{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b3fffbda",
   "metadata": {},
   "source": [
    "# Heating and Cooling in UCLCHEM\n",
    "\n",
    "This notebook demonstheating how to use UCLCHEM with heating and cooling mechanisms enabled. UCLCHEM includes a comprehensive set of heating and cooling processes that can significantly affect the temperature evolution and chemistry in astrophysical environments.\n",
    "\n",
    "## Overview\n",
    "\n",
    "UCLCHEM can track gas temperature changes due to:\n",
    "\n",
    "**Heating processes:**\n",
    "- Photoelectric heating from PAHs and dust grains\n",
    "- H₂ formation heating\n",
    "- H₂ photodissociation heating\n",
    "- Cosmic ray heating\n",
    "- Chemical reaction enthalpy (optional)\n",
    "- X-ray heating\n",
    "- Turbulent heating\n",
    "- And more...\n",
    "\n",
    "**Cooling processes:**\n",
    "- Line cooling (CO, H₂O, OH, etc.)\n",
    "- Continuum cooling from dust\n",
    "- Atomic fine structure cooling (C⁺, O, etc.)\n",
    "- Recombination cooling\n",
    "- And more...\n",
    "\n",
    "By default, heating is enabled (`heatingFlag=True`), but you can turn it off or customize which processes are included."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "123d843b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T14:30:55.295535Z",
     "iopub.status.busy": "2026-06-19T14:30:55.295285Z",
     "iopub.status.idle": "2026-06-19T14:30:56.065178Z",
     "shell.execute_reply": "2026-06-19T14:30:56.064223Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import uclchem"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e5a7b0d",
   "metadata": {},
   "source": [
    "## Example 1: Basic Model with Heating Enabled\n",
    "\n",
    "Let's start with a simple cloud model with heating and cooling enabled (the default behavior). We'll model a molecular cloud core at constant density."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d8116fff",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T14:30:56.067420Z",
     "iopub.status.busy": "2026-06-19T14:30:56.067098Z",
     "iopub.status.idle": "2026-06-19T14:31:06.523122Z",
     "shell.execute_reply": "2026-06-19T14:31:06.522172Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model completed with flag: -1\n",
      "Error: Model failed to complete\n"
     ]
    }
   ],
   "source": [
    "# Define parameters for a molecular cloud with heating enabled\n",
    "param_dict_heating = {\n",
    "    \"initialDens\": 1e4,  # Initial density (cm^-3)\n",
    "    \"initialTemp\": 10.0,  # Initial temperature (K)\n",
    "    \"finalTime\": 1.0e6,  # Final time (years)\n",
    "    \"baseAv\": 10.0,  # Visual extinction\n",
    "    \"rout\": 0.1,  # Outer radius (pc)\n",
    "    \"freefall\": False,  # Keep constant density\n",
    "    \"heatingFlag\": True,  # Enable heating (default)\n",
    "}\n",
    "\n",
    "# Run the model using the Cloud class\n",
    "cloud = uclchem.model.Cloud(param_dict=param_dict_heating)\n",
    "\n",
    "# Extract data from the model object\n",
    "physics, abundances = cloud.get_dataframes(joined=False)\n",
    "_, _, rate_constants = cloud.get_dataframes(joined=False, with_rate_constants=True)\n",
    "_, _, heating = cloud.get_dataframes(joined=False, with_heating=True)\n",
    "start_abund = cloud.next_starting_chemistry_array\n",
    "flag = 0 if cloud.has_attr(\"_data\") else -1\n",
    "\n",
    "print(f\"Model completed with flag: {flag}\")\n",
    "if flag < 0:\n",
    "    print(\"Error: Model failed to complete\")\n",
    "else:\n",
    "    print(\"Success! Model completed.\")\n",
    "    print(\n",
    "        f\"\\nTemperature range: {physics['gasTemp'].min():.2f} - {physics['gasTemp'].max():.2f} K\"\n",
    "    )\n",
    "    print(\n",
    "        f\"Density range: {physics['Density'].min():.2e} - {physics['Density'].max():.2e} cm^-3\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2392eabc",
   "metadata": {},
   "source": [
    "### Visualizing Temperature Evolution\n",
    "\n",
    "The `physics` DataFrame contains physical properties including gas temperature. Let's plot how temperature evolves over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "165991e3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T14:31:06.525055Z",
     "iopub.status.busy": "2026-06-19T14:31:06.524832Z",
     "iopub.status.idle": "2026-06-19T14:31:06.843130Z",
     "shell.execute_reply": "2026-06-19T14:31:06.842234Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3657/1204520022.py:9: UserWarning: The figure layout has changed to tight\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
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xatWqjM7TtpbpNWRbXn+r8vnm6ns9evTodLu8vLzYf//9Y7fddovFixfH448/Hu+++26cdNJJ6faDBw+OJk2axCGHHFJhf6tXr07/v9fX/9pi9uzZsWDBgoiIqFevXpX/ImJzN954Y+K+bFw7c3n93ZE+ZwAyVNMpPgBsbtWqVWVm07z77rtZ7X/q1KmpiEjVr18/de+995bZt3bt2tTvf//79Oy3U089tdzxpaWlqXbt2qUiIrXPPvukli5dWmb/okWL0rOZKpqlm4mtmYn+3HPPpfLy8lIRkfrmN7+Z+vDDD8vsX7p0aeqoo45K9/fYY49V2M/mMx179+6dGjduXJn9EydOTBUUFKQiInXQQQel+vfvn7ryyitTpaWl6TZvvPFGqmnTpqmISHXs2LHMvq/bdO4aNWqUaty4ceq2224r037t2rWp888/P13T/vvvn9qwYcM2ef89evRI/fd//3dq/fr16f3vv/9+qmHDhmU+602zwnbffffUtGnTyvS3aNGi1Iknnpju884770w8F5tmblY047i67S+++OIKZ9F9XXXed7bOeVVtPiP2xhtvTN13330VPgoKCiqcib7Jp59+mv4ODxgwoNLX3HRepk6dWmb7P//5z/R7b9++feqNN94os3/ZsmWpY445Jl3vmDFjKuw/aSbk5rL5OW/td+zrM5+/LlvnYfPX6dmzZ+qGG24os//TTz9NderUKT0jc9GiRVWqvyKjRo1K9/P163kq9dU1f7fddkvX8/W/UtjknXfeSUVE6v/+7/+2+J6SPpNMPo+KztPixYtTXbt2zcp52qSq4+7rj8aNG6ciKp+Jno1rSE1df6vy+Wbre33LLbek++natWvqvffeK7N/7ty5qb59+6bfQ0Rs8a/jxo8fn4qIVIsWLcr9N/Wxxx5L99OmTZstnYqtko1rxra8/m7vnzMAmRGiA1CrzJ8/v0yI/p///Cer/W8K0S+66KLENqNHj04H7Z9//nmZfQsXLkzXduutt1Z4fHFxceob3/hGjYXopaWlqV69eqUiItWgQYPUzJkzK2y3dOnSVIsWLdIBeUU2/8fgaaedVmGb73//++k23/nOdyps85Of/CTd5uvLIWxu0z9iIypfymfzIOfBBx8ssy9X7//YY4+tsM2vf/3rMn+mvinEmTBhQoXtS0pK0sFWZeFubQnRq/K+s3nOq2rz78CWHpWd51QqlRo5cmS67deDik3Wrl2batWqVap///5ltpeWlpZZGurrS4Fssnr16lSHDh1SEV/9KX9FYcf2HKJn8zxs/jonnXRShf2MHTs23eahhx6qUv0VefbZZ8uEwl/3yiuvpGuNiFS9evUqXMbk4osvTtWvX7/CIP7r7ykXIXrSefrLX/6SlfO0ydaMu4oeSSF6tq4hNXX93dpwtbrf6/Xr16fatm2b/i5+/Rd6m8ybNy/VoEGDKoerJ598cioiUqeffnq5fbfffnu6nz333LPSfrZGNq4Z2/r6u71/zgBkJi8AoBb5+jIFVfmT2+effz7uv//+Ch9r164t07Z58+YxYsSIOOOMMxL7O/bYYyPi/7+h5dePz8v76j+fM2bMqPD4Zs2axc9+9rMYNGjQFmvPhddeey39p8RHHnlk9OrVq8J2rVq1isGDB0dExMyZM+Ott96qtN/N/2R4c/369dtim7333jv983/+859KX2eTry/7srnzzjsv/fM999xTZl+u3v9ZZ51V4fbf/e53ceWVV6af9+jRI0455ZQ48sgjK2xfv3799HejoptV1jZVed+5OudVNWTIkBgxYkSFj03jtTI/+clP0j/fcMMNFbZ54IEHYtmyZXHBBReU2f7qq6+ml0454IAD4qCDDqrw+MaNG8ePfvSjiPjqRpWb/kR/R5Gr83DKKadUuH3fffdN//zJJ59Up+SI+Or7umlZnopuDLhpKZcxY8ZEREQqlarwRqIPPPBAfOc736mxm3gmnafNr72ZnKeKVDbuvv4oKCiotK9sXUO2l+tvdb/XkyZNikWLFkVExCGHHFLuBqCbdOrUqcr/D7Jhw4Z4+umnI6L8Ui4RZf+/bGuWQdmSbFwzavv1tzZ9zgBkzproANQqLVq0KPP8888/j7Zt21Z6zGWXXRavvvpqhfsWLVoUbdq0ST/v2LFjer30FStWxMyZM6OoqCjWrl0bqVQqIqLMepfLli0r01+jRo1ixIgRcd9998UNN9wQq1atinPPPbfcerW/+93vtvBOc+ell15K/9y4cePE9eEjItatW5f++dVXXy3zD7uv69GjR4XbmzZtusU2zZo1S/+8evXqxNfYpEmTJtGpU6fE/Zv/Q3nTetab5Or99+3bt7KS04477rg47rjjIuKrfxx/8MEHsXLlyjJBxKeffhoREevXr4+VK1eWOT+1TVXed67OeVXdeOON0b59+wr3PfbYY1s8/uCDD45999033nrrrbjrrrvi97//fbnP5C9/+Uu0a9cuvvvd75bZ/vLLL6d/PvTQQyt9nc33b37OdgS5Og9JYerm/62oyjUlSf369eN73/te3HzzzfHyyy/HwoULo127dun9jzzySBxwwAFx8cUXx/XXXx8bN26Mhx9+uMwvXl5//fWYP39+/OY3v6l2HZlKOk+77LJL+udMzlNFKht3X1dYWBgrV65M3J+ta8j2cv2t7vd6ypQp6Z+TAuNN+vXrF0888cQWa3nxxRdjxYoV0ahRoxg4cGC5/ZvfI+Dzzz/fYn9VlY1rRm2//tamzxmAzAnRAahVCgsLY+edd45Vq1ZFxFf/CN5zzz0rPWbAgAFl/iE/ceLEKCoqSmz/0ksvxWWXXRYvvfRSlJaWVtp3RTfwu/nmm2PDhg0xfvz4uOOOO+KOO+6Itm3bxmGHHRb9+/ePoUOHRocOHSrtN5c2BQQRX93o7uGHH67ScfPmzat0/84771zh9s1vzFaVNpt+WVGZzYP5imz+i5WlS5dGaWlpesZxrt5/kyZNqtRPKpWK2267La699tr44IMPttg+6SaRtUVV3neuzvm2dMEFF8QZZ5wRq1atir/97W9x4YUXpvf9+9//jjfffDOuuOKKcjMxFy5cmP55t912q/Q1Nt+/+TnbEeTqPCRdUzaf2VyVa0plRowYETfffHOkUql48MEH46c//WlEfBVk/ec//4mf/vSnseuuu8a3v/3tmDhxYrzyyiuxZMmSaN26dUR8dbPpBg0alPsFy7a0Lc5TLmXrGrK9XH+r+3ltmp0cEVucYLCl/45usukXjQMHDozGjRuX27/5/18tXbo0NmzYkJUZ6dm4ZtT2629t+pwByJwQHYBapV69enH44Yen/7T4zTffjAEDBlR6zOWXX17m+UEHHZQYot95551x5plnpsPzdu3axZ577hktW7ZMB71Lly6NSZMmJb5e06ZN48EHH4zp06fHPffcE//85z9j2rRpMX78+Bg/fnyMGTMmvvvd78b1119fZkbjtrJ+/fr0z/vss09069atSsd17949VyVl3eb/gC8tLY2NGzemQ/Safv+jRo2KO++8M/28V69e0aFDhzKzHWfMmFHmLx62dzV9ziszfPjw2GOPPbbYbuTIkXHRRRfFsmXL4oYbboif/OQn6WvCX/7yl2jQoEGFS9tszVIHmwcnm5+zHcH2fB4OP/zw2G233eLTTz+N+++/Px2iP/TQQ5GXlxfDhw+PiK/C9okTJ0ZpaWk8+uijcc4550RpaWmMHz8+jj766CgsLKzBd7F9y9Y1ZEe//m7YsCH9c35+fqVtN//ldWX+8Y9/RETFS7lEROy3337RtGnT+Pzzz2PdunXx3nvvVfkvsyqTjWvG9nzdqUwuPmcAMidEB6DWGTJkSDpEf/jhh+OSSy7JSr+ff/55nH/++VFaWhr5+fnx17/+NU455ZRyaya/+OKLlYbom/Tt2zf69u0bV111VSxfvjyefvrpuOuuu+L555+Phx9+OKZOnRrTpk1LnImUK5uvyfv9738/a+dvW9rSsgOfffZZ+ucmTZqU+cdxTb7/CRMmpAOctm3bxpNPPhn77LNPuXaXXnppzkKcyv66Ys2aNTl5zdr8nbvrrruq1G6nnXaKs846K37/+9/Hhx9+GM8880wMHjw4Fi9eHOPHj4+RI0fGrrvuWu64zd97ZX8B8/X9ma6dXROfc2Vq6jxkQ15eXnz/+9+P66+/PqZMmRLz5s2Lzp07x8MPPxz9+/dPz2D93ve+F+edd16UlJTEww8/HOecc05MmjQpFi9eHCNHjqzhd7F9y8Y1pDZcf3Nt8+V5VqxYUWnbTX/RV5k333wzPvnkk8jPz4/jjz++wjb169ePY445Jn3PgMcff3yrQvRPP/00vXzKYYcdlp7Zno1rxvZ83alMtj9nALLDjUUBqHVOP/30dGjx5ptvxosvvpiVfl999dV0OHvcccfFaaedVqWbDm5u5cqVcf/998f8+fPLbG/ZsmWcdtppMXHixLj66qsjIuKjjz6qcoCXTfvtt1/65/fff3+L7TfdmLWqN/zcFoqLi2Pp0qWJ+6dPn57++es33KrJ9//Pf/4z/fN///d/VxjgVNWm2Wdf/1PvyZMnV1hvgwYNIqLyf1B//PHH1a6nMtvLd+7hhx+OiRMnJu4/77zz0rMZ//KXv0TEV8s3lZSUlLuh6Cabv/d33nmn0tfffP/mx22NbH7OW/sdq8y2Pg/ZNmLEiPTP999/f7z99tvx0UcflblZcvPmzdNrRr/44ovx2WefxX333ReNGzeOIUOGZFxDNj+P7U02riE1ef3dVja/kffm/x2sSFWWs9m0lMthhx1W7p40m/v1r3+d/v+l2267Lb788ssqVPuVX/ziF3HSSSfF6aefHg0bNkxvz8Y1Y3u/7iTJ9ucMQHYI0QGodRo2bBjXXntt+vmZZ54ZS5Ysybjfzf/RV9mNxCp7rU8++SROOumkGDduXGKbTX/6HxHx4YcfbmWVmRswYEA0b948Ir76M+3KwrZPP/00Bg8eHCeddFKZPx+uDSpbE/e+++5L/7zpJnKb1OT7z8Z3bJNNf8Hw9VnFV1xxRZx00kkxa9asMts3zaybPXt2Ym3Z+oXU120v37nTTz89Lr300sT9m984dMKECTFz5sy45ZZb4sADDyx38+BNNn/vzz33XCxevDix/7vvvjv98/e///3qvIWsfs5b+x2rzLY+D9l28MEHp29mfP/998dDDz0U9evXjxNPPLFMu01h+6b7YjzyyCNx3HHHxTe+8Y2Ma8jm57G9ycY1pCavv9vKUUcdlQ6in3vuuTJ/lbW5VatWxTPPPLPF/jaF6ElLuWzSu3fv9H0iPvnkk/j5z39epXpfeOGF9Az2s88+u8xNSrNxzdjerztJsv05A5AdQnQAaqURI0ak/5x73rx5cfDBB8cLL7xQ6TFr166Nv/71r4nB9Te/+c30z08++WTMmTOnXJsvv/wyxo4du8X6br755sSbIj766KPpn6uyFnO27bzzzvFf//VfEfHVnwGPGjWqwvU/V65cGSeeeGKsX78+TjjhhBqpNclOO+0Uv/3tbysMCp999tn0DP8WLVrE6NGjy+yvyfffp0+f9M833XRTrF27tlybWbNmxSOPPLLFvjbVs/n3uaSkJKZMmVLutSIi9t1334j46kZrFS1H9Mtf/nKLN9Ktrh3hO7fJphnnqVQqhg0bFosXL06chR5R9r2vW7cuRo0aFevWrSvX7vrrr08vaXDooYfG4MGDq1VfNj/nrf2OVWZbn4dc2PQL0OnTp8ett94aRx11VLnZuSeccEI63Lr00ktjxYoVWVvKJZufx/YmG9eQmrz+bistWrSIH/7whxHx1bJn5557bmzcuLFMm9LS0vSyQ5WZO3duzJw5MyK2HKJHRFxzzTVxzDHHRMRX/w905plnJi41UlpaGvfcc08ce+yxUVpaGl27do3f/e53Zdpk45qxI1x3KpLNzxmA7LEmOgC11v/+7/9G69at46KLLop58+bFkUceGXvvvXccddRR0alTp2jatGmsXr06/vOf/8S0adPihRdeSM9Ea968eVx22WVl1jDu3r17DB06NB5//PH47LPPYp999omTTz45+vXrFw0aNIg5c+bE3XffXSaAev311yMiYvfdd49DDz00mjRpEt/4xjdi+fLl0adPn/jBD34Qffr0iebNm8fy5ctj0qRJ8dRTT0XEV7NaTz755IzOwZIlS9JB2eaB8iuvvJIOCEaMGFHuxlK/+MUvYvLkyfHwww/HQw89FG+++Wb84Ac/iG7dusXatWtj1qxZ8fe//z0+++yzaNu2bdxwww1ljn/iiSdi9erVZdaNffTRR6NJkyZxyCGHRIcOHeKVV16JBQsWxNtvv51uM2HChHj//fdj7733jj333DPefvvtmD17drz55pvpNi+//HKsWrUqOnXqFAcddFCF77tly5YxfPjw2GeffeKMM86IfffdNzZs2BAvvfRS3Hfffekbid5+++1l1g7dFu8/omyQtrlTTz01rrzyyli0aFG8/vrrseeee8app54ae+yxR6xZsybeeeeduOeee8rMktzU7/777x9dunRJbx80aFC8+OKLMW/evPjhD38YBx98cDz00EOxdOnSOOigg8rdtHbUqFHpmXbf/e5345xzzonevXvHypUr46GHHooFCxbEqFGj4s9//nOZ1+3Vq1d6fdvqvu9snPOqmDVrVkybNi0iIpYvX57e/o9//KPC78HXVWXme//+/WOvvfaKd955J2bPnh2tW7fe4qzFzd/7s88+G717947TTjstOnfuHCtWrIgnn3wynnvuuYiI6NChQ9x///3pY5cvX55eYmbTLMo1a9ak22wab5tk43PepCrfsVQqlZ5JWtH3okePHukllTI5DxFVu+589NFHMWXKlDKziWfMmBH3339/NG/ePAYNGlTpZ1WZkSNHppfjKioqqjAcb9KkSQwePDgeeeSRWL58eTRt2jQxkNuacxdR9TG/rc/TlsbdLrvskl7mZnOTJ09O/7J5U9BXUlKS/tw7d+4cBx54YLp9pteQbX39rernm+3P6w9/+ENMmjQp3nvvvXjwwQdj1qxZccopp0Tbtm1j0aJFce+998aiRYviJz/5SfzhD39I/Fw3/cK/X79+6b/CqEx+fn488sgjce6558bf/va3uOOOO+KRRx6JY489Nvbbb79o0aJFfPbZZ/Hxxx/H448/nv7su3btGs8880yFN97N9JqRaR9Vuf7uvvvu2/XnDEAWpQCglpsxY0Zq+PDhqby8vFREVPro2bNn6uqrr04VFRVV2Nfnn3+eGjJkSOLxQ4cOTT3xxBPltn/ve99L9zFv3rzUiBEjUvn5+Yn9HHTQQakPP/ww4/f+3HPPbfE9l5SUVHjsxo0bU7/97W9T3/jGNxKPPeyww1IfffRRuWM7duyYeMx9992XSqVSqaFDhya2ueaaa1KpVCp1/vnnJ7Y5+eSTy73uoEGDUhGRateuXWr9+vWp0047rcJjW7RokXrooYcqPXe5ev8RkVq0aFHi67777rupHj16VHhcQUFB6vLLL0/96le/KrfvpptuKtPPypUrUz179izXrmnTpqm33nqrwte+9NJLK3zdrl27pj788MPUxRdfXG7fxRdfnJX3nek5r4r//d//3eJ42NLjwAMP3OLrjBs3Lt3+N7/5TZVq27hxY+ryyy+v9L0PGTIktXjx4jLHvfzyy5XWu2m8bS7Tz3mTqnzHSkpKKq3v5z//eVbOQypVtevObbfdltimX79+VfqsKtO9e/dURKQaNmyYWrlyZYVtHnjggfRrnnbaaYl9be25q+qY39bnaUvjbt99963wuNNPP73S404//fRyx2R6DdmW19+qfr65+LyWLl2aOvLIIyts3759+9Q777yTuuaaa9Lb3n///XJ9HHrooamISF122WVJH32ixx57LNWvX79K33/jxo1TF154YWrFihWV9pXJNSPTPqpy/d3eP2cAssdMdABqvT59+sQDDzwQK1asiBdeeCGmTZsWy5Yti1WrVkXTpk1jl112id69e8eBBx4YnTt3rrSvJk2axOOPPx5vvPFGPPPMMzFv3ryoV69etG/fPo455pg4+OCD47333itzk7mIKDNjulOnTnH//ffHggUL4umnn4533303VqxYEY0bN4499tgjvv3tb8cBBxyQlffepk2bcrV8XdLNUfPy8uI3v/lNnH/++fH000/H22+/HUVFRbHTTjtF586dY8CAAYl1Hn/88bFs2bIK93Xs2DEivpqxmzQruUePHhHx1dITSfUffPDBlb6vgoKCuPPOO+MnP/lJPP7447FgwYJo2LBh7LPPPnHiiSdWOKttc7l6/xERjRo1StzXu3fvmDFjRjzzzDPx8ssvx+LFi6NRo0bRvXv3GDZsWHTu3DkefPDBcuela9euZZ43bdo03nzzzbj77rvjzTffjPXr10f37t3jjDPOKDcLfZP/+Z//iRNPPDEeffTRmD9/fuy8886x//77x0knnRQNGjSIfv36lXvdzW9glsn7jsjsnFdFr169tjgetqRbt25bbPODH/wgXnjhhdiwYUOcc845Veo3Ly8vLrvssvjxj38cTz31VLz99tvx2WefxTe+8Y3o2rVrHHPMMdGrV69yx7Vq1arS97RpvG0u0895k6p8x/Ly8iqtb++9987KeYio2nWnS5cuifVUZTbtlvz3f/93PPPMM9GnT59o2rRphW2OO+64OOmkk6K0tDTOPvvsxL629txVdcxv6/O0pXG3+QzuzR144IEVLqmy+f6vy/Qasi2vv1X9fHPxebVq1SomTpwY//rXv+LZZ5+NTz/9NJo3bx777LNPDB8+PBo2bJhe73zT+9nc0qVL039pV5WlXL5u6NChMXTo0Jg5c2Y8//zzMW/evCgqKooGDRpEmzZtYp999omBAwem15avTCbXjEz7qMr1d3v+nAHIrnqp1NduOQ4AUEOOPvromDBhQrRr1y4WLFhQ0+UAwHbptNNOi7vvvjsaNmwYn3/+eRQUFKT33X777XHWWWdFp06dEu/vwvahss8ZgOxyY1EAAADYDnzxxRdx//33p9fwrsjatWvjmWeeiYiv/urr68HqptnLQ4cOzVmdZCYbnzMA2SVEBwAAgO3AwoUL46STTooLL7wwNm7cWG5/aWlp/PjHP07fBPbHP/5xmf2pVCq9jMmpp566TWpm62X6OQOQfdZEBwBq1PLly2PixIkREekZV2vWrIn7778/IiIOOeSQ6NChQ43VBwC1zYMPPhizZ8+OoUOHxu677x4FBQUxf/78ePDBB2PmzJkREXHSSSfFsGHDyhxXr169uOOOO2qiZKqhup8zANlnTXQAoEa98sor0b9//8T99913X4wcOXIbVgQAtdPChQvjO9/5TsyePTuxzU477RRjxoyJK664IurXN29ue+RzBqh9XGkBgBq16c/Kk3Ts2HEbVgMAtVe7du3igw8+iI8++iheeOGFWLBgQSxdujRWrVoVhYWF0a9fvzj22GOjTZs2NV0qGfA5A9Q+ZqIDAAAAAEACNxYFAAAAAIAEQnQAAAAAAEggRAcAAAAAgARCdAAAAAAASFC/pguoi9q0aROrV6+Otm3bprfl5+dHXp7faQAAAAAAZENpaWls3LgxIiI+/fTTaNy4cSxdunSr+6mXSqVS2S6OyjVp0iTWrFmT/gAjIlq1ahWtWrWqwaqoC+bOnRupVCq6du1a06VAjTAGqOuMAeo6Y4C6zhgA4wDq2hhYtmxZLFu2LP28QYMGsW7duq3ux0z0GtChQ4coLS2NZ555Jr2tsLAwCgsLa64o6oTevXvHhg0b4t1334169erVdDmwzRkD1HXGAHWdMUBdZwyAcQB1bQwUFxdHcXFxREQMHDgw8vPzq9WPEL2G5OXlRadOnWq6DAAAAACAHdLmE5cLCgqq3Y9FuAEAAAAAIIEQHQAAAAAAEgjRAQAAAAAggRAdAAAAAAASuLEo1CHvvvtuLFmypKbLgBpjDFDXGQPUdcYAdZ0xAMYBGAPVYyY6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAECC+jVdQF1VWloa8+fPTz8vLCyMwsLCGqsHAAAAAGBHUlxcHMXFxRERUVJSEvn5+dXqx0z0GlJUVBSdO3dOP8aOHVvTJQEAAAAA7DDGjh2bzl/nzJkTRUVF1erHTPQa0qJFi5gyZUr6uVnoAAAAAADZM2bMmDjjjDMiImLgwIHVnokuRK8heXl50alTp5ouAwAAAABgh7T5EtoFBQXV7sdyLgAAAAAAkECIDgAAAAAACYToAAAAAACQQIgOAAAAAAAJhOgAAAAAAJBAiA4AAAAAAAmE6AAAAAAAkECIDgAAAAAACYToAAAAAACQQIgOAAAAAAAJhOgAAAAAAJBAiA4AAAAAAAmE6AAAAAAAkECIDgAAAAAACYToAAAAAACQQIgOAAAAAAAJhOgAAAAAAJBAiA4AAAAAAAmE6AAAAAAAkECIDgAAAAAACYToAAAAAACQQIgOAAAAAAAJhOgAAAAAAJBAiA4AAAAAAAmE6AAAAAAAkECIDgAAAAAACYToAAAAAACQQIgOAAAAAAAJhOgAAAAAAJBAiA4AAAAAAAmE6AAAAAAAkKB+TRdQV5WWlsb8+fPTzwsLC6OwsLDG6gEAAAAA2JEUFxdHcXFxRESUlJREfn5+tfoxE72GFBUVRefOndOPsWPH1nRJAAAAAAA7jLFjx6bz1zlz5kRRUVG1+jETvYa0aNEipkyZkn5uFjoAAAAAQPaMGTMmzjjjjIiIGDhwYLVnogvRa0heXl506tSppssAAAAAANghbb6EdkFBQbX7sZwLAAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAk2CFD9Ndeey1mzJixxXaLFy+O559/Pt58883YuHFjtV/v5ZdfjgkTJlT7eAAAAAAAaqcdKkRfunRpDB8+PA499NC48cYbE9tt3Lgxzj///OjcuXNcccUVMWLEiOjatWtMnjx5q1/zpZdeim9961sxYsSITEoHAAAAAKAW2mFC9AkTJsQhhxwSffv23WLbyy67LG6//fZ4+eWXY9KkSTF79uzYe++9Y/DgwbFs2bIqv+bq1atj9OjR0aZNm0xKBwAAAACgltphQvT169fHK6+8Euecc06l7b744ou49tprY/jw4bHffvtFRER+fn787//+b3z22Wfx5z//ucqveckll8Sxxx5bpeAeAAAAAIDtzw4Toh9//PFVmhE+adKkWLNmTRxxxBFltu+5556x2267xdNPP12l13vxxRdj4sSJ8fvf/7465QIAAAAAsB2oX9MFbGsffPBBRER07Nix3L6OHTvGtGnTttjH6tWr46yzzoq77rorGjVqVK065s6dG717965w37vvvlutPmFLUqlU+gF1kTFAXWcMUNcZA9R1xgAYB1AXxkCfPn0q3D537tzo0qVLtfqscyH6ypUrIyKicePG5fbtvPPO8eWXX8aGDRuifv3kU/PLX/4yvve978XBBx9c7TpSqVRs2LChwn1Lliypdr9QmVQqFcXFxRERUa9evZotBmqAMUBdZwxQ1xkD1HXGABgHUBfGQFLmmskvDupciN6gQYOIqPhklpSURH5+fqUB+gsvvBAvvfRSvPnmmxnV0bVrVzPO2eY2XSxat269w14ooTLGAHWdMUBdZwxQ1xkDYBxAXRgD77//foXbk2aoV0WdC9F33333iIhYunRpuX1Lly6Ndu3aJR67Zs2a+OEPfxijRo2K5557Lr192bJlsWHDhnjyyScjImL//feP1q1bb7GWHfWLSu1Wr1699APqImOAus4YoK4zBqjrjAEwDsAY2Hp1LkQ/5JBDIiJi2rRpceKJJ6a3r169OubMmVNm29cVFxdH7969Y8qUKTFlypT09k8++STWrVsXN998c0REtGzZskohOgAAAAAAtVudC9H33HPPOPzww+Pee++NSy+9NHbaaaeIiLj77rujpKQkfvSjH5Vp/8ILL8TatWvj6KOPjrZt26Znm2/u6KOPjn//+98V7gMAAAAAYPu1w4ToK1asiFdffTU+//zziIj4z3/+E08++WS0aNGi3A1Ab7/99ujfv38MHjw4fvSjH8X8+fPjd7/7Xfz0pz+NI444It2upKQkjjzyyIiI+Oijj6Jz585l+pkyZUosXbq0zHIuBQUFMWjQoNy+WQAAAAAAtokdJkRftGhRejmVY489NiIibr755vjmN79ZLkTv1q1bTJ8+PW666aYYP358NGvWLB588MH0cZsUFBTE8OHDY926ddGqVatyr/nUU0/FW2+9FW3bto22bdvGzTffHDvvvLMQHQAAAABgB7HDhOi9evXaquVUdt1117jsssu22O6BBx5I3Pfb3/62yq8HAAAAAMD2J6+mCwAAAAAAgNpKiA4AAAAAAAmE6AAAAAAAkECIDgAAAAAACYToAAAAAACQQIgOAAAAAAAJhOgAAAAAAJBAiA4AAAAAAAmE6AAAAAAAkECIDgAAAAAACYToAAAAAACQQIgOAAAAAAAJhOgAAAAAAJBAiA4AAAAAAAmE6AAAAAAAkECIDgAAAAAACYToAAAAAACQQIgOAAAAAAAJhOgAAAAAAJBAiA4AAAAAAAmE6AAAAAAAkECIDgAAAAAACYToAAAAAACQQIgOAAAAAAAJhOgAAAAAAJBAiA4AAAAAAAnq13QBdVVpaWnMnz8//bywsDAKCwtrrB4AAAAAgB1JcXFxFBcXR0RESUlJ5OfnV6sfM9FrSFFRUXTu3Dn9GDt2bE2XBAAAAACwwxg7dmw6f50zZ04UFRVVqx8z0WtIixYtYsqUKennZqEDAAAAAGTPmDFj4owzzoiIiIEDB1Z7JroQvYbk5eVFp06daroMAAAAAIAd0uZLaBcUFFS7H8u5AAAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAgvo1XUBdVVpaGvPnz08/LywsjMLCwhqrBwAAAABgR1JcXBzFxcUREVFSUhL5+fnV6sdM9BpSVFQUnTt3Tj/Gjh1b0yUBAAAAAOwwxo4dm85f58yZE0VFRdXqx0z0GtKiRYuYMmVK+rlZ6AAAAAAA2TNmzJg444wzIiJi4MCB1Z6JLkSvIXl5edGpU6eaLgMAAAAAYIe0+RLaBQUF1e7Hci4AAAAAAJBAiA4AAAAAAAmE6AAAAAAAkECIDgAAAAAACYToAAAAAACQQIgOAAAAAAAJhOgAAAAAAJBAiA4AAAAAAAmE6AAAAAAAkECIDgAAAAAACYToAAAAAACQQIgOAAAAAAAJhOgAAAAAAJBAiA4AAAAAAAmE6AAAAAAAkECIDgAAAAAACYToAAAAAACQQIgOAAAAAAAJhOgAAAAAAJBAiA4AAAAAAAmE6AAAAAAAkECIDgAAAAAACYToAAAAAACQQIgOAAAAAAAJhOgAAAAAAJBAiA4AAAAAAAmE6AAAAAAAkECIDgAAAAAACYToAAAAAACQQIgOAAAAAAAJhOgAAAAAAJCgfk0XUFeVlpbG/Pnz088LCwujsLCwxuoBAAAAANiRFBcXR3FxcURElJSURH5+frX6MRO9hhQVFUXnzp3Tj7Fjx9Z0SQAAAAAAO4yxY8em89c5c+ZEUVFRtfoxE72GtGjRIqZMmZJ+bhY6AAAAAED2jBkzJs4444yIiBg4cGC1Z6IL0WtIXl5edOrUqabLAAAAAADYIW2+hHZBQUG1+7GcCwAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJBCiAwAAAABAAiE6AAAAAAAkEKIDAAAAAEACIToAAAAAACQQogMAAAAAQAIhOgAAAAAAJKhf0wXkwtNPPx0tW7aMAw44oNJ2s2fPjhkzZkSzZs3isMMOi4YNG1b5NRYsWBBTp06NDRs2RIcOHWKvvfaK/Pz8TEsHAAAAAKAW2aFmon/88ccxcODAOPbYY+Ovf/1rYrv169fHySefHPvuu2/8/e9/j4suuig6dOgQL7zwwhZfY8aMGXHUUUdFz54946abboo77rgjBg0aFN26dYsnnngim28HAAAAAIAatsOE6I8++mgMGDAgjj/++C22vfjii+PRRx+NyZMnx6OPPhpvv/12DBo0KIYOHRoLFy6s9NhXX301Zs6cGbNnz46nn346/vGPf8SHH34YDRs2jOHDh8eiRYuy9ZYAAAAAAKhhO0yI3qRJk3jjjTfipJNOqrRdcXFx/N///V+MHDkyevXqFRER9erVi9/97nexatWq+POf/1zp8d27d48rrrgi2rZtm95WWFgYI0eOjLVr18aMGTMyfzMAAAAAANQKO0yIPmDAgCgsLNxiu0mTJsX69eujf//+ZbZ37tw5dt9993j22WcrPf473/lOnHnmmeW2L1++PBo1ahR77733VtUNAAAAAEDttUPeWLQys2fPjoiIDh06lNvXoUOHeOutt7a6zyVLlsQ999wTV111VbRq1apKx8ydOzd69+5d4b533313q2uAqkilUukH1EXGAHWdMUBdZwxQ1xkDYBxAXRgDffr0qXD73Llzo0uXLtXqs86F6F988UVERDRq1KjcvsaNG8fatWtjw4YNUb9+1U7NZ599FkOGDInzzz8/LrjggirXkUqlYsOGDRXuW7JkSZX7ga2RSqWiuLg4Ir5axgjqGmOAus4YoK4zBqjrjAEwDqAujIGkzDWTXxzUuRC9YcOGERFRUlJSbt/69esjPz+/ygH6ihUr4vDDD4+zzz57qwL0iIiuXbuacc42t+li0bp16x32QgmVMQao64wB6jpjgLrOGADjAOrCGHj//fcr3J40Q70q6lyIvvvuu0dExbO9lyxZUuEyLxVZt25dnHDCCXHWWWelA/RNoXhVP5Ad9YtK7VavXr30A+oiY4C6zhigrjMGqOuMATAOwBjYejvMjUWratMNRadOnVpm++effx5z5syJww47bIt9pFKpGDVqVBx//PFx4YUXprc/9thj8dhjj2W1XgAAAAAAak6dC9H32GOPGDhwYNxzzz3x5ZdfprePGzcuNm7cGOeee26Z9o8++mjce++9sXHjxvS2//qv/4p58+ZFmzZt4u9//3v6MW3atG32PgAAAAAAyL0dZjmXZcuWxYQJE2LVqlURETFnzpz4+9//Hq1bt46jjjqqTNvbbrstDj/88Pj2t78dZ555ZsyfPz+uvfbauPzyy+Pggw9OtyspKYlhw4ZFRMRBBx0Ue+yxRzz44INx1VVXRUTEv//973J19OvXL1dvEQAAAACAbWyHCdFXrFgRzz77bEREnHzyyRER8eyzz0bPnj3LhegdOnSI6dOnxx133BFvvPFGNGvWLJ5//vlyS7kUFBTEj370o1i3bl20adMmIiLq16+f7r8i3/zmN7P5tgAAAAAAqEH1UptuyZpls2fPjvfeey/mzZsXK1eujDVr1kSjRo2iWbNm0blz5+jVq1d07949Fy9d6/Xu3TsiImbOnFnDlVDXpFKpWLJkyQ59B2aojDFAXWcMUNcZA9R1xgAYB1CXx0AmmWxWZ6LPnj07brzxxnjkkUdiwYIFW2y/++67x7Bhw+LHP/5xdO3aNZulAAAAAABAxrJyY9HVq1fHhRdeGD179ow///nPZQL0evXqRcOGDaNJkybRsGHDMr/h+OSTT+L666+PHj16xM9+9rMyN/oEAAAAAICalvFM9OXLl8fgwYPjjTfeiLZt28bQoUPj8MMPj969e8duu+0WLVq0KBOcp1KpKCoqik8//TRmzpwZL730Ujz++ONx3XXXxauvvhpPPfVUtGzZMtOyAAAAAAAgYxmF6CUlJfHd73435syZEzfffHOceeaZUVBQUOkx9erVi5YtW0bLli2jb9++cdJJJ8Wf//zn+Otf/xqXXHJJDBs2LF544YWoX3+HuecpAAAAAADbqYyWc/nTn/4UH330Ubz++utx9tlnbzFAT1JQUBBnn312vP766zF37ty49tprMykLAAAAAACyIqMQvbCwMJ5++uno0aNHVorp0aNHPP3009G0adOs9AcAAAAAAJnIaM2Uc845J1t1pPXr1y/69euX9X4BAAAAAGBrZTQTPVv69OlT0yUAAAAAAEA5GYfonTp1yriImTNnZtwHAAAAAABkW8Yh+scff5zR8c8880ymJQAAAAAAQE5kZTmXf/zjH9U+7oQTTshGCQAAAAAAkHVZCdFHjhwZr7322lYd8/DDD8eJJ54Y69evtyY6AAAAAAC1UlZC9G9961tx/PHHx6xZs6rU/r777ouRI0dGSUlJ9OrVK55//vlslAEAAAAAAFmVlRD9oYceii5dusTRRx8dCxcurLTtXXfdFaeeemps2LAhevToES+88ELsuuuu2SgDAAAAAACyKuMQferUqfGNb3wjnnrqqdhpp53imGOOiZUrV1bYdty4cTFq1KjYuHFjdO/ePV544YVo3bp1piUAAAAAAEBOZByi77XXXhER0apVq5gwYUIsXbo0hg4dGuvWrSvT7qabboqzzjorSktLo2vXrvHCCy9E27ZtM315AAAAAADImaws57JJ586d45lnnom33347Tj755CgtLY2IiOuvvz7OO++8SKVSsccee8SkSZOiXbt22XxpAAAAAADIuoxD9IkTJ5Z5vvfee8cjjzwSTzzxRPzkJz+JP/7xjzFmzJiIiOjUqVNMmjQp2rdvX2kfAAAAAABQG9TPtIOjjjoqUqlUmW0DBgyIv/3tb3HyySen93Xo0CEmTZoUHTp0qFIfAAAAAABQ07K6nMvmTjrppPjjH/8YERHt27ePSZMmRadOnXL1cgAAAAAAkHUZz0SPiCgsLKx0//Lly2OfffbJxksBAAAAAMA2k5UQfeXKlZXuX7t2baxduzYbLwUAAAAAANtMVkL0iy++OKPjr7rqqmyUAQAAAAAAWZWVEP0Pf/hDRscL0QEAAAAAqI0yvrFoly5dMi4iG30AAAAAAEC2ZRyif/jhhxkXkY0+AAAAAAAg27KynAtbr7S0NObPn59+XlhYGIWFhTVWDwAAAADAjqS4uDiKi4sjIqKkpCTy8/Or1U/GM9GpnqKioujcuXP6MXbs2JouCQAAAABghzF27Nh0/jpnzpwoKiqqVj8ZhejnnXde3HXXXZl0Uc5dd90V5513Xlb7rI1atGgR8+bNSz/GjBlT0yUBAAAAAOwwxowZk85fu3XrFi1atKhWPxkt5zJo0KAYPnx45Ofnx8knn5xJVxERcc8998RZZ50V48ePz7iv2i4vLy86depU02UAAAAAAOyQNl9Cu6CgoNr9ZDQTfejQoXHuuefGKaecEsOHD49p06ZVq59p06bF8OHD45RTTonzzz8/hgwZkklZAAAAAACQFRnfWPS6666LvLy8uO6662L8+PHRrVu3OOyww6Jnz57Rrl27aNmyZTRs2DAKCgqipKQk1q5dG8uXL4+FCxfGrFmz4uWXX44PP/wwIiJ+9rOfxR//+MeM3xQAAAAAAGRDxiF6vXr14tprr40BAwbET3/605g9e3bMmTNnq/rYc889Y+zYsXH00UdnWg4AAAAAAGRNRsu5bG7w4MHx/vvvx9NPPx1nnXVWdO3aNfLyKu4+Ly8vunbtGmeddVY8++yzMWvWLAE6AAAAAAC1TsYz0TdXr169OOaYY+KYY46JiIi1a9fGf/7zn1i5cmWsXbs2GjZsGM2aNYsOHTpEw4YNs/nSAAAAAACQdVkN0b+uYcOG0b1791y+BAAAAAAA5EzWlnMBAAAAAIAdjRAdAAAAAAASCNEBAAAAACCBEB0AAAAAABII0QEAAAAAIIEQHQAAAAAAEgjRAQAAAAAggRAdAAAAAAASCNEBAAAAACDBNgnRS0pKYvr06fHcc8+lt5WWlm6LlwYAAAAAgGrLaYg+bdq0GD58eDRr1iz69esXAwcOTO/r1q1b3HDDDbl8eQAAAAAAyEjOQvS777479t9//xg/fnysWbOm3P7169fHBRdcEOeee26uSgAAAAAAgIzkJESfOXNmnHnmmVFaWhqDBg2KK664Iu68884ybebPnx833HBD3H777WWWeQEAAAAAgNqifi46/dOf/hS77bZbPPHEE9G3b9/09tNPPz39c35+fpx//vmxaNGiuPHGG+Ooo47KRSkAAAAAAFBtOZmJPmnSpLj55pvLBOhJRo0aFe+++24uygAAAAAAgIzkJERftGhRHHHEEVVq2759+1i4cGEuygAAAAAAgIzkJERv0KBBrFy5skptFy5cGI0aNcpFGQAAAAAAkJGchOg9evSIsWPHVqntbbfdFn369MlFGQAAAAAAkJGchOjDhw+Pq666KkaPHh1z586tsM2XX34ZV155ZVx11VUxYsSIXJQBAAAAAAAZqZ+LTs8777z461//GuPGjYtx48bFHnvsEb169YqIiBEjRsTixYvjrbfeitWrV8dee+0Vo0ePzkUZAAAAAACQkZyE6I0bN45nn302hg4dGu+880589NFH8dFHH0VExIMPPphut99++8Vjjz0WO+20Uy7KAAAAAACAjORkOZeIiA4dOsTkyZPjtttui6OOOipat24dDRs2jNatW8fAgQNj3Lhx8dprr0W7du1yVQIAAAAAAGQkJzPRN2nQoEGMHj3aci0AAAAAAGyXchKiH3300emfn3322Vy8BAAAAAAA5FxOQvQJEyZERESfPn1y0T0AAAAAAGwTOV3O5dFHH81l99u10tLSmD9/fvp5YWFhFBYW1lg9AAAAAAA7kuLi4iguLo6IiJKSksjPz69WPzm5sWirVq0iImL33XfPRfc7hKKioujcuXP6MXbs2JouCQAAAABghzF27Nh0/jpnzpwoKiqqVj85CdEPPfTQiIj46KOPqtR+5MiRuSijVmvRokXMmzcv/RgzZkxNlwQAAAAAsMMYM2ZMOn/t1q1btGjRolr95CREv/TSS6Nhw4Zx4403Vqn9Aw88kIsyarW8vLzo1KlT+mEpFwAAAACA7CksLEznrwUFBZGXV704PCdronfp0iXuu+++OOecc2LVqlXxox/9KPbYY49o2LBhLl4OAAAAAAByIichevPmzdM/33nnnXHnnXfm4mUAAAAAACCncrKcCwAAAAAA7AhyMhM9ImLq1KlVbrv33nvnqgwAAAAAAKi2nIXoe+21V666BgAAAACAbSIny7mMHz9+q9q/8cYbuSgDAAAAAAAykpMQ/cQTT9yq9vvtt18uygAAAAAAgIzUihuLFhYW1nQJAAAAAABQTq0I0VeuXFnTJQAAAAAAQDk5ubGom4oCAAAAALAjyEmIPm3atFx0CwAAAAAA21ROQvSIiOuuu67C7Rs3boyioqJ4++2344UXXohRo0ZFz549c1UGAAAAAABUW85C9DFjxmyxzZw5c+K0006LSy65JFdlAAAAAABAteXkxqK33XZbldp169YtrrnmmvjNb36TizIAAAAAACAjOQnRR48eXeW2++67bzz33HO5KAMAAAAAADKSkxB9a8ybNy8+++yzmi4DAAAAAADKqdEQffny5XHBBRdE27Zta7IMAAAAAACoUE5uLHr00UdXun/9+vWxePHimD17dmzcuDEuuOCCXJQBAAAAAAAZyUmIPmHChCq37d+/f1xxxRW5KAMAAAAAADKSkxA9IuLiiy9O3Jefnx8tWrSIAw88MA499NBclQAAAAAAABnJWYj+hz/8IVddAwAAAADANpGTG4teeOGFuegWAAAAAAC2qZyE6GPHjq1Su8svvzzefvvtXJQAAAAAAAAZy0mIvvPOO1ep3W9/+9s48MAD4/HHH89FGQAAAAAAkJGchOirV6+uUrvZs2fH6NGj4/e//30uygAAAAAAgIzk7MaiVdGtW7e4+uqro3379jVZBgAAAAAAVCgnM9G3xscffxzr16+v6TIAAAAAAKCcrMxEP/roo6u07etWr14d77zzTnTv3j0bZQAAAAAAQFZlJUSfMGFClbZVpF69enHRRRdlowwAAAAAAMiqrIToF198cZnnV111VbltX1evXr3YZZdd4qijjoq99torG2UAAAAAAEBWZSVE/8Mf/lDm+VVXXVVuGwAAAAAAbG+yEqJ/3a9+9atcdLtDKS0tjfnz56efFxYWRmFhYY3VAwAAAACwIykuLo7i4uKIiCgpKYn8/Pxq9ZOXxZrSrrjiilx0u0MpKiqKzp07px9jx46t6ZIAAAAAAHYYY8eOTeevc+bMiaKiomr1k5OZ6FurYcOGsXbt2pouY5tq0aJFTJkyJf3cLHQAAAAAgOwZM2ZMnHHGGRERMXDgwGrPRK8VIfq6detquoRtLi8vLzp16lTTZQAAAAAA7JA2X0K7oKCg2v3kLETfsGFD3HrrrXHvvffGnDlz4ssvv4xUKpWrlwMAAAAAgKzLSYheWloaw4YNiyeeeCIX3QMAAAAAwDaRkxD9b3/7WzzxxBOx3377xamnnhpdunSJ4447Lp555pl0myVLlsSDDz4YEyZMiL/97W+5KAMAAAAAADKSkxD97rvvjuOOOy4ef/zxyMvLS28/+uijy7Q7/fTTY9SoUfHee+/logwAAAAAAMhI3pabbL3p06fH5ZdfXiZAT3LxxRfH008/nYsyAAAAAAAgIzkJ0T///PPo0aNHmW316tWLL7/8slzb3XffPebOnZuLMgAAAAAAICM5CdF33XXXWL58eZltTZs2jQ8++KBc2/fffz/WrVuXizIAAAAAACAjOQnRO3fuHH/+85/LbNtzzz3jiiuuiA0bNqS3rVmzJi655JJo27ZtLsoAAAAAAICM5OTGogMHDozLLrss/vOf/8Rpp50Wxx9/fBx//PHx61//Ovr27Rvf+ta3orS0NP75z3/G/PnzY/To0bkoAwAAAAAAMlIvlUqlst3prFmz4pvf/Gb6+YYNG2LlypXRr1+/+Pjjj8u0bd68eUydOjU6duyY7TJqrd69e0dExMyZM2u4EuqaVCoVS5YsidatW0e9evVquhzY5owB6jpjgLrOGKCuMwbAOIC6PAYyyWRzspxLz549Y8OGDelHRESzZs3iX//6V3zve9+LwsLCaNasWRx//PHx6quv1qkAHQAAAACA7UdOlnNJ0rFjx3jooYe25UsCAAAAAEC15SREP/roo9M/P/vss7l4CQAAAAAAyLmchOgTJkyIiIg+ffrkonsAAAAAANgmcrIm+iaPPvpoLrsHAAAAAICcykmI3qpVq4iI2H333XPRPQAAAAAAbBM5CdEPPfTQiIj46KOPqtR+5MiRuSgDAAAAAAAykpMQ/dJLL42GDRvGjTfeWKX2DzzwQC7KAAAAAACAjOTkxqJdunSJ++67L84555xYtWpV/OhHP4o99tgjGjZsmIuXAwAAAACAnMhJiN68efP0z3feeWfceeeduXgZAAAAAADIqZws5wIAAAAAADuCnMxEj4iYOnVqldvuvffeuSoDAAAAAACqLWch+l577ZWrrgEAAAAAYJvIyXIu48eP36r2b7zxRi7KAAAAAACAjOQkRD/xxBO3qv1+++2XizIAAAAAACAjOVvOZXMlJSUxa9asWLJkSRx11FEREVFaWhp5ednP8EtLS+Ohhx6Ktm3bRv/+/Stt+/bbb8eMGTOiWbNm8e1vfzuaNWu2Va+V6fEAAAAAANRuOZmJvsm0adNi+PDh0axZs+jXr18MHDgwva9bt25xww03ZPX1Zs+eHYcffniMGDEi7rnnnsR2a9eujaFDh8aAAQNi4sSJ8cc//jE6deoUTz31VJVeJ9PjAQAAAADYPuQsRL/77rtj//33j/Hjx8eaNWvK7V+/fn1ccMEFce6552bl9e6///44/vjj48wzz9xi25/97GfxwgsvxJQpU+Luu++OV155Jb7//e/H97///fj4449zfjwAAAAAANuHnCznMnPmzDjzzDMjlUrFoEGDon///rH77rvH6aefnm4zf/78uPnmm2PMmDExbNiw9DIv1dWuXbt4++23KwzsN1dUVBS33357nHHGGdG1a9f09ksvvTRuu+22uP766+Paa6/N2fF1Uaq0NNYUFdV0GUREKpWKtcuXx5d5eVGvXr2aLge2OWOAus4YoK4zBqjrjAEwDmDzMdC4Zcuol4PltndEOQnR//SnP8Vuu+0WTzzxRPTt2ze9ffMQPT8/P84///xYtGhR3HjjjRmH6JvWP99SiP7iiy9GSUlJHHrooWW2d+jQITp27BjPPfdcTo+vi9YUFcX/7bprTZcBAAAAAPw/5y1dGo1btarpMrYLOQnRJ02aFDfffHOZAD3JqFGjYtCgQbkoo0Jz5syJiIj27duX29e+fft48803c3r8JnPnzo3evXtXuO/dd9+tUh/bi1QqVdMlAAAAAACbSaVSO2Ru16dPnwq3z507N7p06VKtPnMSoi9atCiOOOKIKrVt3759LFy4MBdlVGjVqlUREdGoUaNy+xo3bhzr1q2LDRs2RP36FZ+aTI/fJJVKxYYNGyrct2TJkkqP3d6sXb68pksAAAAAADazbOnSaFhaWtNlZF1S5prJLwxyEqI3aNAgVq5cWWHQ/HULFy6sUrtsadiwYURElJSUlNu3bt26qF+/fqUBeKbHb9K1a9cdbsZ5ki+trQQAAAAAtUqrXXfdIZdzef/99yvcnjRDvSpyEqL36NEjxo4dG3/4wx+22Pa2227L6A1srY4dO0ZExOLFi8vtW7x4cXp/ro7fXF25gUXjli3jvKVLa7oM4qvfuC1bujRa7bprnfn+weaMAeo6Y4C6zhigrjMGwDiAzcdA45YtjYMqykmIPnz48Ljoooti+fLl8V//9V8VrjXz5ZdfxnXXXRdXXXVV/OUvf8lFGRU6/PDDIyLizTffjBEjRqS3FxcXx4cffljm5qe5OL4uqpeXt0P+Vmt7lEqlomFpaTRu1cpFkjrJGKCuMwao64wB6jpjAIwDMAaqJyfrbJx33nnRs2fPGDduXHTt2jW6dOkSxx9/fEREjBgxIr71rW/FrrvuGpdeemn069cvRo8enYsyKtSxY8c4/vjj45577onPP/88vf3mm2+OVCoV559/fpn2d999d9x6663ptXS29ngAAAAAALZfOZmJ3rhx43j22Wdj6NCh8c4778RHH30UH330UUREPPjgg+l2++23Xzz22GOx0047ZfyaixcvjsceeyxWr14dERHvvfde3HzzzbHbbrvFkCFDyrS95ZZb4tvf/nYcdthhcfrpp8f8+fPjlltuiauvvjr23XffdLuSkpI47bTTIiJiwIABsccee2zV8QAAAAAAbN9yEqJHRHTo0CEmT54cd911Vzz44IMxffr0WLlyZTRr1iz69esXI0aMiFNPPTUKCgqy8nqrV6+Od955JyIizj777IiIeOedd+LLL78s17Zt27bx9ttvx3333RczZsyIXXbZJSZPnhx77713mXYFBQXxs5/9LNatWxe77bbbVh8PAAAAAMD2rV4qlUrVdBF1Te/evSMiYubMmTVcCXVNKpWKJUuWROvWra17RZ1kDFDXGQPUdcYAdZ0xAMYB1OUxkEkmm5M10QEAAAAAYEeQs+VcNvnyyy/j5Zdfjvfeey8+//zzaNq0afTu3Tv69+8fjRo1yvXLAwAAAABAteUsRN+4cWNcffXVcfXVV0dxcXG5/c2bN49LLrkkfv7zn0d+fn6uygAAAAAAgGrLSYheWloaI0aMiIcffjixzYoVK+Liiy9O36Czrq3BAwAAAABA7ZeTEP3222+Phx9+ONq0aROjR4+O/v37R4cOHaJRo0axZs2a+Pjjj+Oll16K22+/PR544IEYMGBAjB49OhelAAAAAABAteUkRL/11lvjkEMOiWeeeSaaNm1abn+PHj1i0KBB8Ytf/CKOOeaYuPXWW4XoAAAAAADUOjkJ0WfNmhUvvfRShQH65po3bx433HBDHHHEEbkoAwAAAAAAMpKXq46/+c1vVrmdG4sCAAAAAFAb5SRE79y5cyxevLhKbRcuXBjdu3cvt33Dhg3ZLgsAAAAAALZKTkL0YcOGxXXXXVeltldffXWcfvrp5bYXFBRkuywAAAAAANgqOQnRf/nLX8a//vWvOPPMM2PatGlRWlpaZn9JSUm8/vrrceKJJ0ZRUVGcd955uSgDAAAAAAAykpMbi/bo0SPWrl0bU6dOjTvuuCMaNmwYhYWFkZ+fHyUlJfHZZ5+ll2vZbbfdokOHDrkoAwAAAAAAMpKTEH3hwoVlnq9duzZxjfRPP/00FyUAAAAAAEDGchKiR0TcfffdGR1/6qmnZqkSAAAAAAConpyF6KecckpGxwvRAQAAAACoaTm5seivfvWrWtEHAAAAAABkIich+hVXXFEr+gAAAAAAgEzkJETfWgcddFBNlwAAAAAAAOXUihB98uTJNV0CAAAAAACUk7Mbiy5btizuuOOOmDx5chQVFcWGDRty9VIAAAAAAJATOQnRP/jgg+jfv38sW7YsF90DAAAAAMA2kZMQ/ZJLLolly5ZFv3794rDDDouWLVtG/frJL/XrX/86F2UAAAAAAEBGchKi/+tf/4pf/vKXcdVVV1WpvRAdAAAAAIDaKCc3Fl2zZk389Kc/rXL76667LhdlAAAAAABARnISonfp0iUaNWpU5fZjxozJRRkAAAAAAJCRnIToo0aNir/97W9Vbt+1a9dclAEAAAAAABnJyZroY8aMiR/84AexcOHCGDVqVOy5556Rl5ec18+dOzcXZdRqpaWlMX/+/PTzwsLCKCwsrLF6AAAAAAB2JMXFxVFcXBwRESUlJZGfn1+tfnIyEz0/Pz9GjRoVt9xyS/Tq1SsaN24cu+66a7Rp06bCR11UVFQUnTt3Tj/Gjh1b0yUBAAAAAOwwxo4dm85f58yZE0VFRdXqJycz0SdOnBjHHXdcbNy4MSIi1q1bF8uWLcvFS223WrRoEVOmTEk/NwsdAAAAACB7xowZE2eccUZERAwcOLDaM9FzEqL/4Q9/iHr16sVJJ50Uhx12WLRo0aLSAr///e/nooxaLS8vLzp16lTTZQAAAAAA7JA2X0K7oKCg2v3kJER/++234/rrr4/zzjsvF90DAAAAAMA2kZM10detWxcnnXRSlds/88wzuSgDAAAAAAAykpMQvU+fPrF+/foqtx8wYEAuygAAAAAAgIzkJET/2c9+Ftdcc02V22eyHg0AAAAAAORKTtZEHzRoULz11lsxZMiQGDVqVPTr1y8KCwsjLy8nmT0AAAAAAORETkL05s2bp39+4okncvESAAAAAACQc6aGAwAAAABAgpzMRI+ImDp1apXb7r333rkqAwAAAAAAqi1nIfpee+2Vq64BAAAAAGCbyMlyLuPHj9+q9m+88UYuygAAAAAAgIzkJEQ/8cQTt6r9fvvtl4syAAAAAAAgI9vkxqIlJSUxffr0eO6559LbSktLt8VLAwAAAABAteU0RJ82bVoMHz48mjVrFv369YuBAwem93Xr1i1uuOGGXL48AAAAAABkJGch+t133x37779/jB8/PtasWVNu//r16+OCCy6Ic889N1clAAAAAABARnISos+cOTPOPPPMKC0tjUGDBsUVV1wRd955Z5k28+fPjxtuuCFuv/32Msu8AAAAAABAbVE/F53+6U9/it122y2eeOKJ6Nu3b3r76aefnv45Pz8/zj///Fi0aFHceOONcdRRR+WiFAAAAAAAqLaczESfNGlS3HzzzWUC9CSjRo2Kd999NxdlAAAAAABARnISoi9atCiOOOKIKrVt3759LFy4MBdlAAAAAABARnISojdo0CBWrlxZpbYLFy6MRo0a5aIMAAAAAADISE5C9B49esTYsWOr1Pa2226LPn365KIMAAAAAADISE5C9OHDh8dVV10Vo0ePjrlz51bY5ssvv4wrr7wyrrrqqhgxYkQuygAAAAAAgIzUz0Wn5513Xvz1r3+NcePGxbhx42KPPfaIXr16RUTEiBEjYvHixfHWW2/F6tWrY6+99orRo0fnogwAAAAAAMhITkL0xo0bx7PPPhtDhw6Nd955Jz766KP46KOPIiLiwQcfTLfbb7/94rHHHouddtopF2UAAAAAAEBGMg7RP/zwwzLPu3btGhERHTp0iMmTJ8ddd90VDz74YEyfPj1WrlwZzZo1i379+sWIESPi1FNPjYKCgkxLAAAAAACAnMg4RO/WrVuZ56lUKv1zgwYNYvTo0ZZrAQAAAABgu5SV5VzuuOOObHQDAAAAAAC1SlZC9DPOOCMb3QAAAAAAQK2SV9MFAAAAAABAbVUrQnRrpgMAAAAAUBvVihB93LhxNV0CAAAAAACUk5U10Z999tlsdAMAAAAAALVKVkL0Y445Jhvd1CmlpaUxf/789PPCwsIoLCyssXoAAAAAAHYkxcXFUVxcHBERJSUlkZ+fX61+asVyLnVRUVFRdO7cOf0YO3ZsTZcEAAAAALDDGDt2bDp/nTNnThQVFVWrn6zMRJ86dWpGx++9997ZKGO70qJFi5gyZUr6uVnoAAAAAADZM2bMmDjjjDMiImLgwIHVnomelRB9r732ykY3dUpeXl506tSppssAAAAAANghbb6EdkFBQbX7qRXLuVx88cU1XQIAAAAAAJRTK0L0P/zhDzVdAgAAAAAAlFMrQnQAAAAAAKiNsrIm+h//+Mf0z7/4xS+y0SUAAAAAANS4rIToF110UfpnIToAAAAAADuKjEP0L774Iht1AAAAAABArZNxiL7zzjtnow4AAAAAAKh13FgUAAAAAAASCNEBAAAAACCBEB0AAAAAABII0QEAAAAAIIEQHQAAAAAAEgjRAQAAAAAggRAdAAAAAAAS1EiIvmjRopgyZUp8/vnnNfHyAAAAAABQJTkJ0b/44osYM2ZM+rFJKpWK888/P3bbbbc48MADo02bNjFu3LhclAAAAAAAABmrn4tOn3rqqbj++usjLy8v9txzz/T2cePGxf/93/+ln69ZsyZ+9KMfRd++fWP//ffPRSkAAAAAAFBtOZmJ/thjj8Uee+wR06ZNi/feey+9/brrrouIiOHDh8fHH38cU6ZMie7du8ef//znXJQBAAAAAAAZyUmIPmPGjLj++uujT58+6W2zZ8+O9957L5o3bx7jxo2LDh06xP777x/XXXddvPrqq7koAwAAAAAAMpKTEP2TTz6J/v37l9k2ceLEiIg46aSTYuedd05vP/DAA+PTTz/NRRkAAAAAAJCRnIToeXl5kUqlymx7/PHHIyJi2LBhZbYXFBRE/fo5WZodAAAAAAAykpMQvUOHDvHaa6+ln7///vsxceLEKCwsjMMPP7xM2w8++CB22223XJQBAAAAAAAZyckU8MGDB8c555wTV1xxRTRs2DB+85vfRGlpaZxyyilRUFCQbrdx48a48soro3PnzrkoAwAAAAAAMpKTEH3MmDFx6623xumnn57e1qxZs7jooovSzy+//PJ48skn46233oqxY8fmogwAAAAAAMhITpZzadOmTbzyyivxve99L/bcc8845phj4vnnn48OHTqk29x+++2xePHiaNeuXZxwwgm5KAMAAAAAADKSszt69urVKx566KHE/QsWLMjVSwMAAAAAQFbkZCY6AAAAAADsCGpFiN6mTZuaLgEAAAAAAMqpFSH6kiVLaroEAAAAAAAoJ2droqdSqbjvvvvi3nvvjTlz5sSXX34ZqVQqVy8HAAAAAABZl7MQ/ZRTTol77703V91v90pLS2P+/Pnp54WFhVFYWFhj9QAAAAAA7EiKi4ujuLg4IiJKSkoiPz+/Wv3kJES/99574957740ePXrESSedFF26dIlTTjkl7rvvvnSbJUuWxEMPPRSvv/563HDDDbkoo1YrKiqKzp07p59fdtllcfnll9dcQQAAAAAAO5CxY8fGb3/72/TzVq1aVaufnITod9xxR3znO9+JZ555Jho0aBARX81MHzlyZJl2P/nJT2LEiBGxePHiXJRRq7Vo0SKmTJmSfm4WOgAAAABA9owZMybOOOOMiIgYOHBg7ZqJPnXq1HjyySfTAXqSevXqxWWXXRannXZanZuFnZeXF506darpMgAAAAAAdkibL6FdUFBQ7X7yslRPGStXrow+ffqU2VavXr1Ys2ZNubadO3eOOXPm5KIMAAAAAADISE5C9FatWsWKFSvKbNt5553jww8/LNf2ww8/rDBcBwAAAACAmpaTEL1jx45x2223ldnWvXv3uPrqqyOVSqW3bdiwIX79619H69atc1EGAAAAAABkJCdrog8YMCCuuOKKWLRoUZx22mnRv3//GDx4cPzP//xPzJ49O77zne9EaWlpPP300/Huu+/GaaedlosyAAAAAAAgI/VSm08Nz5Lp06dHv3790s9TqVQUFRVFnz59YvHixWXa7rzzzvHWW29F9+7ds11GrdW7d++IiJg5c2YNV0Jdk0qlYsmSJdG6deuoV69eTZcD25wxQF1nDFDXGQPUdcYAGAdQl8dAJplsTpZz6du3b3zxxRfpR0REixYtYtKkSXHkkUdGfn5+5OfnR//+/WPSpEl1KkAHAAAAAGD7kZPlXCK+mmH+dT169IiJEyfGxo0bIyIiPz8/Vy8PAAAAAAAZy1mIXhnhOQAAAAAA24OcLOcCAAAAAAA7gqzMRF++fHmZ5y1btizz/Ljjjks89pRTTomRI0dmowwAAAAAAMiqjEP0+fPnR+fOnctsS6VSZZ4/9dRTicfPnj07RowYUefuBgsAAAAAQO2XcYg+ZcqU9M99+/aNUaNGVdju0EMPLbftP//5T8yZMyfeeOONOOCAAzItBQAAAAAAsiprIfoll1wSV155ZeTlVbzM+iuvvFJu26xZs6Jv374xYcIEIToAAAAAALVOxiH61KlTY8CAAfG///u/W31sz549Y9iwYfHmm29mWgYAAAAAAGRdxdPGt8LixYvjvPPOq/bxI0eOjFmzZmVaBgAAAAAAZF3GIfry5cvjoIMOqrTNG2+8kbhv//33j+XLl2daBgAAAAAAZF3GIfqKFSuiVatWlbbZb7/9Evftuuuu8cUXX2RaBgAAAAAAZF3GIXqjRo1izZo11T7+yy+/jMaNG2daBgAAAAAAZF3GIfquu+4a8+bNq/bxs2fPjl133TXTMgAAAAAAIOsyDtEPOOCA+Mc//lHt4x9++OE44IADMi0DAAAAAACyLuMQffDgwXHttdfGokWLtvrYDz74IP7yl7/E4MGDMy0DAAAAAACyLuMQffjw4dG0adP4zne+E7NmzarycZMnT44jjzwy2rRpEyNGjMi0DAAAAAAAyLqMQ/SCgoK4+eabY/bs2dGvX7849dRT4/HHH48FCxaUa/vxxx/H+PHjY9iwYXHIIYfE4sWL45Zbbon69etnWgYAAAAAAGRdVtLro48+Oq6//vq48MIL4+9//3v8/e9/j4ivAvYmTZpEKpWKL774IjZs2JA+Jj8/P2666aY46qijslECAAAAAABkXcYz0Tf58Y9/HE8//XR069Ytva2kpCQ+++yzWLFiRZkAvUePHvHPf/4zzjrrrGy9PAAAAAAAZF1W11EZNGhQzJo1K5588sl49tlnY9q0abFs2bKoV69etGrVKvr16xfHHHNMHHvssZGXl7X8HgAAAAAAciLri5Hn5+fH0KFDY+jQodnuOqtWrVoVEydOjE8++SSaN28eAwYMiDZt2lT5+LVr18bzzz8fH3/8cTRt2jT23Xff6NmzZw4rBgAAAABgW6uT08H/+c9/RqdOneLXv/51zJw5M2655ZbYY4894m9/+1uVjp84cWJ07tw5Lrzwwpg+fXo88sgj0bdv3/jBD34QJSUluS0eAAAAAIBtJusz0Wu7Tz/9NIYNGxYHH3xwPP3001FQUBARERdccEH88Ic/jH79+sXee++dePzGjRvj1FNPjSZNmsT06dOjYcOGERExbty4GD16dPTv3z/OPffcbfJeAAAAAADIrTo3E/3++++P1atXx49//ON0gB4R8fOf/zxKS0vj+uuvr/T44uLiWLx4cRx22GHpAD0iYsCAARERMWvWrNwUDgAAAADANlfnQvRPPvkkIiLat29fZnuHDh0iLy8vXnrppUqPb9GiRXTv3j3eeuut2LhxY3r7lClTIiLikEMOyXLFAAAAAADUlDq3nEurVq0iImLJkiVltn/22WdRWloaCxYs2GIfjz/+eJx//vlxxBFHxIABA2Lp0qUxYcKEuPLKK2PkyJFVqmPu3LnRu3fvCve9++67VeoDtlYqlUo/oC4yBqjrjAHqOmOAus4YAOMA6sIY6NOnT4Xb586dG126dKlWn3UuRB8yZEhceuml8de//jUGDx6c3n7HHXdERJSZXZ6kXr160bx581iwYEEsWrQoioqKolmzZtG4ceMoLS2NvLwtT/BPpVKxYcOGCvd9PeCHbEmlUlFcXBwRX32Poa4xBqjrjAHqOmOAus4YAOMA6sIYSMpcM/nFQZ0L0fv06RPXXHNNXHTRRXHkkUfG4YcfHh988EG888478c1vfjM+/fTTSo9fsmRJHHzwwXHQQQfFq6++Gvn5+RER8corr8S3vvWtKCoqiv/5n//ZYh1du3Y145xtbtPFonXr1jvshRIqYwxQ1xkD1HXGAHWdMQDGAdSFMfD+++9XuD1phnpV1LkQPeKrm4gOHjw4nnrqqfjss8/i6KOPjnHjxsWBBx64xZP58MMPx4oVK+Kss85KB+gREYcddlj07t07brvttiqF6BE77m97qN3q1auXfkBdZAxQ1xkD1HXGAHWdMQDGARgDW69Ohug33HBDnHPOOfGLX/wiva2oqChmzZoVf/zjHys9dtOfO9SvX/7U1a9fP1asWJHVWgEAAAAAqDlbXrx7B3TppZfGs88+W25b+/btY/To0WW233TTTXHttddGSUlJRER861vfioiIe++9t0y7d999N2bMmJHeDwAAAADA9q9OzkTfb7/94uSTT44zzzwzmjdvHs8991wsXbo0nn322fjGN76RbldSUhLnnXdeRESccMIJsccee8Shhx4al156aVx11VVxxBFHxBFHHBFFRUVx1113RZcuXeLGG2+sqbcFAAAAAECW1ckQfeLEifHSSy/Fa6+9FuvWrYtf/OIXccwxx0SDBg3KtCsoKIjf/OY3sW7dumjXrl16+//8z//ED3/4w3juuefik08+iQ4dOsQ999wTxxxzTJl10gEAAAAA2L7VyRA9IuLwww+Pww8/fIvtfvvb31a4vVOnTnHWWWdluywAAAAAAGqROrkmOgAAAAAAVIUQHQAAAAAAEgjRAQAAAAAggRAdAAAAAAASCNEBAAAAACCBEB0AAAAAABII0QEAAAAAIIEQHQAAAAAAEgjRAQAAAAAggRAdAAAAAAASCNEBAAAAACCBEB0AAAAAABII0QEAAAAAIIEQHQAAAAAAEgjRAQAAAAAggRAdAAAAAAASCNEBAAAAACCBEB0AAAAAABII0QEAAAAAIIEQHQAAAAAAEgjRAQAAAAAggRAdAAAAAAASCNEBAAAAACCBEB0AAAAAABII0QEAAAAAIIEQHQAAAAAAEtSv6QLqqtLS0pg/f376eWFhYRQWFtZYPQAAAAAAO5Li4uIoLi6OiIiSkpLIz8+vVj9moteQoqKi6Ny5c/oxduzYmi4JAAAAAGCHMXbs2HT+OmfOnCgqKqpWP2ai15AWLVrElClT0s/NQgcAAAAAyJ4xY8bEGWecERERAwcOrPZMdCF6DcnLy4tOnTrVdBkAAAAAADukzZfQLigoqHY/lnMBAAAAAIAEQnQAAAAAAEggRAcAAAAAgARCdAAAAAAASCBEBwAAAACABEJ0AAAAAABIIEQHAAAAAIAEQnQAAAAAAEggRAcAAAAAgARCdAAAAAAASCBEBwAAAACABEJ0AAAAAABIIEQHAAAAAIAEQnQAAAAAAEggRAcAAAAAgARCdAAAAAAASCBEBwAAAACABEJ0AAAAAABIIEQHAAAAAIAEQnQAAAAAAEggRAcAAAAAgARCdAAAAAAASCBEBwAAAACABEJ0AAAAAABIIEQHAAAAAIAEQnQAAAAAAEggRAcAAAAAgARCdAAAAAAASCBEBwAAAACABEJ0AAAAAABIIEQHAAAAAIAE9Wu6gLqqtLQ05s+fn37+/7V392FWVvXewL8wIsabA4gZ+AJqHkESTcM3UNMjGiKhj1qaEUqSinl8w/QRxWOYqHnEo5mahdbRrJBDndAMPVp5RMnyLZQTAoKACA6OLygwMPv5w4t5JOYGQYYNzOdzXXNds9e97rV/98CCPd+99rorKytTWVlZtnoAAAAAALYk1dXVqa6uTpLU1NSkoqJivcaxEr1Mqqqq0qVLl7qv0aNHl7skAAAAAIAtxujRo+vy12nTpqWqqmq9xrESvUzat2+fyZMn1z22Ch0AAAAAYMM5//zzM2jQoCRJnz591nsluhC9TJo2bZrOnTuXuwwAAAAAgC3SR7fQbtas2XqPYzsXAAAAAAAoIEQHAAAAAIACQnQAAAAAACggRAcAAAAAgAJCdAAAAAAAKCBEBwAAAACAAkJ0AAAAAAAoIEQHAAAAAIACQnQAAAAAACggRAcAAAAAgAJCdAAAAAAAKCBEBwAAAACAAkJ0AAAAAAAoIEQHAAAAAIACQnQAAAAAACggRAcAAAAAgAJCdAAAAAAAKCBEBwAAAACAAkJ0AAAAAAAoIEQHAAAAAIACQnQAAAAAACggRAcAAAAAgAJCdAAAAAAAKCBEBwAAAACAAkJ0AAAAAAAoIEQHAAAAAIACQnQAAAAAACggRAcAAAAAgAJCdAAAAAAAKCBEBwAAAACAAluVu4DGqra2Nq+++mrd48rKylRWVpatHgAAAACALUl1dXWqq6uTJDU1NamoqFivcaxEL5Oqqqp06dKl7mv06NHlLgkAAAAAYIsxevTouvx12rRpqaqqWq9xrEQvk/bt22fy5Ml1j61CBwAAAADYcM4///wMGjQoSdKnT5/1XokuRC+Tpk2bpnPnzuUuAwAAAABgi/TRLbSbNWu23uPYzgUAAAAAAAoI0QEAAAAAoIAQHQAAAAAACgjRAQAAAACggBAdAAAAAAAKCNEBAAAAAKCAEB0AAAAAAAoI0QEAAAAAoIAQHQAAAAAACgjRAQAAAACggBAdAAAAAAAKCNEBAAAAAKCAEB0AAAAAAAoI0QEAAAAAoIAQHQAAAAAACgjRAQAAAACggBAdAAAAAAAKCNEBAAAAAKCAEB0AAAAAAAoI0QEAAAAAoIAQHQAAAAAACgjRAQAAAACggBAdAAAAAAAKCNEBAAAAAKCAEB0AAAAAAAoI0QEAAAAAoMBW5S6gXN5888389re/zWuvvZa2bdvmS1/6Unbbbbd1GuO1117L7373uyxYsCC77bZb+vbtmzZt2jRQxQAAAAAAbGyNciX6uHHj0qVLl9x5551ZvHhxHn744ey55565+eabP/YY11xzTXr06JGnnnoq77//fm666aZ07tw5v//97xuwcgAAAAAANqZGtxJ91qxZOfXUU9OnT5+MHz8+TZt++D7CpZdemgsuuCA9e/bMQQcdtMYx7rzzzowaNSqTJ09O165dkyRXX3119ttvv7z00kvp06dPg18HAAAAAAANr9GtRP/lL3+ZpUuXZsiQIXUBepKce+65KZVKufXWW9d4fk1NTa644ooMHjy4LkBPkoqKitxwww05+OCDG6x2AAAAAAA2rka3En3evHlJks985jOrtHfs2DFNmzbNE088scbzn3zyySxYsCCHHnpopk6dmgcffDAffPBBevTokS996UupqKhosNoBAAAAANi4Gl2IvsMOOyRJ5s6dm/3226+ufeHChamtra0L2Yu88MILSZIHHnggw4YNS//+/fP+++9n1KhR+exnP5uHH344HTp0WGsd06dPz1577VXvsb/97W8f93JgnZRKpbovaIzMARo7c4DGzhygsTMHwDyAxjAHunfvXm/79OnTs9tuu63XmI0uRD/++ONz+eWX54477ki/fv3qtnS57bbbkmStf4HeeuutJMkjjzySqVOnpm3btkmSwYMH58ADD8x5552Xn//852uto1QqZfny5fUee+ONNz729cC6KJVKqa6uTpI0adKkvMVAGZgDNHbmAI2dOUBjZw6AeQCNYQ4UZa6f5I2DRhei77HHHvnhD3+YoUOH5oADDkivXr3yv//7v1mwYEH23XffzJkzZ43nr9yu5cQTT6wL0JOkZ8+e+cIXvpDx48dn+fLl2WqrNf9od999dyvO2ehW/mPx6U9/eov9hxLWxBygsTMHaOzMARo7cwDMA2gMc2Dq1Kn1thetUP84Gl2IniRnnnlmjjnmmDz88MNZtGhRvvjFL6Zv377ZZ599svfee6/x3E6dOiVJtt9++9WOfeYzn8nkyZPzzjvvpF27dmutY0v9i8qmrUmTJnVf0BiZAzR25gCNnTlAY2cOgHkA5sC6a5Qh+jXXXJNhw4blm9/8Zl3b/PnzM3Xq1AwdOnSN5/bq1StJMnv27NWOzZ07N61atcq22267YQsGAAAAAKAsmpa7gHK44YYb8utf/7rucW1tbYYNG5bdd989Z5xxxip9r7322lx55ZVZunRpkg+3Yenbt28eeOCBvP7663X9Jk2alL/85S857bTT6rZ8AQAAAABg89YoV6IfeeSRGThwYB588MG0bds2jzzySJo1a5aHH344zZs3r+tXU1OT//t//2+SZNCgQdl1112TJD/5yU/St2/f7LvvvhkwYECWLFmSX/3qV/nSl76U73//+2W5JgAAAAAANrxGGaI/8MADef755zNp0qQsXbo0t9xyS3r37p2mTVddmN+sWbP827/9W5YuXZqddtqprv3Tn/50Jk+enEceeSR/+9vf0qxZs5xzzjnp2bPnxr4UAAAAAAAaUKMM0ZOkR48e6dGjx1r7XXDBBfW2V1RU5Oijj87RRx+9oUsDAAAAAGAT0Sj3RAcAAAAAgI9DiA4AAAAAAAWE6AAAAAAAUECIDgAAAAAABYToAAAAAABQQIgOAAAAAAAFhOgAAAAAAFBAiA4AAAAAAAWE6AAAAAAAUECIDgAAAAAABYToAAAAAABQQIgOAAAAAAAFhOgAAAAAAFBAiA4AAAAAAAWE6AAAAAAAUECIDgAAAAAABYToAAAAAABQQIgOAAAAAAAFhOgAAAAAAFBAiA4AAAAAAAWE6AAAAAAAUECIDgAAAAAABYToAAAAAABQQIgOAAAAAAAFhOgAAAAAAFBAiA4AAAAAAAW2KncBjVVtbW1effXVuseVlZWprKwsWz0AAAAAAFuS6urqVFdXJ0lqampSUVGxXuNYiV4mVVVV6dKlS93X6NGjy10SAAAAAMAWY/To0XX567Rp01JVVbVe41iJXibt27fP5MmT6x5bhQ4AAAAAsOGcf/75GTRoUJKkT58+670SXYheJk2bNk3nzp3LXQYAAAAAwBbpo1toN2vWbL3HsZ0LAAAAAAAUEKIDAAAAAEABIToAAAAAABQQogMAAAAAQAEhOgAAAAAAFBCiAwAAAABAASE6AAAAAAAUEKIDAAAAAEABIToAAAAAABQQogMAAAAAQAEhOgAAAAAAFBCiAwAAAABAASE6AAAAAAAUEKIDAAAAAEABIToAAAAAABQQogMAAAAAQAEhOgAAAAAAFBCiAwAAAABAASE6AAAAAAAUEKIDAAAAAEABIToAAAAAABQQogMAAAAAQAEhOgAAAAAAFBCiAwAAAABAASE6AAAAAAAUEKIDAAAAAEABIToAAAAAABQQogMAAAAAQAEhOgAAAAAAFBCiAwAAAABAASE6AAAAAAAU2KrcBTRWtbW1efXVV+seV1ZWprKysmz1AAAAAABsSaqrq1NdXZ0kqampSUVFxXqNYyV6mVRVVaVLly51X6NHjy53SQAAAAAAW4zRo0fX5a/Tpk1LVVXVeo1jJXqZtG/fPpMnT657bBU6AAAAAMCGc/7552fQoEFJkj59+qz3SnQhepk0bdo0nTt3LncZAAAAAABbpI9uod2sWbP1Hsd2LgAAAAAAUECIDgAAAAAABYToAAAAAABQQIgOAAAAAAAFhOgAAAAAAFBAiA4AAAAAAAWE6AAAAAAAUECIDgAAAAAABYToAAAAAABQQIgOAAAAAAAFhOgAAAAAAFBAiA4AAAAAAAWE6AAAAAAAUECIDgAAAAAABYToAAAAAABQQIgOAAAAAAAFhOgAAAAAAFBAiA4AAAAAAAWE6AAAAAAAUECIDgAAAAAABYToAAAAAABQQIgOAAAAAAAFhOgAAAAAAFBAiA4AAAAAAAW2KncBwMbTvXv3LF++PFOnTi13KVAW5gCNnTlAY2cO0NiZA2AegDmwfqxEBwAAAACAAkJ0AAAAAAAoIEQHAAAAAIACQnQAAAAAACggRAcAAAAAgAJNSqVSqdxFNDatW7fOsmXLsssuu9S1VVRUpGlT72nQsKZPn55SqZTdd9+93KVAWZgDNHbmAI2dOUBjZw6AeQCNbQ7U1tZmxYoVSZJZs2Zl6623zrvvvrvO4wjRy2CHHXbIW2+9lWXLltW1dejQIR06dChjVQAAAAAAW46FCxdm4cKFdY9btmyZ9957b53HEaKXSXV1daqrq+seV1ZWprKysmz1AAAAAABsSTZUBitEBwAAAACAAjbhBgAAAACAAkJ0AAAAAAAoIEQHAAAAAIACQnQAAAAAACiwVbkLADZ9b775Zm699db8/e9/z8EHH5yzzz47FRUV5S4LNrrvfe97KZVKufzyy8tdCmw0pVIpv/zlL/Nf//VfadWqVQYMGJBjjjmm3GVBg6mtrc0dd9yRP/zhD+ncuXOGDRuW9u3bl7ss2Ghmz56dW265JXPnzk23bt1yzjnnpF27duUuCza6pUuXZsiQITnxxBNz3HHHlbsc2KgWLlyYW2+9NdOmTUuvXr3yrW99q9HnQFaiA2v05ptvpmfPnpk/f3769euXP//5z7ngggvKXRZsdBMmTMiYMWMyadKkcpcCG9W//Mu/ZPz48enXr186d+6cE044IXfffXe5y4IGM3z48Nxyyy056qijMm3atBx55JGpra0td1mwUbz66qv54he/mF122SXHHntsHnnkkfTu3TtLly4td2mw0Y0YMSKPPfZYpk+fXu5SYKNasGBBvvCFL2ThwoU57rjj8uSTT2bYsGHlLqvsmpRKpVK5iwA2Xd/5zncyb968/OxnP0uS1NTU5IUXXsh+++1X5spg41mwYEGuvPLKdO7cOU888UR++9vflrsk2GieeeaZ7LPPPtlqqw8/wHjRRRflhRdeyMSJE8tcGWx47777bjp16pRHHnkkPXv2zPLly7PjjjvmJz/5Sfr27Vvu8qDBvfvuu5k9e3b22muvJMmiRYuy3XbbZdKkSTnggAPKXB1sPI888kj+/ve/Z9y4cenXr1/OP//8cpcEG81FF12URYsWZcyYMUk+/FTGlClT8vnPf77MlZWXlejAGk2YMCGHH354hg8fnoEDB+aee+5p9P9w0vh873vfy3XXXVfuMqAs9t9//7oAPUlat26dHXbYoYwVQcN57rnnUltbmy984QtJkq222iq9e/fOH//4xzJXBhtH69at6wL0JGnZsmUqKiqy/fbbl7Eq2LgWLVqUhx56KOecc065S4GymDBhQg477LBcfvnlGThwYO69997su+++5S6r7ITosBkplUr54Q9/mC984Qv529/+Vtjv7bffzpVXXpkvfvGLOfLIIzNy5MgsXrx4vZ5z1qxZue6669KmTZscfvjhGTVqlI/xUFZjx47NgQcemN///veFfZYtW5Ybb7wxffr0yeGHH55hw4ZlwYIF6/V8Y8aMyTe+8Y1su+2261sybFCPPfZYDj300Nxzzz2FfWpra3PXXXfl2GOPTe/evTN06NDMmDHjEz93TU1Nfv3rX+c73/nOJx4LNqTnnnsuffr0ybXXXrvGfg888ECOP/749OrVK2eccUaee+65VY7Pmzcv7du3T5MmTeraOnTokHnz5jVE2bDBzJw5M8cff3zOO++8NfZ79NFH89WvfjW9evXKqaeemj/84Q9r7P/zn/88p556arp06bIhy4UN7s0338ygQYNy/PHHr7Hfs88+m9NPPz29evXKCSeckHHjxq3W58Ybb8xVV13VQJVCw1i8eHEuuOCCHHjggWvsN3369Jxzzjnp3bt3+vXrlx//+Mf5x01KZs2alVGjRqWysjKHHXZYRo4cmcsuu6why98suLEobCamT5+eb37zm5k6dWrmz5+f9957r95+ixYtysEHH5xWrVrlu9/9bmpqanLppZfmgQceyJ/+9Ke0atUqyYcfzx85cmTh811//fXZY489UlFRkX79+uWSSy5Jkuywww456aSTcsMNN6zyCyY0tAULFuScc87J//zP/2T+/PlZtGhRvf2WLVuWo446KrNnz873v//9tGnTJt/97nez3377ZdKkSdlxxx2TfHjTrDX9onnxxRenU6dOufbaa9OtW7ckybRp01JVVZUBAwbkvPPOyxFHHLHhLxQKvPvuu/nOd76T8ePH5/XXX1/j1hJf+9rXMnHixPzbv/1bdt555/z7v/979t133/zpT3/K3nvvneTDQPykk05a4xgfPV4qlTJ06NBcfPHF6d69+4a7MPgEli1blmuuuSZjxozJa6+9ll133bWw72WXXZabb745119/fXr06JH/+I//SM+ePTNhwoQcddRRSZIWLVqstvfz0qVL06JFiwa9DlhfpVIpP/jBD3LjjTfmtddeyz//8z8X9r399ttz7rnnZsSIETn33HPz8MMP54gjjshdd92V008/fbX+zz33XO677756Q0bYlIwdOzbDhg1LVVXVGj818bvf/S79+/fPmWeemWuvvTZ//etfc+qpp+biiy+u+9343nvvzYMPPpgpU6YkSV544YW88cYbefzxx/PjH//YjabZJD322GM566yzUlVVlerq6sJ+zz77bA477LAcc8wxGTlyZGbOnJkLLrggjz/+eN0WvklSUVGR/v371y2g7NChQ0477bSMGjWqoS9lkyZEh83EySefnBEjRuTvf//7GleCX3nllXn11Vczc+bMfOYzn0mS/NM//VO6du2aUaNG1b042GmnnTJo0KDCcTp06FDXb+U4Kx+///77Wbx4cV0gDxvDwIEDc/LJJ+crX/lKTj755MJ+t912W/74xz/m6aefTs+ePZN8uB1Fly5dcvHFF+f+++9PkrRt23aNc6BLly5p1qxZrr/++rq2cePG5eWXX86gQYOy++67b5gLg4/p3HPPzV577ZVx48bloIMOKuw3fvz43H///fnFL35RN1cOOeSQdO3aNUOGDMlTTz2V5MMXx2uaAyvfPFrp29/+dvbff/987Wtf++QXAxvIiBEjsmLFijzxxBPZZZddCvs9++yzue666zJq1Kice+65SZLevXtn6tSpGTx4cKZPn55mzZpl5513TlVVVRYvXpyWLVsm+XA1ljdN2VT98Ic/zLPPPptnnnlmjXNg3rx5ufDCCzNkyJBcccUVSZJevXpl1qxZOe+889KvX7+61//Jh8HhJZdckvvvv99rfjZpv/vd73LPPffk8ccfz5e//OXCxWZLly7N4MGDc/jhh+cHP/hBkg//H3j77bfzr//6rzn55JOz9957Z5999smIESPqzps5c2b233//HHfccXX/L8Cm5OWXX84VV1yRsWPH5oorrljj/bvOPPPM7Ljjjvn5z3+eioqKHHbYYWnatGm+8Y1v5Ctf+Ur69euXpP4c6L333suSJUuyzTbbNPg1bbJKwGbhgw8+KJVKpdINN9xQSlKaNGnSan2WLVtWatOmTalv376rHTvggANKHTt2XOfnHT58eOmf//mfSytWrKh7/j333HOdx4FPauUc+NWvflVKUvr5z39eb7/Pfe5zpT322GO19q997WulZs2alaqrq9e7hmuvvbZ07LHHrvf58EmsnAN//vOfS0lK1157bb39jjvuuFKLFi1KNTU1q7RffvnlpSSll156aZ2f+7zzzivdfvvtdY+/973vrfMY0BBWzouFCxeWkpS+9a1v1dvv29/+dilJae7cuau0/+hHPyolKT344IN1bV27di3deeedpVKpVHrllVdKzZs3L02bNq2BrgA+mZVzoFQqlVq2bFk6+uij6+134403lpKUnnzyyVXaJ06cWEpSuu222+raXnzxxdJRRx1VqqqqKpVKpdJf//rX0u9+97sGqB4+uY/OgR49epR22223evv9+te/LiUp/fSnP12lfebMmaUkpQsvvLDe84488sjSTTfdtMHqhQ1tyZIlpdra2lKpVCp9+ctfLlVUVNTb7/nnny8lKV199dWrtH/wwQel5s2bl0444YS6tksvvbR0zDHH1I177bXXlrp3795AV7D5sCc6bCY+zrt9U6dOzTvvvFPvx+z33nvvzJs3L3PmzFmn573ggguyYMGCdO/ePYceemi+//3v50c/+tE6jQEbwseZA4sXL87f/va3wjlQU1OTZ599dr2ef8iQIfnZz36WZ555JgMGDEhVVdV6jQPr6+Ou+nj66aez5557rnIz0CR127g8/fTT6/S8I0aMyH333ZeHHnooAwYMyIABA3L33Xev0xjQUNZlXrRr1y4dO3Zcpb2+eXHzzTfnkksuyaGHHpqePXvmoosu8ukjNlnrMgeSrPYa6R/nwNy5c3PkkUdmyZIlOeOMMzJgwIAMHTo0M2fO3IBVw4bzSedA586d07p169VeH82fPz8DBgzICy+8kB//+Md1n2KCTU3z5s0/1la7RXNgm222yR577LHKHLjooosyZ86cdO/ePb17987o0aNz5513btjCN0O2c4EtyMqbXm233XarHVvZNm/evLo9oT+Odu3a5S9/+Uueeuqp1NbWZt99903r1q03TMGwgc2fPz+lUmmtc2B9nHjiiavsQe3jnGyKVqxYkQULFmSfffZZ7dj6zoFjjjkm++677yptzZs3X+8aoRzmzZv3sf9vOOqoozJt2rQ888wz6dy5c/bcc8+NVic0lHnz5mXrrbde7XX8P86BT33qU7njjjtWO7++/1dgc7K235X/8fVR69atM2jQoLqt7/wOzOZubXNg5X0AVj7+61//WrcN5L777mtrrwjRYYuyfPnyJB/uc/uPVrbV1NSs87hbbbVVevXq9cmKg42goeZAkvTp02f9C4ONpCHmwJr2X4fNxfLly9dpXmy33XY55phjNkptsDEUzYGmTZumSZMmdXOgXbt2GTBgwEauDhre2l4jLVmyZJW2li1bmgtsUdY2B2pra7NixYq6482aNUvv3r03ao2bOtu5wBaksrIySeq9mcq77767Sh/YEpkDNHbNmzfPNttsYw7AP6isrDQvaNQqKyuzZMmSuhBlpffeey+lUskcYIu3tt8TzAG2dGubA61atao3YOf/E6LDFqRr165p0qRJvXsWzpw5M1tvvXU++9nPlqEy2Dg+/elPp3379oVzIEn22muvjV0WbFTdunUzB+AfdOvWLa+//nqWLl26Srt5QWPRrVu3lEqlzJo1a5V2c4DGolu3bkmy2mukxYsXZ8GCBeYAW7yiObCyzRxYOyE6bEHatWuXQw45JI899lhKpVJd+9KlS/OnP/0pRx99dLbeeusyVggN77jjjsszzzyTt99+e5X2iRMnpmvXrm4Oxxavf//+mTNnTv7+97+v0j5x4sRUVlb6WCaNUv/+/bN8+fL84Q9/WKV94sSJqaioWOWeF7Al6t+/f5Lk0UcfXaV94sSJqxyHLdWxxx6bpk2brjYHHn300ZRKJXOALd7hhx+eNm3arDYHXnjhhSxYsMAc+BiE6LCFGTlyZObMmZNRo0YlSUqlUoYPH57FixfnqquuKm9xsBFcfvnlqaioyLBhw7JixYokye23354XX3wx3/ve98pcHTS88847LzvssEMuuOCCuv09J0yYkAkTJuSqq65yU1AapVNPPTXdu3fPZZddlurq6iTJX/7yl/z4xz/Ot7/97XTs2LG8BUIDO+yww3L00UfnmmuuyZw5c5J8uPLwhhtuyIABA9KzZ88yVwgNa+edd87ZZ5+d22+/Pc8//3ySZNGiRRk+fHj22WefnHzyyWWuEBrWpz71qVxxxRUZN25c3RuoH3zwQS666KJ06tQpQ4cOLXOFm74mpY8uVwU2WSNHjsz48ePzxhtvZM6cOdlzzz3TsmXLXHXVVenXr98qfceOHZtvf/vbad68eV2IeMcdd1hlxWbtJz/5SW677ba89dZbmTFjRnbddde0bds2Q4YMyZAhQ1bp+6c//SlnnHFG3nvvvbRs2TJvvfVWrr/++gwePLhM1cMn99BDD+WKK67I+++/n5dffjmdOnXKDjvskOOOOy4jRoxYpe+UKVPyjW98IzNnzsz222+fOXPm5Dvf+U6GDx9epuqhYTz//PMZPHhwli9fnueffz4dOnTIzjvvnP322y933HHHKn3nzJmTQYMGZfLkydl5550zY8aMDB48ODfddFO22mqrMl0BfDILFiyoe43/7LPPplWrVvnsZz+bjh075je/+c0qfd9+++1885vfzIMPPphdd901M2bMSP/+/XPnnXemdevW5SgfNohDDjkkS5cuzUsvvZTa2tp07949SfL000+vssdzTU1Nzj///IwZMya77rprZs+enQMOOCD33HOPN1PZrJ144ol59dVXM3369FRXV2e//fZLkowfPz477rjjKn2vvvrqXH/99dlpp53yxhtvZLfddstPf/rTdO3atRylb1aE6LCZmDVrVhYuXLhae5cuXdK+ffvV2lesWJFXXnklTZo0ye67756mTX3whM3b66+/nrlz567W3rFjx8IXvdOnT8+yZcuy++67p1mzZg1dIjSoRYsWZcaMGau1b7fdduncuXO958yePTvvvPNOdtttt3zqU59q4Aph43vvvfcyderU1dpbt26df/qnf6r3nPnz52fhwoXZZZdd0qZNm4YuERpUTU1N3araj2revHk+97nP1XtOVVVV5s2bl06dOqVdu3YNXSI0uL/+9a+pra1drX3//fevt/8777yTWbNmpUOHDtlhhx0aujxocFOmTMkHH3ywWvvnPve5ej+F+v7772fGjBnZdttts9NOO22MErcIQnQAAAAAAChgaSoAAAAAABQQogMAAAAAQAEhOgAAAAAAFBCiAwAAAABAASE6AAAAAAAUEKIDAAAAAEABIToAAAAAABQQogMAAAAAQAEhOgAAAAAAFBCiAwAAAABAASE6AAAAAAAUEKIDAMB6uvDCC1NZWZmxY8eWu5QGVVtbm1tuuSU33nhjuUvZ5A0bNiz3339/ucsAAGADEqIDANBoPPfcc2nSpMkn+vqo2267LW+//XbuuuuuMl1Rw3v33Xdz7LHH5uqrr87BBx9c7nI2eQcddFDOOOOMDB48OMuXLy93OQAAbABCdAAAGp3//M//TKlUWuXrV7/6Vd3xadOmrXb88ssvX22cb33rW2nTpk2+8Y1vbMzyN5qampqccMIJ+eMf/5iHH344Bx10ULlL2uSdcMIJuf/++zNmzJiceeaZ5S4HAIANQIgOAADr6eabb87bb7+dU045pdylNIjrrrsujzzySEaMGJHPf/7z5S5ns9G/f/8MHjw4d999d+67775ylwMAwCckRAcAAFazYMGCXHPNNdl2220zdOjQcpez2bnsssvStGnTXHTRRVm2bFm5ywEA4BMQogMA0Gjss88+KZVKGTBgwDqfO3LkyJRKpQ1f1CbqRz/6UZYsWZIvfelLadmyZbnL2ezsuuuu+fznP5/58+fnl7/8ZbnLAQDgExCiAwDAOrr00ktXudno7rvvvtbjK1asyA033JBu3bplm222yWc+85mccsop+d///d8kyTvvvJOLLrooXbp0SfPmzdOpU6ecddZZeeutt9ZYy8KFC3PppZdmr732SsuWLdOqVat07949l1xySRYsWLDe1/jAAw8kSXr37r3aseHDh9d709Xvf//7dX0ef/zx1Y5/85vf/MS1l0qlTJo0KRdeeGH233//bL/99tl6663TsWPHHH/88fn9739f73lFf2YTJkzIF7/4xbRr167u2PDhw+vOe+WVV3L22Wdnr732SuvWrdOiRYt069YtQ4YMyUMPPbTGVeaHHnpokmTcuHGFfQAA2PQJ0QEAYB2NGjUqpVIpP/rRjz7W8VKplNNOOy2tW7fOU089lVdeeSVf+cpXcv/99+fAAw/MlClT0q9fvxxyyCGZMmVKXnrppey333654447cuyxxxaugJ80aVK6deuWm2++Oeedd17mzZuXOXPm5F/+5V9y6623plu3bvnzn/+8ztf31ltv5bnnnkuSdO3adbXjK1flrzx29tlnp1Qq5eKLL67rc/jhh9fdkLVdu3ZZsmRJ7rrrrk9c+/PPP5+DDz44t912WwYOHJgXXnghb7zxRu6+++5Mnz49Rx99dK688srVzqvvz+y2225Lv3798vjjj9f7ZsWjjz6a7t2756mnnsrtt9+e119/PbNmzcpll12WcePGpW/fvrnzzjsLf4577bVXkuS///u/G9WnGAAAtjRCdAAAaGAzZszInnvumbPOOitt2rTJjjvumJtuuil77LFHqqurc/DBB2fo0KE54YQT0qJFi+y222659957s80222TSpEl57LHHVhtz7ty5Oe644/Lmm2/mpptuyre+9a1su+22qayszJlnnpkf/OAHqaqqygknnJC33357nep9+eWX60LfTp06FfYbPHhwkuTee+/N+++/v9rxFStWZMyYMTnttNPSvHnzDVr7VVddlfPOOy877LBD2rZtmz59+uSRRx5Ju3bt8t3vfjeTJ09e4zUuXLgww4cPz/XXX58ZM2ZkyZIlefLJJ7PtttvW9bnooouydOnS/OAHP0jv3r3TqlWrdOjQIV//+tczZsyYNY6fJB07dkySvP3225k7d+5a+wMAsGkSogMAwEZwxhlnrPK4SZMmOeSQQ+oe/5//839WOd66dev06NEjSfL000+vNt7IkSNTVVWV7bbbbrVtUpJk4MCB2X777TNnzpw1rpauz6uvvlr3/XbbbVfYb+DAgdl6663zzjvv5Be/+MVqx//rv/4r8+bNW62+DVH7wIEDV2vbfvvtc+yxxyZJ7rvvvsK6kw+3z7n66qszbNiwui10DjrooFRXV2fkyJFJkilTpiRJttlmm9XO79u3b1q0aLHG5+jQoUPd9zNnzlxjXwAANl1CdAAAaGBt27bNTjvttFp7+/btk3y47cdWW2212vGVAXZVVdUq7aVSKWPHjk2SHHHEEfWeW1FRkYMPPjjJuu/J/dHV3/UFyCt16NAh/fv3T5J6w+4777wzBxxwQD73uc9tsNpX3hx25Srvf7TbbrslSaZNm1ZYd5J692j/R126dEny4Yr0119/fbUaFy9enHPPPbfw/I/+7Nb10wAAAGw6hOgAANDAKisr622vqKhY4/GVAfPy5ctXaZ87d27efPPNJEm3bt0Kn3dlcP/ss8+u057cS5Ysqfu+WbNma+y7Moh+6qmn8uKLL9a1z549Ow8//PBqQfWGqH327Nm58MILs/fee6d169ar3DD0qquuSpJ6t5f5qI4dO67xDYIkuf7667P11lvn8ccfT+fOnXPSSSfl7rvvzpw5c9Z43kof/dl98MEHH+scAAA2PUJ0AABoYE2brvll99qO/6OPrmq+6qqrVgmRP/p1yy23JEmWLl2a6urqjz3+R8PlmpqaNfY96qijsvPOOyfJKjftvOuuu9KiRYt89atf3aC1/+EPf0i3bt1y00035eijj85f/vKXLF26NKVSKaVSKd/97neTZK1vGqwtQE+SAQMG5M9//nO+9rWvpaKiImPHjs3pp5+enXbaKQcddFB+85vfrPH8j/7sPvWpT631+QAA2DQJ0QEAYDPz0ZtfXn/99XUB8pq+2rZtu17jf3RVen2aNm2a008/PUnys5/9LB988EFWrFiRn/zkJ/nqV7+aVq1abbDaS6VSTj/99CxevDinnHJKbrjhhuyxxx7ZeuutP/a1rau99947//Ef/5E333wzv/71r/P1r389LVq0yFNPPZUvf/nL+fd///fCcz/6s/vodQMAsHkRogMAwGamU6dOdfulz58/f4OP37lz57rvV269siZnnHFGmjZtmurq6owdOzYTJkzI3Llz691z/JPUPnPmzLobdB555JHrdO4n1aJFi/Tv3z8//elPM3PmzPTq1StJMnz48MJV7wsXLqz7fuX+6gAAbH6E6AAAsJlp0qRJTjrppCTJE088UdjvtddeS0VFRV3fj6tr165p0qRJkg/3MF+bnXfeOUcddVSSD28meuedd6Z79+454IADNmjttbW1dd8XBddvvPHGWuv9OJYsWZImTZrk3nvvXe3Y9ttvn3/9139Nkrz77rt566236h1j3rx5SZI2bdqkU6dOG6QuAAA2PiE6AABshoYPH54OHTpk8uTJmThxYr19rrrqqpRKpVxwwQXrNHbbtm2zzz77JElefvnlj3XOylXnTzzxRB566KF6V6F/0tp33XXXujB6/Pjxq53z/vvvZ8KECR+r3o+rvudJ/n9Y37lz57Rr167ePlOmTEmSHHHEEXVvSgAAsPkRogMAwGaoY8eO+e1vf5tPf/rTOfHEE3P77bdnwYIFWbJkSV588cUMGjQoY8aMye23356DDz54ncc//vjjk6x5tfhHffnLX06HDh2SJM2aNcvXv/71DV5706ZNc+utt6aioiITJkzIWWedlVdeeSXvv/9+nnnmmfTr1y+zZ89e52tdk7Fjx+acc87JSy+9lA8++CBvvvlmHnjggVx44YXZZpttcscddxSe+8c//jFJcsIJJ2zQmgAA2LialNZ223oAANiCnXjiiXnggQfqPXbttdfm0ksvXa390ksvzXXXXbdae0VFRZYvX57bb789Z5999mrHe/Tokeeeey4jR47MFVdcsdrxr3zlK7n//vtz2mmn1buNyNChQ3Prrbeu0lZVVZWbb745v/nNb/LKK68kSXbaaacceOCBOf/889OjR4/6L3wt3njjjeyyyy7ZZpttMnfu3LRs2XKt51x88cW58cYbc8opp+S+++5ba//1rf3pp5/OqFGj8j//8z9ZtGhRWrZsma5du+akk05KdXV1Ro4cWdf3kEMOyRNPPFH4Z5IkN9xwQy6++OLV2qdMmZLx48dn4sSJmT17dl5//fW6Go844ohceOGF2WOPPeodc8aMGfnsZz+bDh06ZNasWWnevPlafx4AAGyahOgAAEC9rr766owYMSLXXXddLrnkkrX2f+ihh9K3b988+uijOeKIIzZChZuuM888M3fddVd++tOfrnFVPgAAmz4hOgAAUK+ampocc8wxeeqpp/LEE09k3333XWP/IUOG5L//+78zbdq0Rr0H+G9+85sMGDAgAwcOzN13313ucgAA+ITsiQ4AANSrWbNm+c///M/07t07ffr0yaRJkwr7vvvuu/nFL36RwYMHN+oAfdy4cfnqV7+aQYMG5a677ip3OQAAbABWogMAAGtUW1ubW2+9NcuWLavbO3zQoEGZNWtWxo0bl9ra2px11ll58skn8+KLL6Zdu3Zlrrh8Lr744uy333455ZRTyl0KAAAbiBAdAABYZ4MGDco999yTJGnTpk0OPPDA3Hzzzdlzzz3LXBkAAGxYQnQAAAAAAChgT3QAAAAAACggRAcAAAAAgAJCdAAAAAAAKCBEBwAAAACAAkJ0AAAAAAAoIEQHAAAAAIACQnQAAAAAACggRAcAAAAAgAJCdAAAAAAAKCBEBwAAAACAAkJ0AAAAAAAoIEQHAAAAAIACQnQAAAAAACggRAcAAAAAgAJCdAAAAAAAKPD/AHAI+Flia9GnAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot temperature evolution\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "ax.plot(physics[\"Time\"], physics[\"gasTemp\"], linewidth=2, color=\"darkred\")\n",
    "ax.set_xlabel(\"Time (years)\", fontsize=12)\n",
    "ax.set_ylabel(\"Gas Temperature (K)\", fontsize=12)\n",
    "ax.set_xscale(\"log\")\n",
    "ax.set_title(\"Gas Temperature Evolution with Heating/Cooling\", fontsize=14)\n",
    "ax.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de794027",
   "metadata": {},
   "source": [
    "## Example 2: Comparing Heating On vs Off\n",
    "\n",
    "To see the impact of heating/cooling processes, let's run two models side by side: one with heating enabled and one without."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a3836da0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T14:31:06.845151Z",
     "iopub.status.busy": "2026-06-19T14:31:06.844936Z",
     "iopub.status.idle": "2026-06-19T14:31:10.726722Z",
     "shell.execute_reply": "2026-06-19T14:31:10.725760Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No heating model completed with flag: -1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3657/477657872.py:51: UserWarning: The figure layout has changed to tight\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2100x750 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Final temperatures:\n",
      "  With heating: 10.00 K\n",
      "  Without heating: 10.00 K\n"
     ]
    }
   ],
   "source": [
    "# Model WITHOUT heating\n",
    "param_dict_no_heating = param_dict_heating.copy()\n",
