Skip to content

Instantly share code, notes, and snippets.

@yiyuezhuo
Created January 5, 2023 18:57
Show Gist options
  • Save yiyuezhuo/5edbbb682d962073560ba1ec53cb2bf4 to your computer and use it in GitHub Desktop.
Save yiyuezhuo/5edbbb682d962073560ba1ec53cb2bf4 to your computer and use it in GitHub Desktop.
basic_industrial_revolution_transition_from_workshop_to_factory_modeling
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "03759ce8",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy import optimize\n",
"from dataclasses import dataclass\n",
"import inspect"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "b60140ac",
"metadata": {},
"outputs": [],
"source": [
"def dp(self=False):\n",
" include_self = isinstance(self, bool) and self\n",
" \n",
" def _dp(f): # default parameter injection\n",
" spec = inspect.getfullargspec(f)\n",
" offset = 1 if include_self else 0\n",
" def ff(_self, *args, **kwargs):\n",
" # f_args = dict(self=self)\n",
" f_args = dict(self=_self) if include_self else dict()\n",
" for idx, arg in enumerate(args):\n",
" f_args[spec.args[idx + offset]] = arg\n",
" for name, value in kwargs.items():\n",
" f_args[name] = value\n",
" for arg in spec.args:\n",
" if arg not in f_args:\n",
" f_args[arg] = getattr(_self, arg)\n",
" return f(**f_args)\n",
" return ff\n",
" \n",
" if not isinstance(self, bool):\n",
" return _dp(self)\n",
"\n",
" return _dp\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "70626f0f",
"metadata": {},
"outputs": [],
"source": [
"\n",
"@dataclass\n",
"class Dynamic:\n",
" # States\n",
" \n",
" price_cotton: float = 1\n",
" price_textile: float = 2\n",
" \n",
" # Parameters\n",
" \n",
" farm_supply_threshold: float = 0.2\n",
" farm_supply_power: float = 0.5\n",
" \n",
" workshop_supply_threshold: float = 0.2\n",
" workshop_supply_power: float = 0.5\n",
" workshop_cost_coef: float = 1\n",
" workshop_throughput_coef: float = 1\n",
"\n",
" factory_supply_threshold: float = 0\n",
" factory_supply_power: float = 0.7\n",
" factory_cost_coef: float = 1\n",
" factory_throughput_coef: float = 1\n",
" \n",
" textile_demand_coef: float = 1.0\n",
" \n",
" @property\n",
" def price(self):\n",
" return dict(cotton=self.price_cotton, textile=self.price_textile)\n",
" \n",
" def summary(self):\n",
" return dict(\n",
" price_cotton=self.price_cotton,\n",
" price_textile=self.price_textile,\n",
" supply_cotton=self.supply_cotton(),\n",
" supply_textile_workshop=self.supply_textile_workshop(),\n",
" supply_textile_factory=self.supply_textile_factory(),\n",
" demand_cotton_workshop=self.demand_cotton_workshop(),\n",
" demand_cotton_factory=self.demand_cotton_factory(),\n",
" demand_textile=self.demand_textile(),\n",
" supply_textile=self.supply_textile(),\n",
" demand_cotton=self.demand_cotton()\n",
" )\n",
" \n",
" def step(self):\n",
" res_textile = optimize.root_scalar(lambda p: self.demand_textile(p) - self.supply_textile(p), x0=1, x1=2)\n",
" res_cotton = optimize.root_scalar(lambda p: self.demand_cotton(p) - self.supply_cotton(p), x0=1, x1=2)\n",
"\n",
" self.price_cotton = res_cotton.root\n",
" self.price_textile = res_textile.root\n",
" \n",
" def iter_price(self, n):\n",
" for i in range(n):\n",
" self.step()\n",
" yield self.price\n",
" \n",
" def iter_summary(self, n):\n",
" for i in range(n):\n",
" self.step()\n",
" yield self.summary()\n",
" \n",
" @dp\n",
" def supply_cotton(price_cotton, farm_supply_threshold, farm_supply_power):\n",
" return np.maximum(price_cotton - farm_supply_threshold, 0)**farm_supply_power\n",
" \n",
" @dp\n",
" def supply_textile_workshop(price_textile, price_cotton, workshop_supply_threshold, workshop_supply_power, workshop_throughput_coef, workshop_cost_coef):\n",
" price = workshop_throughput_coef * price_textile - workshop_cost_coef * price_cotton\n",
" return np.maximum(price - workshop_supply_threshold, 0)**workshop_supply_power\n",
" \n",
" @dp\n",
" def supply_textile_factory(price_textile, price_cotton, factory_supply_threshold, factory_supply_power, factory_throughput_coef, factory_cost_coef):\n",
" price = factory_throughput_coef * price_textile - factory_cost_coef * price_cotton\n",
" return np.maximum(price - factory_supply_threshold, 0)**factory_supply_power\n",
" \n",
" @dp(self=True)\n",
" def demand_cotton_workshop(self, price_cotton, price_textile):\n",
" return self.supply_textile_workshop(price_textile, price_cotton)\n",
"\n",
" @dp(self=True)\n",
" def demand_cotton_factory(self, price_cotton, price_textile):\n",
" return self.supply_textile_factory(price_textile, price_cotton)\n",
" \n",
" @dp\n",
" def demand_textile(price_textile, textile_demand_coef):\n",
" return textile_demand_coef / price_textile\n",
" \n",
" @dp(self=True)\n",
" def supply_textile(self, price_textile, price_cotton):\n",
" return self.supply_textile_workshop(price_textile, price_cotton) + self.supply_textile_factory(price_textile, price_cotton)\n",
"\n",
" @dp(self=True)\n",
" def demand_cotton(self, price_cotton, price_textile):\n",
" return self.demand_cotton_workshop(price_cotton, price_textile) + self.demand_cotton_factory(price_cotton, price_textile)\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "3029d941",
"metadata": {},
"outputs": [],
"source": [
"d = Dynamic()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f8ff3492",
"metadata": {},
"outputs": [],
"source": [
"def qp_label(title=None):\n",
" plt.xlabel(\"quantity\")\n",
" plt.ylabel(\"price\")\n",
" title and plt.title(title)\n",
" \n",
"def qp_draw(price, f, label=None):\n",
" quantity = f(price)\n",
" plt.plot(quantity, price, label=label)\n",
"\n",
"def qp_plot(price, f, title=None):\n",
" qp_draw(price, f)\n",
" qp_label(title)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "3a836246",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.8944271909999159"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.supply_cotton()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "21b95efc",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"qp_plot(np.linspace(0, 2), d.supply_cotton)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "0fa54aec",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x2934798d640>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for price_cotton in [0.5, 0.75, 1.0, 1.25, 1.5]:\n",
" price_textile = np.linspace(0, 2)\n",
" plt.plot(d.supply_textile_workshop(price_textile, price_cotton), price_textile, label=f\"pc={price_cotton}\")\n",
"qp_label(\"Textile Supply\")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "ced8b387",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x293478e55e0>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAA2RUlEQVR4nO3dd3hUZfbA8e+BBEISahKQEEKk9xq6KGBFVOyiIIq6LNZ1V9e6Kuta1t+qi6jIYseCDRULFqoCgkCQ3kuAEEoKhBQSUs7vjztgiAkMIVOSOZ/nmSczt547XO6Z+77vfV9RVYwxxgSuar4OwBhjjG9ZIjDGmABnicAYYwKcJQJjjAlwlgiMMSbAWSIwxpgAZ4nAGBcReURE3nC9jxMRFZEgX8flrsoYs/EPlghMpSAiWcVeRSJyuNjnEeXY3kARSSo+TVWfUdXbKiDWeiLylojsFZFMEdkkIg+e7naN8RT75WAqBVUNP/peRBKB21R1lu8iOqH/AmFAOyADaA109GlExpyA3RGYSk1EqonIQyKyVUTSROQTEWngmveaiHxWbNnnRGS2iIQB3wHRxe4qokVknIi8X8Z+6orImyKyR0R2i8hTIlK9jLB6Ah+q6gFVLVLVDar6mWs7fyi+EZF5InKb6/3NIrJQRF4WkQwR2SAi55ZY9lkRWeKaP/3o8ZaI9xoRSSgx7T4R+dLNr9YEEEsEprK7B7gcOAeIBg4Ar7rm3Qd0dl1cBwC3AjepajYwBEhW1XDXK/kk+3kXKABaAt2AC4CyipEWA0+LyGgRaVWOY+oNbAMigSeAz0tc7EcBt+AcbwEwoZRtfAWcKSLtik0bCbxXjnhMFWeJwFR2fwYeVdUkVc0DxgFXi0iQqubgXPxeBN4H7lbVpLI3VToRaYSTOO5V1WxV3Y9T/DO8jFXuBj4A7gLWicgWERlyCrvcD4xX1XxV/RjYCAwtNv89VV3jSmiPAdeWvDtxfRcf4xw/ItIBiAO+OYU4TICwRGAqu2bAFyJyUEQOAuuBQqARgKouwfl1LcAnp7GPYGBPsf38D2hY2sKqethV8dwDiHDt99PSinDKsFuP7w1yB86v/6N2lZgXjHP3UNK7wA0iIsCNwCeuBGHMcSwRmMpuFzBEVesVe4Wo6m4AEbkTqAkkAw8UW+9Uut3dBeQBkcX2UUdVO5xsRVU9BDyDU3l8JpDtmhVabLEzSqzWxHXxPirWFf9RTUvMywdSS9n3YuAIMAC4ASsWMmWwRGAqu0k45fHNAEQkSkSGud63Bp7CKR65EXhARLq61tsHRIhI3ZPtQFX3AD8CL4hIHVcFdQsROae05UXkMRHpKSI1RCQE+AtwENioqinAbmCkiFQXkVuAFiU20RC4R0SCReQanNZHM4rNHyki7UUkFHgS+ExVC8sIfwrwClCgqgtOdqwmMFkiMJXdSzgVoz+KSCZORW1vV6uc94HnVHWlqm4GHgHeE5GaqroBmApscxX3RJe1A5dRQA1gHU6F9GdA4zKWVeBtnF/pycD5wFBVzXLN/xPwdyAN6AD8UmL9X4FWrvWfBq5W1bRi898D3gH2AiE4FeZleQ+n6ardDZgyiQ1MY4z/EJGbcZ6ROKuM+fOA91X1DTe3Vwun8rm7Kxka8wd2R2BM1XY7sNSSgDkRe7LYmCrK9QS24DxnYUyZrGjIGGMCnBUNGWNMgKt0RUORkZEaFxfn6zCMMaZSSUhISFXVqNLmVbpEEBcXx7Jly3wdhjHGVCoisqOseVY0ZIwxAc4SgTHGBDhLBMYYE+AqXR1BafLz80lKSiI3N9fXoVR6ISEhxMTEEBwc7OtQjDFeUiUSQVJSErVr1yYuLo7jO200p0JVSUtLIykpiTPPPNPX4RhjvMRjRUMiEuIaTm+liKwVkX+WsoyIyATXwB2rRKR7efaVm5tLRESEJYHTJCJERETYnZUxAcaTdwR5wGBVzRKRYGCBiHzn6iP9qCE4vSy2whme7zXX31NmSaBi2PdoTODx2B2BOo52uxvsepXsz2IYMMW17GKgnoiU1bWvMcaclKoyYfZm1iUf8nUoFafgCMx/EZI88wyVR1sNuQbeWIHTDe5MVf21xCJNOH7YvSTXtJLbGSMiy0RkWUpKisfi9QdxcXGkpv5hsKnTXtaYQFBUpDw2fQ0vztzEVyuTT75CZZC4EP43AGb/EzZ4ZshpjyYCVS1U1a5ADNBLRDqWWKS0cog/9IKnqpNVNV5V46OiSn1CukooLCxrkCljzMnkFxbxt09W8P7infz5nOY8eFEbX4d0erJT4cs74J2L4UgOXP8xnDfOI7vyynMEqnoQmAdcVGJWEsePvxrD8WOzVhr/93//x4QJEwD461//yuDBgwGYPXs2I0eOZOrUqXTq1ImOHTvy4IMPHlsvPDycxx9/nN69e7No0aJj0w8fPsxFF13E66+/TnZ2NkOHDqVLly507NiRjz/++NhyL7/8Mt27d6dTp05s2LABgPT0dC6//HI6d+5Mnz59WLVqFQDjxo3jxhtvZPDgwbRq1YrXX3/d49+LMd6Qm1/I7e8n8OWKZB64qA0PD2lXeeu7ioog4V14uQes+hjO+ivc+Su0KXn5rDgeqywWkSggX1UPukZJOg94rsRiXwF3ichHOJXEGa7xYcvtn1+vrfCywfbRdXji0hOPU3722WfzwgsvcM8997Bs2TLy8vLIz89nwYIFtGrVigcffJCEhATq16/PBRdcwJdffsnll19OdnY2HTt25Mknnzy2raysLIYPH86oUaMYNWoU06ZNIzo6mm+//RaAjIyMY8tGRkayfPlyJk6cyPPPP88bb7zBE088Qbdu3fjyyy+ZM2cOo0aNYsWKFQCsWrWKxYsXk52dTbdu3Rg6dCjR0ScbpdEY/5WZm8+fpizj1+3p/OvyjtzYp5mvQyq/vWvg27/Brl8hth9c8iI0bOfx3XryjqAxMFdEVgFLceoIvhGRsSIy1rXMDGAbsAV4HbjDg/F4VI8ePUhISCAzM5OaNWvSt29fli1bxvz586lXrx4DBw4kKiqKoKAgRowYwc8//wxA9erVueqqq47b1rBhwxg9ejSjRo0CoFOnTsyaNYsHH3yQ+fPnU7fu7+OtX3nllcf2n5iYCMCCBQu48cYbARg8eDBpaWnHksewYcOoVasWkZGRDBo0iCVLlnj0ezHGk1Kz8rj+9cUsTTzAf6/tWnmTQF4m/PAo/O9sSN0MwybC6BleSQLgwTsCVV0FdCtl+qRi7xW4syL3e7Jf7p4SHBxMXFwcb7/9Nv369aNz587MnTuXrVu3EhsbS0JCQqnrhYSEUL169eOm9e/fn++++44bbrgBEaF169YkJCQwY8YMHn74YS644AIef/xxAGrWrAk4CaWgoABwWk2UdPQ2ueTtcqW9fTYBL+lADqPeXEJyxmFeH9WDwW0b+TqkU6cK66bD9w9DZjL0uBnOfQJCG3g1DOtrqAKdffbZPP/885x99tkMGDCASZMm0bVrV/r06cNPP/1EamoqhYWFTJ06lXPOOafM7Tz55JNERERwxx3ODVJycjKhoaGMHDmS+++/n+XLl580jg8++ACAefPmERkZSZ06dQCYPn06ubm5pKWlMW/ePHr27FlBR2+M92zal8nVry0iNSuP92/tXTmTQNpWeP8q+PQmCIuAW2fBpS95PQlAFeliwl8MGDCAp59+mr59+xIWFkZISAgDBgygcePGPPvsswwaNAhV5eKLL2bYsGEn3Nb48eO55ZZbeOCBBzj33HP5+9//TrVq1QgODua111474brjxo1j9OjRdO7cmdDQUN59991j83r16sXQoUPZuXMnjz32mNUPmEpn+c4DjH57KTWDqvHxn/vSrnEdX4d0avIPw4LxsOC/UL0GXPQc9LwNqvvuclzpxiyOj4/XkgPTrF+/nnbtvFOWVpmNGzeO8PBw7r///hMuZ9+n8VdzNuzjjg+W06hOCO/d0pvYiFBfh3RqNv0I3/0dDiRCx6vgwmeg9hle2bWIJKhqfGnz7I7AGFMpfLpsFw99vpp2jWvz9s29iKpd09chue/ADqceYOO3ENkaRk2H5gN9HdUxlggCyLhx43wdgjGnTFV57aet/N/3GzmrZSSTbuxBeM1KcukqyINfJsDPL4CI80BYnzshqIavIztOJfk2jTGBqKhI+de363h7YSKXdYnm+Wu6UCOokrRx2TIbZvwd0rdCu8vgomehboyvoyqVJQJjjF/KzS/kb5+sYMbqvdzS/0z+MbQd1apVgubOB3fBDw/D+q+hQQsYOQ1anufrqE7IEoExxu8czDnCmCkJLElM5x9D23HbgOa+DunkihcDAQx+DPrdDUH+X5dhicAY41eSDuRw89tL2ZmWw4Tru3FZl0rQxHnzTPjuAUjf5hQDXfgM1Gt68vX8RCUpbPN/EyZMoF27dowYMeKU1hs/fjw5OTkeisqYymVd8iGunPgL+w7l8u4tvfw/CRzYAR+NgA+uBqkGIz+H696rVEkA7I6gwkycOJHvvvvulMf6HT9+PCNHjiQ01P320IWFhX/olsKYym7exv3c+cFy6tQK5rOx/WhzRm1fh1S2/MOw8CXnoTCp5nQL0ffOSlEMVBq7I6gAY8eOZdu2bVx22WU899xz9OvXj27dutGvXz82btwIOBfv+++/n06dOtG5c2defvllJkyYQHJyMoMGDWLQoEEAbnVX/dRTT3HFFVccmzdz5sxjnc8ZUxl9+OtObn13GbERYXxxR3//TQKqsP4beLUXzHsW2lwMdy2FAX+rtEkAquIdwXcPwd7VFbvNMzrBkH+XOXvSpEl8//33zJ07lxo1anDfffcRFBTErFmzeOSRR5g2bRqTJ09m+/bt/PbbbwQFBZGenk6DBg148cUXmTt3LpGRkSQnJ7vVXbWq0q5dO1JSUoiKiuLtt99m9OjRFXvMxnhBUZHynx838tq8rZzTOopXR3T332cEUjc79QBb50DD9nDTN3DmAF9HVSH89BuvvDIyMrjpppvYvHkzIkJ+fj4As2bNYuzYsQQFOV95gwZ/7Fhq6dKlx7qrBo51V3355Zcf1121iHDjjTfy/vvvM3r0aBYtWsSUKVO8dITGVIzc/EL+/tkqvl6ZzPW9YvnXsA4EVffDQoq8TPj5P7BoIgTX8ou+gSpa1TmSo07wy90bHnvsMQYNGsQXX3xBYmIiAwcOBJynI0/W5fOJ+n0q2V316NGjufTSSwkJCeGaa645lmCMqQzSsvIY814CCTsO8OBFbRl7TnP/6xK9qAhWfwIzn4CsvdB1JJz3BIQ39HVkFc4P02/llpGRQZMmTQB45513jk2/4IILmDRp0rExA9LT0wGoXbs2mZmZAPTu3dvt7qqjo6OJjo7mqaee4uabb/bcARlTwbbsz+TyiQtZszuDV2/ozu0DW/hfEti9HN66EL74M9SJhttmw+WvVskkAJYIKtwDDzzAww8/TP/+/Y8bjP62224jNjaWzp0706VLFz788EMAxowZw5AhQxg0aNBx3VV36dKF7t27n7C76hEjRtC0aVPat2/v8eMypiIs3JLKFRN/4fCRIj4a04ehnRv7OqTjZaXA9Lvg9cFwYLszUthtsyGm1E47qwzrhroSu+uuu+jWrRu33nprhW43UL9P41kfLdnJP75cQ4uocN68OZ6Y+n7UhXRhPix5Heb9G/KzofdYOOcBCKl78nUrCeuGugrq0aMHYWFhvPDCC74OxZgTKixSnpmxnjcXbOec1lG8ckM3aocE+zqs322Z5XQRnboJWpwLF/0bolr7OiqvskRQSZU1BrIx/uRQbj73TP2NeRtTuLlfHP8Y2s5/WgalboEfH4VN30OD5nD9R9D6Iqe76ABTZRKBO61yzMlVtqJC4792pGVz67vLSEzN5ukrOjKidzNfh+TIzXCagy6eBEEhcP6TTlFQJX4g7HRViUQQEhJCWloaERERlgxOg6qSlpZGSEiIr0MxldzibWmMfT8BVZhyay/6tYj0dUhQVAgrPoDZT0J2KnQbAYMfh9qVcOD7ClYlEkFMTAxJSUmkpKT4OpRKLyQkhJgY/xw8w1QO7y/ewbiv1tIsIpQ3b+pJXGSYr0OCxIXw/UOwdxU07Q03fAJNuvs6Kr9RJRJBcHDwKXf2ZoypWEcKihj39Vo+/HUng9pEMX54N+rW8nGl8IFEmPk4rJsOdWLgyjeg09UBWQ9wIh5LBCLSFJgCnAEUAZNV9aUSywwEpgPbXZM+V9UnPRWTMcYzUrPyuOP95SxJTGfsOS34+4VtqO7L0cTyMmH+i7DoVahWHQY9Cn3vghp+1GTVj3jyjqAAuE9Vl4tIbSBBRGaq6roSy81X1Us8GIcxxoPWJmcwZkoCqVl5vDS8K8O6NvFdMEVFsPJDpx4gax90Hg7nPg51fRhTJeCxRKCqe4A9rveZIrIeaAKUTATGmEpq+ordPDhtFfVDa/DZ2H50ivHhA1iJC5znAfaugpieMPzDKv9EcEXxSh2BiMQB3YBfS5ndV0RWAsnA/aq6tpT1xwBjAGJjYz0YqTHGHQWFRTz73QbeXLCdXnENeHVEd6Jq+6j5ZdpWpx5gwzdOPcBVb0LHq6we4BR4PBGISDgwDbhXVQ+VmL0caKaqWSJyMfAl0KrkNlR1MjAZnC4mPBuxMeZEUrPyuOvD5Szels7N/eJ4dGg7gn3xkNjhg87zAL/+z3kGYPBjzihhwbW8H0sl59FEICLBOEngA1X9vOT84olBVWeIyEQRiVTVVE/GZYwpn1VJBxn7XgJp2Ud44ZouXNXDB02NC/Mh4R2Y+wwcPgDdRjpJwJ4HKDdPthoS4E1gvaq+WMYyZwD7VFVFpBdOb6hpnorJGFN+Hy3ZyeNfrSUqvKZv6gNUne4gZj7u9At05tlw4TPOCILmtHjyjqA/cCOwWkRWuKY9AsQCqOok4GrgdhEpAA4Dw9X6ODDGr+TmF/L49DV8siyJAa0iGX9dVyLCvVwfsGcl/PAoJM6HiFYwfCq0GWL1ABXEk62GFgAn/FdS1VeAVzwVgzHm9OxMy+H2DxJYm3yIuwe35N7zWnv3+YCM3TDnKVg5FUIbwMXPQ4+bobof9V5aBVSJJ4uNMRVvzoZ93PvRCgDevCmec9t5sQw+LwsWjodfXgEthP73wID7qtT4AP7EEoEx5jgFhUW8OHMTE+dtpX3jOkwa2YPYCC89kVtYAL9NgbnPQvZ+pxnouU9AfT/pubSKskRgjDlm36Fc7p76G0u2pzO8Z1PGXdaBkODqnt/xsYrgJyB1I8T2heun2gNhXmKJwBgDOOMJ/+Wj38jOK+TFa7twZXcvNQ3dnQA/Pg47FkBES7juA2g71CqCvcgSgTEBrrBIeWXOFsbP3kSLqHCm/qk7rRrV9vyODyQ6fQKtmQahkVYR7EOWCIwJYPsP5fLXT1awcEsaV3ZrwlNXdCS0hocvCznpzhPBS98AqQ4D7of+f4GQOp7drymTJQJjAtRPm1L428cryD5SwHNXdeLa+KaeHeHvSA78+hosGA9HsqDrCBj0CNSJ9tw+jVssERgTYPILi3j+x43876dttGlUm49u6OPZoqDCAqdr6LnPQmYytB4C5z0BDdt5bp/mlFgiMCaA7ErP4e6pv7Fi10Fu6B3L45e091yroKMtgWaNg5QNTtfQV78Jzfp5Zn+m3CwRGBMgpq/YzT++XAMKr97QnaGdG3tuZzt/hVlPwM5F0KAFXDsF2l1mLYH8lCUCY6q4rLwCHp++hs+X76Z7bD1eGt6Npg089IDY/vVOS6CNMyC8EQx9AbrfZC2B/JwlAmOqsN92HuAvH60g6UAO95zbinsGtyTIE2MHHNwF8551+gSqEQ6D/wF97oAaYRW/L1PhLBEYUwUVFikT525h/OzNnFEnhI//3JeecQ0qfkc56TD/BVjyOqDOxX/AfU4HcabSsERgTBWzMy2H+z5dwdLEA1zWJZp/Xd6RurUquGgmLwsWT4RfXnaagna5HgY+DPWaVux+jFdYIjCmilBVPlm2iye/Xkc1EV68tgtXdGtSsc8GFOTBsrfg5+chJxXaDHWKgRq1r7h9GK+zRGBMFZCalcdD01Yza/0++jaP4Plru9CkXgWO3VtYAKs+gnn/hoxdEDfA6RW0ac+K24fxGUsExlRyM9ft46Fpq8jMK+AfQ9txS/8zqVZRg8eowvqvnMFhUjdBdDe47GVoPtCaglYhlgiMqaQyDufz1Dfr+DQhifaN6zB1eFdaV9QTwqqwdbaTAJJ/g8g2cO170O5SSwBVkCUCYyqhnzal8NC0VezPzOPOQS34y7mtqRFUQc1CExc6CWDnL1AvFoZNhC7DoZoXxiUwPmGJwJhKJDM3n2dmrGfqkl20ahjOpJE96NK0XsVsfHeCkwC2zoHwM5xuobvfBEE1Kmb7xm9ZIjCmkliwOZUHp61iT8Zhxp7TgnvPa1Ux/QTtWwtznoaN30JoBFzwFPS8DYIrsLLZ+DVLBMb4uUO5+Tw7YwNTl+ykeVQYn93ej+6x9U9/wymb4Kd/w5rPoWZtGPQo9LndeW8CiiUCY/zYrHX7ePTL1aRk5jHm7Ob87fzWp38XkLYVfvo/WP0JBNWCs/4K/e62p4EDmCUCY/xQWlYe475ex9crk2l7Rm0m3xh/+nUBBxKdkcFWTIXqNaDvndD/XgiLrICITWXmsUQgIk2BKcAZQBEwWVVfKrGMAC8BFwM5wM2qutxTMRnj71SV6SuS+efXa8nKK+Bv57dm7DktTq9FUEaS8yTwb+85Q0P2GuPcBdRuVHGBm0rNk3cEBcB9qrpcRGoDCSIyU1XXFVtmCNDK9eoNvOb6a0zA2ZWew2PT1zBvYwrdYuvx3FWdT++5gIzdsOC/sPxd57mAHjfDWX+Duk0qLGZTNXgsEajqHmCP632miKwHmgDFE8EwYIqqKrBYROqJSGPXusYEhPzCIt5csJ3xszZRXYTHL2nPTf3iqF7ep4OPSwBFztjAZ9/vPBNgTCm8UkcgInFAN+DXErOaALuKfU5yTTsuEYjIGGAMQGysncym6kjYcYBHv1jNhr2ZXNC+EeMu60B0efsIOpTsJICEd35PAAPug/rNKjRmU/V4PBGISDgwDbhXVQ+VnF3KKvqHCaqTgckA8fHxf5hvTGWTcTif//ywgQ9+3ckZdUL43409uLDDGeXbmCUAc5o8mghEJBgnCXygqp+XskgSULwD8xgg2ZMxGeNLRyuDn56xnrSsPG7uF8d9F7QhvGY5/itmJMGC8bB8CmihJQBTbp5sNSTAm8B6VX2xjMW+Au4SkY9wKokzrH7AVFUb92by2PQ1LNmeTueYurx5UzydY+qd+oYO7HDuAH57H1DoeoMrAcRVcMQmUHjyjqA/cCOwWkRWuKY9AsQCqOokYAZO09EtOM1HR3swHmN8IjM3n/GzNvPOL4nUDgnimSs6cV3PpqdeGZy+zRkWcuVHINWg+yg4616rBDanzZOthhZQeh1A8WUUuNNTMRjjS8WLgVKz8hjeM5YHLmxD/bBT7MQtdbOTAFZ9AtWDIf5W6P8XawZqKow9WWyMB6zZncGT36w7Vgz0xqhyPBm8b62TANZ+AdVrOv0A9bsbapezUtmYMlgiMKYCpWTm8cKPG/l42S7qh9YoXzFQUgLMfx42zoAa4c7Fv+/dEB7lucBNQLNEYEwFyCso5J2Fibw8Zwu5+YXc2v9M7j63FXVrBbu/kcSFTl9A2+ZCSD0Y+LDTHYR1Bmc8zBKBMadBVZm5bh9Pz1jPjrQczm3bkEeHtqN5VLi7G4Ats507gJ2LICwKzvsn9LzVuoM2XmOJwJhyWrM7g2dmrOeXrWm0bBjOu7f04pzWbhbfFBXC+q+dZqB7VkCdJjDkP9D9RhsQxnidJQJjTtGu9Bxe+HEjX65Ipn5oMOMubc+IPs0Iru5GD6EFebDqY1j4EqRtgQYt4LKXofNwGxLS+IwlAmPclJGTz6vztvDOwkRE4I6BLRg7sAV1QtyoB8jLcrqAWPQqZCbDGZ3hmneg3WU2KLzxOUsExpxEbn4h7y3awStzt3AoN5+rusdw3wWtaVzXjSKc7DRY8j/49X+QexDiBsCwV6DFYJBy9i5qTAWzRGBMGQoKi/jit92Mn7WZ3QcPc07rKB4a0pZ2jeucfOUDO2DxRKcfoPwcaHuJMxpY054ej9uYU2WJwJgSioqUb1fv4b+zNrEtJZtOTery3FWdOauVG0M67lkJCyc4D4GJQKdrnATQsK3H4zamvCwRGOOiqsxev58XZm5i/Z5DtG4UzqSRPbiwQyPkRMU4qrBtnlMBvG0u1KjtPAXc5w7rBsJUCpYITMBTVRZuSeP5HzeyYtdBmkWEMv66rlzaJfrETwQXFsC6L2HheNi7GsIbwXnjoMdoqFXPO8EbUwEsEZiApaos2pbGhNmbWbwtnei6Ifz7yk5c1SPmxE1B8zKdLqAXT4SDOyGytasJ6HUQVNN7B2BMBbFEYAKOqvLz5lRenr2ZZTsO0LB2TZ64tD3X94olJPgETTkzdsOvkyDhXcjLgKZ94KLnoPVFUM2NZwiM8VOWCEzAUFXmbNjPhDlbWLnrII3rhvDksA5cG9/0xAkgeQUsesWpANYiaD/M6QQupofXYjfGkywRmCqvqEj5cd1eXp6zhbXJh4ipX4tnrujEVT2aUDOojARQVASbf3QSQOJ8pwK415+h959tKEhT5VgiMFVWfmERX69M5n8/bWPjvkzOjAzjP1d35vJuTcquAziSDSunwuJJkLbZ6QPo/H9Bj5sgpK53D8AYL3E7EYhIM6CVqs4SkVpAkKpmei40Y8onMzefj5bs4q2F29mTkUvrRuG8NLwrl3Q+QSugg7tgyWRY/i7kZkB0N7jqTacYqPopdCVtTCXkViIQkT8BY4AGQAsgBpgEnOu50Iw5NfsO5fLWwu18uHgnmXkF9G0ewTNXdmJg66jSnwNQhV2/Oq1/1n/jTGt3qdP+v2kv6wLCBAx37wjuBHoBvwKo6mYRaeixqIw5BZv2ZTL5521MX7GbwiLl4k6NGXN2czrH1Ct9hYIjTsXv4olOF9AhdaHfXdDzT1CvqTdDN8YvuJsI8lT1yNFfVSISBKjHojLmJIqKlPlbUnln4XbmbkyhVnB1RvRuxq1nnUnTBqGlr5S5z+kBdNmbkLXPaf8/9EXoMhxqhHk1fmP8ibuJ4CcReQSoJSLnA3cAX3suLGNKl3E4n2kJSby3eAfbU7OJDK/Jfee3ZmSfZtQPK6U/f1XYtcQp/183HYryoeV50Hui0wOotf83xu1E8BBwK7Aa+DMwA3jDU0EZU9LGvZlMWZTIF7/tJudIIfHN6nPvea0Y0rExNYJKuZjnH4Y105wEsGcl1KwDvf4EPW+DiBbePwBj/Ji7iaAW8Jaqvg4gItVd03I8FZgxBYVFzFy3j3cXJbJ4Wzo1g6oxrGs0o/rG0bFJGU05D+xwin6WT4HDB6Bhe7jkv9DpWqjp5jjCxgQYdxPBbOA8IMv1uRbwI9CvrBVE5C3gEmC/qnYsZf5AYDqw3TXpc1V90s14TBWWdCCHzxKS+HjpLvZk5BJTvxYPD2nLtfFNSy/+KSqCrXOcBLDxO5Bq0Hao8/BXs/7W+seYk3A3EYSo6tEkgKpmiUgZNXLHvAO8Akw5wTLzVfUSN2MwVVhufiEz1+3jk2W7WLAlFYCzWkbyr2EdGdS2Yent/7NSYMX7sOxtOLgDwqJgwH0QPxrqxnj5CIypvNxNBNki0l1VlwOISA/g8IlWUNWfRSTuNOMzVdza5Aw+XZbEF7/tJuNwPk3q1eIv57bi6h4xxNQv5beGKuz4BZa99Xvlb9wAOO8JaHupDQBvTDm4mwjuBT4VkWTX58bAdRWw/74ishJIBu5X1bWlLSQiY3AeaCM2NrYCdmt8KSMnn+krd/Px0l2sTT5EjaBqXNjhDK6Lb0q/FhFUK+3Xf24GrPzISQApG5y2/z1vc379R7Xx/kEYU4WIqnuPA4hIMNAGEGCDqua7sU4c8E0ZdQR1gCJXMdPFwEuq2upk24yPj9dly5a5FbPxH3kFhczflMr0lcn8sHYvRwqK6BBdh2vjmzKsazT1Qsto+rk7wWn7v2aaM/Zvkx4Qfwt0uBJqnKx00hhzlIgkqGp8afNOeEcgIoNVdY6IXFliVisRQVU/L29Qqnqo2PsZIjJRRCJVNbW82zT+paCwiF+2pvHNqmS+X7OXQ7kF1AsN5vqeTbkmvmnZLX9y0mHVx07Ln/3rIDgMOl3tJIDobt49CGMCwMmKhs4B5gCXljJPgXInAhE5A9inqioivYBqQFp5t2f8Q1GRsjQxna9XJfPd6r2kZR8hvGYQF3RoxKVdojmrZWTpPX8WFTndPS+fAuu/hsI8iO4Ol74EHa+CmrW9fzDGBIgTJgJVfUJEqgHfqeonp7JhEZkKDAQiRSQJeAIIdm13EnA1cLuIFOBUPA9Xd8upjF9RVVYmZfD1ymS+XbWHvYdyCQmuxnntGnFJ52gGtokqe+CXzL2w4gNY/h4c2O6U/fe4CbqPgjM6efdAjAlQbtURiMjPqnq2F+I5Kasj8A8FhUUs33mQ2Rv2MWP1HnalH6ZG9Wqc0yaKS7tEc27bhoTVLON3RmG+M+jLbx/Apu9BC6HZWU4CaHcpBNfy7sEYEwDKXUdQzEwRuR/4GMg+OlFV0ysgPlNJHMw5wk+bUpi9fj8/bUoh43A+QdWEvi0iuGdwKy7ocAZ1a52g7/69q2HFh7DqE8hJddr997sLuo2CyJbeOxBjzHHcTQS34NQJ3FFievOKDcf4E1Vl074sZm/Yx9wN+0nYcYAihYiwGpzfvhGD2zbkrFaR1Ak5wcU/OxVWf+oU/+xdDdWCoc0Q6DoCWp5rg74Y4wfcTQTtcZLAWTgJYT7OwDSmisnNL2TR1jTmbNjPnA372X3QeW6wY5M63DWoJYPbNaJzk7qlt/U/6mjRz4oPnaKfogJo3BWG/Mdp/RPawDsHY4xxi7uJ4F3gEDDB9fl617RrPRGU8Z7CImX9nkMs2Z7OL1tTWbAlldz8ImoFV+esVpHcPbglg9o2pFGdkBNvSBWSf3N+/Rcv+uk9FrreAI06eOeAjDGnzN1E0EZVuxT7PNf1RLCpZHLzC1mx6yDLEtNZkniA5TsOkJVXAEDTBrW4Lr4pg9s1oveZDcpu6VNc+jZY9amTANI2W9GPMZWQu4ngNxHpo6qLAUSkN7DQc2GZipJxOJ+EHeks2X6ApYnprE7K4EhhEQBtGtXm8m7R9IxrQM+4BkTXc7O1TlaKM9Tj6k8gaakzrdlZTsVv+2FQq76HjsYY4wnuJoLewCgR2en6HAusF5HVgKpqZ49EZ07Z3oxcliSmO7/4t6ezcV8mqhBUTegUU5fR/ePoGdeA+Lj6pXfrUJa8LNg4wyn22TrHafLZqCOc90+n3N96+zSm0nI3EVzk0SjMKSsqUnYfPMzWlCy2pmSzNjmDpYnp7Ep3KndDa1SnR7P6XNypMfFx9enWtD61arhR1FNcfq5z0V/7OWz41unrp25T6H+PM9BLo/YeODJjjLe5lQhUdYenAzGly80vJDEtm637s9myP4utKVls2Z/FttQscvOLji0XEVaD+Lj63NQ3jl5nNqB94zoEldaVw8kcvfiv+xI2zIAjmU5RT+froPO10LSPjfNrTBXj7h2B8bCDOUeOXeS3pvx+0d+VnkOR6+FvEWhSrxYtosLp2yKCFlHhtGwYTouoMCLCa5Z/56Vd/EPqQYdh0P4KaH6OVfoaU4VZIvCioiIlOePwHy7221KySM06cmy5GkHVaB4ZRscmdRnWtcmxi33zyPBTL94py7Finy+c4R2LX/w7XAFn2sXfmEBhiaCCqSrp2UfYkZ7DzrQcEtOy2ZaS7brgZ3M4v/DYsvVCg2kZFc65bRs5F/uGYbSMqk2T+rVKH5rxdOVlORf/9V/bxd8Yc4wlgnIoLFL2HsplR2o2O9Jz2JGWw870bHakOe+Ptss/Kqa+U5zTp7lTnNMiKoyWDcNpEFYD8fTA6of2wKbvnAv/tp+c7p1r1beLvzHmGEsEZcgrKGRX+uHjLvA70pwLf1L64WNt8QGCqwtN64cSGxFKfLP6xEaE0axBKHGRocTUD3XvwayKouoM5rJxhlPen7zcmV6vGfS8FdpcDLF97OJvjDkmoBNBZm7+7xf59Gx2Frvg7zmUS/EeusNqVCc2IozWDWtzfvtGNGsQRrOIUGIbhBJdz0NFOe4qzIedi5wL/8YZcNDVyKtJDxj8mHPxb9jOqW02xpgSAiYRZOUV8PaC7WxJyXIV5eSQnn3kuGUiwmrQLCKU3s0jiG0QSrOIo68wIrxRjHMqslNh2zzY9ANs/sEZ3L16TWg+EM76q9PNQ+0zfB2lMaYSCJhEsGBzCi/M3ETjuiGcGRnGhR0aEdsgjLgIp0gntkEotU/UnbKvFeTBrl+dyt6tc2CPq6unWg2gzVBoezE0HwQ1w30bpzGm0gmYRHC0SP/dW3rRulElGP9WFVI2wra5zoU/cYHzZG+1IGjaGwb/A1oMdrp3rubFOghjTJUTMImgUshOc134XRf/zGRnekRL6DbSufDHnWUDuRtjKpQlAl86fACSEmDHwmLFPeoM4N58oHPhbz4I6jfzdaTGmCrMEoG3FBU5/fXvWuKU9ScthZQNzjypDk17waBHnIt/dDcr7jHGeI0lAk/Jy4TdCbBr6e8X/tyDzryQes6Fv+PVzt8m3a24xxjjM5YIKoIqHNju+rXveu1fC+qqoY5qC+0vg5heTkVvREvrwdMY4zcsEZRHboZTnn/0F3/SEshOcebVqA0xPeDsvzsX/pgeNmKXMcaveSwRiMhbwCXAflXtWMp8AV4CLgZygJtVdbmn4im3vEzYs8oZmP3oK33r7/MbtICW5zlFPDG9nCd4rXzfGFOJePKO4B3gFWBKGfOHAK1cr97Aa66/vnMkG/auPv6in7oZcPU1UaeJU5Hb9Xrnb+NuEBbh05CNMeZ0eSwRqOrPIhJ3gkWGAVNUVYHFIlJPRBqr6h5PxXScIzmwbw0kryh20d/4e7l+7cbOxb7j1c7f6K4Q3tAroRljjDf5so6gCbCr2Ock17Q/JAIRGQOMAYiNjS3XzqoV5nF99dk0mjsdDqyF/eudAdgBwho6F/v2w5wLfuOuUKdxufZjjDGVjS8TQWk9uGkp01DVycBkgPj4+FKXOZmofQt4NvhNChIbQEx3p1O26G6ui3609cxpjAlYvkwESUDTYp9jgGRP7UyK8p2dDvuUuHbxntqNMcZUOr5szP4VMEocfYAMr9UPGGOMOcaTzUenAgOBSBFJAp4AggFUdRIwA6fp6Bac5qOjPRWLMcaYsnmy1dD1J5mvwJ2e2r8xxhj3WD8HxhgT4CwRGGNMgLNEYIwxAc4SgTHGBDhLBMYYE+AsERhjTICzRGCMMQHOEoExxgQ4SwTGGBPgLBEYY0yAs0RgjDEBzhKBMcYEOEsExhgT4CwRGGNMgLNEYIwxAc4SgTHGBDhLBMYYE+AsERhjTICzRGCMMQHOEoExxgQ4SwTGGBPgLBEYY0yAs0RgjDEBzhKBMcYEOI8mAhG5SEQ2isgWEXmolPkDRSRDRFa4Xo97Mh5jjDF/FOSpDYtIdeBV4HwgCVgqIl+p6roSi85X1Us8FYcxxpgT8+QdQS9gi6puU9UjwEfAMA/uzxhjTDl4MhE0AXYV+5zkmlZSXxFZKSLfiUiH0jYkImNEZJmILEtJSfFErMYYE7A8mQiklGla4vNyoJmqdgFeBr4sbUOqOllV41U1PioqqmKjNMaYAOfJRJAENC32OQZILr6Aqh5S1SzX+xlAsIhEejAmY4wxJXgyESwFWonImSJSAxgOfFV8ARE5Q0TE9b6XK540D8ZkjDGmBI+1GlLVAhG5C/gBqA68paprRWSsa/4k4GrgdhEpAA4Dw1W1ZPGRMcYYD/JYIoBjxT0zSkybVOz9K8ArnozBGGPMidmTxcYYE+AsERhjTICzRGCMMQHOEoExxgQ4SwTGGBPgLBEYY0yAs0RgjDEBzhKBMcYEOEsExhgT4CwRGGNMgLNEYIwxAc4SgTHGBDhLBMYYE+AsERhjTICzRGCMMQHOEoExxgQ4SwTGGBPgLBEYY0yAs0RgjDEBzhKBMcYEOEsExhgT4CwRGGNMgLNEYIwxAc4SgTHGBDiPJgIRuUhENorIFhF5qJT5IiITXPNXiUh3T8ZjjDHmjzyWCESkOvAqMARoD1wvIu1LLDYEaOV6jQFe81Q8xhhjSufJO4JewBZV3aaqR4CPgGEllhkGTFHHYqCeiDT2YEzGGGNK8GQiaALsKvY5yTXtVJdBRMaIyDIRWZaSklKuYMKimrI8/GxCwuuVa31jjKmqgjy4bSllmpZjGVR1MjAZID4+/g/z3dG253nQ87zyrGqMMVWaJ+8IkoCmxT7HAMnlWMYYY4wHeTIRLAVaiciZIlIDGA58VWKZr4BRrtZDfYAMVd3jwZiMMcaU4LGiIVUtEJG7gB+A6sBbqrpWRMa65k8CZgAXA1uAHGC0p+IxxhhTOk/WEaCqM3Au9sWnTSr2XoE7PRmDMcaYE7Mni40xJsBZIjDGmABnicAYYwKcJQJjjAlw4tTXVh4ikgLsKOfqkUBqBYZTUfwxLn+MCfwzLn+MCfwzLn+MCfwzroqOqZmqRpU2o9IlgtMhIstUNd7XcZTkj3H5Y0zgn3H5Y0zgn3H5Y0zgn3F5MyYrGjLGmABnicAYYwJcoCWCyb4OoAz+GJc/xgT+GZc/xgT+GZc/xgT+GZfXYgqoOgJjjDF/FGh3BMYYY0qwRGCMMQGuSiYCEblIRDaKyBYReaiU+SIiE1zzV4lIdz+Ja4QrnlUi8ouIdPF1TMWW6ykihSJytT/EJCIDRWSFiKwVkZ88HZM7cYlIXRH5WkRWuuLyeG+6IvKWiOwXkTVlzPf6ue5GTF4/z92Jq9hy3jzXTxqTV851Va1SL5wur7cCzYEawEqgfYllLga+wxkhrQ/wq5/E1Q+o73o/xNNxuRNTseXm4PQke7WvYwLqAeuAWNfnhn7y7/cI8JzrfRSQDtTwcFxnA92BNWXM98W5frKYvHqeuxtXsX9nr5zrbn5XXjnXq+IdQS9gi6puU9UjwEfAsBLLDAOmqGMxUE9EGvs6LlX9RVUPuD4uxhmxzacxudwNTAP2ezged2O6AfhcVXcCqKq/xKVAbRERIBwnERR4MihV/dm1n7J4/Vw/WUw+OM/disvFm+e6OzF55VyviomgCbCr2Ock17RTXcYXcRV3K84vOU86aUwi0gS4ApiEd7jzPbUG6ovIPBFJEJFRfhLXK0A7nOFWVwN/UdUiL8R2Ir4410+FN85zt/jgXHeHV851jw5M4yNSyrSSbWTdWaaiub1PERmE8x/kLI9G5F5M44EHVbXQ+aHrce7EFAT0AM4FagGLRGSxqm7ycVwXAiuAwUALYKaIzFfVQx6M62R8ca67xYvnubvG491z3R1eOderYiJIApoW+xyD8wvtVJfxRVyISGfgDWCIqqb5QUzxwEeu/xiRwMUiUqCqX/owpiQgVVWzgWwR+RnoAngyEbgT12jg3+oU5m4Rke1AW2CJB+M6GV+c6yfl5fPcXd4+193hnXPd05Uh3n7hJLdtwJn8XqnXocQyQzm+Am2Jn8QVizN+cz9/+a5KLP8Onq8sdud7agfMdi0bCqwBOvpBXK8B41zvGwG7gUgv/DvGUXZlo9fPdTdi8up57m5cJZbz+Lnu5nfllXO9yt0RqGqBiNwF/IDTAuAtVV0rImNd8yfhtAi4GOdkzMH5JecPcT0ORAATXb9KCtSDvQ+6GZNXuROTqq4Xke+BVUAR8IaqnrBJoDfiAv4FvCMiq3EuvA+qqke7NhaRqcBAIFJEkoAngOBiMXn9XHcjJq+e56cQl9edLCZvnevWxYQxxgS4qthqyBhjzCmwRGCMMQHOEoExxgQ4SwTGGBPgLBEYY0yAs0RgjAeJyL0iElrs8wwRqed63eHL2Iw5ypqPGuNBIpIIxJd8nkBE4oBvVLWjL+Iypji7IzABTUQedY0xMEtEporI/a4OvuJd8yNdF3NEJE5E5ovIctern2v6QNc6n4nIBhH5wDUOwD1ANDBXROa6lk0UkUjg30ALVz/z/xGR90RkWLG4PhCRy7z8dZgAVeWeLDbGXSLSAxgOdMP5v7AcSDjBKvuB81U1V0RaAVNx+qfBtY0OOP34LAT6q+oEEfkbMKiUJ4wfwukqoKsrlnOAvwLTRaQuTp/9N53+URpzcnZHYALZAOALVc1Rp4fQr06yfDDwuqsLiU+B9sXmLVHVJHW6nV6B03+M21T1J6CliDQErgemqapHxzIw5ii7IzCBrrRKsgJ+/5EUUmz6X4F9OL0/VgNyi83LK/a+kPL933oPGIFzl3JLOdY3plzsjsAEsp+BK0SklojUBi51TU/E6QMeoPi4tXWBPa5f/TfidD53MplAbTenvwPcC6Cqa93YtjEVwhKBCViquhz4GKcoZxow3zXreeB2EfkFp1/6oyYCN4nIYpyRo7Ld2M1k4LujlcXF9p0GLBSRNSLyH9e0fcB64O1yH5Qx5WDNR41xEZFxQJaqPu+j/YfiDHHZXVUzfBGDCUx2R2CMHxCR84ANwMuWBIy32R2BMcYEOLsjMMaYAGeJwBhjApwlAmOMCXCWCIwxJsBZIjDGmAD3/ys2cjGdWWn5AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"price_textile = np.linspace(0, 3)\n",
"qp_draw(price_textile, d.supply_textile_workshop, label=\"workshop\")\n",
"qp_draw(price_textile, d.supply_textile_factory, label=\"factory\")\n",
"qp_label(\"Textile Supply\")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "881fa156",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x293479dd940>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"price_cotton = np.linspace(0.1, 2)\n",
"qp_draw(price_cotton, d.demand_cotton_workshop, label=\"workshop\")\n",
"qp_draw(price_cotton, d.demand_cotton_factory, label=\"factory\")\n",
"qp_label(\"Cotton Demand\")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "a4b5336b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'cotton': 1, 'textile': 2}"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.price"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "be56c4f6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x29348aaa880>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"qp_draw(np.linspace(0, 3), d.supply_cotton, label=\"supply\")\n",
"qp_draw(np.linspace(0.4, 3), d.demand_cotton, label=\"demand\")\n",
"\n",
