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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plots Figure 1e-f\n",
"This notebook provides the code to reproduce the figures in the paper"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as mpatches\n",
"import matplotlib.ticker as ticker\n",
"from matplotlib.patches import Patch"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [],
"source": [
"cpe = pd.read_csv('CPIE_FB_final_v2.csv',low_memory=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Distributions"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [],
"source": [
"cpe=cpe.loc[~cpe['pc_inchikey'].isna()]\n",
"clean = cpe.loc[cpe['ave_pchembl'] != 'Sources do not provide activity data']\n",
"clean = clean.copy()\n",
"clean['ave_pchembl'] = clean['ave_pchembl'].astype(float)"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [],
"source": [
"densities = {}\n",
"#Column to compare on\n",
"#comp_col='pc_firstblock'\n",
"comp_col='pc_inchikey'\n",
"\n",
"for thresh in [6, 8]:\n",
" cpie_cnts = clean.loc[(clean['ave_pchembl'] > thresh), comp_col].value_counts()\n",
" densities[f'CPIExtract pChEMBL > {thresh}'] = cpie_cnts\n",
"\n",
"for thresh in [6, 8]:\n",
" db_cnts = clean.loc[(clean['ave_pchembl'] > thresh) & (clean['drugbank'] == 1), comp_col].value_counts()\n",
" densities[f'DB pChEMBL > {thresh}'] = db_cnts\n"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPIExtract pChEMBL > 6: 4.172453044963005\n",
"CPIExtract pChEMBL > 8: 2.825771324863884\n",
"DB pChEMBL > 6: 2.6487341772151898\n",
"DB pChEMBL > 8: 1.8454545454545455\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Initialize color palette\n",
"lenn = len(densities)\n",
"palette = sns.color_palette(\"husl\", lenn)\n",
"plt.figure(figsize=(8,6))\n",
"lines = ['-', '--', '-.', ':']\n",
"\n",
"# Plot KDE plots for each category in densities\n",
"for i, (label, data) in enumerate(densities.items()):\n",
" color = palette[(i + 1) % lenn]\n",
" kde = sns.kdeplot(data, label=label, fill=None, alpha=0.3,color=color, log_scale=[True, True])\n",
" x, y = kde.get_lines()[-1].get_data()\n",
" # Use fill_between to fill the area under the curve\n",
" plt.fill_between(x, y, 0.0000001, color=palette[(i+1)%lenn], alpha=0.3)\n",
" \n",
" # Calculate mean and median\n",
" median_value = data.median()\n",
" mean_value = data.mean()\n",
" print(f\"{label}: {mean_value}\")\n",
" plt.axvline(x=median_value, linestyle=lines[i], color=palette[(i+1)%lenn])\n",
"\n",
"legend_handles = [mpatches.Patch(color=palette[(i + 1) % lenn], alpha=0.3, label=label) for i, label in enumerate(densities.keys())]\n",
"\n",
"# Set labels and title\n",
"plt.xlabel('$k_i$')\n",
"plt.ylabel('Probability Density')\n",
"# Plot mean line\n",
"plt.xlim(0.9)\n",
"plt.ylim(2*10e-6, 10) # Adjust the limits according to your preference\n",
"# Show legend\n",
"plt.legend(handles=legend_handles)\n",
"# plt.title('Degree k Probability Distribution for C-PIE and DB')\n",
"plt.tight_layout()\n",
"# Save\n",
"plt.savefig(\"cpie-vs-DB_kdist.pdf\", bbox_inches='tight')\n",
"plt.savefig(\"cpie-vs-DB_kdist.svg\", bbox_inches='tight')\n",
"# Show the plot\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot distribution of only data with available pChEMBL values\n",
"colors = ['#ff9999','#66b3ff']\n",
"\n",
"data = cpe.copy()\n",
"data['ave_pchembl'] = data['ave_pchembl'].replace('Sources do not provide activity data', np.inf).astype(float)\n",
"data['ave_pchembl']= data['ave_pchembl'].replace(np.inf, np.nan).dropna()\n",
"#Make DB data\n",
"filt = data.loc[data['drugbank']==1]\n",
"\n",
"# Calculate bin edges\n",
"num_bins = 50\n",
"bin_edges = np.linspace(data['ave_pchembl'].min(), data['ave_pchembl'].max(), num_bins + 1)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"ax = sns.histplot(data=data['ave_pchembl'], element='step',label='CPIExtract', kde=False, color=colors[1], bins=bin_edges, \n",
" log_scale=[False, False], edgecolor='#000066', linewidth=1, alpha=0.8)\n",
"ax = sns.histplot(data=filt['ave_pchembl'], element='step',label='DrugBank', kde=False, color=colors[0], bins=bin_edges, \n",
" log_scale=[False, False], edgecolor='#660000', linewidth=1, alpha=0.8)\n",
"plt.yscale('log')\n",
"\n",
"plt.xlabel('pChEMBL')\n",
"plt.ylabel('Number of Interactions')\n",
"plt.xticks(ticks=range(0, 11), labels=[str(i) for i in range(0, 11)])\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"# Save\n",
"plt.savefig(\"cpie-vs-DB_pchembl_dist.pdf\", bbox_inches='tight')\n",
"plt.savefig(\"cpie-vs-DB_pchembl_dist.svg\", bbox_inches='tight')\n",
"# Show the plot\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Raw Count"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {},
"outputs": [],
"source": [
"columns = ['pubchem', 'chembl', 'bindingdb', 'stitch','ctd', 'dtc', 'otp', 'drugcentral', 'drugbank', 'pc_inchikey']\n",
"dat = cpe[columns]\n",
"\n",
"# Melt the DataFrame to have a single column for sources\n",
"melted_df = pd.melt(dat, id_vars=['pc_inchikey'], var_name='Source', value_name='Interaction')\n",
"\n",
"# Filter rows with interactions\n",
"interacting_sources = melted_df[melted_df['Interaction'] == 1]\n",
"\n",
"# Group by Source and count unique compounds\n",
"source_counts = interacting_sources.groupby('Source')['pc_inchikey'].nunique().reset_index()\n",
"\n",
"source_counts.rename(columns={'pc_inchikey': 'count'}, inplace=True)\n",
"\n",
"source_ints = dat.drop(columns='pc_inchikey').sum()\n",
"source_ints = source_ints.reset_index()\n",
"\n",
"source_ints.rename(columns={'index': 'source', 0:'count'}, inplace=True)\n",
"source_ints.sort_values(by='source', inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {},
"outputs": [],
"source": [
"source_counts.loc[9,'Source']='CPIExtract'\n",
"source_counts.loc[9,'count']=len(dat['pc_inchikey'].unique())"
]
},
{
"cell_type": "code",
"execution_count": 148,
"metadata": {},
"outputs": [],
"source": [
"source_ints.loc[9,'Source']='CPIExtract'\n",
"source_ints.loc[9,'count']=len(dat)"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plotting\n",
"fig, ax1 = plt.subplots(figsize=(8, 6))\n",
"\n",
"# Define colors for interactions and compound count\n",
"interaction_color = 'skyblue'\n",
"compound_count_color = 'darkblue'\n",
"\n",
"# Width of each bar\n",
"bar_width = 0.35\n",
"pal = sns.color_palette(\"tab10\")\n",
"x = np.arange(len(source_counts['Source']))\n",
"# Plot interactions\n",
"bar1 = ax1.bar(x, source_counts['count'], width=bar_width, edgecolor='black', color=pal[0], label='Compounds')\n",
"\n",
"# Set up secondary y-axis\n",
"ax2 = ax1.twinx()\n",
"ax2.grid(False)\n",
"# Plot compound count\n",
"bar2 = ax2.bar(x + bar_width + 0.025, source_ints['count'], width=bar_width, edgecolor='black', color=pal[3], label='Interactions')\n",
"\n",
"ax1.set_xticks(x + bar_width / 2)\n",
"ax1.set_xticklabels(['BDB', 'ChEMBL', 'CTD', 'DB', 'DC', 'DTC', 'OTP', 'PubChem', 'STITCH','CPIExtract'], rotation=45)\n",
"ax1.spines['left'].set_color(pal[0])\n",
"ax1.tick_params(axis='y', colors=pal[0])\n",
"ax2.spines['left'].set_color(pal[0])\n",
"\n",
"ax1.spines['right'].set_color(pal[3])\n",
"ax2.tick_params(axis='y', colors=pal[3])\n",
"ax2.spines['right'].set_color(pal[3])\n",
"# Set y-axis labels\n",
"ax1.set_ylabel('Compounds count', color=pal[0])\n",
"ax1.set_xlabel('Database')\n",
"ax2.set_ylabel('Interactions count', color=pal[3])\n",
"#plt.title('C-PIE Compounds and Interactions Count for each Database')\n",
"bars = [bar1, bar2]\n",
"labels = [bar.get_label() for bar in bars]\n",
"ax1.legend(bars, labels, loc='upper left')\n",
"plt.tight_layout()\n",
"# Save\n",
"plt.savefig(\"cpie_counts.pdf\", bbox_inches='tight')\n",
"plt.savefig(\"cpie_counts.svg\", bbox_inches='tight')\n",
"# Show the plot\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### with pchembl"
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {},
"outputs": [],
"source": [
"columns = ['pubchem', 'chembl', 'bindingdb', 'stitch','ctd', 'dtc', 'otp', 'drugcentral', 'drugbank', 'pc_inchikey', 'ave_pchembl']\n",
"dat = cpe[columns]\n",
"cols = ['PubChem', 'ChEMBL', 'BDB', 'STITCH', 'CTD', 'DTC', 'OTP', 'DC', 'DB', 'pc_inchikey', 'ave_pchembl']\n",
"\n",
"dat.columns= cols\n",
"databases = pd.DataFrame()\n",
"\n",
"for db in cols[:-2]:\n",
" info = {}\n",
" filt = dat[dat[db] == 1]\n",
" info['Database'] = db\n",
" if db not in ['STITCH','CTD', 'OTP', 'DB']:\n",
" info['None'] = [len(filt[filt['ave_pchembl'] == 'Sources do not provide activity data'])]\n",
" filt = filt[filt['ave_pchembl'] != 'Sources do not provide activity data']\n",
" filt['ave_pchembl'] = filt['ave_pchembl'].astype(float)\n",
" info['0 < pChEMBL < 3'] = [len(filt[filt['ave_pchembl'] < 3])]\n",
" info['3 < pChEMBL < 6'] = [len(filt[filt['ave_pchembl'].between(3, 6, inclusive='left')])]\n",
" info['pChEMBL > 6'] = [len(filt[filt['ave_pchembl'] >= 6])] \n",
" else:\n",
" info['None'] = [len(filt)]\n",
" databases = pd.concat([databases, pd.DataFrame.from_dict(info)])\n",
"\n",
"databases = databases.sort_values('Database', ascending=False)\n",
"databases.set_index('Database', inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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XgwYN9Pzzz6t169ZatWqVPDw8Uu1fvHhxOTs7p/jDR5UqVbJ1c5hkBA443IwZM/T111/bndtftWrVFBff7dy5M8Uv6/TUqVNHR44cUYkSJVL8Q5bWGwiOkT9/ftWtW1ebNm2ya9+0aZOaNGmS5noFCxbUc889px07duj3339X/fr1NX78eJUsWVL9+/fXli1bUvxSv9vJkyd1+vRp2/Ndu3bJyclJgYGBcnJyUnBwsJYvX27XJ9nVq1ezdB5uRuTLl099+vTR1q1b0/1HJa11r1+/nuVtFylSRCNGjNAvv/yi3bt3q0yZMnrhhRfk4+OjIUOG6Keffsr0mIZhKD4+Pss1IevuNfe8j9JeNyffR02bNtXRo0ft5v7w4cPy8fG55zn7yL67b7Tw448/qmLFisqXL59q1aqlqlWratasWam+N+68YYKjBQUFKSgoSL/99lum/xia3dd0fHy8vvzyS3Xp0kW+vr765JNP1KtXL/3111/66quv9OSTT6Z51Cd//vyqX7++Dh06ZNd++PBhlS1bNss1JSNwwOGqV6+u3r17a+7cuba20aNHa/PmzfrXv/6lw4cP69NPP9X777+vV155JcPj9u7dW8WLF1fXrl21Y8cOHT9+XNu2bdPw4cNTvVAdjjVq1CgtXLhQixYt0sGDBzVy5EidPHlSL730UobWr1ChgqZMmaJjx47p66+/lsViUdeuXfXBBx+ku16BAgXUr18//frrr9qxY4eGDRum7t27y9vbW5I0ffp0+fn5qWHDhlqyZIkOHDigI0eOaNGiRapVq5auXLmSqf2MiYnRmTNn7B5Xr15Nte+//vUvnT9/Xu3atUt3zHPnzunMmTM6ceKEvvjiCy1dujTFKYaxsbEpjt5l5K9KNWrU0KxZs/Tnn38qNDRUZ8+eVYsWLfT111+nuU5ISIg2bdqkY8eO6ffff9c777yjJUuW6Jn7+H0/D6vXXntNO3bsUFRUlCIjIzV+/Hht3bpVvXv3ztD6vI9yz/vo5Zdf1t9//63hw4fr8OHD+ve//63p06fbLsaHuU6dOqVRo0bp0KFD+vzzzzV37lwNHz5c0u2jFIsXL9bhw4fVvHlzrV+/XseOHdO+ffs0bdq0FK+bjEh+/d35SOto2JYtWxQdHZ3qqUvJbt26ZRvnyJEjmjp1qg4cOJCitr/++ivFa/rixYupjjlo0CANGTJEAQEB2rNnj3755ReNGDFCXl5eGdrHV199VWFhYfr444919OhRvf/++/r666/veVOKjOAajjzAw8sr01/Gl93tZde//vUvrVy50va8Tp06WrlypSZMmKB//etf8vHx0ZQpU9S/f/8Mj1mwYEFt375dY8eO1ZNPPqnLly+rVKlSevTRR7N1kVVu4V3cI0tfxped7WVGcHCw/v77b02ZMkXR0dGqVq2a1q9fn+m/fFgsFrVs2VItW7bU+++/n+YvzmQBAQF68skn1aFDB128eFEdOnTQvHnzbMuLFCmiH3/8UTNmzNDUqVN14sQJFSlSRNWrV9dbb72V6aNfAwYMSNF295daJsufP7+KFy9+zzGTLy50dnaWn5+fXnzxRU2aNMmuz9atW1W7dm27tn79+qW4k1tanJ2d1alTJ3Xq1EkXL15M9y/SV69e1aBBg/Tnn3/K1dVVlStX1rJlyxQcHJyhbeVmXh5emf4yvuxuLzPOnj2rPn36KDo6Wh4eHqpRo4bCw8MzfcE+76Ocfx/5+flp48aNGjlypGrUqKFSpUpp+PDhGjt2bIa2lZt5FPUy7cv40tpeZvXt21fXr19XgwYNlC9fPg0dOtTuiyAbNGigPXv2aNq0aXr++ed14cIF+fj4qEmTJlk6bSm1i8R37dqlRo0apWgvVKjQPcfbv3+/7XqRggULqkKFCpo/f7769u1r1+/tt9/W22+/bde2ePHiVD8/jRs3Th9++GGq15dkRLdu3bRgwQKFhIRo2LBhqlSpklatWqVmzZplabw7WQy+BhpALjVp0iStXbtWEREROV0KkGfxPsKDpmXLlqpVq5bDrneA+TilCgAAAIBpCBwAAAAATMMpVQAAAABMwxEOAAAAAKYhcAAAAAAwDYEDAAAAgGkIHAAAAABMQ+AAAAAAYBoCBwAAAADTEDgAAAAAmIbAAQAAAMA0BA4AAAAApiFwAAAAADANgQMAAACAaQgcAAAAAExD4AAAAABgGgIHAAAAANMQOAAAAACYxjmnC8C9JSUl6fTp0ypcuLAsFktOlwMAAICHhGEYunz5snx9feXklLVjFQSOPOD06dPy8/PL6TIAAADwkDp16pRKly6dpXUJHHlA4cKFJd3+Qbu7u+dwNQAAAHhYxMXFyc/Pz/Z5NCsIHHlA8mlU7u7uBA4AAADcd9k5rZ+LxgEAAACYhsABAAAAwDQEDgAAAACmIXAAAAAAMA2BAwAAAIBpCBwAAAAATEPgAAAAAGAaAgcAAAAA0xA4AAAAAJiGwAEAAADANAQOAAAAAKZxzukCkHGtOwXrUuwxlSpbMqdLUcyx0yrn65vp9TyKemnpilUmVAQAAIDciMCRh1QfEqbvQ2rrmXXP5HQpmh8UonUhma+jy7hlJlQDAACA3IpTqgAAAACYhsABAAAAwDQEDgAAAACmIXAAAAAAMA2BAwAAAIBpCBwAAAAATEPgAAAAAGAaAscd+vfvL4vFYnsUK1ZM7du31759+2x97lxeqFAhVaxYUf3799fPP/9sN9bWrVvt+rq6uiooKEgfffTR/d4tAAAAIMcQOO7Svn17RUdHKzo6Wps3b5azs7M6depk12fx4sWKjo7W/v379cEHH+jKlStq2LChlixZkmK8Q4cOKTo6WgcOHNCLL76ol19+WZs3b75fuwMAAADkKALHXaxWq7y9veXt7a1atWpp7NixOnXqlM6fP2/r4+npKW9vb5UrV05t27bVl19+qd69e2vIkCG6dOmS3XglSpSQt7e3/P39NWzYMJUrV0579+6937sFAAAA5AjnnC4gN7ty5YqWL1+ugIAAFStWLN2+I0eO1JIlS7Rp0yZ17949xXLDMLRhwwadOnVKDRs2THes+Ph4xcfH257HxcVJkpyNBFmtVlkSLFnYG8eyWq1KSMp8HS4u+ZWQkGBCRQAAAHA0R3xuI3Dc5ZtvvpGbm5sk6erVq/Lx8dE333wjJ6f0DwZVrlxZkhQVFWXXXrp0aUm3Q0RSUpKmTJmi5s2bpztWSEiIJk+enKK9ddJGdRoXIq3P6N6YZ9zEN7X+dObX6/vCUK1fnwt2AAAAAPd07dq1bI9B4LhLq1atNH/+fEnSxYsXNW/ePD3++OPavXu3ypYtm+Z6hmFIun1R+Z127NihwoULKz4+Xrt379aQIUNUtGhRvfzyy2mONW7cOI0aNcr2PC4uTn5+ftri1FbbQx7RKztGZmcXHeKThrO048PRmV6vx6QwrVj7rQkVAQAAwNGSz7TJDgLHXQoVKqSAgADb87p168rDw0Mff/yxpk6dmuZ6Bw8elCT5+/vbtfv7+8vT01OSFBQUpJ9++knTpk1LN3BYrVZZrdYU7bcsLoqPj5fhYmRml0wRHx8vF6fM15GQcFMuLi4mVAQAAABHc8TnNi4avweLxSInJyddv3493X5z5syRu7u7HnvssXT75cuX755jAQAAAA8KjnDcJT4+XmfOnJEkXbp0Se+//76uXLmizp072/rExMTozJkzio+P1+HDh/Xhhx9q7dq1WrJkie1oRrJz587pxo0btlOqli5dqn/84x/3c5cAAACAHEPguEt4eLh8fHwkSYULF1blypX1xRdfqGXLlrY+AwYMkCQVKFBApUqVUrNmzbR7927VqVMnxXiVKlWSJDk7O8vPz08vvviiJk2aZPp+AAAAALkBgeMOoaGhCg0NTbdP8sXh99KyZcsM9wUAAAAeVFzDAQAAAMA0BA4AAAAApiFwAAAAADANgQMAAACAaQgcAAAAAExD4AAAAABgGgIHAAAAANPwPRx5SOT7wcqX5KxlXZbldClKtORTl3GZr8OjqJcJ1QAAACC3InDkIVu+CZO7u3tOlwEAAABkGKdUAQAAADANgQMAAACAaQgcAAAAAExD4AAAAABgGgIHAAAAANMQOAAAAACYhsABAAAAwDQEDgAAAACmIXAAAAAAMA2BAwAAAIBpCBwAAAAATEPgAAAAAGAaAgcAAAAA0xA4AAAAAJiGwAEAAADANAQOAAAAAKYhcAAAAAAwDYEDAAAAgGkIHAAAAABMQ+AAAAAAYBoCBwAAAADTEDgAAAAAmIbAAQAAAMA0BA4AAAAApiFwAAAAADCNc04XgIwLbt9eLs6Z/5F5eHlp6apVJlQEAAAApI/AkYeEBQfL3dU10+t1WbbMhGoAAACAe+OUKgAAAACmIXAAAAAAMA2BAwAAAIBpCBwAAAAATEPgAAAAAGAaAgcAAAAA0xA4AAAAAJiGwAEAAADANASONJw5c0ZDhw5V+fLlZbVa5efnp86dO2vz5s2yWCzpPkJDQ7V161bbcycnJ3l4eKh27doaM2aMoqOjc3r3AAAAgPuCbxpPRVRUlJo2bSpPT0/NnDlTNWrUUEJCgjZs2KDnn3/eLjAMHz5ccXFxWrx4sa3Nw8NDP/30kyTp0KFDcnd3V1xcnPbu3auZM2fqk08+0datW1W9evX7vm8AAADA/UTgSMWgQYNksVi0e/duFSpUyNYeFBSkgQMHytPT09bm6uqq+Ph4eXt7pzpWiRIl5OnpKW9vbwUGBqpr166qXbu2Xn75Zf3www9m7woAAACQowgcd7l48aLCw8M1bdo0u7CR7M6wkRWurq566aWXNHLkSJ07d04lSpRI0Sc+Pl7x8fG253FxcZKkBItFCRZLprfpkj+/EhISsl40AAAAHkqO+AxJ4LjL0aNHZRiGKleubNo2kseOiopKNXCEhIRo8uTJKdo3enmpYMGCmd5e36FDtX79+swXCgAAgIfatWvXsj0GgeMuhmFIkixZOJLgqG2MGzdOo0aNsj2Pi4uTn5+f2p4/L3dX10xvr0dYmFZ8+23WigUAAMBDK/lMm+wgcNylYsWKslgsOnjwoJ544glTtnHw4EFJUrly5VJdbrVaZbVaU7S7GIZc/htWMiPh5k25uLhkej0AAAA83BzxGZLb4t6laNGiateunT744ANdvXo1xfKYmJhsjX/9+nV99NFHat68uby8vLI1FgAAAJDbEThSMW/ePCUmJqpBgwZatWqVjhw5ooMHD+q9995T48aNMzXWuXPndObMGR05ckQrVqxQ06ZNdeHCBc2fP9+k6gEAAIDcg1OqUuHv76+9e/dq2rRpGj16tKKjo+Xl5aW6detmOihUqlRJFotFbm5uKl++vNq2batRo0aleRtdAAAA4EFiMYwsXBSA+youLk4eHh6KnTMnSxeNd1m2TOu2bzehMgAAADzIbJ9DY2Pl7u6epTE4pQoAAACAaQgcAAAAAExD4AAAAABgGgIHAAAAANMQOAAAAACYhsABAAAAwDQEDgAAAACm4Yv/8pDgsDC5OGf+R+bh5WVCNQAAAMC9ETjykLDw8Cx/4QoAAACQEzilCgAAAIBpCBwAAAAATEPgAAAAAGAaAgcAAAAA0xA4AAAAAJiGwAEAAADANAQOAAAAAKYhcAAAAAAwDYEDAAAAgGkIHAAAAABMQ+AAAAAAYBoCBwAAAADTEDgAAAAAmIbAAQAAAMA0BA4AAAAApiFwAAAAADANgQMAAACAaQgcAAAAAExD4AAAAABgGgIHAAAAANMQOAAAAACYhsABAAAAwDQEDgAAAACmIXAAAAAAMA2BAwAAAIBpnHO6AGRc++D2cnbJ/o8s5thplfP1zVBfj6JeWrpiVba3CQAAgIcTgSMPCQ4Llqu7a7bHmR8UonUhz2Sob5dxy7K9PQAAADy8OKUKAAAAgGkIHAAAAABMQ+AAAAAAYBoCBwAAAADTEDgAAAAAmIbAAQAAAMA0D0zgsFgsWrt2bU6XAQAAAOAOeSZwnDlzRkOHDlX58uVltVrl5+enzp07a/PmzRlaPyoqShaLJdXHjz/+KEkKDQ2VxWJRlSpVUqy/cuVKWSwWlStXztaW3D/54ebmprp162r16tV267Zs2VIjRozI8r4DAAAAeVWe+OK/qKgoNW3aVJ6enpo5c6Zq1KihhIQEbdiwQYMHD9bvv/+e4bG+++47BQUF2bUVK1bM9v+FChXSuXPntGvXLjVu3NjWvmjRIpUpUybFeO7u7jp06JAk6fLly1q8eLG6d++u/fv3q1KlSpndVQAAAOCBkieOcAwaNEgWi0W7d+/WP/7xDwUGBiooKEijRo2yHZ2QpAsXLqhbt24qWLCgKlasqHXr1qUYq1ixYvL29rZ7uLi42JY7OzurV69eWrRoka3tzz//1NatW9WrV68U41ksFts4FStW1NSpU+Xk5KR9+/Y5eBYAAACAvCfXH+G4ePGiwsPDNW3aNBUqVCjFck9PT9v/T548WTNnztRbb72luXPnqnfv3jpx4oSKFi2aqW0+++yzat68ud59910VLFhQoaGhat++vUqWLJnueomJiVqyZIkkqU6dOpna5p3i4+MVHx9vex4XFydJsiRYZEmwZHncZFarVQlJGRvHxSW/EhISsr1NAAAA5D2O+ByY6wPH0aNHZRiGKleufM++/fv3V8+ePSVJ06dP19y5c7V79261b9/e1qdJkyZycrI/sBMbG6t8+fLZnteqVUsVKlTQl19+qT59+ig0NFTvvPOOjh07lmKbsbGxcnNzkyRdv35dLi4u+uijj1ShQoUs7a8khYSEaPLkySnavTZ6qWDBglkeN9m4iW9q/emM9e37wlCtX78+29sEAABA3nPt2rVsj5HrA4dhGJJun7p0LzVq1LD9f6FChVS4cGGdO3fOrk9YWFiKi8LvDBvJBg4cqMWLF6tMmTK6cuWKOnTooPfffz9Fv8KFC2vv3r2Sbv9AvvvuO7344osqVqyYOnfufO8dTMW4ceM0atQo2/O4uDj5+fnpfNvzcnV3zdKYd/qk4Szt+HB0hvr2mBSmFWu/zfY2AQAAkPckn2mTHbk+cFSsWFEWi0UHDx7UE088kW7fO6/FkG6HlKSkJLs2Pz8/BQQE3HO7vXv31pgxYzRp0iT17dtXzs6pT5WTk5PdeDVq1NDGjRv15ptvZjlwWK1WWa3WFO2GiyHDxcjSmHeKj4+Xi1PGxklIuJliXgEAAPBwcMTnwFx/0XjRokXVrl07ffDBB7p69WqK5TExMaZtt0uXLtq2bZsGDhyYqXXz5cun69evm1IXAAAAkJfk+iMckjRv3jw1adJEDRo00JQpU1SjRg3dunVLmzZt0vz583Xw4MEMj/X333/rzJkzdm2enp4qUKBAir6hoaGaN2+e3W1z72YYhm2869eva9OmTdqwYYMmTJhg1+/8+fOKiIiwa0u+uxUAAADwoMoTgcPf31979+7VtGnTNHr0aEVHR8vLy0t169bV/PnzMzXWY489lqLt888/V48ePVK0u7q6ytU1/Wsm4uLi5OPjI+n2qVBly5bVlClTNHbsWLt+n332mT777DO7tokTJ2rSpEmZqh8AAADISyxG8lXZyLXi4uLk4eGhObFzHHLR+PygEP2yZFyG+nYZt0zrNm7P9jYBAACQ9yR/Do2NjZW7u3uWxsj113AAAAAAyLsIHAAAAABMQ+AAAAAAYBoCBwAAAADTEDgAAAAAmIbAAQAAAMA0BA4AAAAApskTX/yH28KCw+Tskv0fWaIln7qMW5ahvh5FvbK9PQAAADy8CBx5SHhYeJa/cAUAAADICZxSBQAAAMA0BA4AAAAApiFwAAAAADANgQMAAACAaQgcAAAAAExD4AAAAABgGgIHAAAAANMQOAAAAACYhsABAAAAwDQEDgAAAACmIXAAAAAAMA2BAwAAAIBpCBwAAAAATEPgAAAAAGAaAgcAAAAA0xA4AAAAAJiGwAEAAADANAQOAAAAAKYhcAAAAAAwDYEDAAAAgGkIHAAAAABMQ+AAAAAAYBoCBwAAAADTEDgAAAAAmIbAAQAAAMA0zjldADIuuH17uTjf3x+Zh5eXlq5adV+3CQAAgAcHgSMPCQsOlrur633dZpdly+7r9gAAAPBg4ZQqAAAAAKYhcAAAAAAwDYEDAAAAgGkIHAAAAABMQ+AAAAAAYBoCBwAAAADTEDgAAAAAmIbAAQAAAMA0BI4s6N+/vywWiywWi1xcXFSyZEm1adNGixYtUlJSkq1fuXLlbP3y5csnX19fPfvss7p06VIOVg8AAADcPwSOLGrfvr2io6MVFRWlb7/9Vq1atdLw4cPVqVMn3bp1y9ZvypQpio6O1smTJ7V8+XJt375dw4YNy8HKAQAAgPvHOacLyKusVqu8vb0lSaVKlVKdOnXUqFEjPfroowoNDdVzzz0nSSpcuLBdv759+2rFihU5VjcAAABwPxE4HKh169aqWbOmVq9ebQscd/rrr7/0zTffqGHDhumOEx8fr/j4eNvzuLg4SVKCxaIEi8WxRd+DS/78SkhIuK/bBAAAQO7giM+BBA4Hq1y5svbt22d7PnbsWL3++utKTEzUjRs31LBhQ73zzjvpjhESEqLJkyenaN/o5aWCBQs6vOb09B06VOvXr7+v2wQAAEDucO3atWyPQeBwMMMwZLnjKMSrr76q/v37yzAMnTp1Sq+99po6duyo7du3K1++fKmOMW7cOI0aNcr2PC4uTn5+fmp7/rzcXV1N34c79QgL04pvv72v2wQAAEDukHymTXYQOBzs4MGD8vf3tz0vXry4AgICJEkVK1bUnDlz1LhxY33//fd67LHHUh3DarXKarWmaHcxDLkYhjmFpyHh5k25uLjc120CAAAgd3DE50DuUuVAW7ZsUWRkpJ566qk0+yQf1bh+/fr9KgsAAADIMRzhyKL4+HidOXNGiYmJOnv2rMLDwxUSEqJOnTqpb9++tn6XL1/WmTNnbKdUjRkzRsWLF1eTJk1ysHoAAADg/iBwZFF4eLh8fHzk7OysIkWKqGbNmnrvvffUr18/OTn978DRhAkTNGHCBEmSl5eX6tevr02bNqlYsWI5VToAAABw3xA4siA0NFShoaH37BcVFWV6LQAAAEBuxjUcAAAAAExD4AAAAABgGgIHAAAAANMQOAAAAACYhsABAAAAwDQEDgAAAACmIXAAAAAAMA3fw5GHBIeFycX5/v7IPLy87uv2AAAA8GAhcOQhYeHhcnd3z+kyAAAAgAzjlCoAAAAApiFwAAAAADANgQMAAACAaQgcAAAAAExD4AAAAABgGgIHAAAAANMQOAAAAACYhsABAAAAwDQEDgAAAACmyXLgWLp0qZo2bSpfX1+dOHFCkjRnzhx99dVXDisOAAAAQN6WpcAxf/58jRo1Sh06dFBMTIwSExMlSZ6enpozZ44j6wMAAACQh2UpcMydO1cff/yxxo8fr3z58tna69Wrp8jISIcVBwAAACBvy1LgOH78uGrXrp2i3Wq16urVq9kuCgAAAMCDIUuBw9/fXxERESnav/32W1WtWjW7NQEAAAB4QDhnZaVXX31VgwcP1o0bN2QYhnbv3q3PP/9cISEhWrhwoaNrBAAAAJBHZSlwDBgwQLdu3dKYMWN07do19erVS6VKldK7776rHj16OLpGAAAAAHmUxTAMIzsDXLhwQUlJSSpRooSjasJd4uLi5OHhodjYWLm7u+d0OQAAAHhIOOJzaJau4bh+/bquXbsmSSpevLiuX7+uOXPmaOPGjVkqAgAAAMCDKUuBo2vXrlqyZIkkKSYmRg0aNNCsWbPUtWtXzZ8/36EFAgAAAMi7shQ49u7dq0ceeUSS9OWXX8rb21snTpzQkiVL9N577zm0QAAAAAB5V5YCx7Vr11S4cGFJ0saNG/Xkk0/KyclJjRo10okTJxxaIAAAAIC8K0uBIyAgQGvXrtWpU6e0YcMGtW3bVpJ07tw5LmoGAAAAYJOlwDFhwgS98sorKleunBo2bKjGjRtLun20I7VvIAcAAADwcMrybXHPnDmj6Oho1axZU05Ot3PL7t275e7ursqVKzu0yIcdt8UFAABATnDE59AsffGfJHl7e8vb29uurUGDBlkdDgAAAMADKMuB4z//+Y+++OILnTx5Ujdv3rRbtnr16mwXhpSCn2iv4iV8tHTFqpwuBQAAAMiQLF3DsWLFCjVt2lQHDhzQmjVrlJCQoAMHDmjLli3y8PBwdI34r7CJwYq9eD6nywAAAAAyLEuBY/r06Zo9e7a++eYb5c+fX++++64OHjyo7t27q0yZMo6uEQAAAEAelaXA8ccff6hjx46SJKvVqqtXr8pisWjkyJH66KOPHFogAAAAgLwrS4GjaNGiunz5siSpVKlS+u233yRJMTExunbtmuOqAwAAAJCnZemi8UceeUSbNm1S9erV1b17dw0fPlxbtmzRpk2b9Oijjzq6RgAAAAB5VJYCx/vvv68bN25IksaNGycXFxf98MMPevLJJ/XGG284tEAAAAAAeVeWAkfRokVt/+/k5KQxY8ZozJgxDisKAAAAwIMhy9/DkZiYqDVr1ujgwYOyWCyqUqWKunbtKmfnLA8JAAAA4AGTpYvGf/vtNwUGBqpfv35as2aNVq9erX79+qlixYqKjIx0dI25Tv/+/WWxWGSxWOTi4qKSJUuqTZs2WrRokZKSkuz6/vLLL3r66adVsmRJFShQQIGBgXr++ed1+PDhHKoeAAAAuH+yFDiee+45BQUF6c8//9TevXu1d+9enTp1SjVq1NALL7zg6Bpzpfbt2ys6OlpRUVH69ttv1apVKw0fPlydOnXSrVu3JEnffPONGjVqpPj4eC1fvlwHDx7U0qVL5eHhwbUuAAAAeChk6fynX3/9VXv27FGRIkVsbUWKFNG0adNUv359hxWXm1mtVnl7e0u6fWvgOnXqqFGjRnr00UcVGhqqXr16acCAAerQoYPWrFljW8/f318NGzZUTExMDlUOAAAA3D9ZChyVKlXS2bNnFRQUZNd+7tw5BQQEOKSwvKh169aqWbOmVq9erWLFiunChQtpXkzv6emZ5jjx8fGKj4+3PY+Li5MkJSRZ5OKSXwkJCQ6tGwAAAEiNIz53ZjhwJH/olaTp06dr2LBhmjRpkho1aiRJ+vHHHzVlyhS9+eab2S4qL6tcubL27dunI0eO2J5nVkhIiCZPnpyifeMZL/V9YajWr1+f7ToBAACAe3HEl3pnOHB4enrKYrHYnhuGoe7du9vaDMOQJHXu3FmJiYnZLiyvMgxDFovFNh9ZMW7cOI0aNcr2PC4uTn5+fmrrfV4vvL1OK9Z+64hSAQAAgHTdedAhqzIcOL7//vtsb+xhcPDgQfn7+yswMFCS9Pvvv6tx48aZGsNqtcpqtaZod3EylJBwUy4uLg6pFQAAAEiPIz53ZjhwtGjRItsbe9Bt2bJFkZGRGjlypNq2bavixYtr5syZdheNJ4uJiUn3Og4AAADgQZCtb+m7du2aTp48qZs3b9q116hRI1tF5QXx8fE6c+aMEhMTdfbsWYWHhyskJESdOnVS3759lS9fPi1cuFBPP/20unTpomHDhikgIEAXLlzQypUrdfLkSa1YsSKndwMAAAAwVZYCx/nz5zVgwAB9+23q1xI8DNdwhIeHy8fHR87OzipSpIhq1qyp9957T/369ZOT0+2vN+natat27typkJAQ9erVy3YtRuvWrTV16tQc3gMAAADAfFkKHCNGjNClS5f0448/qlWrVlqzZo3Onj2rqVOnatasWY6uMdcJDQ1VaGhohvrWq1dPq1atMrcgAAAAIJfKUuDYsmWLvvrqK9WvX19OTk4qW7as2rRpI3d3d4WEhKhjx46OrhMAAABAHuSUlZWuXr2qEiVKSJKKFi2q8+fPS5KqV6+uvXv3Oq46AAAAAHlalgJHpUqVdOjQIUlSrVq19OGHH+qvv/7SggUL5OPj49ACAQAAAORdWb6GIzo6WpI0ceJEtWvXTsuXL1f+/PkzfG0DAAAAgAdflgJH7969bf9fu3ZtRUVF6ffff1eZMmVUvHhxhxUHAAAAIG/L0ilVU6ZM0bVr12zPCxYsqDp16qhQoUKaMmWKw4oDAAAAkLdlKXBMnjxZV65cSdF+7do1TZ48OdtFAQAAAHgwZClwGIYhi8WSov3XX39V0aJFs10UUhc8OUweRb1yugwAAAAgwzJ1DUeRIkVksVhksVgUGBhoFzoSExN15coVvfTSSw4vEreFrQ2Xu7t7TpcBAAAAZFimAsecOXNkGIYGDhyoyZMny8PDw7Ysf/78KleunBo3buzwIgEAAADkTZkKHP369ZMk+fv7q0mTJnJxcTGlKAAAAAAPhizdFrdFixa2/79+/boSEhLslnPaDwAAAAApixeNX7t2TUOGDFGJEiXk5uamIkWK2D0AAAAAQMpi4Hj11Ve1ZcsWzZs3T1arVQsXLtTkyZPl6+urJUuWOLpGAAAAAHlUlk6p+vrrr7VkyRK1bNlSAwcO1COPPKKAgACVLVtWy5cvt/smcgAAAAAPrywd4bh48aL8/f0l3b5e4+LFi5KkZs2aafv27Y6rDgAAAECelqXAUb58eUVFRUmSqlatqpUrV0q6feTD09PTUbUBAAAAyOOyFDgGDBigX3/9VZI0btw427UcI0eO1KuvvurQAgEAAADkXRbDMIzsDnLy5Ent2bNHFSpUUM2aNR1RF+4QFxcnDw8PxcbGcsthAAAA3DeO+Bya6YvGk5KSFBoaqtWrVysqKkoWi0X+/v76xz/+oRo1amSpCAAAAAAPpkydUmUYhrp06aLnnntOf/31l6pXr66goCCdOHFC/fv3V7du3cyqEwAAAEAelKkjHKGhodq+fbs2b96sVq1a2S3bsmWLnnjiCS1ZskR9+/Z1aJEAAAAA8qZMHeH4/PPP9dprr6UIG5LUunVr/fOf/9Ty5csdVhwAAACAvC1TgWPfvn1q3759mssff/xx292rAAAAACBTgePixYsqWbJkmstLliypS5cuZbsoAAAAAA+GTAWOxMREOTunfdlHvnz5dOvWrWwXBQAAAODBkKmLxg3DUP/+/WW1WlNdHh8f75CiAAAAADwYMhU4+vXrd88+3KEKAAAAQLJMBY7FixebVQcAAACAB1CmruEAAAAAgMwgcAAAAAAwDYEDAAAAgGkIHAAAAABMQ+AAAAAAYJpM3aUKOat1p2Bdij2mUmXT/rZ3s8UcO61yvr4Z6utR1EtLV6wyuSIAAADkZgSOPKT6kDB9H1Jbz6x7JsdqmB8UonUhGdt+l3HLTK4GAAAAuR2nVAEAAAAwDYEDAAAAgGkIHAAAAABMQ+AAAAAAYBoCBwAAAADTEDgAAAAAmIbAAQAAAMA0BA4AAAAApiFwpKJ///6yWCyyWCxycXFRyZIl1aZNGy1atEhJSUnaunWrbXlaj9DQUEnSqlWr1LJlS3l4eMjNzU01atTQlClTdPHixZzdSQAAAOA+IHCkoX379oqOjlZUVJS+/fZbtWrVSsOHD1enTp3UpEkTRUdH2x7du3e39U9+BAcHa/z48QoODlb9+vX17bff6rffftOsWbP066+/aunSpTm9iwAAAIDpnHO6gNzKarXK29tbklSqVCnVqVNHjRo10qOPPqolS5boueees/V1dXVVfHy8rb8k7d69W9OnT9ecOXM0fPhwW3u5cuXUpk0bxcTE3Ld9AQAAAHIKgSMTWrdurZo1a2r16tV2gSM1y5cvl5ubmwYNGpTqck9PzzTXjY+PV3x8vO15XFycJMnZSJDVapUlwZL54h3EarUqISlj23dxya+EhASTKwIAAIBZHPFZjsCRSZUrV9a+ffvu2e/IkSMqX768XFxcMr2NkJAQTZ48OUV766SN6jQuRFqf6SEdZtzEN7X+dMb69n1hqNavz8FiAQAAkC3Xrl3L9hgEjkwyDEMWy73/wp/RfqkZN26cRo0aZXseFxcnPz8/bXFqq+0hj+iVHSOzNK4jfNJwlnZ8ODpDfXtMCtOKtd+aXBEAAADMknymTXYQODLp4MGD8vf3v2e/wMBA/fDDD0pISMj0UQ6r1Sqr1Zqi/ZbFRfHx8TJcjEyN50jx8fFyccrY9hMSbmbpCA8AAAByB0d8luMuVZmwZcsWRUZG6qmnnrpn3169eunKlSuaN29eqsu5aBwAAAAPA45wpCE+Pl5nzpxRYmKizp49q/DwcIWEhKhTp07q27fvPddv2LChxowZo9GjR+uvv/5St27d5Ovrq6NHj2rBggVq1qyZ3d2rAAAAgAcRgSMN4eHh8vHxkbOzs4oUKaKaNWvqvffeU79+/eTklLEDQ2+++abq1q2rDz74QAsWLFBSUpIqVKigf/zjH+rXr5/JewAAAADkPAJHKkJDQ23fFJ7R/mnp3r27unfvnv2iAAAAgDyIazgAAAAAmIbAAQAAAMA0BA4AAAAApiFwAAAAADANgQMAAACAaQgcAAAAAExD4AAAAABgGr6HIw+JfD9Y+ZKctazLshyrIdGST13GZWz7HkW9TK4GAAAAuR2BIw/Z8k2Y3N3dc7oMAAAAIMM4pQoAAACAaQgcAAAAAExD4AAAAABgGgIHAAAAANMQOAAAAACYhsABAAAAwDQEDgAAAACmIXAAAAAAMA2BAwAAAIBpCBwAAAAATEPgAAAAAGAaAgcAAAAA0xA4AAAAAJiGwAEAAADANAQOAAAAAKYhcAAAAAAwDYEDAAAAgGkIHAAAAABMQ+AAAAAAYBoCBwAAAADTEDgAAAAAmIbAAQAAAMA0BA4AAAAApiFwAAAAADANgQMAAACAaZxzugBkXHD79nJxvv0j8/Dy0tJVq3K4IgAAACB9BI48JCw4WO6urpKkLsuW5XA1AAAAwL1xShUAAAAA0xA4AAAAAJiGwAEAAADANAQOAAAAAKYhcAAAAAAwDYEDAAAAgGkIHAAAAABMQ+BIx6lTp/Tss8/K19dX+fPnV9myZTV8+HD9/fffioqKksViSfcxadKkFP2KFCmi5s2ba9u2bTm9ewAAAIDpCBxpOHbsmOrVq6fDhw/r888/19GjR7VgwQJt3rxZjRs3VuHChRUdHW17jB49WkFBQXZtr7zyim287777TtHR0dq2bZvc3d3VoUMHHT9+PAf3EAAAADAf3zSehsGDByt//vzauHGjXP/77d5lypRR7dq1VaFCBb3++uuaP3++rb+bm5ucnZ3l7e1tN86FCxckScWKFZO3t7e8vb314YcfqnTp0tq4caNefPHF+7dTAAAAwH1G4EjFxYsXtWHDBk2bNs0WNpJ5e3urd+/eCgsL07x582SxWDI9fsGCBSVJCQkJqS6Pj49XfHy87XlcXNzt/haLEv67PZf8+dNcHwAAAHAER3zeJHCk4siRIzIMQ1WqVEl1eZUqVXTp0iWdP39eJUqUyNTYV69e1bhx45QvXz61aNEi1T4hISGaPHlyivaNXl62sNJ36FCtX78+U9sGAAAAMuPatWvZHoPAkQWGYUhSpo5uNGnSRE5OTrp27Zp8fHwUGhqq6tWrp9p33LhxGjVqlO15XFyc/Pz81Pb8ebn/94hLj7Awrfj222zsBQAAAJC+5DNtsoPAkYqAgABZLBYdOHBATzzxRIrlv//+u4oUKaLixYtneMywsDBVrVpVnp6eKlasWLp9rVarrFZrinYXw5DLf8NOws2bcnFxyfD2AQAAgMxyxOdN7lKVimLFiqlNmzaaN2+erl+/brfszJkzWr58uYKDgzN1hMPPz08VKlS4Z9gAAAAAHiQEjjS8//77io+PV7t27bR9+3adOnVK4eHhatOmjUqVKqVp06bldIkAAABArkfgSEPFihW1Z88eVahQQcHBwapQoYJeeOEFtWrVSrt27VLRokVzukQAAAAg17MYyVdAI9eKi4uTh4eHYufMsV003mXZMq3bvj2HKwMAAMCDzPY5NDZW7u7uWRqDIxwAAAAATEPgAAAAAGAaAgcAAAAA0xA4AAAAAJiGwAEAAADANAQOAAAAAKYhcAAAAAAwjXNOF4CMCw4Lk4vz7R+Zh5dXDlcDAAAA3BuBIw8JCw/P8heuAAAAADmBU6oAAAAAmIbAAQAAAMA0BA4AAAAApiFwAAAAADANgQMAAACAaQgcAAAAAExD4AAAAABgGgIHAAAAANMQOAAAAACYhsABAAAAwDQEDgAAAACmIXAAAAAAMA2BAwAAAIBpCBwAAAAATEPgAAAAAGAaAgcAAAAA0xA4AAAAAJiGwAEAAADANAQOAAAAAKYhcAAAAAAwDYEDAAAAgGkIHAAAAABMQ+AAAAAAYBoCBwAAAADTEDgAAAAAmMY5pwtAxrUPbi9nl4f3RxZz7LTK+fo6fFyPol5aumKVw8cFAAAAgSNPCQ4Llqu7a06XkWPmB4VoXcgzDh+3y7hlDh8TAAAAt3FKFQAAAADTEDgAAAAAmIbAAQAAAMA0BA4AAAAApiFwAAAAADANgQMAAACAaQgcAAAAAEyTpwNHy5YtNWLEiGyPExUVJYvFooiIiGyPBQAAAOB/cjRw9O/fXxaLRRaLRS4uLipfvrxeeeUVXb161aHbOXr0qAYMGKDSpUvLarXK399fPXv21J49exy6HQAAAAD2cvwIR/v27RUdHa1jx45p6tSpmjdvnl555RWHjb9nzx7VrVtXhw8f1ocffqgDBw5ozZo1qly5skaPHu2w7QAAAABIKccDh9Vqlbe3t/z8/NSrVy/17t1ba9euVf/+/fXEE0/Y9R0xYoRatmxp13br1i0NGTJEnp6eKlasmF5//XUZhiFJMgxD/fv3V8WKFbVjxw517NhRFSpUUK1atTRx4kR99dVXdmMdO3ZMrVq1UsGCBVWzZk3t2rXLbvnOnTvVvHlzubq6ys/PT8OGDbM7GlOuXDlNnTpVffv2lZubm8qWLauvvvpK58+fV9euXeXm5qbq1atzZAUAAAAPDeecLuBurq6uSkhIyHD/Tz/9VM8++6x++ukn7dmzRy+88ILKli2r559/XhEREdq/f78+++wzOTmlzFaenp52z8ePH6+3335bFStW1Pjx49WzZ08dPXpUzs7OioyMVLt27fSvf/1Ln3zyic6fP68hQ4ZoyJAhWrx4sW2M2bNna/r06XrjjTc0e/Zs9enTR02bNtXAgQP11ltvaezYserbt6/2798vi8WS6j7Fx8crPj7e9jwuLk6SZEmwyJKQ+joPA6vVqoQkx++/i0v+TL3mAAAAHhaO+IyUqwLH7t279dlnn+nRRx/N8Dp+fn6aPXu2LBaLKlWqpMjISM2ePVvPP/+8jhw5IkmqXLlyhsZ65ZVX1LFjR0nS5MmTFRQUpKNHj6py5cp666231KtXL9tF6hUrVtR7772nFi1aaP78+SpQoIAkqUOHDnrxxRclSRMmTND8+fNVv359Pf3005KksWPHqnHjxjp79qy8vb1TrSMkJESTJ09O0e610UsFCxbM8Nw8aMZNfFPrTzt+3L4vDNX69esdPzAAAEAed+3atWyPkeOB45tvvpGbm5tu3bqlhIQEde3aVXPnztWYMWMytH6jRo3sjhQ0btxYs2bNUmJiou3UqrSOJNytRo0atv/38fGRJJ07d06VK1fWzz//rKNHj2r58uW2PoZhKCkpScePH1eVKlVSjFGyZElJUvXq1VO0nTt3Ls3AMW7cOI0aNcr2PC4uTn5+fjrf9rxc3V0ztC8Pok8aztKODx1/3U2PSWFasfZbh48LAACQ1yWfaZMdOR44WrVqpfnz58vFxUW+vr5ycXGRJDk5OdkCQ7LMHtIJDAyUJB08eFC1atW6Z//kbUv/CylJSUm2/7744osaNmxYivXKlCmT7hjpjZsaq9Uqq9Waot1wMWS4GKms8XCIj4+Xi5Pj9z8h4abdzwgAAAC3OeIzUo4HjkKFCikgICBFu5eXl3777Te7toiIiBQ7/eOPP6Z4XrFiReXLl0+1atVS1apVNWvWLAUHB6e4jiMmJibFdRxpqVOnjvbv359qrQAAAABSl+N3qUpL69attWfPHi1ZskRHjhzRxIkTUwQQSTp16pRGjRqlQ4cO6fPPP9fcuXM1fPhwSbePJixevFiHDx9W8+bNtX79eh07dkz79u3TtGnT1LVr1wzXM3bsWO3atUuDBw9WRESEjhw5onXr1mno0KEO22cAAADgQZNrA0e7du30xhtvaMyYMapfv74uX76svn37pujXt29fXb9+XQ0aNNDgwYM1dOhQvfDCC7blDRo00J49e1ShQgU9//zzqlKlirp06aL9+/drzpw5Ga6nRo0a2rZtm44cOaJHHnlEtWvX1htvvGG71gMAAABAShbj7gslkOvExcXJw8NDc2LnPNQXjc8PCtEvS8Y5fNwu45Zp3cbtDh8XAAAgr0v+HBobGyt3d/csjZFrj3AAAAAAyPsIHAAAAABMQ+AAAAAAYBoCBwAAAADTEDgAAAAAmIbAAQAAAMA0BA4AAAAApnHO6QKQcWHBYXJ2eXh/ZImWfOoybpnDx/Uo6uXwMQEAAHDbw/vpNQ8KDwvP8heuAAAAADmBU6oAAAAAmIbAAQAAAMA0BA4AAAAApiFwAAAAADANgQMAAACAaQgcAAAAAExD4AAAAABgGgIHAAAAANMQOAAAAACYhsABAAAAwDQEDgAAAACmIXAAAAAAMA2BAwAAAIBpCBwAAAAATEPgAAAAAGAaAgcAAAAA0xA4AAAAAJiGwAEAAADANAQOAAAAAKYhcAAAAAAwDYEDAAAAgGkIHAAAAABMQ+AAAAAAYBoCBwAAAADTEDgAAAAAmMY5pwtAxgW3by8XZ35kAAAADxMPLy8tXbUqp8vIMj695iFhwcFyd3XN6TIAAABwH3VZtiynS8gWTqkCAAAAYBoCBwAAAADTEDgAAAAAmIbAAQAAAMA0BA4AAAAApiFwAAAAADANgQMAAACAaR6IwHHu3Dm9+OKLKlOmjKxWq7y9vdWuXTuFhITIYrGk+wgNDdXWrVtlsVgUExOj/v3733MdSYqLi9P48eNVuXJlFShQQN7e3nrssce0evVqGYYhSWrZsqVGjBiRot7Q0FB5enrexxkCAAAAcsYD8cV/Tz31lBISEvTpp5+qfPnyOnv2rDZv3qyqVasqOjra1m/48OGKi4vT4sWLbW0eHh766aefbM/fffddzZgxw/bcx8dHixcvVvv27W1tMTExatasmWJjYzV16lTVr19fzs7O2rZtm8aMGaPWrVsTKAAAAAA9AIEjJiZGP/zwg7Zu3aoWLVpIksqWLasGDRqk6Ovq6qr4+Hh5e3unOZ6Hh4c8PDzs2jw9Pe3WGTRokKKionT48GH5+vra2gMDA9WzZ08VKFAgu7sFAAAAPBDyfOBwc3OTm5ub1q5dq0aNGslqtZq6vaSkJK1YsUK9e/e2Cxt31pNd8fHxio+Ptz2Pi4uTJCVYLEr47yldAAAAeDi45M+vhISEHNm2I7ab5wOHs7OzQkND9fzzz2vBggWqU6eOWrRooR49eqhGjRoO396FCxd06dIlVa5cOUP9582bp4ULF9q13bp1K92jICEhIZo8eXKK9o1eXipYsGDmCgYAAECe1nfoUK1fvz5Htn3t2rVsj5HnA4d0+xqOjh07aseOHdq1a5fCw8M1c+ZMLVy4UP3793fotpIvCLdk8EhD7969NX78eLu21atXa/r06WmuM27cOI0aNcr2PC4uTn5+fmp7/rzcXV2zUDUAAADyqh5hYVrx7bc5su3kM22y44EIHJJUoEABtWnTRm3atNGECRP03HPPaeLEiQ4PHF5eXipSpIgOHjyYof4eHh4KCAiwaytRokS661it1lRPDXMxDLn8N/AAAADg4ZBw86ZcXFxyZNuO2O4DcVvc1FStWlVXr151+LhOTk4KDg7W8uXLdfr06RTLr169qlu3bjl8uwAAAEBelOcDx99//63WrVtr2bJl2rdvn44fP64vvvhCM2fOVNeuXU3Z5vTp0+Xn56eGDRtqyZIlOnDggI4cOaJFixapVq1aunLliinbBQAAAPKaPH9KlZubmxo2bKjZs2frjz/+UEJCgvz8/PT888/rtddeM2WbRYoU0Y8//qgZM2Zo6tSpOnHihIoUKaLq1avrrbfeSnFbXQAAAOBhZTEMLgrI7eLi4uTh4aHYOXO4aBwAAOAh02XZMq3bvj1Htm37HBobK3d39yyNkedPqQIAAACQexE4AAAAAJiGwAEAAADANAQOAAAAAKYhcAAAAAAwDYEDAAAAgGkIHAAAAABMk+e/+O9hEhwWJhdnfmQAAAAPEw8vr5wuIVv49JqHhIWHZ/kLVwAAAICcwClVAAAAAExD4AAAAABgGgIHAAAAANMQOAAAAACYhsABAAAAwDQEDgAAAACmIXAAAAAAMA2BAwAAAIBpCBwAAAAATEPgAAAAAGAaAgcAAAAA0zjndAG4N8MwJElxcXE5XAkAAAAeJsmfP5M/j2YFgSMP+PvvvyVJfn5+OVwJAAAAHkaXL1+Wh4dHltYlcOQBRYsWlSSdPHkyyz/oh0lcXJz8/Px06tQpubu753Q5uRpzlTnMV+YwX5nDfGUO85U5zFfmMF//YxiGLl++LF9f3yyPQeDIA5ycbl9q4+Hh8dC/6DPD3d2d+cog5ipzmK/MYb4yh/nKHOYrc5ivzGG+bsvuH7y5aBwAAACAaQgcAAAAAExD4MgDrFarJk6cKKvVmtOl5AnMV8YxV5nDfGUO85U5zFfmMF+Zw3xlDvPlWBYjO/e4AgAAAIB0cIQDAAAAgGkIHAAAAABMQ+AAAAAAYBoCBwAAAADTEDhyuXnz5snf318FChRQ3bp1tWPHjpwuyaFCQkJUv359FS5cWCVKlNATTzyhQ4cO2fUxDEOTJk2Sr6+vXF1d1bJlS+3fv9+uT3x8vIYOHarixYurUKFC6tKli/7880+7PpcuXVKfPn3k4eEhDw8P9enTRzExMXZ9Tp48qc6dO6tQoUIqXry4hg0bpps3b5qy744QEhIii8WiESNG2NqYL3t//fWXnnnmGRUrVkwFCxZUrVq19PPPP9uWM1//c+vWLb3++uvy9/eXq6urypcvrylTpigpKcnW52Ger+3bt6tz587y9fWVxWLR2rVr7ZbntrmJjIxUixYt5OrqqlKlSmnKlCm6n/eJSW++EhISNHbsWFWvXl2FChWSr6+v+vbtq9OnT9uNwXyl7sUXX5TFYtGcOXPs2pkvewcPHlSXLl3k4eGhwoULq1GjRjp58qRt+cM0XznOQK61YsUKw8XFxfj444+NAwcOGMOHDzcKFSpknDhxIqdLc5h27doZixcvNn777TcjIiLC6Nixo1GmTBnjypUrtj4zZswwChcubKxatcqIjIw0goODDR8fHyMuLs7W56WXXjJKlSplbNq0ydi7d6/RqlUro2bNmsatW7dsfdq3b29Uq1bN2Llzp7Fz506jWrVqRqdOnWzLb926ZVSrVs1o1aqVsXfvXmPTpk2Gr6+vMWTIkPszGZm0e/duo1y5ckaNGjWM4cOH29qZr/+5ePGiUbZsWaN///7GTz/9ZBw/ftz47rvvjKNHj9r6MF//M3XqVKNYsWLGN998Yxw/ftz44osvDDc3N2POnDm2Pg/zfK1fv94YP368sWrVKkOSsWbNGrvluWluYmNjjZIlSxo9evQwIiMjjVWrVhmFCxc23n77bfMm6C7pzVdMTIzx2GOPGWFhYcbvv/9u7Nq1y2jYsKFRt25duzGYr5TWrFlj1KxZ0/D19TVmz55tt4z5+p+jR48aRYsWNV599VVj7969xh9//GF88803xtmzZ219Hqb5ymkEjlysQYMGxksvvWTXVrlyZeOf//xnDlVkvnPnzhmSjG3bthmGYRhJSUmGt7e3MWPGDFufGzduGB4eHsaCBQsMw7j9D5eLi4uxYsUKW5+//vrLcHJyMsLDww3DMIwDBw4Ykowff/zR1mfXrl2GJOP33383DOP2Ly8nJyfjr7/+svX5/PPPDavVasTGxpq301lw+fJlo2LFisamTZuMFi1a2AIH82Vv7NixRrNmzdJcznzZ69ixozFw4EC7tieffNJ45plnDMNgvu509wec3DY38+bNMzw8PIwbN27Y+oSEhBi+vr5GUlKSA2ciY9L7AJ1s9+7dhiTbH9WYrzUp2v/880+jVKlSxm+//WaULVvWLnAwX2vs2oKDg22/u1LzMM9XTuCUqlzq5s2b+vnnn9W2bVu79rZt22rnzp05VJX5YmNjJUlFixaVJB0/flxnzpyxmwer1aoWLVrY5uHnn39WQkKCXR9fX19Vq1bN1mfXrl3y8PBQw4YNbX0aNWokDw8Puz7VqlWTr6+vrU+7du0UHx9vdwpObjB48GB17NhRjz32mF0782Vv3bp1qlevnp5++mmVKFFCtWvX1scff2xbznzZa9asmTZv3qzDhw9Lkn799Vf98MMP6tChgyTmKz25bW527dqlFi1a2H1pWbt27XT69GlFRUU5fgIcIDY2VhaLRZ6enpKYr7slJSWpT58+evXVVxUUFJRiOfP1P0lJSfr3v/+twMBAtWvXTiVKlFDDhg3tTrtivu4vAkcudeHCBSUmJqpkyZJ27SVLltSZM2dyqCpzGYahUaNGqVmzZqpWrZok2fY1vXk4c+aM8ufPryJFiqTbp0SJEim2WaJECbs+d2+nSJEiyp8/f66a8xUrVmjv3r0KCQlJsYz5snfs2DHNnz9fFStW1IYNG/TSSy9p2LBhWrJkiSTm625jx45Vz549VblyZbm4uKh27doaMWKEevbsKYn5Sk9um5vU+iQ/z43zd+PGDf3zn/9Ur1695O7uLon5utubb74pZ2dnDRs2LNXlzNf/nDt3TleuXNGMGTPUvn17bdy4Ud26ddOTTz6pbdu2SWK+7jfnnC4A6bNYLHbPDcNI0fagGDJkiPbt26cffvghxbKszMPdfVLrn5U+OenUqVMaPny4Nm7cqAIFCqTZj/m6LSkpSfXq1dP06dMlSbVr19b+/fs1f/589e3b19aP+botLCxMy5Yt02effaagoCBFRERoxIgR8vX1Vb9+/Wz9mK+05aa5Sa2WtNbNSQkJCerRo4eSkpI0b968e/Z/GOfr559/1rvvvqu9e/dmup6Hcb6Sb3TRtWtXjRw5UpJUq1Yt7dy5UwsWLFCLFi3SXPdhnK/7gSMcuVTx4sWVL1++FMn33LlzKVLyg2Do0KFat26dvv/+e5UuXdrW7u3tLSnlXwDunAdvb2/dvHlTly5dSrfP2bNnU2z3/Pnzdn3u3s6lS5eUkJCQa+b8559/1rlz51S3bl05OzvL2dlZ27Zt03vvvSdnZ+c0/2LysM6Xj4+PqlatatdWpUoV211KeH3Ze/XVV/XPf/5TPXr0UPXq1dWnTx+NHDnSdjSN+Upbbpub1PqcO3dOUsqjMDkpISFB3bt31/Hjx7Vp0ybb0Q2J+brTjh07dO7cOZUpU8b2u//EiRMaPXq0ypUrJ4n5ulPx4sXl7Ox8z9//zNf9Q+DIpfLnz6+6detq06ZNdu2bNm1SkyZNcqgqxzMMQ0OGDNHq1au1ZcsW+fv72y339/eXt7e33TzcvHlT27Zts81D3bp15eLiYtcnOjpav/32m61P48aNFRsbq927d9v6/PTTT4qNjbXr89tvvyk6OtrWZ+PGjbJarapbt67jdz4LHn30UUVGRioiIsL2qFevnnr37q2IiAiVL1+e+bpD06ZNU9xm+fDhwypbtqwkXl93u3btmpyc7P9ZyJcvn+2vhcxX2nLb3DRu3Fjbt2+3uzXnxo0b5evra/uAmtOSw8aRI0f03XffqVixYnbLma//6dOnj/bt22f3u9/X11evvvqqNmzYIIn5ulP+/PlVv379dH//M1/3mbnXpCM7km+L+8knnxgHDhwwRowYYRQqVMiIiorK6dIc5uWXXzY8PDyMrVu3GtHR0bbHtWvXbH1mzJhheHh4GKtXrzYiIyONnj17pnqrydKlSxvfffedsXfvXqN169ap3tquRo0axq5du4xdu3YZ1atXT/XWdo8++qixd+9e47vvvjNKly6dq25bmpo771JlGMzXnXbv3m04Ozsb06ZNM44cOWIsX77cKFiwoLFs2TJbH+brf/r162eUKlXKdlvc1atXG8WLFzfGjBlj6/Mwz9fly5eNX375xfjll18MScY777xj/PLLL7a7KuWmuYmJiTFKlixp9OzZ04iMjDRWr15tuLu739fbcKY3XwkJCUaXLl2M0qVLGxEREXa//+Pj421jMF+/pHkr/LvvUmUYzNed87V69WrDxcXF+Oijj4wjR44Yc+fONfLly2fs2LHDNsbDNF85jcCRy33wwQdG2bJljfz58xt16tSx3S72QSEp1cfixYttfZKSkoyJEyca3t7ehtVqNZo3b25ERkbajXP9+nVjyJAhRtGiRQ1XV1ejU6dOxsmTJ+36/P3330bv3r2NwoULG4ULFzZ69+5tXLp0ya7PiRMnjI4dOxqurq5G0aJFjSFDhtjdxi43ujtwMF/2vv76a6NatWqG1Wo1KleubHz00Ud2y5mv/4mLizOGDx9ulClTxihQoIBRvnx5Y/z48XYfAB/m+fr+++9T/X3Vr18/wzBy39zs27fPeOSRRwyr1Wp4e3sbkyZNuq+34Exvvo4fP57m7//vv//eNgbz9b/X191SCxzMl/18ffLJJ0ZAQIBRoEABo2bNmsbatWvtxniY5iunWQzjYfqaQwAAAAD3E9dwAAAAADANgQMAAACAaQgcAAAAAExD4AAAAABgGgIHAAAAANMQOAAAAACYhsABAAAAwDQEDgAAUjFp0iTVqlUrp8sAgDyPwAEAyLb+/fvriSeeyHB/i8WitWvXmlZPZqVWzyuvvKLNmzfnTEEA8ABxzukCAADIqoSEBLm4uJgytpubm9zc3EwZGwAeJhzhAAA4VMuWLTVs2DCNGTNGRYsWlbe3tyZNmmRbXq5cOUlSt27dZLFYbM8l6euvv1bdunVVoEABlS9fXpMnT9atW7dsyy0WixYsWKCuXbuqUKFCmjp1qhITE/Xss8/K399frq6uqlSpkt59990UdS1atEhBQUGyWq3y8fHRkCFD0q3n7lOqkpKSNGXKFJUuXVpWq1W1atVSeHi4bXlUVJQsFotWr16tVq1aqWDBgqpZs6Z27dpl63PixAl17txZRYoUUaFChRQUFKT169dncaYBIG8gcAAAHO7TTz9VoUKF9NNPP2nmzJmaMmWKNm3aJEn6z3/+I0lavHixoqOjbc83bNigZ555RsOGDdOBAwf04YcfKjQ0VNOmTbMbe+LEieratasiIyM1cOBAJSUlqXTp0lq5cqUOHDigCRMm6LXXXtPKlStt68yfP1+DBw/WCy+8oMjISK1bt04BAQHp1nO3d999V7NmzdLbb7+tffv2qV27durSpYuOHDli12/8+PF65ZVXFBERocDAQPXs2dMWmgYPHqz4+Hht375dkZGRevPNNzmKAuDBZwAAkE39+vUzunbtahiGYbRo0cJo1qyZ3fL69esbY8eOtT2XZKxZs8auzyOPPGJMnz7drm3p0qWGj4+P3XojRoy4Zz2DBg0ynnrqKdtzX19fY/z48Wn2T62eiRMnGjVr1rQbY9q0aXZ96tevbwwaNMgwDMM4fvy4IclYuHChbfn+/fsNScbBgwcNwzCM6tWrG5MmTbpn/QDwIOEaDgCAw9WoUcPuuY+Pj86dO5fuOj///LP+85//2B3RSExM1I0bN3Tt2jUVLFhQklSvXr0U6y5YsEALFy7UiRMndP36dd28edN2OtS5c+d0+vRpPfroo1nen7i4OJ0+fVpNmza1a2/atKl+/fVXu7Y7993Hx8dWQ+XKlTVs2DC9/PLL2rhxox577DE99dRTKeYKAB40nFIFAHC4uy/ktlgsSkpKSnedpKQkTZ48WREREbZHZGSkjhw5ogIFCtj6FSpUyG69lStXauTIkRo4cKA2btyoiIgIDRgwQDdv3pQkubq6Omivbu/HnQzDSNF2574nL0ve9+eee07Hjh1Tnz59FBkZqXr16mnu3LkOqw8AciMCBwDgvnNxcVFiYqJdW506dXTo0CEFBASkeDg5pf3P1Y4dO9SkSRMNGjRItWvXVkBAgP744w/b8sKFC6tcuXLp3uI2tXru5O7uLl9fX/3www927Tt37lSVKlXutbt2/Pz89NJLL2n16tUaPXq0Pv7440ytDwB5DadUAQDuu+QA0LRpU1mtVhUpUkQTJkxQp06d5Ofnp6efflpOTk7at2+fIiMjNXXq1DTHCggI0JIlS7Rhwwb5+/tr6dKl+s9//iN/f39bn0mTJumll15SiRIl9Pjjj+vy5cv6v//7Pw0dOjTNeu726quvauLEiapQoYJq1aqlxYsXKyIiQsuXL8/wfo8YMUKPP/64AgMDdenSJW3ZsiXTgQUA8hqOcAAA7rtZs2Zp06ZN8vPzU+3atSVJ7dq10zfffKNNmzapfv36atSokd555x2VLVs23bFeeuklPfnkkwoODlbDhg31999/a9CgQXZ9+vXrpzlz5mjevHkKCgpSp06d7O4ulVo9dxs2bJhGjx6t0aNHq3r16goPD9e6detUsWLFDO93YmKiBg8erCpVqqh9+/aqVKmS5s2bl+H1ASAvshiGYeR0EQAAAAAeTBzhAAAAAGAaAgcAAAAA0xA4AAAAAJiGwAEAAADANAQOAAAAAKYhcAAAAAAwDYEDAAAAgGkIHAAAAABMQ+AAAAAAYBoCBwAAAADTEDgAAAAAmIbAAQAAAMA0/w+HaZNjQfwsmQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = databases.plot.barh(align='center', stacked=True, figsize=(8, 6), \n",
" color = ['#ff9999','#66b3ff','#99ff99','#ffcc99'], edgecolor='black', linewidth=0.5)\n",
"plt.grid(axis='y')\n",
"# plt.xscale('log')\n",
"legend = plt.legend(loc='center',\n",
" frameon=False,\n",
" bbox_to_anchor=(0., 1, 1., .102), \n",
" mode='expand', \n",
" ncol=4, \n",
" borderaxespad=-.46)\n",
"plt.xlabel('Interactions')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:base] *",
"language": "python",
"name": "conda-base-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}