1435 lines (1434 with data), 511.5 kB
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Import"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import sys\n",
"\n",
"proj_dir = \"/home/scai/PhenPred\"\n",
"if not os.path.exists(proj_dir):\n",
" proj_dir = \"/Users/emanuel/Projects/PhenPred\"\n",
"sys.path.extend([proj_dir])\n",
"\n",
"import json\n",
"import PhenPred\n",
"import argparse\n",
"import pandas as pd\n",
"from PhenPred.vae import plot_folder\n",
"from PhenPred.vae.Hypers import Hypers\n",
"from PhenPred.vae.Train import CLinesTrain\n",
"from PhenPred.vae.DatasetDepMap23Q2 import CLinesDatasetDepMap23Q2\n",
"pd.set_option(\"display.max_rows\", 100)\n",
"pd.set_option(\"display.max_columns\", 100)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"\n",
"warnings.filterwarnings(\"ignore\")\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"\n",
"plt.rcParams[\"font.family\"] = \"Arial\"\n",
"plt.rcParams[\"font.size\"] = 4\n",
"plt.rcParams[\"axes.linewidth\"] = 0.25\n",
"plt.rcParams[\"figure.figsize\"] = (2.5, 2.5)\n",
"plt.rcParams[\"pdf.fonttype\"] = 42\n",
"plt.rcParams[\"ps.fonttype\"] = 42\n",
"plt.rcParams[\"figure.dpi\"] = 200\n",
"plt.rcParams[\"axes.linewidth\"] = 0.25\n",
"plt.rcParams[\"legend.fontsize\"] = 4\n",
"\n",
"sns.set(style=\"ticks\", context=\"paper\", font_scale=1, font=\"Arial\")\n",
"sns.set_context(\n",
" \"paper\",\n",
" rc={\n",
" \"axes.linewidth\": 0.25,\n",
" \"xtick.major.size\": 2,\n",
" \"xtick.major.width\": 0.25,\n",
" \"ytick.major.size\": 2,\n",
" \"ytick.major.width\": 0.25,\n",
" \"xtick.labelsize\": 6,\n",
" \"ytick.labelsize\": 6,\n",
" \"axes.labelsize\": 7,\n",
" \"legend.fontsize\": 6,\n",
" \"legend.title_fontsize\": 6,\n",
" },\n",
")\n",
"\n",
"import matplotlib.patches as mpatches\n",
"import umap\n",
"\n",
"pd.set_option(\"display.max_rows\", 100)\n",
"pd.set_option(\"display.max_columns\", 100)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import pickle\n",
"from tqdm.notebook import tqdm\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from adjustText import adjust_text"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"metabolomic_drug_association_df = pd.read_csv(\"../data/clines/external_metabolomics/Pathway_direction_pvalue_shorthouse.csv\", index_col=0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## define plot function"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def plot_pathwayrank(drug, metabolomic_drug_association_df):\n",
" # Filter data for Pyrimethamine\n",
" drug_data = metabolomic_drug_association_df[[drug]]\n",
" INCLUDED_PATHWAY = ['Nicotinate and Nicotinamide Metabolism', 'Tryptophan Metabolism', 'Spermidine and Spermine Biosynthesis']\n",
"\n",
" # Select data for Pyrimethamine\n",
" drug_data = drug_data[[drug]].reset_index()\n",
" drug_data.columns = ['Pathway', 'Value']\n",
"\n",
" # Sort the data by value\n",
" drug_data = drug_data.sort_values(by='Value').reset_index(drop=True)\n",
"\n",
" # Create additional columns for plotting\n",
" drug_data['Pathway Rank'] = drug_data.index + 1\n",
" drug_data['log10(Pvalue) * correlation direction'] = drug_data['Value']\n",
" drug_data['Association'] = drug_data['Value'].apply(lambda x: 'Sensitivity' if x < 0 else 'Resistance')\n",
"\n",
" # Create the plot\n",
" plt.figure(figsize=(6, 3))\n",
" colors = drug_data['Association'].map({'Sensitivity': 'blue', 'Resistance': 'red'})\n",
" plt.scatter(drug_data['Pathway Rank'], \n",
" drug_data['log10(Pvalue) * correlation direction'], \n",
" c=colors, label=drug_data['Association'], s=2)\n",
"\n",
" plt.title(f'Association of resistance to {drug} with SMPDB pathway activity levels')\n",
" plt.xlabel('Pathway Rank')\n",
" plt.ylabel('log10(Pvalue) * correlation direction')\n",
"\n",
" # Annotate points\n",
" N=10\n",
" annotations = pd.concat([drug_data.nlargest(N, 'log10(Pvalue) * correlation direction'),\n",
" drug_data.nsmallest(N, 'log10(Pvalue) * correlation direction')]\n",
" )\n",
"\n",
" # annotations = drug_data[drug_data['Pathway'].isin(INCLUDED_PATHWAY)]\n",
"\n",
"\n",
" texts = []\n",
" for idx, row in annotations.iterrows():\n",
" texts.append(plt.text(row['Pathway Rank'], row['log10(Pvalue) * correlation direction'], \n",
" f'{row[\"Pathway\"]}', fontsize=5))\n",
"\n",
" adjust_text(texts, arrowprops=dict(arrowstyle='-', color='black', lw=0.5))\n",
"\n",
" # plt.legend(['Sensitivity', 'Resistance'])\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def plot_drug_rank(pathway, metabolomic_drug_association_df):\n",
" # Filter data for the specific pathway\n",
" pathway_data = metabolomic_drug_association_df.loc[pathway].reset_index()\n",
" pathway_data.columns = ['Drug', 'Value']\n",
" INCLUDED_DRUG = [\n",
" \"Pyrimethamine\",\n",
" \"UNC0638\",\n",
" \"MS-275\",\n",
" \"PAC-1\",\n",
" # \"Methotrexate\",\n",
" # \"BIX02189\",\n",
" # \"Imatinib\",\n",
" # \"I-BET\",\n",
" # \"NG-25\",\n",
" # \"XMD11-85h\",\n",
" \n",
" ]\n",
"\n",
" # Sort the data by value\n",
" pathway_data = pathway_data.sort_values(by='Value').reset_index(drop=True)\n",
"\n",
" # Create additional columns for plotting\n",
" pathway_data['Drug Rank'] = pathway_data.index + 1\n",
" pathway_data['log10(Pvalue) * correlation direction'] = pathway_data['Value']\n",
" pathway_data['Association'] = pathway_data['Value'].apply(lambda x: 'Sensitivity' if x < 0 else 'Resistance')\n",
"\n",
" # Create the plot\n",
" plt.figure(figsize=(6, 3))\n",
" colors = pathway_data['Association'].map({'Sensitivity': 'blue', 'Resistance': 'red'})\n",
" plt.scatter(pathway_data['Drug Rank'], \n",
" pathway_data['log10(Pvalue) * correlation direction'], \n",
" c=colors, label=pathway_data['Association'], s=2)\n",
"\n",
" plt.title(f'Association of {pathway} with different drug activity levels')\n",
" plt.xlabel('Drug Rank')\n",
" plt.ylabel('log10(Pvalue) * correlation direction')\n",
"\n",
" # Annotate points\n",
" # N = 10\n",
" # annotations = pd.concat([pathway_data.nlargest(N, 'log10(Pvalue) * correlation direction'),\n",
" # pathway_data.nsmallest(N, 'log10(Pvalue) * correlation direction')])\n",
" annotations = pathway_data[pathway_data['Drug'].isin(INCLUDED_DRUG)]\n",
"\n",
" texts = []\n",
" for idx, row in annotations.iterrows():\n",
" texts.append(plt.text(row['Drug Rank'], row['log10(Pvalue) * correlation direction'], \n",
" f'{row[\"Drug\"]}', fontsize=6))\n",
" adjust_text(texts, arrowprops=dict(arrowstyle='-', color='black', lw=0.5), only_move={'points':'y', 'text':'xy'})\n",
"\n",
" # for idx, row in annotations.iterrows():\n",
" # plt.annotate(f'{row[\"Drug\"]}',\n",
" # (row['Drug Rank'], row['log10(Pvalue) * correlation direction']),\n",
" # textcoords=\"offset points\",\n",
" # xytext=(10,0),\n",
" # ha='center', fontsize=5,\n",
" # arrowprops=dict(facecolor='black', arrowstyle=\"->\"))\n",
"\n",
" # plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### plot pathway rank"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_pathwayrank('Pyrimethamine', metabolomic_drug_association_df)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_pathwayrank('UNC0638', metabolomic_drug_association_df)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_pathwayrank('MS-275', metabolomic_drug_association_df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot drug rank"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_drug_rank('Nicotinate and Nicotinamide Metabolism', metabolomic_drug_association_df)\n",
