfPmzQEA9+/fx5MnT7By5UqsXLmywPWkpaXJt9fV1VUhvpo1a6q0zUuXLkWNGjVQrlw52NraombNmgUeo29+bvnJVv7nlr//31y/gYEBqlWrpvD5fPDBBwqxW1tb46+//pK/v3r1Ki5dulRo95r8fVFYjJaWlgAAR0fHAsvzY7969SoAIDAwsMD1AEB6errSBDMoKAg9evSAnp4erKys5P0t8128eBGTJ0/GoUOHFJLL9PT0IpcNAC4uLgplyo4pZcQb9x0U5f79+3j27FmBx1jt2rWRl5eHW7duSS7lv3leMjMzg729vdrOS/nJaEF9+Z8/f15g17T8bS7qbzszM1MyZJ2+vv47jX6xe/duzJgxA+fOnZPE+noMN2/ehJ6ensLn7Orq+tbrvX79OvT09Ip1Y/TbnpvflJOTg0ePHknKKlWqBH19/WLNP3r0aPzwww+YOnVqgX3PVT3XqPpdmk/ZOS//vFHYDaWv97EHXt08/sEHHxRrXfnrU3XfawsmzSR3+/ZtpKenF3kiMzY2xrFjx3D48GHs2bMHMTEx2LJlC9q1a4cDBw4U6+ShSj/k4irsSyI3N7fYJ7R3Vdh6VPnyLimenp6oXr06xowZg6SkpCL7hL6pOJ957dq1ceXKFezevRsxMTHYsWMHli1bhpCQEISFhclbM/v3719oAvf6UIfq0KRJE4X+oAVR9+dWnOXl5eWhfv36WLBgQYF130yGC1umsnXl7/fvv/++0KHhijPMmpubW6HjfT958gStW7eGhYUFpk2bhurVq8PIyAhnzpzB+PHji9WSXdA5QdkxVZj8fpLv65dyPnt7ewCvxnV+07179+Dg4KBQ/vjxY5iYmBR5jp03b55k/zk5Ob11on/8+HF06tQJrVq1wrJly2Bvb4/y5csjMjKyWDdsFqSoc/nbUtff+MmTJ9G2bVtJWVJSUrHH985vbZ46dWqhrc2qeNvv0uKeN9atW6cwVCkAhdGVDA0NC2000+bvxbfBpJnk8sfkLGhEhdfp6enB29sb3t7eWLBgAWbNmoVvv/0Whw8fho+Pj9qfJpf/qzefEALXrl2TJFnW1tYKdxcDr365v365VZXYnJyccPDgQTx9+lTS2px/udnJyanYy1K2nr/++gt5eXmSE4+619OnTx/MmDEDtWvXVmlsXUD5Zw68GqKqV69e6NWrF3JyctC1a1fMnDkTEydORKVKlWBubo7c3NxCk698Tk5OuHDhAoQQks/rypUrKm+zOuTv/ytXrkiOpZycHCQlJSndnoJUr14df/75J7y9vUv06Yv5l0UtLCzeKs7iOHLkCB4+fIidO3eiVatW8vI3Ryl5G0UdU4UND1arVi2V11+pUiWYmJgUeIxdvnwZenp6Cj9krl69KkmgMjMzce/ePXTs2LHY6y1KvXr1UK5cOZw+fRo9e/aUl+fk5ODcuXOSsnxJSUnyK1SFGThwIFq0aCF//y6NGDt27ICRkRH2798vufIQGRkpqefk5IS8vDwkJSVJWuivXbumsMyizuWvq169OvLy8vD333+rfD57Ww0bNkRsbKykrKCksihjxoxBeHg4wsLC5F3f8qnrXPOu55T880blypVL7LzxvmKfZgLw6g776dOnw8XFRT5cTEHevDQFQH7Cyr80lz8+Y0Envrexdu1aST/r7du34969e/KRCIBXf+S///47cnJy5GW7d+9WGJpOldjyH+awZMkSSfkPP/wAmUwmWf+76NixI1JSUiR3Lr98+RKLFy+GmZkZWrdurZb1DB06FKGhoZg/f75K8xXnM8/vR5rPwMAAderUgRACL168gL6+Prp164YdO3bgwoULCst7fbijjh074u7du5Jhq549e1Zot46S5uPjAwMDAyxatEjSOvLTTz8hPT39rUYA6NmzJ+7cuYNVq1YpTPvvv/+QlZX1TjHn8/DwQPXq1TFv3jyFp8gBKHCYKVXltyS9vm9ycnKwbNmyd1qusmOqMFWqVIGjo6NKT7nU19dH+/btsWvXLkmra2pqKjZu3IgWLVooXJJeuXKlJI7ly5fj5cuXajsvWFpawsfHB+vXr5ec/9atW4fMzMwCx3c+c+ZMoaMB5atWrRp8fHzkr+J2dymIvr4+ZDKZpBX4xo0bCqO/5DfEvHlMLF68WGGZ1atXR3p6uqQ707179/Dzzz9L6gUEBEBPTw/Tpk1TuJpRUq2Y1tbWkn3n4+Oj8tjO+a3Nu3btUniqprrONaampu/0/evr6wsLCwvMmjWrwL81dZw33ldsadZB+/btw+XLl/Hy5Uukpqbi0KFDiI2NhZOTE3755ZciTwLTpk3DsWPH4O/vDycnJ6SlpWHZsmX44IMP5K0X1atXh5WVFSIiImBubg5TU1N4enoW2G+xOCpUqIAWLVpg8ODBSE1NRXh4OFxdXSXD4g0dOhTbt2+Hn58fevbsievXr2P9+vWSGxBUje3TTz9F27Zt8e233+LGjRto2LAhDhw4gF27dmHMmDEKy35bQUFBWLFiBQYNGoTExEQ4Oztj+/btOHHiBMLDwxX6VL8tJyenYo8T+rrifObt27eHnZ0dmjdvDltbW1y6dAlLliyBv7+/PP7vvvsOhw8fhqenJ4YNG4Y6derg0aNHOHPmDA4ePChPzocNG4YlS5Zg4MCBSExMhL29PdatW6exQfsrVaqEiRMnIiwsDH5+fujUqROuXLmCZcuW4aOPPnqrBz0MGDAAW7duxeeff47Dhw+jefPmyM3NxeXLl7F161bs37+/WF1LlNHT08OPP/6IDh06oG7duhg8eDCqVKmCO3fu4PDhw7CwsHjnp5Q1a9YM1tbWCAwMxKhRoyCTybBu3bp3TlyKc0wVpnPnzvj5558VrlYUZcaMGfLxyL/44guUK1cOK1asQHZ2doHjbOfk5MDb2xs9e/aUHw8tWrRAp06dirUuAPIxb9etW4fffvsNwKsncuabOXMmmjVrhtatWyMoKAi3b9/G/Pnz0b59e/j5+UmWmZiYiEePHqFz587F2l518Pf3x4IFC+Dn54e+ffsiLS0NS5cuhaurqyTp9fDwQLdu3RAeHo6HDx/Kh5z7559/AEhbRnv37o3x48ejS5cuGDVqlHyosxo1akhuLnR1dcW3336L6dOno2XLlujatSsMDQ1x6tQpODg4YPbs2aW2H1SV37f5zz//lDwERF3nGg8PDyxfvhwzZsyAq6srKleurNIDbywsLLB8+XIMGDAAH374IXr37o1KlSohOTkZe/bsQfPmzRUak3RGaQ7VQZqVP9xM/svAwEDY2dmJjz/+WCxcuFAydFW+N4f5iYuLE507dxYODg7CwMBAODg4iD59+oh//vlHMt+uXbtEnTp1RLly5SRDvLVu3brQYaQKG3Ju06ZNYuLEiaJy5crC2NhY+Pv7i5s3byrMP3/+fFGlShVhaGgomjdvLk6fPq2wzKJiK2ioo6dPn4qvvvpKODg4iPLlyws3Nzfx/fffS4brEeLV0DojRoxQiKmwofDelJqaKgYPHixsbGyEgYGBqF+/foHD4r3NkHNFKc6Qc8X5zFesWCFatWolKlasKAwNDUX16tXF2LFjRXp6usJ2jhgxQjg6Oory5csLOzs74e3tLVauXCmpd/PmTdGpUydhYmIibGxsxOjRo0VMTIxKQ84VNbRiUfUKG3pqyZIlolatWqJ8+fLC1tZWDB8+XDx+/FhSp7Dju6BjKycnR8yZM0fUrVtXGBoaCmtra+Hh4SHCwsIk+62gYyt/qLbvv/++wNi3bdsmKT979qzo2rWr/PNxcnISPXv2FHFxcUXtokLX86YTJ06Ipk2bCmNjY+Hg4CDGjRsn9u/fr7AfCxtyrqDlF/eYKsiZM2cEAIUh/V735pBz+fP5+voKMzMzYWJiItq2bStOnjwpqZN/3Bw9elQEBQUJa2trYWZmJvr16ycePnyoNDYhhOQ8/ObrTcePHxfNmjUTRkZGolKlSmLEiBEFnqvHjx8vqlatqnBuUqeChpz76aefhJubmzA0NBS1atUSkZGRCucQIV4NGzlixAhRoUIFYWZmJgICAsSVK1cEAPHdd99J6h44cEDUq1dPGBgYiJo1a4r169cXuEwhhFi9erVo1KiR/G+odevWIjY2Vj69sPNgYd83JTXk3Jvyt+f1Iefyvcu5RohXQ8P5+/sLc3NzAUC+naqe8w4fPix8fX2FpaWlMDIyEtWrVxeDBg0Sp0+fltd5c9i8173r96I2kgnxnvbGJiIiKoS3t7f8wTjqtGbNGgwePBinTp1Sy9UAdcjOzoazszMmTJiA0aNHazqcYjt37hwaNWqE9evXF9ktkEhbsE8zERGVObNmzcKWLVvUMmSjtouMjET58uXx+eefazqUQhU0rnR4eDj09PQkN5ASaTP2aSYiojLH09NTcmNwWfb5559rdcIMAHPnzkViYiLatm2LcuXKYd++fdi3bx+CgoIURiYh0lZMmomIiKhENWvWDLGxsZg+fToyMzNRtWpVTJ06Fd9++62mQyMqNvZpJiIiIiJSgn2aiYiIiIiU0IqkeenSpXB2doaRkRE8PT3xxx9/FFl/27ZtqFWrFoyMjFC/fn3s3btXMl0IgZCQENjb28PY2Bg+Pj6Sp8rduHEDQ4YMgYuLC4yNjVG9enWEhoYq9H/766+/0LJlSxgZGcHR0bHAsTqJiIiIqOzTeJ/mLVu2IDg4GBEREfD09ER4eDh8fX1x5coVVK5cWaH+yZMn0adPH8yePRuffPIJNm7ciICAAJw5cwb16tUD8OqGg0WLFiEqKgouLi6YMmUKfH198ffff8PIyAiXL19GXl4eVqxYAVdXV1y4cAHDhg1DVlYW5s2bBwDIyMhA+/bt4ePjg4iICJw/fx6fffYZrKysEBQUVKxty8vLw927d2Fubl6ij8olIiIiorcjhMDTp0/h4OAAPb0i2pM1OUi0EEI0adJEMvh1bm6ucHBwELNnzy6wfs+ePRUGKvf09BT/93//J4QQIi8vT9jZ2UkGy3/y5IkwNDQUmzZtKjSOuXPnChcXF/n7ZcuWCWtra5GdnS0vGz9+vKhZs2axt+3WrVtFDmLPF1988cUXX3zxxZd2vG7dulVkXqfRluacnBwkJiZi4sSJ8jI9PT34+PggPj6+wHni4+MRHBwsKfP19ZU/6z4pKQkpKSnw8fGRT7e0tISnpyfi4+PRu3fvApebnp6OChUqSNbTqlUrGBgYSNYzZ84cPH78GNbW1grLyM7ORnZ2tvy9+P/3WN66dQsWFhaF7QYiIiIi0pCMjAw4OjrC3Ny8yHoaTZofPHiA3Nxc2NraSsptbW1x+fLlAudJSUkpsH5KSop8en5ZYXXedO3aNSxevFjeNSN/OS4uLgrLyJ9WUNI8e/ZshIWFKZRbWFgwaSYiIiLSYsq60mrFjYCadOfOHfj5+aFHjx4YNmzYOy1r4sSJSE9Pl79u3bqlpiiJiIiISJM0mjTb2NhAX18fqampkvLU1FTY2dkVOI+dnV2R9fP/Lc4y7969i7Zt26JZs2ZYuXJlsdbz+jreZGhoKG9VZusyERERUdmh0aTZwMAAHh4eiIuLk5fl5eUhLi4OXl5eBc7j5eUlqQ8AsbGx8vouLi6ws7OT1MnIyEBCQoJkmXfu3EGbNm3g4eGByMhIhbslvby8cOzYMbx48UKynpo1axbYNYOIiIiIyi6Nd88IDg7GqlWrEBUVhUuXLmH48OHIysrC4MGDAQADBw6U3Cg4evRoxMTEYP78+bh8+TKmTp2K06dPY+TIkQBe9UcZM2YMZsyYgV9++QXnz5/HwIED4eDggICAAAD/S5irVq2KefPm4f79+0hJSZH0ee7bty8MDAwwZMgQXLx4EVu2bMHChQsVbkIkIiIiorJP4+M09+rVC/fv30dISAhSUlLg7u6OmJgY+U13ycnJklbgZs2aYePGjZg8eTImTZoENzc3REdHy8doBoBx48YhKysLQUFBePLkCVq0aIGYmBgYGRkBeNVifO3aNVy7dg0ffPCBJJ78ES8sLS1x4MABjBgxAh4eHrCxsUFISEixx2gmIiIiorJDJvKzRFK7jIwMWFpaIj09nf2biYiIiLRQcfM1jXfPICIiIiLSdkyaiYiIiIiU0HifZiqc84Q9Glv3je/8NbZuIiIiIm3DlmYiIiIiIiWYNBMRERERKcGkmYiIiIhICSbNRERERERKMGkmIiIiIlKCSTMRERERkRJMmomIiIiIlGDSTERERESkBJNmIiIiIiIlmDQTERERESnBpJmIiIiISAkmzURERERESjBpJiIiIiJSgkkzEREREZESTJqJiIiIiJRg0kxEREREpASTZiIiIiIiJZg0ExEREREpUU7TARC9yXnCHo2t+8Z3/hpbNxEREWkvtjQTERERESnBpJmIiIiISAkmzURERERESjBpJiIiIiJSgkkzEREREZESTJqJiIiIiJRg0kxEREREpASTZiIiIiIiJVROmkNDQ3Hz5s2SiIWIiIiISCupnDTv2rUL1atXh7e3NzZu3Ijs7OySiIuIiIiISGuonDSfO3cOp06dQt26dTF69GjY2dlh+PDhOHXqVEnER0RERESkcW/Vp7lRo0ZYtGgR7t69i59++gm3b99G8+bN0aBBAyxcuBDp6enqjpOIiIiISGPe6UZAIQRevHiBnJwcCCFgbW2NJUuWwNHREVu2bFFXjEREREREGvVWSXNiYiJGjhwJe3t7fPXVV2jUqBEuXbqEo0eP4urVq5g5cyZGjRql7liJiIiIiDRC5aS5fv36aNq0KZKSkvDTTz/h1q1b+O677+Dq6iqv06dPH9y/f1+tgRIRERERaUo5VWfo2bMnPvvsM1SpUqXQOjY2NsjLy3unwIiIiIiItIXKSfOUKVNKIg4iIiIiIq2lcveMbt26Yc6cOQrlc+fORY8ePdQSFBERERGRNlE5aT527Bg6duyoUN6hQwccO3ZMLUEREREREWkTlZPmzMxMGBgYKJSXL18eGRkZagmKiIiIiEibvNXoGQWNwbx582bUqVNHLUEREREREWmTt7oRsGvXrrh+/TratWsHAIiLi8OmTZuwbds2tQdIRERERKRpKifNn376KaKjozFr1ixs374dxsbGaNCgAQ4ePIjWrVuXRIxERERERBqlctIMAP7+/vD391d3LEREREREWumtHqMNADk5Obh9+zaSk5MlL1UtXboUzs7OMDIygqenJ/74448i62/btg21atWCkZER6tevj71790qmCyEQEhICe3t7GBsbw8fHB1evXpXUmTlzJpo1awYTExNYWVkVuB6ZTKbw2rx5s8rbR0RERETvP5WT5qtXr6Jly5YwNjaGk5MTXFxc4OLiAmdnZ7i4uKi0rC1btiA4OBihoaE4c+YMGjZsCF9fX6SlpRVY/+TJk+jTpw+GDBmCs2fPIiAgAAEBAbhw4YK8zty5c7Fo0SJEREQgISEBpqam8PX1xfPnz+V1cnJy0KNHDwwfPrzI+CIjI3Hv3j35KyAgQKXtIyIiIqKyQSaEEKrM0Lx5c5QrVw4TJkyAvb09ZDKZZHrDhg2LvSxPT0989NFHWLJkCQAgLy8Pjo6O+PLLLzFhwgSF+r169UJWVhZ2794tL2vatCnc3d0REREBIQQcHBzw9ddf45tvvgEApKenw9bWFmvWrEHv3r0ly1uzZg3GjBmDJ0+eKKxLJpPh559/fqdEOSMjA5aWlkhPT4eFhYXK8ztP2PPW635XN77TXPcbXd1uIiIiKn3FzddUbmk+d+4cVqxYgQ4dOsDd3R0NGzaUvIorJycHiYmJ8PHx+V8wenrw8fFBfHx8gfPEx8dL6gOAr6+vvH5SUhJSUlIkdSwtLeHp6VnoMosyYsQI2NjYoEmTJli9ejVU/H1BRERERGWEyjcC1qlTBw8ePHjnFT948AC5ubmwtbWVlNva2uLy5csFzpOSklJg/ZSUFPn0/LLC6hTXtGnT0K5dO5iYmODAgQP44osvkJmZiVGjRhU6T3Z2NrKzs+Xv+bAXIiIiorJB5aR5zpw5GDduHGbNmoX69eujfPnykulv0w1BG02ZMkX+/0aNGiErKwvff/99kUnz7NmzERYWVhrhEREREVEpUrl7ho+PD37//Xd4e3ujcuXKsLa2hrW1NaysrGBtbV3s5djY2EBfXx+pqamS8tTUVNjZ2RU4j52dXZH18/9VZZnF5enpidu3b0takt80ceJEpKeny1+3bt16p3USERERkXZQuaX58OHDalmxgYEBPDw8EBcXJ7/ZLi8vD3FxcRg5cmSB83h5eSEuLg5jxoyRl8XGxsLLywsA4OLiAjs7O8TFxcHd3R3Aqy4SCQkJSkfKUObcuXOwtraGoaFhoXUMDQ2LnE5ERERE7yeVk2Z1PvUvODgYgYGBaNy4MZo0aYLw8HBkZWVh8ODBAICBAweiSpUqmD17NgBg9OjRaN26NebPnw9/f39s3rwZp0+fxsqVKwG8GvFizJgxmDFjBtzc3ODi4oIpU6bAwcFBMgpGcnIyHj16hOTkZOTm5uLcuXMAAFdXV5iZmeHXX39FamoqmjZtCiMjI8TGxmLWrFnyETmIiIiISLe81RMBjx8/jhUrVuDff//Ftm3bUKVKFaxbtw4uLi5o0aJFsZfTq1cv3L9/HyEhIUhJSYG7uztiYmLkN/IlJydDT+9/PUiaNWuGjRs3YvLkyZg0aRLc3NwQHR2NevXqyeuMGzcOWVlZCAoKwpMnT9CiRQvExMTAyMhIXickJARRUVHy940aNQLwqhW9TZs2KF++PJYuXYqvvvoKQgi4urpiwYIFGDZs2NvsLiIiIiJ6z6k8TvOOHTswYMAA9OvXD+vWrcPff/+NatWqYcmSJdi7d6/CE/p0Gcdpfju6ut1ERERU+kpsnOYZM2YgIiICq1atkoyc0bx5c5w5c+btoiUiIiIi0mIqJ81XrlxBq1atFMotLS0LfLIeEREREdH7TuU+zXZ2drh27RqcnZ0l5b/99huqVaumrriIdI6udkvR1e0mIqL3i8otzcOGDcPo0aORkJAAmUyGu3fvYsOGDfjmm2/eeVg3IiIiIiJtpHJL84QJE5CXlwdvb288e/YMrVq1gqGhIb755ht8+eWXJREjEREREZFGqZw0y2QyfPvttxg7diyuXbuGzMxM1KlTB2ZmZiURHxERERGRxr3VOM3Aqyf61alTR52xEBERERFpJZWT5rZt20ImkxU6/dChQ+8UEBERERGRtlE5aXZ3d5e8f/HiBc6dO4cLFy4gMDBQXXEREREREWkNlZPmH374ocDyqVOnIjMz850DIiIiIiLSNioPOVeY/v37Y/Xq1epaHBERERGR1lBb0hwfHw8jIyN1LY6IiIiISGuo3D2ja9eukvdCCNy7dw+nT5/GlClT1BYYEREREZG2UDlptrS0lLzX09NDzZo1MW3aNLRv315tgRERERERaQuVk+bIyMiSiIOIiIiISGuprU8zEREREVFZpXJLs7W1dZEPN3ndo0ePVA6IiIiIiEjbqJw0T5kyBTNmzICvry+8vLwAvBo5Y//+/ZgyZQoqVKig9iCJiIiIiDRJ5aT5xIkTmDZtGkaOHCkvGzVqFJYsWYKDBw8iOjpanfEREREREWmcyn2a9+/fDz8/P4VyPz8/HDx4UC1BERERERFpE5WT5ooVK2LXrl0K5bt27ULFihXVEhQRERERkTZRuXtGWFgYhg4diiNHjsDT0xMAkJCQgJiYGKxatUrtARIRERERaZrKSfOgQYNQu3ZtLFq0CDt37gQA1K5dG7/99ps8iSYiIiIiKktUTpoBwNPTExs2bFB3LEREREREWumtHm5y/fp1TJ48GX379kVaWhoAYN++fbh48aJagyMiIiIi0gYqJ81Hjx5F/fr1kZCQgB07diAzMxMA8OeffyI0NFTtARIRERERaZrKSfOECRMwY8YMxMbGwsDAQF7erl07/P7772oNjoiIiIhIG6icNJ8/fx5dunRRKK9cuTIePHiglqCIiIiIiLSJykmzlZUV7t27p1B+9uxZVKlSRS1BERERERFpE5WT5t69e2P8+PFISUmBTCZDXl4eTpw4gW+++QYDBw4siRiJiIiIiDRK5aR51qxZqFWrFhwdHZGZmYk6deqgVatWaNasGSZPnlwSMRIRERERaZRK4zQLIZCSkoJFixYhJCQE58+fR2ZmJho1agQ3N7eSipGIiIiISKNUTppdXV1x8eJFuLm5wdHRsaTiIiIiIiLSGip1z9DT04ObmxsePnxYUvEQEREREWkdlfs0f/fddxg7diwuXLhQEvEQEREREWkdlbpnAMDAgQPx7NkzNGzYEAYGBjA2NpZMf/TokdqCIyIiIiLSBionzeHh4SUQBhERERGR9ip20hwSEoIJEyYgMDAQAPD48WNYW1uXWGBERERERNqi2H2aZ86ciczMTPl7Jycn/PvvvyUSFBERERGRNil2S7MQosj3RERUfM4T9mhs3Te+89fYuomI3lcqj55BRERERKRrit3SLJPJ8PTpUxgZGUEIAZlMhszMTGRkZEjqWVhYqD1IIiIiIiJNUql7Ro0aNSTvGzVqJHkvk8mQm5ur3giJiIiIiDSs2Enz4cOHSzIOIiIiIiKtVeykuXXr1iUZBxERERGR1uKNgERERERESmg8aV66dCmcnZ1hZGQET09P/PHHH0XW37ZtG2rVqgUjIyPUr18fe/fulUwXQiAkJAT29vYwNjaGj48Prl69Kqkzc+ZMNGvWDCYmJrCysipwPcnJyfD394eJiQkqV66MsWPH4uXLl++0rURERET0ftJo0rxlyxYEBwcjNDQUZ86cQcOGDeHr64u0tLQC6588eRJ9+vTBkCFDcPbsWQQEBCAgIAAXLlyQ15k7dy4WLVqEiIgIJCQkwNTUFL6+vnj+/Lm8Tk5ODnr06IHhw4cXuJ7c3Fz4+/sjJycHJ0+eRFRUFNasWYOQkBD17gAiIiIiei9oNGlesGABhg0bhsGDB6NOnTqIiIiAiYkJVq9eXWD9hQsXws/PD2PHjkXt2rUxffp0fPjhh1iyZAmAV63M4eHhmDx5Mjp37owGDRpg7dq1uHv3LqKjo+XLCQsLw1dffYX69esXuJ4DBw7g77//xvr16+Hu7o4OHTpg+vTpWLp0KXJyctS+H4iIiIhIu2ksac7JyUFiYiJ8fHz+F4yeHnx8fBAfH1/gPPHx8ZL6AODr6yuvn5SUhJSUFEkdS0tLeHp6FrrMwtZTv3592NraStaTkZGBixcvFns5RERERFQ2FGv0jK5duxZ7gTt37ixWvQcPHiA3N1eSmAKAra0tLl++XOA8KSkpBdZPSUmRT88vK6xOcRS2ntfXUZDs7GxkZ2fL37/54BciIiIiej8Vq6XZ0tJS/rKwsEBcXBxOnz4tn56YmIi4uDhYWlqWWKDvg9mzZ0v2laOjo6ZDIiIiIiI1KFZLc2RkpPz/48ePR8+ePREREQF9fX0Ar26c++KLL1R6hLaNjQ309fWRmpoqKU9NTYWdnV2B89jZ2RVZP//f1NRU2NvbS+q4u7sXOzY7OzuFUTzy11tYbAAwceJEBAcHy99nZGQwcSYiIiIqA1Tu07x69Wp888038oQZAPT19REcHFzoDXwFMTAwgIeHB+Li4uRleXl5iIuLg5eXV4HzeHl5SeoDQGxsrLy+i4sL7OzsJHUyMjKQkJBQ6DILW8/58+clo3jExsbCwsICderUKXQ+Q0NDWFhYSF5ERERE9P4r9hMB8718+RKXL19GzZo1JeWXL19GXl6eSssKDg5GYGAgGjdujCZNmiA8PBxZWVkYPHgwAGDgwIGoUqUKZs+eDQAYPXo0Wrdujfnz58Pf3x+bN2/G6dOnsXLlSgCATCbDmDFjMGPGDLi5ucHFxQVTpkyBg4MDAgIC5OtNTk7Go0ePkJycjNzcXJw7dw4A4OrqCjMzM7Rv3x516tTBgAEDMHfuXKSkpGDy5MkYMWIEDA0NVd1lRERERPSeUzlpHjx4MIYMGYLr16+jSZMmAICEhAR899138mS3uHr16oX79+8jJCQEKSkpcHd3R0xMjPymu+TkZOjp/a8xvFmzZti4cSMmT56MSZMmwc3NDdHR0ahXr568zrhx45CVlYWgoCA8efIELVq0QExMDIyMjOR1QkJCEBUVJX/fqFEjAMDhw4fRpk0b6OvrY/fu3Rg+fDi8vLxgamqKwMBATJs2TdXdRURERERlgEwIIVSZIS8vD/PmzcPChQtx7949AIC9vT1Gjx6Nr7/+WtJtQ9dlZGTA0tIS6enpb9VVw3nCnhKIqnhufOevsXVzu0sft7v06ep2ExFpm+Lmayq3NOvp6WHcuHEYN26cfEg19t0lIiIiorLsrR5u8vLlSxw8eBCbNm2CTCYDANy9exeZmZlqDY6IiIiISBuo3NJ88+ZN+Pn5ITk5GdnZ2fj4449hbm6OOXPmIDs7GxERESURJxERERGRxqjc0jx69Gg0btwYjx8/hrGxsby8S5cuCsPBERERERGVBSq3NB8/fhwnT56EgYGBpNzZ2Rl37txRW2BERERERNpC5ZbmvLw85ObmKpTfvn0b5ubmagmKiIiIiEibqJw0t2/fHuHh4fL3MpkMmZmZCA0NRceOHdUZGxERERGRVlC5e8b8+fPh6+uLOnXq4Pnz5+jbty+uXr0KGxsbbNq0qSRiJCKiMoLjUxPR+0rlpPmDDz7An3/+iS1btuDPP/9EZmYmhgwZgn79+kluDCQiIiIiKitUTpoBoFy5cujXrx/69eun7niIiIiIiLSOyn2a9fX10bZtWzx69EhSnpqaykdoExEREVGZpHLSLIRAdnY2GjdujIsXLypMIyIiIiIqa1ROmmUyGXbs2IFPP/0UXl5e2LVrl2QaEREREVFZ81Ytzfr6+li4cCHmzZuHXr16YcaMGWxlJiIiIqIy661uBMwXFBQENzc39OjRA8eOHVNXTEREREREWkXllmYnJyfJDX9t27bF77//jlu3bqk1MCIiIiIibaFyS3NSUpJCmaurK86ePYvU1FS1BEVEREREpE1UbmkujJGREZycnNS1OCIiIiIirVGsluYKFSrgn3/+gY2NDaytrYscJePN8ZuJiIiIiN53xUqaf/jhB5ibmwMAwsPDSzIeIiIiIiKtU6ykOTAwsMD/ExERERHpgmIlzRkZGcVeoIWFxVsHQ0RERESkjYqVNFtZWSl92p8QAjKZDLm5uWoJjIiIiIhIWxQraT58+HBJx0FEREREpLWKlTS3bt26pOMgIiIiItJab/0Y7WfPniE5ORk5OTmS8gYNGrxzUERERERE2kTlpPn+/fsYPHgw9u3bV+B09mkmIiIiorJG5ScCjhkzBk+ePEFCQgKMjY0RExODqKgouLm54ZdffimJGImIiIiINErlluZDhw5h165daNy4MfT09ODk5ISPP/4YFhYWmD17Nvz9/UsiTiIiIiIijVG5pTkrKwuVK1cGAFhbW+P+/fsAgPr16+PMmTPqjY6IiIiISAuonDTXrFkTV65cAQA0bNgQK1aswJ07dxAREQF7e3u1B0hEREREpGkqd88YPXo07t27BwAIDQ2Fn58fNmzYAAMDA6xZs0bd8RERERERaZzKSXP//v3l//fw8MDNmzdx+fJlVK1aFTY2NmoNjoiIiIhIG7z1OM35TExM8OGHH6ojFiIiojLJecIeja37xne8QZ9IHVROmoUQ2L59Ow4fPoy0tDTk5eVJpu/cuVNtwRERERERaQOVk+YxY8ZgxYoVaNu2LWxtbSGTyUoiLiIiIiIiraFy0rxu3Trs3LkTHTt2LIl4iIiIiIi0jspDzllaWqJatWolEQsRERERkVZSuaV56tSpCAsLw+rVq2FsbFwSMREREVEZwBsgqSxROWnu2bMnNm3ahMqVK8PZ2Rnly5eXTOdTAYmIiIiorFE5aQ4MDERiYiL69+/PGwGJiIiISCeonDTv2bMH+/fvR4sWLUoiHiIiIiIiraPyjYCOjo6wsLAoiViIiIiIiLSSyknz/PnzMW7cONy4caMEwiEiIiIi0j4qd8/o378/nj17hurVq8PExEThRsBHjx6pLTgiIiIiIm2gctIcHh5eAmEQERERlQ0caq9sUilpfvHiBY4ePYopU6bAxcWlpGIiIiIiItIqKiXN5cuXx44dOzBlyhS1BrF06VJ8//33SElJQcOGDbF48WI0adKk0Prbtm3DlClTcOPGDbi5uWHOnDmSx3oLIRAaGopVq1bhyZMnaN68OZYvXw43Nzd5nUePHuHLL7/Er7/+Cj09PXTr1g0LFy6EmZkZAODGjRsF/jCIj49H06ZN1bj1RERERO+/st7CrvKNgAEBAYiOjlZbAFu2bEFwcDBCQ0Nx5swZNGzYEL6+vkhLSyuw/smTJ9GnTx8MGTIEZ8+eRUBAAAICAnDhwgV5nblz52LRokWIiIhAQkICTE1N4evri+fPn8vr9OvXDxcvXkRsbCx2796NY8eOISgoSGF9Bw8exL179+QvDw8PtW07EREREb0fVO7T7ObmhmnTpuHEiRPw8PCAqampZPqoUaNUWt6CBQswbNgwDB48GAAQERGBPXv2YPXq1ZgwYYJC/YULF8LPzw9jx44FAEyfPh2xsbFYsmQJIiIiIIRAeHg4Jk+ejM6dOwMA1q5dC1tbW0RHR6N37964dOkSYmJicOrUKTRu3BgAsHjxYnTs2BHz5s2Dg4ODfH0VK1aEnZ2dSttERERERGWLyknzTz/9BCsrKyQmJiIxMVEyTSaTqZQ05+TkIDExERMnTpSX6enpwcfHB/Hx8QXOEx8fj+DgYEmZr6+vvPU7KSkJKSkp8PHxkU+3tLSEp6cn4uPj0bt3b8THx8PKykqeMAOAj48P9PT0kJCQgC5dusjLO3XqhOfPn6NGjRoYN24cOnXqVOj2ZGdnIzs7W/4+IyOjeDuCiIiIiLSayklzUlKS2lb+4MED5ObmwtbWVlJua2uLy5cvFzhPSkpKgfVTUlLk0/PLiqpTuXJlyfRy5cqhQoUK8jpmZmaYP38+mjdvDj09PezYsUPeNaWwxHn27NkICwsrzqYTERER0XtE5aT5dUIIAK9amMsaGxsbSYv2Rx99hLt37+L7778vNGmeOHGiZJ6MjAw4OjqWeKxEREREVLJUvhEQeNVHuH79+jA2NoaxsTEaNGiAdevWqbwcGxsb6OvrIzU1VVKemppaaD9iOzu7Iuvn/6uszps3Gr58+RKPHj0qsv+yp6cnrl27Vuh0Q0NDWFhYSF5ERERE9P5TOWlesGABhg8fjo4dO2Lr1q3YunUr/Pz88Pnnn+OHH35QaVkGBgbw8PBAXFycvCwvLw9xcXHw8vIqcB4vLy9JfQCIjY2V13dxcYGdnZ2kTkZGBhISEuR1vLy88OTJE0mf7EOHDiEvLw+enp6Fxnvu3DnY29urtI1ERERE9P5TuXvG4sWLsXz5cgwcOFBe1qlTJ9StWxdTp07FV199pdLygoODERgYiMaNG6NJkyYIDw9HVlaWfDSNgQMHokqVKpg9ezYAYPTo0WjdujXmz58Pf39/bN68GadPn8bKlSsBvOoqMmbMGMyYMQNubm5wcXHBlClT4ODggICAAABA7dq14efnh2HDhiEiIgIvXrzAyJEj0bt3b/nIGVFRUTAwMECjRo0AADt37sTq1avx448/qrrLiIiIiOg9p3LSfO/ePTRr1kyhvFmzZrh3757KAfTq1Qv3799HSEgIUlJS4O7ujpiYGPmNfMnJydDT+1+DeLNmzbBx40ZMnjwZkyZNgpubG6Kjo1GvXj15nXHjxiErKwtBQUF48uQJWrRogZiYGBgZGcnrbNiwASNHjoS3t7f84SaLFi2SxDZ9+nTcvHkT5cqVQ61atbBlyxZ0795d5W0kIiIiovebykmzq6srtm7dikmTJknKt2zZInninipGjhyJkSNHFjjtyJEjCmU9evRAjx49Cl2eTCbDtGnTMG3atELrVKhQARs3bix0emBgIAIDAwsPmoiIiIh0hspJc1hYGHr16oVjx46hefPmAIATJ04gLi4OW7duVXuARERERESapvKNgN26dUNCQgJsbGwQHR2N6Oho2NjY4I8//pA8FISIiIiIqKx4q3GaPTw8sH79enXHQkRERESkld5qnGYiIiIiIl1S7JZmPT09pU/+k8lkePny5TsHRURERESkTYqdNP/888+FTouPj8eiRYuQl5enlqCIiIiIiLRJsZPmzp07K5RduXIFEyZMwK+//op+/foVOcQbEREREdH76q36NN+9exfDhg1D/fr18fLlS5w7dw5RUVFwcnJSd3xERERERBqnUtKcnp6O8ePHw9XVFRcvXkRcXBx+/fVXydP4iIiIiIjKmmJ3z5g7dy7mzJkDOzs7bNq0qcDuGkREREREZVGxk+YJEybA2NgYrq6uiIqKQlRUVIH1du7cqbbgiIiIiIi0QbGT5oEDByodco6IiIiIqCwqdtK8Zs2aEgyDiIiIiEh78YmARERERERKMGkmIiIiIlKCSTMRERERkRJMmomIiIiIlGDSTERERESkBJNmIiIiIiIlmDQTERERESnBpJmIiIiISAkmzURERERESjBpJiIiIiJSgkkzEREREZESTJqJiIiIiJRg0kxEREREpASTZiIiIiIiJZg0ExEREREpwaSZiIiIiEgJJs1EREREREowaSYiIiIiUoJJMxERERGREkyaiYiIiIiUYNJMRERERKQEk2YiIiIiIiWYNBMRERERKcGkmYiIiIhICSbNRERERERKMGkmIiIiIlKCSTMRERERkRJMmomIiIiIlGDSTERERESkBJNmIiIiIiIlmDQTERERESnBpJmIiIiISAkmzURERERESmhF0rx06VI4OzvDyMgInp6e+OOPP4qsv23bNtSqVQtGRkaoX78+9u7dK5kuhEBISAjs7e1hbGwMHx8fXL16VVLn0aNH6NevHywsLGBlZYUhQ4YgMzNTUuevv/5Cy5YtYWRkBEdHR8ydO1c9G0xERERE7xWNJ81btmxBcHAwQkNDcebMGTRs2BC+vr5IS0srsP7JkyfRp08fDBkyBGfPnkVAQAACAgJw4cIFeZ25c+di0aJFiIiIQEJCAkxNTeHr64vnz5/L6/Tr1w8XL15EbGwsdu/ejWPHjiEoKEg+PSMjA+3bt4eTkxMSExPx/fffY+rUqVi5cmXJ7QwiIiIi0koaT5oXLFiAYcOGYfDgwahTpw4iIiJgYmKC1atXF1h/4cKF8PPzw9ixY1G7dm1Mnz4dH374IZYsWQLgVStzeHg4Jk+ejM6dO6NBgwZYu3Yt7t69i+joaADApUuXEBMTgx9//BGenp5o0aIFFi9ejM2bN+Pu3bsAgA0bNiAnJwerV69G3bp10bt3b4waNQoLFiwolf1CRERERNqjnCZXnpOTg8TEREycOFFepqenBx8fH8THxxc4T3x8PIKDgyVlvr6+8oQ4KSkJKSkp8PHxkU+3tLSEp6cn4uPj0bt3b8THx8PKygqNGzeW1/Hx8YGenh4SEhLQpUsXxMfHo1WrVjAwMJCsZ86cOXj8+DGsra0VYsvOzkZ2drb8fXp6OoBXrdZvIy/72VvNpw5vG7M6cLtLH7e79HG7Sx+3u/Rxu0sft/vt5xVCFFlPo0nzgwcPkJubC1tbW0m5ra0tLl++XOA8KSkpBdZPSUmRT88vK6pO5cqVJdPLlSuHChUqSOq4uLgoLCN/WkFJ8+zZsxEWFqZQ7ujoWOC2aDPLcE1HoBncbt3C7dYt3G7dwu3WLerY7qdPn8LS0rLQ6RpNmsuaiRMnSlrB8/Ly8OjRI1SsWBEymaxUY8nIyICjoyNu3boFCwuLUl23JnG7ud26gNvN7dYF3G5ud2kRQuDp06dwcHAosp5Gk2YbGxvo6+sjNTVVUp6amgo7O7sC57Gzsyuyfv6/qampsLe3l9Rxd3eX13nzRsOXL1/i0aNHkuUUtJ7X1/EmQ0NDGBoaSsqsrKwKrFtaLCwsdOqPLh+3W7dwu3ULt1u3cLt1i6a2u6gW5nwavRHQwMAAHh4eiIuLk5fl5eUhLi4OXl5eBc7j5eUlqQ8AsbGx8vouLi6ws7OT1MnIyEBCQoK8jpeXF548eYLExER5nUOHDiEvLw+enp7yOseOHcOLFy8k66lZs2aBXTOIiIiIqOzS+OgZwcHBWLVqFaKionDp0iUMHz4cWVlZGDx4MABg4MCBkhsFR48ejZiYGMyfPx+XL1/G1KlTcfr0aYwcORIAIJPJMGbMGMyYMQO//PILzp8/j4EDB8LBwQEBAQEAgNq1a8PPzw/Dhg3DH3/8gRMnTmDkyJHo3bu3vGm+b9++MDAwwJAhQ3Dx4kVs2bIFCxcuVLgJkYiIiIjKPo33ae7Vqxfu37+PkJAQpKSkwN3dHTExMfKb7pKTk6Gn97/cvlmzZti4cSMmT56MSZMmwc3NDdHR0ahXr568zrhx45CVlYWgoCA8efIELVq0QExMDIyMjOR1NmzYgJEjR8Lb2xt6enro1q0bFi1aJJ9uaWmJAwcOYMSIEfDw8ICNjQ1CQkIkYzlrM0NDQ4SGhip0FynruN3cbl3A7eZ26wJuN7db28iEsvE1iIiIiIh0nMa7ZxARERERaTsmzURERERESjBpJiIiIiJSgkkzEREREZESGh89g4jezv379/HXX39BCIEGDRooPBqeiN4PGRkZxa6riw+7INIWHD3jPcYTrW7Kzc3Fl19+iR9//BEvX74EAOjr62PIkCFYunQp9PX1NRxhycvIyOAxreOeP38uGUb0faanpweZTFZkHSEEZDIZcnNzSykqKi3KvsvL6rkuOTkZjo6OCse+EAK3bt1C1apVNRRZ4djS/B6zsrJSeqLNxxNt2REWFoadO3di06ZNaNeuHQAgLi4OI0eOhJ2dHaZOnarZAEvYwYMH4evri507d6Jz586aDqfE/PXXX6hXrx709PTw119/FVnXzMwMjo6OKF++fClFpxlCCMTGxmL9+vXYtWsX0tPTNR2SWhw+fFjTIWiF1NRUfPPNN4iLi0NaWhrebNMrq99jyr7Ly+p2u7i44N69ewpXSR89egQXFxet3G4mze+x10+0N27cwIQJEzBo0CD548Lj4+MRFRWF2bNnayrEUtGuXTvs3LkTVlZWkvLHjx+jW7duOHTokGYCKyFRUVFYvHgxunXrJi/r3r07cnNzMWHChDKfNEdFRcHU1BRRUVGSpHnp0qV4+PAhACAkJERT4amNu7s7UlJSULlyZbi7u0MmkykkEa+ztLREREQEevXqVYpRlo5Tp05hw4YN2LJlC9LT0+Hv74+oqChNh6U2rVu31nQIWmHQoEFITk7GlClTYG9vX+xGoffdmz+asrKycOrUKfz444+YOXOmhqIqeflXT96UmZmptVeR2D2jjPD29sbQoUPRp08fSfnGjRuxcuVKHDlyRDOBlQI9PT306tULxsbGkvL//vsPW7du1cpfq+/CyMgIly9fhrOzs6Q8KSkJtWvXxvPnzzUTWCnIzMyEvb09li5diqCgINy5cwcVK1YEAERHR8tbHgMDAzUZplrcvHkTVatWhUwmw82bN4usm52djW3btmHVqlW4ceNG6QRYCsLCwrBx40Zcv34d7dq1Q9++fdGtWzeYm5trOrRSoWvdkMzNzXH8+HG4u7trOhStsHnzZkRGRmL//v2aDkWtgoODAQALFy7EsGHDYGJiIp+Wm5uLhIQE6Ovr48SJE5oKsVBsaS4j4uPjERERoVDeuHFjDB06VAMRla709HSFZDE7O1tD0ZSsKlWqIDk5WSFpvnv3LhwcHDQTVCnZtm0bPvjgAwwcOBBLly7Fpk2bMHLkSABAQECAZoNTMycnpwL/X5gvvvgCiYmJJRlSqQsLC4O7uzvOnz+P2rVrazqcUqUr3ZBe5+joWOTVFF3TtGlTfPbZZ5oOQ+3Onj0L4FVL8/nz52FgYCCfZmBggIYNG+Kbb77RVHhFE1Qm1KhRQ4wdO1ahfOzYsaJGjRoaiKj0ODs7iwcPHiiUp6WlCWdnZw1EVLKWLFki1q1bp1C+bt06sXDhQg1EVHpatWolZs6cKYQQYtGiReLDDz/UcESlLz09XdMhlJpx48aJqlWrCkNDQ9G5c2exdetW8d9//2k6rFLRv39/YW5uLrp06aLpUErN/v37Rfv27UVSUpKmQ9EKt2/fFkuXLtV0GCVm0KBB7935jN0zyoi9e/eiW7ducHV1haenJwDgjz/+wNWrV7Fjxw507NhRwxESvZukpCTUqFED//77LxwdHfHw4UM4ODjgzJkzqFu3rqbDKxW62PoIAEePHsXGjRuxfft2vHz5EgEBAejXrx/at2+v6dBKRFHdkMoya2trPHv2DC9fvoSJiYnCja2PHj3SUGSlR9e65LxvmDSXIbdv38by5ctx6dIlAEDt2rXx+eefw9HRUcORUUnRpRPs1KlTcezYMcmNnZ07d0aNGjXw/fffazCy0jNgwADs2rULPj4+2Llzp6bDKXUvXrzAnj17sGHDBuzduxdZWVmaDqlEREZGYu7cubh06RI8PT0xYMAAeTekskzZzZ1l4V6Foujqj+K0tDR89913CA4OxgcffKDpcIqm2YZuIvX5/fffhbW1tTh06JCmQykVsbGxQk9PT0RHR2s6lFLh4uIiIiMjJWVbt24V9vb2Ijc3VzNBlaKnT58KMzMzERUVJQwNDQvskqRLMjIyNB1CiWE3JN2ki11yhBBi3rx5Qk9PT4SFhWk6FKX4GO0ySJWHnpQla9asQVZWFiIjIzUdSql4fei1su7OnTto06YNevToISnv3LkzOnbsWKZGjCjM6zdBNmzYEJs2bdJ0SBpVVkfQSEpKwsmTJzFgwAAAQN++fXHhwgVcvHhRw5FRScrMzER0dDSWLFmCvXv3yofP1AVRUVHw9vZ+L77LmDSXMQcPHoS1tTV27dql6VBKVXZ2NrZu3Yrp06dj586dyMzM1HRIJUrXTrBVqlTB6tWrYWpqKik3MDDAjz/+iGrVqmkostKzZs0aeSLVv39/nflxCAAJCQmoUKGCTjwEJCoqCi1btpR3q6tYsSL8/PywZs0azQZWinTp886nqz+Kz5w5g2vXrmHt2rV49OgRjh8/rumQisSkuYzRpdbH1+3atQtmZmYYO3YsnJ2dsX37dk2HVKJ09QSb78SJE2V2SMGC6Hrroy5dRVq7di0GDhwoKevfvz82bNiAvLw8DUVVunTp886nqz+Ko6Ki8Omnn8LOzg49evTQ/h+Hmu4fQuqjy30eO3bsKCZOnCiEEGL27NmiVatWGo6oZOl6n0dzc3Nx/fp1TYdRakJDQ0Xbtm0lZZ06dRLffPONhiIqPc+fPxcVKlQQc+bMEaampuLp06eaDqnE3L59WwwePFhkZmZKyrOzs8WQIUN04pjXpc8737///ivKlSsnkpOThRBCPHjwQBgYGIgLFy5oOLKS9eLFC2FjYyN2794thBDi6NGjwsLCQjx79kzDkRWOSXMZsnr1alGrVi0hhBBNmjQRixcv1nBEpePevXuifPny4vLly0IIIZKTk4W+vr74999/NRxZydDVE+zrzMzMdCKByKfLN0Fu2bJFVK1aVeTl5Ym6desq7AcqW3Tx89bVH8U///yzsLW1lZzDXFxcxPr16zUYVdHYPaMM0dXLO+vXr4e7uztq1qwJ4NVTpVq3bo21a9dqOLKSwT6PukXXb4KMiopCv379IJPJdOq8BuheNyRANz9vXe2Ss3btWvTp0wd6ev9LRfv376/d32WaztpJPXS59bFevXoKreqRkZGiWrVqGoqoZOlyq2O+DRs2KFzCprJH164ivUnXuiHp4uetq11y7t+/LwwMDMSZM2ck5VeuXBH6+vri1q1bGoqsaGxpLiN0tfXx1q1bqFSpEvr06SMp7969O1xcXHD16lUNRVYydK3VsWvXrvIhFLt27Sp/bd++HQMGDJCUDRw4EHPmzEF6erqGoy5ZutT6qGtXkd4kdOzZY7r4eevqyEDm5ua4evUqGjVqJCmvUaMGkpKStPYJmEyaywhdvbzj6OiIQ4cOKfyBmZmZ4eDBg3Bzc9NQZCVD106wlpaWkMlk8v8X9Xr58iUiIiLkXZTKqg4dOuDOnTuaDqNUREVFKZzXBgwYUKaTKF3Gz1t3fhQbGhqiatWqBU5zdHSEsbFxKUdUPOU0HQC9u6JaH/fv348bN26UuWSqMLdv34aDg4Okj1RZduLECTRu3BiGhoaaDqVEvN6fsTh9G//++2989NFHJRmSxulK62NRV5HWr1+Pq1evlrkfxW9asWIFbG1tNR1GqeDn/UqHDh1w7tw5nfnOzufv748ff/wR9vb2mg6lSDKhK2dg0gkWFhY6dcLRte1VJjc3FxcuXEDDhg01HUqJMTc3x59//snPvAzp2rUr1qxZAwsLC3Tt2rXIumZmZqhbty4+//xzWFpallKEVFp09e/7fdlu3WiO0zG6cnmnILr2G1DXtlcZfX39Mp0wA4qtj5cuXcL58+c1GFHpuH37dpntasZuSIrK8udN7y+2NJdButz6+L78WlUXXdteXfXZZ5/Bw8MDI0aMkJdlZWWha9euiI2NhUwmg7u7Ow4cOKC1N9C8K10+r70pvxtSVlaWpkMpMbr6eW/cuBGdO3eW37dy6dIlvHz5EvXr19dwZCWrXr162Ldvn3wwA23FluYySJd/B02aNAkVKlTQdBilRpf6POqyNWvWYPLkyejQoQPS0tIAAGFhYXj48CHOnz+Ps2fPIi8vD7Nnz9ZwpCVHl89rb6pZsyZOnjyp6TBKlC593p999hmWLl0KAOjbty9MTU2RlZUFX19f1K1bF+7u7vDw8MDDhw81HKn6nDx5EtOmTcOgQYPQs2dPNG7cGJGRkfj99981HVqR2NJcBulC62NwcDCmT58OU1NTBAcHF1l3wYIFpRRVyWGfR92mp6eHs2fP4uuvv8b58+cRGRmJUaNGYcmSJfDz8wMAxMTEYNSoUfjnn380HG3J0IXzGv2PLn3eenp6sLS0RNOmTREVFYXKlStj3LhxOHToEKKiopCbm4vAwEB4e3tj3rx5mg73nTx48ADdu3fHb7/9hnr16sHNzQ2//PILPv74Yzx//hzx8fHw8vLCli1btPKqGUfPKIMK6vNY1i7vnD17Fi9evJD/vzD5/QTfd2/2eSxKdnY2IiIicOLECfzyyy+