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{
"cells": [
{
"cell_type": "code",
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"execution_count": 123,
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"id": "e61f2a4e",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
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"import pypsa\n",
"from pypsa.statistics import get_bus_and_carrier\n",
"\n",
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"import matplotlib.pyplot as plt\n",
"import country_converter as coco\n",
"import warnings"
]
},
{
"cell_type": "code",
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"execution_count": 124,
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"id": "8e5b5b18",
"metadata": {},
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"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:pypsa.io:Imported network elec_s_37_ec_lv1.0_Ept.nc has buses, carriers, generators, global_constraints, lines, links, loads, storage_units\n"
]
}
],
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"source": [
"cc = coco.CountryConverter()\n",
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"historic= pd.read_csv(\"../resources/validation-test/historical_cross_border_flows.csv\", \n",
" index_col=0, header=0, parse_dates=True)\n",
"\n",
"n = pypsa.Network(\"../results/validation-test/networks/elec_s_37_ec_lv1.0_Ept.nc\")\n",
"n.loads.carrier = \"load\"\n",
"\n",
"if len(historic.index) > len(n.snapshots):\n",
" historic = historic.resample(n.snapshots.inferred_freq).mean().loc[n.snapshots]\n",
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"\n",
"all_country = sorted(list(set([link[:2] for link in historical.columns[1:]] + [link[5:] for link in historical.columns[1:]])))\n",
"\n",
"color_country = {\n",
" 'AL': '#440154',\n",
" 'AT': '#482677',\n",
" 'BA': '#43398e',\n",
" 'BE': '#3953a4',\n",
" 'BG': '#2c728e',\n",
" 'CH': '#228b8d',\n",
" 'CZ': '#1f9d8a',\n",
" 'DE': '#29af7f',\n",
" 'DK': '#3fbc73',\n",
" 'EE': '#5ec962',\n",
" 'ES': '#84d44b',\n",
" 'FI': '#addc30',\n",
" 'FR': '#d8e219',\n",
" 'GB': '#fde725',\n",
" 'GR': '#f0f921',\n",
" 'HR': '#f1c25e',\n",
" 'HU': '#f4a784',\n",
" 'IE': '#f78f98',\n",
" 'IT': '#f87ea0',\n",
" 'LT': '#f87a9a',\n",
" 'LU': '#f57694',\n",
" 'LV': '#f3758d',\n",
" 'ME': '#f37685',\n",
" 'MK': '#f37b7c',\n",
" 'NL': '#f28774',\n",
" 'NO': '#f1976b',\n",
" 'PL': '#efaa63',\n",
" 'PT': '#ebb160',\n",
" 'RO': '#e6c260',\n",
" 'RS': '#e2d75e',\n",
" 'SE': '#dedc5b',\n",
" 'SI': '#d9e35a',\n",
" 'SK': '#d3e75a'\n",
"}"
]
},
{
"cell_type": "code",
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"execution_count": 125,
"id": "0b3c8b87",
"metadata": {},
"outputs": [],
"source": [
"optimized_links = n.links_t.p0.rename(columns=dict(n.links.bus0.str[:2] + ' - ' + n.links.bus1.str[:2]))\n",
"optimized_lines = n.lines_t.p0.rename(columns=dict(n.lines.bus0.str[:2] + ' - ' + n.lines.bus1.str[:2]))\n",
"optimized = pd.concat([optimized_links, optimized_lines], axis=1)\n",
"\n",
"# Drop internal country connection\n",
"optimized.drop([c for c in optimized.columns if c[:2] == c[5:]], axis=1, inplace=True)\n",
"\n",
"# align columns name\n",
"for c1 in optimized.columns:\n",
" for c2 in optimized.columns:\n",
" if c1[:2] == c2[5:] and c2[:2] == c1[5:]:\n",
" optimized = optimized.rename(columns={c1:c2})\n",
"\n",
"optimized = optimized.groupby(lambda x:x, axis=1).sum()"
]
},
{
"cell_type": "code",
"execution_count": 184,
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"id": "66fd3180",
"metadata": {},
"outputs": [],
"source": [
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"def sort_one_country(country,df):\n",
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" \n",
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" indices = [link for link in df.columns if country in link]\n",
" df_country = df[indices].copy()\n",
" for link in df_country.columns:\n",
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" if country in link[5:]:\n",
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" df_country[link] = - df_country[link]\n",
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" link_reverse = str(link[5:] + ' - ' + link[:2])\n",
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" df_country = df_country.rename(columns={link:link_reverse})\n",
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" \n",
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" return df_country.reindex(sorted(df_country.columns), axis=1)\n",
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"\n",
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"def cross_border_time_series(country,data,title):\n",
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" \n",
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" fig, ax = plt.subplots(2,1,figsize=(15,10))\n",
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" \n",
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" axis = 0\n",
" ymin = 0\n",
" ymax = 0\n",
" for df in data:\n",
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" \n",
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" df_country = sort_one_country(country,df)\n",
" df_neg, df_pos = df_country.clip(upper=0), df_country.clip(lower=0)\n",
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"\n",
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" color = [color_country[link[5:]] for link in df_country.columns]\n",
"\n",
" df_pos.plot.area(ax=ax[axis], stacked=True, linewidth=0., color=color, ylim=[-1,1])\n",
"\n",
" df_neg.plot.area(ax=ax[axis], stacked=True, linewidth=0., color=color, ylim=[-1,1])\n",
"\n",
" ax[axis].set_title(title[axis] + ' Import / Export for ' + cc.convert(country, to='name_short'))\n",
"\n",
" # Custom legend elements\n",
" legend_elements = []\n",
"\n",
" for link in df_country.columns:\n",
" legend_elements = legend_elements + [plt.fill_between([], [], color=color_country[link[5:]], label=cc.convert(link[5:], to='name_short'))]\n",
"\n",
" # Create the legend\n",
" ax[axis].legend(handles=legend_elements, loc='upper right')\n",
" \n",
" # rescale the y axis\n",
" neg_min = df_neg.sum(axis=1).min()*1.2\n",
" if neg_min < ymin:\n",
" ymin = neg_min\n",
" \n",
" pos_max = df_pos.sum(axis=1).max()*1.2\n",
" if pos_max < ymax:\n",
" ymax = pos_max\n",
" \n",
" axis = axis + 1\n",
" \n",
" for x in range(axis):\n",
" ax[x].set_ylim([neg_min, pos_max])\n",
" \n",
" fig.savefig(f\"trade_time_series/{country}_trade_time_series.png\", bbox_inches=\"tight\")\n",
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" \n",
" \n",
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"def cross_border_bar(data,title):\n",
