{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a5bd3090",
   "metadata": {},
   "source": [
    "# Performing deDANSy on an RNA-sequencing dataset (Shimpi & Tan et al. 2021)\n",
    "\n",
    "Note: This come directly from the supplementary file provided with the publication. This is based on a RNA-sequencing dataset which requires converting between ENSEMBL gene IDs to UniProt IDs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "93937489",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "from pybiomart import Dataset\n",
    "\n",
    "import dansy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "62a6977a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# First need to import and create an ID conversion dataframe\n",
    "bm_dataset = Dataset(host = 'http://useast.ensembl.org', name='hsapiens_gene_ensembl',)\n",
    "gene_ID_conv = bm_dataset.query(attributes=['ensembl_gene_id','external_gene_name','uniprotswissprot'])\n",
    "\n",
    "# Importing the proteome reference file\n",
    "ref = dansy.import_proteome_files()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "42da93e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now importing the data of interest\n",
    "input_dir = './'\n",
    "filename = 'Shimpi_Tan_RNA_seq_Results.csv'\n",
    "data = pd.read_csv(input_dir+filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "dfca9da7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting to fetch n-grams.\n",
      "Finished getting all n-grams\n",
      "Starting to generate adjacency\n",
      "Finished building adjacency.\n",
      "Building the reference network information.\n"
     ]
    }
   ],
   "source": [
    "# Now building the deDANSy object\n",
    "my_dedansy = dansy.DEdansy(uniprot_ref = ref, \n",
    "                           dataset=data,\n",
    "                            id_conv=gene_ID_conv,\n",
    "                            conv_cols = 'Gene stable ID',\n",
    "                            data_ids = 'ensembl_gene_id')\n",
    "\n",
    "# And now creating the metadata for designating differentially expressed genes\n",
    "my_dedansy.create_contrast_metadata(comparisons = ['HAS2_v_Control','HAS3_v_Control'],\n",
    "                                    fc_cols = ['log2FoldChange_HAS2','log2FoldChange_HAS3'],\n",
    "                                    pval_cols = ['padj_HAS2','padj_HAS3'],\n",
    "                                    fcs = 1,\n",
    "                                    alphas = 0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c4429509",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The deDANSy object now has several built-in functions that allow for quick visualization of the n-gram network colored by whether n-grams are associated with up- or down-regulated genes.\n",
    "\n",
    "# Setting up the DEG condition\n",
    "my_dedansy.calc_DEG_ngrams('HAS2_v_Control')\n",
    "\n",
    "# Now establishing the layout of the network and then visualizing\n",
    "pos = nx.spring_layout(my_dedansy.G, k = 0.04, seed = 123)\n",
    "my_dedansy.plot_DEG_ns(pos=pos)\n",
    "plt.gcf().set_size_inches(1,1)\n",
    "plt.gcf().set_dpi(300)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4fa86846",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# If you only want to focus on the largest connected component:\n",
    "my_dedansy.plot_DEG_ns(pos=pos, large_cc_mode=True)\n",
    "plt.gcf().set_size_inches(1,1)\n",
    "plt.gcf().set_dpi(300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fae372b6",
   "metadata": {},
   "source": [
    "While visualizing the network provides an initial assessment of how distinct n-grams from each condition are, to get a more quantitative value we can calculate the separation and distinction scores from the actual deDANSy algorithm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f941bdf0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2025-10-08 17:08:42:.....Starting deDANSy scoring analysis with random seed: 123\n",
      "2025-10-08 17:08:53:.....Done with enrichment-based pruning for HAS2_v_Control\n",
      "2025-10-08 17:09:09:.....Done with enrichment-based pruning for HAS3_v_Control\n",
      "2025-10-08 17:09:09:.....Starting the false positive rate procedure.\n",
      "2025-10-08 17:09:57:.....Finished FPR procedure for HAS2_v_Control.\n",
      "2025-10-08 17:10:58:.....Finished FPR procedure for HAS3_v_Control.\n",
      "2025-10-08 17:10:58:.....Preparing the FPR results for export\n"
     ]
    }
   ],
   "source": [
    "# The algorithm can be run on multiple conditions in one round\n",
    "my_dedansy.calculate_scores(comps = ['HAS2_v_Control', 'HAS3_v_Control'],\n",
    "                            num_ss_trials=20, # Lower than recommended to save time (Default value of 100 is recommended)\n",
    "                            fpr_trials=5, # Lower than recommended to save time (Default value of 50 is recommended)\n",
    "                            min_pval=-10,\n",
    "                            processes=8,\n",
    "                            seed=123, # For reproducibility but can be omitted\n",
    "                            verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bd6a474e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can then display each of the scores as a bubble plot\n",
    "axs = my_dedansy.plot_scores(aspect=5) # The aspect parameter changes the aspect ratio which can make the graph a bit more aesthetically pleasing.\n",
    "plt.gcf().set_dpi(100)\n",
    "plt.gcf().set_size_inches(4.5,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d87fe104",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
       "columns": [
        {
         "name": "Comparison",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "Comparison",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "Separation_Score",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Separation_Category",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "Separation_p",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Separation_FPR",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Distinction_Score",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Distinction_Category",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "Distinction_p",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Distinction_FPR",
         "rawType": "float64",
         "type": "float"
        }
       ],
       "ref": "d63e76ab-7295-4b72-b022-a00856f857c9",
       "rows": [
        [
         "HAS2_v_Control",
         "HAS2_v_Control",
         "0.882057759791689",
         "Less",
         "0.010581211443165647",
         "0.4",
         "0.4134329313123381",
         "Stably Distinct",
         "0.6948910198677665",
         "1.0"
        ],
        [
         "HAS3_v_Control",
         "HAS3_v_Control",
         "3.8247581839885627",
         "Less",
         "6.795615128173357e-08",
         "0.0",
         "0.3443192903128538",
         "Unstable/Overlapping",
         "0.23932370336933684",
         "0.2"
        ]
       ],
       "shape": {
        "columns": 9,
        "rows": 2
       }
      },
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Comparison</th>\n",
       "      <th>Separation_Score</th>\n",
       "      <th>Separation_Category</th>\n",
       "      <th>Separation_p</th>\n",
       "      <th>Separation_FPR</th>\n",
       "      <th>Distinction_Score</th>\n",
       "      <th>Distinction_Category</th>\n",
       "      <th>Distinction_p</th>\n",
       "      <th>Distinction_FPR</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comparison</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>HAS2_v_Control</th>\n",
       "      <td>HAS2_v_Control</td>\n",
       "      <td>0.882058</td>\n",
       "      <td>Less</td>\n",
       "      <td>1.058121e-02</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.413433</td>\n",
       "      <td>Stably Distinct</td>\n",
       "      <td>0.694891</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HAS3_v_Control</th>\n",
       "      <td>HAS3_v_Control</td>\n",
       "      <td>3.824758</td>\n",
       "      <td>Less</td>\n",
       "      <td>6.795615e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.344319</td>\n",
       "      <td>Unstable/Overlapping</td>\n",
       "      <td>0.239324</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Comparison  Separation_Score Separation_Category  \\\n",
       "Comparison                                                             \n",
       "HAS2_v_Control  HAS2_v_Control          0.882058                Less   \n",
       "HAS3_v_Control  HAS3_v_Control          3.824758                Less   \n",
       "\n",
       "                Separation_p  Separation_FPR  Distinction_Score  \\\n",
       "Comparison                                                        \n",
       "HAS2_v_Control  1.058121e-02             0.4           0.413433   \n",
       "HAS3_v_Control  6.795615e-08             0.0           0.344319   \n",
       "\n",