lER6VAnt7e8TGxmLmzJkICAhAXl4eqlevLp9eu3Zt3L59W4MRqt/QoUPRv39/tGnTRueuIuk6Xfu8jxw5gq+//hr169dHZGQkdu7ciSVLlqBu3boAgNmzZ2PUqFHvfdL8f//3fzAwMMCtW7fkI2WYm5tj0aJFqFatGjIzMzFkyBB8/vnn2LZtm4ajVcSW5jKCfR7pdbrQ51GX6Ovr4969e6hcuTIA4Pjx41i1ahXmz5+PSpUqAQD++usvtG3btkxdws0fNrNSpUro3bs3+vXrB3d3d02HRSWksKuGMpkMRkZGcHV1RefOnctcMq2np4eUlBRUqlQJM2fOxLRp05CXl4dLly7Jh9m7efMmateujWfPnmk42ndjZmaGxMRE+QNsAMWrCvkPPcnMzNRUmIVin+Yygn0e6XW60OdRl7zZttGyZUusXbtWnjADQHx8vLxVqqzYtWsX7t27hylTpuDUqVPw8PBA3bp1MWvWrDL39EsCwsPDkZCQgLNnz+Ls2bM4dOgQVqxYgdWrVyMuLg7BwcFwdXXF33//relQ1Sr/KqJMJsPkyZMRFxeHvn37wsrKSl4nPT1dax/4oYqKFSsqfVLvjRs3tPeHUek/uZtKgkwmE+fOnRPe3t6icuXKYs+ePaJ69epi37598jr79u0Tbm5uGoySiN7GkSNHxIsXL4qsExcXJ06ePFlKEWnGrVu3xNy5c0WtWrWEvr6+psMhNZPJZCI1NVVS9ujRIxEQECAWLlwosrKyROfOnUX79u01FGHJKGi73xQRESFatmxZShGVnGXLlgkzMzMxadIkceLECZGSkiLMzc3FmTNnxNWrV8Xq1auFvb29WLFihaZDLRC7Z5QRunR5h4h0z4sXL7Bnzx6sX78ee/bsQYUKFXTmceK6Iv97LL8bUr4LFy7A19cXd+7cwZkzZ9C+fXs8ePBAQ1Gq39GjR9G8eXOUK1f4bWaHDh2CsbExvLy8SjGykrFz507MmjULZ86cgUwmgxBC3tru4eGBSZMmISAgQLNBFoI3ApYRb17ead26NVatWlUmL+8Qke44fPgwNm7ciB07diAvLw9du3bF7t270a5dO02HRmpmYmKCW7duKSTNaWlpyMjIAABYWVkhJydHE+GVmNatWyutU5aO965du6Jr16548uQJ/v33Xzx79gwmJiaoVq2aJGfRRkyay4g3Lxi0bNkSLVu2lJSVxT6PRFR2ValSBY8ePYKfnx9WrlyJTz/9FIaGhpoOi0pI586dERgYiHnz5sHd3R05OTn4/fffMW7cOHTp0gUA8Mcff6BGjRoajpTUwcrKCh9++KGmw1AJu2eUEbp2eYeIyr5Vq1ahR48eWt/6ROrx9OlTjB49GuvWrZM/Qrt8+fIYPHgw5s2bB1NTU5w7dw4AOIoKaQSTZiIiItIaT58+xfXr11GuXDlUq1YNJiYmmg6JCACTZiIiIiIipThOMxERERGREkyaiYiIiIiUYNJMRERERKQEk2YiIiIiIiWYNBMRERERKcGkmYiIiIhICSbNRERERERKMGkmIiIiIlLi/wG8YEG18x9lvQAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2210,7 +2315,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2220,7 +2325,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2230,7 +2335,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs0AAAE8CAYAAAA7aYygAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABoaklEQVR4nO3deVxN+f8H8Ne9UbekpKiQCo1ElIyUJUujjBnC2CkN+o5hLA0Gg8jMWMYSw0zMl4QxyBLDWJJd1sjYx5YtZS+Foj6/P/y6X8e9LZfqtryej8d5cD/nc855f869nd597ud8jkwIIUBERERERDmSazsAIiIiIqLijkkzEREREVEemDQTEREREeWBSTMRERERUR6YNBMRERER5YFJMxERERFRHpg0ExERERHlgUkzEREREVEemDQTEREREeWBSTNpZMqUKZDJZEVyrNatW6N169bK1/v27YNMJsP69euL5PgDBgyAjY1NkRzrfaWmpmLQoEGwsLCATCbDyJEjC/wYRfmeayL787Bv374C2d/y5cshk8lw8uTJAtkf5a0of8aOHz8OXV1d3Lx5s0iOp02hoaGoWbMm0tPTtR1KsWNjY4PPPvssz3oFfX0pSd7n57KsXD+ZNJdh2R/y7EWhUKBatWrw8vLCggUL8OzZswI5TkJCAqZMmYK4uLgC2V9BKs6x5cdPP/2E5cuXY8iQIVi5ciX69++fY10bGxvIZDJ4enqqXf/7778rPwul6cKn7nP+0UcfYdiwYUhKStJ2eCVKfHy85Fzq6OigZs2a6NKlS7H/Gfr+++/Ru3dvWFtbq3wmclqKIqG/d+8exo0bhzZt2qBixYp5JmoxMTFo0aIFDAwMYGFhgeHDhyM1NVVSZ8CAAcjIyMDixYsLLM533/vclvj4+AI7bmkTHx8Pf39/1K5dGwqFAhYWFmjVqhWCgoK0HRrlQzltB0DaFxwcDFtbW7x69QqJiYnYt28fRo4ciblz52LLli1o2LChsu7EiRMxbtw4jfafkJCAqVOnwsbGBk5OTvnebteuXRod533kFtvvv/+OrKysQo/hQ+zZswfNmjXL9wVXoVBg7969SExMhIWFhWTdH3/8AYVCgZcvX0rK3+c9L46yP+cvX77EoUOH8Ntvv+Hvv//GuXPnYGBgoO3wSpTevXvj008/RWZmJi5evIjffvsN27dvx9GjRzX6GS+qn7G4uDjs3r0bMTExAIBWrVph5cqVkjqDBg1C06ZNERAQoCwzNDQs9NguX76MmTNnws7ODo6Ojjhy5EiOdePi4tCuXTvUq1cPc+fOxZ07dzB79mxcuXIF27dvV9ZTKBTw8/PD3Llz8c033xTIN0VVqlRROWdz5szBnTt3MG/ePJW6JV2rVq3w4sUL6OrqFtg+r169io8//hj6+vr48ssvYWNjg3v37uHUqVOYOXMmpk6dWmDH+hAl4XeftjBpJnTo0AFNmjRRvh4/fjz27NmDzz77DJ06dcLFixehr68PAChXrhzKlSvcj83z589hYGBQoBer91G+fHmtHj8/7t+/DwcHh3zXb968OU6cOIG1a9dixIgRyvI7d+7g4MGD6NKlCzZs2CDZpije86Lw9ud80KBBMDU1xdy5c7F582b07t1by9GVLI0bN0a/fv2Ur5s3b45OnTrht99+06h3Mz8/Y69fv0ZWVtYHXQ/CwsJQs2ZNNGvWDABQq1Yt1KpVS1Lnq6++Qq1atSTtKgouLi549OgRKleujPXr16N79+451p0wYQJMTEywb98+GBkZAXjzDdLgwYOxa9cutG/fXlm3R48emDVrFvbu3Yu2bdt+cJwVKlRQOTdr1qzBkydPivycFQW5XA6FQlGg+5w3bx5SU1MRFxcHa2trybr79+8X6LE+REn43actHJ5BarVt2xaTJk3CzZs3sWrVKmW5uvGtUVFRaNGiBSpVqgRDQ0PUrVsXEyZMAPBmXNjHH38MAPD391d+fbd8+XIAb8YtN2jQALGxsWjVqhUMDAyU2747pjlbZmYmJkyYAAsLC1SoUAGdOnXC7du3JXVsbGwwYMAAlW3f3mdesakb15WWloZvv/0WVlZW0NPTQ926dTF79mwIIST1ZDIZhg0bhsjISDRo0AB6enqoX78+duzYof6Ev+P+/fsYOHAgzM3NoVAo0KhRI4SHhyvXZ4+3u3HjBrZt25bvr0UVCgW6du2K1atXS8r//PNPmJiYwMvLS2UbTd/zbL/88gvq168PAwMDmJiYoEmTJirHvXv3Lr788kuYm5srz9GyZctUYrhz5w58fHxQoUIFVK1aFaNGjfrg8ZrZicSNGzck5enp6QgMDESVKlVQoUIFdOnSBQ8ePFDZ/tdff0X9+vWhp6eHatWqYejQoXj69KmkTvbn+8KFC2jTpg0MDAxQvXp1zJo1S2V/6enpCAoKQp06daCnpwcrKyuMHTtWpZ3Zn62IiAg4ODhAX18fbm5uOHv2LABg8eLFqFOnDhQKBVq3bq32M3Hs2DF4e3vD2NgYBgYG8PDwwOHDhzU5fRLvnsvNmzejY8eOqFatGvT09FC7dm1MmzYNmZmZku3e/RnLHgIwe/ZshISEoHbt2tDT08OFCxcA5O8zpU5kZCTatm2rcY/r6dOn0aFDBxgZGcHQ0BDt2rXD0aNHJXWyh3ocOHAA//nPf2BqagojIyP4+vriyZMneR6jYsWKqFy5cp71UlJSEBUVhX79+ikTZgDw9fWFoaEh1q1bJ6nv4uKCypUrY/PmzflsbcGYPXs23N3dYWpqCn19fbi4uKi9D+XFixcYPnw4zMzMULFiRXTq1Al3796FTCbDlClTlPVyGl+b070Wq1atQtOmTZWfkVatWqn91vLQoUNo2rQpFAoFatWqhRUrVkjWF8aY5mvXrqFGjRoqCTMAVK1aVfI6e+z1rl274OTkBIVCAQcHB2zcuFFS7/Hjxxg9ejQcHR1haGgIIyMjdOjQAWfOnFHbnnXr1uHHH39EjRo1oFAo0K5dO1y9elVSV905X7NmDVxcXFCxYkUYGRnB0dER8+fPV2lHfq+fJVXJ7z6iQtO/f39MmDABu3btwuDBg9XWOX/+PD777DM0bNgQwcHB0NPTw9WrV5W/gOvVq4fg4GBMnjwZAQEBaNmyJQDA3d1duY9Hjx6hQ4cO6NWrF/r16wdzc/Nc4/rxxx8hk8nw3Xff4f79+wgJCYGnpyfi4uKUPeL5kZ/Y3iaEQKdOnbB3714MHDgQTk5O2LlzJ8aMGYO7d++qfEV56NAhbNy4EV9//TUqVqyIBQsWoFu3brh16xZMTU1zjOvFixdo3bo1rl69imHDhsHW1hYREREYMGAAnj59ihEjRqBevXpYuXIlRo0ahRo1auDbb78FkL+vRfv06YP27dvj2rVrqF27NgBg9erV+OKLL/LVw5DXew68+Xpv+PDh+OKLLzBixAi8fPkS//zzD44dO4Y+ffoAAJKSktCsWTNlElilShVs374dAwcOREpKivKmxhcvXqBdu3a4desWhg8fjmrVqmHlypXYs2dPnrHm5tq1awCg8l588803MDExQVBQEOLj4xESEoJhw4Zh7dq1yjpTpkzB1KlT4enpiSFDhuDy5cv47bffcOLECRw+fFhyHp88eQJvb2907doVPXr0wPr16/Hdd9/B0dERHTp0AABkZWWhU6dOOHToEAICAlCvXj2cPXsW8+bNw7///ovIyEhJjAcPHsSWLVswdOhQAMD06dPx2WefYezYsfj111/x9ddf48mTJ5g1axa+/PJLybnas2cPOnToABcXFwQFBUEulyMsLAxt27bFwYMH0bRp0w8+l8uXL4ehoSECAwNhaGiIPXv2YPLkyUhJScHPP/+c5/7CwsLw8uVLBAQEQE9PD5UrV87XZ0qdu3fv4tatW2jcuLFGbTp//jxatmwJIyMjjB07FuXLl8fixYvRunVr7N+/H66urpL6w4YNQ6VKlTBlyhTl5+HmzZvKZOVDnT17Fq9fv5Z8KwgAurq6cHJywunTp1W2ady48Qf9MfQ+5s+fj06dOqFv377IyMjAmjVr0L17d2zduhUdO3ZU1hswYADWrVuH/v37o1mzZti/f79k/fuYOnUqpkyZAnd3dwQHB0NXVxfHjh3Dnj17JL3wV69exRdffIGBAwfCz88Py5Ytw4ABA+Di4oL69et/UAy5sba2xu7du7Fnz5589f5fuXIFPXv2xFdffQU/Pz+EhYWhe/fu2LFjBz755BMAwPXr1xEZGYnu3bvD1tYWSUlJWLx4MTw8PHDhwgVUq1ZNss8ZM2ZALpdj9OjRSE5OxqxZs9C3b18cO3YsxziioqLQu3dvtGvXDjNnzgQAXLx4EYcPH5Z8Ywnk7/pZogkqs8LCwgQAceLEiRzrGBsbC2dnZ+XroKAg8fbHZt68eQKAePDgQY77OHHihAAgwsLCVNZ5eHgIACI0NFTtOg8PD+XrvXv3CgCievXqIiUlRVm+bt06AUDMnz9fWWZtbS38/Pzy3Gdusfn5+Qlra2vl68jISAFA/PDDD5J6X3zxhZDJZOLq1avKMgBCV1dXUnbmzBkBQPzyyy8qx3pbSEiIACBWrVqlLMvIyBBubm7C0NBQ0nZra2vRsWPHXPf3bt3Xr18LCwsLMW3aNCGEEBcuXBAAxP79+9V+Jt7nPe/cubOoX79+rvEMHDhQWFpaiocPH0rKe/XqJYyNjcXz58+FEP87H+vWrVPWSUtLE3Xq1BEAxN69e3M9Tnabdu/eLR48eCBu374t1qxZI0xNTYW+vr64c+eOpJ6np6fIyspSbj9q1Ciho6Mjnj59KoQQ4v79+0JXV1e0b99eZGZmKustXLhQABDLli1TlmV/vlesWKEsS09PFxYWFqJbt27KspUrVwq5XC4OHjwoiT00NFQAEIcPH1aWARB6enrixo0byrLFixcLAMLCwkLy+Rg/frwAoKyblZUl7OzshJeXl6SNz58/F7a2tuKTTz7J9VzeuHFDABBTp04VDx48EImJiWLfvn3C2dlZABAbNmxQ7u9d//nPf4SBgYF4+fKlsuzdn7Hs/RsZGYn79+9Lts/PZ0qd3bt3CwDir7/+yrVehQoVJNcMHx8foaurK65du6YsS0hIEBUrVhStWrVSlmV/blxcXERGRoayfNasWQKA2Lx5c75jjYiIyPEznb3uwIEDKuu6d+8uLCwsVMoDAgKEvr5+vo+vqY4dO0rePyFU3/uMjAzRoEED0bZtW2VZbGysACBGjhwpqTtgwAABQAQFBSnL3v2MZHv3unTlyhUhl8tFly5dJD+XQgjJZ93a2lrlPN6/f1/o6emJb7/9VlmW/fsmr+uLJs6dOyf09fUFAOHk5CRGjBghIiMjRVpamkrd7Dizf6aEECI5OVlYWlpKfie/fPlSpb03btwQenp6Ijg4WKU99erVE+np6cry+fPnCwDi7NmzyrJ3z/mIESOEkZGReP36dY5ty+/1s6Tj8AzKlaGhYa6zaFSqVAnAm69j3/fGAT09Pfj7++e7vq+vLypWrKh8/cUXX8DS0hJ///33ex0/v/7++2/o6Ohg+PDhkvJvv/0WQgjJjTgA4OnpqezJBYCGDRvCyMgI169fz/M4FhYWknG25cuXV94lv3///g9qh46ODnr06IE///wTwJsbAK2srJQ97XnJz3teqVIl3LlzBydOnFC7XgiBDRs24PPPP4cQAg8fPlQuXl5eSE5OxqlTpwC8OR+Wlpb44osvlNsbGBhIbtjKD09PT1SpUgVWVlbo1asXDA0NsWnTJlSvXl1SLyAgQNIz2LJlS2RmZiqnKtu9ezcyMjIwcuRIyOX/u4QOHjwYRkZG2LZtm2R/hoaGkjGfurq6aNq0qeRzEBERgXr16sHe3l5yLrJ7o/bu3SvZZ7t27SRfn2b3enbr1k3ys5Fdnn2suLg4XLlyBX369MGjR4+Ux0lLS0O7du1w4MCBfP0cBwUFoUqVKrCwsEDr1q1x7do1zJw5E127dgUAyTc+z549w8OHD9GyZUs8