"plt.savefig('./Nicotinate and Nicotinamide Metabolism.pdf', bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_drug_rank('Tryptophan Metabolism', metabolomic_drug_association_df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# correlation"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import StandardScaler"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"pathway_score_df = pd.read_csv(\"../data/clines/external_metabolomics/Pathway_scores_heatmap_ordered_values.csv\", index_col=0).T\n",
"\n",
"pathway_score_2_df = pd.read_csv(\n",
" \"../data/clines/external_metabolomics/PrimaryAnalysis/PathwayScore_180CCL.csv\",\n",
" index_col=0,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"metabolomics_df = pd.read_csv(\"../data/clines/metabolomics.csv\", index_col=0).T\n",
"model_list_df = pd.read_csv(\"../data/clines/model_list_20230505.csv\", index_col=0)\n",
"depmap_model_df = pd.read_csv(\"../data/clines/depmap23Q2/Model.csv\", index_col=0)\n",
"\n",
"sanger_to_cell_line_name = depmap_model_df.set_index(\"SangerModelID\").to_dict()[\n",
" \"CellLineName\"\n",
"]\n",
"sanger_to_name = model_list_df.to_dict()[\"model_name\"]\n",
"sanger_to_name.update(\n",
" depmap_model_df.set_index(\"SangerModelID\").to_dict()[\"CellLineName\"]\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"metabolomics_df.index = metabolomics_df.index.map(sanger_to_cell_line_name)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"metabolomics_df = metabolomics_df[metabolomics_df.index.notnull()]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"metabolomics_df = metabolomics_df.fillna(metabolomics_df.mean())"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"from scipy.stats import zscore\n",
"def row_zscore(row):\n",
" return (row - row.mean()) / row.std(ddof=0)\n",
"\n",
"\n",
"pathway_score_row_zscore = pd.DataFrame(\n",
" pathway_score_df.apply(lambda row: zscore(row), axis=1),\n",
" index=pathway_score_df.index,\n",
")\n",
"metabolomics_row_zscore_df = pd.DataFrame(metabolomics_df.apply(lambda row: zscore(row), axis=1), index=metabolomics_df.index)\n",
"pathway_score_col_zscore = pd.DataFrame(\n",
" pathway_score_df.apply(lambda col: zscore(col), axis=0),\n",
" columns=pathway_score_df.columns,\n",
")\n",
"metabolomics_col_zscore_df = pd.DataFrame(metabolomics_df.apply(lambda col: zscore(col), axis=0), columns=metabolomics_df.columns)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1-methylnicotinamide 0.041119\n",
"Name: Nicotinate and Nicotinamide Metabolism, dtype: float64"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"merged_df = pd.merge(\n",
" metabolomics_row_zscore_df[[\"1-methylnicotinamide\"]],\n",
" pathway_score_df,\n",
" left_index=True,\n",
" right_index=True,\n",
")\n",
"# merged_df = pd.DataFrame(StandardScaler().fit_transform(merged_df), columns=merged_df.columns, index=merged_df.index)\n",
"merged_corr_df = merged_df.corr()\n",
"merged_corr_df[\"Nicotinate and Nicotinamide Metabolism\"].head(1)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1-methylnicotinamide 0.041119\n",
"Alpha Linolenic Acid and Linoleic Acid Metabolism -0.247714\n",
"Taurine and Hypotaurine Metabolism -0.001430\n",
"Homocysteine Degradation -0.028814\n",
"Arachidonic Acid Metabolism -0.337533\n",
"Name: Nicotinate and Nicotinamide Metabolism, dtype: float64"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"merged_df = pd.merge(\n",
" metabolomics_row_zscore_df[[\"1-methylnicotinamide\"]],\n",
" pathway_score_df,\n",
" left_index=True,\n",
" right_index=True,\n",
")\n",
"# merged_df = pd.DataFrame(StandardScaler().fit_transform(merged_df), columns=merged_df.columns, index=merged_df.index)\n",
"merged_corr_df = merged_df.corr()\n",
"merged_corr_df[\"Nicotinate and Nicotinamide Metabolism\"].head(1)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='1-methylnicotinamide', ylabel='Nicotinate and Nicotinamide Metabolism'>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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EoUOHMHPmTPzxxx+YMGGCASsloqLInQwIACcDIsXTS8Dn59SpU9ixY4fIEorl/Pnz6N+/Pw4ePKhe1qdPH3zxxRc4evQoxowZg5iYGHz99dfw8fExXKFEVCS5kwHNCGjB7nlSPJX08gTxJRQXF4cRI0bg+fPnAF5MBWtnZ4eyZctqPVeSJNy5cwfOzs6IjIyUqwSTFBgYiNDQUEOXQUREBiZnHsjagnd3d8fbb78NSZLUc87n/v+r/ywtLfHmm29i5syZcpZAREQmKjElAycuJCHpXoahS1EE2QfZTZ8+XX1e3dPTE8HBwejevbvcuyEiIgXhFQ7yEzqKft++fbCzsxO5CyIiUgBe4SA/oQGfe/nYuXPnEBUVhVu3bmHUqFEoW7YsLly4gC5dumjNDkdERGIZ42Q/vN2x/IRfBz9nzhysXbtWfU7+vffeQ0ZGBiZMmICOHTtiwYIFBr0nPBGROTHWrnDe7lh+Qi+T27ZtG9asWYMePXrgxx9/VM/d3rBhQ/j4+GD//v3YsGGDyBKIiOgleXWFGwve7lheQgN+/fr18PLywtdff40GDRqol1euXBnz589Hq1atsHXrVpElEJEOOHrZfOhzsh9+rgxLaBf9tWvX8NFHH+W7vlOnTpg3b57IEoioEMbaZUti6KsrnJ8rwxMa8JaWlupbrebl0aNHsLS0FFkCERWCo5fNj6O9jfDfMT9Xhie0i/7NN9/EH3/8kee6p0+fYtu2bahTp47IEoioEJyfnUSQ83PFrv7iEdqCHz58OEaOHImgoCD1Xdhu3bqFPXv2IDQ0FHFxcZg0aZLIEoioEBy9TCLI9bliV3/xCQ34tm3bYvr06Zg7dy4OHDgAAPjss88AACqVCuPHj0enTp1ElkBEOtBHly2ZHzk+V6K6+o1xLgC5Cb8O/v3330enTp0QGRmJGzdu4Pnz53BxcUGXLl3g7u4uevekMObwR0nmi59vbSImwDGXXgHhAQ8AVapUweDBg/WxK1Iwc/mjJPPEz3feRJxCMpcBgLIG/O3bt4u1XdWqVeUsgxTKXP4ozZ25tmL5+c6f3KeQzGVaXFkDvkOHDkWeW16lUuHChQtylkEKZS5/lObMnFux/Hzrj7kMLJW9i16SJDg4OKBly5YoVUovZwDITJjLH6U5M+dWLD/f+mUOA0tlTeAxY8bgjz/+wL///otDhw7B29sbPj4+aNGiBe8aR7Iwhz9KcyZ3K9bUuvtFfr5N7b2gkpM14MeNG4dx48bh4sWL2LlzJ3bv3o1NmzbBwcEB3bp1w7vvvouGDRvKuUsiUhA5W7Hm3N3/Kr4X5klIH7qnpyc8PT3x8ccf4+zZs9i1axd2796NdevWoWrVqnj33Xfh4+MDT09PEbsnIhMmVyvWnLv7X8X3wjwJnaoWABo0aICpU6fi4MGDWLduHdq3b4+tW7eid+/e8PHxwZIlS0SXQERmiFPw/g/fC/OkknJv0q5HCQkJmDNnDvbv3w+VSoXY2Fh9l2BUAgMDERoaaugyiBQn6V4GB639P74XpkHOPNDbMPfExERERkZi9+7dOHPmDCRJgru7O3x8fPRVAhGZGQ7K/B++F+ZHaMAnJiZi9+7d2L17N86ePQtJkuDq6ooRI0agW7duvJMcERGRILIH/O3bt9Ut9dxQr1q1KoYOHQofHx+8+eabcu+SiEg2vJyMlELWgPfz88O5c+cA/G/+eR8fH14aR0QmgZeTiZeYkoHL8fdRprQFqlV9je+vQLIG/NmzZ6FSqeDm5oYmTZrg0aNHCA8PR3h4eL7bqFQqfPXVV3KWQURULLycTKzElAzMWH4MSfcyULliWdStYYcPutbheyyIkKlq4+LiEBcXp9PzGfBEZCw4H7xYN++kIeneiwOouw8eI+tZDg+iBJI14Pft2yfnyxER6RXngxcr9z3NbcFblbbgQZRAsga8s7OznC9HRKR3vJxMHEd7G3w5qiUux9+HVSmegxeNt3sjUjiOCqeC6PvzwQMo/WHAEykYR4UXjbkdDPHzoWxmG/CHDh3CggULcO3aNdjZ2WHAgAEYOXJkvre1vXbtWp6z7lWvXh27d+8WXa7JMbcvSmPFUeG6M8ew4+dD2cwy4E+ePImgoCB069YNEydOxH//+198//33yMnJwejRo/Pc5uLFiwCAtWvXokyZMurl1tbWeqnZlJjjF6Wx4qhw3Zlj2PHzoWxmGfBLliyBp6cnvvnmGwDA22+/jezsbCxfvhxDhw7NM7RjY2Ph7OyMFi1a6Ltck2OOX5TGiqPCdWeOYcfPh7LpLeAfP36MpKQkODo6okyZMrCwEH6n2jxlZWUhOjoa48eP11ju7e2NlStX4u+//0abNm20touNjeXc+Toyxy9KY8ZBTbox17Dj50O5hKdsQkICRo0ahebNm8PHxwenT59GTEwMunfvjv/+97+id59nPc+ePUO1atU0lru7uwMAbty4ked2Fy9eRFpaGvr374/69eujdevW+Pbbb/Hs2TPBFZue3C/KGQEt2D1PJsXR3gbN6zryM0uKIPxucn5+fsjIyECTJk1w4sQJAEBOTg6uX7+O4cOH45dffoGnp6fIMjQ8evQIAFC+fHmN5TY2L/6g09PTtbZJSUlBSkoKVCoVJk2ahKpVq+LYsWNYsWIFEhMT8d1334kv3MSwVUBEonAQr26EBvzChQvx9OlTbNu2DZUqVUKrVq0AAK1atcLmzZsxZMgQLFu2DD/88IPIMjTk5OQAQL6j5fM6dVC+fHmEhYWhevXqcHJyAgB4eXnBysoKCxYsQFBQEGrWrFnoviMiIhAREaG1PDk5uSg/AhGR2eIgXt0JDfjDhw/D398fNWvWxP379zXWeXp6YsCAAdi+fbvIErRUqFABgHZLPSPjxaCwV1v2wIuR8rkHJy9r3749FixYgIsXL+oU8L6+vvD19dVaHhgYqFPtRKaKLS6SCwfx6k7oOfgHDx6oz23npWrVqlrBL5qbmxssLS21boaT+7hWrVpa2/z777/45ZdftA4Knjx5AgCoVKmSoGqJTF9ui2vWqmj1ncQof4kpGThxIYnvUz5yB/EC4CDeQghtwTs6OuLq1av5rj99+jRef/11kSVoKVOmDJo1a4aoqCgEBASou+ojIyNRoUIFNGjQQGub5ORkzJw5E6VLl8Z7772nXr5r1y7Y2NigXr16equfyNSwxaU7dj8XzlyvdigOoQHfuXNnhIeHw9fXF66urgD+d+57165d+O233zBw4ECRJeRp9OjRGDp0KCZMmIC+ffvi1KlTWLVqFSZNmgRra2ukp6fj6tWrcHNzg52dHby8vODl5YW5c+fi8ePHqFGjBg4ePIh169ZhypQpeO211/T+MxCZCl42qTseDOmGg3h1o5IkSRL14mlpafDz80NCQgJq1qyJy5cvo2nTpnj48CGuXr0KR0dHbNmyBXZ2dqJKyFdUVBQWLlyI69evo0qVKnj//fcxbNgwAEB0dDQGDx6MOXPmoE+fPuqfZdGiRdi7dy/u3r0LNzc3DBkyBH5+fiWuJTAwEKGhoSV+HSJjlXQvgy0uHSTdy8CM5WzBmzM580BowAMvLkv7/vvvsWvXLjx8+BAAUK5cOXTq1AmTJk3Sexe9MWLAE1EuHgyZNznzQPhMdhUqVMDnn3+Ozz//HKmpqcjJyYGdnZ3BZrIjIjJm7H4mueh1LnpDdMUTERGZI1kDfvDgwUXeRqVSYc2aNXKWQaSF12ETkbmRNeBjYmK0lqlUKkiSBJVKBQcHB0iShHv37kGSJJQtW5Yj0Ek4XnpEROZI1oDPvWd6rvPnz2Pw4MEYMGAARowYgYoVKwJ4MYvcqlWrsGbNGsyfP1/OEoi0KO3SI/ZGkDni577ohJ6DnzdvHlq3bo3JkydrLC9fvjwmTJiAW7duYd68eQgPDxdZBpk5JV2Hzd4IMkf83BeP0IA/c+YMPvnkk3zXN27cGJGRkSJLIFLUzFdK640g0gU/98UjNOBtbW1x5cqVfNefOXOGI+tJL5Ry6ZGSeiOIdMXPffEIDfh33nkHGzduRN26ddG3b1/1NLXZ2dlYs2YNduzYgaFDh4osgUhRlNQbQaQrfu6LR2jA/+c//0F0dDQ+++wzfPPNN3B2dgYAxMfHIz09HfXq1cO4ceNElkCkOErpjSAqitzPfe7d9hj0hRMa8JUqVcK2bduwevVqREVF4fr16wCAatWqoVu3bvjwww9hZWUlsgQiomLjyG3jwsF2RSN8Jrty5cph7NixGDt2rOhdERHJhmFSMiIOjjjYrmj0OlUtEZGpYJgUn6iDI10H27Hn5QVZA75OnTqYN28eunfvDgDw9PRUD6zLj0qlwoULF+Qsg8wY/7BJLnKP3Danz6aogyNdBtux5+V/ZA34Zs2awcHBQf24efPmcr48UYH4h01yknPkttI/m68evIi8rK2wQabsefkfWQN+3bp1BT4mEol/2CQ3ua5Y0OWzaaot/PwOXgx1WRuvmf8fnoMnxeAfNhmrwj6bptzCz+/gxVCXc/Ka+f8RHvB//PEHDh48iOTkZOTk5Git5+1iSS75/WGbasuIlKOw0DHl3qeXD17aNXHG46fZSLqXYdD6Xz24EPkdYMzfL0IDfvXq1fjmm28gSVK+zylsEB5RUeT1h23MLSNj/nIgeRXUojXl3qfcg5cbtx9i1e8X8OfJW0b1tybyO8DYv1+EBnx4eDhq166N+fPnw93dHZaWliJ3R6TFmFtGxv7lIAclHcCI/FlMvVvZ0d4GCclpSLpnfH9rIr8DjPn7BRAc8MnJyQgODkaNGjVE7oYoX8bcMjL2L4eSUtIBjD5+FlOfgthY/9ZE1mWsP3MuoQFfo0YN3L17V+QuiApkzC0jY/9yKCklHcAo6WcRxVj/1kTWZaw/cy6hAT9q1Ch8/vnn6NChA+rWrStyV0T5MtaWkbF/OZSUkg5glPSziGTMf2ui6jLWnxkQHPBdu3bFjh078N5778HNzQ2VK1fWGlTHUfRkzoz5y6GklHQAU9KfRUljEQyB71/xCA34ZcuW4cCBAwCAGzdu4MaNG1rP4Sh6IuVS0gFMcX8WJY1FMAS+f8UnNOB//fVX1K5dG19//TVq1aqFUqU4rw4ZP7YWqKgK+szw/H3J8P0rPqGJm5qailGjRsHT01Pkbohkw9YCFVVhnxmevy8Zvn/FJ3wU/b1790TugkgWuS2w589z2FqgIimshamksQiGwPev+IQG/IgRIzBr1iy0b98eb775pshdERXbyy0wR3sbtGvirJ6Ni60FKowuLUwljUUwBL5/xSM04E+dOgUbGxv069cPrq6ucHBw0DoPz1H0ZGgvt8CS7mVgUDdPtGvswtaCkTD2MRGm1MI09veS5CU04NevX6/+//j4eMTHx2s9h6PoydBebYF5uFXil5+RMJUxEabQwjSV95LkIzTgL168KPLliWRhSi0wc8MR1PIR/V6yd8D48Lo1IphGC8wccQS1fES+l+wdME7CA/7x48c4cuQIMjIyNG4bm52djbS0NBw+fBirV68WXYaWQ4cOYcGCBbh27Rrs7OwwYMAAjBw5ssBTBjt27MDy5cuRkJAAJycnDB8+HP369dNj1WSs2HoRg70r8hH5XrKnxTgJDfjz588jICAADx8+VC+TJEkjREuXLi2yhDydPHkSQUFB6NatGyZOnIj//ve/+P7775GTk4PRo0fnuc0ff/yBTz75BIMHD0bbtm2xd+9eTJ8+HWXKlEGPHj30/BOQMWHrRSz2rshH1HtpyJ4WHlznT2jAL1q0COnp6Rg2bBhKlSqF5cuX4/PPP8eDBw+wefNmpKamYufOnSJLyNOSJUvg6emJb775BgDw9ttvIzs7G8uXL8fQoUNhbW2ttc2CBQvg7e2N4OBgAEDbtm3x8OFDLFq0iAFv5th6IXNnqJ4WHlwXzELki58+fRp9+vTB5MmTMWrUKKhUKtSoUQOjR4/Gpk2bYGNjg7CwMJElaMnKykJ0dDS6dOmisdzb2xuZmZn4+++/tba5efMmbty4kec28fHxuH79utCaybjltl4A8DwxmS1Hexs0r+uo14DN6+C6OBJTMnDiQhKS7mXIWZ7BCW3Bp6enqye4KVeuHKpWrYrY2Fi0aNECdnZ26Nu3L6KiokSWoCUhIQHPnj1DtWrVNJa7u7sDeHFTnDZt2misu3btGgAUuE316tXFFExGz5TPE4vu3mT3KYkkx6kBJfcCCA348uXL49mzZ+rHrq6uuHr1qsbjpKQkkSVoefTokbq2l9nYvPiFpqena22TlpZW5G3yEhERgYiICK3lycnJOm1PxssUzxOL/mJT8hcnGQc5Dq6VfIpNaMDXq1cPe/bswfvvvw8AcHNzw8mTJ9XrExISYGVlJbIELTk5OQDyn2DHwkL7rEV+2+ReFZDXNnnx9fWFr6+v1vLAwECdtieSk+gvNiV8cRa3B4I9F/pT0oNrJV+KKTTgBwwYgHHjxqFv37746aef0LVrV/z666+YMmUKatWqhXXr1qFJkyYiS9BSoUIFANqt7oyMF19Er7bSC9omMzMz322IjJ3oLzZT/+Isbg8Eey5MiymfYiuM0IDv3Lkzpk2bhtDQUJQtWxYtW7aEn58fNm7cCACoWLEiPv74Y5ElaHFzc4OlpSXi4uI0luc+rlWrltY2uefX4+LiULduXZ22obyxZWM8RH+xmfoXZ3F7IJTQc2FuTPEUmy6ET3QzZMgQDBo0SN2NPWvWLPTs2RP3799H06ZNUalSJdElaChTpgyaNWuGqKgoBAQEqLvdIyMjUaFCBTRo0EBrG3d3d7i6uiIyMhLdunVTL4+MjES1atXg7Oyst/pNGVs2xkf0F5shvjjlOogsbg+EqfdcyEWX30NJflevbsvGgza9TFX76jnqpk2b6mO3+Ro9ejSGDh2KCRMmoG/fvjh16hRWrVqFSZMmwdraGunp6bh69Src3NxgZ2cHAAgKCsK0adNQsWJFdOjQAfv378cff/yB77//3qA/iylhy4ZEk/Mgsrg9EKbecyEHXX4PJfldvbrtRwObYP7PJ4v9e1fqwYHwgE9PT8cff/yBlJQUPH/+XGu9SqXCmDFjRJehoWXLlli0aBEWLlyIMWPGoEqVKpgyZQqGDRsG4MUMfIMHD8acOXPQp08fAECfPn2QlZWF1atXY8uWLXB1dcXXX38NHx8fvdZuytiyIdHkPogsbg+EUrt8daXL76Ekv6tXt/331sNiv5aSexaFBvy5c+cwbNgwpKena8xD/zJDBDzwYnxA586d81zXokULXLp0SWv5gAEDMGDAANGlKRZbNiQaDyLlVdyWrS6/h5L8rl7dtqbzaxqPbctZ4cSFJJ3qVnLPotCAX7BgAZ48eYLx48ejfv36er8kjoyPubdsSCweRMqnJC1bXX4PJfld5bVt7mPbclaY/4vu3fVKPigUGvAnT57E0KFD872BCxGR3HgQKY+Stmxf/T3IPSju1dfPfXziQlKR6lbyQaHQgLe0tISLi4vIXRARKYqxDPiSs2Ur96A4uetW6kGh0IBv3LgxTpw4AT8/P5G7ISJSBGMY8PXyAYZcLVs5B8UVRskt8qISeje5SZMm4eDBg1i9ejXu3r0rcldERCZPrrujFVfuAcasVdGYsfwYAKB5XUdIEkp0t7VX77iYOygu93FJewderc0Qd7YzRkJb8JMmTYKlpSW++eYb9b3XX6VSqXDhwgWRZRARmQRDD/jK6wBDklDiXoWCBsWVpJVtDD0exkxowFesWBEVK1YUuQsiIsUwdPdyXgcYCcnyXEaW36C4kihsIKCxjGcwFKEBv27dOpEvT0SkOIYc8JXfAYaxXkZWUI8HW/d6mqqWSCRzP0onklNeLW25exXk+pstqDYlT2CjK1kDftq0aRgwYAAaNmyoflwYlUqFr776Ss4yyIzwKJ1IPDl7FeT+m82vNkOPZzAGsgb8tm3b0KpVK3XAb9u2rdBtGPBUEjxKJyoeQ/V85fc3K3c9hh7PYAxkDfh9+/ap776W+5hIJB6lExVdUVrRcgdvXn+zhdVT3BqUOoGNrmQN+Ffvi3779m3UrFlTI/RfXR8dHY3evXvLWQaZER6lExWdrj1fIoI3r7/ZgqaX5Wm44hM60c3gwYNx9OjRfNcfOXIEM2fOFFkCmQFOakFUNK9OPJNfz1dBE++8OilOUSbBefVvtqB6DD35jymTtQUfHx+PZcuWqR9LkoRff/0VR44c0XquJEmIiYmBjQ2/lImI9EnXnq+CToHJOf6loHp4Gq74ZA14Nzc3xMXF4eTJkwBeDKA7ceIETpw4kefzLS0tMXnyZDlLICIzxcsli0aX89P6DN786uFpuOKT/Tr45cuX4+HDh5AkCZ06dUJwcDA6duyo9TxLS0tUqlQJZcqUkbsEIjIzPE9bNEU5GDKG4DX3wXLFJXvAly9fHuXLlwcAzJkzB82bN9cafEdEJCdeLqm7gg6GitoLwuA1bkJnsssdHZ+eno6//voLN2/ehJWVFapWrYo2bdrA2tpa5O6JyEzwPK3uCroOnb0gyiJ8qtrIyEjMmDEDjx49giRJAF6cmy9fvjy++OIL+Pj4iC6BiBSO52l1l9/BEHtBlEdowJ85cwYff/wxbG1tMX78eLzxxhvIycnB5cuXsX79ekyZMgUuLi5o0KCByDKIyAywu1g3+R0MsRdEeQM1hQb8smXLULFiRezYsQP29vbq5V26dIG/vz969uyJlStXYuHChSLLIBJCaV8G9D9K/93mdTBk7r0gxTlFYeyfE6EBf+rUKXzwwQca4Z7L3t4e/fv3R3h4uMgSiITg+UrlMuffrTn3ghT1FIUpfE6EzmSXmZmZZ7jnsrOzQ1oaZyUi02Oo2bUSUzJw4kJSkWYNo6LhzGnmSdfZ/XKZwudEaAvexcUFx48fx8CBA/Ncf/z4cVStWlVkCURCGOJ8pSm0GJSA56LNU1FPUZjC50RowPv6+mLx4sVYvHgxRo4cCSsrKwBAVlYWli9fjr1792L06NEiSyASwhDnKznKWT/M/Vy0OXO0t4EkQd0aL+h3bwqfE6EBP2LECPz5559YvHgxVq9eDTc3N6hUKsTFxSEzMxN169bFyJEjRZZAJIy+z1eaQotBKcz5XLQujH1wWXEVtZfM2D8nQgPeysoKa9euxapVq7B7927cuHEDkiTBzc0N3t7eCAgI4GQ3RDoyhRYDKZ+STxUprZdM+EQ31tbWGDNmDMaMGaNe9vTpU85BT1QMxt5iIOVTWgi+TGm9ZEJH0QPAoUOH0K9fPyQlJamXzZ49G71798apU6dE756IiGRU1NHmpiS3l2xGQAtF9EwIbcEfP34co0ePho2NDdLT09XLa9asiQMHDmDIkCEIDw9H3bp1RZZBZkap5weJjIHSTxUpqZdMaAs+NDQUbm5u2L17N2rVqqVe/uGHHyIiIgLOzs6cxY5klXt+cNaqaMxYfozXixMJ4Ghvg+Z1HRUThEolNOBjY2MxcOBA2NnZaa2rWLEi/Pz8cPbsWZEl5CksLAydOnVC/fr10bNnT+zdu7fQbX755RfUrl1b69+MGTP0UDHpyhQmnyBSAkNOusQJn3QjtIv++fPnyMrKyne9SqXC48ePRZagZeXKlZg/fz7GjBmDN998E1u2bMH48eOxZs0aNG/ePN/tYmNjUatWLYSEhGgsL2imPtI/pQ2SITJGhhxJX5R9m/vpOqEB7+npiYiICAwZMgSlSmnu6vnz59i1axfeeOMNkSVoePLkCX788Ud8+OGH6lH9b7/9NgYMGIAlS5bgp59+ynfbixcvokGDBmjUqJF+iqViUfr5QSJjYMiR9LruW8mX8+lKaBf9wIEDERsbi4CAAOzfvx83btxAXFwcDh48iFGjRuHcuXP44IMPRJag4cyZM3j06BG6dOmiXqZSqdC5c2fExMTgyZMneW6Xe4tbT09PfZVKJaDk84PsmiRjYMiR9Lrum6frBLfgfXx8cPXqVfz444+IiYnRWj9y5Ej06NFDZAkarl27BgCoVq2axnJ3d3c8f/4c8fHx8PDw0Nru+vXrePz4Mc6cOQNvb2/cvHkTLi4uGD16NHr16qWHyonYIiHjUVhPmciucV176Xi6Tg8T3YwfPx69evXCvn37cOvWLTx79gwuLi7o2LEjatSoIdt+MjMzERUVle96BwcH9Z3rypcvr7HOxubFB+TlS/ledvHiRQDA7du3MXXqVJQqVQrbt2/HJ598gqysLPj5+elUY0REBCIiIrSWJycn67Q9mTclTzBCpie/y8n0cSCqy6VsPF2nh4AHADc3NwwdOlToPlJTUzFlypR813t5eaFVq1Z5rpMkCQBgYZH3GYsWLVpg+fLlaNGihXpq3bZt2yI1NRULFy5Ev379oFKpCq3R19cXvr6+WssDAwML3ZaILRIyBYY8EH2150BJ17QXh6wBf+LECdSsWVN9WdyJEyd02q6g0eu6cnFxwaVLlwp8zoYNGwAAGRkZeO2119TLMzMzAQC2tnl/YTo4OKBdu3Zay9u1a4ejR48iJSUFlStXLm7pRDphi4SMXWJKBh4/zUa7Js748+QtvR6I8hSWNlkDftCgQfjmm2/QvXt39WNdWraxsbFylpGv6tWrAwDi4uLQoEED9fK4uDhYWVnB1dU1z+1iYmJw+/ZtrfPtT58+haWlpcbBApFI5t4iMRemeHnXywHraG+DTz9sjmpVX4MkAScuJAn/WXgKS5usAT927FjUrl1b/XjMmDE6Bby+NG7cGOXKlUNkZKQ64CVJQlRUFLy8vNT3q3/VsWPHsGzZMjRu3Bju7u4AXoysj4yMRMOGDfPdjoioqEy1JfpywCbdy4ClpQUkCXr7WXgKS5vsAf+ycePGyfnyJVa2bFkMGzYMS5YsQenSpdG4cWNs2bIF58+fx5o1a9TPS0pKQlJSEurWrQsrKyv4+/vj119/RWBgIMaNG4eyZctiw4YNuHz5MtauXWvAn4iIlMZUW6J5BWxCsv5+Fp7C0qaXQXbGZOzYsbC0tMTGjRuxevVq1KpVC0uXLkXTpk3Vz9m0aRMWL16Mffv2wcXFBa+//jp+/vlnzJ8/H7Nnz0ZGRgbq16+Pn376CU2aNDHgT0NESmOqLdH8AlafPwtPYWlSSblDyGUwbdq0ohegUuGrr76SqwSTFBgYiNDQUEOXQURGIulehmJaokr6WfRBzjyQtQW/bds2nZ/78rl5cw94IlNnioPCjJmSWqJK+llMjawBv2/fvkKf8/TpUyxYsAB79uyBSqXCgAED5CyBSAvDRyxTHRRGpHSyBryzs3OB68+ePYtp06bh33//RdWqVRESEoKWLVvKWYLZYojljeEjnqkOCiNSOr0Msnv27BkWLlyIsLAwZGdnw8/PD5988ol6ilgqGYZY/hg+4pnqoDAipRMe8OfPn8fUqVNx5coVODk5ISQkJN8pY6l4GGL5Y/iIx8uTiIyTsIDPzs7G4sWLsXLlSmRnZ+O9997D1KlTtW70QiXHEMsfw0c/OJCKyPgICfjY2FhMnToVly5dgqOjI7788ku0bdtWxK4IDLHCMHyIyBzJGvDPnz/HsmXLEBoaiuzsbPTp0wfBwcFstesBQ4yIiF4ma8D369dPfeOYrl27wsvLC3v37i10u1dv4kJEREQlI2vAX7hwQf3/u3fvRmRkpPpe63nddEaSJKhUKgY8ERGRzGQN+Dlz5sj5ckRERFRMsgZ879695Xw5IiIiKiYLQxdARERE8mPAExERKRADnoiISIEY8ERECpWYkoETF5KQdC/D0KWQAejlZjNERKRfvAkVsQVPRKRAed2EisyLrC347du3F2s7TnRDRCQv3oSKZA34qVOnasxYlztT3cuPAe1Z7RjwRETy4k2oSOhMdpmZmZg/fz4cHBzg7++PN954Azk5Obhx4wbWr1+PjIwMzJgxQ84SiIjo//EmVPJKTMnAzTumc8AkdCa72bNno3Llyti8ebPGHeXatm2Lfv36wc/PDwcPHkSXLl3kLIOIiEhWpjhoUeggu507d6Jfv3553i7W2toaffr00eluc6RcvIyHiEyBKQ5aFHqZXFZWFnJycvJdn5HBL3VzZopHxERknkxx0KLQgK9Xrx5++eUXvPfee6hUqZLGutu3b2PDhg1o0qSJyBLIiOV1RMyAJyJjZIqDFoUG/JgxYxAQEICuXbuiZ8+ecHNzgyRJuHr1Kn777TdIkoTx48eLLIGMmCkeEROR+TK1QYtCA75FixZYvHgxvvzyS6xdu1ZjXfXq1fHll1+ibt26IksgI2aKR8RERKZC+FS17du3R/v27REbG4v4+HgAgLu7Ozw9PUXvmkyAqR0RExGZCr3NRV+nTh3UqVNHX7sjM2Bq16SS4fCzQuZIeMDHx8dj69atSElJwfPnz7XWq1QqfPXVV6LLIIXhCHzSFT8rZK6EBvyRI0cwatQoZGdn5/scBjwVB0fgk674WSFzJTTgFy1ahLJly+Kzzz5D/fr1YWVlJXJ3ZEY4Ap90xc8KmSuhAR8bG4vAwED06NFD5G6Kbd++fQgKCsKlS5cKfW52djYWLlyIHTt24P79+6hTpw6mTJmCpk2b6qFSehVH4JOu+FkhcyV0qlpra2tUrFhR5C6K7dixY5g0aZLOzw8JCcHatWsxYsQILFiwAFZWVhg+fDiuX78usEoqiKO9DZrXdeQXNhWKnxUyR0IDvmXLlvjzzz9F7qLI0tPT8d133yEgIEDnUwaJiYnYuHEjJk+ejA8++AAdOnTAqlWrULFiRaxcuVJwxUREREUnNOAnT56M2NhYfPnllzh9+jRu3ryJ27dva/3Tp82bN2Pz5s2YMWMGPvjgA522OXbsGLKzszXuemdlZYX27dsb3QEMERHlzdxubiX0HLyvry+ys7Px888/4+eff87zOSqVChcuXBBZhoYOHTqgf//+KFu2LBYtWqTTNteuXUO5cuVQuXJljeXu7u64e/cuMjIyYGPDrj8iImNljpdLCg14b29vqFQqkbtQy8zMRFRUVL7rHRwc0Lp1a7i5uRX5tdPS0mBrqz3yNjfU09PTGfCUJ06wQmQczPFySaEBP3fuXJEvryE1NRVTpkzJd72Xlxdat25drNfOycnJ80BFkiQAgIWFbmc6IiIiEBERobU8OTm5WHWRcTPHFgORsTLHyyX1NlVtfpKSkuDo6Fji13FxcdHpcrfisLW1RXp6utbyzMxM9Xpd+Pr6wtfXV2t5YGBgyQoko2SOLQYiY2WOl0sKD/idO3di586dyMzMRE5Ojnr58+fP8ejRI/z77784f/686DJKpEaNGkhPT0dqairs7OzUy+Pi4uDs7Axra2sDVkfGyhxbDETGzNxubiU04Dds2IDZs2eru7JVKpX6/wGgTJky6Natm8gSZNGqVSsAwO7duzFw4EAAQFZWFg4ePIi2bdsasjQyYubYYiAi4yE04Ddv3gwnJyesWLECz549Q+/evXHo0CFIkoQVK1bg559/xoABA0SWUCxJSUlISkpC3bp1YWVlBWdnZ/Tu3Rtz5szB06dPUa1aNYSFheHRo0cICAgwdLlkxMytxUBExkPodfA3btxAv379ULNmTdSuXRvW1tY4deoUqlSpgunTp6Nx48ZGOVHMpk2b0L9/f9y5c0e9bNasWfD398eKFSvwn//8B8+fP0dYWBjc3d0NWCkRERmasV5fLzTgs7Oz8frrrwN40T3v5uaGy5cvq9d36dJF2MA4XYwbNy7P/ecud3FxUS+zsrJCcHAwjh49itOnT2PDhg1o0KCBPsslIgUw1jCQg5J/tvzkXi0za1U0Ziw/ZlQ/u9Au+tdffx1JSUnqxy4uLrhy5Yr6cdmyZZGamiqyBCIio6HkSyeV/LMVxJivlhE+F314eDguXrwIAPD09ER0dLQ61P/880/Y29uLLIGIyGjkFQZKoeSfrSC5V8sAMLqrZYQG/KhRo/D06VP07t0bqamp8PPzw5MnT9CtWzf4+Phg//798Pb2FlkCEZHRMOYwKCkl/2wFyb1aZkZAC6PrtRDaRe/q6oqtW7di/fr16uvHQ0NDMWPGDNy9exc9e/bE+PHjRZZARGQ0lHzppJJ/tsIY69Uywie6cXFxwdSpU9WPW7ZsWeCc8URESmasYSAHJf9spkhoFz0REREZBgOeiIhIgRjwRERECsSAJyIiUiAGPBERkQLpNeCzsrI0bhlLREREYggP+AcPHmDWrFlo06YNGjVqhOjoaPz9998IDAzE9evXRe+eiIjILAkN+AcPHqB///74+eefUbZsWfW94B8+fIiDBw/i/fffR0JCgsgSiIiIzJLQgF+8eDFu3bqFsLAw/Prrr+qA79ixI5YvX47MzEwsXbpUZAlERERmSWjA79+/H35+fmjZsiVUKpXGurfffhv9+/dHdHS0yBKIiIjMktCAv3PnDjw9PfNdX7NmTdy9e1dkCURERGZJaMDb29vj1q1b+a6/fPkyKlWqJLIEIiIisyQ04N9++22Eh4fj5s2bWutOnjyJjRs3ok2bNiJLICIiMktC7yY3duxYHDhwAL1790bTpk2hUqkQHh6ONWvW4PDhwyhfvjyCgoJElkBERGSWhLbgq1SpgvDwcDRu3BiHDh2CJEmIjIzEwYMH0ahRI6xbtw4uLi4iSyAiIjJLerkf/PLly5GWloYbN24gJycHLi4usLe3F71rIiIisyW0BT9t2jScOXMGAGBra4v69eujYcOG6nA/duwYAgICRJZARERkloQG/LZt2wqcqS4mJgYxMTEiSyAiIjJLsnbRx8fH491330V2drZ62eTJkzF58uR8t3njjTfkLIGIiIggc8C7ublh/PjxOHToEADg77//RvXq1fM8325paQl7e3uMGDFCzhKIiIgIAgbZjRgxQh3anp6eGD16NLp37y73boiIiKgAQkfRX7x4UeTLExERUT6EXyYHALGxscjIyFDfTQ4AsrOzkZaWhsOHD+PLL7/URxlERERmQ2jAx8fHIzAwENevXy/weQx4IiIieQm9TO6HH37A9evX4e3tjZ49ewIARo4cib59+8LW1hbW1tbYtm2byBKIiIjMktCAj46Oho+PDxYsWIDg4GBIkoT27dtj9uzZ2LRpEywtLbFnzx6RJRAREZkloQH/4MEDNGvWDABQoUIFODk54cKFCwAAd3d39OnTB1FRUSJLICKiIkpMycCJC0lIupdh6FKoBIQGfNmyZTUeu7i44OrVq+rHHh4eSEpKEllCgfbt24fatWvr9NxffvkFtWvX1vo3Y8YMwVUSEelPYkoGPl9xDLNWRWPG8mMMeRMmdJCdh4cHjh49Cn9/fwAvJsL5559/1Ovv3r0rcvcFOnbsGCZNmqTz82NjY1GrVi2EhIRoLOdNc4hISW7eSUNiyotQT0zJQEJyGhztbQxcFRWH0BZ8r169EBUVhTFjxiAjIwPt27fHuXPn8P3332PXrl1Yt24dPDw8RJagJT09Hd999x0CAgJgZWWl83YXL15EgwYN0KhRI41/rq6uAqslItIv1yq2cHJ4EehODjZwrWJr4IqouIS24Pv164crV67g559/RqlSpdCpUye0a9cOP/74I1QqFUqXLo1x48aJLEHL5s2bsXnzZsyYMQN3797F4sWLC90mJycHly9fxrvvvquHComIDMfR3gazRrZEQnIaXKvYsvVuwoRPdBMcHIygoCCUKVMGALBkyRLs3LkTDx48QJs2bVCzZk3RJWjo0KED+vfvj7Jly2LRokU6bXP9+nU8fvwYZ86cgbe3N27evAkXFxeMHj0avXr1ElswEZGeOdrbMNgVQC8z2VWsWPF/OyxVSn1NvJwyMzMLHJHv4OCA1q1bw83NrcivnTvl7u3btzF16lSUKlUK27dvxyeffIKsrCz4+fkVu24iIiIRhAe8JEk4fvw47t69i5ycnDyfI0crODU1FVOmTMl3vZeXF1q3bl2s127RogWWL1+OFi1awNraGgDQtm1bpKamYuHChejXrx9UKlWhrxMREYGIiAit5cnJycWqi4iIKD9CAz4uLg4jRoxAQkKCxnJJkqBSqdT/lSPgXVxccOnSpRK/Tl4cHBzQrl07reXt2rXD0aNHkZKSgsqVKxf6Or6+vvD19dVaHhgYKEudREREuYQG/LfffouEhAT07dsX9evXL9KodWMSExOD27dvax2IPH36FJaWlnjttdcMUxgREVE+hAb88ePH4e/vb/KTwRw7dgzLli1D48aN4e7uDuDFyPrIyEg0bNjQZA9ciIhIuYReB5+dnY06deqI3IUQSUlJOH36NLKysgAA/v7+sLOzQ2BgIHbt2oUDBw5g5MiRuHz5MiZPnmzgaomIiLQJDfh69erh/PnzInchxKZNm9C/f3/cuXMHAPD666/j559/xhtvvIHZs2dj4sSJePLkCX766Sc0adLEwNUSGSfOZ05kWCpJkiRRLx4TE4NRo0Zh7ty56NKli04jzc1RYGAgQkNDDV0GkWxy5zNPTMmAk8OLiVN4XTVR4eTMA6Hn4FevXo3XXnsNEydOhLW1NSpVqqQV8iqVCnv37hVZBhHpGeczJzI8oQF/+fJlWFhYwMnJSb3s1Q4DgR0IRGQgufOZ57bgOZ85kf4JDfj9+/eLfHkiMlKcz5zI8PQyVS0RmR/OZ05kWLIG/OLFi9GlSxf1LWB1uVObSqXCmDFj5CyDiIjI7Mke8O7u7gx4IiIiA5M14NeuXatx+9e1a9fK+fJERESkI1kD3svLS+Oxi4sL7Ozs1Hdge9XDhw8RGxsrZwlEREQEwTPZdezYscBr3KOiojB69GiRJRAREZklWVvwN2/exPbt29WPJUnCnj17cOPGDa3nSpKE/fv3o3Tp0nKWQERERJA54KtWrYo9e/bg8uXLAF4MoNuzZw/27NmT7zZDhw6VswQiIiKCzAFvYWGBH3/8EQkJCZAkCUOGDEFgYCBatWqV53MdHBxQrVo1OUsgIiIiCJjoxsnJST017dixYzWuiyciIiL9EDqT3dixYwG8ON/+zz//4ObNm7CyskLVqlVN8j7xREREpkL4VLUnT57EtGnTEB8fr7Hczc0NISEhaNasmegSiIiIzI7QgL927RoCAgKQnZ2Nvn374o033kBOTg4uX76MiIgIjBgxAlu3bkX16tVFlkFERGR2hAb80qVLYWFhge3bt2vMcAcAw4cPR//+/fHjjz9i7ty5IssgIiIyO0Inujl27Bj8/f21wh0Aatasif79++Po0aMiSyAiIjJLQgP+0aNHcHFxyXe9q6sr7t+/L7IEIiIisyQ04B0dHXH27Nl81585cwavv/66yBKIiIjMktCA79SpE7Zv364xfW2urVu3YseOHejQoYPIEoiIiMyS0EF2QUFB2LdvH6ZNm4Zly5ahVq1aUKlUuHLlCuLj4+Hk5ISgoCCRJRAREZkloS34ChUqIDw8HL1790Zqair27duHvXv34t69e+jVqxc2btyISpUqiSyBiIjILAmf6Mbe3h5fffUVQkJCcP/+fUiSBDs7O6hUKtG7JiIiMltCW/AAcPHiRUycOBGpqamws7ODvb09vv76a4wdOxZxcXGid09ERGSWhAb8hQsX4O/vj6ioKNy5c0e93MrKCocPH4afnx9DnoiISAChAb9o0SLY2trit99+07i5zEcffYTff/8dZcqUwcKFC0WWQEREZJaEBvzZs2cxaNCgPGeyc3Nzw8CBA3HixAmRJRAREZkloQGfmZmJMmXK5Lve1tYWDx8+FFkCERGRWRIa8DVq1EBUVFS+6/fv349q1aqJLIGIiMgsCQ349957DydOnMCUKVNw8eJFPHv2DNnZ2bhy5QqmT5+Oo0eP4r333hNZAhERkVkSeh28v78/Tp06hd9++w2///67xjpJkvDuu+9i0KBBIksgIiIyS8Inupk3bx769OmDvXv34ubNm8jOzoaLiws6deqENm3aiN69lvT0dCxduhRRUVG4e/cuXFxc4O/vD39/f1hY5N+hkZ2djYULF2LHjh24f/8+6tSpgylTpqBp06Z6rJ6IiEg3wgMeAN566y289dZb+thVoT7++GOcPn0a48ePR40aNXD8+HGEhITgwYMHGDNmTL7bhYSEYNu2bZg0aRKqVq2KsLAwDB8+HFu3bkX16tX1+BMQEREVTtaAv337Nuzs7GBtba1+rIuqVavKWUa+zp8/j4MHD2LBggXo1q0bAKBly5Z49OgRVq5ciaCgoDyn0E1MTMTGjRsRHByM999/HwDQpk0beHt7Y+XKlQgJCdFL/URERLqSNeA7duyIefPmoXv37gCADh06FDrnvEqlwoULF+Qso0D9+/dHy5YtNZZVq1YNmZmZuHfvHhwcHLS2OXbsGLKzs9GlSxf1MisrK7Rv377AqwSIiIgMRdaA79WrF9zc3DQeG9NNZerVq4dZs2ZpLY+KioK9vT3s7Ozy3O7atWsoV64cKleurLHc3d0dd+/eRUZGBmxsbITUTEREVByyBvycOXM0Hs+dO1fOly9QZmZmga1pBwcHtG7dWmt5WFgYTpw4geDg4HwH2aWlpcHW1lZreW6op6enM+CJiMio6GWQnT6kpqZiypQp+a738vLSCvg1a9bg66+/hq+vLwYPHpzvtjk5OXn2REiSBAAFjr5/WUREBCIiIrSWJycn67Q9ERGRrmQN+MWLFxdru7Fjx5Z43y4uLrh06ZJOz83JycG8efMQFhaG7t27Y+7cuQWeSrC1tUV6errW8szMTPV6Xfj6+sLX11dreWBgoE7bExER6cpgAf9yoMoR8LrKysrCRx99hKioKAwZMgTTpk0rdJxAjRo1kJ6err6nfa64uDg4OzurrxogIiIyFrIG/Nq1awt9jiRJ2LBhA/bs2QMAaNeunZwlFGrq1KnYu3cvpk2bhg8//FCnbVq1agUA2L17NwYOHAjgxYHCwYMH0bZtW1GlEhERFZusAe/l5VXg+tu3byM4OBjR0dGwtbXF1KlT0bdvXzlLKNDevXuxc+dOdOjQAY0aNcLp06c11tetWxdWVlZISkpCUlKS+rGzszN69+6NOXPm4OnTp6hWrRrCwsLw6NEjBAQE6K1+IiIiXeltkF14eDi++eYbZGRkoE2bNggJCUGVKlX0tXsAUPca7N+/H/v379dav2/fPri4uGDTpk1YvHix+jEAzJo1CxUqVMCKFSuQmZmJevXqISwsDO7u7nr9GYiIiHShknKHgguSlJSETz/9FEePHoWNjQ0++eQT9OvXT+QuTU5gYCBCQ0MNXQYRERmYnHkgtAW/adMmfP3110hPT0erVq0QEhICJycnkbskIiIiCAr45ORkTJ8+HX/99RfKli2LmTNnYsCAASJ2RURERHmQPeC3bduGOXPm4NGjR3jrrbcQEhICZ2dnuXdDREREBZA14AMDA/Hnn38CALp27YqBAwfi9u3bhd5Vrnnz5nKWQUREZPZkDfiDBw+q/z8yMhKRkZE6bRcbGytnGUREZACJKRm4eScNrlVs4WjP+3MYmqwBr88Z6YiIyHgkpmTg8xXHkJiSAScHG8wa2ZIhb2AMeCIiKrGbd9KQmJIB4EXYJySnMeANTLfboBERERXAtYotnBxeBLqTgw1cq+h2Ey4SRzG3iyUiIsNxtH/RLZ+QzHPwxoIBT0REsnC0t2GwGxF20RMRESkQA56IiEiBGPBEREQKxIAnIiJSIAY8ERGRAjHgiYiIFIgBT0REpEAMeCIiIgViwBMRESkQA56IiEiBGPBEREQKxIAnIiJSIAY8ERGRAjHgiYiIFIi3izUCCQkJCAwMNHQZepWcnIwqVaoYugyTxvewZPj+lRzfw5LJ6/1LSEiQ7fVVkiRJsr0akY4CAwMRGhpq6DJMGt/DkuH7V3J8D0tG9PvHLnoiIiIFYsATEREpEAOeiIhIgRjwRERECsSAJ4Pw9fU1dAkmj+9hyfD9Kzm+hyUj+v3jKHoiIiIFYgueiIhIgRjwRERECsSAJyIiUiAGPBERkQIx4ImIiBSIAU9ERKRADHgiIiIF4u1iyWDGjh2LCxcuYP/+/YYuxWQ8fvwYTZo0QU5OjsZyKysrnDt3zkBVmZbTp0/ju+++w7lz51CuXDm0bdsWU6ZMgb29vaFLM3rR0dEYPHhwvuvHjRuHsWPH6rEi07Rx40asWbMGt27dgpOTEz744AMMHDgQKpVK1v0w4MkgduzYgaioKDg7Oxu6FJNy6dIl5OTkYP78+RrvnYUFO+N08c8//2Dw4MFo2bIlFi9ejDt37mD+/PkYM2YMwsPDDV2e0atXrx5+/fVXreULFizAuXPn8O677xqgKtOyadMmfPbZZxg0aBA6duyImJgYfPnll3jy5AkCAgJk3RcDnvQuOTkZISEhcHR0NHQpJic2NhalS5dGly5dULp0aUOXY3LmzZuHOnXqYOnSpbC0tAQAlC9fHiEhIUhISICrq6uBKzRu5cuXR6NGjTSW7d27F8eOHcMPP/yA6tWrG6YwE7JlyxY0adIE06dPBwC0bNkSN27cwIYNG2QPeB72k95Nnz4drVu3RsuWLQ1dismJjY1FrVq1GO7FcP/+fcTExMDf318d7gDQpUsX/Pnnnwz3Ynjy5Almz56N9u3bo2vXroYuxyRkZWXB1tZWY1mlSpXw4MED2ffFgCe92rRpE86fP4/PPvvM0KWYpIsXL8LCwgJDhw5Fo0aN4OXlhRkzZiA9Pd3QpRm9S5cuQZIk2Nvb4+OPP0bjxo3RuHFjTJo0CQ8fPjR0eSbpp59+wp07dxAcHGzoUkzGkCFDcOTIEezYsQNpaWk4fPgwtm3bhp49e8q+L3bRk97cunULc+bMwZw5c2BnZ2fockxOTk4OLl++DAsLC0yaNAlBQUE4d+4cFi9ejKtXr2L9+vU8F1+A1NRUAEBwcDDefvttLF26FDdu3MD8+fORkJCAX375he9fEWRlZWHdunXw8fGBu7u7ocsxGd26dcPx48cxZcoU9bI2bdoIOUhiwJNeSJKE4OBgtGvXDt7e3oYuxyRJkoQff/wRDg4OqFmzJgCgefPmcHBwwOTJk3H48GG0a9fOwFUar2fPngF4MVAsJCQEwIvznxUqVMBHH32EI0eOoG3btoYs0aTs3r0bKSkpGD58uKFLMSmjR4/GyZMnMXnyZDRo0ACXLl3C4sWLMWHCBCxZskTWkfQMeNKLDRs24NKlS/j999+RnZ0N4EVgAUB2djYsLCzYeiqEpaUlWrRoobW8ffv2AF50QTPg82djYwMAeOeddzSW54Z6bGwsA74IIiMj8cYbb8DT09PQpZiMkydP4q+//sLs2bPRr18/AICXlxdcXV0xatQoHDx4UOvzWRL8RiW9iIyMxP3799GmTRvUq1cP9erVw/bt23Hr1i3Uq1cPS5YsMXSJRi85ORkbN25EUlKSxvInT54AeDFQh/JXrVo1AC+6ll+We8BpbW2t75JM1rNnz3DkyBEOrCui27dvAwCaNGmisbx58+YAgCtXrsi6P7bgSS+++OILZGRkaCxbsmQJ/vnnHyxbtgyvv/66gSozHVlZWfjss88QFBSECRMmqJfv2rULFhYWaNq0qQGrM341a9aEs7Mzdu7ciUGDBqmX79u3DwDQrFkzQ5Vmci5fvozHjx/zM1dENWrUAAD8/fff6tNswIuWPQC4uLjIuj8GPOlF7gf7ZRUrVoSVlRXq169vgIpMj6urK3r27IkVK1bAysoKjRo1wn//+1+EhoZi4MCBeb7H9D8qlQpTpkzBxIkTMXHiRPTr1w///vsv5s+fD29vb9StW9fQJZqMy5cvA4BGSFHh6tatC29vb8ydOxcPHz5Ew4YNcfXqVSxatAj16tVD586dZd2fSso9EUqkZ1OnTkVMTAynqi2Cp0+fYuXKlfjtt99w+/ZtVKlSBX5+fggICNC4tpvyd+DAASxZsgSXLl3Ca6+9hu7du+M///kPrKysDF2ayVixYgW+/fZbnD17FmXKlDF0OSYlKysLy5Ytw44dO3Dnzh1UrVoVnTp1wpgxY9TjROTCgCciIlIgDrIjIiJSIAY8ERGRAjHgiYiIFIgBT0REpEAMeCIiIgViwBMRESkQA56IiEiBGPBEREQKxIAnIiJSIAY8ERGRAjHgiYiIFIgBT0REpEAMeCIiIgViwBMVwZkzZ1CnTh1ER0cbupR83bhxQ+Nxhw4d0KFDB9lePzo6GrVr18aiRYuKtX3t2rUxaNAg2erJz507d5CZmal+PHXqVNSuXRs3b94Uvu+SKMr7u2jRItSuXduoP49kOKUMXQCRqbhx4wbGjBmDnJwcQ5eSr9mzZ+PgwYPYu3evoUvJ17x58+Dg4CB0H9u3b8cXX3yB33//HeXKlQMA9O/fHy1btoSdnZ3QfZdUzZo1MW/ePNSuXdvQpZCJY8AT6SAqKgqffvopHj58aOhSCrR//35Dl1Conj17Ct/H8ePHNVrvANC4cWM0btxY+L5LysHBQS/vESkfu+iJCjFy5EiMHTsWlStXhq+vr6HLISLSCQOeqBD//vsvPvroI2zbtg3VqlUr0rZbt25F7dq1cfz4cYSEhKBNmzZo0KAB+vXrhxMnTuDx48eYO3cu2rRpg8aNG2PgwIE4e/as1uscPnwYgwcPRpMmTdCwYUP06dMHW7duVa+/efMmateujVu3buHWrVt5nsM9ceIEBg0ahIYNG6J58+YYO3Ys4uPj1esHDRqEunXr4s6dO1r7nzFjBurUqYPExMQ8f84OHTpg1KhRiI6Oxvvvv4/GjRujWbNmGDt2rNaYgLzOwaekpOCLL77AO++8gwYNGqBz58747rvvkJ6ervG806dPIzAwEF5eXnjzzTfRtWtXLF68GE+fPtWoZdu2bQCAjh07qvf16jn43HPdO3fuRGhoKDp37ow333wTHTp0wA8//IDs7GytGr/66it4e3ujQYMGaNCgAXx8fLBkyRKN5+aeF79y5QqmTp2KFi1aoFGjRhg0aBCuXLmC+/fvIzg4GC1atECzZs0wfPhwXL9+Xb19fufg9+zZg379+qFRo0Z4++23sXDhQq0acxX2eSHzwC56okLs2rULVlZWJXqNqVOnonLlyhg9ejTu3buHlStXYvTo0fD09ER2djZGjRqFBw8eYOXKlQgMDMSePXtQvnx5AMCGDRvw5Zdfon79+hg7diwsLCywb98+TJs2DbGxsfj0009hZ2eHefPmYc6cOQCAadOmaZzDvXv3LgICAtC7d290794d586dw+bNm3HhwgXs3r0bVlZW6Nu3L2JiYrBz504MHTpUvW1WVhZ2796Nli1bwsnJSeOg4GUXL17EqFGj0KNHD/Ts2RMXLlxAeHg4Ll68iMjISFhaWua5XXJyMvr27Yv79++jX79+8PT0xIULF7By5UqcOnUKa9asgaWlJXbt2oWPP/4YdnZ2+OCDD2Bvb48jR45g0aJFOHz4MNasWQNra2sEBwcjLCwMf//9N6ZNm4Y33nijwN/N/PnzIUkS+vfvjwoVKmDr1q1YunQpVCoVxo8fDwBIS0uDn58fHj58CH9/f7i7u+P+/fvYsWMHFi5cCEtLSwQGBmq87ogRI1CzZk385z//wfXr17F27VoEBgaiXLlycHR0xIQJExAfH481a9Zg3Lhx+O2332BhkXebKzw8HJ9//jk8PDwwYcIEZGZm4ueff8bjx4+1nqvL54XMhEREOlu4cKHk4eEhHT9+XKfnb9myRfLw8JC6d+8uZWVlqZeHhIRIHh4eUs+ePaXs7Gz18m+++Uby8PCQjh49KkmSJCUmJkr16tWTRo0aJeXk5Kifl5OTI02ePFny8PCQzpw5o17+zjvvSO+8845GDe+8847k4eEhbd++XWP5lClTJA8PDyk6OlqSJEnKzMyUmjRpIvXs2VPjebt27ZI8PDyk3377TZIkSTp+/Ljk4eEhLVy4UGsfO3fu1Ng2ODhY8vDwkP766y/1Mg8PD+mDDz7QquPQoUMa23733XeSh4eHdODAASktLU1q1qyZ9NZbb0kpKSkaz5s/f77k4eEhLVq0SL3sk08+kTw8PKSEhIR8l+X+HK1bt5YePnyofl5GRobUtGlTqU2bNupla9askTw8PKTIyEiNfT98+FCqV6+e5Ovrq16W+xkZMWKExnODgoIkDw8PadSoURrLJ06cKHl4eEhxcXF5vr9paWlS48aNpc6dO0uZmZnq7RITEyUvLy+Nz2NRPy+kbOyiJ9IDb29vlC5dWv24Vq1aAICuXbtqtGzd3d0BvGjVAi+6ZZ89e4Zu3brh/v37SE1NRWpqKu7fv493331X/ZzCWFtbq5+fq2HDhgCg7pIvW7YsfHx8EBsbiytXrqift337dtja2qJz586F7sPb21tjWf369QG86EHIiyRJ2LdvHzw9PdG2bVuNdSNGjMD27dvRokULHDlyBI8ePcKgQYNgb2+v8bygoCCUK1cOu3btKrC+/LzzzjuoUKGC+nG5cuVQs2ZN3Lt3T71s8ODBOHr0KDp16qSx7f3792Fra6s1oA8AfHx8NB7n/s5f/T24ubkB+N/v/FXHjh1DRkYG/P39UbZsWfVyR0dHdO/eXeO5cn1eSBnYRU9UQhkZGVpf8KVLl0bFihXVjytXrqyxvlSpUnkuzw373Evxcs/NTpkyJd/937p1q9AaK1asqN5nLmtrawAvuuBz9e3bFxs3bsSOHTswadIkpKSk4K+//kLfvn3Vz89PpUqVtLrhc09t5Hdp4YMHD5CWloaaNWtqrbO1tUWdOnUAQH1aIK/u9jJlysDNzU3jPHZR5HXJnpWVFZ4/f66xzMLCAqtWrcK5c+dw8+ZNxMXFqccIvBy8uXT9necuz+89yv3Zcw8EXvbq+yHX54WUgQFPVEKrV6/G4sWLNZZ5eXlh3bp16sevhmsulUpV4GvnhsyXX34JFxeXPJ+jy3Xd+Z3/flWjRo1Qq1Yt/P777/j444/x+++/Izs7G3369Cl02/zOHxckd5BYYe+DJEkFPi8nJ6fY4yR0qfvy5csYNGgQnj59ihYtWqBVq1YYMmQImjRpku+kPcX9necn9z142asHBXJ9XkgZGPBEJdSrVy80bdpUY9nLXb4lkfslXaFCBbRq1Upj3Z07d3D27Fm4urrKsq9cffr0wbx583Dq1ClERkaiRo0aaNSokaz7yGVnZ4dy5crl2fpOSUnBrFmz8O6776pbr5cvX9bqJn/y5AkSEhJkfx9e9tVXX+HRo0eIiIjQ6G149uwZ7t+/r3XaQE65p22uXbum9bPHxcVpPDbE54WMF8/BE5WQq6srWrVqpfHvzTfflOW1u3TpAgsLC4SGhuLJkyca6+bOnYsxY8bgn3/+US+zsLAo8Ux7vXr1QunSpREeHo4zZ87o1HovLktLS7zzzjs4f/48Tpw4obFu06ZNiIyMhIWFBVq3bo3y5ctj3bp1GufGAeDHH3/E48ePNc7/57bK82r1Fsf9+/dRtmxZrXBct24dnjx5ku/lanJo3bo1XnvtNaxfvx6PHj1SL09NTVVfDpirqJ8XUja24ImMWLVq1TBu3Dj88MMP6NmzJ3r37o0KFSpg3759+Ouvv/DOO++gS5cu6uc7ODjg7NmzCAsLQ+PGjYvV8ra3t8fbb7+NHTt2wNLSUvisapMmTUJ0dDSGDRsGf39/1KxZE+fOncPWrVvRvn17dOzYERYWFvj888/xySefoEePHujfvz/s7e1x7NgxREVFoV69ehg+fLj6NXPPq69cuRJt27bVavkWVceOHbFkyRIMGzYMPj4+kCQJhw4dwsGDB2FtbY20tLQSvX5BypYti5kzZ+Ljjz9Gnz594OfnB+DFpXOvnnop6ueFlI0BT2TkgoKCUKtWLaxduxbLly9HTk4OXF1dMWXKFAwaNEjjS37ChAmYMWMGvvvuO/To0aPYXevvvfce9u3bhzZt2uD111+X6SfJW9WqVbFlyxYsXLgQu3btwsOHD+Hi4oJx48Zh2LBh6tZ4jx494OTkhOXLl2Pt2rXIysqCm5sbJk6ciGHDhqFMmTLq1/T390dMTAy2bNmC48ePlzjgg4KCYGlpie3bt2POnDl47bXXUL16dSxZsgTnzp1DaGgo/v77bzRr1qxE+8mPj48PKlWqhCVLlmDZsmWwtrZG9+7d4e7ujlmzZmnVquvnhZRNJcnVh0VEinHgwAEEBgZi0aJFbPERmSiegyciDZIkYf369Xj99ddlvc0sEekXu+iJCMCL662///57xMXF4fz585gxY0a+l3oRkfHjXy8RAXgxscyJEyfw9OlTjBo1CgMHDjR0SURUAjwHT0REpEA8B09ERKRADHgiIiIFYsATEREpEAOeiIhIgRjwRERECsSAJyIiUiAGPBERkQIx4ImIiBSIAU9ERKRADHgiIiIFYsATEREpEAOeiIhIgRjwRERECsSAJyIiUiAGPBERkQIx4ImIiBSIAU9ERKRADHgiIiIFYsATEREp0P8B+nWMai71I/sAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(\n",
" x=\"1-methylnicotinamide\",\n",
" y=\"Nicotinate and Nicotinamide Metabolism\",\n",
" data=merged_df,\n",
" s=2,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"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>1-methylnicotinamide</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Butyrate Metabolism</th>\n",
" <td>-0.262913</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Purine Metabolism</th>\n",
" <td>-0.209182</td>\n",
" </tr>\n",
" <tr>\n",
" <th>D-Arginine and D-Ornithine Metabolism</th>\n",
" <td>-0.193213</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Phosphatidylinositol Phosphate Metabolism</th>\n",
" <td>-0.187342</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Steroid Biosynthesis</th>\n",
" <td>-0.186408</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glycine and Serine Metabolism</th>\n",
" <td>-0.184711</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Valine, Leucine, and Isoleucine Degradation</th>\n",
" <td>-0.184099</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ketone Body Metabolism</th>\n",
" <td>-0.181333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Taurine and Hypotaurine Metabolism</th>\n",
" <td>-0.179743</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lysine Degradation</th>\n",
" <td>-0.179055</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Threonine and 2-Oxobutanoate Degradation</th>\n",
" <td>-0.158178</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Arginine and Proline Metabolism</th>\n",
" <td>-0.150147</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Phytanic Acid Peroxisomal Oxidation</th>\n",
" <td>-0.149952</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Beta Oxidation of Very Long Chain Fatty Acids</th>\n",
" <td>-0.149395</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Homocysteine Degradation</th>\n",
" <td>-0.142288</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Oxidation of Branched-Chain Fatty Acids</th>\n",
" <td>-0.128647</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pantothenate and CoA Biosynthesis</th>\n",
" <td>-0.128554</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Aspartate Metabolism</th>\n",
" <td>-0.126360</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Histidine Metabolism</th>\n",
" <td>-0.126331</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Porphyrin Metabolism</th>\n",
" <td>-0.125297</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pyruvaldehyde Degradation</th>\n",
" <td>-0.123574</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Phospholipid Biosynthesis</th>\n",
" <td>-0.111867</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glutamate Metabolism</th>\n",
" <td>-0.108842</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Propanoate Metabolism</th>\n",
" <td>-0.102671</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Phenylacetate Metabolism</th>\n",
" <td>-0.102468</td>\n",
" </tr>\n",
" <tr>\n",
" <th>beta-Alanine Metabolism</th>\n",
" <td>-0.102096</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mitochondrial Beta-Oxidation of Medium Chain Saturated Fatty Acids</th>\n",
" <td>-0.101631</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mitochondrial Beta-Oxidation of Short Chain Saturated Fatty Acids</th>\n",
" <td>-0.100609</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Plasmalogen Synthesis</th>\n",
" <td>-0.088375</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pyrimidine Metabolism</th>\n",
" <td>-0.087174</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Fatty Acid Elongation in Mitochondria</th>\n",
" <td>-0.078620</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mitochondrial Beta-Oxidation of Long Chain Saturated Fatty Acids</th>\n",
" <td>-0.068762</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Fatty Acid Metabolism</th>\n",
" <td>-0.068737</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Inositol Metabolism</th>\n",
" <td>-0.060813</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Methylhistidine Metabolism</th>\n",
" <td>-0.057351</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Methionine Metabolism</th>\n",
" <td>-0.055198</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ethanol Degradation</th>\n",
" <td>-0.048099</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Carnitine Synthesis</th>\n",
" <td>-0.037246</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Caffeine Metabolism</th>\n",
" <td>-0.032872</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Spermidine and Spermine Biosynthesis</th>\n",
" <td>-0.029090</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Nucleotide Sugars Metabolism</th>\n",
" <td>-0.027820</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Selenoamino Acid Metabolism</th>\n",
" <td>-0.025754</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Bile Acid Biosynthesis</th>\n",
" <td>-0.023956</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Thyroid Hormone Synthesis</th>\n",
" <td>-0.021638</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Folate Metabolism</th>\n",
" <td>-0.011316</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pyruvate Metabolism</th>\n",
" <td>-0.008931</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Vitamin K Metabolism</th>\n",
" <td>-0.004139</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Citric Acid Cycle</th>\n",
" <td>-0.002130</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lactose Degradation</th>\n",
" <td>0.007782</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glucose-Alanine Cycle</th>\n",
" <td>0.008241</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Phosphatidylcholine Biosynthesis</th>\n",
" <td>0.011322</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Inositol Phosphate Metabolism</th>\n",
" <td>0.012439</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Phosphatidylethanolamine Biosynthesis</th>\n",
" <td>0.012832</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Tryptophan Metabolism</th>\n",
" <td>0.015073</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Alanine Metabolism</th>\n",
" <td>0.024599</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Cardiolipin Biosynthesis</th>\n",
" <td>0.027432</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Amino Sugar Metabolism</th>\n",
" <td>0.027497</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glutathione Metabolism</th>\n",
" <td>0.035171</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Sphingolipid Metabolism</th>\n",
" <td>0.037009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Nucleotide Excision Repair</th>\n",
" <td>0.037543</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Nicotinate and Nicotinamide Metabolism</th>\n",
" <td>0.037543</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Transfer of Acetyl Groups into Mitochondria</th>\n",
" <td>0.039678</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Betaine Metabolism</th>\n",
" <td>0.041150</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lactose Synthesis</th>\n",
" <td>0.050664</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Trehalose Degradation</th>\n",
" <td>0.051550</td>\n",
" </tr>\n",
" <tr>\n",
" <th>De Novo Triacylglycerol Biosynthesis</th>\n",
" <td>0.055590</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Thiamine Metabolism</th>\n",
" <td>0.056347</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Alpha Linolenic Acid and Linoleic Acid Metabolism</th>\n",
" <td>0.059240</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ammonia Recycling</th>\n",
" <td>0.064102</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Cysteine Metabolism</th>\n",
" <td>0.072751</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Biotin Metabolism</th>\n",
" <td>0.077914</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Vitamin B6 Metabolism</th>\n",
" <td>0.086415</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Fatty Acid Biosynthesis</th>\n",
" <td>0.086488</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Sulfate_Sulfite Metabolism</th>\n",
" <td>0.089493</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Riboflavin Metabolism</th>\n",
" <td>0.096642</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Arachidonic Acid Metabolism</th>\n",
" <td>0.098484</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Fructose and Mannose Degradation</th>\n",
" <td>0.100976</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pterine Biosynthesis</th>\n",
" <td>0.116253</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Urea Cycle</th>\n",
" <td>0.119240</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Estrone Metabolism</th>\n",
" <td>0.130052</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ubiquinone Biosynthesis</th>\n",
" <td>0.135293</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Androstenedione Metabolism</th>\n",
" <td>0.140790</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Galactose Metabolism</th>\n",
" <td>0.145471</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Phenylalanine and Tyrosine Metabolism</th>\n",
" <td>0.147449</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Retinol Metabolism</th>\n",
" <td>0.149345</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Steroidogenesis</th>\n",
" <td>0.151245</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Androgen and Estrogen Metabolism</th>\n",
" <td>0.154048</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Malate-Aspartate Shuttle</th>\n",
" <td>0.156182</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Starch and Sucrose Metabolism</th>\n",
" <td>0.169284</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glycerolipid Metabolism</th>\n",
" <td>0.174431</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Catecholamine Biosynthesis</th>\n",
" <td>0.190760</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mitochondrial Electron Transport Chain</th>\n",
" <td>0.190822</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pentose Phosphate Pathway</th>\n",
" <td>0.206996</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glycerol Phosphate Shuttle</th>\n",
" <td>0.223525</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gluconeogenesis</th>\n",
" <td>0.227853</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glycolysis</th>\n",
" <td>0.228382</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Tyrosine Metabolism</th>\n",
" <td>0.228493</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Warburg Effect</th>\n",
" <td>0.251890</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1-methylnicotinamide</th>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 1-methylnicotinamide\n",
"Butyrate Metabolism -0.262913\n",
"Purine Metabolism -0.209182\n",
"D-Arginine and D-Ornithine Metabolism -0.193213\n",
"Phosphatidylinositol Phosphate Metabolism -0.187342\n",
"Steroid Biosynthesis -0.186408\n",
"Glycine and Serine Metabolism -0.184711\n",
"Valine, Leucine, and Isoleucine Degradation -0.184099\n",
"Ketone Body Metabolism -0.181333\n",
"Taurine and Hypotaurine Metabolism -0.179743\n",
"Lysine Degradation -0.179055\n",
"Threonine and 2-Oxobutanoate Degradation -0.158178\n",
"Arginine and Proline Metabolism -0.150147\n",
"Phytanic Acid Peroxisomal Oxidation -0.149952\n",
"Beta Oxidation of Very Long Chain Fatty Acids -0.149395\n",
"Homocysteine Degradation -0.142288\n",
"Oxidation of Branched-Chain Fatty Acids -0.128647\n",
"Pantothenate and CoA Biosynthesis -0.128554\n",
"Aspartate Metabolism -0.126360\n",
"Histidine Metabolism -0.126331\n",
"Porphyrin Metabolism -0.125297\n",
"Pyruvaldehyde Degradation -0.123574\n",
"Phospholipid Biosynthesis -0.111867\n",
"Glutamate Metabolism -0.108842\n",
"Propanoate Metabolism -0.102671\n",
"Phenylacetate Metabolism -0.102468\n",
"beta-Alanine Metabolism -0.102096\n",
"Mitochondrial Beta-Oxidation of Medium Chain Sa... -0.101631\n",
"Mitochondrial Beta-Oxidation of Short Chain Sat... -0.100609\n",
"Plasmalogen Synthesis -0.088375\n",
"Pyrimidine Metabolism -0.087174\n",
"Fatty Acid Elongation in Mitochondria -0.078620\n",
"Mitochondrial Beta-Oxidation of Long Chain Satu... -0.068762\n",
"Fatty Acid Metabolism -0.068737\n",
"Inositol Metabolism -0.060813\n",
"Methylhistidine Metabolism -0.057351\n",
"Methionine Metabolism -0.055198\n",
"Ethanol Degradation -0.048099\n",
"Carnitine Synthesis -0.037246\n",
"Caffeine Metabolism -0.032872\n",
"Spermidine and Spermine Biosynthesis -0.029090\n",
"Nucleotide Sugars Metabolism -0.027820\n",
"Selenoamino Acid Metabolism -0.025754\n",
"Bile Acid Biosynthesis -0.023956\n",
"Thyroid Hormone Synthesis -0.021638\n",
"Folate Metabolism -0.011316\n",
"Pyruvate Metabolism -0.008931\n",
"Vitamin K Metabolism -0.004139\n",
"Citric Acid Cycle -0.002130\n",
"Lactose Degradation 0.007782\n",
"Glucose-Alanine Cycle 0.008241\n",
"Phosphatidylcholine Biosynthesis 0.011322\n",
"Inositol Phosphate Metabolism 0.012439\n",
"Phosphatidylethanolamine Biosynthesis 0.012832\n",
"Tryptophan Metabolism 0.015073\n",
"Alanine Metabolism 0.024599\n",
"Cardiolipin Biosynthesis 0.027432\n",
"Amino Sugar Metabolism 0.027497\n",
"Glutathione Metabolism 0.035171\n",
"Sphingolipid Metabolism 0.037009\n",
"Nucleotide Excision Repair 0.037543\n",
"Nicotinate and Nicotinamide Metabolism 0.037543\n",
"Transfer of Acetyl Groups into Mitochondria 0.039678\n",
"Betaine Metabolism 0.041150\n",
"Lactose Synthesis 0.050664\n",
"Trehalose Degradation 0.051550\n",
"De Novo Triacylglycerol Biosynthesis 0.055590\n",
"Thiamine Metabolism 0.056347\n",
"Alpha Linolenic Acid and Linoleic Acid Metabolism 0.059240\n",
"Ammonia Recycling 0.064102\n",
"Cysteine Metabolism 0.072751\n",
"Biotin Metabolism 0.077914\n",
"Vitamin B6 Metabolism 0.086415\n",
"Fatty Acid Biosynthesis 0.086488\n",
"Sulfate_Sulfite Metabolism 0.089493\n",
"Riboflavin Metabolism 0.096642\n",
"Arachidonic Acid Metabolism 0.098484\n",
"Fructose and Mannose Degradation 0.100976\n",
"Pterine Biosynthesis 0.116253\n",
"Urea Cycle 0.119240\n",
"Estrone Metabolism 0.130052\n",
"Ubiquinone Biosynthesis 0.135293\n",
"Androstenedione Metabolism 0.140790\n",
"Galactose Metabolism 0.145471\n",
"Phenylalanine and Tyrosine Metabolism 0.147449\n",
"Retinol Metabolism 0.149345\n",
"Steroidogenesis 0.151245\n",
"Androgen and Estrogen Metabolism 0.154048\n",
"Malate-Aspartate Shuttle 0.156182\n",
"Starch and Sucrose Metabolism 0.169284\n",
"Glycerolipid Metabolism 0.174431\n",
"Catecholamine Biosynthesis 0.190760\n",
"Mitochondrial Electron Transport Chain 0.190822\n",
"Pentose Phosphate Pathway 0.206996\n",
"Glycerol Phosphate Shuttle 0.223525\n",
"Gluconeogenesis 0.227853\n",
"Glycolysis 0.228382\n",
"Tyrosine Metabolism 0.228493\n",
"Warburg Effect 0.251890\n",
"1-methylnicotinamide 1.000000"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"merged_corr_df[[\"1-methylnicotinamide\"]].sort_values(by=\"1-methylnicotinamide\")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"merged_2_df = pd.merge(\n",
" metabolomics_df[[\"1-methylnicotinamide\"]],\n",
" pathway_score_2_df,\n",
" left_index=True,\n",
" right_index=True,\n",
")\n",
"merged_corr_2_df = merged_2_df.corr()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>1-methylnicotinamide</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Glycosylphosphatidylinositol (GPI)-anchor biosynthesis</th>\n",
" <td>-0.395012</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glycerophospholipid metabolism</th>\n",
" <td>-0.388946</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Fatty acid degradation</th>\n",
" <td>-0.307353</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Linoleic acid metabolism</th>\n",
" <td>-0.298331</td>\n",
" </tr>\n",
" <tr>\n",
" <th>alpha-Linolenic acid metabolism</th>\n",
" <td>-0.288860</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Arachidonic acid metabolism</th>\n",
" <td>-0.282873</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Taurine and hypotaurine metabolism</th>\n",
" <td>-0.279735</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Arginine biosynthesis</th>\n",
" <td>-0.264512</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ascorbate and aldarate metabolism</th>\n",
" <td>-0.256880</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Valine, leucine and isoleucine degradation</th>\n",
" <td>-0.255801</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Amino sugar and nucleotide sugar metabolism</th>\n",
" <td>-0.255335</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Fatty acid elongation</th>\n",
" <td>-0.246933</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Phenylalanine metabolism</th>\n",
" <td>-0.231441</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glutathione metabolism</th>\n",
" <td>-0.201825</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Histidine metabolism</th>\n",
" <td>-0.178684</td>\n",
" </tr>\n",
" <tr>\n",
" <th>beta-Alanine metabolism</th>\n",
" <td>-0.164305</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Citrate cycle (TCA cycle)</th>\n",
" <td>-0.159084</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Aminoacyl-tRNA biosynthesis</th>\n",
" <td>-0.148088</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pyruvate metabolism</th>\n",
" <td>-0.134444</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Tryptophan metabolism</th>\n",
" <td>-0.131144</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Butanoate metabolism</th>\n",
" <td>-0.126502</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pyrimidine metabolism</th>\n",
" <td>-0.126038</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Purine metabolism</th>\n",
" <td>-0.125705</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lysine degradation</th>\n",
" <td>-0.121827</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pentose phosphate pathway</th>\n",
" <td>-0.115985</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glycine, serine and threonine metabolism</th>\n",
" <td>-0.110952</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Steroid biosynthesis</th>\n",
" <td>-0.104471</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Propanoate metabolism</th>\n",
" <td>-0.101869</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Retinol metabolism</th>\n",
" <td>-0.096153</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glycerolipid metabolism</th>\n",
" <td>-0.091752</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Arginine and proline metabolism</th>\n",
" <td>-0.062041</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Cysteine and methionine metabolism</th>\n",
" <td>0.000213</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Alanine, aspartate and glutamate metabolism</th>\n",
" <td>0.007407</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glycolysis / Gluconeogenesis</th>\n",
" <td>0.040178</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Inositol phosphate metabolism</th>\n",
" <td>0.080258</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ubiquinone and other terpenoid-quinone biosynthesis</th>\n",
" <td>0.089703</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pentose and glucuronate interconversions</th>\n",
" <td>0.091408</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Starch and sucrose metabolism</th>\n",
" <td>0.093174</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Fatty acid biosynthesis</th>\n",
" <td>0.100570</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Drug metabolism - cytochrome P450</th>\n",
" <td>0.106027</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Fructose and mannose metabolism</th>\n",
" <td>0.113346</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Primary bile acid biosynthesis</th>\n",
" <td>0.175589</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Tyrosine metabolism</th>\n",
" <td>0.184862</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Drug metabolism - other enzymes</th>\n",
" <td>0.206781</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Steroid hormone biosynthesis</th>\n",
" <td>0.213189</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Sphingolipid metabolism</th>\n",
" <td>0.253166</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Folate biosynthesis</th>\n",
" <td>0.268740</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pantothenate and CoA biosynthesis</th>\n",
" <td>0.292690</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Galactose metabolism</th>\n",
" <td>0.463277</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1-methylnicotinamide</th>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 1-methylnicotinamide\n",
"Glycosylphosphatidylinositol (GPI)-anchor biosy... -0.395012\n",
"Glycerophospholipid metabolism -0.388946\n",
"Fatty acid degradation -0.307353\n",
"Linoleic acid metabolism -0.298331\n",
"alpha-Linolenic acid metabolism -0.288860\n",
"Arachidonic acid metabolism -0.282873\n",
"Taurine and hypotaurine metabolism -0.279735\n",
"Arginine biosynthesis -0.264512\n",
"Ascorbate and aldarate metabolism -0.256880\n",
"Valine, leucine and isoleucine degradation -0.255801\n",
"Amino sugar and nucleotide sugar metabolism -0.255335\n",
"Fatty acid elongation -0.246933\n",
"Phenylalanine metabolism -0.231441\n",
"Glutathione metabolism -0.201825\n",
"Histidine metabolism -0.178684\n",
"beta-Alanine metabolism -0.164305\n",
"Citrate cycle (TCA cycle) -0.159084\n",
"Aminoacyl-tRNA biosynthesis -0.148088\n",
"Pyruvate metabolism -0.134444\n",
"Tryptophan metabolism -0.131144\n",
"Butanoate metabolism -0.126502\n",
"Pyrimidine metabolism -0.126038\n",
"Purine metabolism -0.125705\n",
"Lysine degradation -0.121827\n",
"Pentose phosphate pathway -0.115985\n",
"Glycine, serine and threonine metabolism -0.110952\n",
"Steroid biosynthesis -0.104471\n",
"Propanoate metabolism -0.101869\n",
"Retinol metabolism -0.096153\n",
"Glycerolipid metabolism -0.091752\n",
"Arginine and proline metabolism -0.062041\n",
"Cysteine and methionine metabolism 0.000213\n",
"Alanine, aspartate and glutamate metabolism 0.007407\n",
"Glycolysis / Gluconeogenesis 0.040178\n",
"Inositol phosphate metabolism 0.080258\n",
"Ubiquinone and other terpenoid-quinone biosynth... 0.089703\n",
"Pentose and glucuronate interconversions 0.091408\n",
"Starch and sucrose metabolism 0.093174\n",
"Fatty acid biosynthesis 0.100570\n",
"Drug metabolism - cytochrome P450 0.106027\n",
"Fructose and mannose metabolism 0.113346\n",
"Primary bile acid biosynthesis 0.175589\n",
"Tyrosine metabolism 0.184862\n",
"Drug metabolism - other enzymes 0.206781\n",
"Steroid hormone biosynthesis 0.213189\n",
"Sphingolipid metabolism 0.253166\n",
"Folate biosynthesis 0.268740\n",
"Pantothenate and CoA biosynthesis 0.292690\n",
"Galactose metabolism 0.463277\n",
"1-methylnicotinamide 1.000000"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"merged_corr_2_df[[\"1-methylnicotinamide\"]].sort_values(by=\"1-methylnicotinamide\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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Datasets
Models