"qp_label(\"Cotton\")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "8d3e27c4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'cotton': 1, 'textile': 2}"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.price"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "1ee19e00",
"metadata": {},
"outputs": [],
"source": [
"d.step()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "fca8ab13",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'cotton': 1.51039963132942, 'textile': 1.3071554087590218}"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.price"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "bdb5192c",
"metadata": {},
"outputs": [],
"source": [
"d = Dynamic()\n",
"\n",
"price_list = [d.price]\n",
"for i in range(30):\n",
" d.step()\n",
" price_list.append(d.price)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "5fd0f184",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "2727fb48",
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame(price_list)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "18284d15",
"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>cotton</th>\n",
" <th>textile</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.510400</td>\n",
" <td>1.307155</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.955992</td>\n",
" <td>1.751183</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1.310619</td>\n",
" <td>1.271707</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.927780</td>\n",
" <td>1.571268</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" cotton textile\n",
"0 1.000000 2.000000\n",
"1 1.510400 1.307155\n",
"2 0.955992 1.751183\n",
"3 1.310619 1.271707\n",
"4 0.927780 1.571268"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "c5b65d22",
"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>cotton</th>\n",
" <th>textile</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>0.880724</td>\n",
" <td>1.214307</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>0.882126</td>\n",
" <td>1.212430</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>0.880633</td>\n",
" <td>1.213517</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>0.881497</td>\n",
" <td>1.212359</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>0.880577</td>\n",
" <td>1.213030</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" cotton textile\n",
"26 0.880724 1.214307\n",
"27 0.882126 1.212430\n",
"28 0.880633 1.213517\n",
"29 0.881497 1.212359\n",
"30 0.880577 1.213030"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.tail()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "00c68c5c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Price')"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.plot()\n",
"plt.title(\"Price\")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "889edae0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Price')"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"d = Dynamic()\n",
"d.price_textile = 3\n",
"\n",
"price_list = [d.price] + list(d.iter_price(30))\n",
"df = pd.DataFrame(price_list)\n",
"\n",
"df.plot()\n",
"plt.title(\"Price\")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "7f6a704c",
"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>cotton</th>\n",
" <th>textile</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>0.880724</td>\n",
" <td>1.219082</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>0.885922</td>\n",
" <td>1.212430</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>0.880633</td>\n",
" <td>1.216466</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>0.883842</td>\n",
" <td>1.212359</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>0.880577</td>\n",
" <td>1.214850</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" cotton textile\n",
"26 0.880724 1.219082\n",
"27 0.885922 1.212430\n",
"28 0.880633 1.216466\n",
"29 0.883842 1.212359\n",
"30 0.880577 1.214850"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.tail()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "b68ad471",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Price')"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"d = Dynamic()\n",
"d.price_textile = 1\n",
"\n",
"price_list = [d.price] + list(d.iter_price(30))\n",
"df = pd.DataFrame(price_list)\n",
"\n",
"df.plot()\n",
"plt.title(\"Price\")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "d8c7541e",
"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>price_cotton</th>\n",
" <th>price_textile</th>\n",
" <th>supply_cotton</th>\n",
" <th>supply_textile_workshop</th>\n",
" <th>supply_textile_factory</th>\n",
" <th>demand_cotton_workshop</th>\n",
" <th>demand_cotton_factory</th>\n",
" <th>demand_textile</th>\n",
" <th>supply_textile</th>\n",
" <th>demand_cotton</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>0.894427</td>\n",
" <td>0.894427</td>\n",
" <td>1.000000</td>\n",
" <td>0.894427</td>\n",
" <td>1.000000</td>\n",
" <td>0.500000</td>\n",
" <td>1.894427</td>\n",
" <td>1.894427</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.510400</td>\n",
" <td>1.307155</td>\n",
" <td>1.144727</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.765020</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.955992</td>\n",
" <td>1.751183</td>\n",
" <td>0.869478</td>\n",
" <td>0.771486</td>\n",
" <td>0.851785</td>\n",
" <td>0.771486</td>\n",
" <td>0.851785</td>\n",
" <td>0.571043</td>\n",
" <td>1.623271</td>\n",
" <td>1.623271</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1.310619</td>\n",
" <td>1.271707</td>\n",
" <td>1.053859</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.786345</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.927780</td>\n",
" <td>1.571268</td>\n",
" <td>0.853100</td>\n",
" <td>0.665949</td>\n",
" <td>0.734477</td>\n",
" <td>0.665949</td>\n",
" <td>0.734477</td>\n",
" <td>0.636429</td>\n",
" <td>1.400426</td>\n",
" <td>1.400426</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>1.166636</td>\n",
" <td>1.249283</td>\n",
" <td>0.983177</td>\n",
" <td>0.000000</td>\n",
" <td>0.174606</td>\n",
" <td>0.000000</td>\n",
" <td>0.174606</td>\n",
" <td>0.800459</td>\n",
" <td>0.174606</td>\n",
" <td>0.174606</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>0.909941</td>\n",
" <td>1.446087</td>\n",
" <td>0.842580</td>\n",
" <td>0.579781</td>\n",
" <td>0.646395</td>\n",
" <td>0.579781</td>\n",
" <td>0.646395</td>\n",
" <td>0.691521</td>\n",
" <td>1.226176</td>\n",
" <td>1.226176</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>1.066693</td>\n",
" <td>1.235230</td>\n",
" <td>0.930964</td>\n",
" <td>0.000000</td>\n",
" <td>0.287532</td>\n",
" <td>0.000000</td>\n",
" <td>0.287532</td>\n",
" <td>0.809566</td>\n",
" <td>0.287532</td>\n",
" <td>0.287532</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>0.898764</td>\n",
" <td>1.361909</td>\n",
" <td>0.835921</td>\n",
" <td>0.512976</td>\n",
" <td>0.583448</td>\n",
" <td>0.512976</td>\n",
" <td>0.583448</td>\n",
" <td>0.734264</td>\n",
" <td>1.096424</td>\n",
" <td>1.096424</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>0.999593</td>\n",
" <td>1.226475</td>\n",
" <td>0.894200</td>\n",
" <td>0.163957</td>\n",
" <td>0.354046</td>\n",
" <td>0.163957</td>\n",
" <td>0.354046</td>\n",
" <td>0.815345</td>\n",
" <td>0.518003</td>\n",
" <td>0.518003</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>0.891802</td>\n",
" <td>1.306825</td>\n",
" <td>0.831746</td>\n",
" <td>0.463707</td>\n",
" <td>0.540320</td>\n",
" <td>0.463707</td>\n",
" <td>0.540320</td>\n",
" <td>0.765213</td>\n",
" <td>1.004027</td>\n",
" <td>1.004027</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>0.955729</td>\n",
" <td>1.221042</td>\n",
" <td>0.869327</td>\n",
" <td>0.255564</td>\n",
" <td>0.395031</td>\n",
" <td>0.255564</td>\n",
" <td>0.395031</td>\n",
" <td>0.818973</td>\n",
" <td>0.650595</td>\n",
" <td>0.650595</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>0.887481</td>\n",
" <td>1.271497</td>\n",
" <td>0.829145</td>\n",
" <td>0.428971</td>\n",
" <td>0.511734</td>\n",
" <td>0.428971</td>\n",
" <td>0.511734</td>\n",
" <td>0.786475</td>\n",
" <td>0.940705</td>\n",
" <td>0.940705</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>0.927613</td>\n",
" <td>1.217678</td>\n",
" <td>0.853003</td>\n",
" <td>0.300108</td>\n",
" <td>0.420481</td>\n",
" <td>0.300108</td>\n",
" <td>0.420481</td>\n",
" <td>0.821235</td>\n",
" <td>0.720589</td>\n",
" <td>0.720589</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>0.884806</td>\n",
" <td>1.249151</td>\n",
" <td>0.827530</td>\n",
" <td>0.405395</td>\n",
" <td>0.493241</td>\n",
" <td>0.405395</td>\n",
" <td>0.493241</td>\n",
" <td>0.800544</td>\n",
" <td>0.898636</td>\n",
" <td>0.898636</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>0.909836</td>\n",
" <td>1.215599</td>\n",
" <td>0.842518</td>\n",
" <td>0.325211</td>\n",
" <td>0.436283</td>\n",