f/4cly5dynP/3bp1U/nWJK/PVE4ePXoEADAxMcn3NpmZmdi1axd8fHwkY58tLS3Rp08fHDp0CCkpKZJtAgICJN8wDBkyBOXKlSuw69KLFy8AvLlevkuhUCjXv83ExAQvXrzA8+fPCySG/Hj7vX/y5AmSk5PRsmVL5c8zAOUwta+//lqy7TfffPPex42MjERWVhYmT54s+bkEoNLT7+DgILneValSBXXr1s3z2vyh6tevj7i4OPTr1w/x8fGYP38+fHx8YG5ujt9//12lfrVq1dClSxfl6+xhP6dPn0ZiYiKAN5+H7PZmZmbi0aNHyiFzb5/zbP7+/pL7A7LPQ25tr1SpEtLS0hAVFZVnG/O6fpZ0TJopV6mpqZJfwu/q2bMnmjdvjkGDBsHc3By9evXCunXrNEqgq1evrtFNPnZ2dpLXMpkMderUKfRpjm7evIlq1aqpnI969eop17+tZs2aKvswMTHJc5zjzZs3YWdnp3Lhz+k476NPnz64cOECzpw5g9WrV6NXr175/go5P+/5d999B0NDQzRt2hR2dnYYOnSo5GviBw8e4OnTp1iyZAmqVKkiWbL/gMq+MebmzZuoU6eOSnx169bVqM2LFi1CVFQU9u7diwsXLuD69etqx3C/+75lJ1vZ71v2+X/3+Lq6uqhVq5bK+1OjRg2V2N/9HFy5cgXnz59XORcfffQRANWbhN6N0djYGABgZWWltjz7WFeuXAEA+Pn5qRzrv//9L9LT05GcnKxyTt4VEBCAqKgoREdHIzY2Fvfv38fYsWOV68+fP48uXbrA2NgYRkZGqFKlivIPh/zs39bWVqUsr89UXsQ79x3k5sGDB3j+/Lnaz1i9evWQlZWlch/Fu9clQ0NDWFpaFth1KTsZVTeW/+XLl2qHpmW3Obef7dTUVCQmJiqXDx1/unXrVjRr1gwKhQKVK1dGlSpV8Ntvv0ne95s3b0Iul6u8z3Xq1Hnv4167dg1yuTxfN0a/77X5XRkZGZJzl5iYqDJu/10fffQRVq5ciYcPH+Kff/7BTz/9hHLlyiEgIAC7d++W1FV33cu+JmR/rrKysjBv3jzY2dlBT08PZmZmqFKlCv755x+1P2t5Xd/U+frrr/HRRx+hQ4cOqFGjBr788ssc7895n/2XJBzTTDm6c+cOkpOTc72Q6evr48CBA9i7dy+2bduGHTt2YO3atWjbti127doFHR2dPI+jyTjk/Mrpl0RmZma+YioIOR1Hk1/ehcXV1RW1a9fGyJEjcePGjVzHhL4rP+95vXr1cPnyZWzduhU7duzAhg0b8Ouvv2Ly5MmYOnWqMsHu168f/Pz81B7n7akOC0LTpk1VxoOqU9DvW372l5WVBUdHR8ydO1dt3XeT4Zz2mdexss/7zz//nOPUcPmZZs3Ozi7H+b6fPn0KDw8PGBkZITg4WDkf7alTp/Ddd9/l6w9qddeEvD5TOckeZ13Sf2lbWloCeDOv87vu3bunMnYVeNNmAwODXK+xs2fPlpw/a2vr9070Dx48iE6dOqFVq1b49ddfYWlpifLlyyMsLCxfN2yqk9u1/H0V1M94TEwM2rRpIym7ceNGvub31tHRgaOjIxwdHeHm5oY2bdrgjz/+yPHnKic//fQTJk2ahC+//BLTpk1D5cqVIZfLMXLkSLU/a+/T9qpVqyIuLg47d+7E9u3bsX37doSFhcHX11dyg/r77r8kYdJMOcqek1Ndb9zb5HI52rVrh3bt2mHu3Ln46aef8P3332Pv3r3w9PQs8KfJZfeWZRNC4OrVq5Iky8TERGUmA+BND8fbX7dqElv2TRzPnj2T9DZnf92s7o7o92FtbY1//vkHWVlZkt7mgj5O79698cMPP6BevXoaza0L5P2eA2+mqOrZsyd69uyJjIwMdO3aFT/++CPGjx+PKlWqoGLFisjMzMzzl4S1tTXOnTsHIYTk/bp8+bLGbS4I2ef/8uXLks9SRkYGbty4ofEvPQCoXbs2zpw5g3bt2hXq0xezhwsZGRm9V5z5sW/fPjx69AgbN25Eq1atlOXvzlLyPnL7TOU0PZi9vb3Gx69SpQoMDAzUfsYuXboEuVyu8ofMlStXJAlUamoq7t27h08//TTfx81NgwYNUK5cOZw8eRI9evRQlmdkZCAuLk5Slu3GjRvKb6hy4uvrixYtWihff0gnxoYNG6BQKLBz507JMJKwsDBJPWtra2RlZeHGjRuSHvp3Z3EAcr+Wv6127drIysrChQsXNL6eva9GjRqpDFl4d/77/Mj+Y/7dP4iuXr2qct37999/AUCZmK9fvx5t2rTB0qVLJds+ffoUZmZmGseSE11dXXz++ef4/PPPkZWVha+//hqLFy/GpEmTPugbgpKGwzNIrT179mDatGmwtbVF3759c6z3+PFjlbLsC1b214gVKlQAALUXvvexYsUKyTjr9evX4969e8qZCIA3F9CjR48iIyNDWbZ161aVr1Q1iS37YQ4LFy6UlM+bNw8ymUxy/A/x6aefIjExUXK38evXr/HLL7/A0NAQHh4eBXKcQYMGISgoCHPmzNFou/y859njSLPp6urCwcEBQgi8evUKOjo66NatGzZs2IBz586p7O/tr4g//fRTJCQkSKatev78OZYsWaJR3AXF09MTurq6WLBggaT3ZOnSpUhOTn6vGQB69OiBu3fvqh3X+OLFC6SlpX1QzNlcXFxQu3ZtzJ49W+UpcgAKZGqo7J6mt89NRkYGfv311w/ab16fqZxUr14dVlZWGj3lUkdHB+3bt8fmzZslva5JSUlYvXo1WrRoIZn2DQCWLFkiieO3337D69evC+y6YGxsDE9PT6xatUpy/Vu5ciVSU1PVzu986tSpHGcDylarVi14enoql+bNm793jDo6OpDJZJJe4Pj4eJXZX7I7Yt79TPzyyy8q+6xduzaSk5Pxzz//KMvu3buHTZs2Ser5+PhALpcjODhYpYe1sHo5TUxMJOfO09Mz17mdDx48qPazmj3u/d3hQAkJCZJ2pqSkYMWKFXByclIm5zo6Oirti4iIwN27d9+7Xe9692dPLpcrO6nK2qPa2dNM2L59Oy5duoTXr18jKSkJe/bsQVRUFKytrbFly5ZcLwLBwcE4cOAAOnbsCGtra9y/fx+//voratSooey9qF27NipVqoTQ0FBUrFgRFSpUgKurq9pxi/lRuXJltGjRAv7+/khKSkJISAjq1KkjmRZv0KBBWL9+Pby9vdGjRw9cu3YNq1atktyYp2lsn3/+Odq0aYPvv/8e8fHxaNSoEXbt2oXNmzdj5MiRKvt+XwEBAVi8eDEGDBiA2NhY2NjYYP369Th8+DBCQkJyHWOuCWtra8l8qPmVn/e8ffv2sLCwQPPmzWFubo6LFy9i4cKF6NixozL+GTNmYO/evXB1dcXgwYPh4OCAx48f49SpU9i9e7cyOR88eDAWLlwIX19fxMbGwtLSEitXrtTaU/yqVKmC8ePHY+rUqfD29kanTp1w+fJl/Prrr/j444/f60EP/fv3x7p16/DVV19h7969aN68OTIzM3Hp0iWsW7cOO3fuzNfQkrzI5XL897//RYcOHVC/fn34+/ujevXquHv3Lvbu3QsjIyP89ddfH3QMd3d3mJiYwM/PD8OHD4dMJsPKlSs/OHHJz2cqJ507d8amTZtUeu1y88MPPyjnI//6669Rrlw5LF68GOnp6Wrn2c7IyEC7du3Qo0cP5eehRYsW6NSpU76OBbwZCw68SYQPHToE4M0TObP9+OOPcHd3h4eHBwICAnDnzh3MmTMH7du3h7e3t2SfsbGxePz4MTp37pyv9haEjh07Yu7cufD29kafPn1w//59LFq0CHXq1JEkvS4uLujWrRtCQkLw6NEj5ZRz2b2ob79HvXr1wnfffYcuXbpg+PDheP78OX777Td89NFHkhvd6tSpg++//x7Tpk1Dy5Yt0bVrV+jp6eHEiROoVq0apk+fXmTnISczZ85EbGwsunbtqkw6T506hRUrVqBy5crKaTazffTRRxg4cCBOnDgBc3NzLFu2DElJSZKe+88++wzBwcHw9/eHu7s7zp49iz/++EPl4T0fYtCgQXj8+DHatm2LGjVq4ObNm/jll1/g5OSU5zcZpU4RztRBxUz2FDHZi66urrCwsBCffPKJmD9/vmTqqmzvTvMTHR0tOnfuLKpVqyZ0dXVFtWrVRO/evcW///4r2W7z5s3CwcFBlCtXTjLFm4eHR47TSOU05dyff/4pxo8fL6pWrSr09fVFx44dxc2bN1W2nzNnjqhevbrQ09MTzZs3FydPnlTZZ26xqZvq6NmzZ2LUqFGiWrVqonz58sLOzk78/PPPkil2hHgzLdjQoUNVYsppKrx3JSUlCX9/f2FmZiZ0dXWFo6Oj2mnx3mfKudzkZ8q5/LznixcvFq1atRKmpqZCT09P1K5dW4wZM0YkJyertHPo0KHCyspKlC9fXlhYWIh27dqJJUuWSOrdvHlTdOrUSRgYGAgzMzMxYsQIsWPHDo2mnMttasXc6uU09dTChQuFvb29KF++vDA3NxdDhgwRT548kdTJ6fOt7rOVkZEhZs6cKerXry/09PSEiYmJcHFxEVOnTpWcN3Wfreyp2n7++We1sUdEREjKT58+Lbp27ap8f6ytrUWPHj1EdHR0bqcox+O86/Dhw6JZs2ZCX19fVKtWTYwdO1bs3LlT5TzmNOWcuv3n9zOlzqlTpwQAlSn93vbulHPZ23l5eQlDQ0NhYGAg2rRpI2JiYiR1sj83+/fvFwEBAcLExEQYGhqKvn37ikePHuUZmxBCch1+d3nXwYMHhbu7u1AoFKJKlSpi6NChaq/V3333nahZs6bKtakgqZtybunSpcLOzk7o6ekJe3t7ERYWpnINEeLNtJFDhw4VlStXFoaGhsLHx0dcvnxZABAzZsyQ1N21a5do0KCB0NXVFXXr1hWrVq1Su08hhFi2bJlwdnZW/gx5eHiIqKgo5fqcroM5/b4pyCnnDh8+LIYOHSoaNGggjI2NRfny5UXNmjXFgAEDJFMbvh3nzp07RcOGDZXn892f5ZcvX4pvv/1WWFpaCn19fdG8eXNx5MiRHNvz7vbZP3Nv/3559+dy/fr1on379qJq1apCV1dX1KxZU/znP/8R9+7dU9bR9PpZUsmEKCWjs4mIiHLQrl075YNxCtLy5cvh7++PEydOFMi3AQUhPT0dNjY2GDdunMrDJ4qzuLg4ODs7Y9WqVbkOCywLbGxs0KBBA2zdulXbodBbOKaZiIhKvZ9++glr164tNfPF5iYsLAzly5fHV199pe1QcqRuXumQkBDI5XLJDaRExQnHNBMRUann6uoquTG4NPvqq6+KdcIMALNmzUJsbCzatGmDcuXKKacyCwgIUJmZhKi4YNJMRERERcrd3R1RUVGYNm0aUlNTUbNmTUyZMgXff/+9tkMjyhHHNBMRERER5YFjmomIiIiI8sDhGYUoKysLCQkJqFixYqE+5YuIiIiI3o8QAs+ePUO1atUkT+J9F5PmQpSQkMAbGoiIiIhKgNu3b6NGjRo5rmfSXIiyn1J1+/ZtlUeuEhEREZH2paSkwMrKKs+nizJpLkTZQzKMjIyYNBMREREVY3kNpeWNgEREREREeWDSTERERESUB60nzYsWLYKNjQ0UCgVcXV1x/PjxXOtHRETA3t4eCoUCjo6O+PvvvyXrN27ciPbt28PU1BQymQxxcXGS9fHx8ZDJZGqXiIgIZT1169esWVNg7SYiIiKikkOrSfPatWsRGBiIoKAgnDp1Co0aNYKXlxfu37+vtn5MTAx69+6NgQMH4vTp0/Dx8YGPjw/OnTunrJOWloYWLVpg5syZavdhZWWFe/fuSZapU6fC0NAQHTp0kNQNCwuT1PPx8SmwthMRERFRyaHVJwK6urri448/xsKFCwG8mdfYysoK33zzDcaNG6dSv2fPnkhLS8PWrVuVZc2aNYOTkxNCQ0MldePj42Fra4vTp0/Dyckp1zicnZ3RuHFjLF26VFkmk8mwadMmjRLl9PR0pKenK19n342ZnJzMGwGJiIiIiqGUlBQYGxvnma9prac5IyMDsbGx8PT0/F8wcjk8PT1x5MgRtdscOXJEUh8AvLy8cqyfH7GxsYiLi8PAgQNV1g0dOhRmZmZo2rQpli1bhrz+vpg+fTqMjY2VC+doJiIiIiodtJY0P3z4EJmZmTA3N5eUm5ubIzExUe02iYmJGtXPj6VLl6JevXpwd3eXlAcHB2PdunWIiopCt27d8PXXX+OXX37JdV/jx49HcnKycrl9+/Z7x0VERERExUeZnqf5xYsXWL16NSZNmqSy7u0yZ2dnpKWl4eeff8bw4cNz3J+enh709PQKJVYiIiIi0h6tJc1mZmbQ0dFBUlKSpDwpKQkWFhZqt7GwsNCofl7Wr1+P58+fw9fXN8+6rq6umDZtGtLT04ssMbYZt61IjqNO/IyOWjs2ERERUXGjteEZurq6cHFxQXR0tLIsKysL0dHRcHNzU7uNm5ubpD4AREVF5Vg/L0uXLkWnTp1QpUqVPOvGxcXBxMSEPclEREREZZBWh2cEBgbCz88PTZo0QdOmTRESEoK0tDT4+/sDAHx9fVG9enVMnz4dADBixAh4eHhgzpw56NixI9asWYOTJ09iyZIlyn0+fvwYt27dQkJCAgDg8uXLAN70Ur/dI3316lUcOHBAZZ5nAPjrr7+QlJSEZs2aQaFQICoqCj/99BNGjx5daOeCiIiIiIovrSbNPXv2xIMHDzB58mQkJibCyckJO3bsUN7sd+vWLcjl/+sMd3d3x+rVqzFx4kRMmDABdnZ2iIyMRIMGDZR1tmzZoky6AaBXr14AgKCgIEyZMkVZvmzZMtSoUQPt27dXiat8+fJYtGgRRo0aBSEE6tSpg7lz52Lw4MEFfQqIiIiIqATQ6jzNpV1+5/3LCcc0ExERERWuYj9PMxERERFRScGkmYiIiIgoD0yaiYiIiIjywKSZiIiIiCgPTJqJiIiIiPLApJmIiIiIKA9MmomIiIiI8sCkmYiIiIgoD0yaiYiIiIjywKSZiIiIiCgPTJqJiIiIiPLApJmIiIiIKA9MmomIiIiI8sCkmYiIiIgoD0yaiYiIiIjywKSZiIiIiCgPTJqJiIiIiPLApJmIiIiIKA9MmomIiIiI8sCkmYiIiIgoD1pPmhctWgQbGxsoFAq4urri+PHjudaPiIiAvb09FAoFHB0d8ffff0vWb9y4Ee3bt4epqSlkMhni4uJU9tG6dWvIZDLJ8tVXX0nq3Lp1Cx07doSBgQGqVq2KMWPG4PXr1x/cXiIiIiIqebSaNK9duxaBgYEICgrCqVOn0KhRI3h5eeH+/ftq68fExKB3794YOHAgTp8+DR8fH/j4+ODcuXPKOmlpaWjRogVmzpyZ67EHDx6Me/fuKZdZs2Yp12VmZqJjx47IyMhATEwMwsPDsXz5ckyePLlgGk5EREREJYpMCCG0dXBXV1d8/PHHWLhwIQAgKysLVlZW+OabbzBu3DiV+j179kRaWhq2bt2qLGvWrBmcnJwQGhoqqRsfHw9bW1ucPn0aTk5OknWtW7eGk5MTQkJC1Ma1fft2fPbZZ0hISIC5uTkAIDQ0FN999x0ePHgAXV3dfLUvJSUFxsbGSE5OhpGRUb62eZvNuG0ab1NQ4md01NqxiYiIiIpKfvM1rfU0Z2RkIDY2Fp6env8LRi6Hp6cnjhw5onabI0eOSOoDgJeXV471c/PHH3/AzMwMDRo0wPjx4/H8+XPJcRwdHZUJc/ZxUlJScP78+Rz3mZ6ejpSUFMlCRERERCWfxklzUFAQbt68+cEHfvjwITIzMyWJKQCYm5sjMTFR7TaJiYka1c9Jnz59sGrVKuzduxfjx4/HypUr0a9fvzyPk70uJ9OnT4exsbFysbKy0iguIiIiIiqeNE6aN2/ejNq1a6Ndu3ZYvXo10tPTCyOuQhUQEAAvLy84Ojqib9++WLFiBTZt2oRr16590H7Hjx+P5ORk5XL79u0CipiIiIiItEnjpDkuLg4nTpxA/fr1MWLECFhYWGDIkCE4ceKERvsxMzODjo4OkpKSJOVJSUmwsLBQu42FhYVG9fPL1dUVAHD16tVcj5O9Lid6enowMjKSLERERERU8r3XmGZnZ2csWLAACQkJWLp0Ke7cuYPmzZujYcOGmD9/PpKTk/Pch66uLlxcXBAdHa0sy8rKQnR0NNzc3NRu4+bmJqkPAFFRUTnWz6/saeksLS2Vxzl79qxkFo+oqCgYGRnBwcHhg45FRERERCXPB90IKITAq1evkJGRASEETExMsHDhQlhZWWHt2rV5bh8YGIjff/8d4eHhuHjxIoYMGYK0tDT4+/sDAHx9fTF+/Hhl/REjRmDHjh2YM2cOLl26hClTpuDkyZMYNmyYss7jx48RFxeHCxcuAAAuX76MuLg45Vjka9euYdq0aYiNjUV8fDy2bNkCX19ftGrVCg0bNgQAtG/fHg4ODujfvz/OnDmDnTt3YuLEiRg6dCj09PQ+5JQRERERUQn0XklzbGwshg0bBktLS4waNQrOzs64ePEi9u/fjytXruDHH3/E8OHD89xPz549MXv2bEyePBlOTk6Ii4vDjh07lDfd3bp1C/fu3VPWd3d3x+rVq7FkyRI0atQI69evR2RkJBo0aKCss2XLFjg7O6NjxzdTpvXq1QvOzs7KKel0dXWxe/dutG/fHvb29vj222/RrVs3/PXXX8p96OjoYOvWrdDR0YGbmxv69esHX19fBAcHv8/pIiIiIqISTuN5mh0dHXHp0iW0b98egwcPxueffw4dHR1JnYcPH6Jq1arIysoq0GBLGs7TTERERFS85TdfK6fpjnv06IEvv/wS1atXz7GOmZlZmU+YiYiIiKj00DhpnjRpUmHEQURERERUbGk8prlbt26YOXOmSvmsWbPQvXv3AgmKiIiIiKg40ThpPnDgAD799FOV8g4dOuDAgQMFEhQRERERUXGicdKcmpoKXV1dlfLy5csjJSWlQIIiIiIiIipONE6aHR0d1c7BvGbNGj74g4iIiIhKpfe6EbBr1664du0a2rZtCwCIjo7Gn3/+iYiIiAIPkIiIiIhI2zROmj///HNERkbip59+wvr166Gvr4+GDRti9+7d8PDwKIwYiYiIiIi0SuOkGQA6duyofOIeEREREVFp915JMwBkZGTg/v37Kg8xqVmz5gcHRURERERUnGicNF+5cgVffvklYmJiJOVCCMhkMmRmZhZYcERERERExYHGSfOAAQNQrlw5bN26FZaWlpDJZIURFxERERFRsaFx0hwXF4fY2FjY29sXRjxERERERMWOxvM0Ozg44OHDh4URCxERERFRsaRx0jxz5kyMHTsW+/btw6NHj5CSkiJZiIiIiIhKG42HZ3h6egIA2rVrJynnjYBEREREVFppnDTv3bu3MOIgIiIiIiq2NE6a+dQ/IiIiIiprNB7TDAAHDx5Ev3794O7ujrt37wIAVq5ciUOHDhVocERERERExYHGSfOGDRvg5eUFfX19nDp1Cunp6QCA5ORk/PTTTwUeIBERERGRtmmcNP/www8IDQ3F77//jvLlyyvLmzdvjlOnThVocERERERExYHGSfPly5fRqlUrlXJjY2M8ffpU4wAWLVoEGxsbKBQKuLq64vjx47nWj4iIgL29PRQKBRwdHfH3339L1m/cuBHt27eHqakpZDIZ4uLiJOsfP36Mb775BnXr1oW+vj5q1qyJ4cOHIzk5WVJPJpOpLGvWrNG4fURERERU8ml8I6CFhQWuXr0KGxsbSfmhQ4dQq1Ytjfa1du1aBAYGIjQ0FK6urggJCYGXlxcuX76MqlWrqtSPiYlB7969MX36dHz22WdYvXo1fHx8cOrUKTRo0AAAkJaWhhYtWqBHjx4YPHiwyj4SEhKQkJCA2bNnw8HBATdv3sRXX32FhIQErF+/XlI3LCwM3t7eyteVKlXSqH30fmzGbdPaseNndNTasYmIiKj40jhpHjx4MEaMGIFly5ZBJpMhISEBR44cwejRozFp0iSN9jV37lwMHjwY/v7+AIDQ0FBs27YNy5Ytw7hx41Tqz58/H97e3hgzZgwAYNq0aYiKisLChQsRGhoKAOjfvz8AID4+Xu0xGzRogA0bNihf165dGz/++CP69euH169fo1y5/52SSpUqwcLCQqM2EREREVHpo3HSPG7cOGRlZaFdu3Z4/vw5WrVqBT09PYwePRrffPNNvveTkZGB2NhYjB8/Xlkml8vh6emJI0eOqN3myJEjCAwMlJR5eXkhMjJS02ZIJCcnw8jISJIwA8DQoUMxaNAg1KpVC1999RX8/f0hk8ly3E96erryxkgAfEIiaYQ97ERERMWXxkmzTCbD999/jzFjxuDq1atITU2Fg4MDDA0NNdrPw4cPkZmZCXNzc0m5ubk5Ll26pHabxMREtfUTExM1a8Q7cUybNg0BAQGS8uDgYLRt2xYGBgbYtWsXvv76a6SmpmL48OE57mv69OmYOnXqe8dCRERERMWTxklzNl1dXTg4OBRkLEUuJSUFHTt2hIODA6ZMmSJZ9/ZQE2dnZ6SlpeHnn3/ONWkeP368pCc8JSUFVlZWBR43ERERERUtjZPmNm3a5DpEYc+ePfnaj5mZGXR0dJCUlCQpT0pKynEcsYWFhUb1c/Ps2TN4e3ujYsWK2LRpk2T6PHVcXV0xbdo0pKenQ09PT20dPT29HNcRERERUcmlcdLs5OQkef3q1SvExcXh3Llz8PPzy/d+dHV14eLigujoaPj4+AAAsrKyEB0djWHDhqndxs3NDdHR0Rg5cqSyLCoqCm5ubhq1ISUlBV5eXtDT08OWLVugUCjy3CYuLg4mJiZMiokKGMdyExFRSaBx0jxv3jy15VOmTEFqaqpG+woMDISfnx+aNGmCpk2bIiQkBGlpacrZNHx9fVG9enVMnz4dADBixAh4eHhgzpw56NixI9asWYOTJ09iyZIlyn0+fvwYt27dQkJCAoA380oDb3qpLSwskJKSgvbt2+P58+dYtWoVUlJSlDfsValSBTo6Ovjrr7+QlJSEZs2aQaFQICoqCj/99BNGjx6t2ckiIiIiolLhvcc0v6tfv35o2rQpZs+ene9tevbsiQcPHmDy5MlITEyEk5MTduzYobzZ79atW5DL//f8FXd3d6xevRoTJ07EhAkTYGdnh8jISOUczQCwZcsWZdINAL169QIABAUFYcqUKTh16hSOHTsGAKhTp44knhs3bsDGxgbly5fHokWLMGrUKAghUKdOHeX0eERERERU9hRY0nzkyJF8DXN417Bhw3IcjrFv3z6Vsu7du6N79+457m/AgAEYMGBAjutbt24NIUSuMXl7e0seakJEREREZZvGSXPXrl0lr4UQuHfvHk6ePKnxw02IiIiIiEoCjZNmY2NjyWu5XI66desiODgY7du3L7DAiIiIiIiKC42T5rCwsMKIg4iIiIio2JLnXYWIiIiIqGzTuKfZxMQk14ebvO3x48caB0REREREVNxonDRPmjQJP/zwA7y8vJQPFTly5Ah27tyJSZMmoXLlygUeJBERERGRNmmcNB8+fBjBwcGSaeKGDx+OhQsXYvfu3YiMjCzI+IiIiIiItE7jMc07d+5UO4ext7c3du/eXSBBEREREREVJxonzaampti8ebNK+ebNm2FqalogQRERERERFScaD8+YOnUqBg0ahH379sHV1RUAcOzYMezYsQO///57gQdIRERERKRtGifNAwYMQL169bBgwQJs3LgRAFCvXj0cOnRImUQTEREREZUmGifNAODq6oo//vijoGMhIiIiIiqW3itpvnbtGsLCwnD9+nWEhISgatWq2L59O2rWrIn69esXdIxERKWOzbhtWjt2/IyOWjs2EVFJpfGNgPv374ejoyOOHTuGDRs2IDU1FQBw5swZBAUFFXiARERERETapnHSPG7cOPzwww+IioqCrq6usrxt27Y4evRogQZHRERERFQcaJw0nz17Fl26dFEpr1q1Kh4+fFggQRERERERFScaJ82VKlXCvXv3VMpPnz6N6tWrF0hQRERERETFicY3Avbq1QvfffcdIiIiIJPJkJWVhcOHD2P06NHw9fUtjBiJiKiU4A2QRFRSadzT/NNPP8He3h5WVlZITU2Fg4MDWrVqBXd3d0ycOLEwYiQiIiIi0iqNepqFEEhMTMSCBQswefJknD17FqmpqXB2doadnV1hxUhEREREpFUaJ8116tTB+fPnYWdnBysrq8KKi4iIiIio2NBoeIZcLoednR0ePXpUYAEsWrQINjY2UCgUcHV1xfHjx3OtHxERAXt7eygUCjg6OuLvv/+WrN+4cSPat28PU1NTyGQyxMXFqezj5cuXGDp0KExNTWFoaIhu3bohKSlJUufWrVvo2LEjDAwMULVqVYwZMwavX7/+4PYSERERUcmj8ZjmGTNmYMyYMTh37twHH3zt2rUIDAxEUFAQTp06hUaNGsHLywv3799XWz8mJga9e/fGwIEDcfr0afj4+MDHx0cSS1paGlq0aIGZM2fmeNxRo0bhr7/+QkREBPbv34+EhAR07dpVuT4zMxMdO3ZERkYGYmJiEB4ejuXLl2Py5Mkf3GYiIiIiKnk0Tpp9fX1x/PhxNGrUCPr6+qhcubJk0cTcuXMxePBg+Pv7w8HBAaGhoTAwMMCyZcvU1p8/fz68vb0xZswY1KtXD9OmTUPjxo2xcOFCZZ3+/ftj8uTJ8PT0VLuP5ORkLF26FHPnzkXbtm3h4uKCsLAwxMTEKB/OsmvXLly4cAGrVq2Ck5MTOnTogGnTpmHRokXIyMjQqI1EREREVPJpPOVcSEhIgRw4IyMDsbGxGD9+vLJMLpfD09MTR44cUbvNkSNHEBgYKCnz8vJCZGRkvo8bGxuLV69eSZJqe3t71KxZE0eOHEGzZs1w5MgRODo6wtzcXHKcIUOG4Pz583B2dla77/T0dKSnpytfp6Sk5DsuIiIiIiq+8p00T548GePGjYOfnx8A4MmTJzAxMXnvAz98+BCZmZmSxBQAzM3NcenSJbXbJCYmqq2fmJiY7+MmJiZCV1cXlSpVynE/OR0ne11Opk+fjqlTp+Y7FiIiKhs4PzVRyZfv4Rk//vgjUlNTla+tra1x/fr1QgmqpBo/fjySk5OVy+3bt7UdEhEREREVgHz3NAshcn2tKTMzM+jo6KjMWpGUlAQLCwu121hYWGhUP6d9ZGRk4OnTp5Le5rf3Y2FhoTKLR/ZxczuWnp4e9PT08h0LEREREZUMGt8IWFB0dXXh4uKC6OhoZVlWVhaio6Ph5uamdhs3NzdJfQCIiorKsb46Li4uKF++vGQ/ly9fxq1bt5T7cXNzw9mzZyWzeERFRcHIyAgODg75PhYRERERlQ757mmWyWR49uwZFAoFhBCQyWRITU1VudnNyMgo3wcPDAyEn58fmjRpgqZNmyIkJARpaWnw9/cH8GamjurVq2P69OkAgBEjRsDDwwNz5sxBx44dsWbNGpw8eRJLlixR7vPx48e4desWEhISALxJiIE3PcQWFhYwNjbGwIEDERgYiMqVK8PIyAjffPMN3Nzc0KxZMwBA+/bt4eDggP79+2PWrFlITEzExIkTMXToUPYkExEREZVBGg3P+OijjySv355FIjuRzszMzPfBe/bsiQcPHmDy5MlITEyEk5MTduzYobzp7tatW5DL/9cZ7u7ujtWrV2PixImYMGEC7OzsEBkZiQYNGijrbNmyRZl0A0CvXr0AAEFBQZgyZQoAYN68eZDL5ejWrRvS09Ph5eWFX3/9VbmNjo4Otm7diiFDhsDNzQ0VKlSAn58fgoOD8902IiKiso43QFJpku+kee/evYUSwLBhwzBs2DC16/bt26dS1r17d3Tv3j3H/Q0YMAADBgzI9ZgKhQKLFi3CokWLcqxjbW2t8rRBIiIiIiqb8p00e3h4FGYcRERERETFltZuBCQiIiIiKimYNBMRERER5YFJMxERERFRHpg0ExERERHlgUkzEREREVEe8jV7RteuXfO9w40bN753MEREREQlXVmdn7q0tztfPc3GxsbKxcjICNHR0Th58qRyfWxsLKKjo2FsbFxogRIRERERaUu+eprDwsKU///uu+/Qo0cPhIaGQkdHBwCQmZmJr7/+WqNHaBMRERERlRQaj2letmwZRo8erUyYgTePnQ4MDMSyZcsKNDgiIiIiouJA46T59evXuHTpkkr5pUuXkJWVVSBBEREREREVJ/l+jHY2f39/DBw4ENeuXUPTpk0BAMeOHcOMGTPg7+9f4AESEREREWmbxknz7NmzYWFhgTlz5uDevXsAAEtLS4wZMwbffvttgQdIRERERKRtGifNcrkcY8eOxdixY5GSkgIAvAGQiIiIiEq193q4yevXr7F79278+eefkMlkAICEhASkpqYWaHBERERERMWBxj3NN2/ehLe3N27duoX09HR88sknqFixImbOnIn09HSEhoYWRpxERERERFqjcU/ziBEj0KRJEzx58gT6+vrK8i5duiA6OrpAgyMiIiIiKg407mk+ePAgYmJioKurKym3sbHB3bt3CywwIiIiIqLiQuOe5qysLGRmZqqU37lzBxUrViyQoIiIiIiIihONk+b27dsjJCRE+VomkyE1NRVBQUH49NNPCzI2IiIiIqJiQePhGXPmzIGXlxccHBzw8uVL9OnTB1euXIGZmRn+/PPPwoiRiIiIiEirNO5prlGjBs6cOYPvv/8eo0aNgrOzM2bMmIHTp0+jatWq7xXEokWLYGNjA4VCAVdXVxw/fjzX+hEREbC3t4dCoYCjoyP+/vtvyXohBCZPngxLS0vo6+vD09MTV65cUa7ft28fZDKZ2uXEiRMAgPj4eLXrjx49+l5tJCIiIqKSS+OeZgAoV64c+vbti759+35wAGvXrkVgYCBCQ0Ph6uqKkJAQeHl54fLly2qT8JiYGPTu3RvTp0/HZ599htWrV8PHxwenTp1CgwYNAACzZs3CggULEB4eDltbW0yaNAleXl64cOECFAoF3N3dlU8zzDZp0iRER0ejSZMmkvLdu3ejfv36ytempqYf3GYiIiIiKlk07mnW0dFBmzZt8PjxY0l5UlISdHR0NA5g7ty5GDx4MPz9/eHg4IDQ0FAYGBhg2bJlauvPnz8f3t7eGDNmDOrVq4dp06ahcePGWLhwIYA3vcwhISGYOHEiOnfujIYNG2LFihVISEhAZGQkAEBXVxcWFhbKxdTUFJs3b4a/v7/yYS3ZTE1NJXXLly+vcRuJiIiIqGTTOGkWQiA9PR1NmjTB+fPnVdZpIiMjA7GxsfD09PxfQHI5PD09ceTIEbXbHDlyRFIfALy8vJT1b9y4gcTEREkdY2NjuLq65rjPLVu24NGjR/D391dZ16lTJ1StWhUtWrTAli1bcm1Peno6UlJSJAsRERERlXwaJ80ymQwbNmzA559/Djc3N2zevFmyThMPHz5EZmYmzM3NJeXm5uZITExUu01iYmKu9bP/1WSfS5cuhZeXF2rUqKEsMzQ0xJw5cxAREYFt27ahRYsW8PHxyTVxnj59OoyNjZWLlZVVjnWJiIiIqOTQeEyzEAI6OjqYP38+6tevj549e2LixIkYNGhQYcRX6O7cuYOdO3di3bp1knIzMzMEBgYqX3/88cdISEjAzz//jE6dOqnd1/jx4yXbpKSkMHEmIiIiKgXe60bAbAEBAbCzs0P37t1x4MABjbc3MzODjo4OkpKSJOVJSUmwsLBQu42FhUWu9bP/TUpKgqWlpaSOk5OTyv7CwsJgamqaYyL8NldXV0RFReW4Xk9PD3p6ennuh4iIiIhKFo2HZ1hbW0tu+GvTpg2OHj2K27dva3xwXV1duLi4IDo6WlmWlZWF6OhouLm5qd3Gzc1NUh8AoqKilPVtbW1hYWEhqZOSkoJjx46p7FMIgbCwMPj6+ubrBr+4uDhJIk5EREREZYPGPc03btxQKatTpw5Onz6t0gOcH4GBgfDz80OTJk3QtGlThISEIC0tTXlTnq+vL6pXr47p06cDAEaMGAEPDw/MmTMHHTt2xJo1a3Dy5EksWbIEwJtx1SNHjsQPP/wAOzs75ZRz1apVg4+Pj+TYe/bswY0bN9QOLQkPD4euri6cnZ0BABs3bsSyZcvw3//+V+M2EhEREVHJ9kHDM96mUChgbW2t8XY9e/bEgwcPMHnyZCQmJsLJyQk7duxQ3sh369YtyOX/6xB3d3fH6tWrMXHiREyYMAF2dnaIjIxUztEMAGPHjkVaWhoCAgLw9OlTtGjRAjt27IBCoZAce+nSpXB3d4e9vb3a2KZNm4abN2+iXLlysLe3x9q1a/HFF19o3EYiIiIiKtnylTRXrlwZ//77L8zMzGBiYpLrLBnvzt+cH8OGDcOwYcPUrtu3b59KWffu3dG9e/cc9yeTyRAcHIzg4OBcj7t69eoc1/n5+cHPzy/X7YmIiIiobMhX0jxv3jxUrFgRABASElKY8RARERERFTv5Sprf7nFl7ysRERERlTX5Spo1ebKdkZHRewdDRERERFQc5StprlSpUp5P+xNCQCaTITMzs0ACIyIiIiIqLvKVNO/du7ew4yAiIiIiKrbylTR7eHgUdhxERERERMXWe8/T/Pz5c9y6dQsZGRmS8oYNG35wUERERERExYnGSfODBw/g7++P7du3q13PMc1EREREVNrI864iNXLkSDx9+hTHjh2Dvr4+duzYgfDwcNjZ2WHLli2FESMRERERkVZp3NO8Z88ebN68GU2aNIFcLoe1tTU++eQTGBkZYfr06ejYsWNhxElEREREpDUa9zSnpaWhatWqAAATExM8ePAAAODo6IhTp04VbHRERERERMWAxklz3bp1cfnyZQBAo0aNsHjxYty9exehoaGwtLQs8ACJiIiIiLRN4+EZI0aMwL179wAAQUFB8Pb2xh9//AFdXV0sX768oOMjIiIiItI6jZPmfv36Kf/v4uKCmzdv4tKlS6hZsybMzMwKNDgiIiIiouLgvedpzmZgYIDGjRsXRCxERERERMWSxkmzEALr16/H3r17cf/+fWRlZUnWb9y4scCCIyIiIiIqDjROmkeOHInFixejTZs2MDc3h0wmK4y4iIiIiIiKDY2T5pUrV2Ljxo349NNPCyMeIiIiIqJiR+Mp54yNjVGrVq3CiIWIiIiIqFjSOGmeMmUKpk6dihcvXhRGPERERERExY7GwzN69OiBP//8E1WrVoWNjQ3Kly8vWc+nAhIRERFRaaNxT7Ofnx9iY2PRr18/dOvWDZ07d5Ys72PRokWwsbGBQqGAq6srjh8/nmv9iIgI2NvbQ6FQwNHREX///bdkvRACkydPhqWlJfT19eHp6YkrV65I6tjY2EAmk0mWGTNmSOr8888/aNmyJRQKBaysrDBr1qz3ah8RERERlWwa9zRv27YNO3fuRIsWLQokgLVr1yIwMBChoaFwdXVFSEgIvLy8cPnyZVStWlWlfkxMDHr37o3p06fjs88+w+rVq+Hj44NTp06hQYMGAIBZs2ZhwYIFCA8Ph62tLSZNmgQvLy9cuHABCoVCua/g4GAMHjxY+bpixYrK/6ekpKB9+/bw9PREaGgozp49iy+//BKVKlVCQEBAgbSdiIiIiEoGjXuaraysYGRkVGABzJ07F4MHD4a/vz8cHBwQGhoKAwMDLFu2TG39+fPnw9vbG2PGjEG9evUwbdo0NG7cGAsXLgTwppc5JCQEEydOROfOndGwYUOsWLECCQkJiIyMlOyrYsWKsLCwUC4VKlRQrvvjjz+QkZGBZcuWoX79+ujVqxeGDx+OuXPnFljbiYiIiKhk0DhpnjNnDsaOHYv4+PgPPnhGRgZiY2Ph6en5v4Dkcnh6euLIkSNqtzly5IikPgB4eXkp69+4cQOJiYmSOsbGxnB1dVXZ54wZM2BqagpnZ2f8/PPPeP36teQ4rVq1gq6uruQ4ly9fxpMnT9TGlp6ejpSUFMlCRERERCWfxsMz+vXrh+fPn6N27dowMDBQuRHw8ePH+d7Xw4cPkZmZCXNzc0m5ubk5Ll26pHabxMREtfUTExOV67PLcqoDAMOHD0fjxo1RuXJlxMTEYPz48bh3756yJzkxMRG2trYq+8heZ2JiohLb9OnTMXXq1DzbTUREREQli8ZJc0hISCGEUfQCAwOV/2/YsCF0dXXxn//8B9OnT4eent577XP8+PGS/aakpMDKyuqDYyUiIiIi7dIoaX716hX279+PSZMmqfTCvg8zMzPo6OggKSlJUp6UlAQLCwu121hYWORaP/vfpKQkWFpaSuo4OTnlGIurqytev36N+Ph41K1bN8fjvH2Md+np6b13wk1ERERExZdGY5rLly+PDRs2FNjBdXV14eLigujoaGVZVlYWoqOj4ebmpnYbNzc3SX0AiIqKUta3tbWFhYWFpE5KSgqOHTuW4z4BIC4uDnK5XDljh5ubGw4cOIBXr15JjlO3bl21QzOIiIiIqPTS+EZAHx8flVkoPkRgYCB+//13hIeH4+LFixgyZAjS0tLg7+8PAPD19cX48eOV9UeMGIEdO3Zgzpw5uHTpEqZMmYKTJ09i2LBhAACZTIaRI0fihx9+wJYtW3D27Fn4+vqiWrVq8PHxAfDmJr+QkBCcOXMG169fxx9//IFRo0ahX79+yoS4T58+0NXVxcCBA3H+/HmsXbsW8+fPlwy/ICIiIqKyQeMxzXZ2dggODsbhw4fh4uIimaYNeHODnSZ69uyJBw8eYPLkyUhMTISTkxN27NihvOnu1q1bkMv/l9u7u7tj9erVmDhxIiZMmAA7OztERkYq52gGgLFjxyItLQ0BAQF4+vQpWrRogR07dijnaNbT08OaNWswZcoUpKenw9bWFqNGjZIkxMbGxti1axeGDh0KFxcXmJmZYfLkyZyjmYiIiKgM0jhpXrp0KSpVqoTY2FjExsZK1slkMo2TZgAYNmyYsqf4Xfv27VMp6969O7p3757j/mQyGYKDgxEcHKx2fePGjXH06NE842rYsCEOHjyYZz0iIiIiKt00Tppv3LhRGHEQERERERVbGo9pfpsQAkKIgoqFiIiIiKhYeq+kecWKFXB0dIS+vj709fXRsGFDrFy5sqBjIyIiIiIqFjQenjF37lxMmjQJw4YNQ/PmzQEAhw4dwldffYWHDx9i1KhRBR4kEREREZE2aZw0//LLL/jtt9/g6+urLOvUqRPq16+PKVOmMGkmIiIiolJH4+EZ9+7dg7u7u0q5u7s77t27VyBBEREREREVJxonzXXq1MG6detUyteuXQs7O7sCCYqIiIiIqDjReHjG1KlT0bNnTxw4cEA5pvnw4cOIjo5Wm0wTEREREZV0Gvc0d+vWDceOHYOZmRkiIyMRGRkJMzMzHD9+HF26dCmMGImIiIiItErjnmYAcHFxwapVqwo6FiIiIiKiYumDHm5CRERERFQW5LunWS6XQyaT5VpHJpPh9evXHxwUEREREVFxku+kedOmTTmuO3LkCBYsWICsrKwCCYqIiIiIqDjJd9LcuXNnlbLLly9j3Lhx+Ouvv9C3b18EBwcXaHBERERERMXBe41pTkhIwODBg+Ho6IjXr18jLi4O4eHhsLa2Luj4iIiIiIi0TqOkOTk5Gd999x3q1KmD8+fPIzo6Gn/99RcaNGhQWPEREREREWldvodnzJo1CzNnzoSFhQX+/PNPtcM1iIiIiIhKo3wnzePGjYO+vj7q1KmD8PBwhIeHq623cePGAguOiIiIiKg4yHfS7Ovrm+eUc0REREREpVG+k+bly5cXYhhERERERMUXnwhIRERERJSHYpE0L1q0CDY2NlAoFHB1dcXx48dzrR8REQF7e3soFAo4Ojri77//lqwXQmDy5MmwtLSEvr4+PD09ceXKFeX6+Ph4DBw4ELa2ttDX10ft2rURFBSEjIwMSR2ZTKayHD16tGAbT0RERETFntaT5rVr1yIwMBBBQUE4deoUGjVqBC8vL9y/f19t/ZiYGPTu3RsDBw7E6dOn4ePjAx8fH5w7d05ZZ9asWViwYAFCQ0Nx7NgxVKhQAV5eXnj58iUA4NKlS8jKysLixYtx/vx5zJs3D6GhoZgwYYLK8Xbv3o179+4pFxcXl8I5EURERERUbGk9aZ47dy4GDx4Mf39/ODg4IDQ0FAYGBli2bJna+vPnz4e3tzfGjBmDevXqYdq0aWjcuDEWLlwI4E0vc0hICCZOnIjOnTujYcOGWLFiBRISEhAZGQkA8Pb2RlhYGNq3b49atWqhU6dOGD16tNqZP0xNTWFhYaFcypcvX2jngoiIiIiKJ60mzRkZGYiNjYWnp6eyTC6Xw9PTE0eOHFG7zZEjRyT1AcDLy0tZ/8aNG0hMTJTUMTY2hqura477BN48uKVy5coq5Z06dULVqlXRokULbNmyJdf2pKenIyUlRbIQERERUcmn1aT54cOHyMzMhLm5uaTc3NwciYmJardJTEzMtX72v5rs8+rVq/jll1/wn//8R1lmaGiIOXPmICIiAtu2bUOLFi3g4+OTa+I8ffp0GBsbKxcrK6sc6xIRERFRyZHvKedKq7t378Lb2xvdu3fH4MGDleVmZmYIDAxUvv7444+RkJCAn3/+GZ06dVK7r/Hjx0u2SUlJYeJMREREVApotafZzMwMOjo6SEpKkpQnJSXBwsJC7TYWFha51s/+Nz/7TEhIQJs2beDu7o4lS5bkGa+rqyuuXr2a43o9PT0YGRlJFiIiIiIq+bSaNOvq6sLFxQXR0dHKsqysLERHR8PNzU3tNm5ubpL6ABAVFaWsb2trCwsLC0mdlJQUHDt2TLLPu3fvonXr1nBxcUFYWBjk8rxPRVxcHCwtLTVqIxERERGVfFofnhEYGAg/Pz80adIETZs2RUhICNLS0uDv7w/gzeO7q1evjunTpwMARowYAQ8PD8yZMwcdO3bEmjVrcPLkSWVPsUwmw8iRI/HDDz/Azs4Otra2mDRpEqpVqwYfHx8A/0uYra2tMXv2bDx48EAZT3ZvdHh4OHR1deHs7AwA2LhxI5YtW4b//ve/RXVqiIiIiKiY0HrS3LNnTzx48ACTJ09GYmIinJycsGPHDuWNfLdu3ZL0Aru7u2P16tWYOHEiJkyYADs7O0RGRqJBgwbKOmPHjkVaWhoCAgLw9OlTtGjRAjt27IBCoQDwpmf66tWruHr1KmrUqCGJRwih/P+0adNw8+ZNlCtXDvb29li7di2++OKLwjwdRERERFQMaT1pBoBhw4Zh2LBhatft27dPpax79+7o3r17jvuTyWQIDg5GcHCw2vUDBgzAgAEDco3Jz88Pfn5+udYhIiIiorJB6w83ISIiIiIq7pg0ExERERHlgUkzEREREVEemDQTEREREeWBSTMRERERUR6YNBMRERER5YFJMxERERFRHpg0ExERERHlgUkzEREREVEemDQTEREREeWBSTMRERERUR6YNBMRERER5YFJMxERERFRHpg0ExERERHlgUkzEREREVEemDQTEREREeWBSTMRERERUR6YNBMRERER5YFJMxERERFRHpg0ExERERHlgUkzEREREVEeikXSvGjRItjY2EChUMDV1RXHjx/PtX5ERATs7e2hUCjg6OiIv//+W7JeCIHJkyfD0tIS+vr68PT0xJUrVyR1Hj9+jL59+8LIyAiVKlXCwIEDkZqaKqnzzz//oGXLllAoFLCyssKsWbMKpsFEREREVKJoPWleu3YtAgMDERQUhFOnTqFRo0bw8vLC/fv31daPiYlB7969MXDgQJw+fRo+Pj7w8fHBuXPnlHVmzZqFBQsWIDQ0FMeOHUOFChXg5eWFly9fKuv07dsX58+fR1RUFLZu3YoDBw4gICBAuT4lJQXt27eHtbU1YmNj8fPPP2PKlClYsmRJ4Z0MIiIiIiqWymk7gLlz52Lw4MHw9/cHAISGhmLbtm1YtmwZxo0bp1J//vz58Pb2xpgxYwAA06ZNQ1RUFBYuXIjQ0FAIIRASEoKJEyeic+fOAIAVK1bA3NwckZGR6NWrFy5evIgdO3bgxIkTaNKkCQDgl19+waefforZs2ejWrVq+OOPP5CRkYFly5ZBV1cX9evXR1xcHObOnStJrt+Wnp6O9PR05evk5GQAbxLw95GV/vy9tisI7xtzQWC7ix7bXfTY7qLHdhc9trvosd3vv60QIveKQovS09OFjo6O2LRpk6Tc19dXdOrUSe02VlZWYt68eZKyyZMni4YNGwohhLh27ZoAIE6fPi2p06pVKzF8+HAhhBBLly4VlSpVkqx/9eqV0NHRERs3bhRCCNG/f3/RuXNnSZ09e/YIAOLx48dqYwsKChIAuHDhwoULFy5cuJSw5fbt2zmlrEIIIbTa0/zw4UNkZmbC3NxcUm5ubo5Lly6p3SYxMVFt/cTEROX67LLc6lStWlWyvly5cqhcubKkjq2trco+steZmJioxDZ+/HgEBgYqX2dlZeHx48cwNTWFTCZT257CkpKSAisrK9y+fRtGRkZFemxtYrvZ7rKA7Wa7ywK2m+0uKkIIPHv2DNWqVcu1ntaHZ5Qmenp60NPTk5RVqlRJO8H8PyMjozL1Q5eN7S5b2O6yhe0uW9juskVb7TY2Ns6zjlZvBDQzM4OOjg6SkpIk5UlJSbCwsFC7jYWFRa71s//Nq867Nxq+fv0ajx8/ltRRt4+3j0FEREREZYNWk2ZdXV24uLggOjpaWZaVlYXo6Gi4ubmp3cbNzU1SHwCioqKU9W1tbWFhYSGpk5KSgmPHjinruLm54enTp4iNjVXW2bNnD7KysuDq6qqsc+DAAbx69UpynLp166odmkFEREREpViuI56LwJo1a4Senp5Yvny5uHDhgggICBCVKlUSiYmJQog3N+SNGzdOWf/w4cOiXLlyYvbs2eLixYsiKChIlC9fXpw9e1ZZZ8aMGaJSpUpi8+bN4p9//hGdO3cWtra24sWLF8o63t7ewtnZWRw7dkwcOnRI2NnZid69eyvXP336VJibm4v+/fuLc+fOiTVr1ggDAwOxePHiIjgrH+7ly5ciKChIvHz5UtuhFCm2m+0uC9hutrssYLvZ7uJG60mzEEL88ssvombNmkJXV1c0bdpUHD16VLnOw8ND+Pn5SeqvW7dOfPTRR0JXV1fUr19fbNu2TbI+KytLTJo0SZibmws