       "                Distinction_Category  Distinction_p  Distinction_FPR  \n",
       "Comparison                                                            \n",
       "HAS2_v_Control       Stably Distinct       0.694891              1.0  \n",
       "HAS3_v_Control  Unstable/Overlapping       0.239324              0.2  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A more in-depth table of the results can be displayed or saved using the scores parameter, which includes both the Mann-Whitney U significance test and the FPR results.\n",
    "my_dedansy.scores"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a32bd51b",
   "metadata": {},
   "source": [
    "## Running additional comparisons after scores have been generated\n",
    "\n",
    "Sometimes, you may want to add in additional comparisons, which are either additional biological comparisons not explored, or to be more restrictive in what is designated as a differentially expressed gene/protein. You can add in additional comparisons after scores have been calculated and then run a second time with new comparisons to allow additional analysis to be conducted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c3bdd35b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2025-10-08 17:10:59:.....Starting deDANSy scoring analysis with random seed: 123\n",
      "2025-10-08 17:11:08:.....Done with enrichment-based pruning for HAS2_restrictive\n",
      "2025-10-08 17:11:21:.....Done with enrichment-based pruning for HAS3_restrictive\n",
      "2025-10-08 17:11:21:.....Starting the false positive rate procedure.\n",
      "2025-10-08 17:12:05:.....Finished FPR procedure for HAS2_restrictive.\n",
      "2025-10-08 17:13:01:.....Finished FPR procedure for HAS3_restrictive.\n",
      "2025-10-08 17:13:01:.....Preparing the FPR results for export\n"
     ]
    }
   ],
   "source": [
    "my_dedansy.create_contrast_metadata(comparisons = ['HAS2_restrictive', 'HAS3_restrictive'],\n",
    "                                    fc_cols = ['log2FoldChange_HAS2','log2FoldChange_HAS3'],\n",
    "                                    pval_cols = ['padj_HAS2','padj_HAS3'],\n",
    "                                    fcs = 1,\n",
    "                                    alphas = 0.001)\n",
    "my_dedansy.calculate_scores(comps = ['HAS2_restrictive', 'HAS3_restrictive'],\n",
    "                            num_ss_trials=20, # Lower than recommended to save time (Default value of 100 is recommended)\n",
    "                            fpr_trials=5, # Lower than recommended to save time (Default value of 50 is recommended)\n",
    "                            min_pval=-10,\n",
    "                            processes=8,\n",
    "                            seed=123, # For reproducibility but can be omitted\n",
    "                            verbose=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "12869c57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IGGOvX79mzs7OrEWLFkxcXJx17NiRbdiwQWCCVvHExQ0bNpRqFwDm7e1dxidf5Ny5c+zXX39lnTp1YoqKikxMTIypqamxIUOGsBs3bpRKf/r0aWZtbc1kZWWZjIwM69SpE/v9998F0pw4cYKZmpoyKSkpJisry3r37s3+/fdfgTTFExeLJ6Z+KygoiJmamjJZWVkmLS3N2rVrx9zc3NidO3fKPR5Sed/e3TBnzhzuTgVra2uWkZHB5s2bx6ysrFjXrl1ZcHAwY4wxFxcXrn8Upys5IfHMmTNcv9uzZw8zMTFhtra27OLFi+zly5fM0tKSjRkzRmDi5IULF5iJiQkzMTFhQUFBjLGif8ePHz9mjDE2b948gX+PjDE2efJkZmpqyqysrJi7uzsrKChg2dnZbMSIEaxXr17M3t6+UmXz+Xz2f//3f8zGxobZ2NiwPXv2sMjISNazZ09mZmbGRo8eXa1JkeTHQSsu/mDc3d1x9OhRZGZmNnRTCCGENHI0J4EQQgghQlGQQAghhBCh6HIDIYQQQoSikQRCCCGECEVBAiGEEEKEoiCBEEIIIULRYkqkFD6fj4SEBMjLy5e5eMyPiDGGjIwMqKurl7tCHvkxNdV+D1DfJ2WjIIGUkpCQAE1NzYZuRoN5+/ZtuQ9zIj+mpt7vAer7pDQKEkgp8vLyAIq+MBQUFBq4NfUnPT0dmpqa3PGTpqWp9nuA+j4pGwUJTcCyZctw4sSJMp/w+K3ioVYFBYVG82X5/v17bN+0A7ev34GIiAgGDPsFbr+6VutLr6kNNZMijbHf1zbq++RbNb745O7uXurBKAAQEREBHo9X6rHBHTt2hISEBN6/f18qT1xcHEaPHg11dXVISUlBQ0MDAwcOxPPnz7k0Tk5OaNOmDaSkpKCmpgZXV1fuyWb14f79+xg+fDhUVVUhJSWFDh06YOLEiQJtrA08Hg8nTpyo1TJ/VCdP/IORfcZA6Y425qivx0zVVfhwJAt25n0RExPT0M0jhJBGq15nqFy7dg05OTkYPnw49u3bJ7AvLy8PdnZ2SE9Px7FjxxATE4PQ0FAYGhoiLS2NS2dra4vDhw8jJiYGf/31F16+fIlhw4bVS/vDwsJgZmaG3NxcBAcH4+nTpzhw4AAUFRW5p6bVp/z8/Hqv83vz7t07bFi4EQsN/PCTigl4PB7ERcRhre4IT+1VGD9yEvh8fkM3kxBCGqV6DRICAwPh7OwMV1dXBAUFCTz+NDo6GnFxcdi+fTvMzMygpaUFS0tLrF69mnv2OVD0GOHi/RYWFpg/fz5u3rxZ4Q8mn8+HhoYGduzYIbD93r174PF4iIuLKzd/dnY2xo0bh379+uHkyZPo06cPtLW1YWpqCh8fH+zcuZNLGxkZCRMTE0hKSkJNTQ3z589HQUEBt9/GxgYzZ86El5cXmjdvjlatWmHZsmXc/rZt2wIABg8eDB6Px71ftmwZfvrpJwQFBUFHRweSkpJgjOHNmzcYOHAg5OTkoKCggBEjRuDjx4/lHs+Pwt93Gwa1coO4iHipfS2kVWAgaYwzp882QMsIqR+vX7+Gvb09rKyscPHixYZuDvnB1NuchIyMDBw5cgRRUVHQ09NDVlYWIiIiYGtrCwBQUVGBiIgIjh49Ck9PT4iKilZY5pcvXxAcHAwLCwuIi5f+kShJREQEo0aNQnBwMKZMmcJtDwkJgbm5OXR0dMrNf+7cOSQnJ8PLy0vofiUlJQBF18b79esHd3d37N+/H8+ePcPEiRMhJSUlEAj88ccfmD17NqKionDjxg24u7vD0tISdnZ2uH37Nlq2bIm9e/eib9++Ap/FixcvcPjwYfz111/c9kGDBkFWVhaRkZEoKCiAh4cHRo4ciYiIiHKPqVhubi5yc3O59+np6QCKRnfy8vK47WVdrxS2snd51zarkr6itI/vP8FM9ZFgvML/v1MwbbeWFrh68RrsHewqLLvksZIfX2Pu9yUtW7YMbm5uUFFRwbp169CrV68ql02jkqQstRIkhIWFQU5OTmBbYWGhwPtDhw5BV1cXBgYGAIBRo0YhMDCQCxJat26NLVu2wMvLC8uXL4exsTFsbW3h4uJS6gd83rx58Pf3R3Z2NszMzBAWFlapdrq4uMDPzw+vX7+GlpYW+Hw+Dh06hIULF1aYNzY2FgCgp6dXbrrt27dDU1MT/v7+4PF40NPTQ0JCAubNm4elS5dy9yB37twZ3t7eAABdXV34+/vj4sWLsLOzg4qKCoCiwKNVq1YC5efl5eHAgQNcmvDwcDx69Ajx8fHc7VsHDhyAgYEBbt++LTAKU5a1a9di+fLlFab7HvFEeChkhRDjCe/K+fy8CgPIqoiJicGuXbvA5/Npklcjd/36dURFRTV0M2pMQUEBnz59goSERK329W9t27YNsbGxtI5CI8cYg4iICCZNmoSOHTtWmL5WggRbW1sEBAQIbIuKisKYMWO494GBgQLvx4wZAysrK6SmpnJn4dOmTYObmxsuX76MqKgoHDlyBGvWrMHJkydhZ/e/M8G5c+di/PjxeP36NZYvXw43NzeEhYVV+KXdtWtX6Onp4eDBg5g/fz4iIyORlJSEESNGVHiMlX0O1tOnT2Fubi7QFktLS2RmZuLdu3do06YNgKIgoSQ1NTUkJSVVWL6WlhYXIBTXp6mpKXB/d6dOnaCkpISnT59WKkhYsGABZs+ezb0vvh1KQkICEhISFeZvSLYO1ogKu4qean2E7r/+8QJmLZtSqS/Pio41JiYGW7Zswdq1a5vs7PcfSW5uLgICAtC2bVv8/PPPjarfl7Ry5UrMnTsX169fx+bNm6vV9or+fYSHh0NcXBybNm2qZivJ9yQ9PR0LFizAzJkzKwwUaiUklJWVRfv27QVerVu35vZHR0cjKioKXl5eEBMTg5iYGMzMzPD161ccPHhQoCx5eXk4OTlh9erVePjwIXr16oVVq1YJpFFWVkaHDh1gZ2eHQ4cO4fTp07h582al2uri4oKQkBAARZcaHBwcoKysXGG+Dh06AACePXtWbjrGWKlgpTjAKLn923+UPB6vUhPsZGVlK6yvvO3CSEpKcrd9Nbbbv8ZP/hXnvxxFau6XUvuepzxBqlxSpQKlyti1axcFCD8QSUlJTJs2DZGRkY2u35ekoKCAnTt34siRI9DV1a2TOk6fPo1x48bVSdmk/ikoKGDt2rXYtWtXhWnrZdwoMDAQVlZWePjwIR48eMC9vLy8EBgYWGa+4uH6rKysMtMU/wCXvLZYHmdnZzx+/Bh3797F0aNH4eLiUql89vb2UFZWxvr164XuL77Vs1OnTrh+/brAyMP169chLy8vEDhVRFxcvNQlG2E6deqEN2/e4O3bt9y26OhopKWlQV9fv9L1NVZKSkrYdSgAfnELceLNAbxOf4nYlGj8EbcF/+Tux5/H/qi1uvh8fqP9ISHC1eXw/I+GPqsfi4KCQqVOTOs8SMjPz8eBAwcwevRoGBoaCrwmTJiAu3fvcsHDwIEDcfToUURHR+PFixcIDAxEUFAQBg4cCAC4desW/P398eDBA7x+/RqXL1+Gs7Mz2rVrB3Nz80q1R1tbGxYWFhg/fjwKCgq4sisiKyuLPXv24NSpU3BycsKFCxfw6tUr3LlzB15eXtxkSA8PD7x9+xYzZszAs2fP8Pfff8Pb2xuzZ8+u0rW8tm3b4uLFi0hMTERKSkqZ6fr06YPOnTvDxcUF9+7dw61bt+Dm5gZra2sYGxtXur7GzMjICFfvR6D3XFP8pxWJV/r3MN3/V5yJDEPz5s1rrR6ag/Bjor9rxegz+jFV5u9a50HClStX8PnzZwwePLjUPl1dXRgZGSEwMBAaGhpo27Ytli9fDlNTU3Tr1g2bN2/G8uXLsWjRIgCAtLQ0jh07ht69e6Njx4749ddfYWhoiMjISEhKSla6TS4uLnj48CGGDBkCaWnpSucbOHAgrl+/DnFxcTg7O0NPTw+jR49GWload0mkdevWOH36NG7duoUuXbpgypQpGD9+PBYvXlzpegDA19cX4eHh0NTURNeuXctMV7zoUrNmzWBlZYU+ffpAR0cHoaGhVaqvsRMTE8OQoUOwaacf1m9ZBzMzM/piI4SQGuKxys7II01Geno6FBUVkZaW1qSG1ys67tmzZ8PPz68BWkbqUvHftan2e4D6flNVmb8r3ctCSAOpjfjc3d0dPB6v1OvFixcC+8TFxaGjo4M5c+YIzPEpmUZMTAxt2rTB1KlTy73EVRPbt2+HtrY2pKSk0L17d1y9erXGeZYtW1bq+L+9dZh8P6jfN65+/0MFCVOmTIGcnJzQV8kFlIQJDg4uM2/x2g6E1FRGRgYWzlkMS0Mr/NzZAZaGVlg4ZzEyMjKqXWbfvn3x4cMHgZe2trbAvri4OKxatQrbt2/HnDlzhOZ/9eoV9uzZg3/++QceHh7Vbk9Zk6FCQ0Ph6emJRYsW4f79++jVqxccHR3x5s2bMsuqbB4DAwOB43/8+HG1209qX0ZGBmbNm4OOxkboYN4ZHY2NMGveHOr3Zfie+v0P9RTIFStWlOoIxSoaPnRycoKpqanQfTSrl9SGjIwM9P/ZCX1lRsJbfxt4PB4YY7h751/0/9kJYZdOVuuplZKSkmWeQZTc5+zsjMuXL+PEiRMC65qUTKOhoYGRI0eWerZKebKysnDx4kWcOXMGZ86cwdGjR4VOmvXz88P48eMxYcIEAMCmTZtw7tw5BAQEYO3atULLrmweMTExGj34TmVkZMDK4WdkGMhCZmQnrt//E3sXEQ4/48q5S9Tvq5mnPvr9DzWS0LJly1LrNRS/WrZsWW5eeXn5MvNqaWnV0xGQH9na5b+jr8xIGKv25CZV8ng8GLfsCQeZEVi3QvjttbVJWlq63CV44+LicPbs2QoD46dPn8LPzw92dnZo3rw5pk+fjsLCQmzatAlGRkal0ufl5eHu3buwt7cX2G5vb4/r168LraMqeWJjY6Gurg5tbW2MGjWqwmexkPqzdNVyZBjIQrZjK4F+L9tBFRkGcvBevaLO20D9vvp+qCCBkO9Z5Nkr6N7SUug+45Y9EXH2SrXKLV4Wvfg1fPhwoelu3bqFkJAQ9O7dW2h+aWlptGvXDtHR0Zg3b57QMo4cOYK2bduic+fO3IPO7ty5gzdv3mDXrl0YNGiQ0DuNkpOTUVhYCFVVVYHtqqqqSExMFFpXZfOYmppi//79OHfuHHbv3o3ExERYWFjg8+fPQssl9ev0xXOQ6aAqdJ9Mh5Y4fbF6D2Cjfl8//f6HutxAyPeKMQYJnlSZt2XyeDxIQLJKK2UW+3ZZ9JKrchZ/ERYUFCA/Px8DBw7E1q1bhebPzs7Gnj178Pz5c8yYMUNoXWJiYpCUlASfz0dOTg5ycnLw9etX8Pn8Sq0DImw10oqOt6I8jo6O3P8bGRnB3Nwc7dq14x6iRhoOYwx8sbLvx+fxeCgUrdoKscWo39dPv6eRBELqAY/HQx7LKXNmN2MMeSynWms7fLssupqaGrfP1tYWDx48QExMDHJycnDs2LFSl96K83fu3BlbtmxBbm5umQ/8Gjx4MGJiYhAbGwtXV1fcvn0btra2aNWqFVxdXRESEoKvX7+WyqesrAxRUdFSZ09JSUmlzphqkqf4eIyMjLiHspGGw+PxIFJQ9h0NjDGIFFRvsSbq96U/j7ro9xQkEFJPrPta4e6nf4Xuu5N0DTaO1rVeZ/EXoZaWVqUn4Hp7e8PHxwcJCQllptHR0cG0adMQFhaGL1++4MCBA2jRogWWL1+O6OjoUuklJCTQvXt3hIeHC2wPDw+HhYWF0DqqkwcoWqL96dOnAj8apOH06+2A7FjhD6/Lfp6EX/r0rfU6qd/XHrrcQEg9WeA9D/1/dgL7yGDcsic3y/tO0jWcyz6MsKUnG7qJAAAbGxsYGBhgzZo18Pf3F9iXnJyM5OTkUnm0tLQwZcoUTJkypcyJvrNnz4arqyuMjY1hbm6OXbt24c2bN9ztyf7+/jh+/DguXrxY6TwAMGfOHAwYMABt2rRBUlISVq1ahfT0dIwdO7Y2Pg5SQysWeyPC4WdksKI5CMX9Pvt5EuSfZGL5uaUN3UQA1O/LQkECIfVEXl4eYZdOYt2K9Vh+djokIIk85MKmrxXCllbv9se6Mnv2bIwbNw7z5s0TeAy5v79/mUOyxW7fvi30VrCRI0