" <td>0.325211</td>\n",
" <td>0.436283</td>\n",
" <td>0.822640</td>\n",
" <td>0.761495</td>\n",
" <td>0.761495</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>0.883153</td>\n",
" <td>1.235148</td>\n",
" <td>0.826531</td>\n",
" <td>0.389865</td>\n",
" <td>0.481477</td>\n",
" <td>0.389865</td>\n",
" <td>0.481477</td>\n",
" <td>0.809620</td>\n",
" <td>0.871342</td>\n",
" <td>0.871342</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>0.898698</td>\n",
" <td>1.214314</td>\n",
" <td>0.835882</td>\n",
" <td>0.340024</td>\n",
" <td>0.446079</td>\n",
" <td>0.340024</td>\n",
" <td>0.446079</td>\n",
" <td>0.823510</td>\n",
" <td>0.786102</td>\n",
" <td>0.786102</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>0.882131</td>\n",
" <td>1.226424</td>\n",
" <td>0.825913</td>\n",
" <td>0.379859</td>\n",
" <td>0.474077</td>\n",
" <td>0.379859</td>\n",
" <td>0.474077</td>\n",
" <td>0.815379</td>\n",
" <td>0.853936</td>\n",
" <td>0.853936</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>0.891761</td>\n",
" <td>1.213522</td>\n",
" <td>0.831722</td>\n",
" <td>0.348943</td>\n",
" <td>0.452140</td>\n",
" <td>0.348943</td>\n",
" <td>0.452140</td>\n",
" <td>0.824048</td>\n",
" <td>0.801083</td>\n",
" <td>0.801083</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>0.881501</td>\n",
" <td>1.221010</td>\n",
" <td>0.825531</td>\n",
" <td>0.373509</td>\n",
" <td>0.469457</td>\n",
" <td>0.373509</td>\n",
" <td>0.469457</td>\n",
" <td>0.818994</td>\n",
" <td>0.842966</td>\n",
" <td>0.842966</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>0.887456</td>\n",
" <td>1.213032</td>\n",
" <td>0.829129</td>\n",
" <td>0.354368</td>\n",
" <td>0.455887</td>\n",
" <td>0.354368</td>\n",
" <td>0.455887</td>\n",
" <td>0.824380</td>\n",
" <td>0.810255</td>\n",
" <td>0.810255</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>0.881112</td>\n",
" <td>1.217659</td>\n",
" <td>0.825295</td>\n",
" <td>0.369522</td>\n",
" <td>0.466586</td>\n",
" <td>0.369522</td>\n",
" <td>0.466586</td>\n",
" <td>0.821248</td>\n",
" <td>0.836108</td>\n",
" <td>0.836108</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>0.884791</td>\n",
" <td>1.212731</td>\n",
" <td>0.827521</td>\n",
" <td>0.357687</td>\n",
" <td>0.458201</td>\n",
" <td>0.357687</td>\n",
" <td>0.458201</td>\n",
" <td>0.824585</td>\n",
" <td>0.815888</td>\n",
" <td>0.815888</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>0.880872</td>\n",
" <td>1.215587</td>\n",
" <td>0.825150</td>\n",
" <td>0.367035</td>\n",
" <td>0.464806</td>\n",
" <td>0.367035</td>\n",
" <td>0.464806</td>\n",
" <td>0.822648</td>\n",
" <td>0.831841</td>\n",
" <td>0.831841</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>0.883143</td>\n",
" <td>1.212545</td>\n",
" <td>0.826525</td>\n",
" <td>0.359724</td>\n",
" <td>0.459629</td>\n",
" <td>0.359724</td>\n",
" <td>0.459629</td>\n",
" <td>0.824712</td>\n",
" <td>0.819354</td>\n",
" <td>0.819354</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>0.880724</td>\n",
" <td>1.214307</td>\n",
" <td>0.825060</td>\n",
" <td>0.365490</td>\n",
" <td>0.463706</td>\n",
" <td>0.365490</td>\n",
" <td>0.463706</td>\n",
" <td>0.823515</td>\n",
" <td>0.829195</td>\n",
" <td>0.829195</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>0.882126</td>\n",
" <td>1.212430</td>\n",
" <td>0.825909</td>\n",
" <td>0.360977</td>\n",
" <td>0.460511</td>\n",
" <td>0.360977</td>\n",
" <td>0.460511</td>\n",
" <td>0.824790</td>\n",
" <td>0.821488</td>\n",
" <td>0.821488</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>0.880633</td>\n",
" <td>1.213517</td>\n",
" <td>0.825005</td>\n",
" <td>0.364533</td>\n",
" <td>0.463026</td>\n",
" <td>0.364533</td>\n",
" <td>0.463026</td>\n",
" <td>0.824051</td>\n",
" <td>0.827558</td>\n",
" <td>0.827558</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>0.881497</td>\n",
" <td>1.212359</td>\n",
" <td>0.825529</td>\n",
" <td>0.361748</td>\n",
" <td>0.461055</td>\n",
" <td>0.361748</td>\n",
" <td>0.461055</td>\n",
" <td>0.824838</td>\n",
" <td>0.822802</td>\n",
" <td>0.822802</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>0.880577</td>\n",
" <td>1.213030</td>\n",
" <td>0.824971</td>\n",
" <td>0.363941</td>\n",
" <td>0.462606</td>\n",
" <td>0.363941</td>\n",
" <td>0.462606</td>\n",
" <td>0.824382</td>\n",
" <td>0.826547</td>\n",
" <td>0.826547</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" price_cotton price_textile supply_cotton supply_textile_workshop \\\n",
"0 1.000000 2.000000 0.894427 0.894427 \n",
"1 1.510400 1.307155 1.144727 0.000000 \n",
"2 0.955992 1.751183 0.869478 0.771486 \n",
"3 1.310619 1.271707 1.053859 0.000000 \n",
"4 0.927780 1.571268 0.853100 0.665949 \n",
"5 1.166636 1.249283 0.983177 0.000000 \n",
"6 0.909941 1.446087 0.842580 0.579781 \n",
"7 1.066693 1.235230 0.930964 0.000000 \n",
"8 0.898764 1.361909 0.835921 0.512976 \n",
"9 0.999593 1.226475 0.894200 0.163957 \n",
"10 0.891802 1.306825 0.831746 0.463707 \n",
"11 0.955729 1.221042 0.869327 0.255564 \n",
"12 0.887481 1.271497 0.829145 0.428971 \n",
"13 0.927613 1.217678 0.853003 0.300108 \n",
"14 0.884806 1.249151 0.827530 0.405395 \n",
"15 0.909836 1.215599 0.842518 0.325211 \n",
"16 0.883153 1.235148 0.826531 0.389865 \n",
"17 0.898698 1.214314 0.835882 0.340024 \n",
"18 0.882131 1.226424 0.825913 0.379859 \n",
"19 0.891761 1.213522 0.831722 0.348943 \n",
"20 0.881501 1.221010 0.825531 0.373509 \n",
"21 0.887456 1.213032 0.829129 0.354368 \n",
"22 0.881112 1.217659 0.825295 0.369522 \n",
"23 0.884791 1.212731 0.827521 0.357687 \n",
"24 0.880872 1.215587 0.825150 0.367035 \n",
"25 0.883143 1.212545 0.826525 0.359724 \n",
"26 0.880724 1.214307 0.825060 0.365490 \n",
"27 0.882126 1.212430 0.825909 0.360977 \n",
"28 0.880633 1.213517 0.825005 0.364533 \n",
"29 0.881497 1.212359 0.825529 0.361748 \n",
"30 0.880577 1.213030 0.824971 0.363941 \n",
"\n",
" supply_textile_factory demand_cotton_workshop demand_cotton_factory \\\n",
"0 1.000000 0.894427 1.000000 \n",
"1 0.000000 0.000000 0.000000 \n",
"2 0.851785 0.771486 0.851785 \n",
"3 0.000000 0.000000 0.000000 \n",
"4 0.734477 0.665949 0.734477 \n",
"5 0.174606 0.000000 0.174606 \n",
"6 0.646395 0.579781 0.646395 \n",
"7 0.287532 0.000000 0.287532 \n",
"8 0.583448 0.512976 0.583448 \n",
"9 0.354046 0.163957 0.354046 \n",
"10 0.540320 0.463707 0.540320 \n",
"11 0.395031 0.255564 0.395031 \n",
"12 0.511734 0.428971 0.511734 \n",
"13 0.420481 0.300108 0.420481 \n",
"14 0.493241 0.405395 0.493241 \n",
"15 0.436283 0.325211 0.436283 \n",
"16 0.481477 0.389865 0.481477 \n",
"17 0.446079 0.340024 0.446079 \n",
"18 0.474077 0.379859 0.474077 \n",
"19 0.452140 0.348943 0.452140 \n",
"20 0.469457 0.373509 0.469457 \n",
"21 0.455887 0.354368 0.455887 \n",
"22 0.466586 0.369522 0.466586 \n",
"23 0.458201 0.357687 0.458201 \n",
"24 0.464806 0.367035 0.464806 \n",
"25 0.459629 0.359724 0.459629 \n",
"26 0.463706 0.365490 0.463706 \n",
"27 0.460511 0.360977 0.460511 \n",
"28 0.463026 0.364533 0.463026 \n",
"29 0.461055 0.361748 0.461055 \n",
"30 0.462606 0.363941 0.462606 \n",
"\n",
" demand_textile supply_textile demand_cotton \n",
"0 0.500000 1.894427 1.894427 \n",
"1 0.765020 0.000000 0.000000 \n",
"2 0.571043 1.623271 1.623271 \n",
"3 0.786345 0.000000 0.000000 \n",
"4 0.636429 1.400426 1.400426 \n",
"5 0.800459 0.174606 0.174606 \n",
"6 0.691521 1.226176 1.226176 \n",
"7 0.809566 0.287532 0.287532 \n",
"8 0.734264 1.096424 1.096424 \n",
"9 0.815345 0.518003 0.518003 \n",
"10 0.765213 1.004027 1.004027 \n",
"11 0.818973 0.650595 0.650595 \n",
"12 0.786475 0.940705 0.940705 \n",
"13 0.821235 0.720589 0.720589 \n",
"14 0.800544 0.898636 0.898636 \n",
"15 0.822640 0.761495 0.761495 \n",
"16 0.809620 0.871342 0.871342 \n",
"17 0.823510 0.786102 0.786102 \n",
"18 0.815379 0.853936 0.853936 \n",
"19 0.824048 0.801083 0.801083 \n",
"20 0.818994 0.842966 0.842966 \n",
"21 0.824380 0.810255 0.810255 \n",
"22 0.821248 0.836108 0.836108 \n",
"23 0.824585 0.815888 0.815888 \n",
"24 0.822648 0.831841 0.831841 \n",
"25 0.824712 0.819354 0.819354 \n",
"26 0.823515 0.829195 0.829195 \n",
"27 0.824790 0.821488 0.821488 \n",
"28 0.824051 0.827558 0.827558 \n",
"29 0.824838 0.822802 0.822802 \n",
"30 0.824382 0.826547 0.826547 "
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d = Dynamic()\n",
"\n",
"sl = [d.summary()] + list(d.iter_summary(30))\n",