9PT3Rrl07cfnyZUmdR48eid69ewtDQ0NhZGQk/P39xbNnzyR1zpw5I1q0aCH09PRE9erVxYwZMwq24URERERUIsiEyGtSOiIiIiKisk3rTwQkIiIiIirumDQTEREREeWBSTMRERERUR6YNBMRERER5YFJMxERFTsrVqxAenq6SnlGRgZWrFihhYiIqKxj0lxK5PQL5uXLl/wFU8plZmaCk+BQaePv74/k5GSV8mfPnsHf318LERWdL7/8Es+ePVMpT0lJwZdffqmFiEhbbt++re0Q6C2ccq6U0NHRwcaNG1WeVvj48WN069YNmZmZWoqMCsqVK1dgZ2cH4M0vzzlz5uDPP//E9evXUa5cOdSrVw8TJ05Et27dtBxp4bp27RpCQkJw8eJFAICDgwNGjBiB2rVrazmywqOjo4M7d+5gw4YNWLt2LZKTk2Fvb4/vvvsOLi4u2g6vUMjlciQlJaFKlSqS8jNnzqBNmzZ4/PixliIrfHK5HKNHj4ahoaGkPDU1FXPmzCm11/O2bdti48aNqFSpkqT8yZMn6NatG/bs2aOdwIrYkydPEBERgVWrViEmJgavX7/WdkiFQi6XQyaT5bi+OH7Oy2k7ACoYQgh07dpVbY9jbh/K0qCsXGgXLFiAMWPG4N69e+jRowd0dHQQEBCAevXqAQAOHDgAX19fPHr0CAEBAVqOtnDs3LkTnTp1gpOTE5o3bw4AOHz4MOrXr4+//voLn3zyiZYjLBxCCHTv3h3nzp1D7969YW1tjTNnzsDd3R3r16/H559/ru0QC4yzszNkMhlkMhnatWuHcuX+92sqMzMTN27cgLe3txYjLBrbt2+XtB1AqU2esu3btw9DhgyBvr6+pPzFixfYv3+/lqIqGunp6diyZQv++OMP7NixA1WqVEGvXr2wYMECbYdWaDZt2iR5/erVK5w+fRrh4eGYOnWqlqLKHXuaSwm5XI7Lly+jatWqkvKkpCTY29sjKytLS5EVPrlcjp49e6q90K5bt65Y/rX6Pvbt24c5c+Zg3759SE9Px/Hjx+Hk5CSpExYWhh9++AHXrl3TTpCFzNnZGV5eXpgxY4akfNy4cdi1axdOnTqlpcgKl1wux0cffYTdu3ejRo0ayvJ58+Zh+fLlOHPmjBajK1jZvyynTp2Kb7/9VtLbqqurCxsbG3Tr1g26urraCrHQyeVyJCYmqlzPExMTUa1atVJ7PZfL5fD29oaenp6kPD09HTt37iw11/J3+fv7Y9OmTZDL5fjiiy/Qp08feHh4lPoOr5ysXr0aa9euxebNm7UdigomzaXE/v370bx5c5WeiVevXiEmJgYeHh5aiqzwlZUL7ezZs/H9999j48aN6Nq1K86ePYuPPvpIUufKlStwdHTEy5cvtRRl4VIoFDh79qxymEq2f//9Fw0bNiy17c7JtWvXUL9+/VLZ7vDwcPTs2RMKhULboVARsbW1xcmTJ2Fqaiopf/DgAZo2bYobN25oKbLCJZfL4eTkhKVLl8LZ2Vnb4Wjd9evX0bBhQ6Smpmo7FBUcnlFK5JQUly9fvlQnzABgbW2NlStX5nihLS1mzpwJDw8PODk5wc7ODsuXL8dPP/0kqbN27VrY29trKcLCV6VKFcTFxakkzXFxcSq9cqVJrVq14ODggPXr10uSyNjYWFhaWmoxssLj5+en7RCoiOWUFFepUqXUJswAsGjRIqxevRoff/wxGjRogL59+6J3796Sb5XKihcvXmDBggWoXr26tkNRiz3Npcz9+/cxY8YMBAYGlskfuNLs8uXLiI+Px7///gtbW1t06dIFHh4eaNWqFWQyGQ4fPoy9e/diy5Yt8PLy0na4hSI4OBjz5s3DuHHj4O7uDuDNmOaZM2ciMDAQkyZN0nKEhUMul6N69eowMjLCqFGjULNmTZw5cwbTp09HUFAQRowYoe0QC8358+fRv39/LFmyBE2aNNF2OEWqLLe9LIqPj8fq1auxevVqXLp0Cc2bN0ffvn1L7T0qJiYmkiEoQgg8e/YMBgYGWLVqFTp16qTF6HIgqFSZPXu2kMvlYurUqdoOhQrB69evRWpqqhBCiH/++Uf4+voKZ2dn0aRJE+Hv7y8uXryo5QgLV1ZWlpg7d66oXr26kMlkQiaTierVq4uQkBCRlZWl7fAKjUwmE2fPnhUDBgwQFSpUEHK5XNSpU0f897//1XZohW706NFCLpeLIUOGaDuUIldW23706FFhYmIi9uzZo+1QtOb06dNi9OjRwsrKStuhFJrly5dLlhUrVojt27eLx48fazu0HLGnuZRp2LAhLCwscO3atVJ7M1hOjh07hg4dOmDDhg1o06aNtsOhQpY9j23FihW1HEnhu3nzJmrWrKnslXn16hXKly+v5agKX1ZWFmrUqIE+ffogLCwM9+7dK9U3AL6tLLd9yJAhWLZsGXr27FnmnzMghCizNwQWR3y4SSly6tQpXL16FStWrMDjx49x8OBBbYdUpJYvX460tDSEhYVpOxQqAhUrViwTCTPwZtz+2784y0LCDAA7duxAZmYmpk+fDiMjo2J5N31hKattT09Px7p16zBt2jRs3LixWN4MVphSUlIkr8tKwvxuu4srJs2lSHh4OD7//HNYWFige/fuWL58ubZDKjJl9UJ77NgxVK5cGXv37tV2KEUqPj4eXbt2xeXLl7UdSpEqa+3OnkGjfPny6Nu3b5m6ppXVtm/evBmGhoYYM2YMbGxssH79em2HVGR2794NExOTMvMHUraS1G4mzaXE69evsXr1avj6+gIA+vXrh/Xr1+PFixdajqxolNULbVntXQ8PD0dkZCSWLl2q7VCKVFlq99OnT/HXX38pr2n9+/dHVFQUkpKStBxZ4SvLbQ8PD0ffvn0hk8nQr1+/MnVtCw8PR4UKFRAeHq7tUIpUiWq3lsdUUwHZtGmTMDc3F5mZmcoyW1tbsWrVKi1GVXQ+/fRTMX78eCGEENOnTxetWrXSckSF7+XLl6Jy5cpi5syZokKFCuLZs2faDqnI1KpVS/Tt21dYWlpKPvOlXVlq92+//SYcHBwkZa6urmL27NlaiqjolNW237t3T5QvX15cunRJCCHErVu3hI6Ojrh+/bqWIyt8z549E4aGhiI8PFzo6emJhw8fajukIlHS2s2e5lJixYoV6N27N+Ty/72l/fr1KxNf6SUmJiIqKko5r2vfvn1x+PDhUj2vJ1B2e9cPHDiAR48e4bfffkNWVhZ27typ7ZCKRFlrd3h4OPr37y8pKyvXtLLa9lWrVsHJyQl169YFAFhZWcHDw6NM3AwYERGBGjVqwNfXF40aNcKff/6p7ZCKRElrN5PmUuDhw4fYtm2b8qu8bP369cPevXtx584dLUVWNMrqhbasfo0ZHh6Obt26oWLFiujVq1epTySylaV23759G0lJSSqJY+/evfHixQv8+++/Woqs8JXltoeHh6v8Huvfv3+pv5YDb4baZb/nZel6XuLare2ubvpwL1++FDdv3lS77tatW+L58+dFHFHRatCggfjll18kZWFhYaJWrVpaiqjwldWvMZ8/fy6MjIzEvn37hBBCxMbGCn19ffH06VMtR1a4ymq7qey4deuWaNOmjcrX88+ePRPt2rUT//77r5YiK3zXr18X5cqVE7du3RJCCPHw4UOhq6srzp07p+XICldJbDd7mksBPT091KxZU+06Kysr6OvrF3FERef27duoUqUKevfuLSn/4osvYGtriytXrmgpssJVVnvXN2zYgMqVKysfDd+4cWPUqlULa9as0XJkhaustpvKDisrK+zZswempqaSckNDQ+zevRt2dnZaiqzwhYeHo2XLlrCysgIAmJqawtvbu1R/mwSUzHYzaS6FOnbsiHv37mk7jCJRVi+0ZfVrzBUrVqBv376SsrIw1rOstjubkZERrl+/ru0wtKKstv3OnTvIysrSdhhFYsWKFWqHV/7xxx+l+hyUxHYzaS6FDhw4UGammntXWbjQltXe9du3b2PPnj3KGz6z9evXDydOnCi1Yz3LarvfJsrwg2vLatsdHBwQHx+v7TAK3d27d9G6dWt0795dUt65c2d8+umnpfYclNR28zHapVDFihVx5swZ1KpVS9uhFDkjIyPExcWVybYTlVZl+ZpWVtteVttNxRt7mksha2vrMvOY3XeVxb8By0LvOpUNOjo6uH//vkp5v379YGRkpIWItK8st70sOnz4MNLT07UdRpErKe1m0lwKxMTEIDg4GAMGDECPHj3QpEkThIWF4ejRo9oOjYpAWfka812Ojo64ffu2tsMocqW53RUqVEBycrJK+W+//QYzMzMtRKQ9T58+xZw5c/Dq1SuMGzcO8+bNU3tuSpNBgwZh3759AIAJEyagcuXK2g1ICzp06IC7d+9qO4wiV1LaXU7bAdD7e/jwIb744gscOnQIDRo0gJ2dHbZs2YJPPvkEd+7cwcyZM+Hm5oa1a9eq3ChXWpXFC21Z7F0HgPj4eLx69UrbYRS50tzu1q1bw8vLC40aNYJMJsu1boUKFeDg4IAhQ4agUqVKRRNgETl58iS8vLygr6+Ppk2bAgDmzp2LH3/8Ebt27ULjxo21HGHhePDgAby9vVGlShX06tUL8fHxcHJy0nZYRaqsXs9LSrs5prkE69atG549e4bw8HBYWloCkI4DS01NxcCBA5GVlYWIiAgtR1uwAgMDMW3aNFSoUAGBgYG51p07d24RRaUdZXXsH9td+tqdkpKC0NBQXL16Nc8/DNLT03H06FE4ODhg69atRRRh0WjZsiXq1KmD33//HeXKvenbev36NQYNGoTr16/jwIEDWo6w8Dx58gQRERFYvXo1Dh48CHt7e/Tt2xd9+vSBjY2NtsMrdKX55zs3JaXd7GkuwXbu3InY2FhlwvwuQ0ND/PDDD3B2di7iyArf6dOnlb9UT58+nWO9vHqrSoOy2LsOvEksSvMc5Dkpze02MjLC2LFj813/woUL+PjjjwsxIu04efKkJGEGgHLlymHs2LFo0qSJFiMrfCYmJggICEBAQADu3LmDP//8E8uWLcPkyZPx+vVrbYdX6BYvXgxzc3Pl64sXL+L169dwdHTUYlSFr6S0m0lzCWZqaoorV64oH3ChTnx8fKlMqPbu3av2/6VZbj3qwcHBkteluXf9+vXrCAkJQUpKCrp37w5nZ2eMGDECderU0XZohaqstjs3devWRUxMjLbDKHBGRka4desW7O3tJeW3b99GxYoVtRRV0Xr16hVOnjyJY8eOIT4+XpJQlTZffvklXFxcMHToUPTp0wcAkJaWhq5duyIqKgoymQxOTk7YtWtXqRpqWRLbzRsBS7Bx48ahd+/e+P777xETE4OkpCTIZDIkJyfj6tWrCAsLg5+fHyZOnKjtUKkAnD59WrIsXboUixcvxr59+7Bv3z4sWbIES5cuRVxcnLZDLTSnTp2Ck5MT9u/fDxcXF7i4uODAgQNwdnbGqVOntB1eoSmr7c6Ljo4OGjVqpO0wClzPnj0xcOBArF27Frdv38bt27exZs0aDBo0SGV+9tJm7969GDx4MMzNzTFgwAAYGRlh69atuHPnjrZDKzTLly/HxIkT0aFDB+XsMVOnTsWjR49w9uxZnD59GllZWZg+fbqWIy1YJbLd2np+NxWMDRs2CBcXFyGTyYRcLlf+K5fLxccffyw2bdqk7RCpEMyZM0d8/vnn4vHjx8qyx48fi86dO4vZs2drMbLC1bZtW+Hr6yuysrKUZVlZWaJ///7C09NTi5EVrrLa7rIqPT1dDB8+XOjq6iqv53p6emLkyJHi5cuX2g6v0FSrVk0oFArh4+MjIiIiSnVb3yaTyURcXJxo166dqFq1qti2bZuoXbu22L59u7LO9u3bhZ2dnRajLHglsd28EbCUePr0Ka5fv47nz5/DwMAAtWrVKnV3lNP/VK9eHbt27UL9+vUl5efOnUP79u2RkJCgpcgKV4UKFRATE6PSuxgXF4eWLVvi2bNnWoqscJXVdpd1z58/x7Vr1wAAtWvXhoGBgZYjKly///47unfvXuZ+d8nlciQmJqJKlSr48ccfERwcjKysLFy8eBF2dnYAgJs3b6JevXp4/vy5lqMtOCWx3RzTXEpUqlSp1E5DRKpSUlLw4MEDlfIHDx6U6gRKT08PCoVCpbxChQrQ0dHRQkRFo6y2u6wzMDAodjdCFabBgwdrOwStyL5hXSaTYeLEifDw8MDvv/8u+eMhOTm51N0AXBLbzaSZqATq0qUL/P39MWfOHOU8rseOHcOYMWPQtWtXLUdXeFxcXHDw4EGVm18PHjxYqv9oLKvtJioL3v3Cv2XLlmjZsqWk7MiRIyrfLJZ0JbHdHJ5BVAI9f/4co0ePxrJly5RT75UrVw4DBw7Ezz//jAoVKmg5wsKRmJiIV69ewcrKSlJ++/ZtlCtXLsfpF0u6stpuorJg//79aN68uWSKwXft2bMH+vr6cHNzK8LICldJbDeTZqISLC0tTTLmsbQmy0RERNrGpJmIiIiIKA+cp5mIiIiIKA9MmomIiIiI8sCkmYiIiIgoD0yaiYiIiIjywKSZiIiIiCgPTJqJiIiIiPLApJmIiIiIKA//B6L118FhcqPdAAAAAElFTkSuQmCC",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2240,7 +2345,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2250,7 +2355,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 800x300 with 1 Axes>"
       ]
@@ -2261,13 +2366,13 @@
    ],
    "source": [
     "# plot the distribution of phoneme pairs as a bar chart stratified by background and model\n",
-    "for (model, background), model_background_scores in scores.groupby(['Model', 'Background']):\n",
+    "for (model, background), model_background_scores in scores_norm.groupby(['Model', 'Background']):\n",
     "    plt.figure(figsize=(8, 3))\n",
-    "    pair_counts = model_background_scores[phoneme_pairs].sum()\n",
+    "    pair_counts = model_background_scores[phoneme_pairs].mean()\n",
     "    pair_counts.sort_values(ascending=False, inplace=True)\n",
     "    pair_counts.head(10).plot(kind='bar')\n",
     "    plt.title('Distribution of Missed Phoneme Pairs (Top 10) - ' + str(model) + ' - ' + str(background))\n",
-    "    plt.ylabel('Count')\n",
+    "    plt.ylabel('Normalized Frequency')\n",
     "    plt.show()"
    ]
   }