{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Use Case 4: How Do Mutations Affect Protein Abundance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Import Packages \n", "\n", "We start the notebook by importing the standard packages for data science. These are useful for playing data in dataframes and for plotting the results." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our cancer data and a variety of accessory functions are provided in the cptac package." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " \r" ] } ], "source": [ "import cptac\n", "import cptac.utils as ut\n", "cptac.download(\"endometrial\")\n", "en = cptac.Endometrial()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Get Data and Find Your Gene of Interest\n", "\n", "To begin, we first have to grab the data. We retrieve somatic gene mutations using the `en.get_somatic_mutation()` function. This function returns a pandas dataframe containing the data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "somatic_mutations = en.get_somatic_mutation()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we pick a gene of interest to see how mutation affects the protein abundance. For this example, we will look at the gene that has the highest number of mutations within our cohort, which turns out to be PTEN. If you already knew the name of the gene you wanted, you could just set it directly with `gene=\"PTEN\"`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PTEN\n" ] } ], "source": [ "gene = somatic_mutations[\"Gene\"].value_counts().index[0]\n", "print(gene)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 3: Joining dataframes\n", "\n", "The data we're interested in for PTEN currently exists in two different dataframes, one for proteomics and one for the mutations. To make things easy for you, we have created a variety of functions to join data across the dataframes. Here we want to join mutation data with molecular proteomics measurements. To do this, we use the `en.join_omics_to_mutations` function. You need to specify as parameters the molecular dataframe name (here \"proteomics\") and the gene names to take from the mutation data, as well as those to take from the omics data. This creates a dataframe with several columns, one for the proteomics data, one for the mutation type, one for the mutation location, and one for the sample status. (Note that we also pass an empty list for the `mutations_filter` parameters, which will cause the function to filter multiple mutations down to just one, using a default hierarchy that prefers truncations over missense mutations.) The specified genes are appended onto the column name. This example is for a cis comparison. We could also have specified different genes between the proteomics and mutation data for a trans comparison.\n", "\n", "NOTE: The mutation status data comes from a [MAF file](http://www.bx.psu.edu/~dcking/man/maf.xhtml). It is important to understand that this only describes mutated sequences, and therefore is silent about wildtype alleles. Therefore \"Wildtype\" as returned by this function, is an imputed value when either of two conditions is met: First, for tumors that do not have mutations listed in the MAF file; and second, all non-tumor samples. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "cptac warning: In joining the somatic_mutation table, no mutations were found for the following samples, so they were filled with Wildtype_Tumor or Wildtype_Normal: 69 samples for the PTEN gene (, line 1)\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
NamePTEN_proteomicsPTEN_MutationPTEN_LocationPTEN_Mutation_StatusSample_Status
Patient_ID
C3L-00006-0.526Nonsense_Mutationp.R233*Multiple_mutationTumor
C3L-00008-0.830Missense_Mutationp.G127RSingle_mutationTumor
C3L-00032-0.941Nonsense_Mutationp.W111*Single_mutationTumor
C3L-000900.730Missense_Mutationp.R130GSingle_mutationTumor
C3L-00098-0.379Wildtype_TumorNo_mutationWildtype_TumorTumor
\n", "
" ], "text/plain": [ "Name PTEN_proteomics PTEN_Mutation PTEN_Location \\\n", "Patient_ID \n", "C3L-00006 -0.526 Nonsense_Mutation p.R233* \n", "C3L-00008 -0.830 Missense_Mutation p.G127R \n", "C3L-00032 -0.941 Nonsense_Mutation p.W111* \n", "C3L-00090 0.730 Missense_Mutation p.R130G \n", "C3L-00098 -0.379 Wildtype_Tumor No_mutation \n", "\n", "Name PTEN_Mutation_Status Sample_Status \n", "Patient_ID \n", "C3L-00006 Multiple_mutation Tumor \n", "C3L-00008 Single_mutation Tumor \n", "C3L-00032 Single_mutation Tumor \n", "C3L-00090 Single_mutation Tumor \n", "C3L-00098 Wildtype_Tumor Tumor " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "omics_mutations = en.join_omics_to_mutations(omics_df_name=\"proteomics\", mutations_genes=gene, \n", " omics_genes=gene, mutations_filter=[])\n", "omics_mutations.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 4: Plot data\n", "\n", "Our goal with this use case is to visually inspect how the protein abundance changes for patients with a mutation compared to the normal (or wildtype) gene sequence. We are going to use the Seaborn graphics and plotting package, which makes creating figures pretty easy. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "a4_dims = (11.7, 8.27) #dimensions for bigger plot\n", "fig, ax = plt.subplots(figsize=a4_dims)\n", "somatic_boxplot = sns.boxplot(data=omics_mutations, x=gene + \"_Mutation\",y=gene +\"_proteomics\", ax = ax, \n", " order=[\"Wildtype_Normal\",\"Wildtype_Tumor\",\"Missense_Mutation\",\"Nonsense_Mutation\",\n", " \"Frame_Shift_Ins\",\"Frame_Shift_Del\",\"Splice_Site\"]) \n", " # order parameter is used to reorder the mutation categories \n", "somatic_boxplot.set_title(\"PTEN gene mutation protein abundance\")\n", "somatic_boxplot = sns.stripplot(data=omics_mutations, x=gene + \"_Mutation\",y=gene +\"_proteomics\",jitter=True, \n", " color=\".3\", order=[\"Wildtype_Normal\",\"Wildtype_Tumor\",\"Missense_Mutation\",\n", " \"Nonsense_Mutation\",\"Frame_Shift_Ins\",\"Frame_Shift_Del\",\n", " \"Splice_Site\"])\n", "somatic_boxplot.set(xlabel=\"Somatic Gene Mutation\",ylabel=\"Proteomics\")\n", "somatic_boxplot.set_xticklabels(somatic_boxplot.get_xticklabels(),rotation=30) # Rotate labels to avoid overlap\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 5: Try it again\n", "\n", "Let's try this again with a different gene. Beta-catenin (CTNNB1) is also frequently mutated in our cohort and well known as a oncogene. In the following two cells we will again make a joined dataframe (omics_mutations2) and then plot it out." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "cptac warning: In joining the somatic_mutation table, no mutations were found for the following samples, so they were filled with Wildtype_Tumor or Wildtype_Normal: 115 samples for the CTNNB1 gene (, line 2)\n" ] } ], "source": [ "gene2 = 'CTNNB1'\n", "omics_mutations2 = en.join_omics_to_mutations(omics_df_name=\"proteomics\", mutations_genes=gene2, \n", " omics_genes=gene2, mutations_filter=[])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkMAAAIFCAYAAADROPnqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAA9hAAAPYQGoP6dpAACz/ElEQVR4nOzdd3iT5dcH8O+T3aZtuhd0AbKh7Cl7VDYoKIIIioogggwH4gAHIAKiPxREQUBQQYaIIMjLFspesjcto3Tv7Jz3j9pISFLa0jZJcz7XxaW5n/t5ctKsk3sKRERgjDHGGHNTIkcHwBhjjDHmSJwMMcYYY8ytcTLEGGOMMbfGyRBjjDHG3BonQ4wxxhhza5wMMcYYY8ytcTLEGGOMMbfGyRBjjDHG3BonQ4wxxhhza5wMsUd2+vRpvPDCC4iJiYFCoYCXlxeaNGmC2bNnIz09HcuWLYMgCA/9Fx0dDQCYNm0aBEFAcHAwcnJyrO4vOjoavXv3tigrvMasWbOs6hfe/9GjR81lhfdR+E8kEiEsLAw9e/bE/v37ra4xf/58PPnkk4iJiYEgCOjYseOj/dGYlW+++QbLli17pGvMmDEDv/32m1X57t27IQgCdu/e/UjXd3YHDhzAtGnTkJmZWeprFL43HMHWe9vR3OW14+44GWKP5LvvvkPTpk1x5MgRvPnmm9i6dSs2bNiAQYMGYdGiRRg5ciR69eqF+Ph4i38AMHDgQIuyDRs2WFw7JSUFs2fPLlE8s2bNQnp6erHrb926FfHx8fj777/xxRdfICkpCR07dsTx48ct6i1atAg3b95E586dERQUVKKYWPGUZzLUpEkTxMfHo0mTJo90fWd34MABTJ8+/ZGSoZdeesn8HmXMXUgcHQBzXfHx8Rg9ejS6deuG3377DXK53HysW7dumDRpErZu3YqgoCCbCURISAhatWpl9/pPPPEEvvjiC7z22msIDQ19aDxdu3bF7t278emnn2Lu3LnFegxNmzZFYGAgAKBNmzZo0aIFqlevjrVr11p8cZ47dw4iUcFvh/r16xfr2sx5+Pj4FPlac1ZGoxEGg8HivVXeqlatiqpVq1bY/THmDLhliJXajBkzIAgCFi9ebPPDWiaToW/fvqW+/ieffAKDwYBp06YVq36tWrUwcuRIfP3117h582ap7lOlUgEApFKpRXlhIlRaf//9N1q3bg2FQoEqVarg/fffx/fffw9BEHDjxg2LuqtXr0br1q2hVCrh5eWFuLg4nDhxwqLOiBEj4OXlhStXrqBnz57w8vJCREQEJk2aBK1Wa1FXp9Phk08+Qe3atSGXyxEUFIQXXngBKSkpD4278H4uXLiAuLg4KJVKhIWFmbsjDx48iMcffxxKpRI1a9bE8uXLLc631+VS2HVZ+Nijo6Nx9uxZ7Nmzx6rbVKPRYNKkSWjUqBFUKhX8/f3RunVrbNy40eKagiAgLy8Py5cvN1+jsDvTXlfH77//jtatW8PT0xPe3t7o1q2bVatI4WM4e/Ysnn32WahUKoSEhODFF19EVlbWQ/+GHTt2RP369bFv3z60atUKHh4e5teA0Wg017tx4wYEQcDs2bPxySefICYmBnK5HLt27SpWrNOmTcObb74JAObu3Acfc3FeW7aes8Luq61bt6JJkybw8PBA7dq1sXTp0oc+fgCYPn06WrZsCX9/f/j4+KBJkyZYsmQJ7O0TvmHDBjRs2BAKhQLVqlXDV199ZXH8wddPIVvPc+Hf/8iRI2jXrh08PT1RrVo1zJo1CyaTyeL8Cxcu4IknnoCnpycCAwPx6quv2uyq3759O/r164eqVatCoVCgRo0aGDVqFFJTUy3qleS1YzKZ8L///Q+NGjWCh4cHfH190apVK/z+++8W9YrzHLKS42SIlYrRaMTOnTvRtGlTRERElMt9REVFYcyYMViyZAkuXbpUrHOmTZsGsViM999/v1j1C39563Q6XLlyBa+99hrkcjkGDhz4KKFbOH36NLp164b8/HwsX74cixYtwvHjx/Hpp59a1Z0xYwaeffZZ1K1bF2vWrMGPP/6InJwctGvXDufOnbOoq9fr0bdvX3Tp0gUbN27Eiy++iC+++AKfffaZuY7JZEK/fv0wa9YsDBkyBJs3b8asWbOwfft2dOzYEWq1+qHx6/V6PPnkk+jVqxc2btyIHj16YMqUKXj33XcxfPhwvPjii9iwYQNq1aqFESNG4NixYyX+G23YsAHVqlVD48aNrbpNtVot0tPTMXnyZPz222/4+eef8fjjj+PJJ5/EihUrzNeIj4+Hh4cHevbsab7GN998Y/c+f/rpJ/Tr1w8+Pj74+eefsWTJEmRkZKBjx474+++/reo/9dRTqFmzJtatW4d33nkHP/30EyZMmFCsx5eUlITBgwdj6NCh2LhxIwYOHIhPPvkE48ePt6r71VdfYefOnZgzZw7+/PNP1K5du1ixvvTSS3j99dcBAOvXrzf/DQpbOEvy2rLl1KlTmDRpEiZMmICNGzeiYcOGGDlyJPbu3fvQc2/cuIFRo0ZhzZo1WL9+PZ588km8/vrr+Pjjj63qnjx5Em+88QYmTJiADRs2oE2bNhg/fjzmzJnz0PuxJykpCUOHDsVzzz2H33//3fwaXrlypbnOvXv30KFDB5w5cwbffPMNfvzxR+Tm5mLs2LFW17t69Spat26NhQsX4q+//sIHH3yAQ4cO4fHHH4der7eqX5zXzogRIzB+/Hg0b94cq1evxi+//IK+fftaJHyP+hyyIhBjpZCUlEQAaPDgwaU6HwC99tprNo99+OGHBIBSUlIoNTWVVCoVPfXUU+bjUVFR1KtXL7vXmzp1KolEIjp16hQREf3www8EgI4cOWJ1Hw/+8/HxofXr1xcZe7169ahDhw7FfqyDBg0ipVJJKSkp5jKj0Uh169YlAHT9+nUiIkpISCCJREKvv/66xfk5OTkUGhpKTz/9tLls+PDhBIDWrFljUbdnz55Uq1Yt8+2ff/6ZANC6dess6h05coQA0DfffFNk7IX3c//5er2egoKCCAAdP37cXJ6WlkZisZgmTpxoLiv8Oz+o8DkpfOxExf+7GgwG0uv1NHLkSGrcuLHFMaVSScOHD7c6Z9euXQSAdu3aRUQFf//w8HBq0KABGY1Gc72cnBwKDg6mNm3aWD2G2bNnW1xzzJgxpFAoyGQyFRlvhw4dCABt3LjRovzll18mkUhEN2/eJCKi69evEwCqXr066XQ6c72SxPr5559b/V2JSvbasvWcRUVFkUKhMMdKRKRWq8nf359GjRpV5ON/kNFoJL1eTx999BEFBARY/P2ioqJIEAQ6efKkxTndunUjHx8fysvLIyLbrx8i6+eZ6L+//6FDhyzq1q1bl+Li4sy33377bbv3/eA172cymUiv19PNmzetnufivnb27t1LAGjq1Kk274OoZM8hKzluGWJOLSAgAG+//TbWrVuHQ4cOFeuct956C/7+/nj77bcfWvf//u//cOTIERw+fBh//PEHunbtisGDB1sN5n4Ue/bsQefOnc1jk4CCbrenn37aot62bdtgMBjw/PPPw2AwmP8pFAp06NDBqotHEAT06dPHoqxhw4YWXYR//PEHfH190adPH4trNmrUCKGhocWaISMIAnr27Gm+LZFIUKNGDYSFhaFx48bmcn9/fwQHB5e6i7Iov/76K9q2bQsvLy9IJBJIpVIsWbIE58+fL9X1Ll68iDt37mDYsGEWXaBeXl546qmncPDgQeTn51uc82CXb8OGDaHRaJCcnPzQ+/P29rY6f8iQITCZTFYtK3379rXopi1NrA8q6WvLlkaNGiEyMtJ8W6FQoGbNmsV6vnfu3ImuXbtCpVJBLBZDKpXigw8+QFpamtXfr169eoiNjbUoGzJkCLKzs60mNhRXaGgoWrRoYVH24Htl165ddu/7QcnJyXj11VcRERFhfj1GRUUBgM3X5MNeO3/++ScA4LXXXrP7GMriOWT28QBqViqBgYHw9PTE9evXy/2+3njjDSxYsABvvfUW9uzZ89D6Pj4+eO+99/DGG2+Yx1vYExsba5Gk9OjRAw0aNMBrr72GAQMGPHLsAJCWloaQkBCr8gfL7t27BwBo3ry5zes8OG7J09MTCoXCokwul0Oj0VhcMzMzEzKZzOY1HxzjYIut+5HJZPD397eqK5PJLO6/LKxfvx5PP/00Bg0ahDfffBOhoaGQSCRYuHBhscesPCgtLQ0AEBYWZnUsPDwcJpMJGRkZ8PT0NJcHBARY1CscJ1ecrkZbz3/hpIDCWAo9GFNpYn1QSV9btjz4+IGCv8HDHv/hw4fRvXt3dOzYEd999x2qVq0KmUyG3377DZ9++qnV+bYmS9j7WxVXcWJPS0tDTEyM3fsuZDKZ0L17d9y5cwfvv/8+GjRoAKVSCZPJhFatWtn8ezzstZOSkgKxWFzkRJGyeA6ZfZwMsVIRi8Xo0qUL/vzzT9y6datcZ594eHhg2rRpeOWVV7B58+ZinTN69Gh8+eWXePvttzF69Ohi35dIJEK9evXw66+/Ijk5GcHBwaUN2ywgIMD8QXa/pKQki9uFSdnatWvNvzIfVWBgIAICArB161abx729vcvkfuwpTKK0Wq3FIPviJGGFVq5ciZiYGKxevdpiYO+DA8VLovDL6e7du1bH7ty5A5FIBD8/v1Jf/0FFPf8PflE+OHi5LGItj9dWcf3yyy+QSqX4448/LJJqW0sgANbvi/vLCv8W97+u7leS19WDAgICirzvQmfOnMGpU6ewbNkyDB8+3Fx+5cqVUt93UFAQjEYjkpKSbCa9gGOfQ3fAqSQrtSlTpoCI8PLLL0On01kd1+v12LRpU5nc14svvog6dergnXfesZoBYotMJsMnn3yCI0eO4Ndffy32/RiNRvzzzz+Qy+Xw8fF5lJDNOnTogJ07d1p8UJtMJqu44uLiIJFIcPXqVTRr1szmv5Lq3bs30tLSYDQabV6vVq1aj/z4ilI4I+z06dMW5bZeF/ZaGQRBgEwms0gSkpKSrGaTFXWNB9WqVQtVqlTBTz/9ZDGjKS8vD+vWrTPP2iorOTk5VrOCfvrpJ4hEIrRv377MYrXXWlUer63iEgQBEokEYrHYXKZWq/Hjjz/arH/27FmcOnXKouynn36Ct7e3eTC4vdfVg3/jkujUqZPd+75f4evwwRm03377banvu0ePHgCAhQsX2q3jyOfQHXDLECu1wtkUY8aMQdOmTTF69GjUq1cPer0eJ06cwOLFi1G/fn2rcS2lIRaLMWPGDHPXVcOGDR96zrPPPmuekWPPsWPHzNPp7927h6VLl+LChQuYMGGCxa/Yo0ePmmd1ZGdng4iwdu1aAAXN1kX9Ups6dSo2bdqELl26YOrUqfDw8MCiRYuQl5cH4L/m7ejoaHz00UeYOnUqrl27hieeeAJ+fn64d+8eDh8+DKVSienTpz/0cd9v8ODBWLVqFXr27Inx48ejRYsWkEqluHXrFnbt2oV+/fqVWXegLT179oS/vz9GjhyJjz76CBKJBMuWLUNiYqJV3QYNGuCXX37B6tWrUa1aNSgUCjRo0AC9e/fG+vXrMWbMGAwcOBCJiYn4+OOPERYWhsuXL1tdY/fu3di0aRPCwsLg7e1tM+ETiUSYPXs2hg4dit69e2PUqFHQarX4/PPPkZmZaXMl80cREBCA0aNHIyEhATVr1sSWLVvw3XffYfTo0RbjcGwpSawNGjQAAHz55ZcYPnw4pFIpatWqVS6vreLq1asX5s2bhyFDhuCVV15BWloa5syZY3ftpPDwcPTt2xfTpk1DWFgYVq5cie3bt+Ozzz4zJ33NmzdHrVq1MHnyZBgMBvj5+WHDhg02ZwEW1xtvvIGlS5eiV69e+OSTTxASEoJVq1bhwoULFvVq166N6tWr45133gERwd/fH5s2bcL27dtLfd/t2rXDsGHD8Mknn+DevXvo3bs35HI5Tpw4AU9PT7z++usOfQ7dgkOHb7NK4eTJkzR8+HCKjIwkmUxGSqWSGjduTB988AElJyfbPAfFnE32oDZt2hCAImeT3e+vv/4yzxR72Gwyf39/atmyJS1dutRi1g7Rf7OqbP374YcfHvYnon379lHLli1JLpdTaGgovfnmm/TZZ58RAMrMzLSo+9tvv1GnTp3Ix8eH5HI5RUVF0cCBA+n//u//LOJRKpV2/3b30+v1NGfOHIqNjSWFQkFeXl5Uu3ZtGjVqFF2+fLnIuO3dT4cOHahevXpW5bZm+h0+fJjatGlDSqWSqlSpQh9++CF9//33VrOBbty4Qd27dydvb28CQFFRUeZjs2bNoujoaJLL5VSnTh367rvvbD7WkydPUtu2bcnT05MAmGen2ZplRFTwt27ZsiUpFApSKpXUpUsX2r9/v0Ude69HezOa7P2tdu/eTc2aNSO5XE5hYWH07rvvkl6vN9crnE32+eef27xOcWIlIpoyZQqFh4eTSCSyeszFeW3Zm0324PNa+NiKMwNw6dKlVKtWLZLL5VStWjWaOXMmLVmyxOrvV3g/a9eupXr16pFMJqPo6GiaN2+e1TUvXbpE3bt3Jx8fHwoKCqLXX3+dNm/ebHM2ma3X6vDhwy1eY0RE586do27dupFCoSB/f38aOXIkbdy40eqahfW8vb3Jz8+PBg0aRAkJCQSAPvzwQ3O9krx2jEYjffHFF1S/fn2SyWSkUqmodevWtGnTJotzi/McspITiOysesUYK1fdu3fHjRs3ir2GEnNNHTt2RGpqKs6cOePoUBhjdnA3GWMVYOLEiWjcuDEiIiKQnp6OVatWYfv27ViyZImjQ2OMMbfHyRBjFcBoNOKDDz5AUlISBEFA3bp18eOPP+K5555zdGiMMeb2uJuMMcYYY26Np9YzxhhjzK1xMsQYY4wxt8bJEGOMMcbcGg+gfgiTyYQ7d+7A29vbapl8xhhjjDknIkJOTg7Cw8MfuncbJ0MPcefOHURERDg6DMYYY4yVQmJi4kP3z+Rk6CEKN7JMTEwss72qGGOMMVa+srOzERERUawNqTkZeojCrjEfHx9OhhhjjDEXU5whLjyAmjHGGGNujZMhxhhjjLk1ToYYY4wx5tY4GWKMMcaYW+NkiDHGGGNujZMhxhhjjLk1ToYYY4wx5tY4GWKMMcaYW+NkiDHGGGNujZMhxhhzM/v378egQYOwf/9+R4fCmFPgZIgxxlycXq/H7t27sXz5cuzYsQNardZuXY1Gg7lz5+LevXuYO3cuNBpNBUbKmHPivckYY8yFZWZmYurUqUhMTDSXrV69GjNmzEBgYKBV/ZUrVyItLQ0AkJaWhlWrVmHkyJEVFi9jzohbhhhjzIWtWrXKIhECgKSkJCxfvtyq7q1bt7Bq1SoQEQCAiLBq1SrcunWrQmJlzFlxMsQYYy7s4MGDNssPHTpkcZuI8MUXX1jVKywvTJAYc0ecDDHGmAuTSqXFKr958yaOHDkCo9FoUW40GnHkyBHcvHmz3GJkzNlxMsQYYy6sQ4cONsvbt29vcTsqKgrNmzeHWCy2KBeLxWjRogWioqLKLUbGnB0nQ4wx5sIGDx6Mxo0bW5TVr18fw4YNsygTBAETJkywOr+wXBCEco2TMWfGs8kYY8yFyeVyTJ8+HZcvX8bNmzdRtWpV1K5d22bdqlWrYujQofjxxx9BRBAEAUOHDkWVKlUqOGrGnItAPGquSNnZ2VCpVMjKyoKPj4+jw2GMsUei0WgwZMgQpKamIigoCKtWrYJCoXB0WIyVuZJ8f3M3GWOMuRGFQoFJkyYhJCQEEydO5ESIMXDL0ENxyxBjjDHmerhliDHGGGOsmDgZYowxxphb42SIMcYYY26NkyHGGGOMuTWXSob27t2LPn36IDw8HIIg4Lfffiuy/u7duyEIgtW/CxcuVEzAjDHGGHN6LrXoYl5eHmJjY/HCCy/gqaeeKvZ5Fy9etBhJHhQUVB7hMcYYY8wFuVQy1KNHD/To0aPE5wUHB8PX17fsA2KMMcaYy3OpbrLSaty4McLCwtClSxfs2rWryLparRbZ2dkW/xhjjDFWeVXqZCgsLAyLFy/GunXrsH79etSqVQtdunTB3r177Z4zc+ZMqFQq87+IiIgKjJgxxhhjFc1lV6AWBAEbNmxA//79S3Renz59IAgCfv/9d5vHtVottFqt+XZ2djYiIiJ4BWrGGGPMhfAK1EVo1aoVLl++bPe4XC6Hj4+PxT/GGGOMVV5ulwydOHECYWFhjg6DMcYYY07CpWaT5ebm4sqVK+bb169fx8mTJ+Hv74/IyEhMmTIFt2/fxooVKwAA8+fPR3R0NOrVqwedToeVK1di3bp1WLdunaMeAmOMOUReXh727t2LtLQ01KlTB02aNIEgCI4OizGn4FLJ0NGjR9GpUyfz7YkTJwIAhg8fjmXLluHu3btISEgwH9fpdJg8eTJu374NDw8P1KtXD5s3b0bPnj0rPHbGGHOUa9eu4YMPPrCYHRsbG4v3338fMpnMgZEx5hxcdgB1RSnJACzGGHsURASNRlPm13333Xdx9epVq/Jhw4ahd+/eZX5/91MoFNwCxRyiJN/fnAw9BCdDjLGKolarERcXV6bXFAQBKpXK5jGDwYDc3Nwyvb8Hbdu2DR4eHuV6H4zZwrPJGGOMPRT/FmasgEuNGWKMscpMoVBg27ZtZX7djz/+GGfOnLEqHzVqVJm3RD1IoVCU6/UZKwucDDHGmJMQBKFcupTGjx+PadOm4fbt2+YyrVaLbt26cRcWY+BkiDHGKr2QkBAsWLAAJ0+exN27dzFnzhyYTCaIRDxSgjGAxwwxxphbEIvFaNq0Kbp06QKTyeTocBhzKpwMMcYYY8ytcTLEGGOVhE6nw61bt5Cfn+/oUBhzKTxmiDHGKoH169dj7dq1yM3NhUwmQ1xcHF588UWIxWJHh8aY0+OWIcYYc3G7d+/GsmXLzAso6nQ6bNq0CT///LODI2PMNXAyxBhjLm7Lli02y//8809eWJGxYuBkiDHGXFx6errN8pycHBgMhgqOhjHXw8kQY4y5uHr16tksr1mzJqRSaQVHw5jr4WSIMcZc3NNPPw1vb2+LMqlUimHDhjkoIsZcC88mY4wxF1elShV88cUX2LRpE65evYqwsDD07t0bMTExjg6NMZfAyRBjjFUCwcHBGDlypKPDYMwlcTcZY4wxxtwaJ0OMMcYYc2ucDDHGGGPMrXEyxBhjjDG3xskQY4wxxtwaJ0OMMcYYc2ucDDHGGGPMrXEyxBhjjDG3xskQY4wxxtwaJ0OMMcYYc2ucDDHGGGPMrXEyxBhjjDG3xskQY4wxxtwaJ0OMMcYYc2ucDDHGGGPMrXEyxBhjjDG3xskQY4wxxtyaxNEBMMYYe3TJyclYu3Ytzpw5A19fX/Ts2ROPP/64o8NizCVwMsQYYy4uLS0Nb775JjIyMgAAt27dwpkzZ5CSkoIBAwY4ODrGnB93kzHGmIvbvHmzORG635o1a6DVah0QEWOuhZMhxhhzcVeuXLFZnpeXhzt37lRwNIy5Hk6GGGPMxYWEhNgsl0gkCAgIqOBoGHM9nAwxxpiL69mzJyQS6yGgnTt3ho+Pj0VZfn4+BEGoqNAYcwmcDDHGmIuLiYnB+++/j5iYGACAh4cH+vbti1GjRpnrJCcnY/r06XjxxRehUqmgVCq5C42xfwlERI4OwpllZ2dDpVIhKyvL6hcWY4w5m9zcXCgUCouWIqPRiNdee80q+QkICMCiRYsgl8srOkzGyl1Jvr+5ZYgxxioRLy8vqy6zY8eO2WwFSktLw4EDByoqNMacFidDjDFWySUnJ9s9lpKSUoGRMOacOBlijLFKrlatWnaPPfbYYxUYCWPOiZMhxhir5B577DG0atXKqrxBgwZo1KhRxQfEmJPhZIgxxtzAW2+9hZEjR+Kxxx6DwWCAWq3GW2+9xdPsGYOLJUN79+5Fnz59EB4eDkEQ8Ntvvz30nD179qBp06ZQKBSoVq0aFi1aVP6BMsaYk5FIJOjXrx8++eQT5ObmQqvVQiaTASiYbabX6x0cIWOO41LJUF5eHmJjY7FgwYJi1b9+/Tp69uyJdu3a4cSJE3j33Xcxbtw4rFu3rpwjZYwx55efn48FCxbgmWeewcCBA/HBBx8gISHB0WExVuFcdp0hQRCwYcMG9O/f326dt99+G7///jvOnz9vLnv11Vdx6tQpxMfHF+t+eJ0hxlhlolarERcXBwBo164d/vnnH4vjKpUKX3/9NX/eMZfH6wz9Kz4+Ht27d7coi4uLw9GjR+02CWu1WmRnZ1v8Y4yxykYsFlslQgCQlZWFXbt2OSAixhynUidDSUlJVhsYhoSEwGAwIDU11eY5M2fOhEqlMv+LiIioiFAZY6xCiUT2P/6PHTsGk8lUgdEw5liVOhkCYDVTorBX0N4MiilTpiArK8v8LzExsdxjZIyximY0Gu1+Dp48eRLz58+v2IAYc6BKnQyFhoYiKSnJoiw5ORkSiQQBAQE2z5HL5fDx8bH4xxhjlY3JZEKHDh3sHt+9ezcuXrxYgREx5jiSh1dxXa1bt8amTZssyv766y80a9YMUqnUQVExxlwREUGj0Tg6jEd2/2MYPnw48vLycOTIEZt1jx07hsjIyIoKrdQUCgWvl8QeiUvNJsvNzcWVK1cAAI0bN8a8efPQqVMn+Pv7IzIyElOmTMHt27exYsUKAAVT6+vXr49Ro0bh5ZdfRnx8PF599VX8/PPPeOqpp4p1nzybjDEGWM7CqkykUimUSqXNY/n5+dDpdBUcUclt27YNHh4ejg6DOZmSfH+7VMvQ0aNH0alTJ/PtiRMnAij4dbNs2TLcvXvXYo2MmJgYbNmyBRMmTMDXX3+N8PBwfPXVV8VOhBhjrLLT6/UwmUxWA6pNJpNLJEKMlQWXahlyBG4ZYowBli1Dxj5G1/opaQDk9+SQ5EpgVBihDdKCZASIAQiAOEcMr/NekOQVPCijhxG5dXJhUBkcG3dRDIB4kxgAtwwx2yptyxBjjDkFCVzm01PQClAdU0GcLzaXeSR6ILtZNowKIwDA6GdEVpssiHPEkKZKIcmRQH5XDgEC9AG8TQer/Fzk7cwYY6w0PK97WiRCACDSi+B5yRM5TXL+KyTA45oH5Mlyc5HirgL51fKhrq6uqHAZc4hKPbWeMcbcVkGjD6SptmfOStOkwH3rKkrTpRaJUCGP6x4QafirglVu3DLEGGOViOKmAh43PSDSimBQGgB7o0L/HS9USJpmO2kSSIAkQwJdGA+mZpUXJ0OMMVZJKG4ooLz83zR5SZ4EZCcb0oZpLZIhk8z+9hsk5Xk2rHLjtk/GGKsMCPC4aT2jSoAAo9xokRTpAnXIeyzPop42VAsSWSc9RoWRB1GzSo9bhhhjrDIwASKdnd+3IiDz8UyIc8QweZpg9DJaVSEFISc2B8rzSog1BQOuDV4G5DbItWhBYqwy4mSIMcYqAcEogASCQNaZi8HbAJOHCSaPonei1wfqC5KmbDEgAoze1kkTY5URJ0OMMVYJKBIUNhMhAkEdXYKp8QJgVHESxNwLjxlijLFKQJpuZzYYhILVphljdnEyxBhjlYC9hIcEAkk4GWKsKJwMMcZYJaCporFZrgvRFXtqvKAToEhQwOOKByTpPIqCuQ9+tTPmJvLy8nD8+HGIRCI0bdoUCoXC0SGxMqQP0iOvVh48rnpAZBCBQDD4GJBfLb9Y50vSJfA56QPB+O+4o+uANkiL3FieTcYqP06GGHMDe/fuxYIFC6DRFLQeKJVKTJ48GU2bNnVwZKwsaSI10Pvo4XPKByKdCNJsKXzjfaGuroY6pohB1AR4nfP6LxH6lzxFDpwEchvnlm/gjDkYJ0OMOTEiMicwpZWeno4vvvgCRuN/M4Ty8vLw2WefYeHChfDw8IBWqwUAyOVyCILtZoDc3Fzs2rULN27cQGhoKLp06QJ/f/8Sx6NQKOzehzMjuq+ryeC4OIpEgPcZb4v1hgQS4HnFE3pvPQy+tgMX54ghVottHpOnyqFP1BesWO1M7nsoFs8NK5WcnBwsX74c+/btg8lkQps2bTB8+PBSvcddkUD8KipSdnY2VCoVsrKy4OPj4+hwmJtRq9WIi4t7pGvI5XJ4eFivTAwUJEV6/cNXFxYEAd7e3hCJ/vuSNZlMyMvLs0iyimPbtm1243FmGRkZ6Nevn6PDKJJYLIa3t7fNY1qtFmq17dYhkUhU5OebwWBAbq7ztg5t3LgRfn5+jg6jxMrix05x7uNhP3aICO+99x6uXLliUR4eHo7PP/8cEknx202c6cdOSb6/uWWIMTdW3A8thUJhkQgBBV+gCoUCeXl5ds5izqSo59pkMsFoNEIstt065CxfbpWNRqN55B87ZUEikcDLy8uq/M6dO+jfv3+xfjAVctUfO5wMMebEFAoFtm3b9kjXuHXrFiZNmmRVLhaLsXz5cnh6eppbPDZu3GhzYPXYsWORkpJiVS6VSrF58+YS/3J0RXK53Pz/xj5Gp/z0NJqMMMWbbG7LoW2ihTHIfiteTl4OVEdUNhdu1EXpYHzMyRZiNADiTQXJ2/3PDSu5B3/oFPdYZeKEb2fGWCFBEB75V9Zjjz2GwYMH45dffrG47osvvogqVapYdJ0oFAqb9+fl5WUzGfLw8IBSqXSLD0yL1hEJnPbTM7duLrxPe0Mw/RevNlQLXaiuyFlhRpUR2U2y4XPCx+Jco4cR6mpqp328gOu2XJXFj52H0Wg0D/2xc/78eUybNs3m+VOnTkXLli2LfX+u+mPHiV/ejLGyMmTIELRs2RLx8fEQiURo164dIiIiin1+t27dsHjxYqvyrl27ukUi5PQIkN+RQ35XDsEoQFNVA5IQBJMAXYAOBv/ijfg2+BuQ2SYTilsKiNQiGHwM0FbRFnudIlYyZfFjpyTs/dhp0qQJGjRogH/++ceiPCYmBu3atbPbfVqZcDLEmJuoXr06qlevXqpze/XqhTt37uDPP/+E0WiEIAho3bo1nn/++TKOkpWG50VPeCT+9yUnyZbA4G1AVousEi+ta/IwIf+x4q1NxCqP999/H7/88gv27dsHo9GINm3a4Nlnn3WLRAjgZIgxVgyCIOCVV17BwIEDkZCQgNDQUISGhjo6LAZApBFBccu6a0KSI4EsSQZduM4BUTFXo1AoMGLECIwYMcLRoTgEJ0OMsWLz9/d3m3VHXIUkS2Jz0DMASLOknAwxVgzc2c8YYy7MqLA/y6uoY4yx/3AyxBhjLsyoMkLva70OjEligjZEC9kdGTyueECWJANMDgiQMRfA3WSMMebicmJzoDyvhCxFBoEE8watquMqi202DF4GZDfNBsl4dhhj9+NkiDHGXBzJCLmxuRAMAmAquO112stqvzFJrgQe1zyQX7uI2WIECDqhYDo99x0wN8HJEGOVCBHh0KFDOHToEKRSKTp27Ii6des6OixWQUjyX4uPLEVms44sWWY3GZLfkcPjqgfEGnFBN1uYFhAKpuobPYzQRGpg9OFxSKzy4WSIsUpk/vz52LVrl/n21q1bMWzYMAwaNOih58pkMixevBhVq1ZFt27deGNiV2dvUWY7rT3SFCm8zv63P5XIILJYu0iaKYU8SY6cRjnQBxZ/ryrGXAE3gjJWSZw5c8YiESr0008/IT093e55GRkZ8Pb2hqenJ3bs2IHly5fjtddeQ0JCQnmGy8qZNlRbonJFwsO3URBIgOdlz0eKizFnxMkQY5XEsWPHbJYbjUacOnXK7nnr1q2zWmU2KysLP/zwQ5nGxypW/mP50KssW3B0ATqoY9Q264s1xVtpWJIrKRibxFglwt1kjFUSXl5epTp24sQJu+VGo9FtluOvbEhKyG6RDUmGBOI8MYzeRhhU9vco06v0EOc//Lk2SUwgEc9GY5ULtwwxVkl06NABUqnUqtzf3x+NGze2e569XablcjlvwloJGPwM0FbVFpkIAYA6Rg2T5OELEWmraPmbg1U6/JJmrJIIDAzE22+/DZVKZS4LCwvD+++/D4nEfiNwx44dbZZ36tQJgsDdIe7CpDQhq0UWNFU0MHgboA3WQh2hhklakCCRiKCOUCO/Bm/iyiof7iZjrBJp0aIFli5digsXLkAqlaJWrVoPTWh69eqFJUuWQCaTmes2a9YMw4cPr4iQmRMxKU3Iq5tnUZZfMx8itQgko4K1hxirhDgZYqySkUqlaNCgQbHri0QiqNVqaLVafPzxx4iKikJkZGQ5RshciqggSWKsMuNkiDEGADCZTGjWrBk8PDweXpkxxioRToYYY4wVMAKe1zwhvyOHYBCgC9Qh/7F8mDy5ZYhVbpwMMcYYAwB4nfGCPFluvi1PlkOaKUVmm0y3Gy9ERNBoNI4O45Hd/xgqw+MBCmbAlvXkDk6GGGPMDcjuyaC4qYBYLTbvam9U/bfPmChPZJEImct1IsjvyKGJqhxfpMWl0WgQFxfn6DDKVL9+/RwdQpnYtm1bmXfnczLEGGMlVfSSPU5HflcOrwv/LbwpS5VBmi5FVuMs88ar4hz7Cy6Kc8TO95idLR7m0jgZYoyxEhJvcq1VuT19PK1WlRNMAjzjPZGf/++6QSKAvMlm94Ppqgni8671mMvS2wBkjg6ilAhA4aYsUtjfv9fZ6QB8Vo7X52SIMcYqMUEQ7K4kfv9WKyaTCXq9HjKZ5dd+Ybk7kwGQuWwaAVh3frqi8h2zxskQY4wVg0KhwLZt2xwdRomZTCa8+uqryMrKsjrWrFkzvPPOO+bbBoMBq1evxoEDB6DVatGoUSM888wzCAoKqsiQS8zeljKMFRcnQ4wxK0ajEX/++Sd2794NnU6HFi1aYMCAAVAqlY4OzWEEQXDZNZgGDBiAZcuWWZQREfr27Wt+TGfOnMHSpUtx5coVyOVydOrUCSNHjoRcXjnaFRgrCidDbkatVuPAgQPIzs5Gw4YNUb16dUeHxJzQggULsGPHDvPtGzdu4NixY5g9e7bNzWCZc3vyySchkUiwceNGpKSkwGAwQKPRoG7dugCAO3fuYNq0adDpdAAArVaLrVu3Ii8vD2+++aYjQ2esQnAy5EYuX76MadOmIScnx1zWrVs3jB07ljfkZGa3b9/Gzp07rcqvXr2KAwcOoEOHDg6Iij2qvn37om/fvsjLy0OPHj0sjv3555/mROh++/fvx4gRI5y+m4yxR+Vyu9Z/8803iImJgUKhQNOmTbFv3z67dXfv3g1BEKz+XbhwoQIjLltEBLVaXap/c+fOtUiEAGD79u3YtWuXRb38/HxkZGQgIyMD+fn5pb6/4v4jcq/F3JzdlStX7D4nV65cqeBoWFmzNZg6OTnZZl2TyYSUlJTyDokxh3OplqHVq1fjjTfewDfffIO2bdvi22+/RY8ePXDu3LkiN5a8ePEifHx8zLdd+VdOaRcCE4lEFn+D+82ePfu/6bUOUB4LaLHSM5nsb70QEhJSgZGwilKjRg3Ex8dblcvlct60l7kFl2oZmjdvHkaOHImXXnoJderUwfz58xEREYGFCxcWeV5wcDBCQ0PN/+6fTsoYs7R+/Xqb5Z6enmjatGkFR8MqQlxcHIKDg63KBwwYAC8vLxtnMFa5uEzLkE6nw7FjxyymgQJA9+7dceDAgSLPbdy4sXmw4HvvvYdOnTrZravVaqHVas23s7OzHy3wMvYo03snTJiAO3fuWJW//fbbaNWqlfm2RqMxL9u+cePGcp+2ytNinUdCQgJu3rxp85harcaoUaMQERGBESNGoHnz5hUcHSsvPj4+mD17NtatW4eTJ0/C29sbcXFxRX5WMlaZuEwylJqaCqPRaNVMHxISgqSkJJvnhIWFYfHixWjatCm0Wi1+/PFHdOnSBbt370b79u1tnjNz5kxMnz69zOMvK48yvXfSpEmYPn26RYLXvXt3dOzY0e4AaoVCwV1YbsRgsL/HQeE4osTERMycOROff/45z0asRPz9/fHyyy87OgzGHMJlkqFCD35pE9lePh4AatWqhVq1aplvt27dGomJiZgzZ47dZGjKlCmYOHGi+XZ2djYiIiLKIHLHe+yxx/D9998jPj4eWVlZiI2NRUxMjKPDYk4kOjoawcHBdgfUFjIYDNi8eTPGjRtXQZExxlj5cZkxQ4GBgRCLxVatQMnJySUa1NmqVStcvnzZ7nG5XA4fHx+Lf5WJQqFAp06d0L9/f06EmBWRSITXX3+9WF2XPMuIMVZZlEkyZDQacfLkSWRkZJTF5WySyWRo2rQptm/fblG+fft2tGnTptjXOXHiBMLCwso6PMYqjdjYWCxevBgjR47EU089Zbeb9LHHHqvgyBhjrHyUqpvsjTfeQIMGDTBy5EgYjUZ06NABBw4cgKenJ/744w907NixjMMsMHHiRAwbNgzNmjVD69atsXjxYiQkJODVV18FUNDFdfv2baxYsQIAMH/+fERHR6NevXrQ6XRYuXIl1q1bh3Xr1pVLfIxVFr6+vuZB9P7+/vjuu+8sjvv7+6N3796OCI0xxspcqZKhtWvX4rnnngMAbNq0CdevX8eFCxewYsUKTJ06Ffv37y/TIAs988wzSEtLw0cffYS7d++ifv362LJlC6KiogAAd+/eRUJCgrm+TqfD5MmTcfv2bXh4eKBevXrYvHkzevbsWS7xMeas7t27h+XLl+Pw4cOQSqXo1KkT2rdvjzVr1uDEiRPw8fGBTqezGkB95swZXLhwAZGRkdBqtZBKpYiNjcWTTz4Jf39/Bz0axhgrWwKVYvlfhUKBK1euoGrVqnjllVfg6emJ+fPn4/r164iNjXW66eiPIjs7GyqVCllZWZVu/JA9arXavLAjL4jo+tRqNcaOHVusMT4dOnTApEmTAAC7du3C/PnzLVajDg4Oxpw5c+Dr61te4bJyxu/v4rn/7/Q+ABl4yyJH0oHw8b//X9zXbUm+v0s1ZigkJATnzp2D0WjE1q1b0bVrVwBAfn4+L2jImJPZs2dPsQc779u3D2lpaTAajVi+fLnVthzJycn4448/yiNMxlg5IwD3xCIk29iSxd2VqpvshRdewNNPP42wsDAIgoBu3boBAA4dOoTatWuXaYCMsUdz+/btYtc1mUy4c+cONBoN0tPTbdY5e/ZsWYXGGKsgt8RibPX0QNa/DRb+RiN65ucjxGh/+x13UqpkaNq0aahfvz4SExMxaNAgyOVyAIBYLLZaIZo5j3v37uHu3buIiIhAQECAo8NhFSQ6OrrYdcViMapWrVrk4os8Voi5g/tbRXUFJY4K5ZFpBAEbvJTQ3bcmX7pYjPVKJYZnZ7vEgoO6+/6/PDb3LvXfYODAgVZlw4cPf6RgWPnQ6/X48ssvsW/fPhARxGIxunXrhlGjRnG3ZiVlNBoRHx+Ps2fPwtvbG6GhoXZXar9f165dIZVK8dprr9mt06NHj7IMlTGndP+2TJ85MI4HiUQiiMVimEwmGI3GYp0jk0rhaWNx4nyRCHOkUuj1+rIOs1xptVp4enqW6TVLlQyNGzcONWrUsFp9dsGCBbhy5Qrmz59fFrGxMrJy5Urs3bvXfLtwrFdYWBgGDBjgwMhYedDpdJg2bRrOnDljLpPJZGjUqBFOnTpl9atKLBZDp9NBp9NhxIgRWL58OXJzc21eu1GjRqhfv365xs8Ys83DwwMymcy864LBYEBeXt5DW0rs7dLwsGPupFSjqNatW4e2bdtalbdp0wZr16595KBY2fq///u/EpUz17Zt2zaLRAgoSJBSUlIwd+5c1K1bFwAgkUjQoUMHLF68GDk5OdBqtRCJRDh8+LDda0skrtCgztijKxz+4SykUinkcrlF8iKRSIrVQmKv25uIiuwSd1bl8dyU6pMtLS0NKpXKqtzHxwepqamPHBQrW3l5eTbL7f36Z64rOzsbmzZtsnns9u3bUCgUmDVrFvLy8iCRSCCXy6FWqy3qSaVSu9fnVaeZu3C2FhOZTGazXCKRQBCEIluHjEYjdDqd1TW0Wi1MJtcbQF0ez02pkqEaNWpg69atGDt2rEX5n3/+iWrVqpVJYKzsNG7cGMeOHbMqb9KkiQOiYeUlPT0db731VpGbrBbuOaZUKu3WadWqFTZu3GhVLpfLecFS5jYUCgW2bdtWrveh0WjMK70/jL0EoLiJQX5+PvR6vfnHjq1FVsvCxo0bi7W34aMoj+uXKhmaOHGieRG3zp07AwB27NiBuXPn8nghJzRixAhcunQJOTk55rLAwEAMHjzYgVGxsrZhw4YiE6EGDRrAYDBg8eLFiI+PR3Z2NmJjYzFo0CCLeomJiTbPf+mll2y2CDNWGQmCUO4LUpYk4dq4cSN++uknq/Jq1aph5syZds8jIvNg8Ae72cqDQqFwula14ihVMvTiiy9Cq9Xi008/xccfF6wJGR0djYULF+L5558v0wDZo4uKisKCBQuwbds23L59GzExMejWrRu8vb1LfC0iwr179+Dl5QUvL69yiJaV1unTp+0eCw8Ph1arxSuvvGJRfvToUZw7d87czJ6eno4TJ07YvX7hiryMsUdXkoRrwIABOH78OC5cuGAuUyqVGDNmzEOvUdYzryqjUo+GHD16NEaPHo2UlBR4eHjwF6OT8/Pze+SWoMOHD+P7779HUlISxGIx2rZtizFjxrjtG42IoNFoHB2Gmb33YOGYgkuXLtk8np+fD7lcDo1Gg4yMDLtjD7KysqzGFzkrV/11ypg9crkcM2fORHx8PC5cuICAgAB07tyZW2vLyCNPDQkKCiqLOJiTu379OmbNmmXuYzYajdi7dy90Oh3effddB0fnGBqNxqlaSqRSqc2xQPn5+Q9dhbpwvakxY8bAx8cHIhvL9R86dMipHm9ReM8tVhmJxWI8/vjjePzxxx0dSqVT7GSoSZMm2LFjB/z8/NC4ceMif3UdP368TIJjzmPr1q02B9sdOnQIKSkpnBQ7Ab1eD7VabW4VISLo9Xro9Xq7M1EK3b94m1qthqenp8V73GAwWCxCxxhjlUmxk6F+/fqZ5/b379+/vOJhTiotLc1mOREhIyPD7ZOhr9tnQi52juX6tUYByVopVFIjfKRGZOrEmHHWEyY7u257io14q3EyVFIjZCJAZxKQkCfDmSwlcgxiVPfSoJl/rtM8Pnu0RgGv7fV1dBiMMRdU7GToww8/tPn/rPKJj4+Hl5cXRCIRvvrqKzz77LOoW7euzcX4lEolIiMjHRClc5GLCQon2dlEISaoZP/t5BPqYUSX0CxsT/K1qCcCoaFfHnqHZyLUwwi9ScD6RH8cTPOC3iRCkFyP/lXTEeuXX8GPoLScO1ljjDmvRx4zlJuba7Vok4+Pz6NeljnIli1bsGjRIvNKw/v378eJEyfw8ccfo0qVKlZjTwYPHlzua0qwR9evagailFocTvOCziSgoW8+WgfmQHrf0KBfEwJwIPW/GYYpWimWXA3GxNp3Ee3FXWSMscqrVMnQ9evXMXbsWOzevdtiNg0RQRCEYm8ex5yL0WjE6tWrrcrz8/Px119/4bPPPsMff/yBkydPQqVSIS4uDs2aNXNApKw0Gvnlo5GdVp58gwiH06xno5kgYG+KNydDjLFKrVTJ0NChQwEAS5cuRUhICE9hrSTS09ORkZFh89jVq1fh4+ODIUOGYMiQIRUcGSutS9kKHE33goGABr75iPXNh8jG2zVbL4aBbL+PM3S8HxljrHIr1afc6dOncezYMdSqVaus42EOpFKp4Onpifx869aDsLAwB0TEHsXWO774446f+fbhNG809c/FC9VSrOoGyvXwlhiRY7Ae+BSt5FYhd5WRkYHjx49DLpejefPmTrd5KWNlpVTJUPPmzZGYmMjJUCVw9uxZxMfHQywWo3379ujVqxd+/fVXizpisRh9+/Z1UISsNDJ1Ymy562tVfizdC20Dc1DTx3KxSIkI6FUlA7/cDLQoV0kN6BicDQDI0Yuw454KF7I9oBSb0DooB838bW8CzFzfH3/8gaVLl5qX1PDy8sI777yDhg0bOjgyxspeqZKh77//Hq+++ipu376N+vXrW+1yzW8W17BkyRKLDTk3bNiAESNG4Omnn8Yvv/wCkUiE6OhoDB8+nBNfF3MpxwMmO91e57M9EO6pg1Qgi+nyjwflwE9mwL5kH2TpxajhpUGX0CyoZEaoDQK+uBCGZO1/6xVdzPFAsiYDPcMzy/vhsAqWkJCA7777zmI18tzcXMyePRtLly596LpVjLmaUiVDKSkpuHr1Kl544QVzWeEibzyA2jVcvXrV5s7kP/74IxYsWIDFixdDJBJhypQp3EXmgjzE9t+DR9O8sD3JF2KB0NgvD4Mi06CUFMwIradSo57KesuN+FRvi0So0PYkFToGZ8NTYrI6xlzX3r17bW7Lkp2djZMnT6JFixYOiIqx8lPqjVobN26Mn3/+mQdQu6gjR47YLDcajVi/fr15S4ZXX30VzZs3x7hx43jJBBdS10cNX6kBmfoH3+KEjH/LjCTgaLoXsvVijKuVVOT1buTZHiuiN4lwWy3DY97Os0cbe3S2VpsvzjHGXFWpkqGbN2/i999/R40aNco6HlZBilobaMeOHea9qYgIhw8fxrx58zBt2jSLehcvXsSaNWtw9epVBAcHo3///mjTpk15hs2KSSwCRj+WhKXXgnFPU9CiIxcZoTVZD5C+lOOB2/lSVPHU272en8z2F6AAsnuMua5WrVph/fr1VuUeHh5o1KhRxQfEWDmz3o2xGDp37oxTp06VdSysArVr1868sOL9pFKp1SKaQMF+c0lJ/7UeXLlyBVOnTsWRI0eQnp6OCxcuYNasWdixY0e5xs2Kr4qnHu/Vu40369zGhFp30KSIlaTTHzJ9/vGgHEhF1q+L+r75CJRzMuRI+fn5OHbsGC5cuFBm16xduzYGDBhgUSYWizFmzBh4enqW2f0w5ixK1TLUp08fTJgwAf/88w8aNGhgNYCaZx45v6tXr6J69eq4cuWKeYyXr68vqlSpgrNnz9o8JyMjA6GhoQCAtWvXQqfTWdVZvXo1OnfuzF2nTkIQgChlwfOUpJEhPs3bqo5IIER4Wj+X9wtSGDC6xj2sS/THbbUcEoHQxD8XgyJt71nHKsa2bduwdOlSqNUF47wiIyMxZcoUVKlS5ZGv/cILL6B9+/Y4dOgQ5HI52rVrh+Dg4Ee+LmPOqFTJ0KuvvgoA+Oijj6yO8QBq57dixQqsXbvWoqxGjRqYOXMmtm7dajcZSklJQZ06dQAAN27csFknKSnJvOs5cx4mAjxERijFRuQZLbvKWvjnwlf28PdsTR8NptS7gxy9CDIROf3GrZXdlStX8M0331gMdE5ISMCsWbPwv//9r0zuo3r16qhevXqZXIsxZ1aqbjKTyWT3HydCzi0lJcXmWIArV67g9OnT6Natm92B0itXrjR/8IaHh9us4+/vz3uVORmDCfjmcgiWXg+5LxH67wv0YJoXfr4RAFMxcxtvqYkTISewc+dOmzO+bt68icuXLzsgIsZcV6mSIeZajEYjzp8/j3PnzuHMmTM2xwQBwD///ANPT08EBgbaPJ6UlISUlILViwcMGGAeZH2//v372yxnjnMwzRsXsh9sqRMs/n9/qg/2p1h3oTHnZWul+OIcY4xZK/WmQ3v27MGcOXNw/vx5CIKAOnXq4M0330S7du3KMj72iM6dO4d58+YhOTkZAIqcHq9SqQAUtO5cu3bN6rhEIoFSqQQANGjQAFOnTsWqVatw7do182yy3r17l8OjYI/in8zidVkeTvNCu+Ccco6GlZWmTZti586dVuVKpRK1a9d2QESMua5SJUMrV67ECy+8gCeffBLjxo0DEeHAgQPo0qULli1bxht5Ogm1Wo1PPvkEubm55rLs7GzzApn3UygU6NSpEwCga9euOHr0qNX1mjRpgt9++w0ikQjt2rVD8+bN0bx5c5hMJm4NcmIyG7PAbNGZeNC7K2nTpg2aNWtm8V4ViUR4+eWXeQ8xxkqoVMnQp59+itmzZ2PChAnmsvHjx2PevHn4+OOPORlyEgcPHrRIhAoREYKDg82tRaGhoXjttdfg7+8PAGjcuDHy8/OhUCggEokgEolQtWpVHD58GIcPHwYA/PLLL3j55ZfRu3dvToScXIuAXJzI8Hpovfq+1itPM+clFosxdepUHDx4EMePH4eXlxc6deqE6OhoR4fGmMspVTJ07do19OnTx6q8b9++ePfddx85KFY2bCVChUQiERo2bIjatWtj0KBBVr8kdToddDodFi1aBJPJZPW8EhGWLFmCNm3amJMo5pwa+KoRF5aJ7Ukq835lAgh037ihqp5adAnJclSIrJTEYjHatm2Ltm3blvm1TSYTjh49ipMnT5oTLd6ah1VWpUqGIiIisGPHDqsVqHfs2IGIiIgyCYw9usaNG9s9lpSUhKSkJJw+fRpnzpzBxx9/bLVeFADExMTgjz/+sHkNo9GIo0ePonv37mUWMysffapkoF1QNq7mKuAtMSJMocPhdC+k6SSIVurQ2C8XUm7gY/8yGo2YNWsWDh06ZC5bu3YtJk+ezKvMs0qpVMnQpEmTMG7cOJw8eRJt2rSBIAj4+++/sWzZMnz55ZdlHaPLICJoNM6zR1NAQAB69+5tN5kpdO7cOezYsQMdOnQAAIvH8LDHQ0TmBd+cmUKhcPuFIH1lRjT1zzPf7hKa7cBoWEVKSUmBXq+3uyTGg/bv32+RCAEFe5ItXLgQzZs3t/nDiTFXVqpkaPTo0QgNDcXcuXOxZs0aAECdOnWwevVq9OvXr0wDdCUajQZxcXGODsOKRCKBQqGwuf1Gofnz52PGjBlW5f369YMgCPDx8bFKJogIn376KT799NMyj7msbdu2DR4eHo4Ow+UYTAWrWIvdO490WcnJyZg/fz7OnDkDoKBVf+TIkQ89z9YECgDIysrCpUuXUK9evTKNkzFHK/XU+gEDBljtXcOck8FggMFgKDIZsrf2EFCQ9OTn58PT09OcEBER8vLy7J7DHO+eRor4FC9kG8R4zFuDZv55kIqKt1jiPY0E6xICcD7b49+tN/LwZEQ6lJLizUxjpVOWrctEhGnTpuHWrVvmssTERMyaNcs8o9TefRX1WQGgRK3B3CrLXEGpk6HMzEysXbsW165dw+TJk+Hv74/jx48jJCSkTPbFcXV5TYYColL/ecucPj8FijsHbB4jCMiq2RMG2b+L7hEBpn833xRJCpoGAGQZ9VDk3wMJImg9g0FO9PhsMhmgPL7K0VE4xD+ZHlhyNQSGfwdMH07zxv4Ub4yrmQSZmEAEXMpRICFP9u8mrQIiPLVo5p8HI4AvL4YhW1/w/OpJwKE0b6RopZhY+67jHpQbKMvWZYlEAi8v61mEGo0GMpkMWq3Wbku+WCyGt7f1IpxGoxGjR48uURzcKstcQam+zU6fPo2uXbtCpVLhxo0beOmll+Dv748NGzbg5s2bWLFiRVnH6XpEEkDsPP3qOu9w5KmqQZlluZiiSSRFRmhTGDwenBEms7oGiaVQy2LKMUpWFkwErEkINCdChW7kKbA/1RvNA3Kx8FIobuZbr0Wz854KrQJyzInQ/a7lKnAtV45qXtpyi52VnaJaYx7WUmM0GqFWqy1adYxGI7cGs0qrVMnQxIkTMWLECMyePdvi10OPHj14jSEnlhnaBPk+EVDk3gXICJ1nEDRe4YDA04gqkySNFBk622/t81keuKOW2UyECs6V4VgRaxKlaiWcDJUjhUKBbdu2lcm1UlNTMXbsWJv7l7311lto2rQp5HJ5kYlRTk4Ozp07By8vL9SpU6dUa4rxXoXMFZQqGTpy5Ai+/fZbq/IqVaogKSnpkYNi5UfnGQSdZ5Cjw2DlSFHEitMeEhOOpSuLPD9FY/9jIcJTV+q42MMJglBmXUoRERHo378/NmzYYFHesGFDdOrUCWKx2M6Z//Hw8EBwcHCZxMOYMytVMqRQKJCdbT0t9+LFiwgK4i9axhzJX25ELW81LuZYf6m2CsjBqYyi9yrTkQjhCi3uaCxbj5r65yLMQ1+msbLy9cILL6BmzZrYtWsXdDodWrRogbi4uGIlQoy5k1IlQ/369cNHH31knlYvCAISEhLwzjvv4KmnnirTABljJfd8TAqWXA3GtbyCLgqZyISe4Rmoo9KgkV8+jqbb7wozkYDnq6XgSJoXTmcqIRURWgTkolMwr1DtisprhWrGKpNSJUNz5sxBz549ERwcDLVajQ4dOiApKQmtW7d2iTVnGKvsVDIjJta5i9v5UmTrxYhS6uD577T4/lXTcTNPjhSt7QH+cpEJwQoDBkRkYEBERkWGzRhjDlGqZMjHxwd///03du7ciePHj8NkMqFJkybo2rVrWcfHGHsEVTz1qALLri1fmRFT693CX0kq/HnHz2KPMgBoF5wNWTHXI2KMscqgVMnQihUr8Mwzz6Bz587o3LmzuVyn0+GXX37B888/X2YBMsbKnkQEdA3JRpDcgP9LUuG2Wg6lxIj2QdnoEZ5prperF0FPAlRSI9J1EniITbzwImOs0inVnOoXXngBWVnW4wdycnLwwgsvPHJQRfnmm28QExMDhUKBpk2bYt++fUXW37NnD5o2bQqFQoFq1aph0aJF5RofY85OZxTw1cVQTDwRheXXg3FPI0XHoEzMjE1AryqZEAlAlk6MhZdDMOVUJN4/HYkJx6Mx7Z8ITDkViR+uBUFt5BWFGWOVR6mSISKyuTbFrVu3oFKpHjkoe1avXo033ngDU6dOxYkTJ9CuXTv06NEDCQkJNutfv34dPXv2RLt27XDixAm8++67GDduHNatW1duMTLm7L6+HIJLOR7Av91jBhJhd4ovdiT5mOssuhKCs1me5i40478LOJpIwLF0L6y6wbNGGWOVR4m6yRo3bgxBECAIArp06WKxf43RaMT169fxxBNPlHmQhebNm4eRI0fipZdeAlCwuei2bduwcOFCzJw506r+okWLEBkZifnz5wMo2Ez26NGjmDNnDs96Y24pSyfG1Vzbi+D9X5IvuoVl41quHIl2FmUsdCrDE5k6MXxlxvIIkzHGKlSJkqH+/fsDAE6ePIm4uDiLfW9kMhmio6PLLcnQ6XQ4duwY3nnnHYvy7t2748AB23tuxcfHo3v37hZlcXFxWLJkCfR6PaRS69k0Wq0WWu1/K+zaWk+JMQAWK/tqXSQnSNaKAdju4so3iqAxAimah69BQxCQqhVDIXaeB37/c2Br1WXGGLOnRMnQhx9+CACIjo7GM888U6HLrKempsJoNCIkJMSiPCQkxO6q10lJSTbrGwwGpKamIiwszOqcmTNnYvr06WUXOKu07k+aX9vr58BILAmCAJlMBkEQoNfrYTQaLY75+Nju5jYYTXhpl1+RdQqZTCZMO6QEUPRq1o6i1Wrh6Vn04pKMMVaoVLPJhg8fDgA4duwYzp8/D0EQULduXTRu3LhMg7PlwQ9oe+OXiqpvq7zQlClTMHHiRPPt7OxsRERElDbcSkMwGSDVZsEoUcAodc4vQFawU7lSqTS/vhUKBXQ6HfLz8wEAUqnU7mtfry+Ygk9E0Gq1Rf7Y0Wg0ZRw5Y4w5TqmSoeTkZAwePBi7d++Gr68viAhZWVno1KkTfvnll3LZkiMwMBBisdiqFSg5Odmq9adQaGiozfoSiQQBAQE2z5HL5ZDLix4v4W6U6Zfgk3YOIpMBBECjDENGWAuQ2Paife7i/tfJ1+0zIHfwDgcGE/Dx2UjkGSyTHZlMhlG101FPpcb/Jamw9a7tFpMhj+WiTWCO+faxdCWOpXtBYxRBJjJBbxLBW2pE68Ac1PJRl+tjKQ2t8b8WOn4PM8ZKolTJ0Ouvv47s7GycPXsWderUAQCcO3cOw4cPx7hx4/Dzzz+XaZBAwQd606ZNsX37dgwYMMBcvn37dvTr18/mOa1bt8amTZssyv766y80a9bM5nghZk2eexe+KafNtwUAHnl3QfeOISO8leMCcwL3t7DIxYDCwcnQpTwF8gy2g7iQrURTfzUa+qqx9a71cQGEhr5qi8fQNigPbYPyyina8lVUazFjjD2oVFPrt27dioULF5oTIQCoW7cuvv76a/z5559lFtyDJk6ciO+//x5Lly7F+fPnMWHCBCQkJODVV18FUNDFdf+Cj6+++ipu3ryJiRMn4vz581i6dCmWLFmCyZMnl1uMlY0y65rNco+c2xCMvIO5M5EUsWq0RCg4FqnUoV2Q9aSAuLBMBMoN5RYbY4w5s1K1DJlMJpstK1KpFCZT+a1O+8wzzyAtLQ0fffQR7t69i/r162PLli2IiooCANy9e9dizaGYmBhs2bIFEyZMwNdff43w8HB89dVXPK2+BER2Eh4BBJFRD6NYVsERMXuilVoEyvVItbHnWPOAXPP/PxOVhga++TiZoYRIIDT1z8Nj3jwGiDHmvkqVDHXu3Bnjx4/Hzz//jPDwcADA7du3MWHCBHTp0qVMA3zQmDFjMGbMGJvHli1bZlXWoUMHHD9+vFxjqsy0nsGQq9Osyg1SLxilPFvHmYgEYGS1ZHx7JQSZ+oK3tlgg9ArPQDUvrUXduio16qqcb9wPY4w5QqmSoQULFqBfv36Ijo5GREQEBEFAQkICGjRogJUrV5Z1jKw8mIzwyL0NsUEDrWcg9Ap/m9Vy/R6DR84tSHX/DawlCMgKbgjwuAynE6HUYXqDRJzL9oDaKEItbw1U/y6MmGsQ4UiaF9K0EkQptWjklwdpqTrKGWOscilVMhQREYHjx49j+/btuHDhAogIdevW5V3rXYREm4XAxH0QG//rGsn3jkRGWHOrBIfEMqREdoYy6zpk6lQYJR7I860Gg7z8tl1hj0YsAhr4Wrb6XMqW4/urIcg3/jdCesc9LcbXvAsPCS9QyBhzbyVOhgwGAxQKBU6ePIlu3bqhW7du5REXK0d+d49aJEIA4JmTAK0yGPmqaKv6JJYi178mgJoVEyArM6laCX6+EYiLOR5Wx27ly7Hjngq9q2RWfGCMMeZEStxILpFIEBUVZbGqLXMdYl0eZNoMm8c8cm5VcDSsPBkJWHAp1GYiVOifTB73xRhjpRox8N5772HKlClIT08v63hYueMuEXdxNtPT5syy+0mLmI7PGGPuolRjhr766itcuXIF4eHhiIqKglJpuT0Dz95yXkaZF3RyX8i0mVbH1N5VS3QtiTYbXhmXIdVmQS/zRq7fYzAofMsmUPbIMvQPXwWyxX1T7hljzF2VKhnq378/BEHgnaFdVEZoMwTe+vuBAdQRyPeJKvY1pJoMBCbsgYgKFuqTadLhmZOI1KrtofMMLPOYWclVU2qLOEpoHZiLx4NyiqjDGGPuoUTJUH5+Pt5880389ttv0Ov16NKlC/73v/8hMJC//FyJQeGLe9WegCL3DsQGNbQeQdB72J5ab4932nlzIlRIIBN8Us8gNbJjGUbLSstfboAAAsFyhqAAwpt1bqOKpx4iXh2BMcZKlgx9+OGHWLZsGYYOHQoPDw/89NNPGD16NH799dfyio+VExJJoPaJLPX5MnWqnXLrBRqZY/xfksoqEQIK1on636UwqI1iVPXUond4Bur78gKMjDH3VaJkaP369ViyZAkGDx4MABg6dCjatm0Lo9EIsdjBu1SyCmWUeEBsY6sOk0gCwah3+x3tncGRNC+7x9T/rjd0K1+OxVdCMK5WEmrwlhyMMTdVotlkiYmJaNeunfl2ixYtIJFIcOfOnTIPjDm3PN8aNsvFJj2Cb+6AyMBfrI6UoxeZt+R4GBME7LznU84RMcaY8ypRMmQ0GiGTWW7MKZFIYDDwbtfuJt83BlmB9W12w0j0ufBKv+iAqFghiYggEoo/wSFZwy15jDH3VaJuMiLCiBEjIJfLzWUajQavvvqqxfT69evXl12EzGnl+VaHKvWMzWOKvHvIruB42H88xIRY33ycyFA+vDKAqp7WXZ6MMeYuSpQMDR8+3KrsueeeK7NgmGshQQQSRBDIZHXMxGOGHO6ZyFRk68W4mqsAAIhAqOmjxoVsy1WnZSITuoZmOSJExhhzCiVKhn744YfyioO5IpEY+T6RUGbdsDqU7xNd4eEwS15SE16ucQ+/JfrjSo4CKpkBbQJz0TYoB7vuqZD+7+71cWGZ3DLEGHNrpVp0kbFCWcGxEBm08Mi7C6CgtSjXtwbyfWMcHBnTGAXMvxCGJE3BOL9UnRRXcz3QIywDE2vfdXB0zJH279+P+fPn44033kDbtm0dHQ5jDsfJEHskJJIivWpbSHQ5EOvzoJf7wiRRODosBuBgqrc5Ebrf/yWp0DEkG0qJdfdmIbVBwL4UH1zK8YCXxIjHg3J46n0lodFoMHfuXKSmpmLu3Llo2rQpFArL96xWq4VMJoMg8KqczD1wMsTKhEHmDYPM29FhsPtcz5PbLNeTCLfzZajpYzu5URsFzLsQjrv3JVLH0pV4NioVbYJ4LzNXt3LlSqSlFSyOmpaWhlWrVmHkyJEAgIMHD2LlypVISEiASqVCnz59MGjQIE6KWKVXql3rGWPOz19mf8kL3yKO7bnnY5EIAQWrVm+87Q+9ib8UXdmtW7ewatUq876SRIRVq1bh1q1b+OeffzBr1iwkJCQAALKysrBy5UqsXr3akSEzViG4ZYiVmFifD4kuGwapN4yy4k3dZhWvTWAOdif7QG+y/M1T1ycfwQrLZOhyjgKbb/vieq4cJhtrRwFAnkGMO2opopQ82NoVERG++OILu+V+fn4wmay7Tjdt2oSBAwdCIuGvC1Z58aubFR+Z4HvvODyzbkAAQADU3hHICG0GiHg7FmcTpDBgdI17WJfoj9tqOcQCoYlfHp6OtNxX7maeDF9fCoWBHtbqQ/CWGMsvYFaubt68iSNHjliVG41GHDlyBHXq1LF5Xk5ODvLz8+Hjw6uUs8qLkyE3JMtPhlSTBYPMC1plKFDM8QBe6ZcsptELADxzEmGUeiI7qEH5BMseSU0fDabUu4MsnRhysQkKsfWq1DuSVMVIhIBQhR7+ck6GXFVUVBSaN2+O48ePw2j873kUi8Vo2rQpwsPDcfeu9SzD4OBgeHnZ3+eOscqAkyE3IpgMCLi9H/L8FHOZXqZCakS7Ys0As7WeEAB4Zt3gZMjJqWTWSUyGToyNt/yLvUq1WCC8cSzaPLuse1gmRDyEyGUIgoAJEyZg2LBhNsuNRiMOHToEtVptcfzZZ5+FSMTDS1nlxq9wN+KVdsEiEQIAqS4LquRTxTpfMOltlovslDPnpTMJ+PJiGI6me9ncX84a4bZaDgMJyNRL8McdP6xN9C/3OFnZqlq1KoYOHWqeHSYIAoYOHYoqVaogMjISn332Gdq1a4eQkBA0aNAAU6dORZcuXRwcNWPlj1uG3Ihnzi2b5R65t5FB9NDuMq0yBJ7ZCVblGmVImcTHKs7xdCVStSXZMsX6tbE/xQc9wzPhVcR6Rcz5PPfcc9iyZQtSU1MRGBiIoUOHmo9FR0fjzTffdGB0jDkGtwy5FTu7mFPxdjfPDqwHo8TDoswoliM7kLvIXM29InapV4rtT7u/n5EEnEjn2YSuRqFQYNKkSQgJCcHEiROtFlxkzB1xy5AbUXtXhXf6RRvlVYo1iNooVeJedDcos65Dqs2GXuaNfFU0rzjtgsI97E+Pr63S4Fh68QbM/n7LDy0DciGzMTCbOa+2bdvyNhyM3YdbhtxITkBtaBWW4zz0Mm9kBcUW+xokliHXvxYywpojN6A2JLoceKVfhCLnFmBj93rmnBr55SFUYZ0Q1fHJLzJRepDaJMaZLM+yDI0xxioctwy5ERJJkRrZCfL8e5BqMmGQeUHjFQ4IxcuJxfo8CCYDDDIfgEwIuBMPRV6S+bhBqkRq1XYwyngarrOTioDxte7ijzt+OJ3hCYkIaOafix5hmcgzirD1rq/VYo32aHlVasaYi+NkyN0IArTK0IL1hYpJrM+H393DkKsLFuszSD2h9QiySIQAQKLPg2/yCaRVbVemIbPy4S014dmoNDwblWZRLhMb8Ur1e/jlZiDSdAVji8IUWtzVWO91JhYIdX3UVuWMMeZKOBliD+V/+wBk2kzzbYk+H2L9TZt15Xn3IBj1IHFJZioxZ1NHpcGHDW7hrloKmYgQpDBgXYI/diWrLOr1q5Jucw0jxhhzJZwMsSJJ1WkWiVAh7hip/EQCUMXzvzWknopMRyO/PJzKVEIsEJr656GqJ+9TxhhzfZwMsSKJjdoS1dcqQ7hVqBKr7q1Fde+SvSYYY8zZ8WwyViSdIgBkZ4C1Tm7ZZWKQKpEZ3LgiwmKMMcbKDLcMsSKZJHJkB9SBKvWsRbnWIxCpEe0hU6dBpsmAQepZoplpzPlojQL0JPCK0owxt8PJECuSWJ8PjXdV6BV+8My6CZFJD40yDHmqaEAQQecZBJ1nkKPDZPcxmICzWZ7INYhR01uNIEXRK0rn6kVYnRCAU5lKmEhAtFKDQZFpiFLyeCDGmHvgZIjZJNbnwe/uEfN0er3MG5khTTjxcXJ31FJ8cykUmfqCt7YAQqeQbDwZkW73nMVXQnAt779VxG/kKbDgUig+qH8L3tL/WolMBBxN98KpDE+IBKCpfy4a+eWX34NhjLEKwskQs0aEgFv7IdVlm4ukuhwE3NqPe9We4O03bNAaBdjd+60C/XA1yJwIAQBBwM57KkQpNainsk5cEvNlFolQIbVRjL9TvNEpJMtc9uP1IJzK/G9BzRMZSjwelIX+Ve0nWhWp4DlgjLGS42SIWZGpUywSoUIiMsAz6yZyA2o5ICrn9tpeX0eHAJFIBB8f64URAeDbC37Iz7c+JpVKobSz1+r660qsOlcwBkwsFsPb23pl8X3JPthyVYDJxOOMGGOui0e7Mitig/2p02KjpgIjYeVNJpPZPWYw/DfWSCKx/btJEAS7xxhjzFXwpxizovMIAEGAYKPbR+sR6ICInJNCocC2bdscHYYZEWH8+PG4d++e1bGJEyeiXTvLbVKuXLmCqVOn2rxWcHAw5s2bB6m0YM2ov/76C0uWLLFZ9/3330eLFi0eMfqypVBwVy5jrPg4GWJWjFJP5Po/Bu/0SxblGs/ggunzDEBBq4iHh4ejw7Awfvx4fPzxx1Cr/9svrFWrVtBoNPjmm28QGBiIuLg4hIaG4vbt23av8/jjj8PHx8d8u0uXLvjll1+Ql5dnUS8wMBBt2rQxJ02MMeaKOBliNmUHNYROEQDP7JsQTEZovML/nU7Pg1SdWf369fH9999j7969yMrKQo0aNbBs2TIcPHjQXOePP/7Ahx9+iJCQELvXiYyMtLjt5eWFDz/8EF9++aU5iYqJicGkSZM4EWKMuTxOhphdGu8q0HhXcXQYrIS8vb3Rq1cvAMCKFStw69Yti+NarRbfffcd5s+fj5iYGFy/ft3ieHBwMNq2bWt13dq1a+Obb75BQkICxGIxqlatWn4PgjHGKhAPoGYFyASpJhNifT5gMkJUwj3JmHM6ceKEzfLr168jMzMT06dPR9u2bUFEICI0a9YMn3zyCeRy27PSBEFAVFQUJ0KMsUqFW4YYPLIToEo+BbFR+++Q6YLB03qZD7KCG0KrDHVwhKy0vLysp8MDBbPDFAoFPDw8MG7cOGzevBkA8OabbzrdOCjGGCtv3DLk5qSaDPjdPWzenV4AzLPIpLpsBNzaD4km03EBskfStWtXm+WPP/54qZOezMxMZGRkPEpYjDHmVFwmGcrIyMCwYcOgUqmgUqkwbNgwZGZmFnnOiBEjIAiCxb9WrVpVTMAuQpl5DUUNiRZA8Mq8WmHxsLLVoUMHPPPMMxbrCTVr1gyjRo0q8bWSkpLw3nvv4fnnn8fw4cPx1ltv4caNG2UYLWOMOYbLdJMNGTIEt27dwtatWwEAr7zyCoYNG4ZNmzYVed4TTzyBH374wXy7qEXm3FFxxgaJ9XkPrcOc19ChQ9GnTx9cv34dQUFBCA8v+fIIRqMRH374Ie7evWsuu3DhAj744AN8++233LXGGHNpLpEMnT9/Hlu3bsXBgwfRsmVLAMB3332H1q1b4+LFi6hVy/72EHK5HKGhFTPmhei+RQqN+gq5z0elVfjDI/dOkXX0cpXLPB4L98Vs8dy4IR8fH8TGxpb6/GPHjlkkQoUyMzPx999/o1u3bo8SHmOMOZRLJEPx8fFQqVTmRAgoWEhOpVLhwIEDRSZDu3fvRnBwMHx9fdGhQwd8+umnCA4Otltfq9VCq/2vtSQ723qPrqLOLaQ88VOxz3M0g5eX3S0ViAimG0ehvH6kgqMqW1qtFp6eno4Ow2WdOnXK7rG0tLQKjIQxxsqeS4wZSkpKspnABAcHIykpye55PXr0wKpVq7Bz507MnTsXR44cQefOnS2SlgfNnDnTPC5JpVIhIiKiTB6DM3twVeH7GY1Gm60qUqkUnp6e8PDwgFgsLs/wmAMREb788ssiu6Nr165dgRExxljZc2jL0LRp0zB9+vQi6xw5UtAiIdhY+ZiIbJYXeuaZZ8z/X79+fTRr1gxRUVHYvHkznnzySZvnTJkyBRMnTjTfzs7OLnZCdP/aLHmNhwBiJ1yZ12SER94dSPT50Ml9ofUsSDKVN7dDYlBbVdcE1EBe7fu6V8iEgLuHoMhPNhfJ5HJkBjdCvk9UuYdfIka9uYXO3ro5rGjHjx/Hjh077B5v3LjxI3W/McaYM3BoMjR27FgMHjy4yDrR0dE4ffq0zc0nU1JSitxS4EFhYWGIiorC5cuX7daRy+Wl/uK0SMzEUqdJhgSTAfL8ZIgMGninnofE+F/So/UIRFqVtjBKlVbJkEkkRa5/HYvH4ZGdaJEIAQXT8VWpZ6FWRYNEztnzWlTSzOwr/DFiS1xcHF555RX+2zLGXJ5Dv7kCAwMRGPjwXdBbt26NrKwsHD582Lw79qFDh5CVlYU2bdoU+/7S0tKQmJiIsLCwUsfsahQ5t+CXdBQik8Hmcbk6FX53D0OuTrU6ppP7wihTwiPrJrzTL0Ciy4FJZDvBE5n0kKnToFUWPzllzq+ofcfat2/P+5IxxioFlxgzVKdOHTzxxBN4+eWXcfDgQRw8eBAvv/wyevfubTF4unbt2tiwYQMAIDc3F5MnT0Z8fDxu3LiB3bt3o0+fPggMDMSAAQMc9VAqlMighv/dw3YToULyB1p6zOXqFHhmXIV/0hFIdTkQAIhN9meVkeASLydWhGPHjmHHjh24cOECduzYgcTERJv1goKCULdu3QqOjjHGyodz9mnYsGrVKowbNw7du3cHAPTt2xcLFiywqHPx4kVkZWUBAMRiMf755x+sWLECmZmZCAsLQ6dOnbB69Wp4e3tXePyO4JF9CwKZSn2+AMA7w36X4oM4GXJdIpEIXl5emD17drHqd+7cmQfOM8YqDZdJhvz9/bFy5coi69w/68nDwwPbtm0r77CcmkBFtwgV0nkEWI0DAgCtIgAyTfGmTRMAo4QX3nNmWq0WW7ZswZEjRyCXy9GpUye0b98eAKBUKiESFT+ZTU217lZljDFX5TLJECs5jTIMqtSzRdfxCILWIxASXY7FAGpCwWKLIjJAqs16+H15VYFJyuv4OKvCFaTPnTtnLjt27BguX76MNm3alLiVJyAgoKxDZIwxh+F+jUrMoPBFjl9Nq/I8n2hkBjdCVmA9yDVpUKWds5pJJgDwyroGrUcgHlxliAAY/m0FIkGEPJ8oZIQ1K58HwcpEfHy8RSJUaNOmTUhJSSnRtWQymd0NYBljzBVxy1Allx3cEBrvKvDIToRg0iPfJwI6ZSgEkwGhV/946JgiRe5dZAU3gkdOIiS6HOjlKuT614ZWGQKRPh8kloLszDBjzuP8+fM2y00mE3Q6HUwmU7G6yapUqYJXXnmlwra4YYyxisDJkBuQatLhmX0TIpMentkJUHtXgcarykNnmQGAxJAP3+STyPWtjtTIThbHuFvMdfj7+9s9FhAQgPz8fCiVSptrBslkMowbNw6PPfYYQkNDeV0hxlilw8lQJafIvQPf5P/2lRJA8My5BZFBV6LreGVehU7uB4lRDZk6DQapJ/J8q8MgV5V1yKwcdO7cGWvWrIFabdkdGhMTg9q1a8NgMCA7OxuvvfYaNBoNVCoVsrKy4O3tjQ4dOhSZTDHGmKvjZKi8FKPVpSIoM67aLJerU2AUySA2FT8p8k0+DtF93WrKzBtIC2vhvAstOslz4Az8/Pwwbdo0LFy4EDdu3IAgCGjUqBFef/11cx0iQp8+feDhwbMCGWPuhZOhcqI8vsrRIQAAJF5egI0d6QUQ1NnpdrtGbBE9ML5IgAl+t/YjJyenTGJl5atOnTr46quvcO/ePchkMvj5+QGAVWsRY4y5G06GKjmDwQCJjWTIaDTCYDAgKysLHh4epd6PTSwWQxAEmzvbM+eSkpKCP/74AwkJCahatSp69erFA6EZYwycDJUphULhdAs9ZmVl4b333kNy8n+LKorFYrz11lto2rQpgII928aOHQuTqeSrVUulUmzcuNHpd4VXKBSODsGhEhIS8M477yA3NxdAwRpDf/31F2bMmIHw8HAHR8cYY47FyVAZEgTB6cZbeHh4YN68edi6dSsuXLiAwMBA9OjRAzExMeY6VatWxZAhQ4pc4TsqKgo3b960Ku/UqRN8fX3LI3RWhn766SdzIlRIrVbjxx9/xNtvv+2gqBhjzDlwMuQGfHx88PTTTxdZ5+mnn0b9+vWxd+9eaDQa/PHHHxCJRIiLi0OzZs3Qtm1bbNy4Eb/88gu0Wi1EIhEef/xxvPzyyxX0KNij+Oeff2yWnz59uoIjYYwx58PJEDOrW7cu6tatC7VajfXr1wMAxowZAw8PD5w8eRKbNm2CVqsFULBuTd++fZ2+e4wVUKlUNge6c6seY4xxMuQ27t27h99//x1Xr15FSEgI+vTpgxo1ahTr3OzsbMyYMQMajcZclpqaio8//hjjx49HfHw8TCYT2rRpg2bNmvGifE7oiSeewPfff2+znDHG3B0nQ27gzp07ePPNN80tA+fOncO+ffvw3nvvoUmTJg89v7Dr7EFZWVn46KOPzLd37NiB7t27Y+zYsWUXPCsTffr0QXp6Ov744w/odDpIpVI88cQTeOqpp6DTlWwBTsYYq2w4GXIDq1evtuoiMRgMWLFiRbGSoby8vGLf119//YXu3bujZk3rDWKZ4wiCgBEjRmDgwIG4d+8egoOD4e3t7eiwGGPMKXAy5AbsbdJ57do1aDQaKBQK5ObmYvv27bhy5Qr8/f0hEonMU+0bNWqEVauKv4jkiRMnOBlyUl5eXvDy8nJ0GIwx5lQ4GXID/v7+SEpKsir39vaGVCpFRkYG3n77bYs63t7e5qnYtWrVQvfu3fHXX38V6/74y5Yxxpgr4WTIDfTu3Rvnzp2zKn/iiScgFouxdu1aq2TpwTWTxo4di5YtW+LAgQMQi8Vo1aoVvvzyS2RlZVmcp1Ao0K5du/J5IIwxxlg54GTIDTz++OPIyMjA6tWrkZ2dDblcjri4OAwZMgQAcPLkSZvnSSQS5Ofnm5Oi5s2bo3nz5ubj77//PubMmWNOpPz9/fHGG2/Ax8enfB8QY4wxVoY4GXITffr0wRNPPIGUlBT4+vrC09PTfEypVNo8h4ggk8nsXrNmzZpYtGgRLl++DKPRiFq1akEsFpd57Iwxxlh54mTIjUilUpv7UHXv3h0XLlyweU5eXl6Rs45EIhFq1apVZjEyxhhjFU3k6ACY42i1Whw+fBgKhcJmi44gCNi+fbsDImOMMcYqDrcMualDhw5h/vz5D11D6Pr16xUUEWOMMeYYnAy5oczMTHz++efFWnk4ODi4AiJijDHGHIeTITf0999/FysRIiK0a9cOW7Zswe3btxEVFYUOHTrw5qyMMcYqFU6G3FDhzvMPYzAYMGfOHKSlpZnL1q9fjxkzZsDf37+8wmOMMcYqFA+gdkP3rxVUFEEQLBIhoGDT159//hkAkJ+fj9u3b/NGn4wxxlwatwy5ocjISDz11FNYt26d3Tomk8numkGFM9C2bt0KrVYLb29vDBw4EAMGDCivkBljjLFyw8mQmxo+fDhatmyJ/fv3w2g0IjU1FSdOnIBWq0X9+vURHx8PpVIJQRCsztXpdNi4caP5dk5ODn744Qf4+fmhY8eOFfgoGGOMsUfHyZAbq127NmrXrm2+bTQazf/i4uKg1+ttDpbW6/U2r7dlyxZOhhhjjLkcHjPEzMRiMWQyGUwmEwBArVYjNjbWok6rVq3sjhFKT08v9xgZY4yxssYtQwxAwQyzFStWYOfOncjPz4dSqYRarca7776Lu3fvmqfWR0ZGYtKkSbh8+bLVNerWreuAyBljjLFHwy1DDAAwd+5cbNq0CXl5eSAiSKVSeHl5ISsrC9WqVUO7du0QGRkJAHj++echkVjm0d7e3nj66acdETpzALVaDYPB4OgwGGOsTHDLEMPt27dx8OBBq3KRSIRdu3bh2WeftSiPjY3F3Llz8fvvv+Pu3buoXr06+vbti5CQkIoKmTnIuXPnsHTpUly6dAkeHh7o3LkzRowYwQtxMsZcGidDDHfv3i3xsZiYGIwfP768QmJO6M6dO/jwww/Ni3aq1Wps3rwZubm5mDRpkoOjY4yx0uNuMoaoqCiIRLZfCtHR0RUbDHNahetKPWjfvn1Wi3Myxpgr4WSIISgoCF26dLEqNxqN6NChgwMiYs4oKSnJZrnJZEJycnIFR8MYY2WHkyEGABgzZgxeeOEFREREwN/fH1qtFrm5ufD09HR0aKycFY7/8fT0xI4dO+yuI1WjRg2b5TKZDBEREeUZImOMlStOhhiAgjWGBgwYgK+//hoLFy6EWq0GETk6LFbO/vzzT3zwwQeQy+WQyWRYvHgxPvjgA5sJ0RNPPIHAwECr8v79+8PLy6siwmWMsXLByRBjbkqtVmPZsmVWSe/Zs2exd+9eq/o+Pj6YPXs2evbsiSpVqqB27doYN24cnnvuuYoKmTHGygXPJmPMTV26dAlqtdrmsVOnTtkcRxYYGIhXX321vENjjLEKxS1DjLkpHx8fu8e8vb0rMBLGGHMsToYYc1MxMTGoWbOmVblIJELXrl0dEBFjjDkGJ0OMubG3337bIiHy8fHBhAkTEBMT48CoGGOsYvGYIVYqp06dwpYtW5CRkYF69eqhb9++8PPzc3RYrISCgoLw8ccfo0ePHhAEAatWrbLqItNqtUhMTERAQAA/x4yxSomTIVZif/31FxYsWGC+feHCBezbtw9z5syBr6+v4wJjpWYymQDAagPe3377DatXr0ZeXh5EIhHatWuHsWPH8l5kjLFKxWWSoU8//RSbN2/GyZMnIZPJkJmZ+dBziAjTp0/H4sWLkZGRgZYtW+Lrr79GvXr1yj/gckJE0Gg05Xof91//wfsyGAz48ccfrc5JTk7Gxo0bS7VzvUKhgCAIJQ+UlauDBw9i6dKl5tsmkwl79uyBXC7H2LFjHRgZY4yVLZdJhnQ6HQYNGoTWrVtjyZIlxTpn9uzZmDdvHpYtW4aaNWvik08+Qbdu3XDx4kWXnS2j0WgQFxdXYffXr18/i9sikcjuLKRffvml2M/N/bZt2wYPD49SxcfKz59//mmzfPfu3Xj55Ze5dYgxVmm4zADq6dOnY8KECWjQoEGx6hMR5s+fj6lTp+LJJ59E/fr1sXz5cuTn5+Onn34q52grLyKyuzI1r1hduWRlZdks1+l0yM/Pr+BoGGOs/LhMy1BJXb9+HUlJSejevbu5TC6Xo0OHDjhw4ABGjRrlwOhKT6FQYNu2beV6H0Rk3p1cLpdbdWF9/fXXVisUC4KAzz77zOZU7YdRKBSlD5aVmwYNGuDatWtW5RERETyQmjFWqVTaZKhwh+2QkBCL8pCQENy8edPueVqt1pwIAEB2dnb5BFhKgiBUSJdSURu0vv7665BKpdizZw8MBgOCg4MxYsQIxMbGlntcrOI8+eSTiI+Pt9iRXiKR4MUXX3RgVIwxVvYcmgxNmzYN06dPL7LOkSNH0KxZs1Lfx4OtGkRU5GDdmTNnPjQmdyeXyzF+/Hi89NJLyMnJQXBwMEQil+lxZcXk5+eHefPm4c8//8TFixcRGBiIHj168BpEjLFKx6HJ0NixYzF48OAi60RHR5fq2qGhoQAKWojCwsLM5cnJyVatRfebMmUKJk6caL6dnZ2NiIiIUsVQ2SmVSiiVSkeHwcqRj48PnnnmGUeHwRhj5cqhyVBgYCACAwPL5doxMTEIDQ3F9u3b0bhxYwAFAz/37NmDzz77zO55crmcZ8kwxhhjbsRl+jYSEhJw8uRJJCQkwGg04uTJkzh58iRyc3PNdWrXro0NGzYAKOgee+ONNzBjxgxs2LABZ86cwYgRI+Dp6YkhQ4Y46mEwxhhjzMm4zADqDz74AMuXLzffLmzt2bVrFzp27AgAuHjxosV04LfeegtqtRpjxowxL7r4119/uewaQ4wxxhgrewLx4jBFys7OhkqlQlZWlt3FBhlzZWq12ryQJy+AyRirLEry/e0y3WSMMcYYY+WBkyHGGGOMuTVOhhhjjDHm1jgZYozZpdVqkZmZ6egwGGOsXLnMbDLGWMXR6XRYunQpduzYAa1Wi4iICIwYMQLNmzd3dGiMMVbmuGWIMWZl0aJF2LJli3mfvsTERMyYMQNXr151cGSMMVb2OBlijFnIycnB7t27rcqNRiM2b95c8QExxlg542SIMWYhIyMDBoPB5rGUlJQKjoYxxsofJ0OMMQthYWF2V2l/7LHHKjgaxhgrf5wMMcYsSKVSPPvss1bl/v7+6NOnjwMiYoyx8sWzyRhjVnr37o2goCBs2bIFmZmZqF+/PgYMGAA/Pz9Hh8YYY2WOkyHGmE0tW7ZEy5YtHR0GY4yVO+4mY4wxxphb42SIMcYYY26NkyHGGGOMuTVOhhhjjDHm1ngANWOsRK5cuYLz588jICAAzZs3h1QqdXRIjDH2SDgZYowVi9FoxLx587Bv3z5zWXBwMD766COEh4c7MDLGGHs03E3GGCuW7du3WyRCAJCcnIz//e9/DoqIMcbKBidDjLFi+fvvv22Wnz17Funp6RUcDWOMlR1OhhhjxUJEpTrGGGPOjpMhxlixtGnTxmZ57dq1ERAQUMHRMMZY2eFkiDFWLHFxcWjRooVFmb+/P8aOHeugiBhjrGzwbDLG3EBOTg727NmDtLQ01KtXD02aNIFIVLLfQhKJBO+99x7OnDljnlrftm1byOXycoqaMcYqBidDjFVyly9fxocffojc3FwAwLp169CoUSO8//77pVojqH79+qhfv35Zh8kYYw7DyRBjToyIoNFoHukaX331lTkRKnTy5Els2rQJPXr0sLj+o95XcSgUCgiCUO73wxhjxSUQTwMpUnZ2NlQqFbKysuDj4+PocJibUavViIuLK/X5IpHI7utWr9cjLy+v1NcurW3btsHDw6PC75cx5l5K8v3NA6gZq8T4tw5jjD0cd5Mx5sQUCgW2bdv2SNeYPn06zp07Z1U+YcIEtGvXDkQErVYLAJDL5eXehaVQKMr1+owxVlKcDDHmxARBeOQupTfeeAPTp0/H7du3zdeMi4tDt27dzImPp6fnI8fKGGOuiscMPQSPGWKVgclkwqlTp5Ceno46derwxqqMsUqvJN/f3DLEmBsQiURo3Lixo8NgjDGnxAOoGWOMMebWOBlijDHGmFvjZIgxxhhjbo2TIcYYY4y5NU6GGGOMMebWOBlijDHGmFvjZIgxxhhjbo2TIcYYY4y5NU6GGGOMMebWOBlijDHGmFvjZIgxxhhjbo33JnuIwn1ss7OzHRwJY4wxxoqr8Hu7OPvRczL0EDk5OQCAiIgIB0fCGGOMsZLKycmBSqUqso5AxUmZ3JjJZMKdO3fg7e0NQRAcHU6Fyc7ORkREBBITE+Hj4+PocFg54+fbvfDz7V7c9fkmIuTk5CA8PBwiUdGjgrhl6CFEIhGqVq3q6DAcxsfHx63ePO6On2/3ws+3e3HH5/thLUKFeAA1Y4wxxtwaJ0OMMcYYc2ucDDGb5HI5PvzwQ8jlckeHwioAP9/uhZ9v98LP98PxAGrGGGOMuTVuGWKMMcaYW+NkiDHGGGNujZMhxhhjjLk1ToZYpZObm+voEBhjjLkQToZYpfLUU09hwoQJyMvLc3QojDHGbCict+VM87c4GWKVgslkAgB06dIFP/30E44fP+7giFh5MhgMjg6BMVYKa9euRd++fQHAqba44mSIVQqF+86MGTMGNWvWxJw5c5CWlubgqFhZMxqNAACJRAK9Xo8dO3ZAp9M5OCrmSIU/hJjzIyKo1Wps374dmzZtAuA8zx8nQ8yl3d/MWvhFuWjRImzatAnbt293mjcaKxtisRgAcOnSJfj7++O7775DTk6Og6NijmI0Gs0/hJypy4VZIyIIgoC4uDgMGTIEb7/9NgA8dAPVisKLLjKXZTAYIJHY3mt40KBBuHz5MjZu3IioqKgKjoyVl4SEBIwcORK9evWCwWDA5MmTHR0ScwCj0WhOjFNSUjBt2jQEBQWhXbt26NKli4OjYw8ymUwWSc/u3bsxbNgwvP7663jrrbesjjuCc6RkjJWCRCKBwWDAZ599hkWLFuH//u//zMcWLlyIc+fOYfXq1dyN4qJsjQvS6XS4fPkyJk6ciDp16jggKuYMChOhQ4cOoXXr1jh9+jT27NmDbt26YevWrdwi7CSMRiOIyCrRady4MYYPH47PP/8cmZmZEIlEDm/Z42SIuawVK1agSpUqWLNmDX799Vf06NEDS5cuRVZWFgIDA/H2229j7ty5OH/+vKNDZSVQ+EVW2Op369Yt5OfnAwAiIyPx8ccfAwB8fX0t6jP3QES4cuUKWrVqhdWrV2PcuHHYt28fdu3ahYEDB+KDDz7g97yTEIvFEAQB27Ztw4QJE/Dll1/i5s2bUKlUGDZsGMLCwjBp0iQATtDNSYw5OZPJZFV28OBB6tixIy1atMhcNmLECKpbty5t2rTJXBYaGkqvvvoq5eTkVEisrOwsWbKEoqKiqEmTJtSwYUPas2cPabVaysvLo7Zt21L37t0dHSIrZyaTiQwGg81jVatWJUEQ6PfffzeX3blzh/z9/emjjz6i3NzcigrTrdn6fC6UmZlJTz/9NPn6+tLIkSMpNjaWOnToQCtWrCAiokWLFpG3tzcdO3aMiIiMRmOFxGwLJ0PMqen1epvlZ8+eNSc9iYmJ9NRTT5FKpaKgoCAaOnQoXb9+nYiI1qxZQ4IgWCRIzPl9+eWXFBERQYsXL6bNmzdTv379qFatWrR48WIiItq2bRuJRCL6888/icixH6KsbBV+ud7/nObl5dGxY8fo3r175rLt27eTIAj0888/k8lkMtefPn06RUdH0/79+ys2cDdTnPfcunXrqGXLlpSYmEhERDk5OVSlShVq164dpaenU0JCAvXs2ZPat29f3uE+FCdDzCUsWLCA1q5dSzdv3iQiIq1WS0REx44do0aNGtHAgQMpPT2d1q1bRxKJhFasWGF+s7Zo0YKWL1/usNiZfYW/+gu/AAv/26tXL3rllVcs6g4bNox69OhBFy5cICKi5557jurVq1eB0bLy9NtvvxGRdUvDrFmzyNfXlxo2bEhVqlShr7/+mvLz84mIqEOHDtSuXTu6c+eOxTmPPfYYPfPMM5ScnFwxwbsRk8lk8Rxt2bKFFi9eTIsXL6b9+/eb39M6nY6ef/55mjVrFhEV/MCpUqUKtW3bluLj483n//777xQYGEg//PCD+fqOwMkQcypGo9HizXDp0iWqXr061apVi6pUqUIdOnSgK1eumI9PmzaNunbtSqmpqURU8MaUyWTUuXNnOnToEBHZb11iziM7O9v8/0lJSRatQIUfrlu3bqW6devSqlWriIjo9OnTJAgCzZkzp+IDZmVq5cqVVLduXcrIyLB4/3/33XdUvXp1WrNmDZ07d47Gjx9PDRo0oEmTJhER0cWLF0kQBFq0aJHF+3zZsmU0YMAA7h4vY/e3Bu3cuZNiY2MpNjaWunTpQsHBwSSVSumll16i9PR0IiLq1q0bde3aldq0aUORkZG0dOlS8/N77949yszMpKysLHrmmWfoySefdMhjKsTJEHMa938I3rp1iwwGA61Zs4ZmzpxJRAWJTvfu3alHjx5EVPDG7NChA7344ovmD70PP/yQxowZQz179qRbt26Zr/vgrxnmGA8+B2vWrKFGjRpRp06daOnSpeakqH379tS3b18iIosxI1WqVKGvvvqKiAp+ef7888907dq1CoqelZUHXwf3J8P36969Oz333HPm21qtlj7//HOqWrUq/fPPP0RE9Oqrr1LNmjXp/Pnz5RcwM0tLS6OePXuSUqmkqVOn0q1btygpKYmIiN555x0KCQmhESNGEBHRjz/+SFKplEaNGmVxjcTERHr33Xdp3759RESUkpJSsQ/CBk6GmMPd/8GYnZ1NgwYNIj8/P+rfvz/Vrl3b3HxORPTrr7+Sr68v/frrr0RE9L///Y88PT2pd+/e1LZtW4qKijJ3pTHn8mAL3dmzZ6lly5Y0b948evrppyk2NpamTZtGRESbN28miURCW7duNde/ceMG1a5dm1avXm11bU50K4cPPvjA3KWdnp5OvXr1onfeeceizsmTJ6lt27b0/vvvE1FBsiwIAk2ZMsVqsLW9wdesdDQaDU2ePJkEQaCDBw8SkeXfOCcnh958800SBIGOHDlCKSkp1Lp1a2rdujXduXOHsrKyKCEhgZ577jlq0aKFeeB0IUc+Xzy1njlM4YrRhfvTHDp0CMuXL4dIJMLSpUvh7e2NS5cuwcvLy3xO+/bt0b9/f0ydOhUAMHbsWHz55ZcIDw9HixYtcOHCBURGRlpcnznW/Vto5Ofn47PPPsO2bduwbt069OjRAxMmTMCSJUvQr18/rF69GidPnkTPnj3x3HPP4YUXXsDrr7+OrVu34pVXXoFcLkfbtm2t7sOZ9jhiD/frr79i3rx55tuFewmeO3cO7777LgDAz88PIpEIp0+fxu3bt811Y2NjkZ2dDaVSCaBg+vaOHTswefJk8/pDhR68zR6NXC5Hz5490bFjR/z4448A/vsbm0wmeHl54emnn0adOnXw+eefIzAwEEuWLEFaWhqaN2+O/v37o1GjRkhKSsLatWvRpEkTi+s79PlyWBrG3NaDv+JPnz5NO3fuJEEQqHHjxnT8+HEiIkpNTaVevXpRq1atLOrv2bOHYmJi6N133zWX3d+XzWOEnNOxY8fIz8/PPP4rODiY9uzZYz5+5MgR6t69Ow0aNMhcNm3aNOrQoQPVrVuXnnnmGcrKynJE6KyMjR8/nurUqUNz5syhsLAwiomJIaPRSPHx8VSjRg16++23iahgCQ1vb2/66quvSKfTEVFBl0rDhg1p2bJlVtflWYXlp/BzW6/X06xZs6hWrVrm9++DLTpPPvkkNWvWzDz7LzExkXbu3EmLFi2ivXv3mus50/PFyRBzmPT0dOratStVrVqV7ty5Q3369KHw8HDzWB8iov3795NcLqeVK1eay7Kzs+mNN96g1q1bWyQ+90+vZY7z4CD4ixcvUteuXemLL74wD4pev349VatWzWI8CBHR119/TXXr1jV3gxqNRtJqtRazgrjrw3UVPndXr14llUpFYrGYpkyZYj6el5dHM2bMIF9fX3N39+uvv07169enjh070rfffktNmzalxo0bU0JCgkMegzsrfF//888/1LdvX+rVq5fFscLjkydPprp161qdd/9tZ3sfczLEKpxer6clS5bQe++9R6NHj6bbt28TEdHevXtJEASLMUIajYbGjRtHUVFRFolP4ewx5lhFJZ+Fz9f58+cpODiYPDw86MCBA0RUMPh54cKF5O3tTUePHjWfc+3aNRo0aBDVqVPH6sOSk13XZOtLb+HChdShQweKiIigLVu2WBw7d+4ctWrVigYMGEBERPn5+bRlyxYaMGAAdezYkd54440KiZsVbcmSJVSnTh1zC13h+/3y5ctUs2ZN8/P04HvWWcf3cTLEypWtD8I9e/ZQgwYNyM/Pz7wSaeEb5tlnn6XY2FiL7pDLly+TRCKhyZMnW12Lu8Qc4/4POFuL5M2dO5eGDRtGWq2WTCYTLVy4kCQSiXmNICKi69ev21xw7ddff6Xvv/++nB8BK28PJq8XLlywWvenffv2NGDAALp8+bK5zGAw0PLly8nPz4927txpLjcajeb1hQrrsbJT3CSlsF5iYiK9+OKL1KJFC/NswLy8PHr//fepW7dudPHixXKLtTxwMsTKxYPNoBkZGRbHP/nkE/L09DR3fxXWvXHjBnl6epqnTxceW79+PZ05c6b8A2dFenCJgi+++ILCw8OtvuR+/fVXEgSBduzYQUREycnJ1LhxYxo4cKBFvQcXXGOVz6FDh6h58+ZUs2ZNio6Oprlz55oXSdy+fTuFh4fT119/bfHDJjExkXr06EHR0dFW13uwG5Y9utL+qPz999+pWbNmNGvWLDp27BjVrVuXateuTbt27SrbACsAJ0PskRX1C+3KlSvUt29fat++PY0ZM8a8fcLFixepe/fu1K9fP/MaQYW/Ij/66CPy8fGxuX4Mfwg6zv2/8vfu3UvVq1enKlWq0MaNG+ns2bNWXZdxcXHUrl07yszMJCKiDRs2kCAIFgMok5OTafDgwTYXXOPn2vU8+Jx99913FBERQZMnT6YzZ87QsmXLqGbNmjRz5kzzgOghQ4ZQx44dzVO1CxdV3bdvH/344482r8vKnlqtpi+++ILWrl1LR44cKbJu4fORnZ1Nb7/9NgmCQIIg0NSpUysi1HLByRArEyaTyWpjxK1bt1JAQACNGDGCPvvsM+rWrRspFArzuJGFCxdSixYtaOHCheZrEBWsVVGtWjXatm1bxT4IZtP9SdDt27dp4MCBJAgCTZw40ZwIKxQKGjt2rMV558+fJ5FIZO7yys/PpwEDBlDz5s0t6jnDgmusdArfs1988YXF+7Wwi+T777+32Ez566+/JkEQqFWrVub9Aq9du0a1atWi7t2709ChQ602X2Xlb9myZeTn50ctW7akxx9/nHx9fWnNmjUW3ZIPKnzu9+3bR3PmzDGvOk3kmsMXOBlij0ytVlNERARNnz7d/MVpMpnotddeoyeffNLiV12fPn2oSZMmlJeXR6mpqTR06FDq0aMH3bhxg4j+a2Uq3HuMOY/x48eTWCymXr16kUqlstgG49tvvyUfHx/zqsCFz/no0aOpWrVq5plBR44cIUEQ6LvvvrO6Po8BcV0NGzakTp060TfffEMqlYqGDh1KRAXdXXq9ng4fPkz169en2NhY+vbbb6lmzZr00ksvmRPhLVu20OTJk2nw4MHcHV7BkpOTqXXr1uYfpUREvXv3psjISPOWRsWl1+tdthWPkyFWIvZWeH3nnXcoPDzcYtBc/fr1zeuFFDaJ3759m0QiEW3YsIGICnY1btSokc0ZIjxzyHmMHDmSmjVrZl4+/6uvviJvb2/z820ymahp06b01FNPWbxGTp48SRKJhGbNmkV6vZ6MRiOtWLHCPIOQuS6DwWB+j/72228klUpJqVTS//73P4t6er2e+vbtS2+88Ya5K/Xpp5+matWqWQyUv/91YzAYXPZL1VnZa61ZsGABtWjRgogKBrn37duXfH196bPPPivyR+mDy5q4Ol6BmpWIWCxGWloaTpw4YVH+6aefQiwW48svv4RarQYRoXnz5jh8+DCMRiOkUikMBgPCw8PRqVMn/PnnnwCAvn37olevXujRo4fVfYlE/PJ0NJPJBACYMWMGjhw5gscffxxEhFGjRiEyMhIff/wxTCYTBEHA7Nmz8dtvv2Hbtm3m80+dOgWVSoUpU6bgypUrEIlEGDZsGMLDw0FEjnpYrAyIxWLz62PXrl2IjIxESEgIBg4caFHv9OnTOHPmDFq0aIGAgABkZGQgLS0NarUae/fuRWZmpvl6QMGK5WKxmFcVL2MSiQREhPj4eNy5c8dc7uvrC41Gg3feeQfNmzeHl5cXTpw4gbfeegsymQxqtdriOvevKE9EmDx5MrZu3Vqhj6VcODQVYy5n165dJAgCyWQyq1/4P//8M0mlUvr777+JqGC8QKtWrSx+/WVkZFDdunUtZosx13H/L8DNmzeTSCSymDny3HPPUXR0NC1ZsoSOHz9O/fv3pwMHDtD69esdEC0rT0ePHqXWrVtbjO9RKpX07rvvWow1uXz5MtWqVYvGjBlD8fHxNHnyZBo9ejTt3LmzyDEp7NHcP2SBqKD1zt/fn6pVq0aRkZG0f/9+IiLatm0bxcTEUEREhHn1/8LzZsyYYV4A9cEusMWLF1OVKlWoXr16dPr06Yp6WOWGkyFWIvv27aOWLVuSIAjUu3dvqlOnDh08eND8xmvTpg116dKFDAYDJSUl0SuvvEKhoaH0448/0unTp2nGjBlUvXp1io+Pt7huZWhmdUe9e/emNm3amAfP6/V6iouLo1q1apGXlxeNGDHCJQdTursHu6htjefKycmhhg0b0ssvv0xXr14lIqI5c+aQj4+P+f1deJ3Zs2dTy5YtKTAwkBo3bmweW2brvtiju/9vWtjV9corr9CSJUvowoULFBcXR7GxsXTixAnKycmhoUOHUmxsLN28edP8WbxixQqKjY2lhQsXWnw+79+/nxo1akRRUVG0dOnSSvP8cTLEiqXwzZCfn08LFiwgf39/2rFjBw0fPpxq1KhBzz//POXk5NCFCxdIEATzlNjbt2/TmDFjKCoqiqKjo6l69er0119/OfKhsDJ07tw5kslkFusE5ebm0sWLF82D4plrunPnjsVg5tu3b9Pvv/9OarXaXPbjjz9SnTp1zNusEBFVr16dnn/+eUpLSyOigsU1iQqmYZ84ccJcj38Alb37k9Z79+7R008/TX379qUxY8bQqFGjSKPREFHB53iNGjVo3LhxpNPp6Pjx49SjRw/y8vKiuLg4atWqFfn6+tKSJUvM19NqtdS5c2fy8/Ojd955x7xkRmXByRArsYsXL1L79u3NG2ru3LmToqOjqWHDhvT777/T4MGDqVmzZhZ7B6Wmplpsu0DEH4bO4lFncb355psUGBhoc1C00WisNL8c3cmKFStIEAQaOHCgudXv5ZdfppiYGHP3SqE+ffpQ3759zV0s27ZtI5lMRqNHj6YBAwaQRCKhU6dOWZzDMwfL1/Hjx2nQoEH0xBNP0GuvvUaCIFC7du0s/u5ffvklxcTEmJc4ICL64YcfaM6cOTR79myLFt3C9/D7779faWf7cTLESsxkMtHq1avJx8eHNm7cSEQFLQSffvopValShR5//HESBIFmzpxp/iVyP+42cQ73Jyk6nY6Sk5PNTeolSVRTU1MpMjLSPFaMuQ57z/OoUaNIEAR64oknzOsE3bt3j2rVqkWTJ082t/oQFWyvExwcTLNmzTK/3//3v//Rs88+S88++yzPHKxAKSkpNGLECGrSpAm9/PLL5s/a6dOnU2xsrHn8T6G2bdvSkCFD7G6dUXi+OySvPF2HlZggCOjQoQP69u2LKVOmAADq1KmDd999F0uXLkVMTAwA4OrVqzZnhEgkkgqNl9lWOFtv3rx5qFWrFp566im0a9cOZ8+eNc8SomLM+AoICMCVK1fQtm3bco2Xla3CWYCF/w8AOp0OANCjRw+EhITA29sbO3bswJUrVxAcHIyRI0fit99+w/79+83Xad++PSIjI7Fx40bs3r0bADBmzBgsXboUP/30E8LDw80zkFjZICKbf9PAwECEhYXhxo0b8PPzM3/WjhkzBv7+/ti4cSNu3bplrj9lyhSsWbMG//zzj837KDy/cKZfZcbJEAOAEn9YhYSE4MUXX0RWVhbmzp0LoOADtXv37lixYgWOHTuG7777DjKZrDzCZY+IClqFMXHiRHz77bf49NNP8fXXX6NatWp4/vnnzUsfFHd6s1Qq5S88FyMSiZCamopJkyZh0aJFAGB+v8pkMsTFxSE2NhYJCQlYs2YNAODNN9+En58fVq9ejevXrwMAEhMTIZFIcPbs/7d373E5nn8cwD9PB9GBqIR00FmilBQ6aSVnYlgk1ER+zCynWebH5lAb1YQ5NFqbObNySkJCkxCTlEMWKoeilKie5/v7o1/3eipmGyV9369Xr819X/f5uZ/ne1/X976uNCQlJaGsrAwyMjJo3rw5gMrvhabwY1pfxGIxRCIRZGVlUVJSgpMnT+Lu3buoqKgAAPj4+MDKygrnzp1DcXExgMogafz48bh69Sr2798vrGvQoEE4cOAARo4cWWs7Ta5rgwatl2IN7p80lVQflyYwMJDU1NSEgVhf1ikja1g183YkEgk9evSI7OzshGEUHj9+TG5ubtS+ffu/THLnps7Gr6SkRBhaRSQS0ffff0937twhosrBVfX19Sk/P5+mTJlCLi4uQq5QTEwMdenShYYNG0bx8fHk4+NDQUFBFB8fz3mA9Wj58uWkpqZG3bt3p/bt21NwcLDQTLlmzRqys7OjtWvXSi0zatQosre3l0pkr9LUrx3XDDVx/6SppOqJQUVFBcOGDUPr1q0RExMDoHZ1Kj8RNqyqa1izA0uRSIT09HTcu3cP/fr1w+zZs6GtrQ11dXWcPn0abm5uda6vZodrqampwjZY46KoqAgPDw+4u7vDzs4Ohw4dwuzZs/Hw4UP07NkTqqqqOHXqFPz9/VFaWoqdO3eCiDB48GDMnDkTRUVFmDhxIrKysuDl5QUXFxeIRCL+PLxhVKNJ7Pnz5/D19cXOnTuxYcMG/Pbbb1iwYAG2bt2KdevWAQBGjRoFQ0ND7N27F7dv3xaW9fX1Rbdu3aCtrV1rO02uJqgGDoaaMHoDTSUWFhY4e/Ysxo8fX1+7zV5DzSBo/fr1GDlyJGbPno1r166BiGBoaAixWAwFBQUkJydj37592Lp1Kzp16oSMjAzExcXhxYsXACqDoOrNHZs2bYKysjK2b98u5JmwxqPqAWfEiBHQ0dGBuro6PDw8IC8vjw8//BCxsbGwsrJCfn4+LCws4OjoiPPnzyM6OhpA5Y/qoUOHcOLECRw7dkyqR3HuOf6fq9nUXFZWJjSJZWRkICIiAgoKCtDR0cGqVaswYsQI3L9/H3v27MH169exceNG3LhxAxoaGhg+fDjKysqEAAkA3N3dsWbNGqipqdX3ob3z+FPbhNT1xFZQUICkpCSsXr0anp6e0NbWRn5+PnJzc6GgoPDK9VVUVEBeXh5t2rQB8PfzjtjbU/WD9PjxYwQEBGDZsmXQ0dHB7t274eXlhfXr16Ndu3ZCouz+/fvxwQcfAKj8nERERCA6OhoVFRXC8AgyMjI4ffo0unfvjmXLliEsLAxLly4VckNY41FVg9O8eXOMHj0aT58+xZUrV7B582Z07twZa9euRUREBDIyMgAAH3/8MeTk5BAREYEnT55ARkYGCgoK0NfXB/BnHgv7Z6q+m2VlZVFWVoZNmzYB+DOHKyYmBnZ2drh58yaeP3+OWbNmwcnJCSEhIejRowcMDAywadMmiEQihISEAACGDx8OPT09JCcnSw2/UX17rJoGa6Bj9eZV/bwkJiaStrY2EREFBASQsrIyeXp60q1bt166TPU8IIlEQhcvXuS+ZN4BNdv8FyxYQKNGjaKhQ4cKPf4+ePCAAgICSFtbm3JyciglJYVMTEyob9++tG7dOoqOjqbevXuToaEhHTp0SFhXXl4ejRw5klq1akXz5s177zpca+oCAwOpR48elJCQQESVnSmKRCIKDAwU7u3Q0FAKDQ3le/0Nq37ffvPNN9SiRQvq27cvPX36lBISEqhPnz40ZcoU+uGHH6SWS09PJxsbG/rpp5+Eaebm5qSpqUmHDx8mosqhUJ4+fVo/B9LIcTD0Hqv5pfX999/TiBEjKCAggNLT00kikVBubi516NCBmjVrRg4ODnT06FGh/LVr1+jIkSNCUl71UaqJiDZu3EiKioo0f/58qV5pWcM6cOAAERFFRESQSCSirl27Ss2/dOkS2dvb0/Tp04mI6MqVK+Tm5kZ2dnbUtWtX8vf3r5Ug7e7uTkOHDqVr167Vz0Gwf+V1k2Gr7ue0tDQaMGAAjRkzhkpKSoiIavUg3tQTbN+m+Ph46tSpE+np6dGuXbuE6aWlpSQvL08ikYjOnDlDRH8+jO7du5datmxJN27cIKLK+9rFxYV69uxJs2bNklo/B7B/jYOhJqCgoIA+++wz0tHRoU8//ZT09PTI2tqa1q1bR0REvr6+pK2tTYWFhcIyYrGY5syZQ9OnT6fi4mKp2qBTp06RpaUlderUiTZu3Mg3WgOp68cpJiaGRCKRcL2GDh1KnTt3rvX2yCeffEIjRowQrrlEIqGSkhKpzvQqKiqEoOjRo0dv6SjYm/ZP3/QLDw8nOzs7YWgNiUQi/FXHQdGbFR8fTyKRiEaPHl3n/MjISBKJRMJDTpXY2FiytbWlcePGUXR0NNnb29OcOXOE4U/Y38M5Q+8ZqvHm1xdffIEpU6bgxo0bOHDgAEJCQpCcnAxnZ2csW7YMubm58Pf3h6KiIoYPH47vv/8eMTExcHBwwN69ezFo0CAoKSlBVlYW9+/fx4cffohBgwbB3d0dFy9exMcff8wJk/Wg5nUlojpzNHR0dGBmZoaEhAQAwIIFC1BYWIi4uDihHxKgMpcoPz8fLVu2BFCZQ9KiRQu0adMGEolESJau6nSNEy4bDzk5OTx//hwbN25EfHw8rl+/DuDlHWhWTR89ejT09PSwYcMG3L17FyKRSPirjnOD3iwXFxfY2NhARUUF2dnZACqvyYIFC7Bp0yZ4e3vD0NAQUVFRePLkibCco6MjJkyYgIyMDEyfPh3du3dHcHAw9PT0AHAO59/WkJEYe3u4qeT9U7PPpmfPntHPP/9M169fF6alp6eToaGh1NAYfn5+pKurS9988w1lZ2dTSkoKmZub09KlS+tt31n92bBhA6mqqpKNjQ1ZWFiQtra2MIr8y1TV9mzbtk1qWA32dlXd09HR0aStrU3btm2jjRs3kpaWFnXr1o2Sk5OJqLIWSCQSUXR0dK2aufz8fKGfNyJuEvunOBhq5Lip5P0nkUgoJiaGPD09hWkJCQm0YcMG6tKlC1lZWdGDBw+Ez4KJiQktWbJEKHv//n3q1KkTycjI0IcffkgGBgbk6enJP3iNXF1NWDdv3iQbGxvatGmTMM3W1pa6dOnyypciuOmr4Y0cOZKaN29OHTp0oMjISCorKyOiP6+Nu7s7OTo6Ch1j1lRRUcHX8V/g9o1GhLippMm4evUqxowZg8LCQohEIty7dw83btyAn58fVFVVMXv2bKE/GDk5OXh6emLr1q0AACcnJ9y7d0/oG6ht27aYNWsW9PX1MXToUCQmJmLr1q1QUFDgV2wbqYqKCqEJq7y8XJj+ww8/QEVFBb6+vsjMzMSwYcOQmZkJb29vdOzY8aXrq9mkwp+L+lN17pctWwZVVVX4+PjAy8sL8vLyICLhWqxfvx6JiYmIjY2ts8lTVlaWmzD/BQ6GGhGRSCT1pSUSiVBaWoqtW7fixo0bwvRmzZrhxYsXQj9Btra2GDx4MNasWYPQ0FDcuXMH58+fx8WLF9GvX79a2wAq+6nhXKCGk56ejosXL+Lbb78FUBngZGdnIyIiAjNmzEBycjJat24NLS0t7NmzBzY2NvD390dsbCyKiopQVFQEWVlZ4fMyY8YMqKio4OjRo0JwW15ezte4karqAfyLL77A4sWLhftfXV0dKioqmD9/Pnr06AFlZWVcuHABc+fOhby8fK311OxRfPbs2UhLS+PPRT2SlZWFRCKBsbExxo4di/379yMxMREAhA4XKyoqoKuri19//RUTJkzgoOdtaMhqKfb6uKmkaai6fsXFxbRgwQIyMzOj69evU3JyMk2aNIlsbW1p4cKFQvnq+QGLFy+mvn37krGxMXXo0IGePXtGRCRUt+/Zs4e0tLRqjVfEGp+dO3dS27ZtqUePHrRp0yYhjy88PJw0NDTI2NhYyDchqnzDbO7cuULXGWVlZVJNKhs2bKCOHTuSqakppaen1+/BvIfEYnGd4wG+qjwR0dOnT8nY2JhmzpxJDx48EJbjN/rePg7/32HcVNK0ULWqbyUlJfTp0wf6+voIDg6GjY0NfvjhB9jb2yM+Ph4nTpyotcyXX36JGTNmoE2bNigrK8PNmzcBQKgR8PDwQOfOnfH8+XO+5o0E/X/InOoePnyIb7/9FrNmzcK5c+fg6+sLExMTAJXX2NTUFMbGxjAyMhKW2bp1K44ePSr0RCwvLw+RSCT0KL506VIsWbIEaWlpMDU1rb8DfA/UvD5EJNSs37hxA7GxscJ3eF3lgcqaeLFYDGVlZQQEBGDHjh2Ii4sDAH6jr740YCDG/sKuXbvIyMiIAgMDiajyTSFNTU2SkZERplW5e/cuzZ8/n1RUVOjw4cP00UcfCbVIVTUDRETdu3cnb29v4amj+jxWv86dOyc84VV/0jty5AjZ2trSqFGjyNDQkFq3bk1xcXFERJSUlERubm7k7e0t9eRZffnMzEySlZWlCxcuCPOqkum5c8zGo+bbg1UOHz5MxsbGlJiYSGVlZXTs2DGKjY2l3bt3U3l5OR09epR69epFampqNHbsWLKzs6M2bdrQ5s2bhXU8e/aM3NzcqHXr1jR//nzuUfxfqlkLVF5eTjNnziQFBQWhX7djx4699vpcXV2leoBnb59cQwdjrDb6f2J0//79ceHCBezZswcTJkzA06dPMXDgQFy9elXqyUAikUBLSwvLly9HixYtEBQUhHv37qG4uBilpaVo0aIFysvLIS8vj4ULF2LGjBnYtWsX/P3968wjYG/f9evXMXDgQHz00Uf47rvvhGT13377DR9//DHGjh0LDw8PJCQkIDw8HMHBwXB1dYWdnR1cXFywf/9+/Pjjj5g4cSIuX74MeXl5dO7cGWKxGEZGRujSpQt+++03dO/eXcg7AMDjiDUCVWPBVV2z4OBgVFRUwNLSEgMHDoSFhQUUFBTwySef4OnTpzA2NsaVK1cgLy+Pn3/+Gbt374aNjQ02btyIwsJCmJqaIjExUcgVo//XNllZWSE0NBRmZmYNebiN3uHDhxEZGYnVq1dDXV0dhw8fRnp6OoqKinD27FnIyMjA398foaGhUFdXR9euXSGRSOrMy6q69rGxsZy3Vd8aOBhjNdRsHz5w4AANHjyYJk+eLEwLCAig3r170/Hjx4mo9hPknj17yM7OjtTV1YUxqapzdXWlVatWcX8UDeCXX34hosrcgKCgIFJXV5ca9iAsLIy0tbWFfB8iorVr15KZmRmFh4cTUeUwCePHjycdHR0aMmQIiUQi2rZtm1D+0qVLpKenJ3TfzxqnnJwcsra2JlNTU3JwcCCRSEQ//vgjEVX2CxYSEkL79u2jhIQEys/Pp/DwcDI2NqarV6/Wub7y8nLONXkL4uLiyMLCgsLDw+nJkyekr69P6urqFBQUJFWmd+/eNG/evJeuRywW1/ou/6e9ibO/j4OhBsZNJe+/qusSFRVF3bt3FwKda9euUZ8+fcjDw4OIKr8Mly9fTi4uLlRQUCAsf+fOHRo0aBBZWVkJfUBlZGRQWFgYzZw5k/744w+hbEFBATk4OAgDPbLGp6ioiPr160dff/01LViwQJi2YMECUlNTe2mnp/PmzaMPP/ywznkcBL09EomEpk2bRk5OTvTgwQPaunUrtWrVipYtWyZVbtasWeTo6EixsbFEJN20Vj3oyczMpJUrV9bPzjMBB0MNKDMzkzQ0NGjGjBlE9GcNT1JSEuno6ND8+fPp7NmzFBwcTDo6OuTm5iYsu3z5curTp4+QB3Dp0iXhibBqPd26deM3h94Rly9fpvXr10tNKy8vp6ioKGrZsiUdOXKEiCoH09XW1pbqQZqIyN/fn0QiEc2ZM6fO9Vd9mVZUVNC9e/fewhGwt+FlT/4uLi4kEokoNDRUarqenh75+fkJAfXevXtp//795OrqShoaGrRnz563vs+sths3blDv3r3piy++ILFYTP3796cRI0YIg6gSVQ6G6+bmRj4+PlRUVERE0jmb5eXlNG3aNFJRUSE/Pz968eJFvR9HU8bBUAPgppL3W13Nj3PnziVFRUUiIpo6dSrt2LGDiIiys7Np9OjRZGFhIZQ1Njam8ePHCwMuVlRUkK+vLzk4OFCfPn1q9QTOzZ2NT82amlOnTlFGRobw43jlyhVSUFCgsLAwIvrzGu/evZvk5OTo5MmTRES0cOFCsrKyosmTJ3NNYANbtmwZ9ezZky5fvkxxcXHUtWvXWjU8ixcvpq5du9Z62FmzZg1paGiQo6MjnT59uj53m/0fB0P1hJtKmrYdO3ZQly5daPfu3TR+/HjS1dUV5sXGxpKmpiaFhIQQUWWemJmZGVlbW1N4eDh5e3uTs7MznTp1igOf90xMTAzp6emRpaUltWvXjvz8/IRhc/z9/UlPT09487OKq6srWVtbU1lZGRUWFlJeXp4wj3NMGs7jx4/Jzc2NJk6cSEREkyZNInd3dzp37pxQprCwUKq2KCUlhfT09MjIyIgiIyP5/m5AHAzVI24qaRoOHDhAzs7OUk94v//+OxkYGNCaNWvoypUrpKamJuQUPHr0iAICAqhdu3ZUUlJCRJU1Bb6+vtSrVy9ydnaWGoz1Za9cs8bl/Pnz1K1bN1q6dCmVlZVRUlISubq6kqWlJRFVfi7U1NSkOtkkIrpw4QIZGRlJjVElkUj4h/QdsH37drK2tqb9+/dTZmYmdenShaZNm1ZnFybPnj2j8PBwWrhwoTA+JGs4HAy9JdxU0jTUdd4///xzEolEZG5uThkZGULw4uDgICS4Ll68mJSUlIRavuTkZDIzMxPyx6pUHzSXr3Hj9LLamiVLltAHH3wglPnkk09IWVmZpk2bRsXFxUREtHr1alJVVRV6heZE6HdbWVkZeXp60sCBA6m0tJT++9//0oYNG15Znr0bOBiqR9xU8n6q+rGr+m9sbCyNHTuWbG1tyc/PT0hqXb9+PbVq1YoKCgroyZMnZGxsTN7e3kREVFJSQiEhISQSiSgjI6PWNrg2qHGqHrxs3ryZ1qxZQ0SVnxUfHx9auXIlrVu3jtTV1cnR0ZGSkpJqLaulpUXDhw+vFQhxk9i76dSpU2RiYsKdJjYyHAy9JdxU0jScOXOGOnToQGfPnhWmJSYmkre3N+3YsYMWLVpE9vb2lJaWRqmpqWRmZia8Afjzzz9Ts2bNKCUlhYgqexgPCwuj0tJSrgF4jyQkJJCxsTEZGRnRp59+KjRhz5s3j0QiERkZGVFUVJRwzUtLS2nLli1CVxpnz54V8ojYu08ikdDNmzdrTWPvNg6G3gBuKmm6cnJyyN3dnYyNjYX+Q4iIrK2thfwwf39/srS0pHPnzlHXrl1p0aJFJBaLqbCwkOzt7cnU1LShdp