fi8+fPWLFiBT58+ABDQ0OcPn2a+3JNTk7Gy5cvq5QHAN69e4fRo0cjOTkZKioqMDMzw82bN+mupO+EvLw8rpy7BO/VK3D68FkUigKihYBT775Yfm4p9fvvvN/TssyklKa6PG19L01bnclapPbRssz12/ep338/aFlmQr5j9EVJmiLq940LBQmEEEIIEYqCBEIIIYQIRUECIYQQQoSiIIEQQgghQlGQQAghhBChKEgghBBCiFAUJBBCCCFEKAoSCCGEECIUBQmENBBa7JQ0RdTvGxcKEgipRxkZGVi4cCEsLS3Ru3dvWFpaYuHChcjIyKhyWe7u7uDxeKVeL168KLVfXFwcOjo6mDNnDrKysgAAr169EsinqKgIMzMz/PPPP7V6zMKkpKTA1dUVioqKUFRUhKurK1JTU8vNwxjDsmXLoK6uDmlpadjY2ODJkycCaWxsbEp9HqNGjarDIyGVQf2+SGPs9xQkEFJPMjIy0L9/fygpKWH16tXw9vbG6tWr0axZM/Tv379aX5h9+/bFhw8fBF7a2tql9sfFxWHVqlXYvn075syZI1DGhQsX8OHDB0RFRcHExARDhw7Ff//9V269b968qXJbS3J2dsaDBw9w9uxZnD17Fg8ePICrq2u5edavXw8/Pz/4+/vj9u3baNWqFezs7Ep9bhMnThT4PHbu3FmjtpKaoX7/P42x31OQQEg9Wbt2LX755ReYmppy69fzeDyYmJjgl19+wbp166pcpqSkJFq1aiXwEhUVLbVfU1MTzs7OcHFxwYkTJwTKaNGiBVq1agU9PT2sXr0a+fn5uHz5crn1Wltbw8zMDAEBAUhJSalSm58+fYqzZ89iz549MDc3h7m5OXbv3o2wsDDExMQIzcMYw6ZNm7Bo0SIMGTIEhoaG+OOPP5CdnY2QkBCBtDIyMgKfh6KiYpXaR2oX9fsijbXfU5BASD2JjIyEiYmJ0H0mJiaIjIys8zZIS0sjPz9f6L78/Hzs3r0bACAuLl5uOVeuXIGTkxO2bNkCNTU1jBgxAqdOnUJBQUGFbbhx4wYUFRVhamrKbTMzM4OioiKuX78uNE98fDwSExNhb2/PbZOUlIS1tXWpPMHBwVBWVoaBgQHmzJlTrTNVUnuo3xdprP2eggRC6gFjDJKSkmU+AY/H40FCQqLKk7rCwsIgJyfHvYYPH15m2lu3biEkJAS9e/cW2G5hYQE5OTlISUnht99+Q9u2bTFixIhy69XU1MTChQvx9OlTXL16FaqqqnB3d4empibmzJlT7rBtYmIiWrZsWWp7y5YtkZiYWGYeAFBVVRXYrqqqKpDHxcUFBw8eREREBJYsWYK//voLQ4YMKfdYSN2hfv8/jbXfi9VKKYSQcvF4POTm5oIxJvQLkzGG3NzcKj9G19bWFgEBAdx7WVlZgf3FX6YFBQXIz8/HwIEDsXXrVoE0oaGh0NPTw/Pnz+Hp6YkdO3agefPmlW5Djx490KNHD/j6+mLBggXw8/PDhQsX8ODBgzLzlPUZVHT83+7/Ns/EiRO5/zc0NISuri6MjY1x7949dOvWrZJHRGoL9XtBjbHfU5BASD2xtrbG7du3hQ693rp1CzY2NlUuU1ZWFu3bty9zf/GXqbi4ONTV1YUOp2pqakJXVxe6urqQk5PD0KFDER0dLfSsR5iYmBgcOHAAf/75J9LS0jBx4kSMHz++zPStWrXCx48fS23/9OlTqTOmknmAojMrNTU1bntSUlKZeQCgW7duEBcXR2xsLAUJDYT6fZHG2u/pcgMh9WTBggUICwtDVFQUN7zKGENUVBROnTqF+fPn13qdxV+mWlpaFV5vBYq+0A0NDbF69epy0yUnJ8Pf3x+mpqYwMDDA3bt3sW7dOm5WdVnXoAHA3NwcaWlpuHXrFrctKioKaWlpsLCwEJpHW1sbrVq1Qnh4OLctLy8PkZGRZeYBgCdPniA/P1/gC5bUL+r3RRprv6eRBELqiby8PMLCwrBu3TosXrwYEhISyMvLg7W1NcLCwiAvL9/QTQQA/Pbbbxg+fDi8vLzQunVroWlMTU0hJSWFsWPH4sSJE1X6MtLX10ffvn0xceJE7jatSZMmoX///ujYsSOXTk9PD2vXrsXgwYPB4/Hg6emJNWvWcGd/a9asgYyMDJydnQEAL1++RHBwMPr16wdlZWVER0fjt99+Q9euXWFpaVmDT4TUBPX7Io2131OQQEg9kpeX585WKnMtsiH0798fbdu2xerVq7F9+3ahaU6dOgU9Pb1q1xEcHIyZM2dys7adnJzg7+8vkCYmJgZpaWncey8vL3z9+hUeHh5ISUmBqakpzp8/z/3ISEhI4OLFi9i8eTMyMzOhqamJX375Bd7e3gK3x5H6R/2+SGPs9zxGa2SSb6Snp0NRURFpaWlQUFBo6ObUm4qOe/bs2fDz82uAlpG6VPx3bar9HqC+31RV5u9KcxIIIYQQIhQFCYQQQggRioIEQgghhAhFQUIdatu2LTZt2tTgZTQV7969w/79B3A49DAtxUsIIbWgSkGCu7s7Bg0aVGp7REQEeDxeqUdeduzYERISEnj//n2pPHFxcRg9ejTU1dUhJSUFDQ0NDBw4EM+fP+fSODk5oU2bNpCSkoKamhpcXV2RkJBQlSbXquJHjJa3olZJt2/fxqRJkyqVdt++fVBSUqpRGU0Vn8/HtAkzMOGXaXgW8AFRG5/C0XQAdm7b1dBNI4SQRq3ORhKuXbuGnJwcDB8+HPv27RPYl5eXBzs7O6Snp+PYsWOIiYlBaGgoDA0NBW79sLW1xeHDhxETE4O//voLL1++xLBhw6rVHsZYpR7CURvy8vIAACoqKpCRkalRWbVRxo9u3Yr1kIxugd86roatZj/0bTMUSwy2IGxnOCIj6v7hMYQQ8qOqsyAhMDAQzs7OcHV1RVBQkMADPKKjoxEXF4ft27fDzMwMWlpasLS0xOrVq9GjRw8u3axZs7j9FhYWmD9/Pm7evFnm07xKKh7dOHfuHIyNjSEpKYmrV6+CMYb169dDR0cH0tLS6NKlC44ePcrlS0lJgYuLC1RUVCAtLQ1dXV3s3bsXALjnlXft2hU8Ho9bTrR4hGXt2rVQV1dHhw4dAJS+VJCamopJkyZBVVUVUlJSMDQ0RFhYGCIiIjBu3DikpaWBx+OBx+Nh2bJlpcoYPXo0Ro0aJXCc+fn5UFZW5tpY0fH9aPh8PsKOnkbf1kMFtovwROCi5YEt6/zLyEnIjyEnJwejR4+Gvb09Xr161dDNIT+YOllMKSMjA0eOHEFUVBT09PSQlZWFiIgI2NraAig6OxYREcHRo0fh6elZqQUfvnz5guDgYFhYWFRqmc1iXl5e8PHxgY6ODpSUlLB48WIcO3YMAQEB0NXVxZUrVzBmzBioqKjA2toaS5YsQXR0NM6cOQNlZWW8ePECX79+BVC0zriJiQkuXLgAAwMDSEhIcPVcvHgRCgoKCA8PF/pEMz6fD0dHR2RkZODPP/9Eu3btEB0dDVFRUVhYWGDTpk1YunQp91xxOTm5UmW4uLhgxIgRyMzM5PafO3cOWVlZGDq06EeyouMTJjc3F7m5udz79PR0AEUjIsWjIoDwh5MAEHq85S2WUpX0FaVNS0tDS7lWgAQfDABKFNNcojm+vsopM6j8tuySx0p+fMX9Pjc3F+np6Y2q35d09epVKCsro2fPnti7dy8WLVpU5bIrc+JFmqYqBwnFT9cqqbCwUOD9oUOHoKurCwMDAwDAqFGjEBgYyAUJrVu3xpYtW+Dl5YXly5fD2NgYtra2cHFxgY6OjkBZ8+bNg7+/P7Kzs2FmZoawsLAqtXfFihWws7MDAGRlZcHPzw+XLl2Cubk5AEBHRwfXrl3Dzp07YW1tjTdv3qBr164wNjYGUHQmX0xFRQUA0KJFC+7BG8VkZWWxZ88egcChpAsXLuDWrVt4+vQpN9JQ8lgVFRXB4/FKlVuSg4MDZGVlcfz4cbi6ugIAQkJCMGDAACgoKFTq+IRZu3Ytli9fXma93zNZWVmk56cK3ZeVnwEJGeF/D0JK9vuyVthrDLp27QpfX188fvwYGzZsaOjmkB9MlYOEbx/RCRQ9pGLMmDHc+8DAQIH3Y8aMgZWVFVJTU7nJedOmTYObmxsuX76MqKgoHDlyBGvWrMHJkye5H3UAmDt3LsaPH4/Xr19j+fLlcHNzQ1hYWKWX9Sz+sQeKLnPk5OQIlA8UnTl07doVADB16lQMHToU9+7dg729PQYNGlTugzSKGRkZlRkgAMCDBw+goaHBBQjVIS4ujuHDhyM4OBiurq7IysrC33//jZCQkEofnzALFizA7Nmzuffp6enQ1NSEhIREucf0PRAXF0dnE0PceXodPVr2Eth3Ii4ErvOcKz3y9L0fK6ldxf1+wYIFWLt2baPq9yUpKyvj7NmzNSqjKqOzpGmpcpAg7BGd79694/4/OjoaUVFRuH37NubNm8dtLywsxMGDBzF16lRum7y8PJycnODk5IRVq1bBwcEBq1atEviRU1ZWhrKyMjp06AB9fX1oamri5s2b3JlyZdpbjM/nAyhaf/vbB3hISkoCABwdHfH69WucOnUKFy5cQO/evTFt2jT4+PhUuh5hpKWlK9Xeiri4uMDa2hpJSUkIDw+HlJQUHB0dAVTu+ISRlJQsd//3bq3fagzvPwrP4h/BVNEGOYXZuPwlDPpW7TBk2JCGbl6dSkpKwpIlS3DmzBl8/PgRzZo1Q5cuXbBs2bJK/xtpqor7vaSkZJNbhrmxo35ff2p9TkJgYCCsrKywbds2ge0HDhxAYGCgQJBQEo/Hg56eHq5fv15m2cXX0kpeP6+KTp06QVJSEm/evClz6B0ouqzg7u4Od3d39OrVC3PnzoWPjw93dvHt5ZXK6Ny5M969e4fnz58LHU2QkJCoVLkWFhbQ1NREaGgozpw5g+HDh3Ptquzx/WikpaXxz4UTuHbtGk4dOwNpGWlsdF8HXV3dhm5anRs6dCjy8/Pxxx9/QEdHBx8/fsTFixfx5cuXOqkvLy+vUZ1lkx8T9ft6xKpg7NixbODAgaW2X758mQFgSUlJTEVFhQUEBJRK8/z5cwaAPXjwgN2/f585OTmxI0eOsCdPnrDY2Fi2Z88eJisry1asWMEYYywqKopt3bqV3b9/n7169YpdunSJ9ezZk7Vr147l5ORU2NbiNqWkpAhsX7RoEWvRogXbt28fe/HiBbt37x7z9/dn+/btY4wxtmTJEnbixAkWGxvL/vvvP9a/f39mYmLCGGMsPz+fSUtLs1WrVrHExESWmppa7ueipaXFNm7cyL23sbFhhoaG7Pz58ywuLo6dPn2anTlzhjHG2L///ssAsAsXLrBPnz6xrKwsoWUwxtjChQtZp06dmJiYGLt69WqVjq8y0tLSGACWlpZW6Tw/goqOe9asWfXcovKlpKQwACwiIqLcNBMnTmQtW7ZkkpKSzMDAgP3zzz/c/qNHj7JOnToxCQkJpqWlxXx8fATya2lpsZUrV7KxY8cyBQUF5ubmxhgr6q+9evViUlJSTENDg82YMYNlZmbWzYHWseK/a1Pt94w1rr5P/b72VObvWqtBwtGjR5mIiAhLTEwUmt/IyIjNmDGDffr0ic2cOZMZGhoyOTk5Ji8vz4yMjJiPjw8rLCxkjDH26NEjZmtry5o3b84kJSVZ27Zt2ZQpU9i7d+8q1dayggQ+n882b97MOnbsyMTFxZmKigpzcHBgkZGRjDHGVq5cyfT19Zm0tDRr3rw5GzhwIIuLi+Py7969m2lqajIRERFmbW1d7ufy7Q/858+f2bhx41iLFi2YlJQUMzQ0ZGFhYdz+KVOmsBYtWjAAzNvbW2gZjDH25MkTBoBpaWkxPp9fpeOrjKb6ZdmYvigZKwpa5eTkmKenp9DAubCwkJmZmTEDAwN2/vx59vLlS/bPP/+w06dPM8YYu3PnDhMREWErVqxgMTExbO/evUxaWprt3buXK0NLS4spKCiwDRs2sNjYWBYbG8sePXrE5OTk2MaNG9nz58/Zv//+y7p27crc3d3r69BrFQUJjavvU7+vPbUeJJCmoal+WTamL8piR48eZc2aNWNSUlLMwsKCLViwgD18+JAxxti5c+eYiIgIi4mJEZrX2dmZ2dnZCWybO3cu69SpE/deS0uLDRo0SCCNq6srmzRpksC2q1evMhEREfb169faOKx6RUFC4+v71O9rR2X+rvTsBkIasaFDhyIhIQEnT56Eg4MDIiIi0K1bN+zbt6/CO2qePn0KS0tLgW2WlpaIjY0VmB9T8g4hALh79y727dsHOTk57uXg4AA+n4/4+PjaP0hCvkH9vv402iBhypQpAn+skq8pU6Y0dPMIqTdSUlKws7PD0qVLcf36dbi7u8Pb27vCO2oYY6VuJWZCFtr59s4dPp+PyZMn48GDB9zr4cOHiI2NRbt27Wp+QIRUAvX7+lEnKy7WhxUrVmDOnDlC99HtTKQp69SpE06cOFHhHTWdOnXCtWvXBLZdv34dHTp0KHcV1G7duuHJkyelboUmpCFRv68bjTZIaNmyJVq2bNnQzSCkwXz+/BnDhw/Hr7/+is6dO0NeXh537tzB+vXrMXDgQFhbW8PKygpDhw6Fn58f2rdvj2fPnoHH46Fv37747bff0KNHD6xcuRIjR47EjRs34O/vX+Hqg/PmzYOZmRmmTZuGiRMnQlZWFk+fPkV4eDi2bt1aT0dPmirq9/WsjudFkEaoqU7gamyTt3Jyctj8+fNZt27dmKKiIpORkWEdO3ZkixcvZtnZ2Yyxiu+oKb4VTFxcnLVp04Zt2LBBoA5hd9cwxtitW7eYnZ0dk5OTY7Kysqxz585s9erVdXq8dYUmLjauvk/9vvZU5u/KY0zIxRjSpKWnp0NRURFpaWlN6tJNRcc9e/Zs+Pn5NUDLSF0q/rs21X4PUN9vqirzd220ExcJIYQQUrcoSCCEEEKIUBQkEEIIIUQoChIIIYQQIhQFCYQQQggRioIEQgghhAhFQQIhhBBChKIggRBCCCFCUZBACCGEEKEoSCCEEEKIUBQkENLIbd++Hdra2pCSkkL37t1x9erVctNHRkaie/fukJKSgo6ODnbs2FFPLSWk9lC/rx8UJBDSiIWGhsLT0xOLFi3C/fv30atXLzg6OuLNmzdC08fHx6Nfv37o1asX7t+/j4ULF2LmzJn466+/6rnlhFQf9fv6Q0ECIY2Yn58fxo8fjwkTJkBfXx+bNm2CpqYmAgIChKbfsWMH2rRpg02bNkFfXx8TJkzAr7/+Ch8fn3puOSHVR/2+/lCQQEgDSEhIwOzZs5GQkFDtMvLy8nD37l3Y29sLbLe3t8f169eF5rlx40ap9A4ODrhz5w7y8/Or3RZCKoP6feNDQQIhDcDHxwf79u2r0ZlMcnIyCgsLoaqqKrBdVVUViYmJQvMkJiYKTV9QUIDk5ORqt4WQyqB+3/iINXQDCGmK5syZI/DfmuDxeALvGWOltlWUXth2Qmob9fvGh4IEQhqAuro6/Pz8alSGsrIyREVFS509JSUllTprKtaqVSuh6cXExNCiRYsatYeQilC/b3zocgMhjZSEhAS6d++O8PBwge3h4eGwsLAQmsfc3LxU+vPnz8PY2Bji4uJ11lZCagv1+/pFQQIhjdjs2bOxZ88eBAUF4enTp5g1axbevHmDKVOmAAAWLFgANzc3Lv2UKVPw+vVrzJ49G0+fPkVQUBACAwNrZfiXkPpC/b7+0OUGQhqxkSNH4vPnz1ixYgU+fPgAQ0NDnD59GlpaWgCADx8+CNw7rq2tjdOnT2PWrFnYtm0b1NXVsWXLFgwdOrShDoGQKqN+X38oSCCkkfPw8ICHh4fQffv27Su1zdraGvfu3avjVhFSt6jf1w+63EAIIYQQoShIIIQQQohQFCQQQgghRCgKEgghhBAiFAUJhBBCCBGKggRCCCGECEVBAiGEEEKEoiChCVi2bBl++umnhm4GIYSQRqbGQYK7uzsGDRpUantERAR4PB5SU1MFtnfs2BESEhJ4//59qTxxcXEYPXo01NXVISUlBQ0NDQwcOBDPnz8HALx69Qrjx4+HtrY2pKWl0a5dO3h7eyMvL6+mh1Fp9+/fx/Dhw6GqqgopKSl06NABEydO5NpYW3g8Hk6cOFGrZRJCCCFVUa8jCdeuXUNOTg6GDx9eakWsvLw82NnZIT09HceOHUNMTAxCQ0NhaGiItLQ0AMCzZ8/A5/Oxc+dOPHnyBBs3bsSOHTuwcOHCeml/WFgYzMzMkJubi+DgYDx9+hQHDhyAoqIilixZUi9tKCk/P7/e6/ye5eXl4ebNm3j06BH3GFhCCCHVV69BQmBgIJydneHq6oqgoCCBL/Lo6GjExcVh+/btMDMzg5aWFiwtLbF69Wr06NEDANC3b1/s3bsX9vb20NHRgZOTE+bMmYNjx45VWDefz4eGhgZ27NghsP3evXvg8XiIi4srN392djbGjRuHfv364eTJk+jTpw+0tbVhamoKHx8f7Ny5k0sbGRkJExMTSEpKQk1NDfPnz0dBQQG338bGBjNnzoSXlxeaN2+OVq1aYdmyZdz+tm3bAgAGDx4MHo/HvS++bBAUFAQdHR1ISkqCMYY3b95g4MCBkJOTg4KCAkaMGIGPHz9W+Jn8SNLS0mBvb489e/ZgzZo1GDt2bJMIFK5cuYIBAwZAXV290qNPubm5WLRoEbS0tCApKYl27dohKCio7hv7A/v48SMmTpyICRMmlHokMakb27dvh7a2NqSkpNC9e3dcvXq1Uvn+/fdfiImJ0SXYSqq3ZzdkZGTgyJEjiIqKgp6eHrKyshAREQFbW1sAgIqKCkRERHD06FF4enpCVFS0UuWmpaWhefPmFaYTERHBqFGjEBwczD0pDABCQkJgbm4OHR2dcvOfO3cOycnJ8PLyErpfSUkJAPD+/Xv069cP7u7u2L9/P549e4aJEydCSkpKIBD4448/MHv2bERFReHGjRtwd3eHpaUl7OzscPv2bbRs2RJ79+5F3759BT6LFy9e4PDhw/jrr7+47YMGDYKsrCwiIyNRUFAADw8PjBw5EhERERV+LkDRj0Zubi73Pj09HUDRmXnJSzk8Hk9ofmE/xmWlrWr6yqb19fWFk