    "param_dict_no_heating[\"heatingFlag\"] = False\n",
    "\n",
    "cloud_no_heat = uclchem.model.Cloud(param_dict=param_dict_no_heating)\n",
    "\n",
    "# Extract data\n",
    "physics_no_heat, abundances_no_heat = cloud_no_heat.get_dataframes(joined=False)\n",
    "_, _, rate_constants_no_heat = cloud_no_heat.get_dataframes(joined=False, with_rate_constants=True)\n",
    "_, _, heating_no_heat = cloud_no_heat.get_dataframes(joined=False, with_heating=True)\n",
    "flag_no_heat = 0 if cloud_no_heat.has_attr(\"_data\") else -1\n",
    "\n",
    "print(f\"No heating model completed with flag: {flag_no_heat}\")\n",
    "\n",
    "# Compare the two runs\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
    "\n",
    "# Temperature comparison\n",
    "axes[0].plot(physics[\"Time\"], physics[\"gasTemp\"], label=\"Heating ON\", linewidth=2)\n",
    "axes[0].plot(\n",
    "    physics_no_heat[\"Time\"],\n",
    "    physics_no_heat[\"gasTemp\"],\n",
    "    label=\"Heating OFF\",\n",
    "    linewidth=2,\n",
    "    linestyle=\"--\",\n",
    ")\n",
    "axes[0].set_xlabel(\"Time (years)\", fontsize=12)\n",
    "axes[0].set_ylabel(\"Gas Temperature (K)\", fontsize=12)\n",
    "axes[0].set_xscale(\"log\")\n",
    "axes[0].set_title(\"Temperature Evolution\", fontsize=14)\n",
    "axes[0].legend()\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "\n",
    "# Compare a key chemical species (CO)\n",
    "axes[1].plot(physics[\"Time\"], abundances[\"H2O\"], label=\"Heating ON\", linewidth=2)\n",
    "axes[1].plot(\n",
    "    physics_no_heat[\"Time\"],\n",
    "    abundances_no_heat[\"H2O\"],\n",
    "    label=\"Heating OFF\",\n",
    "    linewidth=2,\n",
    "    linestyle=\"--\",\n",
    ")\n",
    "axes[1].set_xlabel(\"Time (years)\", fontsize=12)\n",
    "axes[1].set_ylabel(\"H$_2$O Abundance\", fontsize=12)\n",
    "axes[1].set_xscale(\"log\")\n",
    "axes[1].set_yscale(\"log\")\n",
    "axes[1].set_title(\"CO Abundance Evolution\", fontsize=14)\n",
    "axes[1].legend()\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nFinal temperatures:\")\n",
    "print(f\"  With heating: {physics['gasTemp'].iloc[-1]:.2f} K\")\n",
    "print(f\"  Without heating: {physics_no_heat['gasTemp'].iloc[-1]:.2f} K\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ffe260a",
   "metadata": {},
   "source": [
    "## Example 3: Accessing Heating and Cooling Rates\n",
    "\n",
    "UCLCHEM can return detailed heating and cooling rates when you use `return_dataframe=True` with the rates arrays. The `heating` DataFrame includes individual contributions from each heating and cooling process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e1f04cbd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T14:31:10.728655Z",
     "iopub.status.busy": "2026-06-19T14:31:10.728462Z",
     "iopub.status.idle": "2026-06-19T14:31:10.733728Z",
     "shell.execute_reply": "2026-06-19T14:31:10.732793Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Available heating/cooling columns:\n",
      "['Point', 'Time', 'AtomicLineEmission Cooling', 'H2CollisionallyInduced Cooling', 'Compton Cooling', 'ContinuumEmission Cooling', 'MolecularLine Cooling', 'H Line Cooling', 'C+ Line Cooling', 'O Line Cooling', 'C Line Cooling', 'CO Line Cooling', 'p-H2 Line Cooling', 'o-H2 Line Cooling', 'PhotoelectricBakes Heating', 'PhotoelectricWeingartner Heating', 'H2Formation Heating', 'H2Photodissociation Heating', 'H2FUVPumping Heating', 'CarbonIonization Heating'] ...\n",
      "\n",
      "Found 10 heating processes\n",
      "Found 12 cooling processes\n",
      "\n",
      "Heating processes:\n",
      "  - PhotoelectricBakes Heating\n",
      "  - PhotoelectricWeingartner Heating\n",
      "  - H2Formation Heating\n",
      "  - H2Photodissociation Heating\n",
      "  - H2FUVPumping Heating\n",
      "  - CarbonIonization Heating\n",
      "  - CosmicRay Heating\n",
      "  - Turbulent Heating\n",
      "  - GasGrainCollisions Heating\n",
      "  - Chemical Heating\n"
     ]
    }
   ],
   "source": [
    "# The heating DataFrame contains heating and cooling information\n",
    "print(\"Available heating/cooling columns:\")\n",
    "print(heating.columns.tolist()[:20], \"...\")  # Show first 20 columns\n",
    "\n",
    "# Extract heating and cooling columns\n",
    "heating_cols = [\n",
    "    col for col in heating.columns if \"heating\" in col.lower() and col != \"Time\"\n",
    "]\n",
    "cooling_cols = [col for col in heating.columns if \"cooling\" in col.lower()]\n",
    "\n",
    "print(f\"\\nFound {len(heating_cols)} heating processes\")\n",
    "print(f\"Found {len(cooling_cols)} cooling processes\")\n",
    "\n",
    "# Show the heating processes\n",
    "print(\"\\nHeating processes:\")\n",
    "for col in heating_cols[:10]:  # Show first 10\n",
    "    print(f\"  - {col}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bc08eb3f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T14:31:10.735388Z",
     "iopub.status.busy": "2026-06-19T14:31:10.735205Z",
     "iopub.status.idle": "2026-06-19T14:31:10.763993Z",
     "shell.execute_reply": "2026-06-19T14:31:10.763088Z"
    }
   },
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Point</th>\n",
       "      <th>Time</th>\n",
       "      <th>AtomicLineEmission Cooling</th>\n",
       "      <th>H2CollisionallyInduced Cooling</th>\n",
       "      <th>Compton Cooling</th>\n",
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       "      <th>MolecularLine Cooling</th>\n",
       "      <th>H Line Cooling</th>\n",
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       "      <th>O Line Cooling</th>\n",
       "      <th>...</th>\n",
       "      <th>PhotoelectricBakes Heating</th>\n",
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       "      <th>CarbonIonization Heating</th>\n",
       "      <th>CosmicRay Heating</th>\n",
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       "      <td>8.339649e-25</td>\n",
       "      <td>7.007000e-40</td>\n",
       "      <td>3.974870e-28</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>4.000000e-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.495208e-35</td>\n",
       "      <td>2.994978e-63</td>\n",
       "      <td>1.190512e-24</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>3.312229e-25</td>\n",
       "      <td>8.592256e-25</td>\n",
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       "      <td>-1.097683e-34</td>\n",
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       "      <td>9.725541e-31</td>\n",
       "      <td>5.649444e-43</td>\n",
       "      <td>9.877383e-50</td>\n",
       "      <td>4.497471e-48</td>\n",
       "      <td>8.339649e-25</td>\n",
       "      <td>7.007000e-40</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>-1.097683e-34</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.808846e-31</td>\n",
       "      <td>5.649444e-43</td>\n",
       "      <td>9.877383e-50</td>\n",
       "      <td>4.511414e-48</td>\n",
       "      <td>8.339649e-25</td>\n",
       "      <td>7.007000e-40</td>\n",
       "      <td>3.974870e-28</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>5.649444e-43</td>\n",
       "      <td>9.877383e-50</td>\n",
       "      <td>4.525357e-48</td>\n",
       "      <td>8.339649e-25</td>\n",
       "      <td>7.007000e-40</td>\n",
       "      <td>3.974870e-28</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1</td>\n",
       "      <td>6.000000e+05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.925196e-37</td>\n",
       "      <td>2.658868e-64</td>\n",
       "      <td>1.409810e-24</td>\n",
       "      <td>2.386645e-25</td>\n",
       "      <td>3.344522e-29</td>\n",
       "      <td>1.510227e-25</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.298685e-36</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.038912e-28</td>\n",
       "      <td>6.272619e-43</td>\n",
       "      <td>9.441355e-50</td>\n",
       "      <td>3.550028e-43</td>\n",
       "      <td>1.028097e-24</td>\n",
       "      <td>7.007000e-40</td>\n",
       "      <td>6.540557e-25</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>1</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>3.368501e-64</td>\n",
       "      <td>1.437747e-24</td>\n",
       "      <td>2.458275e-25</td>\n",
       "      <td>3.028306e-29</td>\n",
       "      <td>1.074064e-25</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.408213e-36</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.632120e-28</td>\n",
       "      <td>6.338668e-43</td>\n",
       "      <td>1.007680e-49</td>\n",
       "      <td>2.801883e-43</td>\n",
       "      <td>1.049862e-24</td>\n",
       "      <td>7.007000e-40</td>\n",
       "      <td>6.243741e-25</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>1</td>\n",
       "      <td>8.000000e+05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.326426e-36</td>\n",
       "      <td>3.955641e-64</td>\n",
       "      <td>1.450765e-24</td>\n",
       "      <td>2.508146e-25</td>\n",
       "      <td>3.365368e-29</td>\n",
       "      <td>8.204044e-26</td>\n",
       "      <td>...</td>\n",
       "      <td>-8.552798e-36</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.349505e-28</td>\n",
       "      <td>6.386348e-43</td>\n",
       "      <td>1.054610e-49</td>\n",
       "      <td>2.243279e-43</td>\n",
       "      <td>1.065716e-24</td>\n",
       "      <td>7.007000e-40</td>\n",
       "      <td>6.011325e-25</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>1</td>\n",
       "      <td>9.000000e+05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.443596e-36</td>\n",
       "      <td>4.674011e-64</td>\n",
       "      <td>1.468489e-24</td>\n",
       "      <td>2.561014e-25</td>\n",
       "      <td>2.905628e-29</td>\n",
       "      <td>5.993557e-26</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.607630e-36</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.036668e-28</td>\n",
       "      <td>6.441090e-43</td>\n",
       "      <td>1.108305e-49</td>\n",
       "      <td>1.855935e-43</td>\n",
       "      <td>1.084065e-24</td>\n",
       "      <td>7.007000e-40</td>\n",
       "      <td>5.741312e-25</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1</td>\n",
       "      <td>1.000000e+06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.551650e-36</td>\n",
       "      <td>5.514994e-64</td>\n",
       "      <td>1.476265e-24</td>\n",
       "      <td>2.614532e-25</td>\n",
       "      <td>2.531119e-29</td>\n",
       "      <td>4.069889e-26</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.074130e-35</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.701012e-28</td>\n",
       "      <td>6.502444e-43</td>\n",
       "      <td>1.167956e-49</td>\n",
       "      <td>1.486357e-43</td>\n",