+9YTUfUrKysqhnz54UEBBAEolEqo+vvLw8UlVVrdUR3549e8jd3Z32798v9SPKP6iND1+zxoODoTeEm0qaroqKCurVqxfZ29sL1/m7774jc3NzoUz//v1p4cKFZGxsLPQXJZFIKCUlhaKjo6XWx1+gjU/Ne/Phw4dEVPkqvKqqqnBNr127Rrdv36ZLly4REQlNZE5OTrRy5UoaMWIEKSsr09KlS+v3ABhr4njwkzcgKSkJurq6SE5OFsb/UVRUhJycHAICAtC+fXusWrUKV69eha2tLbS0tPDrr7+iVatWWLRoEbZt24bz589DUVER/fv3R2hoKHR0dGqNblw1VhF7t8jKymLt2rXQ0tLClClTcPPmTdjb20NXV1cYeXrVqlUQi8W4e/cujh49KowvZ21tjSFDhkitj0ekfvdlZGRI/bvq3oyIiIClpSWWLl0KAOjZsydKS0sxbtw4ODs7Y+7cubCzs4OzszPWrVuHqVOnIioqCvr6+jh37hyaN2+OtLQ0LFiwAEDdI5wzxt48EfHd9q/l5uZi0qRJyMrKwurVq9GvXz8AQI8ePeDn5wc/Pz9MmzYNSUlJ2LhxI3x8fDBixAh8+eWXKC4uxqBBg/Do0SOkp6c38JGwf+P27dvw8vICAPj4+ODYsWMYNmwYRo0aBQDIz8/H3Llz8fjxY0RFRUFJSakhd5f9TRKJBCKRCFOmTEF5eTnCwsLQsmVLAMDDhw8xbtw4pKWl4csvv4SOjg6cnJygqKiIQ4cOYcuWLbCwsECnTp3g6OiIzz//HOnp6UhISICioiIA4Pnz58JAumKxGDIyMhwYM1ZPOBh6Q8RiMRwcHCArK4vPPvsMHh4eWL16NTZs2IDff/8dADBgwADY2Nhg+/bt0NXVxZEjR0BEuHDhAnJycqRqCOj/I9ezxuXhw4dwd3eHnp4ekpOTMXnyZCxatAgVFRWQk5N76WjV7N1V8168desWdHR0hFpgANi+fTvCwsJw4MABtG7d+i/XuXjxYly+fBm7du2qdZ/zZ4Sx+sd33BvCTSVMIpFAQ0MDq1atQqtWrZCTk4OQkBC8ePFC+OGs+pETi8UNuavsb6i6F4ODg/HJJ5+gffv2kJOTwy+//IJTp04BqKz1u3jxIpo1a4bo6GisXbsWM2bMwNdff43i4mIAQGpqKlJSUjB58mSsXr0aY8aMqfM+50CIsfon99dF2OuytLTEihUr4OXlhQkTJsDHxweqqqp48uQJAKBz58747LPPkJeXh8ePH0NXV7dhd5i9UVU/Ys7OztDW1satW7fQq1cvKCgo1Kpd4PyvxuXHH3/E/PnzYW5ujoMHD6JXr16YO3cuRowYARsbG7i6uqJ79+7Q0NCAsbExDA0NAQCbNm2CrKwsJk2ahF9//VXIDzp9+jRMTEwa+KgYY1W4mewt4KYSBgDl5eWQl5dv6N1gf4NYLJYKVKvu1ZMnT8LZ2RkDBgxAy5YtsWXLFnz33XfYtWsXAgMDMWTIEOTn5+PatWvo1KkTJBIJOnbsiI8++gglJSWIiYnBjRs3UFxcDEtLS2FbnBfE2LuBf5HfMG4qYVXk5eVBRJBIJA29K+w1ycrK4vnz57h69SqAP5vITExM0L9/f6irq+Pu3buIjIzEtGnT0Lx5c+zevRv37t2Dmpoa+vTpg3bt2qFjx474/fffcefOHQwbNgwAYGhoKBUIycrKciDE2DuCg6E3rHpTSWBgIBwcHDB16lShqaQ6bip5/4lEIq4FbEQOHjyItm3bwt3dHYmJiUKwUlRUBCKCr68vOnXqhO3bt6OoqAj/+c9/kJqaiv379wMAsrOzsXHjRnh5eaF3794wNTXF+PHja22H733G3i38Lf0WGRgY4OjRo1ixYgUATopm7F2nqKiIdu3a4cWLF5gzZw7Cw8MhFothZGSEvLw8pKWlISAgAEVFRVi3bh1Gjx4NIyMjHDx4ENevX0fLli3x+PFjiEQiJCYmIiIios4HIcbYu4VzhuoBVfb0zTUEjL3jiAjTp0/H/fv3oampiby8PCgoKGDr1q0IDg7GnTt3sHr1asyePRtnzpxBeHg4JBIJxo0bh+HDhyMoKAilpaVo0aIFAAhNpHzvM/Zu4zu0HnBTCWONg0gkwqefforCwkI0b94cYWFhSE1NxWeffYa4uDihdtfb2xtKSkpYs2YNevTogSFDhsDCwgIApAIhGRkZvvcZawT4LmWMsWqMjIzg4uKCxMREFBQUIDo6GoqKioiPj8euXbtQXl6Obt26wdHREUlJSbh48SK++eYbjB07Vmo9HAQx1nhwMxljjNXw5MkTjBkzBu3atUNERATk5OTw1VdfwdbWVhhup7CwEI8ePYKBgQGAP8cR49xAxhofDoYYY6wOO3bswMqVKzF16lRMmjTppf2D8dA5jDV+XI/LGGN18PDwgKGhIXbv3o2cnBzIyMjU2WcUB0KMNX4cDDHGWB3k5eUxbdo03L59G2fPngXAeUCMva+4mYwxxl6CiJCVlQV9ff2G3hXG2FvEwRBjjL0Gzg1i7P3Fdb6MMfYaOBBi7P3FwRBjjDHGmjQOhhhjjDHWpHEwxBhjjLEmjYMhxhhjjDVpHAwxxhhjrEnjYIgxVq/09PQQGhra0LvRpDk7O+PTTz9t6N1g7J3BwRBjjdiDBw8wZcoU6OjoQEFBAe3atYO7uzuSkpIaetewZcsWqKqq1pp+7tw5+Pn5/at1X7x4EWPGjEH79u2hoKAAXV1dDB48GDExMXgXuk4TiUQQiUT47bffpKa/ePECampqEIlEOHHixGuv72Xn8q+cOHECIpEIT548kZq+Z88efPXVV397fYy9r+QaegcYY//cyJEjUV5ejsjISOjr6+P+/fuIj49HQUFBQ+/aS2loaPyr5X/99VeMHj0arq6uiIyMhIGBAfLz83H58mUEBgbCwcHhHwUOb5q2tjY2b94MOzs7YdrevXuhrKzc4NenTZs2Dbp9xt45xBhrlB4/fkwA6MSJE68s98cff9DQoUNJSUmJVFRUaNSoUZSXlyfMX7RoEVlYWFBERARpa2uTkpISTZ06lSoqKigoKIg0NTVJQ0ODvv76a6n1rly5kszNzUlRUZE6duxI/v7+9PTpUyIiOn78OAGQ+lu0aBEREenq6lJISIjUcUyePJnatm1LCgoK1KVLF4qJianzWIqLi0lNTY08PDxeerwSiUT4/7S0NBowYAApKSlR27ZtycvLix4+fCjMd3JyohkzZtCcOXOodevWpKmpKexnlSdPntDkyZNJQ0ODVFRUqG/fvpSamvrKcw6AAgMDqWXLlvTs2TNhupubGy1cuJAA0PHjx6XO1ePHj4VyFy9eJACUlZX1ynMZFRVF1tbWpKysTJqamuTp6Un3798nIqKsrKxay02YMEE47pkzZwrbKygooPHjx5Oqqiq1aNGC+vfvT5mZmcL8zZs3U6tWrejw4cNkampKSkpK5O7uTjk5Oa88D4w1FtxMxlgjpaysDGVlZezbtw8vXryoswwRYfjw4SgoKEBCQgLi4uJw8+ZNjBkzRqrczZs3cejQIRw+fBi//PILfvjhBwwaNAh3795FQkICgoKCEBgYKNXsIyMjg++++w5XrlxBZGQkjh07hrlz5wIAevfujdDQULRs2RK5ubnIzc3F7Nmza+2fRCLBgAEDcObMGfz000+4evUqVqxYAVlZ2TqP58iRI8jPzxe2U5eqnqJzc3Ph5OQES0tLpKSk4PDhw7h//z5Gjx4tVT4yMhJKSko4e/YsgoODsWTJEsTFxQnnb9CgQcjLy8PBgwdx/vx5WFlZ4YMPPvjL2h1ra2t06tQJu3fvBgDcuXMHJ0+exPjx41+5XE2vOpdlZWX46quvcOnSJezbtw9ZWVmYOHEigMqaqaptZ2RkIDc3F2FhYXVuY+LEiUhJSUF0dDSSkpJARBg4cCDKy8uFMs+ePcO3336LqKgonDx5EtnZ2XVeU8YapQYOxhhj/8KuXbuodevW1Lx5c+rduzd9/vnndOnSJWH+kSNHSFZWlrKzs4VpaWlpBICSk5OJqLJmSFFRkYqKioQy7u7upKenR2KxWJhmYmJCy5cvf+m+7Nixg9TU1IR/V9Um1FS9Zig2NpZkZGQoIyPjtY53xYoVBIAKCgqEacnJyaSkpCT8VdUqLVy4kPr16ye1/J07dwiAsD0nJyeyt7eXKmNjY0Pz5s0jIqL4+Hhq2bIlPX/+XKqMgYEBrV+//qX7CYD27t1LoaGh1LdvXyIiWrx4MXl4eAg1eq9bM0T08nNZU3JyMgGoVUNXfd1Vx11VM5SZmUkA6PTp08L8R48eUYsWLWjHjh3C9gHQjRs3hDJr1qwhTU3Nv9wnxhoDrhlirBEbOXIkcnJyEB0dDXd3d5w4cQJWVlbYsmULACA9PR3a2trQ1tYWljEzM4OqqirS09OFaXp6elBRURH+rampCTMzM8jIyEhNe/DggfDv48ePw83NDVpaWlBRUYG3tzfy8/NRUlLy2vufmpqKjh07wtjY+J8cPgCgW7duSE1NRWpqKkpKSlBRUQEAOH/+PI4fPy7UoCkrK8PU1BRAZU1Y9eWra9++vXCc58+fR3FxMdTU1KTWk5WVJbWOl/Hy8kJSUhJu3bqFLVu2wMfH5x8fZ10uXryIYcOGQVdXFyoqKnB2dgYAZGdnv/Y60tPTIScnB1tbW2GampoaTExMpD4jioqKMDAwEP5d/Twx1thxAjVjjVzz5s3h5uYGNzc3fPnll/j444+xaNEiTJw48aUjrdecLi8vLzVfJBLVOU0ikQAA/vjjDwwcOBBTp07FV199hTZt2uDUqVPw9fWValr5Ky1atPg7hwojIyMAlc0+VYnJCgoKMDQ0rFVWIpFgyJAhCAoKqjWvffv2wv+/6jglEgnat29f55tfr5OkraamhsGDB8PX1xfPnz/HgAED8PTpU6kyVQEnVXsL7nXOYUlJCfr164d+/frhp59+goaGBrKzs+Hu7o6ysrK/XL4KveTtu9f5jLxsWcYaG64ZYuw9Y2ZmJtTOmJmZITs7G3fu3BHmX716FYWFhejcufM/3kZKSgoqKiqwcuVK2NnZwdjYGDk5OVJlmjVrBrFY/Mr1dOvWDXfv3kVmZuZrbbdfv35o06ZNnQFOTVZWVkhLS4Oenh4MDQ2l/pSUlF5re1ZWVsjLy4OcnFytdairq7/WOnx8fHDixAl4e3vXmQtV9XZdbm6uMC01NVWqTF3n8tq1a3j06BFWrFgBBwcHmJqa1qqpadasGQC88jqYmZmhoqICZ8+eFabl5+cjMzPzX31GGGtMOBhirJHKz8+Hi4sLfvrpJ1y+fBlZWVnYuXMngoODMWzYMACAq6srunXrhnHjxuHChQtITk6Gt7c3nJyc0KNHj3+8bQMDA1RUVGD16tW4desWoqKi8P3330uV0dPTQ3FxMeLj4/Ho0SM8e/as1nqcnJzg6OiIkSNHIi4uDllZWUIid12UlZWxadMmHDhwAIMGDUJsbCxu3bqFy5cvIzg4GACEgOM///kPCgoK4OnpieTkZNy6dQtHjhyBj4/PXwZpVVxdXdGrVy8MHz4csbGxuH37Ns6cOYPAwECkpKS81jr69++Phw8fYsmSJXXONzQ0hLa2Nv773/8iMzMTBw4cwMqVK6XK1HUudXR00KxZM+EaREdH1+o7SFdXFyKRCPv378fDhw9RXFxca/tGRkYYNmwYJk+ejFOnTuHSpUvw8vKClpaW8Dli7H3HwRBjjZSysjJsbW0REhICR0dHmJubY+HChZg8eTLCw8MBVDZl7Nu3D61bt4ajoyNcXV2hr6+P7du3/6ttW1paYtWqVQgKCoK5uTl+/vlnLF++XKpM7969MXXqVIwZMwYaGhpCsFLT7t27YWNjA09PT5iZmWHu3LmvDFY8PDxw5swZKCoqwtvbGyYmJnBxccGxY8ewbds2DB48GADQoUMHnD59GmKxGO7u7jA3N8fMmTPRqlUrqVyoVxGJRDh48CAcHR3h4+MDY2NjfPTRR7h9+zY0NTVfex3q6upCLU1N8vLy+OWXX3Dt2jVYWFggKCgIX3/9tVSZus6lhoYGtmzZgp07d8LMzAwrVqzAt99+K7WclpYWFi9ejPnz50NTUxPTp0+vcx82b94Ma2trDB48GL169QIR4eDBg7Waxhh7X4mIG30ZY4wx1oRxzRBjjDHGmjQOhhhjjDHWpHEwxBhjjLEmjYMhxhhjjDVpHAwxxhhjrEnjYIgxxhhjTRoHQ4wxxhhr0jgYYowxxliTxsEQY4wxxpo0DoYYY4wx1qRxMMQYY4yxJo2DIcYYY4w1af8Dnvi+Ka7VyIAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "boxplot2 = sns.boxplot(data=omics_mutations2, x=gene2 + \"_Mutation\",y=gene2 + \"_proteomics\", \n", " order=[\"Wildtype_Normal\",\"Wildtype_Tumor\",\"Missense_Mutation\",\"In_Frame_Del\"])\n", "boxplot2.set_title(\"CTNNB1 gene mutation protein abundance\")\n", "boxplot2 = sns.stripplot(data=omics_mutations2, x=gene2 + \"_Mutation\",y=gene2 + \"_proteomics\",jitter=True, \n", " color=\".3\", order=[\"Wildtype_Normal\",\"Wildtype_Tumor\",\"Missense_Mutation\",\"In_Frame_Del\"])\n", "boxplot2.set(xlabel=\"Somatic Gene Mutation\",ylabel=\"Proteomics\")\n", "boxplot2.set_xticklabels(boxplot2.get_xticklabels(),rotation=30)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 6: Repeat with Ovarian data\n", "\n", "Let's go through the same process, this time using the Ovarian dataset. Note that function calls are consistent between cancer types." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " \r" ] }, { "name": "stderr", "output_type": "stream", "text": [ "cptac warning: In joining the somatic_mutation table, no mutations were found for the following samples, so they were filled with Wildtype_Tumor or Wildtype_Normal: 26 samples for the TP53 gene (, line 7)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cptac.download(\"ovarian\")\n", "ov = cptac.Ovarian()\n", "\n", "somatic_mutations = ov.get_somatic_mutation()\n", "\n", "gene = \"TP53\"\n", "ovarian_omics_mutations = ov.join_omics_to_mutations(omics_df_name=\"proteomics\", mutations_genes=gene, \n", " omics_genes=gene, mutations_filter=[])\n", "ovarian_omics_mutations = ut.reduce_multiindex(df=ovarian_omics_mutations, levels_to_drop=\"Database_ID\")\n", "\n", "plt.figure(figsize=(11.7, 8.27))\n", "\n", "boxplot = sns.boxplot(data=ovarian_omics_mutations, x=gene + \"_Mutation\", y=gene + \"_proteomics\", \n", " order=[\"Wildtype_Normal\",\"Wildtype_Tumor\",\"Missense_Mutation\",\"Nonsense_Mutation\",\n", " \"Frame_Shift_Ins\",\"Frame_Shift_Del\",\"Splice_Site\"])\n", "boxplot.set_title(\"TP53 gene mutation protein abundance\")\n", "boxplot = sns.stripplot(data=ovarian_omics_mutations, x=gene + \"_Mutation\", y=gene + \"_proteomics\",jitter=True, \n", " color=\".3\",order=[\"Wildtype_Normal\",\"Wildtype_Tumor\",\"Missense_Mutation\",\n", " \"Nonsense_Mutation\",\"Frame_Shift_Ins\",\"Frame_Shift_Del\",\"Splice_Site\"])\n", "boxplot.set(xlabel=\"Somatic Gene Mutation\", ylabel=\"Proteomics\")\n", "boxplot.set_xticklabels(boxplot.get_xticklabels(),rotation=30)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 4 }