"df = pd.DataFrame(sl)\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "c97c8296",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df[[\"price_cotton\", \"price_textile\"]].plot()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "fb7b52e8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df[[\"supply_cotton\", \"supply_textile\"]].plot()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "17e4fad8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df[[\"supply_textile_factory\", \"supply_textile_workshop\"]].plot()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "78eeacd5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD4CAYAAAD8Zh1EAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABBWElEQVR4nO3dd3zcxZn48c/saqVVl6yyki3Zcu9ywXQImFBMMBA4EkIIEAgBB5I4yd0FfskduSR3CcndpZEQQnEMCTjJ0UKvAUx17xhXybas3uuq7M7vj9lV83atLO/6eb9eem377ux3tfazo2eemVFaa4QQQsQ+y1ifgBBCiOiQgC6EEHFCAroQQsQJCehCCBEnJKALIUScSBirF87NzdUlJSVj9fJCCBGTNm3aVK+1zvP12JgF9JKSEjZu3DhWLy+EEDFJKXXI32OSchFCiDghAV0IIeKEBHQhhIgTY5ZDF0Kc2Hp7e6moqMDpdI71qZyU7HY7RUVF2Gy2kJ8jAV0I4VNFRQXp6emUlJSglBrr0zmpaK1paGigoqKCyZMnh/y8oCkXpVSxUuotpdRupdQupdRKH8copdRvlFL7lVLblVKLwzx/IcQJxul0kpOTI8F8DCilyMnJCfuvo1B66H3AP2utNyul0oFNSqnXtdYfDzrmUmC65+d04PeeSyFEDJNgPnYi+d0H7aFrrau01ps919uA3cCEYYddCTymjY+ALKVUYdhnE4qaj+HNH0Fn46g0L4QQsSqsKhelVAmwCFg37KEJwJFBtys4NuijlLpNKbVRKbWxrq4uzFP1aDwA7/4vNB+O7PlCCBGnQg7oSqk04CngW1rr1uEP+3jKMTtnaK0f1Fov0VovycvzOXM1uJRcc9lZH9nzhRBx5Z577uGNN94Yk9devXo1lZWV/bd/9atf0dnZOSbnAiEGdKWUDRPMH9daP+3jkAqgeNDtIqDSx3Ejl+r5IuhoGJXmhRCxw+Vy8aMf/YgLL7xwTF7/RAvoQQdFlcnMPwLs1lr/ws9hzwFfV0r9BTMY2qK1roreaQ6SmmMupYcuxHHzw+d38XHl8D/MR2bO+Ax+cPlcv4+Xl5ezbNkyTj/9dLZs2cKMGTN47LHHmDNnDrfccguvvfYaX//613nllVdYvnw511xzDRs2bGDlypV0dHSQlJTEm2++SUpKCnfffTdvv/023d3d3Hnnndx+++1+X/fnP/85f/rTn7BYLFx66aXce++9bN26lRUrVtDZ2cnUqVNZtWoVb775Jhs3buT6668nOTmZm2++mcrKSpYuXUpubi5vvfUWa9as4Sc/+Qlaay677DJ+9rOfAZCWlsbKlSt54YUXSE5O5u9//zsOh2PEv9NQeuhnAzcAFyiltnp+PqOUWqGUWuE55iXgILAfeAi4Y8Rn5o89CywJ0CEBXYh4t2fPHm677Ta2b99ORkYG999/P2Am3bz33nt84Qtf6D+2p6eHa6+9ll//+tds27aNN954g+TkZB555BEyMzPZsGEDGzZs4KGHHqKsrMzn67388ss8++yzrFu3jm3btvHd734XgBtvvJGf/exnbN++nfnz5/PDH/6Qa665hiVLlvD444+zdetWVq5cyfjx43nrrbd46623qKys5K677uIf//gHW7duZcOGDTz77LMAdHR0cMYZZ7Bt2zY+9alP8dBDD0Xl9xW0h661fg/fOfLBx2jgzqicUTBKQUoOdEQ4qCqECFugnvRoKi4u5uyzzwbgS1/6Er/5zW8AuPbaa485ds+ePRQWFnLqqacCkJGRAcBrr73G9u3befLJJwFoaWlh3759PifsvPHGG9x8882kpKQAMG7cOFpaWmhubua8884D4KabbuJzn/tc0HPfsGED559/Pt7xwuuvv561a9fy2c9+lsTERJYvXw7AKaecwuuvvx76LyWA2JwpmpILnZJDFyLeDa/F9t5OTU095littc/aba019913H5dccknQ1/PXRiRMP9c3m83W/zpWq5W+vr6ovGZsLs6VmispFyFOAocPH+bDDz8EYM2aNZxzzjl+j501axaVlZVs2LABgLa2Nvr6+rjkkkv4/e9/T29vLwB79+6lo6PDZxsXX3wxq1at6h/YbGxsJDMzk+zsbN59910A/vSnP/X31tPT02lra+t//uDbp59+Ou+88w719fW4XC7WrFnT/7zRErsBXQZFhYh7s2fP5tFHH6W0tJTGxka+9rWv+T02MTGRv/71r3zjG99gwYIFXHTRRTidTm699VbmzJnD4sWLmTdvHrfffrvfHvGyZcu44oorWLJkCQsXLuR//ud/AHj00Uf513/9V0pLS9m6dSv33HMPAF/+8pdZsWIFCxcupKuri9tuu41LL72UpUuXUlhYyE9/+lOWLl3KggULWLx4MVdeeWX0f0mDqEB/FoymJUuW6Ih3LHrpu7BtDfy/I8GPFUJEZPfu3cyePXvMXr+8vJzly5ezc+fOMTuHsebrM1BKbdJaL/F1fOz20Ltboa97rM9ECCFOGLE5KJrqnS3aABnjx/ZchBCjoqSkZNR65zt27OCGG24Ycl9SUhLr1g1f1SS2xGZA907/76iXgC6ECNv8+fPZunXrWJ9G1MVuygVkYFQIIQaJzYA+uIcuhBACiNWAnioBXQghhovNgG7PAmWVlIsQQgwSmwHdYvGs5yIBXYiTXTTXQy8vL+eJJ56I+Plvv/02H3zwQf/tBx54gMceewwwk5C868mMltiscgGZ/i+E6F8PPVq8Af2LX/xiRM9/++23SUtL46yzzgJgxYoVQZ4RXbEb0FNyJOUixPHy8t1QvSO6bRbMh0vv9fvwWKyHfvfdd7N7924WLlzITTfdxDe/+U2fz/3FL37Bzp07WbVqFTt27OC6667jb3/7Gw888ABWq5U///nP3Hfffbz55pukpaXxL//yL0NeZ9OmTXznO9+hvb2d3NxcVq9eTWHhyLdhjs2UC5idi6SHLkRcO97rod97772ce+65bN26lW9/+9t+n/utb32L/fv388wzz3DzzTfzhz/8gTlz5rBixQq+/e1vs3XrVs4991yfr9Hb28s3vvENnnzySTZt2sQtt9zC97///aj8vmK3hy4LdAlx/AToSY+m470e+nCBnrt69WpKS0u5/fbb+88xFHv27GHnzp1cdNFFgEkbRaN3DrEc0FNywdkCfT2QkDjWZyOEGAXHez30cJ67b98+0tLShuwpGmqbc+fO7V8WOJpiOOXi3VtUNroQIl4d7/XQh69v7u+5LS0trFy5krVr19LQ0NDfgx/+fF9mzpxJXV1d//vq7e1l165dofw6gorhgG62dZK0ixDx63ivh15aWkpCQgILFizgl7/8pd/nfvvb3+aOO+5gxowZPPLII9x9993U1tZy+eWX88wzz7Bw4cL+DTF8neeTTz7JXXfdxYIFC1i4cOGQUseRiM310AHK34fVn4EbnoWpS6N2XkIIQ9ZDH3snx3roMHQJXSGEEDE+KArQUTe25yGEGBWyHnr4YjegJ2eDskgtuhCjyF/lSKyLhfXQI0mHx27KxbueiwyKCjEq7HY7DQ0NEQUWMTJaaxoaGrDb7WE9L3Z76GDSLtJDF2JUFBUVUVFRQV2dpDXHgt1up6ioKKznxHZAT82VQVEhRonNZgtpNqU4cQRNuSilVimlapVSPkcnlFKZSqnnlVLblFK7lFI3R/80/UjJkUFRIYTwCCWHvhpYFuDxO4GPtdYLgPOB/1VKHZ+5+LJAlxBC9Asa0LXWa4HGQIcA6coMhad5jvU9DSvaUnPB2Qyu3uPyckIIcSKLRpXLb4HZQCWwA1iptXZHod3gUrzruQT6vhFCiJNDNAL6JcBWYDywEPitUirD14FKqduUUhuVUhujMnKeKpOLhBDCKxoB/WbgaW3sB8qAWb4O1Fo/qLVeorVekpeXN/JXlgW6hBCiXzQC+mHg0wBKKQcwEzgYhXaD65/+LwFdCCGC1qErpdZgqldylVIVwA8AG4DW+gHgx8BqpdQOQAF3aa2PT4SVBbqEEKJf0ICutb4uyOOVwMVRO6NwJGcDSnroQghBLK/lAmCxQso4GRQVQghiPaCDGRiVQVEhhIiDgJ6SCx0jzKFvWg0tR6NyOkIIMVZiP6CnjnAJ3fZaeH4lbH4seuckhBBjIPYDekruyHLoTeXmsuVIVE5HCCHGSuwH9NQ86GoCV4TLxzQdMpfNh6N3TkIIMQbiIKB7atG7IlzPpbncXLZUROV0hBBirMR+QPcu0BVpLbq3h956FNzHZ00xIYQYDbEf0Ptni0YY0Js9Ad3VA+010TknIYQYA7Ef0FNGuOJi0yGwZ5nrMjAqhIhhsR/QvSsuRlKL7uozufNJZ5vbEtCFEDEs9gN6yjhARZZyaa0A7YIST0BvloAuhIhdsR/QLVazSFckg6LeAVHHPLBnSg9dCBHTYj+ggxkYjSSH7h0QzZ4EmROldFEIEdPiJKDnRbYmetMhUFbIKILMIkm5CCFiWnwE9JScyFIuzYcgcwJYEyCrWFIuQoiYFh8BPTU3skHRpkOQNclczyyG7lZwtkT33IQQ4jiJj4CekgudjeB2hfe85kMmfw4m5QKSdhFCxKz4COipeYA2QT1UPZ1mZmh2ibmdNdFcStpFCBGj4iSge9ZzCSft4l1dMavEXGYWm0updBFCxKj4COj90//DCeiDShbB9PKtibKMrhAiZsVHQI9kgS7vpCLvoKjFYvLoknIRQsSo+AjokfbQE5IhLX/gvsxiSbkIIWJWnAT0CNZEbyo3A6FKDdyXWSxVLkKImBUfAd2aYNZzCWtQdFDJoldWMbRXQ193dM9PCCGOg/gI6ODZLDrEgK710ElFXt5Kl9aj0T03IYQ4DuInoKfmhr6eS1eTmRU6vIcuk4uEEDEsaEBXSq1SStUqpXYGOOZ8pdRWpdQupdQ70T3FEIWz4mJ/yWLJ0PuzvLXoEtCFELEnlB76amCZvweVUlnA/cAVWuu5wOeicmbhCiflMrxk0StjAqCk0kUIEZOCBnSt9Vog0Jz6LwJPa60Pe46vjdK5hSc1F7oawe0OfuzwSUVeCUmQ5pCUixAiJkUjhz4DyFZKva2U2qSUutHfgUqp25RSG5VSG+vqItzU2Z+UXNBukx8PxrsxtD3z2MeyiqFFZosKIWJPNAJ6AnAKcBlwCfDvSqkZvg7UWj+otV6itV6Sl5cXhZcexDtbNJQ8uq+SRS+pRRdCxKhoBPQK4BWtdYfWuh5YCyyIQrvhCWf6v6+SRa+sYlO2GErqRgghTiDRCOh/B85VSiUopVKA04HdUWg3PKFO/3e7zQJcgXrorh7oGJuhACGEiFRCsAOUUmuA84FcpVQF8APABqC1fkBrvVsp9QqwHXADD2ut/ZY4jppQe+jtNeDq9t9D904uaj4C6QWRnctHD5jLM1ZE9nwhhIhA0ICutb4uhGP+G/jvqJxRpEJdz6Wp3FxmT/b9+OBa9OJTIzuXD38HFqsEdCHEcRU0oMcMq81UrgQL6P5KFr28s0UjnVzU2eipklHQ3Q5JaZG1I4QQYYqfqf8Q2mbR3klF3tTKcPZMSMqMvNKleofnioa6TyJrQwghIhBfAT2U2aLNhyC9EGx2/8dkjWBd9OrtA9drjv9QghDi5BVfAT2UBboClSx6jWTnoqrt5gsjMQ1qPo6sDSGEiED8BfRgE4sCTSryGsnkourtULgA8udAza7I2hBCiAjEV0BPyTWDkv4mBbl6zaShYD30rGLobgFnS3iv39MJ9XuhoBQcc0zKRevw2hBCiAjFV0BPzQXtAmez78dbjpj1XoL20L2VLmHm0Ws/Nu0XloJjnjmPtqrw2hBCiAjFV0APNlvUW4MeNIc+0VyGm3ap2mouCxeAY665LmkXIcRxEl8BPdU7uchPHr3Jz8YWw0W60UXVdlMLn1kM+bPNfVLpIoQ4TuIsoHtWcOysp7rFycIfvcaOikF58OZDYLFBxvgg7eSDNTH8gF693aRblDKbVmcUSaWLEOK4ia+APijlsru6lebOXnYcHRTQmw6Z/LjFGrgdi8XsXhROysXVa4J3QenAfY65knIRQhw3cRbQPSmXzgaqmp0AVLc6Bx4PpWTRK9zJRfV7zaJfhYNWDnbMgfo90NcTejtCCBGh+AroCYlm2n5HPVUtXQDUDg7ooUwq8sosDi/lUuWZITqkhz4P3H3QsC/0doQQIkLxFdChf3JR5fAeene7Wecl1B56ZjG0VYfeu67eDgnJkDt94D6pdBFCHEfxGdA7B3roNa3d5v5mzz6hofbQs4oBDa0hpl2qtpsAPjg/nzPNDMJKpYsQ4jiIv4CekgsdDVS3mJ55jbeH3r8Oeklo7YQzuUhrs8piYenQ+602yJsllS5CiOMi/gJ6ag66s57Kli6UgsaOHrr7XIPWQS8JrZ3BOxcF01RulgooKD32Mal0EUIcJ3EY0POgo57u3j5mOtIBqG3tNgOittSBSphgwtnowrtkbqGPvbEdc6Ct0qwxI4QQoyj+AnpKLkq7yKCThcVZANS2OQdKFpUKrZ2EJEhzhBbQq7aDspoVFoeTgVEhxHESfwHds1l0jmrtD+jVLd3hlSx6hbqMbtU2kyv3tWmGY565rJU8uhBidMVfQPekVMbRysKJWQDUtHSFN6nIKyvEWnTvlH9f0hyQPG5klS41u+D1e/wvCyyEEMRjQPf00PMs7UzPTycxwUJrYw30tEfQQy+ClqOBA2lbDbTX+B4QBZPiGenA6Ae/hfd/LeWPQoiA4jCgmwW6Jid3YrUoHBlJuBrLzWPh9tAzJ5rp/IF2QeofEPUT0MGkXWp3R9bDdrth/+vm+oF/hP98IcRJI/4CuiflUmzvBMCRbieh1VOyGG4PPZRldKu2mcuC+f6PccyF3k5oKgvv9QGqtni+UJQEdCFEQPEX0BOSaCeFwoQOAByZdlI6PJODwu6hh1C6WL3d1LbbM/0f4/BUv0SSdtn7GqBgwRfg8IdmmzshhPAh7gK61poGnU6epQ0wPfTM7kp0Sg4kpYfXWCiTi6q2+8+fe+XNBlRklS77XoWiU2H+NeDqgcMfhN+GEOKkEDSgK6VWKaVqlVIBR+SUUqcqpVxKqWuid3rha+jooV5nkI1ZB70gM4kCdy1u77Zy4UjOgqQM/z10Z4tJo/iaUDRYYgrkTA1/ULO9Fiq3wIyLYeJZYE2CA2+F14YQ4qQRSg99NbAs0AFKKSvwM+DVKJzTiFQ1O2nUGaS7mgFwZNgpVrV0phRF1mBmkf/1XKo9ATpYQAcz6SjclMs+z2Do9IvNl8LEMySPLoTwK2hA11qvBYLNW/8G8BRQG42TGonKli4adDr23iYAHGk2Jqh6mpOCbDvnT6DJRdU+1kD3xzEPGsugpyP01973KqQXDrQ/9QKTtmmtCr0NIcRJY8Q5dKXUBOAq4IEQjr1NKbVRKbWxri5AKeAIVDV30UgGCc4m0Jrx1mYSlYs6a0FkDWYVQ8thPy+23UwcSncEb8cxF9BQ+0lor+vqNemV6RcNLFcw9QJzefDt0NoQQpxUojEo+ivgLq21K9iBWusHtdZLtNZL8vLyovDSx6pqcdKiMlHuXnC24HDVAFBBhK+XWWxy5c7WYx+rDmFA1Ku/0iXEPPrhj6C71aRb+tuYZ5YHlrSLEMKHhCi0sQT4izK9yFzgM0qpPq31s1FoO2xVLU7yknOgB+ioJ6nN9K7L+nIja3Dwuuj2QYtv9TrNZKEZl4TWTlaJWe0x1EqXfa+azTGmnD9wn8UCU5fCwbfMhCNL3BUpCSFGYMQRQWs9WWtdorUuAZ4E7hirYA5Q1dKFNc0TvDvrofkQbhR7uwPUiQeS5amOGV7pUvsxaFfoPXSLxfTSQx0Y3fsalJx9bKnl1AvMRCNZBkAIMUwoZYtrgA+BmUqpCqXUV5RSK5RSK0b/9MJX2ewkKcOT0+6oh6ZDNFpzOdqmI2sw089s0VCm/A+XP8cEYh3kXJrKoX4PTPfR+5+y1FwelPJFIcRQQVMuWuvrQm1Ma/3lEZ3NCLncmppWJymzHVBOfw+9JWn8wFZ04UpzmNTH8EqXqu2mRj2rJPS2HPNg86Nm8+mMQv/HDS5XHC6j0ExUOvAPOHtl6K8thIh7cZWErW/vps+tycjxVLR01EHTIbpSi6ht68btjqCXbrFA5gTfPfSC+eHlsUPd7GLvqzBuCuRO8/341Avg0AiWAeiohz9dZcYAhBBxI64CepVnY2jHuCxITIfWSmiroi9jIi63pr6jO7KGh9eiu10mKIcyoWiwUCpdejqh/F3f6RavqReYVSAjXQZg3R9MD//dX0T2fCHECSm+AnpzFwCFWXZIzYHKrYDGOq4E8OwtGonM4qGzRRv2m9UTQx0Q9UrOhowJgStdytZCn9PUn/sz6SywJka2DEBPJ2x4CCwJsOsZs567ECIuxFVAr/T00MdnJpt67eodANjzpwBQ3RJhHj2rGNqqoK/H3K6KYEDUK9hmF/teM+WNJef4P6Z/GYAIAvrWx6GrCZb/Cty9sGl1+G0IIU5IcRXQq5q7sNssZKXYzEYX7l4AMgtNLrqmLcKAnlkMaGg9am5XbzMLZeXOCL+t/DlQt8fMBB1OaxPQp5xvNqkOZOoFULvLDLCGyu2CD38HE5bAoi/B1E/DxlW+z0UIEXPiK6C3OBmfmYxSyqRcAKyJjCuYiEVBTaQ99MGTi8D00B1zwGoLvy3HPPNFU7/v2Mdqd5vB1xk+qluG8y4DEE4v/ZMXzeqQZ3/TLCdw+u3QXg27nwu9DSHECSvOAnoXBZl2cyPFM7koayIJCQnkpiVRE2kOffDkIq3Dm/I/XKBKl32exSqnBcif97cz37zHcOrRP7jPbMYxa/nA62SXwPqHQm9DCHHCirOA7qQwM9ncSPUGdLNLkSPDTnWktegZE8xl8xHTS+9qiix/DpA73dS1+6p02fe6CdSZE4K3Y7GY1MyBt0Lbq/TwOqhYD2d+HSzWgTZO/arZCck7LiCEiFlxE9D7XG5qWp2MzxrWQ88eCOgRTy6y2SE13/TQ+/cQDbNk0ctqg7yZx1a6dDWZBblCSbd4Tb0AOmpNLj2YD35jqmwWfnHo/YuuB1sKrH8w9NcVQpyQ4iag17Z149YM6qF7Vlf09NALMpMiD+gAWcUcOriHAzs+AGUZSJ1Ewlely4F/mLVhfM0O9Wfq0oHnBlK/3+TPT70VElOHPpacDaWfhx3/B53Blr0PwNUbfEkDIcSoipuAXtUyqAYdBgYyPZUojnQ7TZ29OHuDrvLrkzujGHfzYdrKN0POdFM6GKn8OaZipqtp4L69r5ngWnRq6O1kjPcsAxAkj/7R78xfBqfd5vvx024zte+bHwv9tQfraoLfnQZP3SpBXYgxFDcBvbLZ9L4LvYOi+bPg1jdhhtk9z+G5v64tsoHRlkQH42lgQtfe8GeIDueYZy5rPGkXtxv2vw7TLhzIb4dq6lI49AH0dvl+vKMetj4BC74Aafl+zmcuTDoHNjxiShvDoTU8/y1oPAg7n4SdT4X3fCFE1MRNQPdOGupPuQAULelfa8WRYQJ6pAOjVSqPJNVLnm7A5Zg/spMdXulSuRk6GwJP9/fHuwzAIT/LAGx42PS+z/x64HZOv83szLT3lfBef+vj8PGzcMG/mfr2l/5FZp8KMUbiJqBXtnSRmmglw+57AckCT0CPNI9+sDe7/3pd2syI2uiXXmDSK95Kl72vmrz8tE+H31b/MgA+8ui9XWawc8YyMxAbyMzLTDVPOIOjDQfgpe9Cyblwznfgs783Swu88G1JvQgxBuImoFc1OynM8kwq8sGRYWZeRjr9f3dHRv/1vaokojb6KWXSLt5Kl32vmtx5yrjw20pMNcsA+NpndNsa0/M/6xvB27EmwJJbTDt1e4If7+o1OXOrDa76g0kV5c0wPfU9L5pBViHEcRU/Ab2layB/7kNmso2kBAu1EebQNzabnYMqdC57WyOYITqcY67JobdWmVLIcKpbhpuy1PT2By8D4HbDB7+F8Ytg0tmhtXPKl01vP5Re+ls/MamiK34ztG7+zDuh6DR46V/DW5ZACDFicRPQKz3T/v1RSpnJRRH00N1uzbYGTbclhb1qMgfrO0Zyqkb+HOjtMDluGFlA9y4DMLiXvvdlaDxgeud+/mo5RmouzPsn2LrGbIztT9m78N4vYdENMOfKoY9ZrPDZ+03e/vlvRZZ6cbvNF8YTXxhZKaUQJ5m4COg9fW7q27sHpv37URDh5KKjzV04ezUb5/+AF7O/RFldFAK6t9Jl/UOQPt5slhGpglJIyRmaR//gPsicCLOv9P88X067zXzRbF3j+/HORnjmdrMBx7J7fR+TOx0u+HfzpbL9r+G9fl83PH0rvPMzM0C7erkMsgoRorgI6DWtTrRmYJaoH/kZkU0u2l/bDkDios9D4SLKotJDnwUo6G4xa5+H2ov2ZfAyAFrDkQ1mOv+Zd5jceDgmLDbVKhseOnZJAa3hhW9Bew3808OQlOa/nTO+BsVnwMvfNWmlUHQ1wZ+uNqWPF/4H3Pis2V911SXQdCi89yHESSguAnqVr5JFH0wPvRsdZhpgX20bANPy0piSl0p1q5OO7r7ITtYrMRXGTTbXZ0RQrjicdxmAml3w4X1gzzRL5Ebi9NvNJh4Hh1XObPkzfPx3T4ni4sBt9KdeeuD5lcFTL82H4ZFL4Mg6uPphOOfb5kvqpudMoF+1LLTBWiFOYnES0M2kmmA99IJMO129Llqd4QXj/bXt5KYlkp2ayJRcM3U+Kr10x1wzCDn5vJG3NcWzDMDGR2D386ZiJSk9srbmfNasXTN4FcaGA/DyXaZE8awQN6fOmQoX/sBU8Wzzk8IBs7PUwxeaQdQbnoHSzw08VrQEbn7JLIuwahkc3Rz+++lug7d+Cr8/x2y/5xrhl7EQJ6i4COjeWaIFQXro+Z5a9Now0y77atuZmmfSC5PzTECPysDoeXcFT12EKnMC5M0yG1YoK5y+IvK2EhJNxcveV6GxzPSyn/rKoBLFMP7ZnHY7TDwLXr7b7PE63L7X4Y+fMStQfuVVmHzuscc45sLNL0NiGjx6BZS/F9pru3rN7NffLIZ37jUTsF7+Ljxwju8yTyFiXFwE9OqWLtLtCaQlBc4XF0QwW1Rrzf7adqY7TNAtyUlFKaIzMFow/9gqkZHw9tJLrzWTl0ZiyS0mbbLhYXj7J1C5Ba64L7SlfQezWODK35pNPZ775tDUy6ZH4YlrIWcK3PoG5M/2307OVBPwM8bDn//JfNn4ozXsfgHuPxNe/A7kTDPLQNy5Hq593OwH+9iV8NcvRZ6bb6+DbX+BI+tlEpU4YYQ5YnZiClay6OWdXBTORhe1bd20OfuY5umh221WxmcmU1bfHtnJjqa5V8G2J0KbSBRMRiHMvtz0+Hu7YPGNMOeKyNrKmWoGOV/+rsnDL/qSKUtc+3OzDd7nHw0tPZQx3vTU/3w1/OWL5q+F+dcMPebIenjt3+HIR2Zhti+sgZmXDgw6z15u1sz58D549xfmL4Szvmly9sEWXOtshE9egJ1Pm828tWfdm3FTzJdo6efNdSHGSFwE9KqWroFVFgNwRDD931vhMt0xEHCm5KVGJ+USbRNPh7sPR6+9026HXc+YHq6/EsVQnfpV+Pg5ePV7cOBN0+6iG2D5L8Pbyi81B256HtZ8wcxU7W41f000HIA3/sNsp5fmMJtgL7rBd5WPzQ6f+ldY8EV4/R7zxbL1Cbj4RzD36qEVR84W+OQl2PW0KQt190H2ZDjnW2bnp9rdsP0v8Pa98PZPzaSqBdeadoLN/HX1Qd0ncHST52czoM24QfHppq2cqSOrgBInlfgI6M1O5k/ICnqc3WYlM9kWUUCflj+Q556Sm8rTm4+itfa71EBcmHiGCYyTP3XsOurh8qZefn+2CeZLv2+CaiS/P3sGfOkp+NuNZt2YPS+bYGtNgvO/Z2arhjIukTkBrnkETv2K+evhyVtMzv3CH0LzIXOe+143uffMiXDGHTDvaihcOHDeExabTUJajprlDrb/FV78ZzNmMOMS03OfcYkZ/G4+PDR4V2016R8wVUkTTgEU7HwGNq029yePg+LTzE/Raeb1hn8WXU2mvLPpkDnvwde7mswm5+OmeH4mm8vsySYtF+z33+uEznqzhERHPTibITHdTEJLzTM/tuCdKXF8BA3oSqlVwHKgVms9z8fj1wN3eW62A1/TWm+L6lkG4Ox10dDRw/ggk4q8CsKcLbqvto10ewL56Un9903OTaWtu4+69m7y0+P4H7NSsOTm6LU3bjJct8akcGYuG1lbtmSTD392Bex61gzinncXpDvCb2vSWXDbO7D5UXjzx/DIheb+9EIT7OdebXrNgYJf5gTTaz97JVTvMIF9x/+ZFI09y/wV0lFnjrUmmS0MF99ogviEU0yQ9bbvdkP9HpM+OrLebB3oXQVTWaFgngnSzYeg6bCZyzBYcrbZ2MUxD5KzzBdJ5RZTcupNE4HZqSq7xLx2xnhTDeQN3J31JsXUE0JqcXiAT801P9oN3e2mjZ72gevD77MkmC/gpHQz8J2UMXB78H0Wq5l41uccuHT1DL3d122WgE5IMv9GEpIgwT7oZ9D91kTzF5erd9Blr/nLyd3nud5r3oeymM/QYjOXg69bEgZuo83ra9egS/ew2y5TLRbO7mQhCqWHvhr4LeBv94My4DytdZNS6lLgQeD06JxecN7edmFW8Bw6hD+5aH9tO9Py04b0xCd78ulldR3xHdBHw5QolGh6JSTCPz0Cl/3CBK6RsFhN6mbuVbDjSVNZU3xGeBU9YIJyYan5ufCHUPaOmSilNRR5gnf+XHPufs/FYgaI82fDKTeZ+zoboWKjqdOvWG/mCWRNNOeYXWK2WsyaZC7tmb7bdfWabRQbD5rqpcYyaCozbZW9a/7ySckxP7nTzTaOKeNMcE7JNfcnZ5kg3FE36Kd+4HpTOVRsMF8IymoCc6LnJynN/HWR5vAE6lTz4w383W2eIN9mKqIG3+4b9H/WmjQQnPt/7AOXFqt5Xme9CfC9Tk+wdw58Cfj87CxDg3R/oE44NuC7esz1sP5tWMzvxGI15zoWAV1rvVYp/8sLaq0HL8T9EVAUhfMK2TEbWwRRkGFnX03oA5r7a9u5YNbQjSG8tegH6zs4fUpOyG2JUaDUyIP5YMnZcNpXo9OWNcEsiRzJssjDpYwzAWAkQcBqG0i9jDato5v79/airUnhf8kO53YPBHZvz9qSEH672tMb9/bk3X3mPSur58vBOhDAleW4jIVEO4f+FeDlKLcZUP/WcyEGdEeGnbr2blxujdUS+Bfc1NFDfXvPkPw5wPisZBITLNGZXCREPIp28PKmOaLBYvFUNI1gG0kw79GaYH5soWUIRlvU6tCVUksxAf2uAMfcppTaqJTaWFdXF5XXDXXav5cj047LrWloD166uL/OU+GSP7SkzmpRTM5J5WA0atGFECJKohLQlVKlwMPAlVrrBn/Haa0f1Fov0VovycvLi8ZLU9ncRXaKjeTE0PbidHgGN0OZXOSrwsVrcm4qB0/EWnQhxElrxAFdKTUReBq4QWu9d+SnFJ6qFmfIvXOgf4ndUCYX7atpx26zMMHHgOvkvFQON3TS53L7eKYQQhx/oZQtrgHOB3KVUhXADwAbgNb6AeAeIAe431MJ0qe1XjJaJzxcVYsz5JJFCG/6//46s4aLxUeufUpuKn1uzZGmLibnjrBGWwghoiCUKpfrgjx+K3Br1M4oTFUtXZwyKSvk43PSkrBaVEgLdO2vaeO0yb5n+03J86662B5xQG9o76aps4dpw3L0QggRiZhenKurx0VzZ29YKRerRZGXlhR0clF7dx+VLU6f+XOAKbnm/pEMjP7ni7v5/B8+wu2WxZ2EECMX0wG9MsR10IdzZCRRE2Sz6AP9A6K+e8/ZqYlkpdgiXtNFa82HBxpo7OiRwVUhRFTEdECvag6vZNHLkWGnJkgPPVCFi9eU3NSIl9E90tjVn8fffKg5ojaEEGKw2A7o3h56JAG9LXBA31fbjs2qmJTjf/LB5Ny0iHvX68vNbvZWi2LToaaI2hBCiMFiPKCboOzITApy5FAFmXaaO3tx9rr8HrO/tp2SnFRsVv+/oil5qdS0dke0v+j6sgYyk22cOz2XzYcloAshRi7GA3oXuWmJJCWENqnIy7tyYm2AWvT9tW39uxT5M5L9RTeUN3FqyThOmZjNvtp2WrrCXOhHCCGGiemAXtkc3qQiL+/kIn+16M5eF4cbO/t3KfIn0v1Fa1udlNV3cPrkcSyelA3AFumlCyFGKKYDelVLV8iLcg0WbOeisvoO3BqmOQLXh0e6v6g3f37q5HEsKM7ComDz4eaw2hBCiOFiPKA7GR/iOuiDBQvo/RUuQXro3v1Fwx0Y3VDWSEqilbnjM0hLSmBmQYb00IUQIxazAb29u482Z19/+iQcGfYE7DaL34C+r7YdixqYDRrIlLzUsHPo68oaWTwxu3/AdfHELLYebsYlE4yEECMQswG9qjm8ddAHU0qZrej8DIoeqG2neFwKdlvwwdYpuWYZXa1DC8Ytnb3sGbakwCmTsmnr7mNfbVtob0AIIXyI2YBe6SlZjCTlAoEnF+2rbWN6gAlFg03OTaXds79oKDYeakRrOLVkIKAvnmgGRmWCkRBiJGI2oI+khw7+Jxf1udyU1XcwNcSAPiUvvDVd1pc1YrMqFk3M6r9vUk4K41ITpR5dCDEisRvQW5woNTDAGa6CTDvVLc5jUiWHGzvpdeljdinyZ3KYtejryxtZUJQ1JJ2jlGLxxCw2y4xRIcQIxHBA7yI/PSngTM5A8tOT6O5z09o1dJbnvhDWcBksnP1FO3v62FHRwqk+luRdPCmbg/UdNHX42ZFcCCGCiOGA7qQggklFXv4mF3lLFqeGUOECg/cXDV66uPVwM31u7XONdW8efcsR6aULISITswG9srkrrJ2KhvNXi76/tp3CTDvp9tB3GDf7iwbvoa8ra0QpU9UyXGlRJlaLkoFRIUTEYjKga63D3kt0OH9b0e2vbQ853eI1xbO/aG+Q/UU3lDcypzCDDB9fFimJCcwpzBjRyovVLU6+/8yOiBYLE0LEvpgM6K1dfXT2uMLe2GKwvP4FugYCututIwrokz37i1Y0dfk9pqfPzebDTX63tAMzwWhbRXPEG0+v/qCcx9cd5sUdVRE9XwgR22IyoFe1eksWI++h221WslNsQ3rolS1ddPW6Iuihm+PLAiwBsONoC85eN6eVBAjok7Lp7HGxpyb8CUYut+bZLUcBeH5bZdjPF0LEvtgM6J6diiKZ9j+YI8NOzaDZot4Kl1BLFr28y+gGqkXfMGhBLn8GJhiFn3b58EAD1a1OZjjS+OBAAw0hTnQSQsSPmAzoke4lOpwJ6AM99ANhlix6hbK/6PqyRqbkpZKb5n8zjqLsZPLSkyJaefHpLRWk2xP42T+V4nJrXt5ZHXYbQojYFpMBvarZidWiyE8faUBPGhLQ99W0k5OayLjUxLDbMmu6+E65uNyaDeWNnB6gdw6DJhiFOWO0o7uPV3ZWs7y0kIXFWUzNS5W0ixAnoZgM6JUtXTjSk7Ba1IjaKciwU9fW3T8Iub+uPeQp/8NNzk3zO7loT3Ubbc6+Ieu3+LN4YjaHGjqpDyNl8uquajp7XFy9uAilFJcvGM/68ka/q0kKIeJTTAb06hYnhREuyjWYI9OOW0NDRw9aa/bVhL4o13De/UXbfZQMevPngSpcvLw16uHk0Z/efJTiccks8Tx3eel4tIYXt0u1ixAnk5gM6KYGfWTpFgCHJ2VT3eKkrr2bVmdf2PlzL+/AaLmPXvr6skYmZCVTlJ0StJ15EzKxWVXIefSqli7eP1DPVYtM7xzMGMDswgxe2C5pFyFOJjEX0LXWVDZHtvXccN4qmZpWJ/trIqtw8fK3v6jWmnVljZxacuzsUF/sNitzxmeGnEd/dkslWsPViyYMuf/yBYVsPtzMkcbOkNoRQsS+oAFdKbVKKVWrlNrp53GllPqNUmq/Umq7Umpx9E9zQFNnL9197hHVoHvlZ5iKk5pWJ/vrIqtw8fLuLzp8YLTckw8/bXJOyG0tnpjF9ormoDNPtdY8vbmCUyZlU5I7dO2Z5fPHA8gkIyFOIqH00FcDywI8fikw3fNzG/D7kZ+Wf5XN0SlZBMhNNQOr1a1O9tW0k56UgCPDf1lhIN79RYcPjK4vawDgtMmh9dDB5NGdvW52V7UGPG5XZSv7atu5evGEYx6bmJPCguIsSbsIcRIJGtC11muBxgCHXAk8po2PgCylVGG0TnC4as8uQ9HooVssivz0JGpau9lfaypcvHnoSEzJSz1mctH6sibGpSYyNciG04OFOsHoqc0VJFot/b3x4S4vLWTn0daw9zz1cva6WPGnTby9pzai5wshjq9o5NAnAEcG3a7w3HcMpdRtSqmNSqmNdXV1Eb2YI8PO9adPZOK44AOMobZX0+pkX217xBUuXlNyzYbRgzfNWF/ewKkl2WF9UYzPSqYgwx5wYLTX5ea5rZVcOCefzBTfK0NeVmq+V1+IsCb94XcP8squar7/zE66+1wRtSGEOH6iEdB9RSqfOyZrrR/UWi/RWi/Jy8uL6MXmF2XyX1fNJzuCyT++ODKS2FvTRn17d8T5c6/h+4tWtXRxpLErrPy51ymTsgOuvLh2bx0NHT1ctajI7zGFmcmcVjKO5yNIu9S0Orn/7QNMy0/jaHMXT6w7HHYbQojjKxoBvQIoHnS7CIiZxG3BoPVcpjtG2EMftr/o+jKTqQo2Q9SXRROzONrcNWQ1yMGe3nKUcamJnDcj8Bfj8gWF7K1pZ091eAt+/fere+h1uXnkpiWcNTWH3/5jv88aeyHEiSMaAf054EZPtcsZQIvWOmZKK/IH7Uk6LS+ykkWv4fuLri9rJC0pgdmFGWG3tdg7wchH+WJLVy+vf1zDFQvGk5gQ+CO8dF4hFkVYg6M7Klp4clMFt5w9mUk5qdy1bBYNHT08/O7B8N6EEOK4CqVscQ3wITBTKVWhlPqKUmqFUmqF55CXgIPAfuAh4I5RO9tR4N3owm6zMCF7ZAOtEzz7i3pLFzeUN3LKpOyIliiYOz6DRKvFZ9rlpR1V9PS5fVa3DJeXnsSZU3N4flvlMRti+6K15kcv7CInNZE7L5gGwILiLC6dV8BDaw/KKo5CnMBCqXK5TmtdqLW2aa2LtNaPaK0f0Fo/4Hlca63v1FpP1VrP11pvHP3Tjh7vVnRTctNGvDaMxbO/aJlns+e9Ne0hTff3JSnByvyiTJ8Do09vrmBafhrzJ2SG1NblpeMpb+hkV2XgMkiAl3dWs6G8iX++eOaQnZX++eKZdPW6+O1b+0N+D0KI4yvmZopGW0GmqTsfaf7ca3KuKV0MZ/0WfxZPzGLH0ZYhFSaHGjrYUN7EVYsmhFw5s2xeAQkWFXQFRmevi5+8tJtZBelce2rxkMem5afx+SXFPP7R4RHNPnW5dcQ7MgkhApOAnpmMzaoiynP7MiUvlcONnXxwoIHEBAulRaH1on1ZPDGbnj73kJ71