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" \n",
" df_positive = pd.DataFrame()\n",
" df_negative = pd.DataFrame()\n",
" color = []\n",
" \n",
" for country in all_country:\n",
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" order = 0\n",
" for df in data:\n",
" \n",
" df_country = sort_one_country(country,df)\n",
" df_neg, df_pos = df_country.clip(upper=0), df_country.clip(lower=0)\n",
"\n",
" color = color + [color_country[link[5:]] for link in df.columns]\n",
" df_positive_new = pd.DataFrame(data=df_pos.sum()).T.rename({0:title[order] + ' ' + cc.convert(country, to='name_short')})\n",
" df_negative_new = pd.DataFrame(data=df_neg.sum()).T.rename({0:title[order] + ' ' + cc.convert(country, to='name_short')})\n",
"\n",
" df_positive = pd.concat([df_positive,df_positive_new])\n",
" df_negative = pd.concat([df_negative,df_negative_new])\n",
" \n",
" order = order + 1\n",
"\n",
" fig, ax = plt.subplots(figsize=(15,60))\n",
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" \n",
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" df_positive.plot.barh(ax=ax, stacked=True, color=color, zorder=2)\n",
" df_negative.plot.barh(ax=ax, stacked=True, color=color, zorder=2)\n",
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" plt.grid(axis='x', zorder=0)\n",
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" plt.grid(axis='y', zorder=0)\n",
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" \n",
" # Custom legend elements\n",
" legend_elements = []\n",
" \n",
" for country in list(color_country.keys()):\n",
" legend_elements = legend_elements + [plt.fill_between([], [], color=color_country[country], label=cc.convert(country, to='name_short'))]\n",
"\n",
" # Create the legend\n",
" plt.legend(handles=legend_elements, loc='upper right')\n",
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" \n",
" fig.savefig(\"cross_border_bar.png\", bbox_inches=\"tight\")\n",
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"\n",
" # Show the plot\n",
" plt.show()"
]
},
{
"cell_type": "code",
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"execution_count": 182,
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"id": "b9684a69",
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"metadata": {
"scrolled": false
},
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"outputs": [
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x6000 with 1 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
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"cross_border_bar([historic,optimized],['Historic','Optimized'])"
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]
},
{
"cell_type": "code",
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"execution_count": null,
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"id": "f8d67c3d",
"metadata": {
"scrolled": false
},
"outputs": [
{
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"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_3230/771548331.py:15: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" fig, ax = plt.subplots(2,1,figsize=(15,10))\n"
]
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},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "iVBORw0KGgoAAAANSUhEUgAABOAAAAOGCAYAAABFse+5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3wUdf4/8NfspncICUmooYpIEbGAFQG7fj27nAXbne1+56l36hUPz3JnL3iWQ0UULAiCCEjvhBJK6CVAeu+b7TPz+fz+mGSzk53dnS0p4Pv5ePiQ7M7OTja7s595f96f91vgnHMQQgghhBBCCCGEEEI6hKGrD4AQQgghhBBCCCGEkDMZBeAIIYQQQgghhBBCCOlAFIAjhBBCCCGEEEIIIaQDUQCOEEIIIYQQQgghhJAORAE4QgghhBBCCCGEEEI6EAXgCCGEEEIIIYQQQgjpQBSAI4QQQgghhBBCCCGkA1EAjhBCCCGEEEIIIYSQDkQBOEIIIYQQQgghhBBCOhAF4AghhJDTzJdffglBELBr1y7N+2+44QYMHDhQddvAgQMxffr0gJ4nJycHM2bMQGNjY3AH6scVV1yBK664Iiz7mj59OhISEsKyr67y2muvYfHixQE/7umnn8aYMWO83l9YWAhBELz+N2PGjOAPuhOUl5djxowZyMvL0/2YtWvXYvz48YiPj4cgCEG9roEoKSnB448/jmHDhiE2NhY9e/bEqFGj8Mgjj6CkpCTk/bf//AbzmoTbjBkzIAhClzx363v6yy+/7JLnJ4QQQoIR0dUHQAghhJCOt2jRIiQlJQX0mJycHLz00kuYPn06UlJSwn5MH330Udj3eTp77bXXcNttt+Hmm28O6HE//vgjHnzwQb/b/eEPf8C0adM8bu/bt29Az9fZysvL8dJLL2HgwIEYO3as3+0557jjjjswbNgwLFmyBPHx8Rg+fHiHHV9paSnGjRuHlJQUPPPMMxg+fDiamppw+PBhzJ8/H6dOnUK/fv1Ceo72n99AXxNCCCGEdD0KwBFCCCG/Aueee25XH4KL1WpFXFwczj777K4+lG7BZrMhNjY2qMfm5uaiqKgIt956q99t+/fvj4suuiio5+kKsixDkqSAH1deXo76+nr85je/weTJk8NyLDabDTExMZoZX7NmzUJtbS127tyJ7Oxs1+0333wz/vrXv4IxFvLzd8fPLyGEEEICQ0tQCSGEkF+B9kvYGGN45ZVXMHz4cMTGxiIlJQWjR4/G+++/D0BZXvbnP/8ZAJCdne1arrhhwwbX49944w2cddZZiI6ORnp6Ou677z6UlpaqnveKK67AOeecg02bNmHixImIi4tzZWtpLUF1OBz417/+hREjRiAmJgapqamYNGkScnJygvqdb7jhBixduhTnnnsuYmNjMWLECCxduhSAspR3xIgRiI+PxwUXXOCxpLd1WeuhQ4cwefJkxMfHIy0tDU8++SSsVqtqW7vdjhdeeAHZ2dmIiopCnz598MQTT3gs3209ph9//BHnnnsuYmJi8NJLL0EQBFgsFsyZM8f1WutZnrtw4UIMHz4cI0eODPj1aS8/Px9JSUm4/fbbVbevW7cORqMR//jHPzx+j0WLFmH06NGIiYnBoEGD8MEHH3jst7i4GPfccw/S09MRHR2NESNG4O2331YFplqXFL7xxht45ZVXkJ2djejoaKxfvx7nn38+AOCBBx7wu2x2xowZroy+5557DoIgqJZjb9myBZMnT0ZiYiLi4uIwceJELFu2TLWP1iXeq1atwoMPPoi0tDTExcXB4XBoPmddXR0MBgPS09M17zcYlOH2smXLIAgCcnNzXfctXLgQgiDg+uuvVz1m9OjRqqCq++d3w4YNXl8Tf8uN3a1ZswaTJ09GUlIS4uLicPHFF2Pt2rUer6cgCNizZw9uu+029OjRA4MHD9b8PQHg+++/x1VXXYXMzEzX5+3555+HxWJRbdf62Tpx4gSuu+46JCQkoF+/fnjmmWc8Xufy8nLccccdSExMRHJyMu68805UVlZ6PQZCCCGku6IMOEIIIeQ05S1DiHPu97FvvPEGZsyYgb///e+47LLLIIoijh496goYPfzww6ivr8fMmTPx448/IjMzEwBcWWuPPfYY/ve//+HJJ5/EDTfcgMLCQvzjH//Ahg0bsGfPHvTq1cv1XBUVFbjnnnvwl7/8Ba+99porINGeJEm49tprsXnzZjz11FO48sorIUkStm/fjuLiYkycODHQlwj79u3DCy+8gL/97W9ITk7GSy+9hFtuuQUvvPAC1q5di9deew2CIOC5557DDTfcgIKCAlU2miiKuO666/D73/8ezz//PHJycvDKK6+gqKgIP//8s+v1vvnmm7F27Vq88MILuPTSS7F//37885//xLZt27Bt2zZER0e79rlnzx4cOXIEf//735GdnY34+HjcfPPNuPLKKzFp0iRXoEvPkuGFCxfijjvu0PVaMMY03y8REcpwcOjQoZg1axbuuusufPDBB/h//+//obKyEtOmTcOll17qEfTKy8vDU089hRkzZiAjIwPz5s3DH//4RzidTjz77LMAgJqaGkycOBFOpxMvv/wyBg4ciKVLl+LZZ5/FyZMnPZYhf/DBBxg2bBjeeustJCUloXfv3pg9ezYeeOAB/P3vf3cFqrwtm3344YcxZswY3HLLLa4lt62v/caNGzF16lSMHj0an3/+OaKjo/HRRx/hxhtvxLfffos777xTta8HH3wQ119/Pb7++mtYLBZERkZqPueECRPw3//+F7fccguefvppTJgwQfNvd/nllyMyMhJr1qxxBdDWrFmD2NhYbNy4EaIoIjIyEtXV1Th48CAee+wxzecbN26c19ckLS0N27ZtU21fU1ODe+65B3369HHdNnfuXNx33334v//7P8yZMweRkZH49NNPcfXVV2PlypUemYO33HIL7rrrLjz66KMewTR3+fn5uO666/DUU08hPj4eR48exeuvv46dO3di3bp1qm1FUcRNN92Ehx56CM888ww2bdqEl19+GcnJyXjxxRcBKJmHU6ZMQXl5Of79739j2LBhWLZsmcffihBCCDktcEIIIYScVmbPns0B+PxvwIABqscMGDCA33///a6fb7jhBj527Fifz/Pmm29yALygoEB1+5EjRzgA/vjjj6tu37FjBwfA//rXv7puu/zyyzkAvnbtWo/9X3755fzyyy93/fzVV19xAHzWrFm+XwAN999/P4+Pj1fdNmDAAB4bG8tLS0tdt+Xl5XEAPDMzk1ssFtftixcv5gD4kiVLVPsEwN9//33Vfl999VUOgG/ZsoVzzvmKFSs4AP7GG2+otvv+++85AP6///1PdUxGo5EfO3bM43eIj49X/Y38af1ddu/e7XO7goICn++VzZs3q7Z/7LHHeFRUFN+2bRu/8soreXp6Oi8vL1dtM2DAAC4IAs/Ly1PdPnXqVJ6UlOR6bZ9//nkOgO/YscPjOQRBcL0Orcc4ePBg7nQ6Vdvm5uZyAHz27Nm6XpfWfb355puq2y+66CKenp7Om5ubXbdJksTPOecc3rdvX84Y45y3fb7uu+8+Xc/HGOO///3vucFg4AC4IAh8xIgR/E9/+pPHZ+eSSy7hV155pevnIUOG8D//+c/cYDDwjRs3cs45nzdvHgfAjx8/7tqu/edX72tisVj4BRdcwDMzM3lhYaHrtp49e/Ibb7xRta0sy3zMmDH8ggsucN32z3/+kwPgL774ose+W+/z9bqIosg3btzIAfB9+/a57mv9bM2fP1/1mOuuu44PHz7c9fPHH3/MAfCffvpJtd0jjzwS0HuCEEII6Q5oCSohhBBymvrqq6+Qm5vr8d8ll1zi97EXXHAB9u3bh8cffxwrV66EyWTS/bzr168HAI+uqhdccAFGjBjhsYytR48euPLKK/3u95dffkFMTIyuhgJ6jR07VpX5M2LECADK8lf3OlattxcVFXns47e//a3q59ZGBq2vQ2tmT/vX4/bbb0d8fLzH6zF69GgMGzYsmF9HZeHChRg4cCDGjRuna/s//vGPmu+X9kX83333XYwcORK
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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "iVBORw0KGgoAAAANSUhEUgAABNcAAAOGCAYAAADPnnb4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd5wcdf0/8NdsuZ679EZCEiSEhNAJTYEgICBFvmDBIIqCBRV/iAiiIgEFvoAU/frFwpcmzUKTJoohoYWEJCSQhEvlLneX6237tM/n8/tjdmd3dmd2Z/Z27y7J+/l48CC3Nzszt2XK+/N+vz+SEEKAEEIIIYQQQgghhBDimW+kd4AQQgghhBBCCCGEkD0VBdcIIYQQQgghhBBCCCkSBdcIIYQQQgghhBBCCCkSBdcIIYQQQgghhBBCCCkSBdcIIYQQQgghhBBCCCkSBdcIIYQQQgghhBBCCCkSBdcIIYQQQgghhBBCCCkSBdcIIYQQQgghhBBCCCkSBdcIIYQQQgghhBBCCCkSBdcIIYSQPdAjjzwCSZKwdu1a29+fe+65mD17tuWx2bNn47LLLvO0nZUrV2Lp0qUYHBwsbkcLWLx4MRYvXlySdV122WWoq6srybpGym233Ybnn3/e8/OuueYaHH744Y6/b25uhiRJjv8tXbq0+J0eBu3t7Vi6dCk2bNjg+jnLli3DMcccg9raWkiSVNTr6lbq9f31r3+dd7ns72C+v2tP+TyX8jtMCCGE7KkCI70DhBBCCBkezz33HOrr6z09Z+XKlbj55ptx2WWXYezYsSXfp/vvv7/k69yT3Xbbbfj85z+PCy64wNPznn32WXzjG98ouNxVV12FJUuW5Dw+Y8YMT9sbbu3t7bj55psxe/ZsHHHEEQWXF0Lgi1/8Ig466CC88MILqK2txbx588q/owVkfwe9/l2jEX2HCSGEEAquEUIIIfuMI488cqR3wRSPx1FTU4MFCxaM9K6MColEAtXV1UU9d82aNdi1axcuuuiigsvuv//+OP7444vazkhgjEHXdc/Pa29vR39/P/7rv/4Lp512Wkn2JZFIoKqqCpIkFb2O0fQdLBX6DhNCCCFUFkoIIYTsM7JL0jjn+NWvfoV58+ahuroaY8eOxWGHHYbf/OY3AIClS5fixz/+MQBgzpw5ZgnhihUrzOffeeedOPjgg1FZWYnJkyfjq1/9Ktra2izbXbx4MRYuXIg333wTJ554ImpqaswsK7uSMkVRcMstt2D+/PmoqqrChAkTcOqpp2LlypVF/c3nnnsuXnrpJRx55JGorq7G/Pnz8dJLLwEwymvnz5+P2tpaHHvssTlltqnSvM2bN+O0005DbW0tJk2ahO9///uIx+OWZWVZxg033IA5c+agoqIC++23H773ve/llNSm9unZZ5/FkUceiaqqKtx8882QJAmxWAyPPvqo+Vq7Kbd75plnMG/ePBxyyCGeX59s27dvR319Pb7whS9YHn/99dfh9/tx44035vwdzz33HA477DBUVVXhgAMOwG9/+9uc9ba0tOArX/kKJk+ejMrKSsyfPx933303OOfmMqnSyjvvvBO/+tWvMGfOHFRWVmL58uVYtGgRAODrX/96wVLWpUuXmpl4119/PSRJspRIv/322zjttNMwZswY1NTU4MQTT8TLL79sWUeq7Prf//43vvGNb2DSpEmoqamBoiieXs9smd/BFStWuPq7duzYgc9+9rOoq6vDzJkz8aMf/ciyHytWrLB8L1NSr+cjjzxiPrZ27VpcfPHFmD17NqqrqzF79mx8+ctfxq5du2z//uXLl+PKK6/ExIkTMWHCBFx44YVob2+3LGv3Hb755ptx3HHHYfz48aivr8dRRx2FBx98EEII7y8aIYQQsgegzDVCCCFkD+aU2ePmJvbOO+/E0qVL8fOf/xwnn3wyNE3Dli1bzGDQFVdcgf7+fvzP//wPnn32WUybNg1AOlPlyiuvxJ/+9Cd8//vfx7nnnovm5mbceOONWLFiBd5//31MnDjR3FZHRwe+8pWv4LrrrsNtt90Gn89+fE/XdZx99tl46623cPXVV+PTn/40dF3HqlWr0NLSghNPPNHrS4QPPvgAN9xwA372s5+hoaEBN998My688ELccMMNWLZsGW677TZIkoTrr78e5557LpqamixZZJqm4bOf/Sy+/e1v4yc/+QlWrlyJX/3qV9i1axdefPFF8/W+4IILsGzZMtxwww046aST8OGHH+Kmm27Cu+++i3fffReVlZXmOt9//300Njbi5z//OebMmYPa2lpccMEF+PSnP41TTz3VDGK5KeN95pln8MUvftHVa8E5t/28BALGJeHcuXPxwAMP4OKLL8Zvf/tb/OAHP0BnZyeWLFmCk046KSfws2HDBlx99dVYunQppk6diieeeAL/7//9P6iqimuvvRYA0NPTgxNPPBGqquKXv/wlZs+ejZdeegnXXnstdu7cmVNW+Nvf/hYHHXQQfv3rX6O+vh5TpkzBww8/jK9//ev4+c9/jnPOOQeAcynrFVdcgcMPPxwXXnihWQabeu3feOMNnHHGGTjssMPw4IMPorKyEvfffz/OO+88PPXUU/jSl75kWdc3vvENnHPOOXjssccQi8UQDAZdvc5uHHXUUQX/Lk3TcP755+Pyyy/Hj370I7z55pv45S9/iYaGBvziF7/wvM3m5mbMmzcPF198McaPH4+Ojg78/ve/x6JFi/DRRx9ZvrOA8Vqec845ePLJJ9Ha2oof//jH+MpXvoLXX3+94Ha+/e1vY//99wcArFq1CldddRV2795d1H4TQggho54ghBBCyB7n4YcfFgDy/jdr1izLc2bNmiW+9rWvmT+fe+654ogjjsi7nbvuuksAEE1NTZbHGxsbBQDx3e9+1/L46tWrBQDx05/+1HzslFNOEQDEsmXLctZ/yimniFNOOcX8+c9//rMAIB544IH8L4CNr33ta6K2ttby2KxZs0R1dbVoa2szH9uwYYMAIKZNmyZisZj5+PPPPy8AiBdeeMGyTgDiN7/5jWW9t956qwAg3n77bSGEEK+++qoAIO68807Lcn/9618FAPGnP/3Jsk9+v19s3bo152+ora21vEeFpP6WdevW5V2uqakp72flrbfesix/5ZVXioqKCvHuu++KT3/602Ly5Mmivb3dssysWbOEJEliw4YNlsfPOOMMUV9fb762P/nJTwQAsXr16pxtSJJkvg6pffzEJz4hVFW1LLtmzRoBQDz88MOuXpfUuu666y7L48cff7yYPHmyiEQi5mO6rouFCxeKGTNmCM65ECL9/frqV786pO1ly/4O5vu7Up+9v/3tb5bHP/vZz4p58+aZPy9fvlwAEMuXL7fdp3yvma7rIhqNitraWstnPPX3Z3+/77zzTgFAdHR0mI9lf4ezMcaEpmnilltuERMmTDBfY0IIIWRvQmWhhBBCyB7sz3/+M9asWZPz36c+9amCzz322GPxwQcf4Lvf/S7+9a9/IRwOu97u8uXLASBn9tFjjz0W8+fPx7JlyyyPjxs3Dp/+9KcLrvef//wnqqqqXDXnd+uII47AfvvtZ/48f/58AEY5W01NTc7j2SVyAHDJJZdYfk5NCpB6HVKZPNmvxxe+8AXU1tbmvB6HHXYYDjrooGL+HItnnnkGs2fPxlFHHeVq+f/3//6f7eclu5n+vffei0MOOQSnnnoqVqxYgccff9zMXMx0yCGH5MxSumTJEoTDYbz//vsAjNdmwYIFOPbYYy3LXXbZZRBC5GRBnX/++SXNEEuJxWJYvXo1Pv/5z1tm4fT7/bj00kvR1taGrVu3Wp7jpo9dOUmShPPOO8/y2GGHHWb7GXUjGo3i+uuvx4EHHohAIIBAIIC6ujrEYjE0NjbmLH/++efnbBuw/45kev3113H66aejoaEBfr8fwWAQv/jFL9DX14fu7u6i9p0QQggZzagslBBCCNmDzZ8/H8ccc0zO4w0NDWhtbc373BtuuAG1tbV4/PHH8Yc//AF+vx8nn3wy7rjjDtt1Zurr6wMA24DL9OnTc26+7Zaz09PTg+nTpzuWjRZj/Pj
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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "iVBORw0KGgoAAAANSUhEUgAABNcAAAOGCAYAAADPnnb4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hb5dkG8Fvbe+/E8cxw9k5IgOxAIGGXEVYYLYWyyuaDtmEUyqaU0hYoe5YkrATIDtnLmU7s2I733tva5/tDlqxtSZYsJ7l/vXIVyxrH0tE573ne53lekSAIAoiIiIiIiIiIiMhtYn9vABERERERERER0ZmKwTUiIiIiIiIiIiIPMbhGRERERERERETkIQbXiIiIiIiIiIiIPMTgGhERERERERERkYcYXCMiIiIiIiIiIvIQg2tEREREREREREQeYnCNiIiIiIiIiIjIQwyuEREREREREREReYjBNSIiIj/76KOPIBKJcPDgQbu/X7p0KVJTUy1uS01NxYoVK9x6nd27d2PlypVoaWnxbEP7MHfuXMydO9crz7VixQqEhIR45bn85YUXXsB3333n9uMeeughTJgwweHvS0pKIBKJHP5buXKl5xs9AKqqqrBy5UocOXLE5cds3rwZU6dORXBwMEQikUfvq6uM7++rr77qs9fwp9TUVCxdutTfm0FERHRWkfp7A4iIiMh93377LcLCwtx6zO7du/HMM89gxYoViIiI8Po2vfPOO15/zjPZCy+8gGuuuQZXXHGFW49bs2YNbr/99j7vd99992H58uU2tw8dOtSt1xtoVVVVeOaZZ5CamoqJEyf2eX9BEHDttddixIgR+OGHHxAcHIyRI0f6fkOJiIiIXMTgGhER0Rlo0qRJ/t4Ek66uLgQFBWH06NH+3pRBobu7G4GBgR499sCBAygtLcXVV1/d532HDRuGmTNnevQ6/qDT6aDVat1+XFVVFZqamnDllVdiwYIFXtmW7u5uBAQEQCQSeeX5yHPG4wcREdGZjGWhREREZyDrslC9Xo/nn38eI0eORGBgICIiIjB+/Hj8/e9/BwCsXLkSjz76KAAgLS3NVEK4bds20+NffvlljBo1CgqFAnFxcbjllltQUVFh8bpz587F2LFjsX37dsyaNQtBQUGmLCt7ZaEqlQrPPvsssrKyEBAQgOjoaMybNw+7d+/26G9eunQp1q5di0mTJiEwMBBZWVlYu3YtAEN5bVZWFoKDgzF9+nSbMltjqemJEyewYMECBAcHIzY2Fvfeey+6uros7qtUKvHkk08iLS0NcrkcQ4YMwR/+8AebklrjNq1ZswaTJk1CQEAAnnnmGYhEInR2duLjjz82vdeulMyuXr0aI0eOxJgxY9x+f6wVFBQgLCwMv/nNbyxu37JlCyQSCf70pz/Z/B3ffvstxo8fj4CAAKSnp+Ott96yed6ysjLcdNNNiIuLg0KhQFZWFl577TXo9XrTfYyllS+//DKef/55pKWlQaFQYOvWrZg2bRoA4LbbbuuzlHXlypWmTLzHH38cIpHIokR6586dWLBgAUJDQxEUFIRZs2Zh3bp1Fs9hLLvesGEDbr/9dsTGxiIoKAgqlcqt99Pec5aUlFjcvm3bNovvlTufQU1NDe666y4MHToUcrkcaWlpeOaZZywCksb39ZVXXsFLL72E1NRUBAYGYu7cucjPz4dGo8ETTzyBpKQkhIeH48orr0RdXZ3dv8Fbn7X132y9rR999JHpNuN38Pjx41i8eDFCQ0NNAdOWlhbccccdiIqKQkhICC699FIUFRWdEaXOREREzFwjIiIaJBxl9giC0OdjX375ZaxcuRJPP/00LrzwQmg0GuTl5ZmCQXfeeSeamprwj3/8A2vWrEFiYiIAmLLN7r77brz77ru49957sXTpUpSUlOBPf/oTtm3bhkOHDiEmJsb0WtXV1bjpppvw2GOP4YUXXoBYbH+uTqvVYsmSJdixYwcefPBBzJ8/H1qtFnv37kVZWRlmzZrl7luEo0eP4sknn8RTTz2F8PBwPPPMM7jqqqvw5JNPYvPmzXjhhRcgEonw+OOPY+nSpSguLrbIItNoNLjkkktw11134YknnsDu3bvx/PPPo7S0FD/++KPp/b7iiiuwefNmPPnkk7jgggtw7Ngx/OUvf8GePXuwZ88eKBQK03MeOnQIubm5ePrpp5GWlobg4GBcccUVmD9/PubNm2cKoLhSxrt69Wpce+21Lr0Xer3e7v4ilRqGd8OHD8d7772H66+/Hm+99Rbuv/9+1NTUYPny5bjgggtsAhZHjhzBgw8+iJUrVyIhIQGff/45HnjgAajVajzyyCMAgPr6esyaNQtqtRrPPfccUlNTsXbtWjzyyCM4ffq0TWnwW2+9hREjRuDVV19FWFgY4uPj8eGHH+K2227D008/jUsvvRSA41LWO++8ExMmTMBVV11lKoM1vve//vorFi1ahPHjx+O///0vFAoF3nnnHSxbtgxffvklrrvuOovnuv3223HppZfi008/RWdnJ2QymUvvc3+4+hnU1NRg+vTpEIvF+POf/4yMjAzs2bMHzz//PEpKSvDhhx9aPO8///lPjB8/Hv/85z/R0tKChx9+GMuWLcOMGTMgk8nwwQcfoLS0FI888gjuvPNO/PDDDxaP98Vn7Sq1Wo3LLrvM9B3UarXQ6/VYtmwZDh48iJUrV2Ly5MnYs2cPLr74Yo9eg4iIaMAJRERE5FcffvihAMDpv5SUFIvHpKSkCLfeeqvp56VLlwoTJ050+jqvvPKKAEAoLi62uD03N1cAINxzzz0Wt+/bt08AIPzf//2f6bY5c+YIAITNmzfbPP+cOXOEOXPmmH7+5JNPBADCe++95/wNsOPWW28VgoODLW5LSUkRAgMDhYqKCtNtR44cEQAIiYmJQmdnp+n27777TgAg/PDDDxbPCUD4+9//bvG8f/3rXwUAws6dOwVBEIRffvlFACC8/PLLFvf7+uuvBQDCu+++a7FNEolEOHXqlM3fEBwcbPEZ9cX4t2RnZzu9X3FxsdN9ZceOHRb3v/vuuwW5XC7s2bNHmD9/vhAXFydUVVVZ3CclJUUQiUTCkSNHLG5ftGiREBYWZnpvn3jiCQGAsG/fPpvXEIlEpvfBuI0ZGRmCWq22uO+BAwcEAMKHH37o0vtifK5XXnnF4vaZM2cKcXFxQnt7u+k2rVYrjB07Vhg6dKig1+sFQej9ft1yyy39ej1zxue0/i5t3bpVACBs3brV4va+PoO77rpLCAkJEUpLSy0e9+qrrwoAhBMnTlhs24QJEwSdTme635tvvikAEC677DKLxz/44IMCAKG1tdV0m7c/a0d/s3FbzT9n43fwgw8+sLjvunXrBADCv/71L4vbX3zxRQGA8Je//EUgIiIazFgWSkRENEh88sknOHDggM2/888/v8/HTp8+HUePHsU999yD9evXo62tzeXX3bp1KwDYrD46ffp0ZGVlYfPmzRa3R0ZGYv78+X0+788//4yAgACXmvO7auLEiRgyZIjp56ysLACGklTzvk3G20tLS22e48Ybb7T42bgogPF92LJlCwDb9+M3v/kNgoODbd6P8ePHY8SIEZ78ORZWr16N1NRUTJ482aX7P/DAA3b3F+tFAt544w2MGTMG8+bNw7Zt2/DZZ5+ZMhfNjRkzxmaV0uXLl6OtrQ2HDh0CYHhvRo8ejenTp1vcb8WKFRAEwfTeGV122WU+yRDr7OzEvn37cM0111isKiuRSHDzzTejoqICp06dsniMK33sfKWvz2Dt2rWYN28ekpKSoNVqTf+WLFkCwJClZ+6SSy6xyBg17u/GTEDr28vKyixu98Vn7Q7rz8L491lnbd5www0evwYREdFAYlkoERHRIJGVlYWpU6fa3B4eHo7y8nKnj33yyScRHByMzz77DP/+978hkUhw4YUX4qWXXrL7nOYaGxsBwG7AJSkpySZAZe9+9tTX1yMpKclh2agnoqKiLH6Wy+VOb1cqlRa3S6VSREdHW9yWkJAAoPd9aGxshFQqRWxsrMX9RCIREhISTPczcvX96MuqVavcCgANHTq0z88
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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "iVBORw0KGgoAAAANSUhEUgAABNcAAAOGCAYAAADPnnb4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydeZwcVbm/n1N7792zL5nJTPadJIQtyJawg7IoLqAYwQ1wAa6K4BVBEa6KXMUregUFXK7LD3ADURRQVBDZRYiISAiQhOzbbL3U+f1R3T3d01v1THdnEur5fKJMdXX16eqqU+d8z/d9XyGllHh4eHh4eHh4eHh4eHh4eHh4eHhUjbKnG+Dh4eHh4eHh4eHh4eHh4eHh4bG34olrHh4eHh4eHh4eHh4eHh4eHh4e48QT1zw8PDw8PDw8PDw8PDw8PDw8PMaJJ655eHh4eHh4eHh4eHh4eHh4eHiME09c8/Dw8PDw8PDw8PDw8PDw8PDwGCeeuObh4eHh4eHh4eHh4eHh4eHh4TFOPHHNw8PDw8PDw8PDw8PDw8PDw8NjnHjimoeHh4eHh4eHh4eHh4eHh4eHxzjxxDUPDw8PDw8PDw8PDw8PDw8PD49x4olrHh4eHh4e+xi33HILQggeffTRoq+ffPLJ9PX15W3r6+tj1apVVX3Ogw8+yBVXXMH27dvH19AKHHnkkRx55JE1OdaqVasIBoM1Odae4uqrr+ZnP/tZ1e+7+OKL2W+//Uq+vmbNGoQQJf9dccUV4290A1i3bh1XXHEFTz75pOv33HvvvSxbtoxAIIAQYlzn1S255/dHP/pRwetXXHEFQgg2b95ctzZ4eHh4eHh41BdtTzfAw8PDw8PDY8/z05/+lHA4XNV7HnzwQa688kpWrVpFNBqteZtuuOGGmh9zb+bqq6/mLW95C6eeempV77vjjjs455xzKu734Q9/mDPPPLNg+5QpU6r6vEazbt06rrzySvr6+li8eHHF/aWUvPWtb2XWrFn84he/IBAIMHv27Po3FPjUpz7Fm9/8ZnRdb8jneXh4eHh4eDQGT1zz8PDw8PDwYMmSJXu6CVkGBwfx+/3MmzdvTzdlUjA0NITP5xvXex955BFeeukl3vzmN1fct7e3l4MPPnhcn7MnSKVSJJPJqt+3bt06tm7dymmnncbKlStr0pahoSEsy0IIUXKfE044gbvvvptvfvObfPjDH67J5xYjc/94eHh4eHh4NA4vLNTDw8PDw8OjICzUtm2uuuoqZs+ejc/nIxqNsmjRIr761a8CTijbxz/+cQD6+/uzYW+///3vs+//4he/yJw5czBNk7a2Ns4++2xeeeWVvM898sgjWbBgAQ888ADLly/H7/dnXVbFwkJHRkb47Gc/y9y5c7Esi+bmZo466igefPDBcX3nk08+mTvvvJMlS5bg8/mYO3cud955J+CE186dO5dAIMCBBx5YEGabCTV95plnWLlyJYFAgNbWVj70oQ8xODiYt+/w8DCXXnop/f39GIZBd3c3F1xwQUFIbaZNd9xxB0uWLMGyLK688kqEEAwMDHDrrbdmz7WbkNnbb7+d2bNnM3/+/KrPz1ief/55wuEwZ5xxRt72++67D1VV+fSnP13wPX7605+yaNEiLMti2rRpXH/99QXHXbt2Le985ztpa2vDNE3mzp3Ll7/8ZWzbzu6TCa384he/yFVXXUV/fz+maXL//fdzwAEHAPCe97ynYijrFVdckXXiXXLJJQgh8kKk//SnP7Fy5UpCoRB+v5/ly5dz11135R0jE3Z9zz33cM4559Da2orf72dkZKTs+VuxYgXHHXccn/vc59i1a1fZfQG+853vsN9++2FZFk1NTZx22mmsXr06b5/MNfj0009z7LHHEgqFWLlyJV//+tdRFIWNGzdm9/3yl7+MEIILLrggu822bWKxGP/xH/+R3XbllVdy0EEH0dTURDgcZunSpXz7299GSpnd59xzz6WpqangOs98z1pcbx4eHh4eHnsTnrjm4eHh4eGxj5Jx9oz9lztJLsUXv/hFrrjiCt7xjndw11138eMf/5hzzz03Kwa9973vzbpv7rjjDh566CEeeughli5dCsB5553HJZdcwjHHHMMvfvELPve5z/HrX/+a5cuXF+SWWr9+Pe985zs588wz+dWvfsX5559ftE3JZJITTjiBz33uc1nh5pZbbmH58uWsXbt2XOfoqaee4tJLL+WSSy7hjjvuIBKJcPrpp/OZz3yGm266iauvvpof/OAH7Nixg5NPPpmhoaG89ycSCU488URWrlzJz372Mz70oQ/xv//7v7ztbW/L7iOl5NRTT+Xaa6/lXe96F3fddRcXX3wxt956KytWrCgQZR5//HE+/vGP85GPfIRf//rXvPnNb+ahhx7C5/Nx4oknZs+1m7DZ22+/3ZVrDRyhpdj1kmHmzJnceOON3HbbbVmRbMOGDZx55pkcdthhBYLWk08+yYUXXshFF13ET3/6U5YvX85HP/pRrr322uw+mzZtYvny5dxzzz187nOf4xe/+AVHH300H/vYx/jQhz5U0Mbrr7+e++67j2uvvZa7776brq4ubr75ZgD+8z//M3tu3vve9xb9ju9973u54447ACcM9qGHHuKnP/0pAH/4wx9YsWIFO3bs4Nvf/jY//OEPCYVCvPGNb+THP/5xwbHOOeccdF3ne9/7HrfddpurUM8vfOELbN68mS996Utl97vmmms499xzmT9/PnfccQdf/epX+dvf/sYhhxzC888/n7dvPB7nTW96EytWrODnP/85V155JUcffTRSSu69997sfr/73e/w+Xz89re/zW579NFH2b59O0cffXR225o1a/jABz7AT37yE+644w5OP/10PvzhD/O5z30uu89HP/pRtm3bxv/93//lteXZZ5/l/vvvzxPwPDw8PDw8XhdIDw8PDw8Pj32Km2++WQJl/02dOjXvPVOnTpXvfve7s3+ffPLJcvHixWU/50tf+pIE5Isvvpi3ffXq1RKQ559/ft72hx9+WALysssuy2474ogjJCDvvffeguMfccQR8ogjjsj+/d3vflcC8sYbbyx/Aorw7ne/WwYCgbxtU6dOlT6fT77yyivZbU8++aQEZGdnpxwYGMhu/9nPfiYB+Ytf/CLvmID86le/mnfcz3/+8xKQf/rTn6SUUv7617+WgPziF7+Yt9+Pf/xjCchvfetbeW1SVVU+99xzBd8hEAjk/UaVyHyXxx57rOx+L774Ytlr5Y9//GPe/uedd540DEM+9NBDcsWKFbKtrU2uW7cub5+pU6dKIYR88skn87Yfc8wxMhwOZ8/tJz/5SQnIhx9+uOAzhBDZ85Bp4/Tp02U8Hs/b95FHHpGAvPnmm12dl8yxvvSlL+VtP/jgg2VbW5vctWtXdlsymZQLFiyQU6ZMkbZtSylH76+zzz57XJ931llnyUAgINevXy+llPIzn/mMBOSmTZuklFJu27ZN+nw+eeKJJ+YdZ+3atdI0TXnmmWdmt2Wuwe985zsFnztlyhR5zjnnSCmlHBkZkYFAQF5yySUSkC+99JKU0rlWdV2Xu3fvLtr2VColE4mE/OxnPyubm5uz50BK5/4c20ecd955MhwO551DDw8PDw+P1wOec83Dw8PDw2Mf5bvf/S6PPPJIwb83vOENFd974IEH8tRTT3H++efzm9/8hp07d7r+3Pvvvx+goProgQceyNy5c/PcNACxWIwVK1ZUPO7dd9+NZVmukvO7ZfHixXR3d2f/njt3LuCEpObmrcpsf+mllwqOcdZZZ+X9nSkKkDkP9913H1B4Ps444wwCgUDB+Vi0aBGzZs0az9fJ4/bbb6evry/rJqzERz/60aLXy9giAf/93//N/PnzOeqoo/j973/P97//fTo7OwuON3/+/IIqpWeeeSY7d+7k8ccfB5xzM2/ePA488MC8/VatWoWUMnvuMrzpTW+qSzGAgYEBHn74Yd7ylrfkVZVVVZV3vetdvPLKKzz33HN573HrCBzLVVddRSKR4Morryz6+kMPPcTQ0FDB9dLT08OKFSsKrpdSbVm5ciW/+93vAKf
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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 1500x1000 with 2 Axes>"
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for country in all_country:\n",
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" cross_border_time_series(country,[historic,optimized],['Historic','Optimized'])"
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]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b5c36dbd",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