       "      <td>1.104815e-24</td>\n",
       "      <td>7.007000e-40</td>\n",
       "      <td>5.442690e-25</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>86 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Point          Time  AtomicLineEmission Cooling  \\\n",
       "0       1  1.000000e-07                         0.0   \n",
       "1       1  2.000000e-07                         0.0   \n",
       "2       1  4.000000e-07                         0.0   \n",
       "3       1  6.000000e-07                         0.0   \n",
       "4       1  8.000000e-07                         0.0   \n",
       "..    ...           ...                         ...   \n",
       "81      1  6.000000e+05                         0.0   \n",
       "82      1  7.000000e+05                         0.0   \n",
       "83      1  8.000000e+05                         0.0   \n",
       "84      1  9.000000e+05                         0.0   \n",
       "85      1  1.000000e+06                         0.0   \n",
       "\n",
       "    H2CollisionallyInduced Cooling  Compton Cooling  \\\n",
       "0                              0.0     7.495208e-35   \n",
       "1                              0.0     7.495208e-35   \n",
       "2                              0.0     7.495208e-35   \n",
       "3                              0.0     7.495208e-35   \n",
       "4                              0.0     7.495208e-35   \n",
       "..                             ...              ...   \n",
       "81                             0.0     9.925196e-37   \n",
       "82                             0.0     1.116521e-36   \n",
       "83                             0.0     1.326426e-36   \n",
       "84                             0.0     1.443596e-36   \n",
       "85                             0.0     1.551650e-36   \n",
       "\n",
       "    ContinuumEmission Cooling  MolecularLine Cooling  H Line Cooling  \\\n",
       "0                2.994978e-63           1.177133e-24    0.000000e+00   \n",
       "1                2.994978e-63           1.183107e-24    0.000000e+00   \n",
       "2                2.994978e-63           1.190512e-24    0.000000e+00   \n",
       "3                2.994978e-63           1.197835e-24    0.000000e+00   \n",
       "4                2.994978e-63           1.204947e-24    0.000000e+00   \n",
       "..                        ...                    ...             ...   \n",
       "81               2.658868e-64           1.409810e-24    2.386645e-25   \n",
       "82               3.368501e-64           1.437747e-24    2.458275e-25   \n",
       "83               3.955641e-64           1.450765e-24    2.508146e-25   \n",
       "84               4.674011e-64           1.468489e-24    2.561014e-25   \n",
       "85               5.514994e-64           1.476265e-24    2.614532e-25   \n",
       "\n",
       "    C+ Line Cooling  O Line Cooling  ...  PhotoelectricBakes Heating  \\\n",
       "0      3.325834e-25    8.444844e-25  ...               -1.101706e-34   \n",
       "1      3.314459e-25    8.515956e-25  ...               -1.097683e-34   \n",
       "2      3.312229e-25    8.592256e-25  ...               -1.097683e-34   \n",
       "3      3.311603e-25    8.666113e-25  ...               -1.097683e-34   \n",
       "4      3.311428e-25    8.737416e-25  ...               -1.097683e-34   \n",
       "..              ...             ...  ...                         ...   \n",
       "81     3.344522e-29    1.510227e-25  ...               -6.298685e-36   \n",
       "82     3.028306e-29    1.074064e-25  ...               -7.408213e-36   \n",
       "83     3.365368e-29    8.204044e-26  ...               -8.552798e-36   \n",
       "84     2.905628e-29    5.993557e-26  ...               -9.607630e-36   \n",
       "85     2.531119e-29    4.069889e-26  ...               -1.074130e-35   \n",
       "\n",
       "    PhotoelectricWeingartner Heating  H2Formation Heating  \\\n",
       "0                                0.0         2.546569e-40   \n",
       "1                                0.0         8.488072e-31   \n",
       "2                                0.0         9.725541e-31   \n",
       "3                                0.0         9.808846e-31   \n",
       "4                                0.0         9.817773e-31   \n",
       "..                               ...                  ...   \n",
       "81                               0.0         5.038912e-28   \n",
       "82                               0.0         4.632120e-28   \n",
       "83                               0.0         4.349505e-28   \n",
       "84                               0.0         4.036668e-28   \n",
       "85                               0.0         3.701012e-28   \n",
       "\n",
       "    H2Photodissociation Heating  H2FUVPumping Heating  \\\n",
       "0                  5.689194e-43          9.946882e-50   \n",
       "1                  5.649444e-43          9.877383e-50   \n",
       "2                  5.649444e-43          9.877383e-50   \n",
       "3                  5.649444e-43          9.877383e-50   \n",
       "4                  5.649444e-43          9.877383e-50   \n",
       "..                          ...                   ...   \n",
       "81                 6.272619e-43          9.441355e-50   \n",
       "82                 6.338668e-43          1.007680e-49   \n",
       "83                 6.386348e-43          1.054610e-49   \n",
       "84                 6.441090e-43          1.108305e-49   \n",
       "85                 6.502444e-43          1.167956e-49   \n",
       "\n",
       "    CarbonIonization Heating  CosmicRay Heating  Turbulent Heating  \\\n",
       "0               4.516163e-48       8.339649e-25       7.007000e-40   \n",
       "1               4.490500e-48       8.339649e-25       7.007000e-40   \n",
       "2               4.497471e-48       8.339649e-25       7.007000e-40   \n",
       "3               4.511414e-48       8.339649e-25       7.007000e-40   \n",
       "4               4.525357e-48       8.339649e-25       7.007000e-40   \n",
       "..                       ...                ...                ...   \n",
       "81              3.550028e-43       1.028097e-24       7.007000e-40   \n",
       "82              2.801883e-43       1.049862e-24       7.007000e-40   \n",
       "83              2.243279e-43       1.065716e-24       7.007000e-40   \n",
       "84              1.855935e-43       1.084065e-24       7.007000e-40   \n",
       "85              1.486357e-43       1.104815e-24       7.007000e-40   \n",
       "\n",
       "    GasGrainCollisions Heating  Chemical Heating  \n",
       "0                 3.974870e-28               0.0  \n",
       "1                 3.974870e-28               0.0  \n",
       "2                 3.974870e-28               0.0  \n",
       "3                 3.974870e-28               0.0  \n",
       "4                 3.974870e-28               0.0  \n",
       "..                         ...               ...  \n",
       "81                6.540557e-25               0.0  \n",
       "82                6.243741e-25               0.0  \n",
       "83                6.011325e-25               0.0  \n",
       "84                5.741312e-25               0.0  \n",
       "85                5.442690e-25               0.0  \n",
       "\n",
       "[86 rows x 24 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "heating"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ba34a6e",
   "metadata": {},
   "source": [
    "### Plotting Individual Heating and Cooling Contributions\n",
    "\n",
    "Let's visualize the dominant heating and cooling processes over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6b73a3a8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T14:31:10.765891Z",
     "iopub.status.busy": "2026-06-19T14:31:10.765722Z",
     "iopub.status.idle": "2026-06-19T14:31:11.354897Z",
     "shell.execute_reply": "2026-06-19T14:31:11.353689Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3657/2891720901.py:35: UserWarning: The figure layout has changed to tight\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": 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AAAAAAMjkKPoBAAAAAAAAAAAAmRxFPwAAAAAAAAAAACCT+z+izZsHypa+dgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1800x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 1, figsize=(12, 10))\n",
    "\n",
    "# Plot heating processes\n",
    "time = physics[\"Time\"]\n",
    "for col in heating_cols:\n",
    "    # Only plot processes with significant contribution\n",
    "    max_val = heating[col].abs().max()\n",
    "    if max_val > 1e-30:  # Filter out negligible contributions\n",
    "        label = col.replace(\"_heating\", \"\").replace(\"_\", \" \")\n",
    "        axes[0].plot(time, heating[col], label=label, linewidth=2, alpha=0.7)\n",
    "\n",
    "axes[0].set_xlabel(\"Time (years)\", fontsize=12)\n",
    "axes[0].set_ylabel(\"Heating Rate (erg cm⁻³ s⁻¹)\", fontsize=12)\n",
    "axes[0].set_xscale(\"log\")\n",
    "axes[0].set_yscale(\"symlog\", linthresh=1e-30)\n",
    "axes[0].set_title(\"Heating Processes\", fontsize=14)\n",
    "axes[0].legend(fontsize=8, loc=\"best\")\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "\n",
    "# Plot cooling processes (select major ones to avoid cluttering)\n",
    "for col in cooling_cols:\n",
    "    max_val = heating[col].abs().max()\n",
    "    if max_val > 1e-40:\n",
    "        label = col.replace(\"_cooling\", \"\").replace(\"_\", \" \")\n",
    "        axes[1].plot(time, heating[col], label=label, linewidth=2, alpha=0.7)\n",
    "\n",
    "axes[1].set_xlabel(\"Time (years)\", fontsize=12)\n",
    "axes[1].set_ylabel(\"Cooling Rate (erg cm⁻³ s⁻¹)\", fontsize=12)\n",
    "axes[1].set_xscale(\"log\")\n",
    "axes[1].set_yscale(\"symlog\", linthresh=1e-30)\n",
    "axes[1].set_title(\"Major Cooling Processes\", fontsize=14)\n",
    "axes[1].legend(fontsize=8, loc=\"best\")\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f076022e",
   "metadata": {},
   "source": [
    "## Example 4: Writing Heating Rates to a File\n",
    "\n",
    "You can also save heating and cooling rates directly to a file during the model run using the `heatingFile` parameter. This requires not running any other cells to memory before!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "95dbe256",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T14:31:11.356720Z",
     "iopub.status.busy": "2026-06-19T14:31:11.356519Z",
     "iopub.status.idle": "2026-06-19T14:31:11.360027Z",
     "shell.execute_reply": "2026-06-19T14:31:11.359186Z"
    }
   },
   "outputs": [],
   "source": [
    "# You can uncomment the cel below to run a model to disk.\n",
    "\n",
    "# # Run model with heating file output\n",
    "# param_dict_with_file = param_dict_heating.copy()\n",
    "# param_dict_with_file[\"outputFile\"] = \"../examples/test-output/heating_demo.dat\"\n",
    "# param_dict_with_file[\"heatingFile\"] = \"../examples/test-output/heating_rates.dat\"\n",
    "\n",
    "\n",
    "# result = uclchem.model.cloud(\n",
    "#     param_dict=param_dict_with_file, out_species=[\"CO\", \"H2O\", \"OH\"]\n",
    "# )\n",
    "\n",
    "# print(f\"Model completed with flag: {result[0]}\")\n",
    "# print(f\"Final CO abundance: {result[1]:.2e}\")\n",
    "# print(f\"Final H2O abundance: {result[2]:.2e}\")\n",
    "# print(f\"Final OH abundance: {result[3]:.2e}\")\n",
    "\n",
    "# # Read the heating file\n",
    "# if os.path.exists(\"../examples/test-output/heating_rates.dat\"):\n",
    "#     print(\"\\nHeating rates file created successfully!\")\n",
    "#     heating_df = pd.read_csv(\"../examples/test-output/heating_rates.dat\")\n",
    "#     print(f\"File contains {len(heating_df)} time steps\")\n",
    "#     print(f\"Columns: {heating_df.columns.tolist()[:10]}...\")  # Show first 10 columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eebc4c64",
   "metadata": {},
   "source": [
    "## Example 5: Different Physical Conditions\n",
    "\n",
    "Let's explore how heating and cooling behave under different physical conditions. We'll compare a dense, cold core with a less dense, warmer environment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2bdcf595",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T14:31:11.361787Z",
     "iopub.status.busy": "2026-06-19T14:31:11.361617Z",
     "iopub.status.idle": "2026-06-19T14:31:45.076336Z",
     "shell.execute_reply": "2026-06-19T14:31:45.075398Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running cold core model...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running warm cloud model...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[last_model]  At T(=R1) and step size H(=R2), the                                             \n",
      "[last_model]  corrector convergence failed repeatedly                                         \n",
      "[last_model]  or with ABS(H) = HMIN.                                                          \n",
      "[last_model] In the above message, R1 =   0.1795551817850D+10   R2 =   0.6154874025949D+02\n",
      "[last_model]  ISTATE -5 - shortening step at time   50.000000000000000      years\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Cold core flag: -1, Warm cloud flag: -1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3657/10617990.py:73: UserWarning: The figure layout has changed to tight\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2100x750 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Final temperatures:\n",
      "  Cold core: 10.73 K\n",
      "  Warm cloud: 10.00 K\n"
     ]
    }
   ],
   "source": [
    "# Dense, cold core (like Example 1)\n",
    "param_cold_core = {\n",
    "    \"initialDens\": 1e5,\n",
    "    \"initialTemp\": 10.0,\n",
    "    \"finalTime\": 1.0e6,\n",
    "    \"baseAv\": 20.0,\n",
    "    \"rout\": 0.05,\n",
    "    \"freefall\": False,\n",
    "    \"heatingFlag\": True,\n",
    "}\n",
    "\n",
    "# Less dense, warmer cloud\n",
    "param_warm_cloud = {\n",
    "    \"initialDens\": 1e3,\n",
    "    \"initialTemp\": 30.0,\n",
    "    \"finalTime\": 1.0e6,\n",
    "    \"baseAv\": 5.0,\n",
    "    \"rout\": 0.5,\n",
    "    \"freefall\": False,\n",
    "    \"heatingFlag\": True,\n",
    "}\n",
    "\n",
    "# Run both models\n",
    "print(\"Running cold core model...\")\n",
    "cloud_cold = uclchem.model.Cloud(param_dict=param_cold_core)\n",
    "phys_cold, abund_cold = cloud_cold.get_dataframes(joined=False)\n",
    "_, _, rate_constants_cold = cloud_cold.get_dataframes(joined=False, with_rate_constants=True)\n",
    "_, _, heating_cold = cloud_cold.get_dataframes(joined=False, with_heating=True)\n",
    "flag_cold = 0 if cloud_cold.has_attr(\"_data\") else -1\n",
    "\n",
    "print(\"Running warm cloud model...\")\n",
    "cloud_warm = uclchem.model.Cloud(param_dict=param_warm_cloud)\n",
    "phys_warm, abund_warm = cloud_warm.get_dataframes(joined=False)\n",
    "_, _, rate_constants_warm = cloud_warm.get_dataframes(joined=False, with_rate_constants=True)\n",
    "_, _, heating_warm = cloud_warm.get_dataframes(joined=False, with_heating=True)\n",
    "flag_warm = 0 if cloud_warm.has_attr(\"_data\") else -1\n",
    "\n",
    "print(f\"\\nCold core flag: {flag_cold}, Warm cloud flag: {flag_warm}\")\n",
    "\n",
    "# Compare temperature evolution\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
    "\n",
    "axes[0].plot(\n",
    "    phys_cold[\"Time\"],\n",
    "    phys_cold[\"gasTemp\"],\n",
    "    label=f\"Dense Core (n={param_cold_core['initialDens']:.0e})\",\n",
    "    linewidth=2,\n",
    ")\n",
    "axes[0].plot(\n",
    "    phys_warm[\"Time\"],\n",
    "    phys_warm[\"gasTemp\"],\n",
    "    label=f\"Diffuse Cloud (n={param_warm_cloud['initialDens']:.0e})\",\n",
    "    linewidth=2,\n",
    ")\n",
    "axes[0].set_xlabel(\"Time (years)\", fontsize=12)\n",
    "axes[0].set_ylabel(\"Gas Temperature (K)\", fontsize=12)\n",
    "axes[0].set_xscale(\"log\")\n",
    "axes[0].set_title(\"Temperature Evolution\", fontsize=14)\n",
    "axes[0].legend()\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "\n",
    "# Compare CO abundance\n",
    "axes[1].plot(phys_cold[\"Time\"], abund_cold[\"CO\"], label=\"Dense Core\", linewidth=2)\n",
    "axes[1].plot(phys_warm[\"Time\"], abund_warm[\"CO\"], label=\"Diffuse Cloud\", linewidth=2)\n",
    "axes[1].set_xlabel(\"Time (years)\", fontsize=12)\n",
    "axes[1].set_ylabel(\"CO Abundance\", fontsize=12)\n",
    "axes[1].set_xscale(\"log\")\n",
    "axes[1].set_yscale(\"log\")\n",
    "axes[1].set_title(\"CO Abundance\", fontsize=14)\n",
    "axes[1].legend()\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nFinal temperatures:\")\n",
    "print(f\"  Cold core: {phys_cold['gasTemp'].iloc[-1]:.2f} K\")\n",
    "print(f\"  Warm cloud: {phys_warm['gasTemp'].iloc[-1]:.2f} K\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87de5af0",
   "metadata": {},
   "source": [
    "## Summary of Key Heating and Cooling Processes\n",
    "\n",
    "UCLCHEM includes the following heating and cooling mechanisms:\n",
    "\n",
    "### Major Heating Processes:\n",
    "1. **Photoelectric heating** - from PAHs and dust grains (Bakes & Tielens 1994)\n",
    "2. **H₂ formation heating** - energy released during H₂ formation on grains\n",
    "3. **H₂ photodissociation heating** - kinetic energy from photodissociation\n",
    "4. **Cosmic ray heating** - direct and indirect (via ionization)\n",
    "5. **Chemical reaction enthalpy** - exothermic reactions (optional, requires network configuration)\n",
    "6. **X-ray heating** - in environments with X-ray sources\n",
    "7. **Turbulent heating** - dissipation of turbulent energy\n",
    "8. **Viscous heating** - for shock models\n",
    "\n",
    "### Major Cooling Processes:\n",
    "1. **Molecular line cooling** - CO, H₂O, OH, and other molecules\n",
    "2. **Atomic fine structure cooling** - C⁺, O, C, etc.\n",
    "3. **Dust continuum cooling** - gas-grain collisional cooling\n",
    "4. **H₂ line cooling** - rovibrational transitions\n",
    "5. **Recombination cooling** - electronic to kinetic energy\n",
    "6. **Ly-α cooling** - Lyman-alpha photon emission\n",
    "\n",
    "### Key Parameters:\n",
    "- `heatingFlag`: Enable/disable all heating processes (default: `True`)\n",
    "- `heatingFile`: Path to write detailed heating/cooling rates\n",
    "- `initialTemp`: Starting gas temperature\n",
    "- `baseAv`: Visual extinction (affects radiation field attenuation)\n",
    "- `zeta`: Cosmic ray ionization rate\n",
    "\n",
    "For a complete list of processes and their equations, see the `HEATING_COOLING_SUMMARY.md` documentation file."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb2c38c3",
   "metadata": {},
   "source": [
    "## Advanced: Chemical Reaction Enthalpy\n",
    "\n",
    "UCLCHEM can optionally include the enthalpy changes from chemical reactions as a heating/cooling source. This requires configuring the chemical network at build time using MakeRates.\n",
    "\n",
    "**Note:** This feature requires rebuilding UCLCHEM with specific settings in the `user_settings.yaml` file. The main settings are:\n",
    "\n",
    "- `add_delta_enthalpy`: Can be `False`, `GAS`, or `ALL`\n",
    "  - `False`: No reaction enthalpy (default)\n",
    "  - `GAS`: Include enthalpy from gas-phase reactions only\n",
    "  - `ALL`: Include enthalpy from all reactions (gas + surface)\n",
    "\n",
    "To enable reaction enthalpy:\n",
    "```yaml\n",
    "# In Makerates/user_settings.yaml\n",
    "add_delta_enthalpy: GAS\n",
    "```\n",
    "\n",
    "Then rebuild:\n",
    "```bash\n",
    "cd Makerates\n",
    "python MakeRates.py\n",
    "cd ..\n",
    "pip install .\n",
    "```\n",
    "\n",
    "For more details, see the `heating_cooling_benchmarks/` directory which contains examples with different enthalpy configurations."
   ]
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    "## Tips for Using Heating and Cooling\n",
    "\n",
    "1. **Always check convergence**: Use `return_dataframe=True` and inspect temperature evolution to ensure physical results\n",
    "\n",
    "2. **Monitor element conservation**: Use `uclchem.analysis.check_element_conservation()` to verify model accuracy\n",
    "\n",
    "3. **Save heating rates for analysis**: Use `heatingFile` parameter to save detailed heating/cooling contributions\n",
    "\n",
    "4. **Choose appropriate tolerances**: If you see unphysical temperature spikes, try adjusting `reltol` and `abstol` parameters\n",
    "\n",
    "5. **Consider your environment**: Different astrophysical environments have different dominant heating/cooling processes:\n",
    "   - **Dense cores**: Line cooling (CO, H₂O) dominates\n",
    "   - **Diffuse clouds**: Photoelectric heating and fine-structure cooling\n",
    "   - **Shock regions**: Viscous/turbulent heating important\n",
    "   - **PDRs**: Strong FUV field means photoelectric heating dominates\n",
    "\n",
    "6. **Radiation field matters**: The `baseAv` parameter controls UV attenuation, which significantly affects photoelectric heating and photodissociation rates\n",
    "\n",
    "## Next Steps\n",
    "\n",
    "- Check out [7_heating_cooling_settings.ipynb](7_heating_cooling_settings.ipynb) for more advanced configuration options\n",
    "- See `HEATING_COOLING_SUMMARY.md` for detailed equations and references\n",
    "- Explore the `heating_cooling_benchmarks/` directory for systematic comparisons"
   ]
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