5MTunbtCgA4fPgwzp07h59//rnSZdfXZatPnz5h/fr1iIqKgqmpKby8vKCiolKtsrKystClSxeMGzeu0g+rKQ4iAwMD0b59eyQlJQkEsU1Fcb/Pzc1Fenp6jfr91KlT0a9fP/B4PEyZMgVHjhwpN31Vyq4obW2U3dhGJUNDQ+Hp6Ynt27fD0tISO3fuhKOjI6Kjo9GmTZsy86WlpcHNzQ29e/ducidS1VUrQUJYWBjk5OQEthUWFgq8P3ToEHR1dWFgYAAAGDVqFAIDA7kgoXXr1tiyZQu8vLywfPlyGBsbw9bWFi4uLmX+gL98+RJbt26Fr69vpdrp4uICPz8/vH79GlpaWuDz+Th06FClLlfExsYCAPT09MpNt337dmhqasLf3x88Hg96enpISEjAvHnzsHTpUoiIFA3edO7cGd7e3gAAXV1d+Pv74+LFi7Czs+N+MJSUlNCqVSuB8vPy8nDgwAEuTXh4OB49eoT4+HhoamoCAA4cOAADAwPcvn2bG4Upz9q1a7F8+fIK033PkpOT0alTJ+69qqoqkpOTG7BFwn369AlWVlZgjEFGRgb//PMPwsLCcPXqVSgrK1e5PEdHRzg6OlY6/dmzZxEZGYm4uDguuC4eqWpqSvb77du316iszMxM6OjogMfjISsrqzaa90OKj4/H1atX0atXL2hra1e7HD8/P4wfPx4TJkwAAGzatAnnzp1DQEAA1q5dW2a+yZMnw9nZGaKiojTnq5Jq5XKDra0tHjx4IPDas2ePQJrAwECMGTOGez9mzBgcO3ZMYGLjtGnTkJiYiD///BPm5uY4cuQIDAwMEB4eXqrOhIQE9O3bF8OHD+c6SkW6du0KPT09HDx4EEDRZYGkpCSMGDGiwryVHbp++vQpzM3NBaJ4S0tLZGZm4t27d9y2zp07C+RTU1NDUlJSheVraWkJnHU+ffoUmpqaXIAAAJ06dYKSkhKePn1aqTYvWLAAaWlp3Ovt27cAAAkJCYGXuLi40Ne36cpLW9X0lU07aNAg/Pnnn8jPz0dKSgrCw8NhY2NT5bLr2vr168EYg5ycHERERCAnJwfGGH7//fc6rxsATp48CWNjY6xfvx6tW7dGhw4dMGfOHHz9+rVe6v+eFPd7Dw+PGvf7oUOHYuXKlVixYgWGDBlSb/2+Nsuua/Hx8ejTpw+WL1+OPn36ID4+vlrl5OXl4e7du7C3txfYbm9vj+vXr5eZb+/evXj58iV3ckYqp1ZGEmRlZdG+fXuBbSV/EKOjoxEVFYXbt29j3rx53PbCwkIcPHgQU6dO5bbJy8vDyckJTk5OWLVqFRwcHLBq1SrY2dlxaRISEmBrawtzc3Ps2rWrSm11cXFBSEgI5s+fj5CQEDg4OFTqDK5Dhw4AiiZPmpubl5mOMVZqmK84wCi5/dt/lDweD3w+v8J2yMrKVlhfeduFkZSUhKSkZKXSfq/s7e2RlZWFTZs2QVJSEjt27ICGhkZDN6uUqKgoyMjICGyTkZHBrVu36qX+uLg4XLt2DVJSUjh+/DiSk5Ph4eGBL1++NLl5CcX9XlJSEgoKCjUqa/LkyRg2bBgYY9UaEWoKiucMNGvWDCkpKbh69Wq1RhOSk5NRWFgIVVVVge2qqqplzgeJjY3F/PnzcfXqVYiJ1dtV9h9CvUxcDAwMhJWVFR4+fCgw2uDl5YXAwMAy8xUP15ccvnv//j1sbGzQrVs37N27lxu+ryxnZ2c8fvwYd+/exdGjR+Hi4lKpfPb29lBWVsb69euF7i8eEenUqROuX78uMPJw/fp1yMvLo3Xr1pVup7i4eKlLNsJ06tQJb9684c6CgKKgLC0tDfr6+pWu70cwePBgnD59GsePH4eRkVFDN0coU1NTZGdnC2zLzs6GiYlJvdTP5/PB4/EQHBwMExMT9OvXD35+fti3b1+THE2oTS1atKAAoRy9evUCAKSkpAi8ry5hJ2PCTowKCwvh7OyM5cuXcyd7pPLqPEjIz8/HgQMHMHr0aBgaGgq8JkyYgLt373LBw8CBA3H06FFER0fjxYsXCAwMRFBQEAYOHAigaATBxsYGmpqa8PHxwadPn5CYmFil2cTa2tqwsLDA+PHjUVBQwJVdEVlZWezZswenTp2Ck5MTLly4gFevXuHOnTvw8vLiJkN6eHjg7du3mDFjBp49e4a///4b3t7emD17dpUCmrZt2+LixYtITEzk/lEJ06dPH3Tu3BkuLi64d+8ebt26BTc3N1hbW8PY2LjS9ZH64eXlBR6Ph8zMTPD5fGRmZoLH4wmMsNUlNTU1tG7dGoqKitw2fX19MMYERv8IqW3a2tq4cOECvL29ceHChWrPSVBWVoaoqGip7/2kpKRSowtA0aT5O3fuYPr06RATE4OYmBhWrFiBhw8fQkxMDJcuXapWO5qKOg8Srly5gs+fP2Pw4MGl9unq6sLIyAiBgYHQ0NBA27ZtsXz5cpiamqJbt27YvHkzli9fjkWLFgEAzp8/jxcvXuDSpUvQ0NCAmpoa96oKFxcXPHz4EEOGDIG0tHSl8w0cOBDXr1+HuLg4nJ2doaenh9GjRyMtLQ2rVq0CUDQB8/Tp07h16xa6dOmCKVOmYPz48Vi8eHGV2ujr64vw8HBoampyM/aFKb7trVmzZrCyskKfPn2go6OD0NDQKtVH6oeKigquXr2KAQMGQF5eHgMGDKj2pMXqsLS0REJCAjIzM7ltz58/h4iIyHd5eYb8WLS1teHm5lajSYsSEhLo3r17qblq4eHhsLCwKJVeQUEBjx8/FhjFnjJlCjp27IgHDx7A1NS02m1pEhgh30hLS2MAWFpaWkM3pV5VdNyzZs2q5xZVLCMjg92/f5/dv3+fAWB+fn7s/v377PXr14wxxubPn89cXV0F0mtoaLBhw4axJ0+esMjISKarq8smTJjQUIfQ4Ir/rk213zPW+Pr+oUOHmLi4OAsMDGTR0dHM09OTycrKslevXjHGSvf7b3l7e7MuXbrUU2u/X5X5u9IMDkIasTt37nC3EQPA7NmzAQBjx47Fvn378OHDB7x584bbLycnh/DwcMyYMQPGxsZo0aIFRowYwY2EEdIYjBw5Ep8/f8aKFSvw4cMHGBoa4vTp09DS0gKAUv2eVN8PFSRMmTIFf/75p9B9Y8aMKbXaYknBwcGYPHmy0H1aWlp48uRJrbSRkNpkY2NT7u253y5/DhSt9SHstmJCGhMPDw94eHgI3Ses35e0bNkygcXtSNl+qCBhxYoVmDNnjtB9Fd3i5OTkVOa1qfq4h5gQQgj53vxQQULLli3RsmXLauWVl5eHvLx8LbeIEEIIabzq9QFPhBBCCGk8KEgghBBCiFAUJBBCCCFEKAoSCCGEECIUBQmEEEIIEYqCBEIIIYQIRUECIYQQQoSiIIEQQgghQlGQQEg9Yozh7NmzsLOzQ7du3WBnZ4dz586Vu7RyWQICAtC5c2coKChAQUEB5ubmOHPmTJnpjx07Bjs7O6ioqHDpz507V5PDIaTBbN++Hdra2pCSkkL37t1x9erVctMHBwejS5cukJGRgZqaGsaNG4fPnz/XU2sbLwoSCKknjDFMmjQJM2bMQFJSEkRERJCUlITp06dj8uTJVQ4UNDQ0sG7dOty5cwd37tzBzz//jIEDB5b5nJErV67Azs4Op0+fxt27d2Fra4sBAwbg/v37tXF4hNSb0NBQeHp6YtGiRbh//z569eoFR0fHMh/qdO3aNbi5uWH8+PF48uQJjhw5gtu3b2PChAn13PLGh4IEQurJuXPnEBERAUVFRe55IOLi4lBUVMTly5er/NClAQMGoF+/fujQoQM6dOiA1atXQ05ODjdv3hSaftOmTfDy8kKPHj2gq6uLNWvWQFdXF//880+Nj42QiiQnJ8POzg6Ghoaws7NDcnJytcvy8/PD+PHjMWHCBOjr62PTpk3Q1NREQECA0PQ3b95E27ZtMXPmTGhra6Nnz56YPHky7ty5U+02NBUUJBBST3x9fSEjIyN0n4yMDHx8fKpddmFhIQ4dOoSsrCyYm5tXKg+fz0dGRgaaN29e7XoJqazRo0fj/fv3kJKSwvv37+Hs7FytcvLy8nD37l3Y29sLbLe3t8f169eF5rGwsMC7d+9w+vRpMMbw8eNHHD16FL/88ku12tCU/FAPeCLke/b58+cynygqLi5ereujjx8/hrm5OXJyciAnJ4fjx4+jU6dOlcrr6+uLrKwsjBgxosr1ElJVHz584IJkGRkZJCQkVKuc5ORkFBYWQlVVVWC7qqoqEhMTheaxsLBAcHAwRo4ciZycHBQUFMDJyQlbt26tVhuaEhpJIKSetGjRAvn5+UL35efno0WLFlUus2PHjnjw4AFu3ryJqVOnYuzYsYiOjq4w38GDB7Fs2TKEhoZW+8mphFSFmpoasrOzAQDZ2dlQV1evUXk8Hk/gPWOs1LZi0dHRmDlzJpYuXYq7d+/i7NmziI+Px5QpU2rUhqaAggRC6slvv/3GfUl+Kzs7G3PmzKlymRISEmjfvj2MjY2xdu1adOnSBZs3by43T2hoKMaPH4/Dhw+jT58+Va6TkOo4ePAgNDQ0kJOTAw0NDYSEhFSrHGVlZYiKipYaNUhKSio1ulBs7dq1sLS0xNy5c9G5c2c4ODhg+/btCAoKwocPH6rVjqaCggRC6omDgwNsbGyQlpbGjSjk5+cjLS0Ntra2sLOzq3EdjDHk5uaWuf/gwYNwd3dHSEgIXY8l9UpZWRnnz5/Hf//9h/Pnz0NZWbla5UhISKB79+6lJvqGh4fDwsJCaJ7s7GyIiAj+3ImKigJAtW4/bkpoTgIh9YTH42HXrl04f/48fH198fnzZ6iqqmLOnDmws7Mrc6i0LAsXLoSjoyM0NTWRkZGBQ4cOISIiAmfPngUALFiwAO/fv8f+/fsBFAUIbm5u2Lx5M8zMzLgzMWlpaSgqKtbuwRJSh2bPng1XV1cYGxvD3Nwcu3btwps3b7jLB9/2/QEDBmDixIkICAiAg4MDPnz4AE9PT5iYmNT4ssePjoIEQuoRj8eDg4MDHBwcalzWx48f4erqig8fPkBRURGdO3fmFmoCiiaKlbxvfOfOnSgoKMC0adMwbdo0bvvYsWOxb9++GreHkPoycuRIfP78GStWrMCHDx9gaGiI06dPQ0tLC0Dpvu/u7o6MjAz4+/vjt99+g5KSEn7++Wf8/vvvDXUIjQYFCYQ0UoGBgeXu//aHPyIiou4aQ0g98/DwgIeHh9B9woLeGTNmYMaMGXXcqh8PzUkghBBCiFAUJBBCCCFEKAoSCCGEECIUBQmEEEIIEYqCBEIqie6n/jHR37Vi9Bn9mCrzd6UggZBKEhERQXp6ekM3g9SispbJJqXRZ/VjSU9PL7XAlDAUJBBSSZMmTcKCBQsoUPiBBAUFoV+/fg3djO9ev379sHfv3oZuBqkl6enpWLBgASZNmlRhWh6jcSTyjfT0dCgqKiItLQ0KCgoN3Zx6U5njjomJwe7du1FYWFjlFRLJ94XP50NXV5dbWKqp9nugcse+bds2xMbGVursk3y/GGMQERHBpEmT0LFjxwrTU5BASmmqX5ZN9bhJkab892/Kx07KRyEhIYQQQoSiIIEQQgghQlGQQAghhBChKEioQ23btsWmTZsavAxCCCGkOqoUJLi7u2PQoEGltkdERIDH4yE1NVVge8eOHSEhIYH379+XyhMXF4fRo0dDXV0dUlJS0NDQwMCBA/H8+XMAwKtXrzB+/Hhoa2tDWloa7dq1g7e3N/Ly8qrS5Fr16tUr8Hg8PHjwoFLpb9++XalbTICip5YpKSnVqAxCCCGkNtXZSMK1a9eQk5OD4cOHl3psZ15eHuzs7JCeno5jx44hJiYGoaGhMDQ0RFpaGgDg2bNn4PP52LlzJ548eYKNGzdix44dWLhwYbXawxhDQUFBTQ+rUooDGRUVFcjIyNSorNooo6lITEzE1q1bERQUhJycnIZuDiGENHp1FiQEBgbC2dkZrq6uCAoKElj+MTo6GnFxcdi+fTvMzMygpaUFS0tLrF69Gj169AAA9O3bF3v37oW9vT10dHTg5OSEOXPm4NixY5Wqv3h049y5czA2NoakpCSuXr0KxhjWr18PHR0dSEtLo0uXLjh69CiXLyUlBS4uLlBRUYG0tDR0dXW5RUS0tbUBAF27dgWPx4ONjQ2A/42wrF27Furq6ujQoQOA0pcKUlNTMWnSJKiqqkJKSgqGhoYICwtDREQExo0bh7S0NPB4PPB4PCxbtqxUGaNHj8aoUaMEjjM/Px/KyspcGys6vh9VYmIiBg8ejIyMDMTGxmLQoEH1FhQSEh0dDTs7O/Tp0wdPnjxp6OYQUmvE6qLQjIwMHDlyBFFRUdDT00NWVhYiIiJga2sLoOjsWEREBEePHoWnpydERUUrVW5aWhqaN29epbZ4eXnBx8cHOjo6UFJSwuLFi3Hs2DEEBARAV1cXV65cwZgxY6CiogJra2ssWbIE0dHROHPmDJSVlfHixQt8/foVAHDr1i2YmJjgwoULMDAwgISEBFfPxYsXoaCggPDwcKHrYfP5fDg6OiIjIwN//vkn2rVrh+joaIiKisLCwgKbNm3C0qVLERMTAwCQk5MrVYaLiwtGjBiBzMxMbv+5c+eQlZWFoUOHAkCFxydMbm4ucnNzuffFKwrm5eUJXN4pa/EgYcdb3kJDVUlf2bShoaEYPHgwF2R++fIFd+/e5QK6ypTdkJeySP2rzX6/ZMkSTJ06FSIiIli8eDEOHz5cbvqqlF1R2toom5ZcJmWpcpAQFhZW6gessLBQ4P2hQ4egq6sLAwMDAMCoUaMQGBjIBQmtW7fGli1b4OXlheXLl8PY2Bi2trZwcXGBjo6O0HpfvnyJrVu3wtfXt0rtXbFiBezs7AAAWVlZ8PPzw6VLl2Bubg4A0NHRwbVr17Bz505YW1vjzZs36Nq1K4yNjQEUnckXU1FRAQC0aNECrVq1EqhHVlYWe/bsEQgcSrpw4QJu3bqFp0+fciMNJY9VUVERPB6vVLklOTg4QFZWFsePH4erqysAICQkBAMGDICCgkKljk+YtWvXYvny5WXW2xhISkoiJSWFe5+VlQUpKakGbBH53tVmv5eTk8OnT5/A4/EgKytbK2US8j2ocpBga2uLgIAAgW1RUVEYM2YM9z4wMFDg/ZgxY2BlZYXU1FRuct60adPg5uaGy5cvIyoqCkeOHMGaNWtw8uRJ7ke9WEJCAvr27Yvhw4djwoQJVWpv8Y89UDQkmJOTU6r8vLw8dO3aFQAwdepUDB06FPfu3YO9vT0GDRoECwuLCusxMjIqM0AAgAcPHkBDQ4MLEKpDXFwcw4cPR3BwMFxdXZGVlYW///4bISEhlT4+YRYsWIDZs2dz79PT06GpqQkJCYlyj+l74ubmBicnJyQkJCA9PR1KSkro3LlzlZZObizHSmpHbfZ7X19fzJ8/HwCwadMmiIuL12pb61pjay+pP1UOEmRlZdG+fXuBbe/eveP+Pzo6GlFRUbh9+zbmzZvHbS8sLMTBgwcxdepUbpu8vDycnJzg5OSEVatWwcHBAatWrRL4kUtISICtrS3Mzc2xa9euqjZXIKrn8/kAgFOnTqF169YC6SQlJQEAjo6OeP36NU6dOoULFy6gd+/emDZtGnx8fCpdjzDS0tJVbrswLi4usLa2RlJSEsLDwyElJQVHR0cAlTs+YSQlJcvd3xjIyMjg9OnTuHPnDmRkZNClSxd6tgIpV232e2VlZezZs6dWyiLke1LrcxICAwNhZWWFbdu2CWw/cOAAAgMDBYKEkng8HvT09HD9+nVu2/v372Fra4vu3btj7969NX6wSKdOnSApKYk3b96UOfQOFF1WcHd3h7u7O3r16oW5c+fCx8eHO7v49vJKZXTu3Bnv3r3D8+fPhY4mSEhIVKpcCwsLaGpqIjQ0FGfOnMHw4cO5dlX2+H5UEhISlRr1IYQQUjm1GiTk5+fjwIEDWLFiBQwNDQX2TZgwAevXr8fDhw/BGIO3tzdcXV3RqVMnSEhIIDIyEkFBQdzoQ0JCAmxsbNCmTRv4+Pjg06dPXFnlXbcvj7y8PObMmYNZs2aBz+ejZ8+eSE9Px/Xr1yEnJ4exY8di6dKl6N69OwwMDJCbm4uwsDDo6+sDAFq2bAlpaWmcPXsWGhoakJKSgqKiYqXqtra2hpWVFYYOHQo/Pz+0b98ez549A4/HQ9++fdG2bVtkZmbi4sWL6NKlC2RkZITe+sjj8eDs7IwdO3bg+fPnuHz5cpWOjxBCCKk0VgVjx45lAwcOLLX98uXLDAA7evQoExERYYmJiULzGxkZsRkzZrBPnz6xmTNnMkNDQyYnJ8fk5eWZkZER8/HxYYWFhYwxxvbu3csACH1VRnGbUlJSBLbz+Xy2efNm1rFjRyYuLs5UVFSYg4MDi4yMZIwxtnLlSqavr8+kpaVZ8+bN2cCBA1lcXByXf/fu3UxTU5OJiIgwa2vrcj8XLS0ttnHjRu7958+f2bhx41iLFi2YlJQUMzQ0ZGFhYdz+KVOmsBYtWjAAzNvbW2gZjDH25MkTBoBpaWkxPp9fpeOrjLS0NAaApaWlVTrPj6CpHjcp0pT//k352En56FHRpJS0tDQoKSnh7du3TeqxscUT11JTUys9QkR+HE213wPU90nZ6mSdBNK4ZWRkAAA0NTUbuCUNIyMjg74om6Cm3u8B6vuktEY7kjBlyhT8+eefQveNGTMGO3bsqOcW/Tj4fD4SEhIgLy9frTsEis9KGuKMrCZ1M8aQkZEBdXX1Gk+SJY1PU+33APV9UrZGGyQkJSVxK6R9S0FBAS1btqznFpFi6enpUFRURFpaWoN8WTZU3aRpo35PfkSN9nJDy5YtKRAghBBC6hCNKxFCCCFEKAoSSK2TlJSEt7d3g6zi2JB1k6aN+j35ETXaOQmEEEIIqVs0kkAIIYQQoShIIIQQQohQFCQQQgghRCgKEgghhBAiFAUJhBBCCBGKggRCCCkD3fxFmjoKEgghRIj//vsPmZmZAIDFixfj7NmzDdwiQuofBQmkRurjTKu4jmfPnuHTp091Xh9p2vh8Pl68eIHOnTtj+/btmDZtGjZv3ow2bdrUaxsI+R7QYkqkQowx8Hg83Lp1C0+ePEFKSgpMTU1haWkpsL8u6/77778xY8YMeHl5wc3NjR5iQ+pccHAwfv31V4iJieHcuXPo2bNnvdRb8t/TgQMH8OTJE2hoaMDIyAjW1tb10gZCitFIAqkQj8fDX3/9hb59++LUqVM4ePAgPD09MWvWLG5/XdYdFhYGZ2dnzJ8/HwMHDiwVIFCcS2pLyTP4li1borCwEF+/fsW///6LL1++1Hn9JQOEBQsWYNq0abh58yaCgoIwZMgQbNy4sc7bQEhJjfYpkKT+PHnyBJ6enli7di0mT56MR48ewczMDA4ODgLp6mJEITs7G/7+/pg9ezY8PDyQm5uLDx8+4Pjx4+jQoQN++uknKCsr12qdpGni8/kQESk6b/rvv/9gZ2eHgoIC/PHHHxg3bhxycnIwc+ZMNGvWrM7aUPzv59atW3jw4AHOnTsHc3NzvH//HgcPHsTcuXMhISGBadOm1VkbCCmJggRSyrc/9m/fvoW6ujomT56M+Ph4ODk5wdXVFatWrQIAPHz4EF26dKmTEYXioEBJSQlv377Fli1bcOfOHdy/fx+amppwdXXFnDlzwOPx6nREg/zYGGNcgLBkyRKcOnUK06ZNw6+//oqxY8ciLy8PkydPhqioKKZOnYoWLVrAxcUF48ePx88//1yrbdm/fz+OHDmC7OxsGBkZAQBat26NyZMnIzMzEwEBAXB0dISOjk6t1kuIMHS5gZQpKioKCQkJyMrKQsuWLfHmzRtYWVnBwcEB27dvBwBcv34dR44cQUJCQq3UWXzpICYmBjk5OWjWrBn69++PJUuWoHPnzoiLi8OYMWOQmpoKPT093L17FyIiIhQgkBop7j/e3t4ICAiAn58ffvnlF277xIkTsXPnTixfvhxTpkyBqakpbt26hV69etV6W1JTU/H48WM8ePAAz58/57bLy8vDxsYGCQkJ9XLpgxCAggRSQvEPNI/Hw9mzZ2Fubo6XL19CR0cH586dQ7t27TBkyBDs3LkToqKiAIBDhw7h/v37kJGRqZX6iycpOjg4YOvWrcjPz8fq1atx8uRJ/Pnnnzh8+DDGjh0LAFBWVoaCggLy8/NpXgKpsTdv3uDs2bPYsWMHbGxs0KpVKwBAQUEBgKJA4cCBA2jevDl69OiB6OhoiIuLc/urQ1i/nTlzJlavXg1VVVX4+vri0aNH3D5tbW0oKSkhNTW12nUSUhV0uYFwis+aPn36hMTERKxfv547U9qxYwc8PDzQsmVLvHr1Cnl5edizZw/+/PNPXL16FUpKSrVS/z///IPRo0fD19cX9vb2EBcXBwD06dOHS/fmzRvs2rULBw8exL///sulIaQmsrOz8fTpU8jLywtsFxMTQ3Z2NqSkpDBq1CgMGjQIUlJSAIoCCDGx6n2NlpwD8eHDB+Tm5kJNTQ2SkpJwcXFBZmYmduzYgd9++w2TJk2CgoICtmzZAnl5edja2tbsYAmpJAoSiIDnz59DT08P6urqWL58Obd9xIgRyMnJwdy5c7Fjxw4uKLh48SIMDAxqpe709HRs2bIFCxcuxNSpU5Gbm4ukpCScOHECXbt2Rfv27REfH49FixYhPj4eERERtVY3aVqETbLl8Xho1aoVEhMTuf3F/42IiMDjx4/h5eXFBQgAaiVAWLZsGc6dO4dHjx5h2LBhsLe3h4uLCzcHYtWqVXBxcYGjoyP09fVx/PhxiIqKorCwkBvRI6SuUJBABKiqqmLhwoXYsGED3r59C6DoC1VOTg4eHh5wcHDAmzdvIC8vDy0tLaioqNRa3fn5+Xjz5g1UVFSQnp6ONWvW4Pr163jw4AGaNWuGFStWYMSIEfDw8EDnzp2hpaVVa3WTpqPkD3RmZibExcUhKSmJjh07okuXLli4cCH09fVhYmICHo+Hr1+/YseOHbXS14uDjuL6i+dA7NixA61atcKCBQuwfv16pKWlwcPDAxMmTICEhAR8fX2ho6ODX3/9FRISEsjPz6cRNFI/GCHfSEtLY/Pnz2ciIiIsJCSEMcYYn89nhYWFdV73b7/9xiQlJVmzZs3YoEGD2I4dOxhjjPXr14+NHDmyzusnTceqVauYmZkZs7e3Z2vXruW29+7dm6moqDAPDw82d+5cZmVlxQwMDFh+fj5jrOjfQnV8/PiRMca4f0dXrlxhRkZG7OrVq4wxxiIjI5mkpCSztLRkXbp0Ybt37+by+vv7s27durGpU6eyhw8fVqt+QqqDRhKaMPb/z2ru3r2Lly9f4vPnzxgwYABUVVWxdu1aFBQUYMyYMRAREcHIkSPrpO579+7h5cuXSEpKwvDhw+Hj44O+ffsiNTUVTk5O3BmXuro6ZGRkanQNmDRtJUcQNm/ejI0bN+L//u//EB8fjw0bNuD169cICAjAhQsXsHDhQsTGxiI9PR1dunSBn58fxMTEqt3/li9fjhUrVuDFixfQ1tYGALRv3x7jxo2DqakpwsPD4ezsjICAADg4OKBXr17w9fXF58+fMW/ePEybNg3S0tJYtWoVpKSksG7dOkhISNTq50OIUA0dpZCGdeTIEaaoqMjMzMyYrKwsMzAwYMuXL2dZWVmMMcbmzp3LJCUl2b59+2q97qNHj7LWrVszc3NzZmZmxhQUFFhoaKhAmrdv37LFixczJSUl9uTJk1pvA2kaSo6CXbt2je3cuZOdOnWKMcZYRkYG279/P5OSkmKTJk3i0uXm5nKjB4wxgf+vqpcvXzI7OzumqanJ4uLiuDZlZGSw/Px8NmTIELZ48WJWUFDAGGNs0KBBzMDAgM2cOVOg3j/++IPLT0h9oCChCXv8+DFTU1NjgYGBLDMzkxUUFLBZs2axnj17stWrV7P8/HyWkZHBpk+fzpo3b87S09Nrre47d+4wZWVlFhQUxBhjLCkpifF4PPb7779zaa5cucKGDBnC2rdvz+7fv19rdZOmw8XFRaDf3rhxg/F4PCYvL8/Cw8O57V+/fmUHDhxgMjIyzMPDo1Q51b3EUNLr16+Zo6Mja9WqlcAPfV5eHuvWrRtbuHAhY4yxnJwcNnr0aBYaGsrVW5MAhZCaoHUSmpBXr17h5MmT3Pv4+HhIS0vDwcEBsrKy3Ezqrl27IjQ0FBkZGZCTk8PatWuF3hpWE+/evUOvXr0wbtw4xMbGwtjYGBMnToSXlxeAokmMXbt2hbOzM8LDw/HTTz/VWt2kaXj16hXy8/MhKSnJbdPU1MT69eshIiKCixcvctulpKQwbNgw7Nq1CwEBAfD19RUoq7qLdbES6yC8fPkSa9euRZcuXdCzZ0/Ex8cDALKysmBoaIioqCjMmTMH/fv3R0xMDIYNGwYejwc+n0+X2EjDaegohdSP9+/fM2VlZaavr88OHDjAGGPswoULrHXr1iw2NpYxVnRGwxhjmZmZTEJCgpu0WBfWrl3LzM3N2YcPH5iWlhabNGkSNyQcGhrKZsyYQWdPpNYEBASwz58/M8YYS0xMZOvWrWMyMjJs1apVAumys7PZ2bNna6XvlRx9WLBgAevWrRuLiYlh8fHxrHfv3kxdXZ29fPmSMVY0wuHm5sZ69erFhgwZwv1brI/JwoSUh4KEJuLSpUuMx+OxHj16sIEDB7KDBw+yr1+/Mg0NDebi4iKQ9uPHj+ynn34SGI6trq9fvwrd/vDhQ2Zubs7k5eXZr7/+yhj73xfinDlz2MCBA1lqamqN6ydNU8kf6M+fPzMtLS3WoUMHlpKSwhgrChR+//13pqioyFavXi20jNoKUuPi4tiAAQPYxYsXuW2vXr1ivXv3ZmpqalygUDw/gS4xkO8JXW5oImxtbTFu3Djk5eVBTEwMAQEBuHTpEo4cOYJz585h9OjRePDgAV68eIGtW7fi48eP6NChQ43qfP/+Pdzc3HD58mVuG/v/w69t27aFkZERVFRU0L59ewBFKykuWrQIe/fuxerVq6GoqFij+knT9OrVK+7ywKFDhyAtLY0zZ85AUVERlpaWSE1NhaqqKsaOHYtFixbB19cXCxYsKFVObQzxb9y4EQ4ODvj8+TPXzwFAS0sLQUFBMDQ0hLW1NZ4/fw45OTmIiYlxizjRJQbyXWjoKIXUvZycHMYYY6dOnWLu7u7s3LlzbMiQIczKyor9+eef7NatW6xdu3ZMXV2daWtrM21tbXb37t0a1/vy5Utmbm7OfvnlF3bt2jVue/EM7o8fP7Lx48czPT09Jisry4yNjVm7du3YvXv3alw3aZoiIyOZpaUl++eff5inpyfj8Xjs7du3jDHGoqOjWdeuXVmnTp0ERhSWLFnC7O3ta2Vy4rdevXrFNDQ0GI/HY+fPny+1//Xr16xr167Mycmp1usmpDbwGKMn4/yI3r59i7t372LQoEHctk+fPsHKygrTp0/H8OHDMXXqVO4+7D59+uDRo0fIysqCrq4u1NTUaqUdsbGxmDlzJhhjWLJkCSwtLQGAWzEuMzMTOTk5CAoKQv/+/aGkpAR1dfVaqZs0PfHx8Zg2bRqePHmC9PR0XL16FYaGhtz+p0+fwsXFBXl5ebh27RqUlJSQkpICJSUlgWWYq6PkOgzA/9YCef/+PYyNjdG+fXvs3r0benp6Avk+fvwIFRUVgbyEfC+oV/6A3r59i65du2LIkCH45ZdfcPjwYTx//hwqKipYv349QkNDwePxsGrVKrRo0QIbNmzAwYMH0b17d1hZWdVagAAAurq62LJlC3g8HlauXIl///0XACAuLo7CwkJISEjAx8cHN27cQLt27ShAINXCGAOfz4e2tjYsLS2RlJQEXV1dvHjxQiCdvr4+goODIS0tjfbt2yMzMxPNmjWr1QDh77//hp+fH/z9/XH79m20bt0aN2/exPPnzzF9+nTExMQI5FVVVYWIiAj4fH71Dp6QOkRBwg+o+MvSzMwMHz9+RHh4OOzt7bFz5058/foVioqKuHPnDvT19bFy5UqIiori6NGjSEtLq5P2lBUoFBYW4rfffoOPjw+WLl0qcKsaIZXF5/O55yHk5eWhX79+OH36NNTU1LBlyxYcPHhQIL2+vj727t2L/v37Q1pamtte3QABABcgzJ07F56enjh79iyuXLkCU1NTnDp1ClpaWrh79y7+++8/zJw5E0+ePCmzDEK+Kw14qYPUoefPn7MhQ4awQYMGsWPHjrETJ04wGxsbNmjQIMbj8ZiJiQnLzc1ljDH27Nkz7rptXbepb9++zMHBgV2+fJl5eXkxaWlpmoNAqq3kLYLr1q1jY8aMYUlJSYwxxl68eMH69evHbG1tBVby3LJli8BdN8VzZGrq0KFDTE1NjUVFRTHGGDtw4ADj8Xhs//79XJrXr18zHo/HZs6cWSt1ElLXKEj4gT179ow5Ojoye3t7FhMTwzIzM9mNGzdY//79uS+uupisVZ7nz5+z/v37s2bNmjEJCYlamSBJmqaSfXfu3LlMXV2d7dy5k1v3gzHGYmNjWf/+/VmvXr3Y/PnzWf/+/VmLFi1qLTAo2Y41a9awKVOmMMYY++uvv5icnBzbtWsXY6zooWkvXrxgjBVNlqzN+gmpSzRx8QcXGxuL6dOnAwCWLl3KTRxsSDExMfDy8sKaNWtgYGDQ0M0hjcynT58EHtt87NgxzJgxA8ePH4eJiQkAICcnBx8/foSWlhbevXuHVatWITY2FjIyMjh27BjExcVLTTSsClZi/kJxOQsXLsTnz5/h4OCAsWPHYsOGDZgyZQoAIDg4GP/99x/mz5/P3dpbWFgIUVHRmnwUhNQ5ugj2g9PV1YW/vz9ERESwcuVKXLt2raGbhI4dO+Lo0aMUIJAqc3d3x4EDBwD8b82Nly9fQk9PDyYmJnj06BE2bNiAn376CUZGRli6dCk0NDTg5+eHkydP4uTJkxAXF0dBQUGN5gAUBwj79u3DunXrABT16/Pnz8PNzQ1r1qzhAoT09HQEBwejsLBQYO0PChBIY0AjCU1EbGwsZs+ejeTkZGzcuBFmZmYN3SRCqiwwMBBubm4QFxdHeno6FBQUcOrUKQwYMACjRo3CrVu3YGpqip49e4LP52PGjBl4+vQpOnbsyJXBanAXQ0n5+fkYNWoUUlJScOnSJQCAs7Mzjh07hl27dqFHjx7Iz8+Hl5cXPn36hKioKIiJidVa/YTUBwoSmpBnz55hyZIl8PX1RZs2bRq6OYRU2rc/rHv27MHdu3exaNEiaGho4I8//sDhw4cxdOhQ9O7dG1paWnj79i1GjBiBffv2CQQJtaH4EsPLly/RvXt3/P7775g8eTIAYNSoUYiOjkZ0dDR69OgBKSkpnD9/nrvtl0YQSGNCQUITk5eXBwkJiYZuBiGVVnLuQPH/L1iwAGFhYejXrx88PT2hpqbGLdBVWFiIvLw8DBs2DNnZ2bh48WKNby8UdvbPGEN+fj5mzZqFlJQUbNu2Dc2aNQMAPH/+HO/evYO6ujo6dOgAERERFBQU0FLLpNGhIIEQ8l3LyspCTk4OPn/+DDk5OW7BrTVr1uDw4cOws7PDzJkzoampiezsbBw7dgy7d+9GZmYmbt68WeNJiiVt2bIF2dnZmDRpEpo3bw4AOH78OMaMGYMzZ87AyspKaL7aqp+Q+ka9lhDy3Tp16hQmTJgAQ0ND6Ovrw8bGBosXLwYALFy4ECNGjMDFixexefNmvH//HkDRaJmpqSmioqJqZZJisezsbCQkJGDVqlUYOXIk5syZg5ycHAwePBjjxo2Dt7c3UlNThealAIE0VjSSQAj5LgUGBmLx4sWYMGECDAwMoKCggJCQEBw6dAjOzs7Yv38/AGDVqlU4fvw4+vTpw116KFaTOQB37tzBq1evcPfuXXTq1AkWFhZo164dEhISsHv3bhw/fhzJycmYNm0aMjIy8OjRI6xYsQLdunWrleMn5LtQz+syEEJIhXbs2MEkJCTYoUOHBBZNSkxMZH5+fkxMTExg1cJ169YxdXV15u/vXyv1BwYGsrZt27Lu3bszTU1NJi0tzWRkZNiOHTsYY0UrPebn57OFCxeywYMHs+bNmzMej8e8vb1rpX5CvhcUJBBCvitnzpxhPB6PXbhwgTHGWH5+PmPsfysbJicns99++40pKSmxK1eucPn2799fKysZHjx4kElLS7PDhw+zT58+McYYu3TpEhszZgwTFxdnmzdvFkj/+vVrdvjwYTZ06FCWl5dX4/oJ+Z7QVFtCyHejoKAACQkJaNasGf7++2/07t0bYmJiApcNWrRoARcXF/j7+yM5OZnL6+rqCqD6lxgYY/j8+TN27tyJdevWYfjw4SgsLAQA2NraokOHDpCQkICnpyd69OgBc3NzAECbNm3Qpk0bDB8+HMD/HoNOyI+AZtMQQr4bYmJiGD58ODZt2oQjR45gwoQJAIpWJywsLORWWezYsSOkpKSQlZVVqozqzkHg8XgoKChATEwMt66CqKgoV2fr1q3h6emJtm3bYu/evQD+t+pjyf+nAIH8SChIIIR8V+Tl5TF48GD8/vvv3N0NwP8CBQD4999/oaenV2uTBFNSUgAAnz9/RmJiIrcmAvtmfQQjIyN069YN0dHRAAQfL02rKJIfEQUJhJDvjpycHIYMGVIqUBATE0NWVhY2b96Mdu3aQV9fv8Z1PXz4EG3atMGrV6+gq6uL9u3b448//kBSUpLAD39xgCIvLw9tbe0a10tIY0BBAiGkwbBy7sD+NlAoXvbY2dkZr1+/xh9//AEejwc+n1+jNnTp0gWOjo4ICQmBhIQEBg8ejMOHDyMkJARfvnzh0omKiiInJwdxcXG1vswzId8rWieBENLgMjIyIC8vL3RfZmYmjh07hkWLFiEhIQHt27fHf//9V6vPQtiyZQv++ecfnD59GuLi4hgyZAhOnTqFmTNnws3NDR07dkR8fDxmz56Nd+/e4e7du7TEMmkSKEgghDQoHx8fxMTEYPfu3WWmyczMxJ9//onIyEjs37+fW0mxtn6o+Xw+OnfuDHNzc64dkyZNwpEjR5CRkQFlZWWoqalBSUmJHtZEmhQKEgghDerw4cPw8PDAxYsX0aVLlzLTZWdnQ1pamrsLobYChOKyrl27Bm9vbyxZsgQ2NjYAgOvXr+P9+/dIS0tDhw4d0LNnT3pYE2lSqJcTQurNt3cL8Pl8mJiYwMDAADdu3ECXLl3KPEOXkZHhyqjuD7SwBy0Vl6WlpYXmzZvj2rVrXJBgYWEhtAwKEEhTQSMJhJB69+0cBC8vLwQHB+PZs2dlzk2oqZIBws6dO/HkyRN8+vQJDg4OGDJkCBQUFHDmzBkMHz4cFy5cgJmZWZ20g5DGhO5uIITUqVmzZuH69evcnQw7duyAm5sbTp8+jby8PADA0qVLoampiX379gEo/66H6ioOEObNm4clS5ZAWVkZcnJyWLNmDTw8PJCXlwdHR0dMnjwZu3fvLvOJjoQ0JRQkEELqTGFhIUJCQjB16lTcuXMHQFEAoKioiCFDhmDMmDHw9fWFtLQ0OnTogMjISAC1uzBRyYAjMjISx48fR1hYGJYuXYoBAwbg7du3cHBwgISEBADAwcEBz58/5x49XdNbLAlpzChIIITUCT6fD1FRUbx79w4A4O7ujocPH2Lq1KnYt28fIiMjoaWlBX9/fzg6OkJaWhrHjh3DsWPHaqX+33//HQ8ePACPx+MCheTkZCgpKcHExARHjx7FmDFjsHHjRri6uiIzMxMRERGwt7eHqqoqPDw8AKDUHAZCmhLq/YSQOlF8F4C4uDju3LkDERERODs74/bt2ygoKICpqSnWrl2LR48eoUuXLtzwflhYGICancFfu3YNwcHBWLlyJZ48ecKNTOTk5EBZWRknT57EuHHj8Pvvv2PKlCkAgKtXr+LIkSP48uULfH19YWlpiTdv3tTsQyCkkaOJi4SQWvftXQxA0dMRu3btCh6Ph8DAQBgbGwucpefm5mL//v2YPn06bt++jc6dO9eoDQcPHkRgYCAUFBSwYsUKGBoa4sOHDzAwMEBqaip2796N8ePHAygKHoYMGYIWLVrgwIEDYIzh3bt30NTUrFEbCGnsKEgghNSqkrcwfvr0CVJSUhAXF4eUlBTy8/Px008/QUREBEFBQTA2NuYuBxQHFT///DP69OmDhQsXVqv+kncxHDx4ELt374aSkhKWLl2Kn376CWFhYXBzc0O/fv0watQo8Pl8+Pv7IzExEffu3aPbGwkpgS43EEJqxYkTJ5CQkMAFCEuWLMGAAQNgaGiImTNn4sSJExAXF8f9+/fB5/Mxfvx43L17t9SoQ0ZGhtBHQFcGY4y7zAEAo0ePxq+//orU1FSsWLEC0dHR6N+/P44ePYq7d+9i5syZWL16NRQVFbmllovzEkJoJIEQUgtCQkIwbtw4rFq1ClOnTsWhQ4ewYMECrFu3Dm/fvsV///2HqKgorF69Gm5ubsjPz4exsTESExMRGRkJPT09AMDt27dhY2ODGzduVPlyQ15eHneHQvGtlcXvQ0JCsGvXLjRv3py79JCRkYGUlBRIS0tDWVm51ldyJORHQEECIaRWLFmyBAcOHMDs2bMRHR2NXr16wcXFBQDw/Plz7NixA2FhYQgMDESvXr2Qn5+P8ePHY+/evdzoQ3p6Or5+/QpVVdVK13v+/HnY29tz73///XecO3cO4uLiMDIywrp16yAmJobQ0FDs2LEDzZs3h7e3d6kgRNg8CkKaOrrcQAipkcLCQgDAypUrMXr0aPj4+ODw4cMCw/YdOnTA+PHjoaSkhCdPngAAxMXFsX//foiKinJpFRQUqhQg7N27FyNHjsTOnTsBABs2bMCaNWtgamoKAwMD/PHHH+jVqxfi4+MxcuRITJgwAenp6ZgxYwbi4+MFyqIAgZDSaCSBEFJjJScrrlu3DosWLcKoUaOwfv16tG7dmktnZ2cHDQ0N7N27t1bqffr0KXbv3o0zZ85g0qRJ+PjxI6ytreHo6AgASExMhLW1NdTV1XH58mUAwJ49e/Do0SNs2rSJ1kAgpAJ08Y0QUi0l7yIo+UCm+fPnIycnB7t378bevXsxfvx4qKmpITMzEykpKTAxMam1Nujr68PDwwOMMQQGBuLjx4/o168fgKJ5Ca1atcLp06dhbGyMwMBAjB8/HhMmTBB6DISQ0ihIIIRUWckf19OnT+P9+/do3rw5TE1NoaGhgWXLliE/Px+bN29GWFgYunfvjsTEROTl5WH58uW12pb27dtjypQp4PF48Pf3R0REBKysrCAhIYHCwkKoqKhAW1sbaWlppfJSgEBI+ShIIIRUSfFthkDRqMG+ffugq6uL58+fw9bWFu7u7ujbty9Wr14NGRkZeHt7Q0xMDO7u7jh8+DA3B6E2H/fcsWNHTJ06Ffn5+di5cyeUlJQwc+ZMiIqKQlZWFl+/fqVbGwmpBgoSCCFVUjzBb+PGjQgODsbff/8NU1NTbNy4EV5eXkhPT0dhYSF++eUXLFq0CMnJyUhMTMT48ePB4/FQWFhYKwHCtWvXkJqaCllZWdjY2EBXVxfTpk2DqKgoFi9ejPv370NVVRXPnz9HYWEhZs+eXWufASFNBU1cJIRUSvEPNGMMqampmDt3LkxMTDBp0iQcP34cv/76KyZMmIBTp05BWVkZ8+fP5+YHFN9eWJPbDEvmXbBgAY4dO4bs7GxoamqidevWCA0NhYiICGJiYrBt2zYcOnQI6urq8Pb2xoABAyAmJiYwwZIQUgmMEEIq8PXrV+7/nz59yhhj7NatWywpKYk9evSI6ejosE2bNjHGGNu7dy+Tl5dnFhYWLDIyksvH5/NrpS3r1q1jqqqq7N9//2V8Pp8tWrSI8Xg81rt3b1ZYWMi1cfz48Wzs2LFcvQUFBbVSPyFNCc3aIYSU6/Dhw/D19QUAeHp6YsCAAfj69Su6dOkCFRUV7pHPv/76KwCgoKAAlpaWMDU1Rc+ePblyqjuCUPJpkPHx8bh8+TL27NkDCwsLnDt3Dps3b8b06dMRFxcHR0dH8Pl86OnpYdGiRQgKCgKPx+MeW00IqRqak0AIKdf79++xZMkSnD9/Ho8fP8aVK1cgLS3N/XhnZWUhMzMTsbGx6Ny5M8LCwjBgwAB4eHgAqPlthsV5U1JSoK2tDTc3N3Tr1g03b97ExIkT4ePjg8mTJ4PH42Hr1q3o2rUr7t+/D21t7Vqpn5CmjOYkEEKEysnJgZSUFADA2toa165dw/Tp07Fp0yaBUYF///2Xm5SYl5cHaWlpPHjwAGJiYjWag3DhwgU8fvwYs2bNwrRp05CdnS2wCNOKFSvw4sUL7Nq1C1JSUti8eTOuXLkCFRUVbNu2jUYOCKkFNJJACCnl/PnzePToEXr27AkzMzMYGRnB1NQUPj4+UFVVxbRp06CoqAg+nw9LS0sEBQXhv//+Q3Z2NqZPn17jSYKZmZkICQnBf//9hzNnzuDmzZu4ceOGQJq4uDg8evQIUlJSKCgowJUrV2BpacndxUCTFAmpOQoSCCEC9u7diyVLlsDJyQlWVlYAAH9/fwCAuro69yM8ffp0KCgoAAAUFRUxadIkroya/kDLycnBx8cHffr0wYULF+Dl5QUDAwMA4NZYGDVqFG7evAkDAwNIS0vj69evCA0NBVB0JwQFCITUHAUJhBDOoUOHMH36dOzduxd9+/blgoBinp6e4PP5mDt3LvLz8+Hk5ARvb298+vQJN27c4C4vVPcHuuT8AcYYDA0N0a5dO1y7dg2bNm2Cp6cnt8ZCr1694Ofnh0uXLkFSUhLLly+n2xwJqWU0J4EQAgBISkrC8OHDMWLECEybNo3bnpmZiejoaOTn58PS0hIAsGnTJqxcuRKtWrWCtLQ0bty4AXFx8RrVXzJAOHbsGExNTdG6dWt8/PgRS5YswePHjzFq1Cj83//9n0CbW7Zsyb2vyUqOhJDSaMovIYTz6dMngac2BgQEYNy4cTAzM8PIkSNhaWkJxhg8PT1x8eJF7NmzB1FRURAXF6/RssesxFLPCxYswPTp03H48GFkZmZCVVUVixYtQufOnXH48GFs2LABBQUF6NOnD9asWSNQDgUIhNQuGkkghAAoOivv1q0bHB0dMXr0aGzfvh0xMTHo2bMnhgwZgrS0NMybNw9jx47F0qVLBfLW1hD/qlWrsHnzZpw5cwadOnWCjIwMdwnj/fv32LBhA/7++28wxqCgoIA7d+5AQkKixvUSQoSjsJsQAgBo2bIl/vjjDwwdOhSXLl2CvLw8Nm/ejM6dO0NZWRkpKSlQUFAQWNyoWG0ECKmpqbh27Rp8fX1hbGyMd+/eISoqCrt370bPnj0xfPhwLF++HCNHjkR8fDxGjhxZ44dFEULKR/+yCCGc3r17IzY2FpmZmdxiRCXJy8tDXV29Turm8Xh4+vQpHjx4gDZt2mDbtm149+4dxMTEsHTpUqSnp2P+/PkwNzeHubk5ANToYVGEkIrR5QZCSIU+ffqEcePGITk5Gf/++2+NRw7KWgVx//79mD17NgoKCjBlyhTY2dmhd+/emDRpErd2AiGk/lAITggpU3JyMvbs2YNr164hKSmJCxBqMgeh5CTFwMBAxMTEQENDAwMGDICbmxtsbW2Rm5uL9u3bAygKKOLj42FsbFxrx0UIqRwaSSCElOnBgwdYsmQJ2rVrBx8fH4iJidVoDkDJEYT58+cjKCgIHTt2RFpaGiQlJbFz505069YNAJCRkYF79+7Bx8cHr1+/xr179+jSAiH1jG6BJISU6aeffsKBAwewceNGbqGi2vihfvnyJb58+YJz587h6tWr2LJlC1q3bg1nZ2c8ePAAAHDnzh34+fmhoKAAd+/e5eonhNQfGkkghFRKTR7WFB4ejj59+oDH4+HPP/+Et7c3VFVVcfLkSSgrKwMAbty4gd9//x0xMTE4evQoDAwM8ODBA3Tu3BkiIiJ0FwMhDYBGEgghlVLdAOHLly+YNGkS9PX1AQCqqqpQU1PD06dP8fXrVy6dubk55s2bB319ffTs2RMvXrzATz/9BBEREfD5fAoQCGkANJJACKlTjDHcuHEDkyZNgry8PG7cuIGoqChMnjwZsrKyCA4ORtu2bbn0kZGROHPmDFavXk3PYCCkgVGQQAipM8UTFRljiIqKgpubG5o3b46bN2/i2rVrWLRoEYCiWx+1tLRK5aeHNRHSsOhyAyGk1mVkZAAAd6mAx+PB1NQU+/fvx5cvX2Bubo6ePXti5cqVEBERwbhx4/Dy5ctS5VCAQEjDoiCBEFKrwsPDMX36dDx+/BiA8EAhJSUFgwYNgpWVFby8vPD582ds3LixgVtOCPkWBQmEkFrVvHlz3Lp1C9u2bcOTJ08ACAYK3bt3x6pVqxATE4M7d+7A0dERW7duxZYtWxq45YSQb1GQQAipVd27d8fBgwdx+/ZtbNq0qVSgIC4uDktLSyQmJiImJgYAYGVlBREREVoHgZDvDAUJhJBa99NPP2HPnj24d+8eNm/eLBAoAEUTEo2MjKChoSGQj+YgEPJ9oSCBEFInunbtij179uDu3btYv3497t+/D6DoYVHTp08HAPTs2bMhm0gIqQDdAkkIqVOPHj3CzJkz8fLlS7Rp0wZA0cJMly9fhri4eJlPhCSENDwKEgghdS4xMRGXLl3C06dPoaurCxcXF4iKitJSy4R85yhIIIQ0CFooiZDvHwUJhBBCCBGKLgQSQgghRCgKEgghhBAiFAUJhBBCCBGKggRCCCGECEVBAiGEEEKEoiCBEEIIIUJRkEAIIYQQoShIIIQQQohQFCQQQgghRCgKEgghhBAiFAUJhBBCCBHq/wHlgRlq2dkJwAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 450x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "axs = my_dedansy.plot_scores(aspect=1.5) # The aspect parameter changes the aspect ratio which can make the graph a bit more aesthetically pleasing.\n",
    "plt.gcf().set_dpi(100)\n",
    "plt.gcf().set_size_inches(4.5,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "061c7340",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
       "columns": [
        {
         "name": "index",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "fc_col",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "fc_thres",
         "rawType": "object",
         "type": "unknown"
        },
        {
         "name": "pval_col",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "alpha",
         "rawType": "object",
         "type": "unknown"
        }
       ],
       "ref": "3bc08583-c408-40f4-b660-d92fe0fb8d6d",
       "rows": [
        [
         "HAS2_v_Control",
         "log2FoldChange_HAS2",
         "1",
         "padj_HAS2",
         "0.05"
        ],
        [
         "HAS3_v_Control",
         "log2FoldChange_HAS3",
         "1",
         "padj_HAS3",
         "0.05"
        ],
        [
         "HAS2_restrictive",
         "log2FoldChange_HAS2",
         "1",
         "padj_HAS2",
         "0.001"
        ],
        [
         "HAS3_restrictive",
         "log2FoldChange_HAS3",
         "1",
         "padj_HAS3",
         "0.001"
        ]
       ],
       "shape": {
        "columns": 4,
        "rows": 4
       }
      },
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fc_col</th>\n",
       "      <th>fc_thres</th>\n",
       "      <th>pval_col</th>\n",
       "      <th>alpha</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>HAS2_v_Control</th>\n",
       "      <td>log2FoldChange_HAS2</td>\n",
       "      <td>1</td>\n",
       "      <td>padj_HAS2</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HAS3_v_Control</th>\n",
       "      <td>log2FoldChange_HAS3</td>\n",
       "      <td>1</td>\n",
       "      <td>padj_HAS3</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HAS2_restrictive</th>\n",
       "      <td>log2FoldChange_HAS2</td>\n",
       "      <td>1</td>\n",
       "      <td>padj_HAS2</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HAS3_restrictive</th>\n",
       "      <td>log2FoldChange_HAS3</td>\n",
       "      <td>1</td>\n",
       "      <td>padj_HAS3</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               fc_col fc_thres   pval_col  alpha\n",
       "HAS2_v_Control    log2FoldChange_HAS2        1  padj_HAS2   0.05\n",
       "HAS3_v_Control    log2FoldChange_HAS3        1  padj_HAS3   0.05\n",
       "HAS2_restrictive  log2FoldChange_HAS2        1  padj_HAS2  0.001\n",
       "HAS3_restrictive  log2FoldChange_HAS3        1  padj_HAS3  0.001"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_dedansy.comp_metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "717af17a",
   "metadata": {},
   "source": [
    "# Determining the enriched n-grams of individual conditions.\n",
    "\n",
    "In addition to generating scores for network wide behavior, deDANSy can get the significantly enriched n-grams for both up- and down-regulated proteins/genes. Like how DANSy collapses n-grams representing similar data, the n-gram enrichment calculation collapses n-grams that have similar significance values that have a parent-children relationship (i.e. shorter n-gram in a longer n-gram)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a5387281",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Will be overwriting existing DEG data.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_dedansy.calculate_ngram_enrichment('HAS2_v_Control')\n",
    "my_dedansy.plot_ngram_enrichment('HAS2_v_Control')\n",
    "\n",
    "# And just like before can adjust the aspect ratio to make it a little more aesthetically pleasing.\n",
    "plt.gca().set_aspect(.5)\n",
    "plt.title('HAS2_v_Control')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a53afe0",
   "metadata": {},
   "source": [
    "Each comparison can have its own plot to show the unique/shared n-grams for each comparison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5bd606ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Will be overwriting existing DEG data.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_dedansy.calculate_ngram_enrichment('HAS3_v_Control')\n",
    "my_dedansy.plot_ngram_enrichment('HAS3_v_Control')\n",
    "\n",
    "# And just like before can adjust the aspect ratio to make it a little more aesthetically pleasing.\n",
    "plt.gca().set_aspect(.5)\n",
    "plt.title('HAS3_v_Control')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cd7aa1e",
   "metadata": {},
   "source": [
    "The displayed n-grams can be adjusted to pass a more lenient/restrictive cutoff for being displayed. We can use either a p-value cutoff (p parameter) or a quantile cutoff (q parameter) to change the plot behavior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "72379ab5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_dedansy.plot_ngram_enrichment('HAS3_v_Control',q=0.01)\n",
    "plt.gca().set_aspect(2)\n",
    "plt.title('HAS3_v_Control\\nOnly Top 1%')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4afd8ded",
   "metadata": {},
   "source": [
    "If you want to check the full n-gram enrichment data used for plotting, you can use the get_ngram_results method for the comparison of interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b6d999b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
       "columns": [
        {
         "name": "index",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "variable",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "ngram_legible",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "ngram",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "p",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "-log10(p)",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "FPR",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "FPR <= 0.05",
         "rawType": "bool",
         "type": "boolean"
        }
       ],
       "ref": "ef1376b6-1915-4716-a907-a89089e92ee0",
       "rows": [
        [
         "0",
         "Up",
         "Znf_C2H2_type|Znf_C2H2_type|Znf_C2H2_type|Znf_C2H2_type|Znf_C2H2_type|Znf_C2H2_type",
         "IPR013087|IPR013087|IPR013087|IPR013087|IPR013087|IPR013087",
         "0.9983639530163454",
         "0.0007111080389622337",
         "1.0",
         "False"
        ],
        [
         "1",
         "Up",
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         "IPR003598|IPR003598|IPR003598",
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         "True"
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         "Ig_sub",
         "IPR003599",
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         "EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom",
         "IPR000742|IPR000742|IPR000742|IPR000742",
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         "0.0",
         "True"
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         "EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom",
         "IPR000742|IPR000742|IPR000742|IPR000742|IPR000742",
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         "True"
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         "IPR000742|IPR000742",
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         "0.0",
         "True"
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        [
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         "SH3_domain|SH3_domain",
         "IPR001452|IPR001452",
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         "0.8571428571428571",
         "False"
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         "EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom",
         "IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742",
         "0.0022711345057564595",
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         "0.0",
         "True"
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        [
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         "EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom",
         "IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742",
         "0.016917689881625276",
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         "True"
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        [
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         "False"
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         "Cadherin-like_dom|Cadherin-like_dom|Cadherin-like_dom|Cadherin-like_dom|Cadherin-like_dom|Cadherin_C|Cadherin_CBD",
         "IPR002126|IPR002126|IPR002126|IPR002126|IPR002126|IPR032455|IPR031904",
         "0.24001127755637933",
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         "False"
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         "Cadherin-like_dom|Cadherin-like_dom|Cadherin-like_dom|Cadherin-like_dom",
         "IPR002126|IPR002126|IPR002126|IPR002126",
         "4.236903469516322e-05",
         "4.372951430531454",
         "0.0",
         "True"
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         "Cadherin-like_dom|Cadherin-like_dom|Cadherin-like_dom|Cadherin-like_dom|Cadherin-like_dom",
         "IPR002126|IPR002126|IPR002126|IPR002126|IPR002126",
         "0.0002759655580633515",
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         "0.0",
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         "SH2",
         "IPR000980",
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         "False"
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         "IPR023796",
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         "0.1",
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         "bZIP_Maf",
         "IPR004826",
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         "1.9112036821406844",
         "0.0",
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        [
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         "GPCR_Rhodpsn_7TM",
         "IPR017452",
         "2.2616856943297756e-08",
         "7.645567748969597",
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        [
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         "0.0",
         "True"
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        [
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         "IPR000483|IPR003599",
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         "1.250955741077054",
         "0.0",
         "True"
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        [
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         "Cys-rich_flank_reg_C",
         "IPR000483",
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         "2.4868473517235543",
         "0.0",
         "True"
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        [
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         "MFS_dom",
         "IPR020846",
         "0.13580361386633014",
         "0.8670886729029206",
         "0.041666666666666664",
         "True"
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        [
         "38",
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         "C2_dom|C2_dom",
         "IPR000008|IPR000008",
         "0.09377151771894407",
         "1.02792905475418",
         "0.125",
         "False"
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        [
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         "VWF_A",
         "IPR002035",
         "0.02646674391772871",
         "1.5772994846731327",
         "0.0",
         "True"
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        [
         "40",
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         "PTP_cat",
         "IPR000242",
         "0.06443392974890604",
         "1.1908853807408761",
         "0.11764705882352941",
         "False"
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        [
         "41",
         "Up",
         "Ig_sub2|Ig_sub2|Ig_sub2|Prot_kinase_dom",
         "IPR003598|IPR003598|IPR003598|IPR000719",
         "0.00409197928829181",
         "2.3880665731522877",
         "0.0",
         "True"
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        [
         "42",
         "Up",
         "Ig_sub|Ig_sub2|Ig_sub",
         "IPR003599|IPR003598|IPR003599",
         "0.10908836512960521",
         "0.9622215668219555",
         "0.0",
         "True"
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        [
         "43",
         "Up",
         "PKD_dom|PKAT_KLD",
         "IPR000601|IPR046846",
         "0.02845810798996696",
         "1.545793976944323",
         "0.0",
         "True"
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        [
         "44",
         "Up",
         "EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|VWF_dom|JAG1_1/2_dom",
         "IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR001007|IPR056986",
         "0.02845810798996696",
         "1.545793976944323",
         "0.0",
         "True"
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        [
         "45",
         "Up",
         "Notch_ligand_N|DSL|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom",
         "IPR011651|IPR001774|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742",
         "0.0006071421792743677",
         "3.216709594849348",
         "0.0",
         "True"
        ],
        [
         "46",
         "Up",
         "DSL|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom",
         "IPR001774|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742",
         "0.02845810798996696",
         "1.545793976944323",
         "0.0",
         "True"
        ],
        [
         "47",
         "Up",
         "EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom",
         "IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742",
         "0.039111324478928115",
         "1.4076974767057535",
         "0.047619047619047616",
         "True"
        ],
        [
         "48",
         "Up",
         "EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|EGF-like_dom|VWF_dom",
         "IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR000742|IPR001007",
         "0.02845810798996696",
         "1.545793976944323",
         "0.0",
         "True"
        ],
        [
         "49",
         "Up",
         "Cadherin-like_dom|Cadherin-like_dom|Cadherin-like_dom|Cadherin-like_dom|Cadherin-like_dom|Cadherin_Y-type_LIR",
         "IPR002126|IPR002126|IPR002126|IPR002126|IPR002126|IPR000233",
         "0.008523839294227545",
         "2.0693647469315706",
         "0.0",
         "True"
        ]
       ],
       "shape": {
        "columns": 7,
        "rows": 300
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      },
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>variable</th>\n",
       "      <th>ngram_legible</th>\n",
       "      <th>ngram</th>\n",
       "      <th>p</th>\n",
       "      <th>-log10(p)</th>\n",
       "      <th>FPR</th>\n",
       "      <th>FPR &lt;= 0.05</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Up</td>\n",
       "      <td>Znf_C2H2_type|Znf_C2H2_type|Znf_C2H2_type|Znf_...</td>\n",
       "      <td>IPR013087|IPR013087|IPR013087|IPR013087|IPR013...</td>\n",
       "      <td>0.998364</td>\n",
       "      <td>0.000711</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Up</td>\n",
       "      <td>Znf_C2H2_type|Znf_C2H2_type|Znf_C2H2_type</td>\n",
       "      <td>IPR013087|IPR013087|IPR013087</td>\n",
       "      <td>0.997764</td>\n",
       "      <td>0.000972</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Up</td>\n",
       "      <td>Small_GTP-bd</td>\n",
       "      <td>IPR005225</td>\n",
       "      <td>0.546010</td>\n",
       "      <td>0.262799</td>\n",
       "      <td>0.346667</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Up</td>\n",
       "      <td>RRM_dom</td>\n",
       "      <td>IPR000504</td>\n",
       "      <td>0.930060</td>\n",
       "      <td>0.031489</td>\n",
       "      <td>0.914286</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Up</td>\n",
       "      <td>SH3_domain</td>\n",
       "      <td>IPR001452</td>\n",
       "      <td>0.754723</td>\n",
       "      <td>0.122212</td>\n",
       "      <td>0.704225</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>Down</td>\n",
       "      <td>LamG-like|Notch_dom|Notch_dom|Sushi_SCR_CCP_do...</td>\n",
       "      <td>IPR006558|IPR000800|IPR000800|IPR000436|IPR000...</td>\n",
       "      <td>0.007810</td>\n",
       "      <td>2.107342</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>Down</td>\n",
       "      <td>WW_dom|PDZ|FERM_domain</td>\n",
       "      <td>IPR001202|IPR001478|IPR000299</td>\n",
       "      <td>0.007810</td>\n",
       "      <td>2.107342</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>Down</td>\n",
       "      <td>LCCL|VWF_A|VWF_A</td>\n",
       "      <td>IPR004043|IPR002035|IPR002035</td>\n",
       "      <td>0.007810</td>\n",
       "      <td>2.107342</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>Down</td>\n",
       "      <td>MyBP-C_THB|Ig_sub|Ig_sub2|Ig_sub|Ig_sub2|FN3_d...</td>\n",
       "      <td>IPR040849|IPR003599|IPR003598|IPR003599|IPR003...</td>\n",
       "      <td>0.007810</td>\n",
       "      <td>2.107342</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>Down</td>\n",
       "      <td>Ig_sub|MyBP-C_THB|Ig_sub|Ig_sub2|Ig_sub|Ig_sub...</td>\n",
       "      <td>IPR003599|IPR040849|IPR003599|IPR003598|IPR003...</td>\n",
       "      <td>0.007810</td>\n",
       "      <td>2.107342</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>300 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    variable                                      ngram_legible  \\\n",
       "0         Up  Znf_C2H2_type|Znf_C2H2_type|Znf_C2H2_type|Znf_...   \n",
       "1         Up          Znf_C2H2_type|Znf_C2H2_type|Znf_C2H2_type   \n",
       "2         Up                                       Small_GTP-bd   \n",
       "3         Up                                            RRM_dom   \n",
       "4         Up                                         SH3_domain   \n",
       "..       ...                                                ...   \n",
       "567     Down  LamG-like|Notch_dom|Notch_dom|Sushi_SCR_CCP_do...   \n",
       "568     Down                             WW_dom|PDZ|FERM_domain   \n",
       "569     Down                                   LCCL|VWF_A|VWF_A   \n",
       "570     Down  MyBP-C_THB|Ig_sub|Ig_sub2|Ig_sub|Ig_sub2|FN3_d...   \n",
       "571     Down  Ig_sub|MyBP-C_THB|Ig_sub|Ig_sub2|Ig_sub|Ig_sub...   \n",
       "\n",
       "                                                 ngram         p  -log10(p)  \\\n",
       "0    IPR013087|IPR013087|IPR013087|IPR013087|IPR013...  0.998364   0.000711   \n",
       "1                        IPR013087|IPR013087|IPR013087  0.997764   0.000972   \n",
       "2                                            IPR005225  0.546010   0.262799   \n",
       "3                                            IPR000504  0.930060   0.031489   \n",
       "4                                            IPR001452  0.754723   0.122212   \n",
       "..                                                 ...       ...        ...   \n",
       "567  IPR006558|IPR000800|IPR000800|IPR000436|IPR000...  0.007810   2.107342   \n",
       "568                      IPR001202|IPR001478|IPR000299  0.007810   2.107342   \n",
       "569                      IPR004043|IPR002035|IPR002035  0.007810   2.107342   \n",
       "570  IPR040849|IPR003599|IPR003598|IPR003599|IPR003...  0.007810   2.107342   \n",
       "571  IPR003599|IPR040849|IPR003599|IPR003598|IPR003...  0.007810   2.107342   \n",
       "\n",
       "          FPR  FPR <= 0.05  \n",
       "0    1.000000        False  \n",
       "1    1.000000        False  \n",
       "2    0.346667        False  \n",
       "3    0.914286        False  \n",
       "4    0.704225        False  \n",
       "..        ...          ...  \n",
       "567  0.000000         True  \n",
       "568  0.000000         True  \n",
       "569  0.000000         True  \n",
       "570  0.000000         True  \n",
       "571  0.000000         True  \n",
       "\n",
       "[300 rows x 7 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_dedansy.get_ngram_results('HAS2_v_Control')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa70c564",
   "metadata": {},
   "source": [
    "# Performing deDANSy analysis with (phospho-)proteomic data\n",
    "\n",
    "If you are working with a proteomic dataset and do not require converting IDs because you are using UniProt IDs, you can build a deDANSy object without the conversion and perform analysis as outlined below with a phosphoproteomic dataset from [Chen et al, 2024](https://doi.org/10.1158/1535-7163.MCT-23-0218). We are using Supplementary Table S5 specifically."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "41cf0123",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing the data\n",
    "filename = 'CUTO28_pY_Results.xlsx'\n",
    "raw_phos = pd.read_excel(filename,header=1)\n",
    "\n",
    "# First filtering out the raw data to ensure we only have the human data and those found within our reference file.\n",
    "proc_phos = raw_phos[raw_phos['IsHuman'] == 1]\n",
    "proc_phos = proc_phos[proc_phos['Protein'].isin(ref['UniProt ID'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d144ca71",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting to fetch n-grams.\n",
      "Finished getting all n-grams\n",
      "Starting to generate adjacency\n",
      "Finished building adjacency.\n",
      "Building the reference network information.\n"
     ]
    }
   ],
   "source": [
    "# Now building the deDANSy object, which can ignore any ID conversion by setting the run_conversion parameter to False.\n",
    "prot_dedansy = dansy.DEdansy(dataset = proc_phos,\n",
    "                             uniprot_ref = ref,\n",
    "                             data_ids = 'Protein',\n",
    "                             run_conversion = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "774f1a33",
   "metadata": {},
   "source": [
    "After this the process of calculating scores and plotting them is identical."
   ]
  }
 ],
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