M1uOohR8dlHwdItXVkoi507P5YXtVQHTLqveL6OiqYt7ls/x+dfKygunoxT88o294b0RjzZnL1fd/z5X/PZ92py9EbUhhPDvpA/oaUkJPHPH2dx0ZklU2vPuL/rctkoWFmeRlGCNuK3Fw1Ze1FrzzJajnDklhwlhrjZ5+YLxHG3u8lvbXtvm5Hf/2M9FcxycNS3X5zGFmcl8+awSntlyNOyqme4+Fyv+vImPK1vZU9PGN9dsweUOntMXQoTupA/oYFY4TE6MPPAO5i1dbOzoiahccTBHhp0JWcls8QThzYebONTQydWL/dee+3PRHAeJCRa/aZf/fXUvPS433/vM7IDtfO38qaQlJfDfr34S8mu73Zp/+b/tvL+/gZ9fU8oPr5jLW3vq+K8Xd4f1HoQQgUlAj7IpgxbJCmVDi2AWT8ruL118avNRkm1Wls0rCLuddLuNpTPzeGlH1TE9451HW/jbpiPcdGZJf+mlP1kpiaw4bypv7K5lY3mgFSEMrTX/+eJunt9Wyd2XzuLqxUV86YxJ3Hx2CaveL+PxdYfCfi9CCN8koEdZdmoi2Sk2rBbVnzIZicUTs6hqcVJe38EL2yq5ZK6DtKSEiNpaXjqe2rbu/glPYALuj1/4mKxkG9/49PSQ2rn57BLy0pP42SufBC2FfHDtQVa9X8bNZ5dw+6em9N//b5fNYenMPO75+y7e21cf0fvxnn+r5OOFACSgj4oZjnRKizIjDryDeXcw+u9X99Dq7Iso3eL16dn5JNusQ5YCeHVXDevKGvnOxTPJTPa9JsxwKYkJrPz0dDaUN/FWgIW7nt5cwU9f/oTLSgv598vmDKnKsVoUv7luEdPy0rjj8U0c8LMfayCVzV1c//A6Tvnx6zz87sGQ6uyFiGcS0EfBr76wkPuvj86y8LMLM7DbLLy4o4r89CTO9jNgGYqUxAQunOPglZ3V9LrcdPeZMsUZjjSuG1amGMy1pxYzKSeFn7+yB7ePwc139tbx3Se3c+aUHH7x+QVYfFTNpNttPHzTEmxWC19ZvYGmjp6QX//vW4+y7Fdr2XqkmcUTs/nPF3fz1cc20dwZehtCxBsJ6KOgMDM5Ksv7AtisFkonZAFw1aIJI578tLy0kMaOHj440MDq98s53NjJvy+fQ4I1vH8KNquFf754Jp9Ut/H3bUeHPLa9opmv/XkT0x3p/OHGUwJW+hSPS+HBG0+hstnJij9voqcvcI16S2cv31yzhZV/2crU/DRe+ua5/OW2M7hn+Rze2VvLZ379bsBFzYSIZxLQY4A3F39VCFP9gzlvRh7pSQk89kE59/1jP5+elc+50yNb+XL5/ELmjs/gf1/b2x+Iy+s7uPmPGxiXmsijN586ZLapP6dMGsfPryllXVkj//bsDr+pkw/217Ps12t5cUcV37loBv93+5mU5KailOKWcybz1NfOIsFq4fN/+JAH3jng8y+HQPbXtvH9Z3Zwyo9f584nNrPzaEtYzxdirI08yStG3a3nTmZBUSazCkY++clus3LRXAdPbz5KgkXxvcsClykGYrEovrtsFjetWs8T6w5xWel4bly1Hg08dstpQxY+C+aziyZwoK6d+/6xn2n5adz2qan9jzl7XfzPq3t4+L0ypuSm8vTXzmJBcdYxbZQWZfHCN8/h7qe2c+/Ln/DRwQZ+8fmFjAuw1LLbrXlnXx1/fL+ctXvrSEywcN6MPNbuqePF7VWcMy2XFedN5expORFvfuL9ghrJ5ilChEKN1UDSkiVL9MaNMbXsS9x4a08tN/9xA7ecPZl7Lp8zora01nzxoXXsrWmjMMvOgdoOnvjq6SyaGH6Fj9ut+caaLby0s4oHb1jCRXMc7K5q5Vt/2cqemjZuOGMS3/vM7KBzBrTW/HndYX78wseMS0nkN9ctOmYJho7uPp7eXMEfPyjnYF0HjowkbjhjEtedNpGctCRanb08se4wq94ro7atm3kTMlhx3lQunVcYNO2ltaa8oZN399Xx7r56PjrQQGpSAktn5XH+zHzOnpYblQFzcXJSSm3SWi/x+ZgE9JOP2615fnslF81xkJI48sCy5XATV93/AVaL4uEbl7B0Vn7EbXX1uLj2wQ/ZX9vODWdO4o/vlZOZYuPn15SydGZ47e6qbOHrT2zhUEMH37loBnecP43Kli4e+/AQa9Yfps3Zx4KiTG45ZzKXziv0uRRxd5+LZ7cc5Q9rD3KwroOJ41L46qem8LlTirDbBr5Ymjp6eP9APe/tq+fdffUc9ex9W5SdzLnTc2nu7OXdffW0d/dhsypOLRnH0pn5LJ2Vx9S8wFsfdvb0sb+2nb017eyraWNvTRsd3S5mFKQxsyCD2QXpzCxIJz2E9JYvWmt6XO4RzWoWx48EdDHqHnmvjOLsZC6eG/6kp+FqW51c+bv3qWpxcslcBz+9ujRg2iSQ9u4+vvf0Dp7bVsmUvFTK6ztQSnHpvAJuPnsyiydmhZQKcbs1r31cwwPvHGDrkWZy0xK54YwSuvtcvLe/nh1HW9Aa0u0JnDU1h3Om53HutFwm5aT0t9/T52bToSbe3lPL23vq2FNjlk8oyk5m6cx8zp+ZR366nb01beytbWNfTTt7a9qoaOrqP49Eq4UpeamkJSWwp6aNNufApiNF2cnMKkhnVkEGswrTmVWQzoSsFOrbu6lpdVLT2k11q5PaVifVrc7++2panXT2uEhPSqAg005hVjKFGXYKMu2Mz7JTkJlMYaa5nWG3obWmo8dFS1cvrV29Qy+dfbR09dLm7CUpwUpWio3MZPOTlWwjI9nWf19aUsKQ373Wmu4+N85eF129Lrp6XHT2uPpvaw0piVaSE60k26ykJCaQnGglJdGKLYRB/T6Xm16X+fLqdblxuTU2qwWbVZGYYCHRaomJtJgEdBFzDjV0sL+2nQtm5Y/4P5nWmr9uOMKjHx7i/Jl53HDGJMaHuRbO4LbWlTXywDsHeHtPHQkWxaKJWZwzLY9zZ+RSOiEz5Iqho81dvL2nlrc+qeP9/fV09Q6sqmmzKqbkpjHdkcYMRzozHGlMd6QzaVxKf/taaypbnHxS1con1W3mp6qVg/UdAdfJSUyw4MhIoiDDTn6GnYIMO1nJNho6eqhq6aK6xUlVi5O69m6Gh4dkm5UeTzAMJDXR6gmc/o+zWhSZyTYUmADuCdqRsFkVyTYT7G1WC72e1+7tc/cH8FDGyG1WRaLVgs0T4BMTLNisFtxa0+fSZrVQt8bldnsuB3763BqrRWG1KBI8lzarZcht7+V1p03k1nOnBD8hHySgCzEKjjZ39fc0R6q7z8WGsibanL1Md6RTkpMSdimpl7PXxYG6dj6paqO61UluWiKODDsOb/BOsYX0JdnT56a2zdkf4KtbTK/ebrOSkZxAZrKNDLvpdQ9cTyDdbmZKa63p6nXR3Gl67y1dvTR3mt58c1dP/22gPxjbbd7e99Db3nETb6+9q7fPXHp+OnsHrve63NgGBWNbggnS3kBts1pItCosFkWfS9PjCfrey97ht10aqwKrxWICsnUgMFvVoNtK4db0B/xeP18AfW7NRbMdYa2YOpgEdCGEiBOBArrUoQshRJyQgC6EEHFCAroQQsQJCehCCBEnJKALIUSckIAuhBBxQgK6EELECQnoQggRJ8ZsYpFSqg6IdIfgXCDyjShPLPJeTkzx8l7i5X2AvBevSVprn5sYjFlAHwml1EZ/M6VijbyXE1O8vJd4eR8g7yUUknIRQog4IQFdCCHiRKwG9AfH+gSiSN7LiSle3ku8vA+Q9xJUTObQhRBCHCtWe+hCCCGGkYAuhBBxIuYCulJqmVJqj1Jqv1Lq7rE+n5FQSpUrpXYopbYqpWJqtw+l1CqlVK1Saueg+8YppV5XSu3zXGaP5TmGws/7+A+l1FHP57JVKfWZsTzHUCmlipVSbymldiuldimlVnruj6nPJcD7iLnPRSllV0qtV0pt87yXH3ruH5XPJKZy6EopK7AXuAioADYA12mtPx7TE4uQUqocWKK1jrnJEkqpTwHtwGNa63me+34ONGqt7/V82WZrre8ay/MMxs/7+A+gXWv9P2N5buFSShUChVrrzUqpdGAT8Fngy8TQ5xLgfXyeGPtclNnrL1Vr3a6UsgHvASuBqxmFzyTWeuinAfu11ge11j3AX4Arx/icTkpa67VA47C7rwQe9Vx/FPOf8ITm533EJK11ldZ6s+d6G7AbmECMfS4B3kfM0Ua756bN86MZpc8k1gL6BODIoNsVxOgH7aGB15RSm5RSt431yUSBQ2tdBeY/JZA/xuczEl9XSm33pGRO6BSFL0qpEmARsI4Y/lyGvQ+Iwc9FKWVVSm0FaoHXtdaj9pnEWkD3tVV57OSMjnW21noxcClwp+fPfzH2fg9MBRYCVcD/junZhEkplQY8BXxLa9061ucTKR/vIyY/F621S2u9ECgCTlNKzRut14q1gF4BFA+6XQRUjtG5jJjWutJzWQs8g0kpxbIaT/7TmwetHePziYjWusbzn9ANPEQMfS6ePO1TwONa66c9d8fc5+LrfcTy5wKgtW4G3gaWMUqfSawF9A3AdKXUZKVUIvAF4LkxPqeIKKVSPQM+KKVSgYuBnYGfdcJ7DrjJc/0m4O9jeC4R8/5H87iKGPlcPANwjwC7tda/GPRQTH0u/t5HLH4uSqk8pVSW53oycCHwCaP0mcRUlQuAp1TpV4AVWKW1/q+xPaPIKKWmYHrlAAnAE7H0XpRSa4DzMcuA1gA/AJ4F/gZMBA4Dn9Nan9ADjn7ex/mYP+s1UA7c7s13nsiUUucA7wI7ALfn7u9h8s8x87kEeB/XEWOfi1KqFDPoacV0oP+mtf6RUiqHUfhMYi6gCyGE8C3WUi5CCCH8kIAuhBBxQgK6EELECQnoQggRJySgCyFEnJCALoQQcUICuhBCxIn/Dw0srRPhG7kZAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"d = Dynamic()\n",
"\n",
"sl = [d.summary()] + list(d.iter_summary(30))\n",
"df = pd.DataFrame(sl)\n",
"\n",
"df[[\"price_cotton\", \"price_textile\"]].plot()\n",
"plt.show()\n",
"\n",
"df[[\"supply_cotton\", \"supply_textile\"]].plot()\n",
"plt.show()\n",
"\n",
"df[[\"supply_textile_factory\", \"supply_textile_workshop\"]].plot()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "5537573e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"d = Dynamic()\n",
"\n",
"sl = [d.summary()] + list(d.iter_summary(30))\n",
"d.factory_throughput_coef = 1.2\n",
"sl += list(d.iter_summary(30))\n",
"\n",
"df = pd.DataFrame(sl)\n",
"\n",
"df[[\"price_cotton\", \"price_textile\"]].plot()\n",
"plt.show()\n",
"\n",
"df[[\"supply_cotton\", \"supply_textile\"]].plot()\n",
"plt.show()\n",
"\n",
"df[[\"supply_textile_factory\", \"supply_textile_workshop\"]].plot()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "bf5896dd",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"d = Dynamic()\n",
"\n",
"sl = [d.summary()] + list(d.iter_summary(30))\n",
"d.factory_cost_coef = 0.8\n",
"sl += list(d.iter_summary(30))\n",
"\n",
"df = pd.DataFrame(sl)\n",
"\n",
"df[[\"price_cotton\", \"price_textile\"]].plot()\n",
"plt.show()\n",
"\n",
"df[[\"supply_cotton\", \"supply_textile\"]].plot()\n",
"plt.show()\n",
"\n",
"df[[\"supply_textile_factory\", \"supply_textile_workshop\"]].plot()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "c0ab8a46",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"d = Dynamic()\n",
"\n",
"sl = [d.summary()] + list(d.iter_summary(30))\n",
"d.factory_cost_coef = 0.5\n",
"sl += list(d.iter_summary(50))\n",
"\n",
"df = pd.DataFrame(sl)\n",
"\n",
"df[[\"price_cotton\", \"price_textile\"]].plot()\n",
"plt.show()\n",
"\n",
"df[[\"supply_cotton\", \"supply_textile\"]].plot()\n",
"plt.show()\n",
"\n",
"df[[\"supply_textile_factory\", \"supply_textile_workshop\"]].plot()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "f82529e7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"d = Dynamic()\n",
"\n",
"sl = [d.summary()] + list(d.iter_summary(30))\n",
"for s in d.iter_summary(50):\n",
" d.factory_cost_coef -= 0.01\n",
" sl.append(s)\n",
"sl += list(d.iter_summary(30))\n",
"\n",
"df = pd.DataFrame(sl)\n",
"\n",
"df[[\"price_cotton\", \"price_textile\"]].plot()\n",
"plt.show()\n",
"\n",
"df[[\"supply_cotton\", \"supply_textile\"]].plot()\n",
"plt.show()\n",
"\n",
"df[[\"supply_textile_factory\", \"supply_textile_workshop\"]].plot()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "7d0fc359",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"d = Dynamic()\n",
"\n",
"sl = [d.summary()] + list(d.iter_summary(30))\n",
"for s in d.iter_summary(50):\n",
" d.factory_throughput_coef += 0.01\n",
" sl.append(s)\n",
"sl += list(d.iter_summary(30))\n",
"\n",
"df = pd.DataFrame(sl)\n",
"\n",
"df[[\"price_cotton\", \"price_textile\"]].plot()\n",
"plt.show()\n",
"\n",
"df[[\"supply_cotton\", \"supply_textile\"]].plot()\n",
"plt.show()\n",
"\n",
"df[[\"supply_textile_factory\", \"supply_textile_workshop\"]].plot()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "17e8d30a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"d = Dynamic()\n",
"\n",
"sl = [d.summary()] + list(d.iter_summary(30))\n",
"for s in d.iter_summary(50):\n",
" d.textile_demand_coef += 0.01\n",
" sl.append(s)\n",
"sl += list(d.iter_summary(30))\n",
"\n",
"df = pd.DataFrame(sl)\n",
"\n",
"df[[\"price_cotton\", \"price_textile\"]].plot()\n",
"plt.show()\n",
"\n",
"df[[\"supply_cotton\", \"supply_textile\"]].plot()\n",
"plt.show()\n",
"\n",
"df[[\"supply_textile_factory\", \"supply_textile_workshop\"]].plot()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "37569e78",
"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": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment