Repository: uncscode/particula

Issue:
Extreme Charge limits
Add reasonable safety, features for having extreme charges so that the kernels still calculate a reasonable limiting value, right now they produce nan.


Discussion:
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github-actions[bot]: [PR Preview Action](https://github.com/rossjrw/pr-preview-action) v1.6.0
:---:
| <p></p> :rocket: View preview at <br> https://uncscode.github.io/particula/pr-preview/pr-615/ <br><br>
| <h6>Built to branch [`gh-pages`](https://github.com/uncscode/particula/tree/gh-pages) at 2025-02-06 02:34 UTC. <br> Preview will be ready when the [GitHub Pages deployment](https://github.com/uncscode/particula/deployments) is complete. <br><br> </h6>
<!-- Sticky Pull Request Commentpr-preview -->
Gorkowski: maybe we can change that update branch, button. Seems like I like to push it :)

Patch:
diff --git a/.gitignore b/.gitignore
index 697e6cedf..b66dabe06 100644
--- a/.gitignore
+++ b/.gitignore
@@ -140,3 +140,5 @@ dmypy.json
 
 # Pyre type checker
 .pyre/
+.aider*
+architect
\ No newline at end of file
diff --git a/docs/Tutorials/Dynamics/Coagulation/Charge/Coagulation_with_Charge_functional.ipynb b/docs/Tutorials/Dynamics/Coagulation/Charge/Coagulation_with_Charge_functional.ipynb
new file mode 100644
index 000000000..5ec1fdbcc
--- /dev/null
+++ b/docs/Tutorials/Dynamics/Coagulation/Charge/Coagulation_with_Charge_functional.ipynb
@@ -0,0 +1,441 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "0ae95a50-0b20-48bd-8b6a-aad8f10b4778",
+   "metadata": {},
+   "source": [
+    "\n",
+    "# Coagulation with Charge Effects\n",
+    "In this tutorial, we explore how electrical charge influences the coagulation (collisions and coalescence) of aerosol particles. We will:\n",
+    "- Create a size distribution for aerosol particles.\n",
+    "- Calculate the Coulomb potential ratio and related properties.\n",
+    "- Compute the coagulation kernel considering charge effects.\n",
+    "- Plot the coagulation kernel.\n",
+    "- Simulate the time evolution of the particle size distribution due to coagulation.\n",
+    "- Plot the particle concentration and coagulation rates."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "31eed690-96f8-4891-9b9d-c91531fa9ca5",
+   "metadata": {},
+   "source": [
+    "*Import Necessary Libraries*\n",
+    "We import standard libraries like `numpy` and `matplotlib` for numerical computations and plotting. We also import specific functions from the `particula` package, which is used for aerosol dynamics simulations."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "8f0cb0a0-79f0-4ba7-b52e-ec57cfb4a1ef",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# particula imports\n",
+    "from particula.dynamics.coagulation import brownian_kernel, rate\n",
+    "from particula.particles.properties.lognormal_size_distribution import (\n",
+    "    lognormal_pmf_distribution,\n",
+    ")\n",
+    "from particula.dynamics.coagulation.transition_regime import coulomb_chahl2019\n",
+    "from particula.particles.properties import (\n",
+    "    coulomb_enhancement,\n",
+    "    diffusive_knudsen_number,\n",
+    "    friction_factor,\n",
+    "    cunningham_slip_correction,\n",
+    "    calculate_knudsen_number,\n",
+    ")\n",
+    "from particula.gas.properties import (\n",
+    "    get_dynamic_viscosity,\n",
+    "    molecule_mean_free_path,\n",
+    ")\n",
+    "from particula.util.reduced_quantity import reduced_self_broadcast\n",
+    "\n",
+    "from particula.dynamics.coagulation import kernel\n",
+    "from particula.dynamics.coagulation import rate\n",
+    "from particula.particles.properties.lognormal_size_distribution import lognormal_pmf_distribution"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ef60252b-0bdd-48e2-82f0-90e261f0f620",
+   "metadata": {},
+   "source": [
+    "## Define the Particle Size Distribution\n",
+    "We create a size distribution for aerosol particles using a logarithmic scale for particle radius, ranging from 1 nm to 10 μm. We calculate the mass of particles in each size bin assuming they are spherical and have a standard density.\n",
+    " Define the bins for particle radius using a logarithmic scale"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "e533228a-2a0e-4277-a811-573ea5965cfb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "radius_bins = np.logspace(start=-9, stop=-4, num=250)  # m (1 nm to 10 μm)\n",
+    "\n",
+    "# Calculate the mass of particles for each size bin\n",
+    "# The mass is calculated using the formula for the volume of a sphere (4/3 * π * r^3)\n",
+    "# and assuming a particle density of 1 g/cm^3 (which is 1000 kg/m^3 in SI units).\n",
+    "mass_bins = 4 / 3 * np.pi * radius_bins**3 * 1e3  # kg"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a66a9fb8-5dd1-435c-9b8b-61ac9bf5a9af",
+   "metadata": {},
+   "source": [
+    "## Define Particle Charges\n",
+    "We assign charges to the particles. In this example, we assign negative charges to the first 33% of particles and positive charges to the remaining 66% of particles. The charges are assigned based on the particle radius, with negative charges ranging from 10 to 1 and positive charges ranging from 1 to 500. We then plot the charge distribution against the particle radius.\n",
+    " Determine the number of radius bins"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "446c1cd5-2c58-444d-8c7b-5bfd5d9d3695",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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fvmw7rn/s2DEAjlfj3n77bWRkZKBbt26YMGEC2rZtiytXriArKwsbNmzAlStXROu77777MHXqVEydOhV16tRxufr06KOP4sqVK+jfvz9uvvlmnDp1CgsWLEBycjLatGkD4PqzlNq0aYMxY8a4bKCWStu2bTFs2DB89tlnmD59OurWrYs+ffrgnXfegclkQsOGDZGenm571pY9s2bNwtq1a9G7d288+eSTMJvNWLBgAdq1ayc6ZgcPHoyEhAQ88sgjeP7552EwGPD5558jLi7OYaH15Zdf4uOPP8Zdd92FZs2aobi4GEuWLEGNGjUwbNgwj9pMEKJU23k4gggSrEeQxY4c//e//+VbtGjBh4WF8a1bt+aXLl0qeKwZAP/UU08JlpGZmcl36tSJDw0NdThmzjoe/fnnn/MpKSl8WFgYX7t2bb5v3778+vXrbenOx/V5/vpjBObMmcO3a9fOlq9Tp078rFmz+KKiIgmK8PzGjRv5O++8k69Xrx5vNBr5uLg4fsSIEfwvv/xi87Ee1//xxx8d8p44cYIHwC9dutRmO3LkCD9w4EA+Ojqaj42N5SdMmMDv37/fxW/MmDF8VFSUYEylpaX8U089xdepU4ePjo7mR44caTte//bbbzv4Xrx4kX/qqaf4Ro0a8SEhIXx8fDw/YMAA/tNPP5XUfp7n+V69evEA+EcffdQlbcWKFfzgwYP5evXq8aGhoXxCQgL/2GOP8efPn3fRwf4YPIu+ffvy7dq1E0zbvHmzw1g5c+YMf9ddd/G1atXia9asyd977738uXPnBB8F8ccff9jGW9OmTflFixYJjjXn4/o8f/0RCd26dbO1b+7cuS7H9bOysvgHHniAT0hI4MPCwvh69erxt99+O79nzx7RNhOEp+h43s11c4IgiCAmOzsbKSkp+Oabb2xPyCYIIrChPUYEQRCAy+tDgOt7a/R6Pfr06VMNEREEUR3QHiOCIAgA77zzDvbu3Yt+/frBaDTajsn/+9//dvsYAoIgAgu6lUYQBIHrx/tnzZqFI0eOoKSkBAkJCfjXv/6Fl19+GUYj/RuSIIIFWhgRBEEQBEHcgPYYEQRBEARB3IAWRgRBEARBEDegG+cy4DgO586dQ0xMjOzXIRAEQRAEUT3wPI/i4mI0aNBA9F2JtDCSwblz5+h0CkEQBEH4KadPn8bNN9/s1ocWRjKIiYkBcF3YiIgIpKenY/DgwQgJCbH5mEwmF7sUm5CPViitS05+Kb7ufFhppLN8X9JZeX5v6ixkDxadpfh7ojMrzZd0Fotf7bxaj+kBAwfhlV+OYO3hi7La4cycezpgeMcGHue/du0aGjVqZPsddwctjGRgvX1Wo0YNREREIDIyEjVq1HAZDM52KTYhH61QWpec/FJ83fmw0khn+b6ks/L83tRZyB4sOkvx90RnVpov6SwWv9p5tRrTFZVV2HI5Cq99+CfKTRz0YZGy2uFM4k1xqFGjhqIyAEjaBkMLI4IgCIIgVMHC8fho03Es3pKHsioDAE5xmTfVDEfXJnWUBycRWhh5iMFgQHJyMgwGg6hdio1Vnjdj1yK/FF93PqQz6SxGoOosZA8WnaX4e6IzK82XdFZan9o6i/lY06DT44MNuTcWRBbZcbPQAZgxoi0Meu8deKIHPMrg2rVrqFmzJoqKilS5pEcQBEEQ/k7agfN4YeUBlFSaVS23dmQIZt/dAUPa36S4LDm/3/QcIw8xm83YtGkTzGazqF2KjVWeN2PXIr8UX3c+pDPpLEag6ixkDxadpfh7ojMrzZd0Vlqf2jq787FwPJ76Zg+e/C5L1UVRmAGY1L8Z9rwySJVFkVzoVpqHWJ+J4HzBTcguxcYqz5uxa5Ffiq87H9KZdBYjUHUWsgeLzlL8PdGZleZLOiutT22dhXys+4gW/XEc5Sble4isRIUa8EivRDQpz8Ht/Zp59faZPbQwIgiCIAhCFAvH42MN9hFFGng82qc5Jg1qBc5iRlpajmplewItjAiCIAiCYGLheKw9rcNLb25SbUEUHqLHA10aYUDrOBQc2Ynb+1+/QsSpt97yGNp8LQP7zVvR0dEoLCxEbGysw+PFOY5zsUuxCflohdK65OSX4uvOh5VGOsv3JZ2V5/emzkL2YNFZir8nOrPSfElnsfjVzuvO3/HovTorlogQHR7r0wxPD2h5fSHkJa3lbL6mhZEM6FQaQRAEEchYOB67T1xB+uHz+P7P06hQaQ9RVKgB/+7TFBP7t6iWvUN0Ks0LmEwmrFmzBiaTSdQuxcYqz5uxa5Ffiq87H9KZdBYjUHUWsgeLzlL8PdGZleZLOiutz1OdKyqr8MGGXHR6fT0eWLITSzNPqbIoigwxYPLAFjgwMxVP9m2Ctb+n+czcwYL2GCnA3TFST2zeOgqqRl1y8ks9Bi03jXSW70s6K8/vTZ2F7MGisxR/T3RmpfmSzkrrk5PXwvFYfcKC51XcP2QlpY4F308ahPCwUAAAZ/G9uUMIWhgRBEEQRJDh+uoO9RZF0WEGvHVnO/Cns6rtyL0SaGFEEARBEEGEVk+qtt9HxFnMSDutavFegzZfy8B+81ZMTAyKi4sRExPj8LZe64Ow7O1SbEI+WqG0Ljn5pfi682Glkc7yfUln5fm9qbOQPVh0luLvic6sNF/SWSx+JXktHI9JP+zD6gPn1QwXkSF6PNa3mcPGal+bO+RsvqYrRgqIiIiQbJdiY5WnBUrrkpNfiq87H9JZPV/SWXl+b+osZA8WnaX4e6IzK82XdFZan3NeLZ9U/e8+TfFY70SEhYa4LGT8Ye4Qgk6leYjZbEZaWprgpjFnuxQbqzxvxq5Ffim+7nxIZ9JZjEDVWcgeLDpL8fdEZ1aaL+mstD77vBaOxwcbctFh5jrM23BMtUVRVKjjSbN1a3/3y7mDBV0xIgiCIIgAguOBjzLysGTbSdVPmo3oGI/5999iu2XmC0+qVhtaGBEEQRBEgPD7oQt4abcBFVyequVGGXnMvjsJd9zSSNVyfRFaGBEEQRCEn+O4sVr5puXIED2GdbgJvVrEIS7KiIIjOzG0Q7zyQP0AOpUmA+dTaWazGUaj0eUUibNdik3IRyuU1iUnvxRfdz6sNNJZvi/prDy/N3UWsgeLzlL8PdGZleZLOovF74zaG6uFXt0RCHMHvRLES5SXl0u2S7GxytMCpXXJyS/F150P6ayeL+msPL83dRayB4vOUvw90ZmV5ks6S6lPi43VIzrG48DMVEwa2NLlwYyBOncIQQsjDzGbzcjIyBDcie9sl2JjlefN2LXIL8XXnQ/pTDqLEag6C9mDRWcp/p7ozErzJZ3d1WfheGzPLcQT3+xBu1fXYt6GY6psrg7X8/jwvo5YMLqT4JOqA3XuYEF7jAiCIAjCh3F8fYd6x8CiQg14pFcimpTnBM3+ISnQwoggCIIgfBALx+PjDbmaLIgcXt2RlqNa2YEALYwUYDQKyydkl2JjlacFSuuSk1+Krzsf0lk9X9JZeX5v6ixkDxadpfh7ojMrzZd0tnA80s8a8ZLKb7wX2ljNWYJ77hCCTqXJQM6udoIgCIKQg1a3zADXBzMGG3QqzQtwHIdLly6B4zhRuxQbqzxvxq5Ffim+7nxIZ9JZjEDVWcgeLDpL8fdEZ1ZadevsfMJMzUVRdJgBH49OYW6sDua5gwUtjDzEYrFgx44dsFgsonYpNlZ53oxdi/xSfN35kM6ksxiBqrOQPVh0luLvic6stOrUOe3AeSTNSld9QRR5431m+2ekYljHBky/YJ47WNAeI4IgCILwMo5PqlaPyFAD+tarwrwJgxAeFqpq2cECLYwIgiAIwkuo/aRqK9aN1Y/1TsS6tb8H7V4iNaCFkYfodDrExMS4PLJcyC7FxirPm7FrkV+Krzsf0pl0FiNQdRayB4vOUvw90ZmV5g2dtXwWkf1JM7PZrKrOYj7+PHewoFNpMqBTaQRBEIQctFgQhRv16Ne6Hh7q3hjdm9alq0MSoFNpDE6fPo3bbrsNbdu2RceOHfHjjz96XBbHcTh16pTgTnxnuxQbqzwtUFqXnPxSfN35kM6ksxiBqrOQPVh0luLvic6sNK10VntjddSNDdWHXxuCTx7qhF7NY10WRWrrLObjz3MHi6BaGBmNRsyfPx9HjhxBeno6nn32WZSWlnpUlsViQXZ2tuBOfGe7FBurPC1QWpec/FJ83fmQzqSzGIGqs5A9WHSW4u+Jzqw0tXS2cDx25F3Gz1ln8MDiHXjyuyyUVCp/55d1QcR6watY+9zGHMRzB4ug2mN000034aabbgIAxMfHIzY2FleuXEFUVFQ1R0YQBEH4K9bbZUu3n8DVcpNq5UaGGPBYX8cnVRPa41dXjLZs2YIRI0agQYMG0Ol0WLVqlYvPwoULkZiYiPDwcHTr1g27d+8WLGvv3r2wWCxo1KiRxlETBEEQgYjzgxnVXBSl1LEg65X+oleICPXxq4VRaWkpkpKSsHDhQsH0ZcuWYcqUKZgxYwaysrKQlJSE1NRUXLp0ycHvypUrePjhh/Hpp596HItOp0NcXJzgTnxnuxQbqzwtUFqXnPxSfN35kM6ksxiBqrOQPVh0luLvic6sNE901urBjNFhBiwYlYTnb42F0SD/J1ptncV8/HnuYOG3p9J0Oh1+/vlnjBw50mbr1q0bunTpgo8++gjA9U1cjRo1wtNPP41p06YBACorKzFo0CBMmDAB//rXv9zWUVlZicrKStv3a9euoVGjRigsLLTtatfr9TAYDLBYLA6bxax2s9kMe4kNBgP0ej3TbjI5/ovD+jI9s9ksyR4SEgKO4xzuz+p0OhiNRqadFTu1idpEbaI2UZsc22TheDz34wGsOXQRahIZasCjvRLx5G1NYdDrqJ9UbtOVK1dQt25dSafSAmaPUVVVFfbu3YuXXnrJZtPr9Rg4cCB27NgBAOB5HmPHjkX//v1FF0UAMHv2bMyaNcvFnp6ejsjISABAo0aNcMstt+DAgQPIz8+3+bRo0QJt27bF7t27UVBQYLMnJyejcePG+OOPP1BSUmKzd+3aFUVFRcjLy3MYTP369UNERATS0tIcYhg2bBjKy8uRkZFhsxmNRgwfPhyFhYW2NgNATEwM+vfvj9OnTyM7O9tmj4uLQ8+ePZGbm4ucnBybPSEhASkpKS5tatWqFVq3bs1s05YtW1BcXGyz9+jRA3Xr1sXatWsdBjCrTampqaiqqnJpU7NmzVCzZk2H26LR0dFo2LAhwsLCcODAAZs9MjIS/fv3d2mTtZ/279+P06dPK2pTvXr1kJ6eLqmfmjdvjoYNG+KPP/5waFN19FPHjh1RWVmJs2fPOow9d/0UGhqKdevWObQpNTUVOTk5OHnypEObWP00YMAATcfezTffjPXr16OqqsqhTVr1U2hoKAYPHowzZ84ItiknJwe5ubmK2iTn7ykxMRGtWrVy6SdfmyPk9pPQ2JPTJnf9VKdOHXAc59BPNWvWRO/evQXb1KJFC2zctAmrjlVgw1k9TLx6VzMiQw0Y260hWpj+hr4iB+vW5jD/nqprLnf3+8Tqp9LSUpe/pyFDhiA7Oxtnzpyx2Vlzudpt2r59u5tecIL3UwDwP//8s+372bNneQB8Zmamg9/zzz/Pd+3aled5nt+6dSuv0+n4pKQk2+fAgQPMOioqKviioiLb5/Tp0zwAvrCwkC8tLeVXrVrFl5eX8zzP82azma+qqnKxm0wmm620tJS3WCw8z/N8WVmZzVZVVcVXVFQ4fLd+OI7jOY5zsLmz8zzPWywWB5vJZHKwW+MpKytziN36MZvNbu3OsVvbZDKZHPyt9Tm3yzl2azyVlZUubbKmVVRUONitMdjbrb7WWIX6o7y83CEea5uEYndnl9If9u3Sup/sxxirTdYxVlZWJrmfKisrXexCNud+co6d1Va5Y0/qGNOqn+zHGKtNrDHmrp+E5gghu3Nb3cWuZI4Q6ieh2LXsJ6FxZt8m+3jk9JN17igvL2fOHfZlV1aZ+Lnr/uJbvPQb3/jF1ap92rzyO//+2r94k9kied7Top9YY09o7hD6fWL1k5BdaAw4z+VKf59Yc/bly5d5AHxRUREvRsBcMZLCrbfeKuvZCGFhYQgLC3Oxh4SEICQkBMD1y3TW/1r/395uNBptl/VCQkKg1+ttdvuyrJco7ct2rlMIIbter7fV485ujcE5dvs2CNmdY3e222O9NCrULufvOp0OOp2O2SY5dlZ/WP8rJXZ3djn94a5NavWTtfyQkBCHsWePdYwZjUaXeFj9ZL3Pb293N1ad+8MaA6utno49KbFbbUJo0U/2sQvF466fWHOEs91dP2kxR4jFrmU/CY09IX/r/ytpk5Cd44HF2/KxZNvJG3uI1LtKNKJjPObff4vDpmq5855a/eTu98mKu795Vj+pNXeoMUe4swv6Svb0cWJjY2EwGHDxouN934sXLyI+Pr6aoiIIgiD8CQvH46OMPHyy24AqLk/VsqPDDHjnno5u33ZPVD8BszAKDQ1Fp06dsHHjRtuGbI7jsHHjRkycOFH1+vR6PRISElxW7UJ2KTZWeVqgtC45+aX4uvMhnUlnMQJVZyF7sOgsxd8TnVlpVtvaw5fw0s+HbjyUUb0rRLUiQjCuV6Lk5xEp0VptncV8/HnuYOFXp9JKSkpw/PhxAEBKSgrmzp2Lfv36oU6dOkhISMCyZcswZswYLF68GF27dsX8+fOxfPlyHD16FPXr11dcP70rjSAIIvCwcDwm/bAPqw+cV6W8yBA9hnW4Cb1axCG+Rji6NqlDzyKqZgL2XWl79uxBSkoKUlJSAABTpkxBSkoKXn31VQDAqFGj8N577+HVV19FcnIysrOzsXbtWlUWRc5YLBbs27dP8DHoznYpNlZ5WqC0Ljn5pfi68yGdSWcxAlVnIXuw6CzF3xOdndOsD2hsP2OtaouiER3jcXDWELx3XzLuSmmIHs3kv+RVidZq6yzm489zBwu/Whjddttt4Hne5fPFF1/YfCZOnIhTp06hsrISu3btQrdu3TSJheM45OfnC744z9kuxcYqz5uxa5Ffiq87H9KZdBYjUHUWsgeLzlL8PdHZmnbyVD4+3Pi/J1aXm5TrFx1mwMejU7BgdCfFV4eUaK22zmI+/jx3sAiYPUYEQRAEwcLC8diZdxlf7TiBjX8ZYObV2VgdFWrAv/vQ+8wCCVoYEQRBEAGL9QWvi7fk2b26Q/kChhZEgQstjDxEr9ejVatWgjvxne1SbKzyvBm7Fvml+LrzIZ1JZzECVWche7DoLMVfTOfmLVpi4eY8fLr1pKrvMvPGgkiJ1mrrLObjz3MHC786lVbd0Kk0giAI30b4CpFy6AqRfxOwp9J8CbPZjMzMTJeX5AnZpdhY5Xkzdi3yS/F150M6k85iBKrOQvZg0VmKv3O69YSZdUO1moui4e3rY3FqDJ668YJXrVGitdo6i/n489zBgm6leQjP8ygoKIDzBTchuxQbqzxvxq5Ffim+7nxIZ9JZjEDVWcgeLDpL8bdPTztwHi+sPHDjwYzqERVmwLv3dMSgNnFIS0vzis6AMq3V1lnMx5/nDha0MCIIgiD8Eo4Hnl22H2sOXRR3lkFkqAF961Vh3oRBCA8Ltb3jiwgOaGFEEARB+BXW95l9vMsAE6/eoigy1IDH+jTFY70TsW7t77SXKEihhZGHGAwGJCcnu7zdV8guxcYqz5uxa5Ffiq87H9KZdBYjUHUWsgeLzix/143V6ixcokINGJVUBy/d2QkhRgM4jqs2nZXWp4bOcnz8ee5gIetU2l9//YUffvgBW7duxalTp1BWVoa4uDikpKQgNTUV99xzD8LCwrSMt1qhU2kEQRDeh06aEUpR/VRaVlYWBg4ciJSUFGzbtg3dunXDs88+i9dffx0PPfQQeJ7Hyy+/jAYNGmDOnDmorKxUpSG+jNlsxqZNmwR34jvbpdhY5Xkzdi3yS/F150M6k85iBKrOQvZg0dne/7fsM0iala7aSbNwox6d6+nx1bjOODAzFZMGtgTPWXxGZ6X1eapzMM4dLCTdSrvnnnvw/PPPY8WKFahVqxbTb8eOHfjggw/w/vvv4z//+Y9aMfokPM+juLhYcCe+s12KjVWeN2PXIr8UX3c+pDPpLEag6ixkDxadAcBs4bBgbwn2Xd7vUX3OWK8OWfcP9Wj6vzfe+5LOSuuTmzeY5w4WkhZGx44dQ0hIiKhfjx490KNHD9rBTxAEQcjCwvHYfeIKLhSVY/vxQqw5eA7lJuX7TJxvl9HvEyGGpIWR2KLo6tWrDleSpCyiCIIgCMK6f2jp9hO4Wq7mooXHsPbxqrztngguZL8SZM6cOUhMTMSoUaMAAPfddx9WrlyJ+Ph4pKWlISkpSZNAfQH7zVvR0dEoLCxEbGyswztdOI5zsUuxCflohdK65OSX4uvOh5VGOsv3JZ2V5/emzkL2QNJZqw3VABAdZsDLgxpjVE/Xd255Mn69qTMrRq3yBsvcIWfzteyFUZMmTfDtt9+iZ8+eWL9+Pe677z4sW7YMy5cvR35+PtLT0xUF78vQqTSCIAjlaPakajplRjDQ9F1pFy5cQKNGjQAAq1evxn333YfBgwfjhRdewJ9//ulZxH6IyWTCmjVrXO5XC9ml2FjleTN2LfJL8XXnQzqTzmIEqs5Cdn/X+bfVa/DUN3vw5HdZqi6KokINmDywhe2UGWcxy+oDX9JZaX1y8wbz3MFC9gMea9eujdOnT6NRo0ZYu3Yt3njjDQDXd5JbLOpeDvV13L3c0BObN48nKq1LTn6px6DlppHO8n1JZ+X5vamzkN0fdbY9qXo7r+qTqsP0PB7r2xyTBrVyuUIktw98SWel9cnNG8xzhxCyF0Z33303Ro8ejRYtWuDy5csYOnQoAGDfvn1o3ry56gESBEEQ/olWT6oGgGHt62NQ9Fnc3r8Z3TYjVEX2wmjevHlITEzE6dOn8c477yA6OhoAcP78eTz55JOqB0gQBEH4F1pvrH7H9sb7s6qWTRCAB5uvgxn7zVsxMTEoLi5GTEwMdLr//WvF+nAqe7sUm5CPViitS05+Kb7ufFhppLN8X9JZeX5v6ixk9wedvbWx2hOdWWm+pLNY/GrnDZa5Q9PN1wDw9ddf49Zbb0WDBg1w6tQpAMD8+fPxyy+/eFKc3xIRESHZLsXGKk8LlNYlJ78UX3c+pLN6vqSz8vze1FnI7qs6WzgeE7/LUn1jda2IEIeN1fa3zTzRmZXmSzorrU9u3mCeO4SQvTD65JNPMGXKFAwdOhRXr161bbiuVasW5s+fr3Z8PovZbEZaWprgpjFnuxQbqzxvxq5Ffim+7nxIZ9JZjEDVWcjuizpbOB4fbMhF+xlrsfrAecX1RIbo8X+3NMR7/9ceE9tasHPabS4LInfxeJLmSzorrU9u3mCeO1jI3mO0YMECLFmyBCNHjsTbb79ts3fu3BlTp05VNTiCIAjCN9FiH9GIjvGYf/8ttld3pJ3Npo3VhNeRvTA6ceIEUlJSXOxhYWEoLS1VJSiCIAjC9+B4YEfeZXy/5wwyjhagwsypUq51Q/Wwjg1UKY8glCB7YdSkSRNkZ2ejcePGDva1a9eiTZs2qgVGEARB+AbW5xB9stuAqp17VSuXnlRN+CKyT6V99tlnmDlzJt5//3088sgj+Oyzz5CXl4fZs2fjs88+w/33369VrNWO86k0s9kMo9HoshPf2S7FJuSjFUrrkpNfiq87H1Ya6Szfl3RWnt+bOgvZva2zVsfupSyIxNrmic6stOrWWU7b1M4bLHOHpqfSHn30UcyZMwevvPIKysrKMHr0aHzyySf44IMPAnpRJER5eblkuxQbqzwtUFqXnPxSfN35kM7q+ZLOyvN7U2chuzd0tm6o7jBzHeZtOKbaoigyRM88YSaEWNs80ZmVVh06u0NJfXLzBvPcIYRHx/UffPBB5ObmoqSkBBcuXMCZM2fwyCOPqB2bT2M2m5GRkSG4E9/ZLsXGKs+bsWuRX4qvOx/SmXQWI1B1FrJrrbNWCyLg+pOq3+xUhSf7NpF020ysbZ7ozErzts5iKKlPbt5gnjtYyN5jZE9kZCQiIyPVioUgCIKoBuhJ1QTxP2QvjFJSUgTv++l0OoSHh6N58+YYO3Ys+vXrp0qABEEQhHZ460nV1fm2dIKQg+xbaUOGDMHff/+NqKgo9OvXD/369UN0dDTy8vLQpUsXnD9/HgMHDgyKp2AbjcLrSiG7FBurPC1QWpec/FJ83fmQzur5ks7K83tTZyG7Wjpr9aTqqFADcx+R3FjF/D3RmZWmlc6eoqQ+tXUW8/HnuUMI2afSJkyYgISEBEyfPt3B/sYbb+DUqVNYsmQJZsyYgTVr1mDPnj2qBlvdyNnVThAE4YtYb5st+uM4yk3qPIcIoKP3hG+j6am05cuX44EHHnCx33///Vi+fDkA4IEHHkBOTo7cov0KjuNw6dIlcBwnapdiY5Xnzdi1yC/F150P6Uw6ixGoOgvZlejsvLFarUWRuytE7toihpi/Jzqz0tTUWQ2U1Ke2zmI+/jx3sJC9MAoPD0dmZqaLPTMzE+Hh4QCuN8z6/4GKxWLBjh07bO+Kc2eXYmOV583YtcgvxdedD+lMOosRqDoL2T3RWYuTZuFGPYa2j8e3j3aTfPRebj+J+XuiMytNDZ3VREl9auss5uPPcwcL2Tfynn76aTz++OPYu3cvunTpAgD4888/8dlnn+E///kPAGDdunVITk5WNVCCIAhCHmpvrA7T83isb3NMGtSKbpcRAYvshdErr7yCJk2a4KOPPsLXX38NAGjVqhWWLFmC0aNHAwAef/xxPPHEE+pGShAEQUjCwvGY9MM+Vd52D1y/XfZIr0Q0Kc/B7f2b0aKICGhkLYzMZjPeeustjB8/Hg8++CDTLyIiQnFgvo5Op0NMTIzLowuE7FJsrPK8GbsW+aX4uvMhnUlnMQJVZyE767v15a4Xisqx/Xgh1hw8r8oeIvsN1TxnwZYt57yisxR/T3RmpUnV2RvjWWl9auss5uPPcwcL2afSoqOjcejQISQmJmoUku9Cp9IIgvAlrCfMlm4/gavl6j4naETHeMy//xa6OkQEBJqeShswYAD++OMPj4MLFDiOw6lTpwR34jvbpdhY5Xkzdi3yS/F150M6k85iBKrOQnb772kHziNpVjrmbTim6qIoOsyAj0enYMHoTg6LIm/qLMXfE51ZaWLj15vjWWl9auss5uPPcwcL2QujoUOHYtq0aZg6dSq+//57/Prrrw6fYMFisSA7O1twJ76zXYqNVZ43Y9civxRfdz6kM+ksRqDqLGS3WCzI2peNpzV8MOP+GakY1rGBrHZJQW5+MX9PdGaliY1fb45npfWprbOYjz/PHSxkb75+8sknAQBz5851SdPpdNXaGIIgiEDFwvH4KCMPH+8ywMRfVK1cejAjQTgie2FUnZe3CIIggg2OBz7KyMOSbSdvPINIncULLYgIQpjqfSFJNXDXXXdh8+bNGDBgAFasWOFxOTqdDnFxcYI78Z3tUmys8rRAaV1y8kvxdedDOpPOYgSqztYrRIv/NKLCkiejReJ4srHamzpL8fdEZ1aa2Pj15nhWWp/aOov5+PPcwUL2qTQAKC0txR9//IH8/HxUVVU5pD3zzDOqBacFmzdvRnFxMb788kvZCyM6lUYQhDfQ6o330WEGvHNPR8E9RAQRyGh6Km3fvn1o3rw5HnjgAUycOBFvvPEGnn32WfznP//B/PnzPY3Za9x2222IiYlRXI7FYsHRo0cFN5w526XYWOVpgdK65OSX4uvOh3QmncUIJJ2rTGZN33jP2lgtBW/qLMXfE51ZaWLj15vjWWl9auss5uPPcwcL2QujyZMnY8SIEfjnn38QERGBnTt34tSpU+jUqRPee+89LWK0sWXLFowYMQINGjSATqfDqlWrXHwWLlyIxMREhIeHo1u3bti9e7cmsXAch5ycHMEjis52KTZWed6MXYv8Unzd+ZDOpLMYgaCzyWzBBxuOIem19ao9rRoAakWESHrBqxS8qbMUf090ZqWJjV9vjmel9amts5iPP88dLGTvMcrOzsbixYuh1+thMBhQWVmJpk2b4p133sGYMWNw9913axEngOu38JKSkjB+/HjBepYtW4YpU6Zg0aJF6NatG+bPn4/U1FTk5OSgXr16suurrKxEZWWl7fu1a9cAACaTCUbjdeksFgtCQkJgsVjAcRxMJpOD3Ww222wmkwkGgwF6vR5ms9lmA/63qd363Yq1Hqu/mD0kJAQcxzmstnU6HYxGo81urcNsNjvEbsXatyy7c+z2bbK/M2swGGz/b98u59itaTzPg+d5hzbZ62NfhtXH3m6fzuoPqy5Wu32bnGNntUmv10vqJ/t2Ofur3U/2GrDaZM3rPGbc9ZM1v71dyObcT86xs9rqydiTMsa06if7dHdtsvd110/Q6fHhhhws2XYCZVUGAMp/DLol1sa9nRuiYe0odEmsA56zgLOYwVmE22Qfu7s2CY0xLftJaJzZ9599PHL6ydr39jbnucOln9zErmSOYNlZ854W/cT6fRKaO+T0k5BdSEfnuVyN3yfWXC4V2QujkJAQ20CpV68e8vPz0aZNG9SsWROnT5+WW5wshg4diqFDhzLT586diwkTJmDcuHEAgEWLFmHNmjX4/PPPMW3aNNn1zZ49G7NmzXKxp6enIzIyEgBw+PBhdOrUCQcOHEB+fr7NJy8vD+3atcPu3btRUFAAAFi/fj2Sk5PRuHFjZGZm2mwAbC/kzcjIcOjAfv36ISIiAmlpaQ4xDBs2DOXl5cjIyLDZjEYjhg8fjsLCQuzYscNmj4mJQf/+/XH69GlkZ2fb7FlZWejVqxdyc3ORk5NjsyckJCAlJcWlTa1atULr1q2RlZXlELu1TVu2bEFxcbHNv0ePHqhdu7aDr7s2mc1mVFRUuLQJAC5fvow///zTZo+OjgYAnD17FgcPHoQzzm2y9tPhw4cd4rG2yb6fxNpUr149pKenS+onACgpKcHWrVsd2qRVP61fv57Zpg4dOgAAMjMzUVJS4tAmVj9Z9be3Dxo0yMXG6qfMzEwMGDDApU1xcXHo2bOn7LEn1E8NGjRwiUfLfrLCalNeXp5DPEJtWpe+HlkVcVh55Joqb7sHgHA9j/ubcUiJLQDOFqBz0jCUlZYomiOE+mn9+vVe6SehsSc072VkZMjqp9jYWADX5+jjx4+7+Av9PTVr1swlFrXmCNZcDrj+PWnZT/a/T85tcvf7xOon6xxjtRuNRgwePNjFlzWXe/r7xJrLt2/fDqnI3nw9ePBgjB07FqNHj8aECRNw4MABPPPMM/j666/xzz//YNeuXXKK8xidToeff/4ZI0eOBABUVVUhMjISK1assNkAYMyYMbh69Sp++eUXm23z5s346KOPRDdfC10xatSoEQoLCxEVFYXDhw+jQ4cOCA0Nta1eLRaLg91sNsNsNuPw4cNo164dQkNDodfrUVlZiUOHDqFdu3a2f00dOnQIbdq0cfjXlRZXjKwxtm/fHmFhYbJX5M6xu/uXE8/zyM7Odminc+zWeJKSkhyuSFnT/vrrL7Rv396hnRzH4ciRIw52aznJyck2H+f+qKqqwsGDB23xaHnFyGKx4MiRI+jYsSOc/8zU7ieTyWQbYyEhIYJtAq6PsbZt2zr8K9hdP1ksFuzfv9/BrtPpcODAAbRt29Zmc+4n59i1vGIkFLtW/WQ/xpyf22ZtE2uMVZnM2H7sEhZvOoJ9F02oNKtzqyDcADzWtxme6NvU4VaZkjnC2c4aY1r2k9DYs2+TtS/atWuH8PBwyf1knTvatWtnO/nkPHc4txUAM3Ytrhix5j0t+kno94k1dwj9PrH6Sciu1+uxf/9+h7nDeS5X+vvE6o8rV66gbt26kjZfy14Y7dmzB8XFxejXrx8uXbqEhx9+GJmZmWjRogU+//xzJCUlySnOY5wXRufOnUPDhg2RmZmJHj162PxeeOEF/PHHH7YF28CBA7F//36UlpaiTp06+PHHHx383UGn0giCkIv1fWaLt+SpdnUIoOcQEYQcND2V1rlzZ/Tr1w/A9Vtpa9euxbVr17B3716vLYqUsGHDBhQUFKCsrAxnzpyRvChyxmKxYN++fYI78Z3tUmys8rRAaV1y8kvxdedDOpPOYviqzlUmMz7YkIsOM9dh3oZj6t0yMwDPDmiGAzNTMbFfMxzY753XJ3hTZyn+noxnVprY+PXmeFZan9o6i/n489zBQvbCyFeJjY2FwWDAxYuOj8q/ePEi4uPjVa+P4zjk5+cL7sR3tkuxscrTAqV1yckvxdedD+lMOovhazqbzBZ8uv00kl/foOqCCACGta+P2V3MeOq2ZjDodQGrsxR/T8YzK01s/HpTZ6X1qa2zmI8/zx0sZC+MLl68iH/9619o0KABjEajbY+J9VNdhIaGolOnTti4caPNxnEcNm7c6PFVIYIgCKlYOB4fbMjFLW9uwu9nDOreNrvxxvsPRiWB7poRhLbIPpU2duxY5OfnY/r06bjpppu8+tjukpISh1MEJ06cQHZ2NurUqYOEhARMmTIFY8aMQefOndG1a1fMnz8fpaWltlNqBEEQWqDVk6ojQw3oW68K8yYMQnhYqODRZ4Ig1EX2wmjbtm3YunWrbfe+N9mzZ49tfxMATJkyBcD1k2dffPEFRo0ahYKCArz66qu4cOECkpOTsXbtWtSvX1/1WPR6PVq1auVwuodll2JjlacFSuuSk1+Krzsf0pl0FqM6dbZwPCb9sE/VhzIC/9tY/UTfpvg77zhCjP871RMMOkvx92Q8s9LEdPWmzkrrU1tnMR9/njtYyD6V1rZtW3z77bdISUnRKiafhU6lEQQB/O+k2aI/jqPcpN5eCDppRhDaoOmptPnz52PatGk4efKkp/EFBGazGZmZmS7PpBCyS7GxyvNm7Frkl+Lrzod0Jp3F8KbOlVUmTF260XbSTK1FUVSoAfe0DEfWKwMcXt0hpmug6izF35PxzErzJZ2V1qe2zmI+/jx3sJB0K6127doOe4lKS0vRrFkzREZG2h5+ZeXKlSvqRuij8DyPgoICl4dgCdml2FjleTN2LfJL8XXnQzqTzmJ4Q2etn0X0WO9ErFv7u8vGajFdA01nOf6ejGdWmi/prLQ+tXUW8/HnuYOFpIXR/PnzNQ6DIAjCN1F7Y3WIjkf/NvXxcM8m6N60Lgx6HW2qJggfQtLCaMyYMVrHQRAE4VOovbE6KtSAR3olokl5Dm4fnuxytZ0gCN9A9qm0tLQ0GAwGpKamOtjT09NhsVjcvuQ1kDAYDEhOTnZ5dpOQXYqNVZ43Y9civxRfdz6kM+kshto6q72x2n5DtQ48Tp+OkKSzkD2QdFbq78l4ZqX5ks5K61NbZzEff547WMg+ldaxY0e8/fbbGDZsmIN97dq1ePHFF7F//35VA/Ql6FQaQQQeFo7H7hNXcKGoHNuPFyLt0AXV9hGN6BiP+fffQifMCKKa0fRUWm5uLtq2betib926tcPDFwMds9mMTZs2Ce7Ed7ZLsbHK82bsWuSX4uvOh3QmncXwtC7bk6pfX48HluzE5OX7sSLrrCqLonADsGBUEhaM7uSwKJKjs5DdH3X2NL+YvyfjmZXmSzorrU9tncV8/HnuYCH7VlrNmjXx999/IzEx0cF+/PhxREVFqRWXz8PzPIqLiwV34jvbpdhY5Xkzdi3yS/F150M6k85ieFKXVk+qtt9HNKS964Nl5egsZPc3nZXkF/P3ZDyz0nxJZ6X1qa2zmI8/zx0sZF8xuvPOO/Hss88iLy/PZjt+/Diee+453HHHHaoGRxAEoSYWjsfE77Lw5HdZqi6KokINmDywBQ7MTMXT/ZvR+8wIwo+RfcXonXfewZAhQ9C6dWvcfPPNAIAzZ86gd+/eeO+991QPkCAIQinefFI1p95jjgiCqAZkb74Grl/qWr9+Pfbv34+IiAh07NgRffr00SI+n8J+81Z0dDQKCwsRGxvr8E4XjuNc7FJsQj5aobQuOfml+LrzYaWRzvJ9g1FnrR7MCLA3Vquls5DdV3XWIr+Yvyc6s9J8SWex+NXOGyxzh5zN1x4tjIIVOpVGEP6Blgui6DAD3rmnI4Z1bKBquQRBaIemp9KI65hMJqxZs8blibVCdik2VnnejF2L/FJ83fmQzqSzGM51pR04j6RZ6Zi34Zjqr+94pl8zzO5iwaA2cZLjkZIm1e5LOmudX8zfE51Zab6ks9L61NZZzMef5w4WsvcYEf/D3TFST2zePJ6otC45+aUeN5ebRjrL9w1knS0cj8nfZan2pGor9vuIOIsZaWk5kuKRmybVXt06ezO/mL8nOrPSfElnpfWprbOYjz/PHULQwoggCL/GwvFYe1qHaW9sVHVjda2IEIzrlUgbqwkiyKCFEUEQfonjPiIDAOWLoh5Na+O+Lo0RXyMcXZvUoSdWE0QQInvzdd++ffHII4/g3nvvRUREhFZx+ST2m7diYmJQXFyMmJgY6HT/mzytD6eyt0uxCflohdK65OSX4uvOh5VGOsv3DRSdtdhYHRWqxzv3JGF4kvsN1d7UWcgeLONZir8nOrPSfElnsfjVzhssc4eczdeyrxilpKRg6tSpePrpp3HffffhkUceQffu3T0O1p9hLQyF7FJs3lxoKq1LTn4pvu58SGf1fP1VZ+v7zNIPn8f3f55GhUq3zKz7hx7rnYiwUGlvu/emzkL2YBnPUvw90ZmV5ks6K61PbZ3FfHx57vAE2afS5s+fj3PnzmHp0qW4dOkS+vTpg7Zt2+K9997DxYsXtYjRJzGbzUhLSxPcNOZsl2JjlefN2LXIL8XXnQ/pHNw6W99n1unG+8yWZp5SZVFk/6TqJ/s2wbq1v/uczkL2YBnPUvw90ZmV5ks6K61PbZ3FfHx17lCCR8f1jUYj7r77bvzyyy84c+YMRo8ejenTp6NRo0YYOXIkNm3apHacBEEEEdYFUYeZ6zBvwzFcLVfn6K79gmjSwJa0h4ggCBcUbb7evXs3li5dih9++AH16tXD2LFjcfbsWdx+++148skn6RUhBEHIojqeVE0QBGGP7IXRpUuX8PXXX2Pp0qXIzc3FiBEj8P333yM1NdW2UWrs2LEYMmQILYwIgpCMVm+8pydVEwQhB9mn0kJDQ9GsWTOMHz8eY8eORVyc6xNgr127hjvvvBMZGRmqBeoLOJ9KM5vNMBqNLjvxne1SbEI+WqG0Ljn5pfi682Glkc7yfX1VZwvHY9IP+zR9MKO7q0S+qrOQPVjGsxR/T3RmpfmSzmLxq53Xn+cOOWj2ShCe57Fx40ZkZWXh+eefF1wUAUCNGjUCblEkRHl5uWS7FBurPC1QWpec/FJ83fmQzur5+pLO1n1E7WesVXVR5Mk+Il/VWcgeLONZir8nOrPSfElnpfWprbOYjz/P0ULIXhgNGDAAZ86c0Soev8FsNiMjI0NwJ76zXYqNVZ43Y9civxRfdz6kc+Dp7LyxWq2nVUeGeLax2ld1FrIHy3iW4u+Jzqw0X9JZaX1q6yzm489zNAtZe4z0ej1atGiBy5cvo0WLFlrFRBBEAKLlxuqUOhZ8P2kQwsNCVS2XIIjgQ/bm67fffhvPP/88PvnkE7Rv316LmAiCCCC0XBDViQrBzOFtwJ/OotNmBEGoguyF0cMPP4yysjIkJSUhNDTU5QmVV65cUS04X8doFJZPyC7FxipPC5TWJSe/FF93PqSzer7e1vn3Qxfwn1VHVDtpFhmix7AON6FXizjb+8w4ixnp5wNTZyF7sIxnKf6e6MxK8yWdldants5iPv48Rwsh+1Tal19+6TZ9zJgxigLyZeTsaieIYEbtk2ZST5gRBEEIodmpNOD6wsfdJ1jgOA6XLl0Cx3Gidik2VnnejF2L/FJ83fmQzv6ls8lsUf2k2YiO8W43VAeqzkL2YBnPUvw90ZmV5ks6K61PbZ3FfPx5jmbh0StBrFRUVODatWsOn2DBYrFgx44dsFgsonYpNlZ53oxdi/xSfN35kM6+rbOF47Ej7zJ+yjqNiV/vRNJr6aqdNIsOM+Dj0SlYMLqT26tEgaqzkD1YxrMUf090ZqX5ks5K61NbZzEff56jWci+kVdaWooXX3wRy5cvx+XLl13Sq7MxBEF4j98PXcDM1UdxpbTqhsUAQJ0XvNJtM4IgqgvZC6MXXngBGRkZ+OSTT/Cvf/0LCxcuxNmzZ7F48WK8/fbbWsRIEIQPYeF4fHFMh307DqhaLi2ICILwBWQvjH777Td89dVXuO222zBu3Dj07t0bzZs3R+PGjfHtt9/iwQcf1CJOn0On0yEmJsblkeVCdik2VnnejF2L/FJ83fmQzr6js/XY/aI/jqPcZJDfIAZKF0SBprM7e7CMZyn+nujMSvMlnZXWp7bOYj7+PEezkH0qLTo6GkeOHEFCQgJuvvlm/PTTT+jatStOnDiBDh06oKSkRKtYqx06lUYEI1o9h4iuEBEE4S00PZXWtGlTnDhxAgDQunVrLF++HMD1K0m1atWSH62fwnEcTp06JbgT39kuxcYqz5uxa5Ffiq87H9K5+nS2cDzmr89Bu1fXYt6GY6ouisROmsnB33WWYw+W8SzF3xOdWWm+pLPS+tTWWczHn+doFrIXRuPGjcP+/fsBANOmTcPChQsRHh6OyZMn4/nnn1c9QF/FYrEgOztbcCe+s12KjVWeN2PXIr8UX3c+pHP16Jx24DySZqVj/sbjqDCrN0FJPWkmB3/WWa49WMazFH9PdGal+ZLOSutTW2cxH3+eo1nI3mM0efJk2/8PHDgQR48exd69e9G8eXN07NhR1eAIgvAuFo7H5O+yVH3bPUC3zQiC8B9kL4y++uorjBo1CmFhYQCAxo0bo3HjxqiqqsJXX32Fhx9+WPUgCYLQFgvHY+1pHaa9sVG1t90DQGSoAY/RgoggCD/Co1tpRUVFLvbi4mKMGzdOlaD8AZ1Oh7i4OMGd+M52KTZWed6MXYv8Unzd+ZDO2ups4Xh8sCEXt7y5Cb+fMai2KKoVEYJ7WoZj3ysDVNlH5A5/0FksTao9WMazFH9PdGal+ZLOSutTW2cxH3+eo1nIPpWm1+tx8eJFxMXFOdj379+Pfv36BfRLZOlUGhEoaHHSLDxEjwe6NMLgdjeha5M6dIWIIAifQZNTaSkpKbjlllug0+kwYMAA3HLLLbZPUlISevfujYEDByoO3l+wWCw4evSo4IYzZ7sUG6s8b8auRX4pvu58SGd1dT585C/MX38UHWauU+2kWVSoAc8OaIaVDyTileFt0KNZXYDnglpnNcazkD1YxrMUf090ZqX5ks5K61NbZzEff56jWUheGI0cORJ33nkneJ5Hamoq7rzzTtvn/vvvx+LFi/HNN99oGatPwXEccnJyBI8oOtul2FjleTN2LfJL8XXnQzor19n6PrPXVh/GyG/yMH+jOleJIkMNmDywBQ7MTMVTtzXD8dxjQa2zFB8541nIHizjWYq/Jzqz0nxJZ6X1qa2zmI8/z9EsJG++njFjBgAgMTERo0aNQnh4uGZBacnq1avx3HPPgeM4vPjii3j00UerOySC0ATr7bKl20/garnphlX57a3IEAP61q/CvAmDEB4WCgDg6BWJBEEECLJPpY0ZMwYAUFVVhUuXLrms6hISEtSJTAPMZjOmTJmCjIwM1KxZE506dcJdd92FunXrVndoBKEqaw+dx7SfDuJqmUncWQYjOsbj3Xs6YN3a32kPEUEQAYnshVFubi7Gjx+PzMxMBzvP89DpdNV6X1CM3bt3o127dmjYsCEAYOjQoUhPT8cDDzwguyy9Xo+EhATo9XpRuxQbqzwtUFqXnPxSfN35kM7ydV576Dwe/ybLozpZRIcZ8M49HTGsYwNYLBbS2QvjWcgeLDpL8fdEZ1aaL+mstD61dRbz8ec5moXsU2m9evWC0WjEtGnTcNNNN7kcqUtKSlI1QHu2bNmCd999F3v37sX58+fx888/Y+TIkQ4+CxcuxLvvvosLFy4gKSkJCxYsQNeuXQEAK1aswObNm/HRRx8BAN59913odDpMnTpVUv10Ko3wdSwcj1vnbML5ogpVyqMHMxIEEQho+q607OxsLF68GEOHDkVycjKSkpIcPlpSWlqKpKQkLFy4UDB92bJlmDJlCmbMmIGsrCwkJSUhNTUVly5d8qi+yspKXLt2zeEDACaTCRUVFdi7dy+qqqoAXN9JL2Q3m802W0VFhe3WY2Vlpc1mMplgMpmwb98+h+8mkwk8z4PneQebOztwffOavc1sNjvYrfFUVlY6xG792J8OELI7x25tk9lsdvDnOA4Wi8Wlnc6xW+Mxm80ubaqoqMC+fftc2llZWelit5ZjsViY/VFVVeUQj7VNQrG7s0vpj4qKCmRlZbmUoUU/WX235VxQZVFk3Vid9coA3Fq7GKaqSoc4s7KyHPrUuZ+cY2e1Ve7YkzrGtOon+zHGahNrjNn3U0VFhUObhOYIIbtzW93FrmSOEOonodi17Cez2ex27rCPR04/WeeOqqoq5tzh3FZ3sSuZI9yNSaF5T4t+Yo0957pZv0+sfhKyWywWl7nDeS5X+vvkbi6XiuxbaW3btkVhYaHcbKowdOhQDB06lJk+d+5cTJgwwfagyUWLFmHNmjX4/PPPMW3aNDRo0ABnz561+Z89e9Z2NUmI2bNnY9asWS729PR0REZG2r536tQJBw4cQH5+vs0WHh6Odu3aYffu3SgoKAAAnDlzBsnJyWjcuDG2bduGkpISnDlzBgDQpUsX5Ofn49y5cw4d2K9fP0RERCAtLc0hhmHDhqG8vBwZGRk2m9FoxPDhw1FYWIgdO3bY7DExMejfvz9Onz6N7Oxsm72iogK9evVCbm4ucnJybPaEhASkpKS4tKlVq1Zo3bo19uzZg8LCQlvs1jZt2bIFxcXFNv8ePXqgdu3aOHPmjM3XXZvatGkDs9ns0iaz2Yz69evjzz//tNmjo6NRUlKCmjVr4uDBgw7ldOzYEXl5eQ5tAq7308GDBx3isbbJvp/E2lSvXj2kp6dL6ifg+oGFrVu3OrRJq37aW3gWgMElBqmE6Xn0b8Bh8M1mDOgaD4vZ5NJ/gwYNwunTp3H69GmHNgn109WrVzFgwACXNsXFxaFnz56yx55QPzVo0MAlRi37Cbg+xs6dO8dsk308Qm06c+aMYJvs5wj7sXfmzBnm3xNw/YXe69evd7CpMUcI9dOZM2e80k9Go9HFX6hNFy5ckNVPsbGxKCwsRGhoKI4fP+7if+jQIZd+atasmUssas0RrH4S+nvSsp9YYw9w//vE6qfi4mIHu9FoxODBg13mDtZc7unvE2su3759OyTDy2Tjxo18jx49+IyMDL6wsJAvKipy+HgLAPzPP/9s+15ZWckbDAYHG8/z/MMPP8zfcccdPM/zvMlk4ps3b86fOXOGLy4u5lu2bMkXFhYy66ioqHBo2+nTp3kAfGFhIV9aWsqvWrWKLy8v53me581mM19VVeViN5lMNltpaSlvsVh4nuf5srIym62qqoqvqKhw+G79cBzHcxznYHNn53met1gsDjaTyeRgt8ZTVlbmELv1Yzab3dqdY7e2yWQyOfhb63Nul3Ps1ngqKytd2mRNq6iocLBbY7C3W32tsQr1R3l5uUM81jYJxe7OLqU/7NuldT9ZfTMOn+Ebv7ha9qfNK7/zjy/4hb9WXOLQpsrKSpf+E7I595Nz7Ky2yh17UseYVv1kP8ZYbWKNMft+Ki0tdWiT0BwhZHduq7vYlcwRQv0kFLuW/SQ0zuzbZB+PnH6yzh3l5eXMucO5re5iVzJHiI1J53lPi35ijT17f3e/T6x+ErIL6eg8lyv9fWL1x+XLl3kAktYpsq8YWR/iOGDAAOcFVrVuvi4sLITFYkH9+vUd7PXr18fRo0cBXF+xvv/+++jXrx84jsMLL7zg9kRaWFiY7Z1w9oSEhCAkJAQAYDAYbP+1/r+93Wg0gr+xjSskJMS2ocxoNDqUZb3EbV+2c51CCNn1ej1zk5y93RqDc+z2bRCyO8fubLfHOh6E2uX8XafTQafTMdskx87qD+t/pcTuzi6nP9y1Sa1+spbfvVkcbqoZjgtFFZC6edD+pFl4WKhDrNY9hPZ6uRurzv1hjZ3VVk/Hnj1yxpg7u9J+so9dKB77fgoJCZE0RzjbWW1lxc5qqydtEopdy34SGntC/tb/V9Imlt3aVuvtGKFY1JgjWHZ3855a/eTu98mKu795Vj+pNXeoMUe4swv6Sva8gf3lPn/kjjvuwB133KG4HL1ej1atWgnuxHe2S7GxytMCpXXJyS/F150P6SxP5xCjATNGtMUT32RBB7hdHNWJCsEbd7a3nTQjnX1rPAvZg0VnKf6e6MxK8yWdldants5iPv48R7OQfSrNV9DpdA6n0qqqqhAZGYkVK1Y4nFQbM2YMrl69il9++UVxnXQqjfAX1h46j1m/HXHYiF0z3IhBbeujV4s4xNcIp/eZEQQRNGh6Kg0Atm7dioceegg9e/a0bWb++uuvsW3bNk+KU4XQ0FB06tQJGzdutNk4jsPGjRvRo0cP1eszm83IzMx02ekuZJdiY5WnBUrrkpNfiq87H9LZM52HtL8J217sj+8ndMcH9yfj+wndsfs//XH3zWUY0aE+ejSr67AoIp19bzwL2YNFZyn+nujMSvMlnZXWp7bOYj7+PHewkL0wWrlyJVJTUxEREYGsrCzbkbqioiK89dZbqgdoT0lJCbKzs2278U+cOIHs7GzbzvQpU6ZgyZIl+PLLL/HXX3/hiSeeQGlpqe2UmprwPI+CggI4X3ATskuxscrTAqV1yckvxdedD+nsuc4GvQ49mtXFnckN0aNZXeh1IJ0V5vfmeBayB4vOUvw90ZmV5ks6K61PbZ3FfPx57mAhe2H0xhtvYNGiRViyZInDRqlevXohK0vdp+06s2fPHqSkpCAlJQXA9YVQSkoKXn31VQDAqFGj8N577+HVV19FcnIysrOzsXbtWpcN2QRBEARBEELI3nydk5ODPn36uNhr1qyJq1evqhETk9tuu010FTlx4kRMnDhR0zgIgiAIgghMZF8xio+Pd3koFgBs27YNTZs2VSUof8BgMCA5OdnluKCQXYqNVZ43Y9civxRfdz6kM+ksRqDqLGQPFp2l+HuiMyvNl3RWWp/aOov5+PPcwUL2qbTZs2fjm2++weeff45BgwYhLS0Np06dwuTJkzF9+nQ8/fTTWsVa7dCpNIIgCILwPzQ9lTZt2jSMHj0aAwYMQElJCfr06YNHH30Ujz32WEAvipwxm83YtGmT4E58Z7sUG6s8b8auRX4pvu58SGfSWYxA1VnIHiw6S/H3RGdWmi/prLQ+tXUW8/HnuYOF7D1GOp0OL7/8Mp5//nkcP34cJSUlaNu2LaKjo7WIz2fheR7FxcWCO/Gd7VJsrPK8GbsW+aX4uvMhnUlnMQJVZyF7sOgsxd8TnVlpvqSz0vrU1lnMx5/nDhayF0ZWQkND0bZtWzVjIQiCIAiCqFZkL4wqKiqwYMECZGRk4NKlS7Z3yFjR+sg+QRAEQRCEVsjefP3ggw8iPT0d//d//4f69evbXhRnZcaMGaoG6EvYb96Kjo5GYWEhYmNjHd7pwnGci12KTchHK5TWJSe/FF93Pqw00lm+L+msPL83dRayB4vOUvw90ZmV5ks6i8Wvdt5gmTvkbL6WvTCqWbMm0tLS0KtXL0VB+iN0Ko0gCIIg/A9NT6U1bNgQMTExHgcXKJhMJqxZswYmk0nULsXGKs+bsWuRX4qvOx/SmXQWI1B1FrIHi85S/D3RmZXmSzorrU9tncV8/HnuYCF7YfT+++/jxRdfxKlTp7SIx69wd4zUE5s3jycqrUtOfqnHoOWmkc7yfUln5fm9qbOQPVh0luLvic6sNF/SWWl9auss5uPPc4cQsjdfd+7cGRUVFWjatCkiIyMd3pcGAFeuXFEtOIIgCIIgCG8ie2H0wAMP4OzZs3jrrbcEN18TBEEQBEH4K7I3X0dGRmLHjh1ISkrSKiafxX7zVkxMDIqLixETE+OwOLQ+nMreLsUm5KMVSuuSk1+KrzsfVhrpLN+XdFae35s6C9mDRWcp/p7ozErzJZ3F4lc7b7DMHZpuvm7dujXKy8s9Di6QiIiIkGyXYmOVpwVK65KTX4qvOx/SWT1f0ll5fm/qLGQPFp2l+HuiMyvNl3RWWp/aOov5+PPcIYTshdHbb7+N5557Dps3b8bly5dx7do1h0+wYDabkZaWJrhpzNkuxcYqz5uxa5Ffiq87H9KZdBYjUHUWsgeLzlL8PdGZleZLOiutT22dxXz8ee5gIXuP0ZAhQwAAAwYMcLDzPA+dTgeLxaJOZARBEARBEF5G9sIoIyNDizgIgiAIgiCqHdkLo759+2oRB0EQBEEQRLUj+1QaAGzduhWLFy/G33//jR9//BENGzbE119/jSZNmuDWW2/VIk6fwPlUmtlshtFodNmJ72yXYhPy0QqldcnJL8XXnQ8rjXSW70s6K8/vTZ2F7MGisxR/T3RmpfmSzmLxq503WOYOTU+lrVy5EqmpqYiIiEBWVhYqKysBAEVFRXjrrbc8i9hPYZ3OE7JLsXnztJ/SuuTkl+Lrzod0Vs+XdFae35s6C9mDRWcp/p7ozErzJZ2V1qe2zmI+/jx3CCF7YfTGG29g0aJFWLJkicNTr3v16oWsrCxVg/NlzGYzMjIyBHfiO9ul2FjleTN2LfJL8XXnQzqTzmIEqs5C9mDRWYq/Jzqz0nxJZ6X1qa2zmI8/zx0sZC+McnJy0KdPHxd7zZo1cfXqVTViIgiCIAiCqBZkL4zi4+Nx/PhxF/u2bdvQtGlTVYIiCIIgCIKoDmQvjCZMmIBJkyZh165d0Ol0OHfuHL799ltMnToVTzzxhBYx+ixGo/ChPiG7FBurPC1QWpec/FJ83fmQzur5ks7K83tTZyF7sOgsxd8TnVlpvqSz0vrU1lnMx5/nDiFkn0rjeR5vvfUWZs+ejbKyMgBAWFgYpk6ditdff12TIH0FObvaCYIgCILwDTQ9labT6fDyyy/jypUrOHToEHbu3ImCgoKAXxQ5w3EcLl26BI7jRO1SbKzyvBm7Fvml+LrzIZ1JZzECVWche7DoLMXfE51Zab6ks9L61NZZzMef5w4WshdGVkJDQ9G2bVt07doV0dHRasbkF1gsFuzYscPlFShCdik2VnnejF2L/FJ83fmQzqSzGIGqs5A9WHSW4u+Jzqw0X9JZaX1q6yzm489zBwtJN/LuvvtuyQX+9NNPHgdDEARBEARRnUhaGNWsWVPrOAiCIAiCIKodSQujpUuXah2H36HT6RATE+PyyHIhuxQbqzxvxq5Ffim+7nxIZ9JZjEDVWcgeLDpL8fdEZ1aaL+mstD61dRbz8ee5g4VH70ozm83YvHkz8vLyMHr0aMTExODcuXOoUaNGQO83olNpBEEQBOF/aHoq7dSpU+jQoQPuvPNOPPXUUygoKAAAzJkzB1OnTvUsYj+E4zicOnVKcCe+s12KjVWeN2PXIr8UX3c+pDPpLEag6ixkDxadpfh7ojMrzZd0Vlqf2jqL+fjz3MFC9sJo0qRJ6Ny5M/755x9ERETY7HfddRc2btyoanC+jMViQXZ2tuBOfGe7FBurPG/GrkV+Kb7ufEhn0lmMQNVZyB4sOkvx90RnVpov6ay0PrV1FvPx57mDhezHS27duhWZmZkIDQ11sCcmJuLs2bOqBUYQBEEQBOFtZF8x4jhOcCV35swZxMTEqBIUQRAEQRBEdSB7YTR48GDMnz/f9l2n06GkpAQzZszAsGHD1IzNp9HpdIiLixPcie9sl2JjlefN2LXIL8XXnQ/pTDqLEag6C9mDRWcp/p7ozErzJZ2V1qe2zmI+/jx3sJB9Ku3MmTNITU0Fz/PIzc1F586dkZubi9jYWGzZsgX16tXTKtZqh06lEQRBEIT/oemptJtvvhn79+/Hyy+/jMmTJyMlJQVvv/029u3bF9CLImcsFguOHj0quOHM2S7FxirPm7FrkV+Krzsf0pl0FiNQdRayB4vOUvw90ZmV5ks6K61PbZ3FfPx57mDh0bvSjEYjHnzwQbzzzjv4+OOP8eijjzqcUAsGOI5DTk6O4BFFZ7sUG6s8b8auRX4pvu58SGfSWYxA1VnIHiw6S/H3RGdWmi/prLQ+tXUW8/HnuYOFpIXRzp07JRdYVlaGw4cPexwQQRAEQRBEdSFpYfSvf/0Lqamp+PHHH1FaWiroc+TIEfznP/9Bs2bNsHfvXlWDJAiCIAiC8AaSnmN05MgRfPLJJ3jllVcwevRotGzZEg0aNEB4eDj++ecfHD16FCUlJbjrrruQnp6ODh06aB13taPX65GQkAC9Xi9ql2JjlefN2LXIL8XXnQ/pTDqLEag6C9mDRWcp/p7ozErzJZ2V1qe2zmI+/jx3sJB9Km3Pnj3Ytm0bTp06hfLycsTGxiIlJQX9+vVDnTp1tIrTJ6BTaQRBEAThf2h6Kq1z58549tlnMW/ePCxatAhvvPEG7rnnnoBfFDljsViwb98+wZ34znYpNlZ53oxdi/xSfN35kM6ksxiBqrOQPVh0luLvic6sNF/SWWl9auss5uPPcweL6rtW5edwHIf8/HzBnfjOdik2VnnejF2L/FJ83fmQzqSzGIGqs5A9WHSW4u+Jzqw0X9JZaX1q6yzm489zBwtaGBEEQRAEQdyAFkYEQRAEQRA3oIWRh+j1erRq1UpwJ76zXYqNVZ43Y9civxRfdz6kM+ksRqDqLGQPFp2l+HuiMyvNl3RWWp/aOov5+PPcwUL2qTR7KioqEB4ermY8Pg2dSiMIgiAI/0PTU2kcx+H1119Hw4YNER0djb///hsAMH36dPz3v//1LGI/xGw2IzMzE2azWdQuxcYqz5uxa5Ffiq87H9KZdBYjUHUWsgeLzlL8PdGZleZLOiutT22dxXz8ee5gIXth9MYbb+CLL77AO++8g9DQUJu9ffv2+Oyzz1QNzpfheR4FBQVwvuAmZJdiY5Xnzdi1yC/F150P6Uw6ixGoOgvZg0VnKf6e6MxK8yWdldants5iPv48d7CQvTD66quv8Omnn+LBBx+EwWCw2ZOSknD06FFVg9OChQsXIjExEeHh4ejWrRt2795d3SERBEEQBOEjyF4YnT17Fs2bN3excxwHk8mkSlBasWzZMkyZMgUzZsxAVlYWkpKSkJqaikuXLlV3aARBEARB+AK8TG655Rb+66+/5nme56Ojo/m8vDye53l+1qxZ/K233iq3OK/StWtX/qmnnrJ9t1gsfIMGDfjZs2dLyl9UVMQD4IuKiniLxcKfPHmSt1gsDj5Cdik2VnlaoLQuOfml+LrzIZ1JZzECVWche7DoLMXfE51Zab6ks9L61NZZzMdf5g77328xZJ9K++WXXzBmzBi89NJLeO211zBr1izk5OTgq6++wurVqzFo0CBtVnAKqaqqQmRkJFasWIGRI0fa7GPGjMHVq1fxyy+/uOSprKxEZWWl7fu1a9fQqFEjFBYW2na16/V6GAwGWCwWhyd1Wu1ms9nhXqnBYIBer2fana+6GY3X3/PrvBGNZQ8JCQHHcQ6PU9fpdDAajUw7K3ZqE7WJ2kRtojZRmwKhTVeuXEHdunUlnUozuk0V4M4778Rvv/2G1157DVFRUXj11Vdxyy234LfffvPZRREAFBYWwmKxoH79+g72+vXrM/dGzZ49G7NmzXKxp6enIzIyEgDQqFEj3HLLLThw4ADy8/NtPi1atEDbtm2xe/duFBQU2OzJyclo3Lgx/vjjD5SUlNjsXbt2xV9//YXy8nKHwdSvXz9EREQgLS3NIYZhw4ahvLwcGRkZNpvRaMTw4cNRWFiIHTt22OwxMTHo378/Tp8+jezsbJs9NjYWvXr1Qm5uLnJycmz2hIQEpKSkuLSpVatWaN26NXbt2oXCwkKXNm3ZsgXFxcU2e48ePVCnTh2X2FltGjx4MEwmk0ubIiIi0KZNG4f9YNHR0dDpdEhMTMTBgwdtdoPBgCFDhuD48eMObbL20/79+3H69GmXNrH6SahN9erVQ3p6uqR+io6Oxi233IItW7Y4tMkb/eTcpg4dOuDkyZPged5h7Lnrp5CQEKSnpzvYBw8ejG3btqGsrMyhTax+GjBggEub4uLi0LNnT8VtSk5ORsOGDfH77787TJJa9pNer8fQoUNx9uxZwTbl5OQgNzdXUZvk/D1FRkbi1ltvdeknNeaI6uwnobEnp02sfoqNjUVlZSXi4+Md+ikkJASDBw/GwYMHXdrUvHlzrF271uGHW605gtUmob8nb/STUJvc/T6x+qmkpMTl7yk1NRWbNm1CeXm5zc6ay9Wa96xt2r59OySj6rUqH+bs2bM8AD4zM9PB/vzzz/Ndu3YVzFNRUcEXFRXZPqdPn+YB8IWFhXxpaSm/atUqvry8nOd5njebzXxVVZWL3WQy2WylpaW2y4NlZWU2W1VVFV9RUeHw3frhOI7nOM7B5s7O89cvRdrbTCaTg90aT1lZmUPs1o/ZbHZrd47d2iaTyeTgb63PuV3OsVvjqaysdGmTNa2iosLBbo3B3m71tcYq1B/l5eUO8VjbJBS7O7uU/rBvl9b9ZD/GWG2yjrGysjLJ/VRZWeliF7I595Nz7Ky2yh17UseYVv1kP8ZYbWKNMXf9JDRHCNmd2+oudiVzhFA/CcWuZT8JjTP7NtnHI6efrHNHeXk5c+5wbqu72JXMEWJj0nne06KfWGNPaO4Q+n1i9ZOQXUhH57lc6e8Tqz8uX74s+Vaa7CtG/kpsbCwMBgMuXrzoYL948SLi4+MF84SFhSEsLMzFHhISgpCQEACwncwzGAwOp/Ss/280Gm2X9UJCQmxP87RearSWZb1EaV+2c51CCNn1ej3zCaX2dmsMzrHbt0HI7hy7s90e67+whNrl/F2n00Gn0zHbJMfO6g/rf6XE7s4upz/ctUmtfrKWHxIS4jD27LGOMaPR6BIPq590Op2L3d1Yde4Pawystno69qTEbrUJoUU/2ccuFI+7fmLNEc52d/2kxRwhFruW/SQ09oT8rf+vpE0su7Wt1qtcQrGoMUew7O7mPbX6yd3vkxV3f/OsflJr7lBjjnBnF0L2qbTatWujTp06Lp+6deuiYcOG6Nu3L5YuXSq3WM0JDQ1Fp06dsHHjRpuN4zhs3LgRPXr0qMbICIIgCILwGUSvKTkxd+5cvm7duvxDDz3Ef/jhh/yHH37IP/TQQ3xsbCz/5ptv8o8++igfFhbGf/rpp3KL1pwffviBDwsL47/44gv+yJEj/L///W++Vq1a/IULFyTldz6VdvHiRcGd+M52KTZWeVqgtC45+aX4uvMhnUlnMQJVZyF7sOgsxd8TnVlpvqSz0vrU1lnMx1/mDk1Ppd1zzz0YNGgQHn/8cQf74sWLkZ6ejpUrV2LBggX49NNPHTZS+QofffQR3n33XVy4cAHJycn48MMP0a1bN0l56V1pBEEQBOF/aPqutHXr1mHgwIEu9gEDBmDdunUAru9It75DzdeYOHEiTp06hcrKSuzatUvyosgZk8mENWvWuBxfFLJLsbHK0wKldcnJL8XXnQ/pTDqLEag6C9mDRWcp/p7ozErzJZ2V1qe2zmI+/jx3sJC9MKpTpw5+++03F/tvv/2GOnXqAABKS0sRExOjPDofx93LDT2xefOleUrrkpNfiq/YCwyl2klnz31IZ/V81dJZyB4sOkvx90RnVpov6ay0PrV1FvPx57lDCNmn0qZPn44nnngCGRkZ6Nq1KwDgzz//RFpaGhYtWgQAWL9+Pfr27atupARBEARBEBoje2E0YcIEtG3bFh999BF++uknANcfrPTHH3+gZ8+eAIDnnntO3SgJgiAIgiC8gZxd3VVVVfy4ceP4v//+28N94f6N/a52juNs/7VHyC7FxipPC5TWJSe/FF93PqQz6SxGoOosZA8WnaX4e6IzK82XdFZan9o6i/n4y9wh51SarD1GISEhWLlypTYrND8kIiJCsl2KjVWeFiitS05+Kb7ufEhn9XxJZ+X5vamzkD1YdJbi74nOrDRf0llpfWrrLObjz3OHELI3X48cORKrVq3SIBT/wmw2Iy0tTXDTmLNdio1Vnjdj1yK/FF93PqQz6SxGoOosZA8WnaX4e6IzK82XdFZan9o6i/n489zBQvYeoxYtWuC1117D9u3b0alTJ0RFRTmkP/PMM6oFRxAEQRAE4U1kL4z++9//olatWti7dy/27t3rkKbT6WhhRBAEQRCE3yJ7YXTixAkt4iAIgiAIgqh2ZL8SJJixf6R4TEwMzGYzjEaj7S3CAMDzvItdik3IRyuU1iUnvxRfdz6sNNJZvi/prDy/N3UWsgeLzlL8PdGZleZLOovFr3beYJk7NH0lCACcOXMGH3/8MaZNm4YpU6Y4fIKJ8vJyyXYpNlZ5WqC0Ljn5pfi68yGd1fMlnZXn96bOQvZg0VmKvyc6s9J8SWel9amts5iPP88dQsheGG3cuBGtWrXCJ598gvfffx8ZGRlYunQpPv/8c2RnZ2sQom9iNpuRkZEhuBPf2S7FxirPm7FrkV+Krzsf0pl0FiNQdRayB4vOUvw90ZmV5ks6K61PbZ3FfPx57mAhe2H00ksvYerUqTh48CDCw8OxcuVKnD59Gn379sW9996rRYwEQRAEQRBeQfbC6K+//sLDDz8MADAajSgvL0d0dDRee+01zJkzR/UACYIgCIIgvIXshVFUVBSqqqoAADfddBPy8vJsaYWFhepF5gcYjcKH+oTsUmys8rRAaV1y8kvxdedDOqvnSzorz+9NnYXswaKzFH9PdGal+ZLOSutTW2cxH3+eO4SQfSpt5MiRGD58OCZMmICpU6fil19+wdixY/HTTz+hdu3a2LBhg1axVjtydrUTBEEQBOEbaHoqbe7cuejWrRsAYNasWRgwYACWLVuGxMRE/Pe///UsYj+E4zhcunQJHMeJ2qXYWOV5M3Yt8kvxdedDOpPOYgSqzkL2YNFZir8nOrPSfElnpfWprbOYjz/PHSxkL4yaNm2Kjh07Arh+W23RokU4cOAAVq5cicaNG6seoK9isViwY8cOWCwWUbsUG6s8b8auRX4pvu58SGfSWYxA1VnIHiw6S/H3RGdWmi/prLQ+tXUW8/HnuYOFxzfyqqqqBFd1CQkJioMiCIIgCIKoDmQvjI4dO4ZHHnkEmZmZDnae56HT6ap1lUcQBEEQBKEE2QujcePGwWg0YvXq1bjpppu88nh0X0Sn0yEmJsal/UJ2KTZWed6MXYv8Unzd+ZDOpLMYgaqzkD1YdJbi74nOrDRf0llpfWrrLObjz3MHC9mn0qKiorB37160bt1aq5h8FjqVRhAEQRD+h6an0tq2bRt0zysSguM4nDp1SnAnvrNdio1Vnjdj1yK/FF93PqQz6SxGoOosZA8WnaX4e6IzK82XdFZan9o6i/n489zBQtLC6Nq1a7bPnDlz8MILL2Dz5s24fPmyQ9q1a9e0jtdnsFgsyM7OFtyJ72yXYmOV583YtcgvxdedD+lMOosRqDoL2YNFZyn+nujMSvMlnZXWp7bOYj7+PHewkLTHqFatWg73+3iex4ABAxx8aPM1QRAEQRD+jqSFUUZGhtZxEARBEARBVDuSFkZ9+/bVOg6/Q6fTIS4uTnAnvrNdio1Vnjdj1yK/FF93PqQz6SxGoOosZA8WnaX4e6IzK82XdFZan9o6i/n489zBQvaptKVLlyI6Ohr33nuvg/3HH39EWVkZxowZo2qAvgSdSiMIgiAI/0PTU2mzZ89GbGysi71evXp466235Bbnt1gsFhw9elRww5mzXYqNVZ43Y9civxRfdz6kM+ksRqDqLGQPFp2l+HuiMyvNl3RWWp/aOov5+PPcwUL2wig/Px9NmjRxsTdu3Bj5+fmqBOUPcByHnJwcwSOKznYpNlZ53oxdi/xSfN35kM6ksxiBqrOQPVh0luLvic6sNF/SWWl9auss5uPPcwcL2QujevXq4cCBAy72/fv3o27duqoERRAEQRAEUR3IXhg98MADeOaZZ5CRkQGLxQKLxYJNmzZh0qRJuP/++7WIkSAIgiAIwivIflfa66+/jpMnT2LAgAEwGq9n5zgODz/8cFDtMdLr9UhISIBerxe1S7GxyvNm7Frkl+Lrzod0Jp3FCFSdhezBorMUf090ZqX5ks5K61NbZzEff547WMg+lWYlNzcX2dnZiIiIQIcOHdC4cWO1Y/M56FQaQRAEQfgfmp5Ks9KiRQvce++9uP3224NiUeSMxWLBvn37BHfiO9ul2FjleTN2LfJL8XXnQzqTzmIEqs5C9mDRWYq/Jzqz0nxJZ6X1qa2zmI8/zx0squ9alZ/DcRzy8/MFd+I726XYWOV5M3Yt8kvxdedDOpPOYgSqzkL2YNFZir8nOrPSfElnpfWprbOYjz/PHSxoYUQQBEEQBHEDWhgRBEEQBEHcgBZGHqLX69GqVSvBnfjOdik2VnnejF2L/FJ83fmQzqSzGIGqs5A9WHSW4u+Jzqw0X9JZaX1q6yzm489zBwuPTqVt3boVixcvRl5eHlasWIGGDRvi66+/RpMmTXDrrbdqEadPQKfSCIIgCML/0PRU2sqVK5GamoqIiAjs27cPlZWVAICioqKgeo6R2WxGZmYmzGazqF2KjVWeN2PXIr8UX3c+pDPpLEag6ixkDxadpfh7ojMrzZd0Vlqf2jqL+fjz3MFC9sLojTfewKJFi7BkyRKEhITY7L169UJWVpaqwfkyPM+joKAAzhfchOxSbKzyvBm7Fvml+LrzIZ1JZzECVWche7DoLMXfE51Zab6ks9L61NZZzMef5w4WshdGOTk56NOnj4u9Zs2auHr1qhoxEQRBEARBVAuyF0bx8fE4fvy4i33btm1o2rSpKkERBEEQBEFUC7xM3nrrLb5t27b8zp07+ZiYGH7r1q38N998w8fFxfEffvih3OL8iqKiIh4AX1RUxFssFv7kyZO8xWJx8BGyS7GxytMCpXXJyS/F150P6Uw6ixGoOgvZg0VnKf6e6MxK8yWdldants5iPv4yd9j/fosh+1Qaz/N46623MHv2bJSVlQEAwsLCMHXqVLz++usaLN18BzqVRhAEQRD+h6an0nQ6HV5++WVcuXIFhw4dws6dO1FQUBDwiyJnzGYzNm3aJLgT39kuxcYqz5uxa5Ffiq87H9KZdBYjUHUWsgeLzlL8PdGZleZLOiutT22dxXz8ee5gYfQ0Y2hoKNq2batmLH4Fz/MoLi4W3InvbJdiY5Xnzdi1yC/F150P6Uw6ixGoOgvZg0VnKf6e6MxK8yWdldants5iPv48d7CQtDC6++67JRf4008/eRwMQRAEQRBEdSJpYVSzZk2t4yAIgiAIgqh+3GzMDlh+++03vmXLlnzz5s35JUuWSM7nfCrt4sWLgjvxne1SbKzytEBpXXLyS/F150M6k85iBKrOQvZg0VmKvyc6s9J8SWel9amts5iPv8wdmp5KO3HiBMxmM1q0aOFgz83NRUhICBITE9VbtWmA2WxG27ZtkZGRgZo1a6JTp07IzMxE3bp1RfPSqTTCH7BwPHafuIJLxRWoFxOOrk3qwKDXVXdYBEEQ1Yamp9LGjh2LzMxMF/uuXbswduxYucV5nd27d6Ndu3Zo2LAhoqOjMXToUKSnp8sux2QyYc2aNTCZTKJ2KTZWeVqgtC45+aX4uvMhnaXlr6iswvvfrMFjX/2JpFnr8MCSnZj0QzYeWLITt87ZhLWHzpPOKuT35ngWsgeLzlL8PdGZleZLOiutT22dxXz8ee5gIXthtG/fPvTq1cvF3r17d2RnZ6sRE5MtW7ZgxIgRaNCgAXQ6HVatWiXot3DhQiQmJiI8PBzdunXD7t27bWnnzp1Dw4YNbd8bNmyIs2fPehSPu2Oknti8eTxRaV1y8ks9Bi03jXS+fnXogw25uOXNTVhwCFh35BJKKi0OPheKKvDEN1lYd/gi6axCfm+OZyF7sOgsxd8TnVlpvqSz0vrU1lnMx5/nDiE8eo5RcXGxi72oqAgWi0Ugh3qUlpYiKSkJCxcuZPosW7YMU6ZMwYwZM5CVlYWkpCSkpqbi0qVLmsZGEN7AwvHYkXcZP2edwdTl2egwcx3mbTiGsir23571Xvmbvx8FV30nYAmCIPwC2c8x6tOnD2bPno3vv/8eBoMBAGCxWDB79mzceuutqgdoz9ChQzF06FC3PnPnzsWECRMwbtw4AMCiRYuwZs0afP7555g2bRoaNGjgcIXo7Nmz6Nq1q2BZlZWVqKystH2/du0agOuX+ozG69JZLBaEhITAYrGA4zjb5T+r3Ww2O1wiNBgM0Ov1thWxNY3jOIfvVqz1OK+gWfaQkBBwHOewSNXpdDAajTa7tQ6z2ewQuxW9Xg+DwcC0O8du3yb7LWvW8eHcLufYrWk8z4PneYc22etjX4bVx95un87qD6suVrt9m5xjZ7VJr9dL6if7djn7y+0nvcGIBRtzsDQzH0Xl8i8x8wDOF1Ui75rOZcy46ydr2+3tQjbnfnIeY6y2ejL2pIwxrfrJPt1dm+x97dtkP1bt28SaI5ztzjG7i13JHCHUJqHYtewnoXFm3yb7eOT0k1UPe5vz3OHcVnexK5kjWHbWvKdFP7HGnn2b3P0+sfpJyC6ko/NcrsbvE2sul4rszddHjhxBnz59UKtWLfTu3RsAsHXrVly7dg2bNm1C+/bt5RTnMTqdDj///DNGjhxps1VVVSEyMhIrVqxwsI8ZMwZXr17FL7/8ArPZjDZt2mDz5s2im69nzpyJWbNmudi/++47REZGAgASEhKQkpKCffv2IT8/3+bTsmVLtGnTBpmZmSgoKLDZk5OT0bhxY2zatMnhylv37t0RERGBrVu3OnRgv379EBERgbS0NIcYhg0bhvLycmRkZNhsRqMRw4cPx6VLl7Bjxw6bPSYmBv3798epU6ccbnfGxcWhZ8+eOHr0KHJycmx2VptatWqF1q1bS25Tjx49EBcXhzVr1jj8EbPaNHToUFRUVLi0qXfv3igvL8fOnTsd2tS5c2dcuXIF+/fvt9lr166N3r17IycnR7M21atXD2vWrJHUT71794bBYMDmzZsd2iSlnzgeyLumQ255BP44Y0aFiYNS3r6zFeqV50vup/DwcPz+++8OZQwdOhSXL192uEXtrp+0HnsJCQnYsGGD7RVF1jZp1U+RkZEYOHAg8vPzBdv0119/4dixY4raJOfvqWvXrqhbt65LP/naHCG3n4TGnpw2ueun9u3b4+zZsw79dNNNN6FLly7Izs52aVOrVq2wdetW/PPPPw5tUmOOYLWpuv6e5P4+sfqprKzM5e9p2LBhOHnyJA4cOODQJqG5XO02/fbbb7jjjjskbb6WvTACru/T+eijj7B//35ERESgY8eOmDhxIurUqSO3KI8RWhhZ9w9lZmaiR48eNvsLL7yAP/74A7t27QIA/Prrr5g6dSo4jsMLL7yAf//734J1CF0xatSoEQoLCxETEwOz2YzQ0FCHf/lar3hY7WazGRzHwWw2w2g0wmg02v41Yb3ypNPpoNfrbfl1uv+dINLiipE1xpCQEI9W5M6xu/uXk06nQ3l5uc1XKHZrPOHh4dDpHK9oWPWw6uOMvZ3neVgsFoSHh4PjOGZ/VFVVOeiu1RUjaz77qwhS+slktuCjTbn4YscpFJWre6/9m/Gd0a2J49+pu37ieR4VFRUOdvurhlabcz85jzEtrxjpdDpUVFTY/t9q16Kf7MeY9f+d28QaYxaLBRaLxTYXGAwGW5uE5gghu3M/uYtd7StGQrFr2U9CY8++TdYxZjQaERoaKrmf7NtmjZHneXAch7CwMFs59m3V6/XM2LW4YsSa97ToJ9bYs2+Tu98nVj+x7FVVVdDpdA7lONeh5PeJ1R9XrlxB3bp1tTmVBgANGjTAW2+9hTVr1mDFihV49dVXPV4UTZs2zSYS63P06FGPymZxxx134NixYzh+/DhzUQRcfzlujRo1HD7A9YlFp9Nh/fr1tg4wGAyCduugWL9+vW2gW7HarBNVWlqa7bv1Y9XA3ubODlwfIPY26x+e1W6Nx4o1duvHetmbZXeO3domo9Ho4G/9A7P3FYrdGo/FYhFsf1paGjiOc2mns12n0yE9PR1ms5nZHzzPO8RjbZNQ7O7sUvpDp9Ph999/t93GE+snnd6ADzbkIum19fhgU57qi6Kbaoah4MhOl/jd9ZPFYnGxWywW/P777y6+9v3hPMZYY1Lu2GONsfT0dId4tOon+zHGahNrjFl/VK1p9m0SmiOE7M795C52JXOEUD8Jxa5lPwmNPfs22ccjp5+A63MHz/MO/uvWrbPNHc5tdRe7kjnC3ZgUmve06CfW2LP3d/f7xOonIbvZbMbatWsdbNb+YM0daswRVrtUJHkeOHAA7du3h16vd7gEJkTHjh0lVw4Azz33nOgx/6ZNm0oqKzY2FgaDARcvXnSwX7x4EfHx8bLiIghvYOF47My7jG92nUTG0QJUmJXfLhNCB+Dloa1hObVXk/IJgiACBUkLo+TkZFy4cAH16tVDcnKywyVIe6yrRDnExcUhLi5OVh4WoaGh6NSpEzZu3Gi7xcZxHDZu3IiJEyeqUgdBqIGF4/HRpuNYvCXP7YkyNagdGYLZd3fAgFaxSDulaVUEQRB+j6SF0YkTJ2yLlxMnTmgakDtKSkpw/Phx2/cTJ04gOzsbderUQUJCAgBgypQpGDNmDDp37oyuXbti/vz5KC0ttZ1SI4jqwPo06gtF5dh+vBBphy5oviCKCjXg332aYmL/FjDoddX6wDSCIAh/Qfbm6y1btqBnz54u9+vMZjMyMzPRp08fVQO0Z/PmzejXr5+LfcyYMfjiiy9s3z/66CO8++67uHDhApKTk/Hhhx+iW7duiuu3f6S4dfO1/cYyAA4bAu03porZhHy0QmldcvJL8XXnw0rzF50rq0xYvPUklm4/iaseHLOXS7hRj36t6+Gh7o3RvWldh1eBBLLOgTiehezBorMUf090ZqX5ks5i8audN1jmaE1fCdKvXz9cuXLFxV5UVCS4aFGT2267zfasG/uP/aIIACZOnIhTp06hsrISu3btUmVRJER5eblkuxQbqzwtUFqXnPxSfN35+JvOFo7H9txCPPntXiS9vhHzNuRqviiqFRGCJ3sn4NCsVHzyUCf0ah4r+H60QNJZzbp8dTwL2YNFZyn+nujMSvMlnZXWp7bOYj7+PHcIIXth5Hxcz8rly5cRFRWlSlD+gNlsRkZGhsvRSyG7FBurPG/GrkV+Kb7ufPxJZ+vrOTrMXIcH/7sLvx+6iEqNNlMDQI+mtTFvVDK+n9AdO6fdhlbmv8Fz7NtzgaKz1Ni1yO/N8SxkDxadpfh7ojMrzZd0Vlqf2jqL+fjz3MFC8vm1u+++G8D1DdZjx45FWFiYLc1iseDAgQPo2bOn+hEShI9SHfuGAKBOVAjeuLM9hnVsYLPR/iGCIAh1kLwwqlmzJoDrV4xiYmIQERFhSwsNDUX37t0xYcIE9SMkCB/DeqJs6fYTXtk3FBGix/AON6FXizjE1whH1yZ1BG+TEQRBEMqRvDBaunSp7Yj+ggULEB0drVlQ/gLrgVFCdik2OQ+gUorSumQ9LEuCrzsfX9I57cB5vLDyAEoqtb/MGxlqQL94C95/ZADCw0JF/QNJZ7kE6ngWsgeLzlL8PdGZleZLOiutT22dxXz8ee4QQtapNI7jEB4ejsOHD6NFixZaxuWTyNnVTgQG9rfLlv95GjtOuB48UBvnY/YEQRCEMjQ7labX69GiRQtcvnxZUYCBAMdxuHTpksv7u4TsUmys8rwZuxb5pfi686kuna0bqTu9vh4PLNmJycv3a7ooCjfqMbR9PL59tBsOzEzFpIEtoQMf8DqrQaCOZyF7sOgsxd8TnVlpvqSz0vrU1lnMx5/nDhayT6W9/fbbeP7553Ho0CEt4vEbLBYLduzY4fKkbyG7FBurPG/GrkV+Kb7ufLyps/WY/RPf7EG7V9di3oZjXjlmP3lgCxx+bYjLMftA1VltAnU8C9mDRWcp/p7ozErzJZ2V1qe2zmI+/jx3sJB9I+/hhx9GWVkZkpKSEBoa6rAJG4DgM44Iwpfx5us5IkP0GEYbqQmCIHwW2Quj+fPnaxAGQXgPjgd2nbiCghJTtb2egyAIgvBNZC+MxowZo0UcfodOp0NMTIzLwy6F7FJsrPK8GbsW+aX4uvNRU2cLx+OjjDx8tteI0p17pDRVEeFGPdrXAZ4Zfgt6tagne0HkrzrLjV0pgTqehezBorMUf090ZqX5ks5K61NbZzEff547WMh+V5o9FRUVqKqqcrAF8mktOpXmf1g4HjvzLuObXSeRcbQAFRo+idpKrYgQjOuVSFeHCIIgfARN35VWWlqKiRMnol69eoiKikLt2rUdPsECx3E4deqU4E58Z7sUG6s8b8auRX4pvu58PNVZ6PUcWi6K7F/PsXf6INupskDXmWWj8axcZyF7sOgsxd8TnVlpvqSz0vrU1lnMx5/nDhayF0YvvPACNm3ahE8++QRhYWH47LPPMGvWLDRo0ABfffWVFjH6JBaLBdnZ2YI78Z3tUmys8rwZuxb5pfi685Grc9a+bHyw4Rg6zFyHeRuOab53KDrMgI9Hp+D7f/fEXSkN0aNZXYdTZYGqM41n7XUWsgeLzlL8PdGZleZLOiutT22dxXz8ee5gIXuP0W+//YavvvoKt912G8aNG4fevXujefPmaNy4Mb799ls8+OCDWsRJEIJYOB578i7jQlE5tuZewur9BlRxeZrXS7fLCIIgAhPZC6MrV66gadOmAK7vJ7Iez7/11lvxxBNPqBsdQbgh+7IOs+ZsxpUy+2cNabNIoWP2BEEQwYHshVHTpk1x4sQJJCQkoHXr1li+fDm6du2K3377DbVq1dIgRN9Ep9MhLi5OcCe+s12KjVWeN2PXIr8UX3c+9mn2r+f44c987DphAKDtAxiVHLP3V53F7DSevaOzkD1YdJbi74nOrDRf0llpfWrrLObjz3MHC9mn0ubNmweDwYBnnnkGGzZswIgRI8DzPEwmE+bOnYtJkyZpFWu1Q6fSqgdvv80+3KhHv9b18FD3xujetC5dGSIIgvBzND2VNnnyZDzzzDMAgIEDB+Lo0aP47rvvsG/fvoBeFDljsVhw9OhRwQ1nznYpNlZ53oxdi/xSfAX1ufF6jse/3oM209Oq/fUcnuAPOoul0XiW76uWzkL2YNFZir8nOrPSfElnpfWprbOYjz/PHSwkL4w4jsOcOXPQq1cvdOnSBdOmTUN5eTkaN26Mu+++Gx07dtQyTp+D4zjk5OQIHlF0tkuxscrzZuxa5Jfia+/jfMx+7eGL0OpgWWSIHv93S0OXY/ZqXSHyZZ2lptF4lu+rls5C9mDRWYq/Jzqz0nxJZ6X1qa2zmI8/zx0sJO8xevPNNzFz5kwMHDgQERER+OCDD3Dp0iV8/vnnWsZHBAkcD3yUkYcl205qfsQ+TM/jsb7NMWlQK7pNRhAEQTggeWH01Vdf4eOPP8Zjjz0GANiwYQOGDx+Ozz77DHq97DtyRJBjv5HaG8fsw4x69G9dD/d3bogrR3fh9v7NaFFEEARBuCB5YZSfn49hw4bZvg8cOBA6nQ7nzp3DzTffrElwvoxer0dCQoLLolDILsXGKs+bsWuRX8g37cB5vPLLIVwptX+djDaLlKhQA0a0jMBro3ohNMQIi8WCA+XBobMcHxrPvqezkD1YdJbi74nOrDRf0llpfWrrLObjz3MHC8mn0gwGAy5cuIC4uDibLSYmBgcOHECTJk00C9CXoFNpnmF/dWj5n6ex48QVzeukBzASBEEQVjQ5lcbzPMaOHYu7777b9qmoqMDjjz/uYAsWLBYL9u3bJ7gT39kuxcYqz5uxq53fwvGYv/4okmb+jgeW7MTk5fs1XRSFh+gxvEUkvn2ki20jNXgu4HWW6uvOh8az7+ksZA8WnaX4e6IzK82XdFZan9o6i/n489zBQvLCaMyYMahXrx5q1qxp+zz00ENo0KCBgy1Y4DgO+fn5gjvxne1SbKzyvBm70vwWjseOvMv4OesMpi7PRoeZ6zB/Yx5KqmQ9Kks21mP22a8MwODYa+iaWNt2lSgQdfbU150PjWff01nIHiw6S/H3RGdWmi/prLQ+tXUW8/HnuYOF5D1GS5cu1TIOws8R3jekDZEhegxpF4+oktNI7dMNPZrXg0Gvg8mk/cMfCYIgiMBG9itBCAK4frx+14krKCgxeW3fkP3rOTiLGWlp+ehG7ywjCIIgVIQWRh6i1+vRqlUrwZ34znYpNlZ53oxdChaOx8LNefhvViiKd+7RIDpHwo16dGoYgccHtEXP5nH/WwTxga2z3PxSfN35BOt4lpvfmzoL2YNFZyn+nujMSvMlnZXWp7bOYj7+PHewkP2utGAmmE+lWd9XtnhLnuYPYASUvbyVIAiCIOzR9F1pxHXMZjMyMzNhNptF7VJsrPK8Gbsz1s3Us349hHYz1mLehmOaL4qsG6kPzEzFpIEtwXOWgNdZjfxSfN35BMN4ViO/N3UWsgeLzlL8PdGZleZLOiutT22dxXz8ee5gQbfSPITneRQUFMD5gpuQXYqNVZ43Y7fi9bfZh+jRta4Z/x7W1baRWizWQNBZzfxSfN35kM6+p7OQPVh0luLvic6sNF/SWWl9auss5uPPcwcLWhgRDg9g3H68EGmHLnjldpn1IYyP9U7EurW/00ZqgiAIotqhhVGQ4+1j9sM63IReLeIQXyMcXW8shOiYPUEQBOEr0MLIQwwGA5KTk2EwGETtUmys8tTGwvH489RVXIpsjIc/3+OVY/Y1wgwYf2sTPD2gpeAVIXdt91ed1ahLTn4pvqSz8vze1FnIHiw6S/H3RGdWmi/prLQ+tXUW8/HnuYMFnUqTgT+fSquOfUMPdGmEwe1usl0ZIgiCIIjqgE6leQGz2YxNmzYJ7sR3tkuxscrzFKHXc8zbcEzzRZH1VNnhWUMw44726NK4Jv7YnCF64oHVdl/X2R1K65KTX4ov6aw8vzd1FrIHi85S/D3RmZXmSzorrU9tncV8/HnuYEG30jyE53kUFxcL7sR3tkuxscrzBF/YN2RFSrvc+fiyzmIorUtOftI58HQWsgeLzlL8PdGZleZLOiutT22dxXz8ee5gQQujAMLC8Zj0wz6sPnDeC7XxGNY+HgtGd6LbZARBEETAQAsjP8b5mP2ag+dRbtL+jcR1okJwR4MKvDwqiRZFBEEQREBBm69lYL95Kzo6GoWFhYiNjXV4pwvHcS52KTYhHxbe3kjtfLusc+Na+OfKZUmxSmmXOx9Wmjd0VorSuuTkJ50DT2che7DoLMXfE51Zab6ks1j8aucNlrlDzuZrWhjJoDpPpVmvDqUfPo/v/zyNCi9cGbI+gJHeV0YQBEH4M3QqzQuYTCasWbPG5eGEQnYpNlZ5Fo7HBxty0en19XhgyU4szTyl6aIoPESPcT0b4/sJ3bF3+iBMGuj67CFWrEJI8XXn4y2dtUBpXaSzNAJVZyF7sOgsxd8TnVlpvqSz0vrU1lnMx5/nDha0x0gB7o6RemIzm82wcDz25F2uttdzSL06JOcopdRj0HLTlOjsLZTWRTpLI1B1FrIHi85S/D3RmZXmSzorrU9tncV8/HnuECIoF0Z33XUXNm/ejAEDBmDFihXVHY6N7Ms6zJqzGVfKtF8ph+p43J7UEL1b1RM8Zk8QBEEQwUhQLowmTZqE8ePH48svv6zuUABcv1327LL9WHNMD0D7BzA+3D0BTcpzcPvw9ggJCdG0PoIgCILwJ4J28/XmzZvx0UcfybpiZL95KyYmBsXFxYiJiYFO5/pAQ3u7O9v2U6WY9tMBFJVrd+nQ+fUceh0EY5eKUHuU+LrzYaXJ1dlqkxO7UpTWRTpLI1B1FrIHi85S/D3RmZXmSzqLxa923mCZOwJ28/WWLVswYsQINGjQADqdDqtWrRL0W7hwIRITExEeHo5u3bph9+7dmsQTEREh2S5k2/L3NTzxbZZmi6KoUIPD6zl6NKtru13Gil0qcvJL8XXno1RnZ5vStsuBdPYOgaqzkD1YdJbi74nOrDRf0llpfWrrLObjz3OHEH61MCotLUVSUhIWLlzI9Fm2bBmmTJmCGTNmICsrC0lJSUhNTcWlS5dUjcVsNiMtLU1w05izXchWWWXCKz9lqxqTFev7yg7MTBU8VcaKXSpy8kvxdeejVGdnm9K2y4F0Jp2lpkm1B4vOUvw90ZmV5ks6K61PbZ3FfPx57mDhV3uMhg4diqFDh7r1mTt3LiZMmIBx48YBABYtWoQ1a9bg888/x7Rp02TVV1lZicrKStv3a9euAbh+nNBovC6dxWJBSEgILBYLOI6zHTG02s1ms8MxRIPBAL1ej11/F+JqlXqXCbsl1sa9nRuiYe1odG5cC+A5cBYzOAug0+lgNBrBcRwsFostHrPZ7BC7Fb1eD4PBwLRbB6y1HGubzGazw/ttDAaD7f/tj15atXMuh+d58Dzv8AdhTbPX1j6vvd0+ndUfFovFwde+Tc6xs9qk1+tdjpI6t8m5Xc7+ISEhtv6woqSf7DVgtcma13nCcddP1vz2diGbcz85x85qqydjT8oY06qf7NPdtcneV0o/Cc0RQnbnmN3FLtRWoTbZx+6uTUKxa9lPQuPMvk328cjpJ6se9jbnucO5re5iVzJHsOyseU+LfmKNPaG5Q04/CdmFdHSey9X4fWLN5VLxq4WRGFVVVdi7dy9eeuklm02v12PgwIHYsWOH7PJmz56NWbNmudjT09MRGRkJADh8+DA6deqEAwcOID8/3+aTl5eHdu3aYffu3SgoKAAArF+/HsnJyWjcuDG27z0kOx4hoow87m3CISW2AMaL/6BH5+G4dOmSQ3tjYmLQv39/nD59GtnZ2TZ7VlYWevXqhdzcXOTk5NjsCQkJSElJcWlTq1at0Lp1a2RlZdnaA8DWpi1btqC4uNjm36NHD9SuXdvBFwD69euHiIgIpKWlObTFbDajoqICGRkZNpt10rh8+TL+/PNPmz06OhoAcPbsWRw8eNBFF+c2Wfvp8OHDDvFY22TfT2JtqlevHtLT0x3+0FhtAoCSkhJs3brVoU3Dhw9HYWGh6v20fv16Zps6dOgAAMjMzERJSYlDm1j9ZNXf3j5o0CAXG6ufMjMzMWDAAJc2xcXFoWfPnrLHnlA/NWjQwCUeLfvJCqtNeXl5DvHI6Sf7OcJ+7K1fv57ZT8D1vx1n27Bhw1BeXu7y9yRn7An10/r1673ST0JjT6hNGRkZsvopNjYWwPU5+vjx4y7+Qv3UrFkzl1jUmiNY/QS4/j1p2U+ssQcAXbp0sWkttZ+sc4zVbjQaMXjwYBdf1lzu6e8Tay7fvn07JMP7KQD4n3/+2cF29uxZHgCfmZnpYH/++ef5rl272r4PGDCAj42N5SMiIviGDRu6+FupqKjgi4qKbJ/Tp0/zAPjCwkK+tLSUX7VqFV9eXs7zPM+bzWa+qqrKxW4ymWy20tJS3mKx8DzP85uPnOUbv7ha9qf1K2n85O+z+J/2nuYzjxfw5RWVfFVVle3D8zxvsVgcbCaTycFujaesrMwhduvHbDa7tZeVldnaU1VVZWuTyWRy8LfWZ+9bVVXFcxzHcxxn+26Np7Ky0sFun1ZRUeFgt8Zgb7f6WmMV6o/y8nKHeKxtEordnd3eJtQm53Y5+6vdT/ZjjNWmiooKW3lS+6mystLFLmRz7ifn2FltlTv2pI4xrfrJfoyx2sQaY+76SWiOELI7t9Vd7EJtlTr2hPpJKHYt+0lonNm3yT4eOf1knTvKy8uZc4dzW93FrmSOEBuTzvOeFv3EGntCc4d9+8X6ScgupKPzXK7094nVH5cvX+YB8EVFRbwY1X4qbdq0aZgzZ45bn7/++gutW7d2sOl0Ovz8888YOXKkzXbu3Dk0bNgQmZmZ6NGjh83+wgsv4I8//sCuXbsUxep8Ks1sNsNoNLrsxHe2C9nMFg63ztmEi9cqIaUD1Hw9h1A8WuWX4uvOh5UmVWdnm9K2y4F0Jp2V6CxkDxadpfh7ojMrzZd0Fotf7bzBMnf41am05557Dn/99ZfbT9OmTSWVFRsbC4PBgIsXLzrYL168iPj4eNVjLy8vl2x3thn0Orww8Hq7WF0v5fUcnsKKXYv8Unzd+SjRWcimtO1yIJ29Q6DqLGQPFp2l+HuiMyvNl3RWWp/aOov5+PPcIUS1L4zi4uLQunVrt5/Q0FBJZYWGhqJTp07YuHGjzcZxHDZu3OhwBUkNzGazy/1Wlp1lM5w/iAX3JyG+ZrhDGdZTZULH7LWMXYv8Unzd+aihs71NadvlQDqTzlLTpNqDRWcp/p7ozErzJZ2V1qe2zmI+/jx3sPCrzdclJSUOm+VOnDiB7Oxs1KlTBwkJCQCAKVOmYMyYMejcuTO6du2K+fPno7S01HZKzddIbVcfQzs2xI7jl5C+dRcG9+6GHs3r0es5CIIgCKIa8KuF0Z49e9CvXz/b9ylTpgAAxowZgy+++AIAMGrUKBQUFODVV1/FhQsXkJycjLVr16J+/frVEbIkDHodujWpg8t/8ehG7ywjCIIgiGrDrxZGt912m8PzCVhMnDgREydO1Dwe6zFFKXYpNlZ5WqC0Ljn5pfi68yGd1fMlnZXn96bOQvZg0VmKvyc6s9J8SWel9amts5iPP88dQlT7qTR/Qs6udoIgCIIgfAO/OpXmr3Ach0uXLjk8eZNll2JjlefN2LXIL8XXnQ/pTDqLEag6C9mDRWcp/p7ozErzJZ2V1qe2zmI+/jx3sKCFkYdYLBbs2LHD4bHsLLsUG6s8b8auRX4pvu58SGfSWYxA1VnIHiw6S/H3RGdWmi/prLQ+tXUW8/HnuYMFLYwIgiAIgiBuQAsjgiAIgiCIG9DCyEN0Oh1iYmJcHlkuZJdiY5Xnzdi1yC/F150P6Uw6ixGoOgvZg0VnKf6e6MxK8yWdldants5iPv48d7CgU2kyoFNpBEEQBOF/0Kk0L8BxHE6dOiW4E9/ZLsXGKs+bsWuRX4qvOx/SmXQWI1B1FrIHi85S/D3RmZXmSzorrU9tncV8/HnuYEELIw+xWCzIzs4W3InvbJdiY5Xnzdi1yC/F150P6Uw6ixGoOgvZg0VnKf6e6MxK8yWdldants5iPv48d7CghRFBEARBEMQNaGFEEARBEARxA1oYeYhOp0NcXJzgTnxnuxQbqzxvxq5Ffim+7nxIZ9JZjEDVWcgeLDpL8fdEZ1aaL+mstD61dRbz8ee5gwWdSpMBnUojCIIgCP+DTqV5AYvFgqNHjwpuOHO2S7GxyvNm7Frkl+Lrzod0Jp3FCFSdhezBorMUf090ZqX5ks5K61NbZzEff547WNDCyEM4jkNOTo7gEUVnuxQbqzxvxq5Ffim+7nxIZ9JZjEDVWcgeLDpL8fdEZ1aaL+mstD61dRbz8ee5gwUtjAiCIAiCIG5ACyOCIAiCIIgb0MLIQ/R6PRISEqDX60XtUmys8rwZuxb5pfi68yGdSWcxAlVnIXuw6CzF3xOdWWm+pLPS+tTWWczHn+cOFnQqTQZ0Ko0gCIIg/A86leYFLBYL9u3bJ7gT39kuxcYqz5uxa5Ffiq87H9KZdBYjUHUWsgeLzlL8PdGZleZLOiutT22dxXz8ee5gQQsjD+E4Dvn5+YI78Z3tUmys8rwZuxb5pfi68yGdSWcxAlVnIXuw6CzF3xOdWWm+pLPS+tTWWczHn+cOFrQwIgiCIAiCuIGxugPwJ6zbsa5duwaTyYSysjJcu3YNISEhNh8huxQbqzwtUFqXnPxSfN35kM6ksxiBqrOQPVh0luLvic6sNF/SWSx+tfMGy9xx7do1AP/7HXcHLYxkUFxcDABo1KhRNUdCEARBEIRciouLUbNmTbc+dCpNBhzH4dy5c4iJiYFOp0OXLl3w559/uvgJ2cVs165dQ6NGjXD69GmvnHhjxa5Ffim+7nxIZ9JZjEDVWcgeLDpL8fdEZ1aaL+nMilGrvMEwd/A8j+LiYjRo0ED0UQB0xUgGer0eN998s+27wWAQ7Dghu1RbjRo1vPKHx4pdi/xSfN35kM6ksxiBqrOQPVh0luLvic6sNF/SmVW/VnmDZe4Qu1JkhTZfK+Cpp56SbJdq8xZK65aTX4qvOx/SWT1f0ll5fm/qLGQPFp2l+HuiMyvNl3RWWr/aOov5+PPcIQTdSvMR6OGR3oF09g6ks3cgnb0D6ew9fEFrumLkI4SFhWHGjBkICwur7lACGtLZO5DO3oF09g6ks/fwBa3pihFBEARBEMQN6IoRQRAEQRDEDWhhRBAEQRAEcQNaGBEEQRAEQdyAFkYEQRAEQRA3oIURQRAEQRDEDWhh5Ie89957aNeuHdq3b49vvvmmusMJWObNm4d27dqhbdu2eOaZZyS9fJCQR05ODpKTk22fiIgIrFq1qrrDClhOnDiBfv36oW3btujQoQNKS0urO6SAJDExER07dkRycjL69etX3eEENGVlZWjcuDGmTp2qWpn0ShA/4+DBg/juu++wd+9e8DyPfv364fbbb0etWrWqO7SAoqCgAB999BEOHz6MkJAQ9OnTBzt37kSPHj2qO7SAolWrVsjOzgYAlJSUIDExEYMGDareoAKYsWPH4o033kDv3r1x5coVei6PhmRmZiI6Orq6wwh43nzzTXTv3l3VMumKkZ/x119/oUePHggPD0dERASSkpKwdu3a6g4rIDGbzaioqIDJZILJZEK9evWqO6SA5tdff8WAAQMQFRVV3aEEJNZFfu/evQEAderUgdFI/zYm/Jfc3FwcPXoUQ4cOVbVcWhipzJYtWzBixAg0aNAAOp1O8LbAwoULkZiYiPDwcHTr1g27d++WXH779u2xefNmXL16Ff/88w82b96Ms2fPqtgC/0BrnePi4jB16lQkJCSgQYMGGDhwIJo1a6ZiC/wDrXW2Z/ny5Rg1apTCiP0XrbXOzc1FdHQ0RowYgVtuuQVvvfWWitH7D94Y0zqdDn379kWXLl3w7bffqhS5f+ENnadOnYrZs2erFPH/oH8uqExpaSmSkpIwfvx43H333S7py5Ytw5QpU7Bo0SJ069YN8+fPR2pqKnJycmxXJJKTk2E2m13ypqen2/a79O/fHzVr1kT37t1hMBg0b5evobXOERERWL16NU6ePImIiAgMHToUW7ZsQZ8+fTRvmy+htc4NGjQAcP39SJmZmfjhhx+0bZAPo7XWZrMZW7duRXZ2NurVq4chQ4agS5cuQXfr0htjetu2bWjYsCHOnz+PgQMHokOHDujYsaPmbfMltNb5zz//RMuWLdGyZUtkZmaqGzxPaAYA/ueff3awde3alX/qqads3y0WC9+gQQN+9uzZHtXxyCOP8KtXr1YSpt+jhc7Lly/nn3zySdv3d955h58zZ44q8forWo7nr776in/wwQfVCDMg0ELrzMxMfvDgwbbv77zzDv/OO++oEq+/4o05eurUqfzSpUsVROn/aKHztGnT+Jtvvplv3LgxX7duXb5GjRr8rFmzVImXbqV5kaqqKuzduxcDBw602fR6PQYOHIgdO3ZILufSpUsArp/o2b17N1JTU1WP1Z9RQ+dGjRohMzMTFRUVsFgs2Lx5M1q1aqVVyH6JWuMZoNtoYqihdZcuXXDp0iX8888/4DgOW7ZsQZs2bbQK2S9RQ+fS0lIUFxcDuH6gYNOmTWjXrp0m8foraug8e/ZsnD59GidPnsR7772HCRMm4NVXX1UlPrqV5kUKCwthsVhQv359B3v9+vVx9OhRyeXceeedKCoqQlRUFJYuXUobKJ1QQ+fu3btj2LBhSElJgV6vx4ABA3DHHXdoEa7fotZ4Lioqwu7du7Fy5Uq1QwwY1NDaaDTirbfeQp8+fcDzPAYPHozbb79di3D9FjV0vnjxIu666y4AgMViwYQJE9ClSxfVY/Vn1Jo7tIJ+Uf0Quf8aJzzjzTffxJtvvlndYQQ8NWvWxMWLF6s7jKBg6NChqp/gIRxp2rQp9u/fX91hBBVjx45VtTy6leZFYmNjYTAYXH4ELl68iPj4+GqKKvAgnb0D6ew9SGvvQDp7B1/XmRZGXiQ0NBSdOnXCxo0bbTaO47Bx40Z6cKCKkM7egXT2HqS1dyCdvYOv60y30lSmpKQEx48ft30/ceIEsrOzUadOHSQkJGDKlCkYM2YMOnfujK5du2L+/PkoLS3FuHHjqjFq/4N09g6ks/cgrb0D6ewd/FpnVc62ETYyMjJ4AC6fMWPG2HwWLFjAJyQk8KGhoXzXrl35nTt3Vl/Afgrp7B1IZ+9BWnsH0tk7+LPOOp6nN2MSBEEQBEEAtMeIIAiCIAjCBi2MCIIgCIIgbkALI4IgCIIgiBvQwoggCIIgCOIGtDAiCIIgCIK4AS2MCIIgCIIgbkALI4IgCIIgiBvQwoggCIIgCOIGtDAiCIIgCIK4AS2MCIKoNk6ePAmdTofs7GxJ/mPHjsXIkSM1jUkOM2fORHJysu27t+Lr06cPvvvuO0VlLFq0CCNGjFApIoIIHGhhRBCEA2PHjoVOp4NOp0NoaCiaN2+O1157DWazWXG5zouGRo0a4fz582jfvr2isn2FDz74AF988YWmdfz666+4ePEi7r//fkXljB8/HllZWdi6datKkRFEYEALI4IgXBgyZAjOnz+P3NxcPPfcc5g5cybeffddj8qyWCzgOE4wzWAwID4+HkajUUm4iqiqqlKtrJo1a6JWrVqqlSfEhx9+iHHjxkGvVzZ9h4aGYvTo0fjwww9ViowgAgNaGBEE4UJYWBji4+PRuHFjPPHEExg4cCB+/fVXAMDcuXPRoUMHREVFoVGjRnjyySdRUlJiy/vFF1+gVq1a+PXXX9G2bVuEhYVh/Pjx+PLLL/HLL7/YrkZt3rxZ8Fba4cOHcfvtt6NGjRqIiYlB7969kZeXJxgnx3GYPXs2mjRpgoiICCQlJWHFihVu25aYmIjXX38dDz/8MGrUqIF///vfAIAXX3wRLVu2RGRkJJo2bYrp06fDZDI55H377bdRv359xMTE4JFHHkFFRYVDuvNVscTERMyfP9/BJzk5GTNnzgQA8DyPmTNnIiEhAWFhYWjQoAGeeeYZZuwFBQXYtGmTyy0wnU6HxYsX4/bbb0dkZCTatGmDHTt24Pjx47jtttsQFRWFnj17uug4YsQI/PrrrygvL3erGUEEE7QwIghClIiICNuVFb1ejw8//BCHDx/Gl19+iU2bNuGFF15w8C8rK8OcOXPw2Wef4fDhw/jwww9x33332a5EnT9/Hj179nSp5+zZs+jTpw/CwsKwadMm7N27F+PHj2fexps9eza++uorLFq0CIcPH8bkyZPx0EMP4Y8//nDbnvfeew9JSUnYt28fpk+fDgCIiYnBF198gSNHjuCDDz7AkiVLMG/ePFue5cuXY+bMmXjrrbewZ88e3HTTTfj4449l6ejMypUrMW/ePCxevBi5ublYtWoVOnTowPTftm2bbeHjjHWxl52djdatW2P06NF47LHH8NJLL2HPnj3geR4TJ050yNO5c2eYzWbs2rVLUTsIIpCovuvXBEH4PDzPY+PGjVi3bh2efvppAMCzzz5rS09MTMQbb7yBxx9/3GGRYDKZ8PHHHyMpKclmi4iIQGVlJeLj45n1LVy4EDVr1sQPP/yAkJAQAEDLli0FfSsrK/HWW29hw4YN6NGjBwCgadOm2LZtGxYvXoy+ffsy6+nfvz+ee+45B9srr7zi0K6pU6fihx9+sC365s+fj0ceeQSPPPIIAOCNN97Ahg0bXK4aySE/Px/x8fEYOHAgQkJCkJCQgK5duzL9T506hfr16wveRhs3bhzuu+8+ANevfvXo0QPTp09HamoqAGDSpEkYN26cQ57IyEjUrFkTp06d8rgNBBFo0MKIIAgXVq9ejejoaJhMJnAch9GjR9tu/2zYsAGzZ8/G0aNHce3aNZjNZlRUVKCsrAyRkZEAru9f6dixo+x6s7Oz0bt3b9uiyB3Hjx9HWVkZBg0a5GCvqqpCSkqK27ydO3d2sS1btgwffvgh8vLyUFJSArPZjBo1atjS//rrLzz++OMOeXr06IGMjAzRWFnce++9mD9/Ppo2bYohQ4Zg2LBhGDFiBHPPVXl5OcLDwwXT7PWuX78+ADhcfapfvz4qKipw7do1h3ZFRESgrKzM4zYQRKBBt9IIgnChX79+yM7ORm5uLsrLy/Hll18iKioKJ0+exO23346OHTti5cqV2Lt3LxYuXAjAcRNzREQEdDqd7HojIiIk+1r3Na1ZswbZ2dm2z5EjR0T3GUVFRTl837FjBx588EEMGzYMq1evxr59+/Dyyy8r3pit1+vB87yDzX7fUqNGjZCTk4OPP/4YERERePLJJ9GnTx+XvU1WYmNj8c8//wim2S8mrdoL2Zw3wl+5cgVxcXEyWkUQgQ1dMSIIwoWoqCg0b97cxb53715wHIf333/fdjtn+fLlksoMDQ2FxWJx69OxY0d8+eWXMJlMoleNrBu78/Pz3d42k0JmZiYaN26Ml19+2WZzvr3Upk0b7Nq1Cw8//LDNtnPnTrflxsXF4fz587bv165dw4kTJxx8IiIiMGLECIwYMQJPPfUUWrdujYMHD+KWW25xKS8lJQUXLlzAP//8g9q1a8tqoxB5eXmoqKgQvcJGEMEEXTEiCEIyzZs3h8lkwoIFC/D333/j66+/xqJFiyTlTUxMxIEDB5CTk4PCwkLBqyITJ07EtWvXcP/992PPnj3Izc3F119/jZycHBffmJgYTJ06FZMnT8aXX36JvLw8ZGVlYcGCBfjyyy9ltatFixbIz8/HDz/8gLy8PHz44Yf4+eefHXwmTZqEzz//HEuXLsWxY8cwY8YMHD582G25/fv3x9dff42tW7fi4MGDGDNmDAwGgy39iy++wH//+18cOnQIf//9N7755htERESgcePGguWlpKQgNjYW27dvl9U+Flu3bkXTpk3RrFkzVcojiECAFkYEQUgmKSkJc+fOxZw5c9C+fXt8++23mD17tqS8EyZMQKtWrdC5c2fExcUJ/rjXrVsXmzZtQklJCfr27YtOnTphyZIlzKtHr7/+OqZPn47Zs2ejTZs2GDJkCNasWYMmTZrIatcdd9yByZMnY+LEiUhOTkZmZqbttJqVUaNGYfr06XjhhRfQqVMnnDp1Ck888YTbcl966SX07dsXt99+O4YPH46RI0c6LEJq1aqFJUuWoFevXujYsSM2bNiA3377DXXr1hUsz2AwYNy4cfj2229ltY/F999/jwkTJqhSFkEECjre+QY4QRAE4bNcuHAB7dq1Q1ZWFvPKkhQOHz6M/v3749ixY6hZs6aKERKEf0NXjAiCIPyI+Ph4/Pe//0V+fr6ics6fP4+vvvqKFkUE4QRdMSIIgiAIgrgBXTEiCIIgCIK4AS2MCIIgCIIgbkALI4IgCIIgiBvQwoggCIIgCOIGtDAiCIIgCIK4AS2MCIIgCIIgbkALI4IgCIIgiBvQwoggCIIgCOIGtDAiCIIgCIK4wf8DH70+AYg4NWkAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "n_bins = len(radius_bins)\n",
+    "\n",
+    "# Define the split index where charges transition from negative to positive\n",
+    "split_index = n_bins // 3  # Assign the first 25% of particles negative charges\n",
+    "\n",
+    "# Generate logarithmically spaced magnitudes for negative charges from 10 to 1\n",
+    "neg_magnitudes = np.logspace(np.log10(10), np.log10(1), num=split_index)\n",
+    "neg_charges = -neg_magnitudes  # Assign negative sign\n",
+    "\n",
+    "# Generate logarithmically spaced magnitudes for positive charges from 1 to 500\n",
+    "pos_magnitudes = np.logspace(np.log10(1), np.log10(500), num=n_bins - split_index)\n",
+    "pos_charges = pos_magnitudes  # Positive charges\n",
+    "\n",
+    "# Combine the negative and positive charges into one array\n",
+    "charge_array = np.concatenate((neg_charges, pos_charges))\n",
+    "\n",
+    "# Plot charge vs. radius\n",
+    "fig, ax = plt.subplots()\n",
+    "ax.plot(radius_bins, charge_array, marker='o', linestyle='none')\n",
+    "ax.set_xscale(\"log\")\n",
+    "ax.set_yscale(\"symlog\", linthresh=1)\n",
+    "ax.set_xlabel(\"Particle radius (m)\")\n",
+    "ax.set_ylabel(\"Particle charge (elementary charges)\")\n",
+    "ax.set_title(\"Particle Charge vs. Radius\")\n",
+    "ax.grid(True, which=\"both\", ls=\"--\")\n",
+    "plt.show()\n",
+    "\n",
+    "temperature = 298.15"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5404a1c1-c3c9-44c5-ab2f-4c5ee85d7c69",
+   "metadata": {},
+   "source": [
+    "## Calculate Coulomb Potential Ratio and Related Properties\n",
+    "In this section, we compute several properties necessary for calculating the coagulation kernel with charge effects:\n",
+    "- **Coulomb Potential Ratio**: Using `coulomb_enhancement.ratio`, we calculate the dimensionless Coulomb potential ratio, which quantifies the electrostatic interaction between charged particles.\n",
+    "- **Dynamic Viscosity**: Obtained from `get_dynamic_viscosity`, needed for calculating friction factors.\n",
+    "- **Mean Free Path**: Calculated using `molecule_mean_free_path`, important for determining the Knudsen number.\n",
+    "- **Knudsen Number**: Computed with `calculate_knudsen_number`, it characterizes the flow regime of the particles.\n",
+    "- **Slip Correction Factor**: Using `cunningham_slip_correction`, accounts for non-continuum effects at small particle sizes.\n",
+    "- **Friction Factor**: Calculated with `friction_factor`, needed for determining particle mobility.\n",
+    "- **Diffusive Knudsen Number**: Using `diffusive_knudsen_number`, combines the effects of particle diffusion and electrostatic interactions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "2f9ce2c2-b60e-4ed8-bd4e-07679aabcb9c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "coulomb_potential_ratio = coulomb_enhancement.ratio(\n",
+    "    radius_bins, charge_array, temperature=temperature\n",
+    ")\n",
+    "dynamic_viscosity = get_dynamic_viscosity(temperature=temperature)\n",
+    "mol_free_path = molecule_mean_free_path(\n",
+    "    temperature=temperature, dynamic_viscosity=dynamic_viscosity\n",
+    ")\n",
+    "knudsen_number = calculate_knudsen_number(\n",
+    "    mean_free_path=mol_free_path, particle_radius=radius_bins\n",
+    ")\n",
+    "slip_correction = cunningham_slip_correction(knudsen_number=knudsen_number)\n",
+    "\n",
+    "\n",
+    "friction_factor_value = friction_factor(\n",
+    "    radius=radius_bins,\n",
+    "    dynamic_viscosity=dynamic_viscosity,\n",
+    "    slip_correction=slip_correction,\n",
+    ")\n",
+    "\n",
+    "diffusive_knudsen_values = diffusive_knudsen_number(\n",
+    "    radius=radius_bins,\n",
+    "    mass_particle=mass_bins,\n",
+    "    friction_factor=friction_factor_value,\n",
+    "    coulomb_potential_ratio=coulomb_potential_ratio,\n",
+    "    temperature=temperature,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3223baa1-696c-484a-a4b7-e48114bff0b6",
+   "metadata": {},
+   "source": [
+    "## Compute the Non-Dimensional Coagulation Kernel\n",
+    "The non-dimensional coagulation kernel is calculated using `coulomb_chahl2019`, which incorporates charge effects into the rate at which particles collide."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "dc9bd39a-32ce-4919-a3a8-f962b9fbc5e2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "non_dimensional_kernel = coulomb_chahl2019(\n",
+    "    diffusive_knudsen=diffusive_knudsen_values,\n",
+    "    coulomb_potential_ratio=coulomb_potential_ratio,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7c60ef01-cbf4-45bc-ad40-91011a554c89",
+   "metadata": {},
+   "source": [
+    "## Calculate Coulomb Enhancement Factors\n",
+    "We compute the Coulomb enhancement factors in both the kinetic and continuum limits:\n",
+    "- **Kinetic Limit**: Using `coulomb_enhancement.kinetic`, applicable when particle motions are dominated by random thermal motion.\n",
+    "- **Continuum Limit**: Using `coulomb_enhancement.continuum`, applicable when particles are larger and motions are influenced by continuous fluid flow."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "d3767580-43ec-46a7-8b46-e9d156f532f4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "coulomb_kinetic_limit = coulomb_enhancement.kinetic(\n",
+    "    coulomb_potential_ratio\n",
+    ")\n",
+    "coulomb_continuum_limit = coulomb_enhancement.continuum(\n",
+    "    coulomb_potential_ratio\n",
+    ")\n",
+    "\n",
+    "sum_of_radii = radius_bins[:, np.newaxis] + radius_bins[np.newaxis, :]\n",
+    "reduced_mass = reduced_self_broadcast(mass_bins)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c0f1c046-870b-4b4a-bf9d-6508da40514e",
+   "metadata": {},
+   "source": [
+    "## Compute the Dimensional Coagulation Kernel\n",
+    "The dimensional coagulation kernel combines all the previously calculated factors and gives the actual rate at which particles of different sizes collide and stick together due to coagulation, considering charge effects."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d5312887-5493-4b3c-8c82-9fbbcbfb6bf7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dimensional_kernel = (\n",
+    "    non_dimensional_kernel\n",
+    "    * friction_factor_value\n",
+    "    * sum_of_radii**3\n",
+    "    * coulomb_kinetic_limit**2\n",
+    "    / (reduced_mass * coulomb_continuum_limit)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7ad8cc60-7fda-4251-a939-2afc6a762bd5",
+   "metadata": {},
+   "source": [
+    "## Plot the Coagulation Kernel\n",
+    "We plot the coagulation kernel as a function of particle radius to visualize how charge affects the coagulation rates across different particle sizes."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "c269f0ba-6eca-40c6-a8b0-a3acc987845f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "\n",
+    "# Plot negative charges in blue\n",
+    "ax.plot(radius_bins, dimensional_kernel[:, :split_index], linewidth=0.2, color='blue', label='Negative Charges') \n",
+    "\n",
+    "# Plot positive charges in red\n",
+    "ax.plot(radius_bins, dimensional_kernel[:, split_index:], linewidth=0.2, color='red', label='Positive Charges')\n",
+    "\n",
+    "# ax.legend()\n",
+    "ax.set_xscale(\"log\")\n",
+    "ax.set_yscale(\"log\")\n",
+    "ax.set_ylim(1e-30, 1e4)\n",
+    "ax.set_xlabel(\"Particle radius (m)\")\n",
+    "ax.set_ylabel(\"Coagulation kernel (m^3/s)\")\n",
+    "ax.set_title(\"Coagulation kernel vs particle radius\")\n",
+    "ax.text(1e-9, 1e-22, \"Negative Charges\", color='blue')\n",
+    "ax.text(1e-6, 1e-6, \"Positive Charges\", color='red')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a3ac5a5d-849a-44ee-9597-cdf99fd0f211",
+   "metadata": {},
+   "source": [
+    "## Simulate Coagulation Over a Time Step\n",
+    "We calculate the gain and loss rates of particle concentrations due to coagulation using the previously computed kernel. The net rate of change in particle concentration is obtained by subtracting the loss rate from the gain rate.\n",
+    " get rates of coagulation dn/dt\n",
+    " make a number concentration distribution"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "da47f907-00e1-4db7-9a99-ee8136add0fc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "number_concentration = lognormal_pmf_distribution(\n",
+    "    x_values=radius_bins,\n",
+    "    mode=np.array([10e-9, 200e-9, 1000e-9]),  # m\n",
+    "    geometric_standard_deviation=np.array([1.4, 1.5, 1.8]),\n",
+    "    number_of_particles=np.array([1e12, 1e12, 1e12]),  # per m^3\n",
+    ")\n",
+    "\n",
+    "gain_rate = rate.discrete_gain(\n",
+    "    radius=radius_bins,\n",
+    "    concentration=number_concentration,\n",
+    "    kernel=dimensional_kernel,\n",
+    ")\n",
+    "loss_rate = rate.discrete_loss(\n",
+    "    concentration=number_concentration,\n",
+    "    kernel=dimensional_kernel,\n",
+    ")\n",
+    "\n",
+    "net_rate = gain_rate - loss_rate"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6bc85ea9-615b-4db0-a49b-824a6a66611c",
+   "metadata": {},
+   "source": [
+    "## Plot Particle Concentration and Coagulation Rates\n",
+    "We visualize the initial particle concentration distribution and the coagulation rates to understand how charge effects influence the coagulation process over time.\n",
+    "- **Particle Concentration**: Shows the number concentration of particles across different sizes.\n",
+    "- **Coagulation Rates**: Displays the gain, loss, and net rates of coagulation, highlighting how particles of different sizes contribute to the overall process."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "af6985f3-8936-497b-aba6-7693055ade34",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "ax.plot(radius_bins, number_concentration)\n",
+    "ax.set_xscale(\"log\")\n",
+    "# ax.set_yscale(\"log\")\n",
+    "ax.set_xlabel(\"Particle radius (m)\")\n",
+    "ax.set_ylabel(\"Number concentration (1/m^3)\")\n",
+    "ax.set_title(\"Number concentration vs particle radius\")\n",
+    "plt.show()\n",
+    "\n",
+    "# plot the rates\n",
+    "fig, ax = plt.subplots()\n",
+    "ax.plot(radius_bins, gain_rate, label=\"Gain rate\")\n",
+    "ax.plot(radius_bins, -1*loss_rate, label=\"Loss rate\")\n",
+    "ax.plot(radius_bins, net_rate, label=\"Net rate\", linestyle=\"--\")\n",
+    "ax.set_xscale(\"log\")\n",
+    "# ax.set_yscale(\"log\")\n",
+    "ax.set_xlabel(\"Particle radius (m)\")\n",
+    "ax.set_ylabel(\"Coagulation rate 1/ (m^3 s)\")\n",
+    "ax.set_title(\"Coagulation rate vs particle radius\")\n",
+    "ax.legend()\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "particula_dev312",
+   "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": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/Tutorials/Dynamics/Coagulation/Charge/Coagulation_with_Charge_objects.ipynb b/docs/Tutorials/Dynamics/Coagulation/Charge/Coagulation_with_Charge_objects.ipynb
new file mode 100644
index 000000000..816ae2656
--- /dev/null
+++ b/docs/Tutorials/Dynamics/Coagulation/Charge/Coagulation_with_Charge_objects.ipynb
@@ -0,0 +1,902 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "1beeb039-5109-46fa-bb8c-64e7c888b94e",
+   "metadata": {},
+   "source": [
+    "# Coagulation with Various Kernel Strategies\n",
+    "In this tutorial, we demonstrate how to compute coagulation kernels using different kernel strategies, including the effects of electrical charge on aerosol particles.\n",
+    "We will:\n",
+    "- Define a particle size distribution.\n",
+    "- Assign charges to particles.\n",
+    "- Calculate necessary particle properties.\n",
+    "- Compute the coagulation kernel using different `KernelStrategy` classes.\n",
+    "- Plot and compare the results."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a338766d-9267-4130-bd9a-340bf01dcf40",
+   "metadata": {},
+   "source": [
+    "## Import Necessary Libraries\n",
+    "We import standard libraries and specific functions from the `particula` package that will be used in this tutorial."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "723c562e-d346-4c5d-829d-366d6605e9a3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Particula imports\n",
+    "from particula.particles.properties.lognormal_size_distribution import (\n",
+    "    lognormal_pmf_distribution,\n",
+    ")\n",
+    "from particula.particles.properties import (\n",
+    "    coulomb_enhancement,\n",
+    "    diffusive_knudsen_number,\n",
+    "    friction_factor,\n",
+    "    cunningham_slip_correction,\n",
+    "    calculate_knudsen_number,\n",
+    ")\n",
+    "from particula.gas.properties import (\n",
+    "    get_dynamic_viscosity,\n",
+    "    molecule_mean_free_path,\n",
+    ")\n",
+    "from particula.util.reduced_quantity import reduced_self_broadcast\n",
+    "\n",
+    "# Import kernel strategies\n",
+    "from particula.dynamics.coagulation import kernel"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a138a12c-b075-4a35-a58a-9e157ef766dd",
+   "metadata": {},
+   "source": [
+    "## Define the Particle Size Distribution\n",
+    "We create a size distribution for aerosol particles using a logarithmic scale for particle radius, ranging from 1 nm to 10 μm. We calculate the mass of particles in each size bin assuming they are spherical and have a standard density."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "d12026ef-4f01-4e56-8081-9c6300cdca8c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# %%\n",
+    "\n",
+    "# Define the bins for particle radius using a logarithmic scale\n",
+    "radius_bins = np.logspace(start=-9, stop=-4, num=250)  # m (1 nm to 100 μm)\n",
+    "\n",
+    "# Calculate the mass of particles for each size bin\n",
+    "mass_bins = 4 / 3 * np.pi * radius_bins**3 * 1e3  # kg"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5f405b71-3a63-4891-bfc7-e0fdbfc66555",
+   "metadata": {},
+   "source": [
+    "## Define Particle Charges\n",
+    "We assign charges to the particles. In this example, we assign negative charges to the smallest particles and positive charges to the larger particles. The charges are assigned based on the particle radius, with negative charges ranging\n",
+    "from -10 to -1 and positive charges ranging from +1 to +500 on a logarithmic scale.\n",
+    "We then plot the charge distribution against the particle radius."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "0a60fdd4-7823-4cc6-8149-405733953da4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %%\n",
+    "\n",
+    "# Determine the number of radius bins\n",
+    "n_bins = len(radius_bins)\n",
+    "\n",
+    "# Define the split index where charges transition from negative to positive\n",
+    "split_index = (\n",
+    "    n_bins // 3\n",
+    ")  # Assign the first third of particles negative charges\n",
+    "\n",
+    "# Generate logarithmically spaced magnitudes for negative charges from 10 to 1\n",
+    "neg_magnitudes = np.logspace(np.log10(10), np.log10(1), num=split_index)\n",
+    "neg_charges = -neg_magnitudes  # Assign negative sign\n",
+    "\n",
+    "# Generate logarithmically spaced magnitudes for positive charges from 1 to 500\n",
+    "pos_magnitudes = np.logspace(\n",
+    "    np.log10(1), np.log10(500), num=n_bins - split_index\n",
+    ")\n",
+    "pos_charges = pos_magnitudes  # Positive charges\n",
+    "\n",
+    "# Combine the negative and positive charges into one array\n",
+    "charge_array = np.concatenate((neg_charges, pos_charges))\n",
+    "\n",
+    "# Plot charge vs. radius\n",
+    "fig, ax = plt.subplots()\n",
+    "ax.plot(radius_bins, charge_array, marker=\"o\", linestyle=\"none\")\n",
+    "ax.set_xscale(\"log\")\n",
+    "ax.set_yscale(\"symlog\", linthresh=1)\n",
+    "ax.set_xlabel(\"Particle radius (m)\")\n",
+    "ax.set_ylabel(\"Particle charge (elementary charges)\")\n",
+    "ax.set_title(\"Particle Charge vs. Radius\")\n",
+    "ax.grid(True, which=\"both\", ls=\"--\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e09b7b83-e9ef-4d68-acc5-ef8e7f3f4dde",
+   "metadata": {},
+   "source": [
+    "## Calculate Coulomb Potential Ratio and Related Properties\n",
+    "In this section, we compute several properties necessary for calculating the coagulation kernel with charge effects:\n",
+    "- **Coulomb Potential Ratio**: Using `coulomb_enhancement.ratio`, we calculate the dimensionless Coulomb potential ratio, which quantifies the electrostatic interaction between charged particles.\n",
+    "- **Dynamic Viscosity**: Obtained from `get_dynamic_viscosity`, needed for calculating friction factors.\n",
+    "- **Mean Free Path**: Calculated using `molecule_mean_free_path`, important for determining the Knudsen number.\n",
+    "- **Knudsen Number**: Computed with `calculate_knudsen_number`, it characterizes the flow regime of the particles.\n",
+    "- **Slip Correction Factor**: Using `cunningham_slip_correction`, accounts for non-continuum effects at small particle sizes.\n",
+    "- **Friction Factor**: Calculated with `friction_factor`, needed for determining particle mobility.\n",
+    "- **Diffusive Knudsen Number**: Using `diffusive_knudsen_number`, combines the effects of particle diffusion and electrostatic interactions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "131ca284-b319-4981-8065-2a338455ae21",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# %%\n",
+    "\n",
+    "temperature = 298.15  # Temperature in Kelvin\n",
+    "\n",
+    "# Calculate Coulomb potential ratio\n",
+    "coulomb_potential_ratio = coulomb_enhancement.ratio(\n",
+    "    radius_bins, charge_array, temperature=temperature\n",
+    ")\n",
+    "\n",
+    "# Calculate gas properties\n",
+    "dynamic_viscosity = get_dynamic_viscosity(temperature=temperature)\n",
+    "mol_free_path = molecule_mean_free_path(\n",
+    "    temperature=temperature, dynamic_viscosity=dynamic_viscosity\n",
+    ")\n",
+    "\n",
+    "# Calculate Knudsen number\n",
+    "knudsen_number = calculate_knudsen_number(\n",
+    "    mean_free_path=mol_free_path, particle_radius=radius_bins\n",
+    ")\n",
+    "\n",
+    "# Calculate slip correction factor\n",
+    "slip_correction = cunningham_slip_correction(knudsen_number=knudsen_number)\n",
+    "\n",
+    "# Calculate friction factor\n",
+    "friction_factor_value = friction_factor(\n",
+    "    radius=radius_bins,\n",
+    "    dynamic_viscosity=dynamic_viscosity,\n",
+    "    slip_correction=slip_correction,\n",
+    ")\n",
+    "\n",
+    "# Calculate diffusive Knudsen number\n",
+    "diffusive_knudsen_values = diffusive_knudsen_number(\n",
+    "    radius=radius_bins,\n",
+    "    mass_particle=mass_bins,\n",
+    "    friction_factor=friction_factor_value,\n",
+    "    coulomb_potential_ratio=coulomb_potential_ratio,\n",
+    "    temperature=temperature,\n",
+    ")\n",
+    "\n",
+    "# Prepare quantities for kernel calculations\n",
+    "sum_of_radii = radius_bins[:, np.newaxis] + radius_bins[np.newaxis, :]\n",
+    "reduced_mass = reduced_self_broadcast(mass_bins)\n",
+    "reduced_friction_factor = (\n",
+    "    friction_factor_value[:, np.newaxis]\n",
+    "    * friction_factor_value[np.newaxis, :]\n",
+    "    / (\n",
+    "        friction_factor_value[:, np.newaxis]\n",
+    "        + friction_factor_value[np.newaxis, :]\n",
+    "    )\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "33a7c430-cac9-4c86-8a8d-bf5ad0978861",
+   "metadata": {},
+   "source": [
+    "## Hard Sphere Kernel Strategy\n",
+    "The **Hard Sphere** kernel strategy assumes that particles interact as hard spheres without any additional forces like electrostatic interactions. This is the simplest kernel and serves as a baseline for comparison.\n",
+    "**References:**\n",
+    "- This strategy is based on classical collision theory."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "7d31f4f5-22b7-482d-b943-a5bb65d599bc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %%\n",
+    "\n",
+    "# Instantiate the Hard Sphere kernel strategy\n",
+    "kernel_strategy_hs = kernel.HardSphere()\n",
+    "\n",
+    "# Compute the dimensionless kernel\n",
+    "dimensionless_kernel_hs = kernel_strategy_hs.dimensionless(\n",
+    "    diffusive_knudsen=diffusive_knudsen_values,\n",
+    "    coulomb_potential_ratio=None,  # Not used in this strategy\n",
+    ")\n",
+    "\n",
+    "# Compute the dimensional kernel\n",
+    "dimensional_kernel_hs = kernel_strategy_hs.kernel(\n",
+    "    dimensionless_kernel=dimensionless_kernel_hs,\n",
+    "    coulomb_potential_ratio=coulomb_potential_ratio,\n",
+    "    sum_of_radii=sum_of_radii,\n",
+    "    reduced_mass=reduced_mass,\n",
+    "    reduced_friction_factor=reduced_friction_factor,\n",
+    ")\n",
+    "\n",
+    "# Plot the Hard Sphere kernel\n",
+    "fig, ax = plt.subplots()\n",
+    "c = ax.pcolormesh(\n",
+    "    radius_bins, radius_bins, np.log10(dimensional_kernel_hs), shading=\"auto\"\n",
+    ")\n",
+    "ax.set_xscale(\"log\")\n",
+    "ax.set_yscale(\"log\")\n",
+    "ax.set_xlabel(\"Particle radius r_i (m)\")\n",
+    "ax.set_ylabel(\"Particle radius r_j (m)\")\n",
+    "ax.set_title(\"Hard Sphere Coagulation Kernel\")\n",
+    "fig.colorbar(c, ax=ax, label=\"log10(Kernel) (m³/s)\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5294d58d-76ab-4cf6-97f0-b72262c8e09a",
+   "metadata": {},
+   "source": [
+    "## Coulomb Dyachkov 2007 Kernel Strategy\n",
+    "The **Coulomb Dyachkov 2007** kernel strategy accounts for the Coulomb potential between charged particles, as described by Dyachkov et al. (2007). It modifies the collision kernel to include electrostatic interactions.\n",
+    "**References:**\n",
+    "- Dyachkov, S. A., Kustova, E. V., & Kustov, A. V. (2007). Coagulation of particles in the transition regime: The effect of the Coulomb potential. *Journal of Chemical Physics*, 126(12). [Link](https://doi.org/10.1063/1.2713719)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "8ddb734b-145f-4abe-a6c5-95c154b980e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %%\n",
+    "\n",
+    "# Instantiate the Coulomb Dyachkov 2007 kernel strategy\n",
+    "kernel_strategy_dyachkov = kernel.CoulombDyachkov2007()\n",
+    "\n",
+    "# Compute the dimensionless kernel\n",
+    "dimensionless_kernel_dyachkov = kernel_strategy_dyachkov.dimensionless(\n",
+    "    diffusive_knudsen=diffusive_knudsen_values,\n",
+    "    coulomb_potential_ratio=coulomb_potential_ratio,\n",
+    ")\n",
+    "\n",
+    "# Compute the dimensional kernel\n",
+    "dimensional_kernel_dyachkov = kernel_strategy_dyachkov.kernel(\n",
+    "    dimensionless_kernel=dimensionless_kernel_dyachkov,\n",
+    "    coulomb_potential_ratio=coulomb_potential_ratio,\n",
+    "    sum_of_radii=sum_of_radii,\n",
+    "    reduced_mass=reduced_mass,\n",
+    "    reduced_friction_factor=reduced_friction_factor,\n",
+    ")\n",
+    "\n",
+    "# Plot the Coulomb Dyachkov 2007 kernel\n",
+    "fig, ax = plt.subplots()\n",
+    "c = ax.pcolormesh(\n",
+    "    radius_bins, radius_bins, np.log10(dimensional_kernel_dyachkov), shading=\"auto\"\n",
+    ")\n",
+    "ax.set_xscale(\"log\")\n",
+    "ax.set_yscale(\"log\")\n",
+    "ax.set_xlabel(\"Particle radius r_i (m)\")\n",
+    "ax.set_ylabel(\"Particle radius r_j (m)\")\n",
+    "ax.set_title(\"Coulomb Dyachkov 2007 Coagulation Kernel\")\n",
+    "fig.colorbar(c, ax=ax, label=\"Kernel (m³/s)\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b2caae76-f3b0-4aac-a710-f9515dab4e01",
+   "metadata": {},
+   "source": [
+    "## Coulomb Gatti 2008 Kernel Strategy\n",
+    "The **Coulomb Gatti 2008** kernel strategy introduces an analytical model for particle charging in plasmas over a wide range of collisionality, as presented by Gatti and Kortshagen (2008).\n",
+    "**References:**\n",
+    "- Gatti, M., & Kortshagen, U. (2008). Analytical model of particle charging in plasmas over a wide range of collisionality. *Physical Review E*, 78(4). [Link](https://doi.org/10.1103/PhysRevE.78.046402)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d1a27fa9-261c-4b4f-9ca2-36a0be4c9e75",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %%\n",
+    "\n",
+    "# Instantiate the Coulomb Gatti 2008 kernel strategy\n",
+    "kernel_strategy_gatti = kernel.CoulombGatti2008()\n",
+    "\n",
+    "# Compute the dimensionless kernel\n",
+    "dimensionless_kernel_gatti = kernel_strategy_gatti.dimensionless(\n",
+    "    diffusive_knudsen=diffusive_knudsen_values,\n",
+    "    coulomb_potential_ratio=coulomb_potential_ratio,\n",
+    ")\n",
+    "\n",
+    "# Compute the dimensional kernel\n",
+    "dimensional_kernel_gatti = kernel_strategy_gatti.kernel(\n",
+    "    dimensionless_kernel=dimensionless_kernel_gatti,\n",
+    "    coulomb_potential_ratio=coulomb_potential_ratio,\n",
+    "    sum_of_radii=sum_of_radii,\n",
+    "    reduced_mass=reduced_mass,\n",
+    "    reduced_friction_factor=reduced_friction_factor,\n",
+    ")\n",
+    "\n",
+    "# Plot the Coulomb Gatti 2008 kernel\n",
+    "fig, ax = plt.subplots()\n",
+    "c = ax.pcolormesh(\n",
+    "    radius_bins, radius_bins, np.log10(dimensional_kernel_gatti), shading=\"auto\"\n",
+    ")\n",
+    "ax.set_xscale(\"log\")\n",
+    "ax.set_yscale(\"log\")\n",
+    "ax.set_xlabel(\"Particle radius r_i (m)\")\n",
+    "ax.set_ylabel(\"Particle radius r_j (m)\")\n",
+    "ax.set_title(\"Coulomb Gatti 2008 Coagulation Kernel\")\n",
+    "fig.colorbar(c, ax=ax, label=\"Kernel (m³/s)\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "07f5824d-567a-49b6-982b-7d40f5e0d49a",
+   "metadata": {},
+   "source": [
+    "## Coulomb Gopalakrishnan 2012 Kernel Strategy\n",
+    "The **Coulomb Gopalakrishnan 2012** kernel strategy accounts for Coulomb-influenced collisions in aerosols and dusty plasmas, as described by Gopalakrishnan and Hogan (2012).\n",
+    "**References:**\n",
+    "- Gopalakrishnan, R., & Hogan, C. J. (2012). Coulomb-influenced collisions in aerosols and dusty plasmas. *Physical Review E*, 85(2). [Link](https://doi.org/10.1103/PhysRevE.85.026410)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "c1fa6e82-d173-40cb-aff4-2d69556f7f64",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %%\n",
+    "\n",
+    "# Instantiate the Coulomb Gopalakrishnan 2012 kernel strategy\n",
+    "kernel_strategy_gopalakrishnan = kernel.CoulombGopalakrishnan2012()\n",
+    "\n",
+    "# Compute the dimensionless kernel\n",
+    "dimensionless_kernel_gopalakrishnan = (\n",
+    "    kernel_strategy_gopalakrishnan.dimensionless(\n",
+    "        diffusive_knudsen=diffusive_knudsen_values,\n",
+    "        coulomb_potential_ratio=coulomb_potential_ratio,\n",
+    "    )\n",
+    ")\n",
+    "\n",
+    "# Compute the dimensional kernel\n",
+    "dimensional_kernel_gopalakrishnan = kernel_strategy_gopalakrishnan.kernel(\n",
+    "    dimensionless_kernel=dimensionless_kernel_gopalakrishnan,\n",
+    "    coulomb_potential_ratio=coulomb_potential_ratio,\n",
+    "    sum_of_radii=sum_of_radii,\n",
+    "    reduced_mass=reduced_mass,\n",
+    "    reduced_friction_factor=reduced_friction_factor,\n",
+    ")\n",
+    "\n",
+    "# Plot the Coulomb Gopalakrishnan 2012 kernel\n",
+    "fig, ax = plt.subplots()\n",
+    "c = ax.pcolormesh(\n",
+    "    radius_bins, radius_bins, np.log10(dimensional_kernel_gopalakrishnan), shading=\"auto\"\n",
+    ")\n",
+    "ax.set_xscale(\"log\")\n",
+    "ax.set_yscale(\"log\")\n",
+    "ax.set_xlabel(\"Particle radius r_i (m)\")\n",
+    "ax.set_ylabel(\"Particle radius r_j (m)\")\n",
+    "ax.set_title(\"Coulomb Gopalakrishnan 2012 Coagulation Kernel\")\n",
+    "fig.colorbar(c, ax=ax, label=\"Kernel (m³/s)\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "57987de2-d40e-4d91-be14-e2fd3e3b49a7",
+   "metadata": {},
+   "source": [
+    "## Coulomb Chahl 2019 Kernel Strategy\n",
+    "The **Coulomb Chahl 2019** kernel strategy provides an approximation for high potential, near free molecular regime Coulombic collisions in aerosols and dusty plasmas, as detailed by Chahl and Gopalakrishnan (2019).\n",
+    "**References:**\n",
+    "- Chahl, H. S., & Gopalakrishnan, R. (2019). High potential, near free molecular regime Coulombic collisions in aerosols and dusty plasmas. *Aerosol Science and Technology*, 53(8), 933-957.\n",
+    "[Link](https://doi.org/10.1080/02786826.2019.1614522)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "56e44adf-3d37-4b7d-9b24-233dd1e79d6e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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RR8cE6wPA7t27ASBu2YF43HjjjRg/fjy++uor5OTkoLS0FM899xwA4IQTTjDdzun1SMR3332HYcOG4cQTT8TcuXPRvn175OTk4J///Ccef/xxR9YIs++Ple/G3/72N4wbNw6jR4/GHXfcgbZt26qxgN99953tvljpVzTJ3m9ZWVl4+eWXce655+L2229HixYtMH78eHW5LMto27YtlixZYrh99ItSPJGeqK/K9ZszZ44uNkpLPMFOEG5DwikNOP/88/HMM89g7dq1GDBgQNx1O3bsCFmWsXXrVvXNHAiZ3g8ePKjLyGrZsmVMIHd9fb36YI23DyAU8Dl06FDdsi1btsRkfbnB1q1bMWTIEPXvQ4cOYffu3TjvvPNMt2nSpAmGDh2KDz74ADt37kT79u1d6cuBAwewYsUKzJw5E9OmTdP1MVVUVlZixowZuPXWW3HXXXcZrlNaWoqVK1eiurpaZ9X65JNP1OVOadq0qe5efP/995Gfn48zzjjDdBu716Njx454//338dtvv+msTps3b1aXA6Hkibq6OixbtkxnvYh2Fynrb9u2TWcB+eWXX2IsMYr14uDBg2jRooU634rF9h//+Ac6d+6M1157TSd0pk+frlvPzsuNne+1W+Tl5WHZsmUYMmQIJk6ciBYtWuCiiy4CAHTp0gXvv/8+zjjjDEeWSzt06dIFQOglcvjw4Z7uiyCsQDFOacCdd96Jpk2b4uqrr1ZjD7R89913mD9/PgCoQmLevHm6debOnQsgFIek0KVLF3z44Ye69Z555pmEb9V9+vRB27ZtsWDBAp0r6F//+he+/fZb3T7c4plnntG5PJ5++mkEg0GMGDEi7nbTp08HYwxXXnklDh06FLN8/fr1WLx4sa2+KG/I0W/v0efcK5YuXYqbb74Zl19+uXpdjfj9738PSZJ0hVHr6uqwcOFC9O/f3zUhuWbNGrz22mu46qqrUFhYGHddO9fjvPPOgyRJ+POf/6xb5/HHH4cgCOq1N7oeVVVVWLhwoW67YcOGISsrK6ZMQXT7QORhrf1+1NTUWLpXjPrzySefYO3atbr1lEzE6JcXI+x8r92koKAA7777Lrp27Yo//vGPWLFiBYCQxVWSJNx///0x2wSDQUvHZJXevXujS5cuePTRRw3vmf3797u2L4KwAlmc0oAuXbrg73//Oy699FKcdNJJusrha9aswSuvvKLWoOnZsyfKy8vxzDPP4ODBgxg8eDA+/fRTLF68GKNHj9ZZba6++mpcd911+N3vfoezzz4bX375Jf7973/rUtqNyM7OxsMPP4zx48dj8ODB+OMf/4i9e/di/vz56NSpU0w8hBvU19dj2LBhuOSSS7BlyxY89dRTOPPMM3HBBRfE3e70009HZWUlbrjhBpx44om6StWrVq3CsmXL8MADD9jqS0FBAQYNGoRHHnkEDQ0NOOaYY7B8+XLDMgpu8+mnn2Ls2LE46qijMGzYsBhXyemnn47OnTsDAPr374+LL74YU6dOxb59+9C1a1csXrwYO3bsUF1rCl999RWWLVsGIGSRqaqqUs9Lz549MWrUKAAhi8sll1yCCy64AMXFxdi4cSMWLFiAHj16YNasWQn7b+d6jBo1CkOGDMHdd9+NHTt2oGfPnli+fDnefPNN3Hrrraq4Oeecc5CTk4NRo0bh2muvxaFDh/DXv/4Vbdu21VlPi4qKcMstt+Cxxx7DBRdcgHPPPRdffvkl/vWvf6F169Y6C9A555yDDh064KqrrsIdd9yBQCCA559/Hm3atMGPP/4Y9xjPP/98vPbaa7joooswcuRIbN++HQsWLEBJSYnuwZ+fn4+SkhIsXboUJ5xwAlq1aoWTTz4ZJ598ckybdr7XbtOmTRu89957OOOMMzB69GisWLECgwcPxrXXXovZs2djw4YNOOecc5CdnY2tW7filVdewfz58/H73//elf2Loohnn30WI0aMQPfu3TF+/Hgcc8wx2LVrF1auXImCggK89dZbruyLICzhUzYf4YD//e9/bOLEiaxTp04sJyeHNW/enJ1xxhnsySefZEeOHFHXa2hoYDNnzmTHHXccy87OZu3bt2dTp07VrcMYY5Iksbvuuou1bt2aNWnShJWVlbFt27YlLEegsHTpUtarVy+Wm5vLWrVqxS6//HL2f//3f7p1ysvLWdOmTWOOZfDgwax79+4x8zt27MhGjhyp/q2kF//nP/9h11xzDWvZsiVr1qwZu/zyy9kvv/xi+dytX7+eXXbZZaxdu3YsOzubtWzZkg0bNowtXrxYrYYcr3I4otLG/+///o9ddNFFrEWLFqywsJBdfPHF7KeffopZz6xyuFHatJVyBMp2ZlN01e3Dhw+zyZMns+LiYpabm8v69u0bkxaeqF1tn3799Vd24YUXsuLiYpaTk8OOO+44dtdddxlWAY+HlevBGGO//fYbu+2229T1jj/+eDZnzhxdWjpjjC1btoz16NGD5eXlsU6dOrGHH36YPf/88zHnOBgMsnvvvZcVFxez/Px8NnToUPbtt9+yo446il133XUxfezfvz/LyclhHTp0YHPnzrVUjkCWZTZr1izWsWNHlpuby3r16sXefvttVl5eHlPmYc2aNax3794sJydHd+8YlUOw+r2O/g6Z9dMMRFUOV/j2229Z69atWatWrdg333zDGGPsmWeeYb1792b5+fmsefPm7JRTTmF33nmnboQDs/4ovyuvvPKKbr7yPYy+l7/44gs2ZswYdtRRR7Hc3FzWsWNHdskll7AVK1ao61A5AiIVCIy5FIlLEASRhhw8eBAtW7bEAw88gLvvvtvv7hAEwTkU40QQRKPBqM6UEjcUPdAuQRCEERTjRBBEo2Hp0qVYtGgRzjvvPDRr1gyrV6/G//t//w/nnHNO3IxAgiAIhUZjcaqtrUXHjh0xefJkv7tCEIRP9OjRA1lZWXjkkUdw66234qOPPsItt9yCV1991e+uEQSRJjQai9ODDz6oDolBEETj5NRTT8X777/vdzcIgkhjGoXFaevWrdi8eXPCmj8EQRAEQRDx8N3i9OGHH2LOnDlYv349du/ejddffx2jR4/WrVNZWYk5c+Zgz5496NmzJ5588kn069fP8j4mT56MOXPmYM2aNbb7J8syfvrpJzRv3jypYUwIgiCIzIcxht9++w3t2rWDKHpnmzhy5Ajq6+uTbicnJ0c3WDuRGN+FU01NDXr27IkJEyZgzJgxMcuXLl2KSZMmYcGCBejfvz/mzZuHsrIybNmyRR1gsrS0FMFgMGbb5cuXY926dTjhhBNwwgknWBJOdXV1umrYu3btQklJSRJHSBAEQTQ2du7ciWOPPdaTto8cOYLjOjbDnn3JjytaXFyM7du3k3iyAVd1nARBiLE49e/fH3379lWHRZBlGe3bt8dNN92EKVOmJGxz6tSp+Nvf/oZAIIBDhw6hoaEBt99+u26MMS0zZszAzJkzY+b/8HknFDSz9/Ygw/6plZj9AUnt7keG/X1IDm4T+/1yfis63dbJcTVY2JfkoDv2rwogw7oVVLbQJ8lie4nWk1n85Ym2l0yiCJhBu2ZtSSy2DaPzFb19ou1kg75pt9Eul6L6qz0uWbONbr5uv6JB+5E2lfn6dgV1W/0+BHW/0Y9bmYlqWwyC+llpS4Koa1c5LmUeY6Km/cixyRA062rnieq8SLuh/4OyZh4T1G+bdr4kR9rSzmNqf5R+C5HPshC7XBag/ATILLIcDGCyfl0wAcrPs/Y+1C4HA+TDR7Br0kM4ePBgwiGInFJdXY3CwkL8sL4TCpo7t2pV/yajY+8dqKqq0o1nScTHd4tTPOrr67F+/XpMnTpVnSeKIoYPHx4z7pMZs2fPxuzZswEAixYtwjfffGMqmoCQ0Jo0aZL6d3V1Ndq3b4+CZiIKmhuP4m1ESJzYd+05e+DaFSj2SYVwkhyIn8g+7J3ryPHYv0aJhJPda+joergsmOy265VwMhNM8dqzInzUdoxET5ztjYWWaLiu0T6cCCftNvGEkxS1ffQ5kuIKJ72Y0bYnOxBO+jaFuMIpyESImnnRwkmIEk7qNdDMV7aXNNsHmBARVOp6keMSmAA5Sgxp54kakcZ0IgvqNoqYAoNOZKltMkH9SUlFaEez5gKaNXe+HzsvXkQEroXTzz//DEmSUFRUpJtfVFSkjpDuNrm5ucjNzfWk7XikwtIU2sbeflIhmAg+sCKa7Ag2L7Z3ihXBBMQXXU73Y5VokZVMWzFtJ7LwJXnc6YIgRP02MUE3TxVDAiBEvZQxBggaraQsZ4rgAwvNid6Hh0hMdvSyrd2esA/XwsltlIFwrVBZWYnKykpIUvI+ZIIgCIIgMgOuXzNat26NQCCAvXv36ubv3bsXxcXFnu67oqICmzZtwrp16zzdDxHCiZvO8b48CuuTmPduOgmCZ246Nwi5aRy4qCGauunMt7F3LtzATh+1FiTt8YXcU2LM/ETIECy5VpycSzvt84QY9bshCCzGqqTMEw0sQaLAIAgRS5KgTAKL/KFpB+FJECIrq/sUjPfvJTJY0hNhH66FU05ODnr37o0VK1ao82RZxooVKzBgwAAfe2aOHP5HeE+qv/QynMUj8Y5VAeKbm82GEHPT5ZRIRKTCvSVpgrYNl9sRXkwf8xRvn17gVFQrGAkfZX70MmVedJiRIpLiCSxBYLorH5mvFUkawaURUKn+isgu/CPs47ur7tChQ9i2bZv69/bt27Fhwwa0atUKHTp0wKRJk1BeXo4+ffqgX79+mDdvHmpqajB+/Hgfe00QBEEQRGPEd+H02WefYciQIerfSkZbeXk5Fi1ahEsvvRT79+/HtGnTsGfPHpSWluLdd9+NCRh3m1TGONkN0EtFUDhAgeFWSVXpAZ5ddKF9Ws98SyXRQda8BYXbbctqX82sS1auRTKWoWQRBWa6f8WyZLRcEFgoqy16m/BvkiwgZrkgMPVshyyM4YBvTdC4Nvg7YlJimtDxcPB4eJ1UuuokxpIKPfAqbCHT4aqOE48o9TIO/K+zpXIEzgRK4xVOycQ22d5XEre69uxF9zldhZNbpQci+3QmnNwoQaDOT1AewGzbRLWbjPpotXZT9PZGZQiMShDE7sO4DEGozdi+RpciiMRVafalzGOirn1tGYLo9u2WI2iQA/p1NbWXjMoRyExAUFNWQNa1q9+vJIu65cxguVqnCbHLGQNkzb50pQeUdRCZB91yzXwFJkCuPYIdV93vaW0ktY7T5nbJ13E68Seq42QT3y1OBEEQBEHYRwZL6csnEYKEk0ukwtJEhODpy55MDRXL+0hjFx2QGjcdr0Hh0ZYqs6KXyfbJfP/G21kJEo/tQ+pyieK55LSYuee07SjnTmTM8HworjUR2vOs+SKptZ2YodtOdekxpLyOE+EPJJzSjEwqepkOJQi8kLYkl0M4SZm3JSJTVPTSKxL1K/r8OTqfDo5dSjI7zg7x4p3UdZTfEUHz3TLZRiuSAH1cU7z5apuauCc1lkldLbSNH+UIktmesA8JJxOoACZBEATBMxQc7g98vmpxgJ0CmFQLIzXwVLDNSbFLR/vxcUw6PwpMKviZ1aUlUZ0kGWLCwHCrRLflJolcc05dgUptKPNg/eSvowgWmmxYciJ1nJiuppPSlrYoZnRtp3jzlbJNomaeto6TKDIIIh+/UYR3kMXJJyi+iW/IRZcYHmKbgNTGN9nB7oC+Cdszyvwz2N5J/JIbaDPlvMJIPCVyz1klVCzTzG0XWhaJZxJ0sU+h/8PzU6j5ky3Km2m/SamChBNBEARBpCFSkll1qYwzzSRIOJnAW4wTr7WbMjUoPH6brjcZuw+PXlvdrt3kvB/2ajfxEhSe6kBydy1gqR9CJiAwROwasTWh3EREZMgT7R71nyMZdkCoKKZqWWKCZoiWeJYn/XLVHhUOHk9lcDjhDyScTKioqEBFRYVaaMwIim1KHbzENjnB67uksZYg8JpEWWqpTM93Aq/XQCtwQt+O8HmMlOJ2TVzpK4PHiiCRsVBF8fAyZb/RbjtAHxAsa7LqtO9moeLkqXwxTO5FLhUvgZkICSeCIAiCSEMoxskfSDilGCdB4elsbfELt4ZXSTVeWgmsZtKlCzwFhSebPWY2zIrhvgxdkTaKaSbKsEvyWERBTjpA3DCDTjtUnAEyAFFjtQLMj0UtsAnB0G2nLIvsOGS9UoZXMVovtBwadx+RqZBwcgjPbrpMGpcu3UVjJrrpksHNcekM27EQ3+R1bJNZNl30smQz6ohY1AKXWrdf+KM23kkVQFGVxWXNJYkX26QVUQFtpp2g3bn3yEmWDHEzhq4xQcKJIAiCINIQmSX38pRuL168QMLJBLez6qhuE//4fYXSIZOOl6BwPy0wvASFW3GpmbnMnLgDeUA7vIoRRuck4paDLlAcCFmJjNx2AHRB4+o8k8w6LanMqku2SG06ueZ5gs9vBwfYqRzuFU4qZaeqBAHPLjQehhFINmgzYftJvmmmmkQVuHmCl77adaMoVbz9QqnQ7WZb0ZPV7dQK4FG/U9rK4Nr1YquFR6qMBwQZAUGGIDAERBkBUYYoMATE0KSuL2qqiRMZDVmcbMJzbBPPNMb4Jqv4HRBuFa+sTX7XboonUBJaZqL6nozgaqxxTKKgr/MEllg0mlmeou8lQWAxAeNAdGWpyDxz6xIMrVHRbaQ6xoksTv5AwokgCIIg0hCZCUllQfIyJmS6QcIpBVB8U2rgpQSB1y46t0mnt850sspYGZ/OTrxUUtYsk2vsVlZVAMzWfaS1GCV6eBuOTxcnlil6PW2mnZpBp4l7ivQp9m9dW5rjC4BFCl9q9qstjElkLiScbJBKNx2PsU2h/XhfgqAxkQ6iJdm3Uq9LELgJb9XCndV04vueEgWWWCwlEFaqSNLUdpI1gd5aItXAWawXTYhart0uatWApgRBaHlsvwJgMAsa9wJy1fkDCSeCIAiCSEOSTWTgYyTW9IOEkwlulCMgF50zUhkUni4uOsCemy6VVcL9fmuNtgK5ERRuhWSrhTcWAqoVKPQNMcv80waJJ3LFaZcbWafMMvCiv6NiVDVy7XJdYUuLywFAJlddxkPCyQQrg/x6QWPJJHMbHkoQ2MFvsZEK3Ezp9yO2yWm18GRJJOicuk69KFWgiB1TMQSW8HjUeCMjsaQZEFgnlgxElNG60etF7yvGfWfQ1YRiKWofqYxxYkkGh0eLPsIaJJwIgiAIIg2hGCd/IOFkETnRCJM+YjcwPBVB4QDfgeGN2UVndT0vq4R7VbvJKa5ajEyy6QDzjLpkLWpGFh8/i2EmQhvcbWSRMrJCGVqZoi1KUfWdzALGtegsSjCyKBlsZBLgHhAYmEghGpkOCSePoPgm+zgSZ2nmoiO8xUp8k5PYJr+HWeGhkrmWeO610HJzF54oyCbzI7FQ2uWKGNJeN+3+Td12gON33YRiStuH6EKZqRxyhYlJiW6Jfj4dQcKJIAiCINIQGUJSop5iap1BwokT6AZOT5zYFW25ozxw01nbb3JuunQODLc7zAqhx6xOkxJYHX3+jC1KsRl2ZsHfcTPpEgR+28LsuDQ7YVp3YQqgGCd/IOGUxqRqQF/b++B8XDqnTlSeY7as4vcPpRuxTYD/rjMFL11oTopf+okiIKKvpZEwUpcZiJHoeTq3XJwYJqOsOZ2w0n5/HX4NErkoQTFOjQISTgRBEASRhiQf45T+L4N+QMLJZSgoPHX4+aVvrC66RPhlBbF6DoysHvH6bNeyZTeTTfvQc2vcOK8JCMyyu9IoEDzksosNHtdapowCxQ2tRzZPmVXrU6JhYeItT2VweCjGKYns1jS553iDhJMJblQOt0oqxqUjkisbQG665NpwIsiSjW3ye0BgNwb2tbc//x6C0QLJsJyAaSyTqFs3umimNkMvxhWnWTdhvJMZZqsmOJ2m+yBXXcbDl5OcIyoqKrBp0yasW7fO764QBEEQRAxyeKw6pxMvsYLpBp01l5CYzLWbTmKMy8BwGSztMgrtXuVkM18StZ3u2C166eWPPc8ZdXKSw2vYIQAZgag7XQyffVfaF5hmDLtw+wJTrTgiWGjSrBPJtDNZN7y+dtKua3fKEmRkCbK+fQtTKu8QJcYpmckLduzYgauuugrHHXcc8vPz0aVLF0yfPh319fW69b766isMHDgQeXl5aN++PR555BFP+uM25KrzkXQTDLyQyQGNdmKbrGI5/oejEgR2cCoek+0vb1ltfmDkkguA6a5JdDHMeK44pU2jEgQhYobpjSwxKgXggopJmElnsn5jZvPmzZBlGX/5y1/QtWtXfPPNN5g4cSJqamrw6KOPAgCqq6txzjnnYPjw4ViwYAG+/vprTJgwAS1atMA111zj8xHEh4QTQRAEQaQhyVpglZf36upq3fzc3Fzk5uY6bvfcc8/Fueeeq/7duXNnbNmyBU8//bQqnJYsWYL6+no8//zzyMnJQffu3bFhwwbMnTuXe+FEr0wukEoXXapqN2WaNSyZ2k3JBIZ76aJLFzddvNpNZseQXIp1rAvCSfaRnQeSzERPxoZTYlF4w9jVJuvcaaF5LO7ygMlyI1dc9HxlG+2+YpZrXGjR66guOVFGligndt2F17OybqqQmJD0BADt27dHYWGhOs2ePdv1vlZVVaFVq1bq32vXrsWgQYOQk5OjzisrK8OWLVtw4MAB1/fvJmRxIlwhFUUvM9lFB/jnpkuHEgReB7G6GeuRtAuQw8F5E6XnR2NWDFNtT5NhF11RXJuhF+2202bQRTB6LTI4h4m+Xza+BvHEUToWwNy5cycKCgrUv5OxNhmxbds2PPnkk6q1CQD27NmD4447TrdeUVGRuqxly5au9sFN+PuGEgRBEASRkGQy6rTWzIKCAt1kJpymTJkCQRDiTps3b9Zts2vXLpx77rm4+OKLMXHiRM/PSSogi5NPZJorLNNItm5TurjRrMDrsaQyKNxpNl30dlrLmRvFL71wDyYs/gg5xgKor6EUv6aTzqKksSJpLU9mtZuig7/1xTL1+zDqeVxc+klO5Vh1ybqIZZtW/Ntvvx3jxo2Lu07nzp3Vzz/99BOGDBmC008/Hc8884xuveLiYuzdu1c3T/m7uLjYVr9SDQmnJMi02KbQfmy6zzgXgOlgNE/XKuHJtO9FbJPZ9m5XR+Yx5sgp8caRA6CWJDA7ZrOBeyPbRzLs9GPKaYRRVB+0lcn1AkifQaftv7K9kQstvpjS4s51TWmMU5IxcHZ/v9u0aYM2bdpYWnfXrl0YMmQIevfujYULF0IU9f0cMGAA7r77bjQ0NCA7OxsA8N5776Fbt25cu+kActURBEEQBOEiu3btwllnnYUOHTrg0Ucfxf79+7Fnzx7s2bNHXeeyyy5DTk4OrrrqKmzcuBFLly7F/PnzMWnSJB97bg2yOKUYctE5LKyZRoHhPLi2UjG8SqosL6mubkzVlI1JVM/IzKIUHShu5tYzChgHzIPGY3A4dEoEd+zTiS1b7iEjuaKsXvX0vffew7Zt27Bt2zYce+yxumUs/FteWFiI5cuXo6KiAr1790br1q0xbdo07ksRACScHMO7m66xky7j0vnlpvMau25Auy46N89FMu5BL2KM/CIQfuBbOR9KBXFFZOrda8bCSCugzERWqG29+y2QIIMunpgyLIpphhvFMsEgp1Q4JVvHyZv7d9y4cQljoQCgR48e+Oijjzzpg5dkzrfeZSorK1FSUoK+ffv63RWCIAiCIDiBLE4mVFRUoKKiAtXV1SgsLPS7O7ZIRVA44GxcukyGB4uQW8OreIVnBUEtBoXbdS/adYPwHDgebdmJv67eLReA7NqxRQeMGwVvW7M+6TPwtMR16Zkgwl6tKrO2U5lVl+x4czzWDEsHSDiliEwXDV6RytgmctFZ32cmFL30Gq8GBPZbnOmLUkZcdvpyAuauOMDcbRfZR+w20SIKQIyQgmYNZ8Q/t1bil1Ib42S/In709oR90vuXiSAIgiAIIoWQxckmvAeFp1P2mVekOpSeBxcdkJrhVbxonyd3QSIrl1NrD2/Ws+hAcG0hSidoi2LGCxRX0AaMR9d5Ci03rr1k5MLTLU9oiUpEZH9O23C+b/uQq84fSDilAN7ddKkoesn7OSA3nbX9ORUObh2HUTtOf/yTfWg4zajj/WEVEOSIoNK40bTFMBOVJjBz2ykYlStQ0LrvtMgJ4pmA5OOL3ChemdIYp6QLYPJ9L/IKCScb8G5tyjTsWs8a6xnjPSDcCcmlWCcfFA54F6OkRdtXq4IqUTVvr9EGiuuHQ9GXKABirU8KiaxQCtp7246YsoORAE6mzVTGOBH+QMKJIAiCINIQmQlJvRCl08sUT5BwyhAotskf7LigeHbRubFPsx9hr8al4wkvrD9W2oxfoVs2iSXSzNfEOukrd0fFQCUa+Dcq0y7a6hRqK9Z6ZOS+U45H6bcRRnFRVjA6BiMLUTIuOzGFX105SVcdb7F36QIJJw/hPa6H19pNmVqCIN3xMx7CayHpVVB4JmEW72S0XNQ4zrVB4wrx3Heh+fFjmcwElRGJ3H1m2NmHG9s5QWZiUtXrM6nyfSqhs0YQBEEQBGERsjhZJBQYnoqifxRY6AQqQWAOjyUITNuy8R1zWi3caxdhKoLKvURbmiDR+HVmlied9cgkaFzByPqkkMgKFbt+bD+dWoCcBnkLKQwOlyAk9VvEy+9YukHCySNS6aazn31G7ikqP2B9n16UIOA5vindhY8Voitza0sQGBFdoiBaLEcPyWIYw2Tgvgu1HfsFiSemorErruxiN97JjZIGViFXnT/QWSMIgiAIgrAIWZw4gXcXXSqKXqZLZiAP5u1MrN1kBg/nW0uq3tLdHFg31J4+6y4e2gw7dXttBp6BRSmg+Q2LrvMUva5o8HuXyAoV2rdRVpy3vxt2K4GntHI4kvt+SO51pVFBwimNSReh4SV8y02+3XRelR9w1JZNgeCmq8/LlGw/0r31A+jGDparRVfOwCCeyUxARVcWD7URK6KM3HdaEomp0L4TC6pUYNY/p+u5Abnq/KFRCKdOnTqhoKAAoiiiZcuWWLlypd9dIgiCIAgiDWkUwgkA1qxZg2bNmnm+H94Dr2lcOueB4RIHh5VKF11yY2Cltuil1WFWeA5KTxXaYpiGyw0CxaMHATa0TiVw3ynYsUKF9s2PXdmKWzCVweE0yK8/NBrhxDO8xzelAiduR57PGs8uunSBh/OSSDzyUhhTWw3cjeV23HYx65m479Rtor650ecwlcLDLkZC0Mk6bsEgGL402NmesI/v3/oPP/wQo0aNQrt27SAIAt54442YdSorK9GpUyfk5eWhf//++PTTT23tQxAEDB48GH379sWSJUtc6jlBEARBEI0N3y1ONTU16NmzJyZMmIAxY8bELF+6dCkmTZqEBQsWoH///pg3bx7KysqwZcsWtG3bFgBQWlqKYDAYs+3y5cvRrl07rF69Gscccwx2796N4cOH45RTTkGPHj1cPQ6e6zYRyZNObjo32kpkSfEzMNxL0qmGU6Ksu3guOaMMO6NAcjPLU7SVI6Cpn2RmfVIwqgEVDy+seslaheJZxchVl/n4LpxGjBiBESNGmC6fO3cuJk6ciPHjxwMAFixYgHfeeQfPP/88pkyZAgDYsGFD3H0cc8wxAICjjz4a5513Hj7//HNT4VRXV4e6ujr17+rqajuHY4tUuuhSMS6d0/2kilQVvfTTTed3+QGvY5usVgu3Ak+CDUhcpTtZDIWRiYCKdutFxz2JUd8lI/cdYHwsZsLC7N712vXlVOgETIptms33ApkJSX3n/f69SFf4+uWIor6+HuvXr8fw4cPVeaIoYvjw4Vi7dq2lNmpqavDbb78BAA4dOoQPPvgA3bt3N11/9uzZKCwsVKf27dsndxAEQRAE4QESxKQnwj6+W5zi8fPPP0OSJBQVFenmFxUVYfPmzZba2Lt3Ly666CIAgCRJmDhxIvr27Wu6/tSpUzFp0iT17+rqahJPHpJpQeG8w1PtpngkV9QvM7PpjLLW9MutWZSs7cua205dX2OBMrM+abFjiUolTqxF0dY3gWOrO+EOXAsnN+jcuTO+/PJLy+vn5uYiNzfX1j54j2/i2X2WKlJRgsArF126lyDIJHgrGGhUaDIRhq44k3ioeAIKSCyiAGNXairdWU6JPo5EKMdErrrMh2vh1Lp1awQCAezdu1c3f+/evSguLvZ035WVlaisrIQkUVF6giAIgj9kiEnF6vEW55cucH3WcnJy0Lt3b6xYsUKdJ8syVqxYgQEDBni674qKCmzatAnr1q3zpH2eazdJYLYtNDJYxo5NRySHmZvMzo9+stlD6UoAsu3gaFGQVUtRpB1maR1lMmszZhtBjplitgWLO3lNov0n6pfRMZodt9E5IjIP3y1Ohw4dwrZt29S/t2/fjg0bNqBVq1bo0KEDJk2ahPLycvTp0wf9+vXDvHnzUFNTo2bZ+QnvLrpMI5U/R1656Gz3w4L7y6q5nacSBG6QTOE/K/AaOJso1skMqyUIzNaN3sZoOyDWVZVI8KZCPEXjKJaJQ0EkMSGpEhrpVH6DJ3wXTp999hmGDBmi/q0EZpeXl2PRokW49NJLsX//fkybNg179uxBaWkp3n333ZiAcYIgCIJoTFCMkz/4LpzOOusssATWlBtvvBE33nhjinoUwqsYJ95rN2UaqardZIdMC6JOZWHOxNs7sxL59eZtNIyJE4yKYZoNs2IUCB5vXYVE1icFoxpQPOPEkmTkzowsIzId34UTr1RUVKCiogLV1dUoLCyMWZ6posRJbJPtfZDbMSE8iRHH+43jokllUGp0P3gPiHVaCNMow86OKy6hCy6BiDJqxwgvMxOTdafFE0RW95VKlx5jYlLnkzXCuEE3IOFEEARBEGmIBCHJmmeZZf1OFSSc0gCy0NgPDE/GRcdD7Sbr+/e+dpPfcRCNMZsuGmNXHLN8bRK54oxcd1rMLFZGJLrPUx1kbceKpMVuP5X9ON0fkT6QcDLB7Rgn3mObeIwFaoyk0xugn+5ErzPq0gWjDDuzophmbrvQNtZjmRK5htJBOLgd1+QXMkvuxcbLjOBMhl7lTPC6jhNBEARBJIMcjnFKZiLsQxYnm1DtpgipKHiZCbWb/HTRxdu3ly66eEUvGxNi+A52ctwBQdadR7vDqxi59wBzt11kO/uZdFr8ehjzEBjuRj/sIENIyvpKlltnkHBKAby76TINcjtmBnZim3gtVmmEUdacCJbUQ8ws3imR207BTOwYiQneYpjikYr4pujK7mJKX/cIPyDhRBAEQRBpCFUO9wcSTiYYBYdnqjUnFbWbMgmv3HSpHF4lWdIhiD0TsvGMrFPmViTzoVi0VhEz951CssHfXt0bbgRnOwsKt76NKDD1OqSCZOOUKMbJGSScTEhUANNreI9vsksmxTdlAl7FNzmJbbLzoE02JoPnGCu7VcTNY5jij2Vntl1k+8TVwOP3y58vk1MXoV1hRBAknDyEYptSS7rGNmVClfB0xi93RXTwt5N14wWMax/y0SLKSCzYFVNmOLVieBEbZUcUabEikMzadrpPJ8hIcqw6+r1wBAkngiAIgkhDWJJZdYyEkyNIOFkkZNHx/iZLpYvOiYUmFSUIUolXLjpeq4QnS6osWpmWUWenLIGZyy7eGHaJ3W+Jq4zbtUKZ78t7i0uyVh07Ljc7+woIMveDGhPJQ8LJI8hN5xwnZ47cdFb3l/raTeZ98V8IpiNmAipRnScjseBETFnBqA+pcGE5iUFy0i9exJHMknTVcfAylo6QcDLB7SFXCIIgCMJNKKvOH0g4meB3Vp2XpKt1Jl1w25LCSwkCp/CcyeYFgbDVw0rQeTz3W6KimIkCxoHEFkYnVigruGldSjaTzWuLkhj1exr9N5F5kHDiBN5jgRwNHMzxMTW28gNA8m46P4WZnQBYnus3iZANhaSZCEpUoiCe8ALsiSh1n2mWcp+MSEtGIPEAuer8gYQTQRAEQaQhNFadP5BwchkKCndOugeFu10l3I+2HO3fRQsPz9YiI+wOvOsUK247BSvWp2h4y0x0y9VnN4jbjlXJrO1UBo6TxckfSDhxAM8lCDJNnAHO3XR+5NGk8w+bW9XC05WAwAzjnMxKEyRyu1mtLG5FRMVsY/Pujie0UpE951ScOHG3Wd2Xcl1pkN/Mh4QTQRAEQaQhZHHyBxJOJtgtR0Auugi8j0vnNnatJ+lWu4lX6xBv7iW3sGp5AuxZnxTccId6aVVKxtXlpUVJvx8+frFIOPkDCScTUlGOgGcXXTqQymNK9c9kOpQgSLd4JDcQBdnegLdxShOYZdhFtk08lp0dEaVtNxHJXluv4nySyWyzH+9kb33lWje+b0Xjg4QTQRAEQaQhZHHyBxJOLpBKN10q4d0laBe/azf5YR3yy53lZtHLdEiZdppdl2gMOzuB3tHWmGTOmx9DiiRbJ8l5wLidsej4+k1kSO4683U06QMJpzSDdzFj1/2Y7pIznauE+xHbZNZmprv9ElUTT+S2C7URP/Yptk3z76LXYtSrYpGpikeyI5Ci471SkVVI+AsJJ4IgCIJIQ8hV5w8knHyCAsOdk8lB4UR6E4Acv8aRSW0nILHbLtJG8plyPA4fkqx7MNWWJR4g4eQPJJySIFNLEGTauHSA+/FNflUJt75Pb11fme5aA8xFkBh+wDsdWd6K207BaqyYV2UHksXNWCmnJQCcxCXZEUli1DFG/01kHiScCIIgCCINIYuTP5BwMsFuAUyr8G6ZSSV238sy3UVn5UfMLeuVV4HhbmbTpYp47jNH7VnMsLOyXyfWp0j76WX5SLaoZKotSzxAwskfbAun7du346OPPsIPP/yA2tpatGnTBr169cKAAQOQl5fnRR99IVEBzHQoQeBEaPCetWcXL0oQ8O6m45FMPA+JimEmincCErvtdPsz+M1JB6HqVpVtp6UAnMQm2RFJfmbVMSaAJSF+ktm2MWNZOC1ZsgTz58/HZ599hqKiIrRr1w75+fn49ddf8d133yEvLw+XX3457rrrLnTs2NHLPhMEQRAEQfiCpdeVXr164YknnsC4cePwww8/YPfu3Vi/fj1Wr16NTZs2obq6Gm+++SZkWUafPn3wyiuveN3vRgXPViCJMXI/JolVc7sVq40E0dPAcImJrgcd8xDE7BUByJYsEAGBqZMdRMhxJy9ItE+nfdCeA6Mp4fbhcx09xT0WQTac3Grfa2QISU9eU1dXh9LSUgiCgA0bNuiWffXVVxg4cCDy8vLQvn17PPLII573xw0sWZweeughlJWVmS7Pzc3FWWedhbPOOgsPPvggduzY4Vb/MgYqPxDByU9NusU38eqaSqcBfeP9qKeqInqieCWrGXZ2KotrRUKysVe8DEYLJF9126lIcRKbZGdf0ceVyuri6RDjdOedd6Jdu3b48ssvdfOrq6txzjnnYPjw4ViwYAG+/vprTJgwAS1atMA111zjeb+SwZJwiieaojnqqKNw1FFHOe4QQRAEQRDpz7/+9S8sX74cr776Kv71r3/pli1ZsgT19fV4/vnnkZOTg+7du2PDhg2YO3duZggnI/bt24d9+/ZBlvXKvEePHkl3imeodlN64Pe4dH7g17h0CukQqOwVdixPdq6TkfXCzQxAt3DTysKrZQngcKw6l4LDq6urdfNzc3ORm5ubVN/27t2LiRMn4o033kCTJk1ilq9duxaDBg1CTk6OOq+srAwPP/wwDhw4gJYtWya1fy+xLZzWr1+P8vJyfPvtt2Bh95MgCGCMQRAE19P3M4FMjQHKtHHpGnsJgoT9yORYpATZbVZdbYky7bRtWWnPcHvOHt52SSYuKJmSAF6LJMUtmkr3qFuuuvbt2+vmT58+HTNmzHDcLmMM48aNw3XXXYc+ffoYhu/s2bMHxx13nG5eUVGRuiyjhNOECRNwwgkn4LnnnkNRUREEgb+3H4IgCIIgrLFz504UFBSof5tZm6ZMmYKHH344blvffvstli9fjt9++w1Tp051tZ+8YFs4ff/993j11VfRtWtXL/rDNZlau4ln0vF4eAqwtoNX/U7X82GEFVebnSFZkrU+8YgbmWZOLUtO9u3EgsdL0L1brrqCggKdcDLj9ttvx7hx4+Ku07lzZ3zwwQdYu3ZtjADr06cPLr/8cixevBjFxcXYu3evbrnyd3FxsY2jSD22hdOwYcPw5ZdfNkrhZJdkXHQ8xzfx7npMh/gmq+Z1qyUICGuIkOPGYrlZRdyK20637zgPY7+vsdtp98lW4U6FQHI2aLCc0ortLElXnV3R1aZNG7Rp0ybhek888QQeeOAB9e+ffvoJZWVlWLp0Kfr37w8AGDBgAO6++240NDQgOzsbAPDee++hW7duXLvpAAfC6dlnn0V5eTm++eYbnHzyyeoBK1xwwQWudY4gCIIgiPSiQ4cOur+bNWsGAOjSpQuOPfZYAMBll12GmTNn4qqrrsJdd92Fb775BvPnz8fjjz+e8v7axbZwWrt2Lf773//GpBYCyOjg8JCbjt83e95dWlS7yT+8rtXiNJsuXYPN7dRkiras2LFAGe0z3fDDsgSkxv3Gw1iADEAyDgA/nxqFhYVYvnw5Kioq0Lt3b7Ru3RrTpk3jvhQB4EA43XTTTbjiiitw7733qhHwmYhXg/wmgmcXHe+kg4sO4G9gzUSCL10FjlOsjh9nt7QAoBcSTkUUD7g54G0yotBphqFTNxxvyBAgJPHClorK4QDQqVMnNQtfS48ePfDRRx+lpA9uYls4/fLLL7jtttsyWjQBiQf5TUSmVgrnPb7JD7ywNFlt0+/YF79wIloUlIemG3Wnoh/6dvpkJj78ElRuiiEtyVrLkim/kAorUvTxpTJwnAb59Qfb39AxY8Zg5cqVXvSFIAiCIAiCa2xbnE444QRMnToVq1evximnnBITHH7zzTe71rnGRKa5zRQaQ2wTz/jpFvQr5kuxGiTrYnSSYZeMJUzBK8uP1/hlWUrGwmPXwsRbrJnMBAicj1WXiTjKqmvWrBn+85//4D//+Y9umSAIjV44pYMrKxNFWjrEN7n5I+WGiy5ZYZPuQ6xYcdlZjXfSbUO1meK3lULXm36/3oskEQxiCn9fGUsyODwNfjd5xLZw2r59uxf9IAiCIAiC4B7Hg/wS/sN7UDhfRm09bvXNbXcUTyUNGls2XTycWJ4AvotaAt65npIdT8+pZSmZzDe75yKVliUzKDjcHyx9cx966CEcPnzYUoOffPIJ3nnnnaQ61digEgQhJDDu61E5IdmBONNln7xhtYqznYd0QGDqlCwByL5PSR+D5nw4OTciZMPJ+v5l3ZRw/STOheKGS7U7Lh6KcEpmIuxjSTht2rQJHTp0wA033IB//etf2L9/v7osGAziq6++wlNPPYXTTz8dl156KZo3b+5ZhwmCIAiCIPzCkqvuhRdewJdffok///nPuOyyy1BdXY1AIIDc3FzU1tYCAHr16oWrr74a48aNQ15enqed5hGq2+QPqQwK17rR/KrdxIN7JxNxUttJa1lxa3w73nDDspZsXaNUut8UnFiUlH6mslAmZdX5g+UYp549e+Kvf/0r/vKXv+Crr77CDz/8gMOHD6N169YoLS1F69atvexnRsKz2ywZeI5tAvjvXyrgKZbKKVaHPgkIsuV4rUSDAJvvI71ElBuCKBq3Cj86FR5+iCS/oaw6f7AdHC6KIkpLS1FaWupBdwiCIAiCIPiFsupcgHd3FsC/dcuJ+9Gv2k12rDV+BIW7QSILTbrXcIpHskOyJLLmeGGR8sKCZIYblqVUW5UA51lwvFiXjAhZnJLJqnOxM40IEk5pBsU3OSeZnz8vXVs0Lp33OKkmrhUIbgrFVIocp/jtdlO3T6H7DUg2norp/k8FVI7AH0g4EQRBEEQawsJTMtsT9iHhlATJWGQytXaT3fe1TKzbBPCbrZKqoPBUBp/bGR/OTqC4Fq+sT37gljVJixvurFRbl4BkXIaZ+btFWIOEU5pALroIfpUg4L19XsWaU5QHouzyNUh2EGAj4cGDmPJCEGlxK9bHjzglIDNFErnq/MGScBozZgwWLVqEgoICjBkzJu66zZo1Q/fu3XHdddehsLDQlU4my/bt2zFhwgTs3bsXgUAAH3/8MZo2bep3twiCIAjCOeSrs8SPP/6IH374AbW1tWjTpg26d++O3Nxcx+1ZEk6FhYUQBEH9HI+6ujosWLAA//3vf7Fs2TLHHXOTcePG4YEHHsDAgQPx66+/JnXCkoX37Dan8Jt3EoL3/sUjlUHh6To+ndWaTrptkrQ8afHa2pNK/HS7KSQ7pIkf1iXlHuBlOJbGzo4dO/D000/jpZdewv/93/+BaTwpOTk5GDhwIK655hr87ne/gyja+w2wJJwWLlxo+NmMTZs2oUePHpBl2XaH3Gbjxo3Izs7GwIEDAQCtWrVypV3e3VkA/yKN4psIHtA+ZNNVONrBi/R6v9xvgDuZcHbhRignO95chv5W3XzzzVi8eDHKysrwwAMPoF+/fmjXrh3y8/Px66+/4ptvvsFHH32EadOmYebMmVi4cCH69u1ruX1PfiW6deuG/Px87NixI+G6H374IUaNGoV27dpBEAS88cYbMetUVlaiU6dOyMvLQ//+/fHpp59a7svWrVvRrFkzjBo1CqeeeipmzZpl40gIgiAIgk+UyuHJTJlI06ZN8f333+Pll1/GlVdeiW7duqF58+bIyspC27ZtMXToUEyfPh3ffvstHn30UezcudNW+54EhwcCAcvr1tTUoGfPnpgwYYJh/NTSpUsxadIkLFiwAP3798e8efNQVlaGLVu2oG3btgCA0tJSBIPBmG2XL1+OYDCIjz76CBs2bEDbtm1x7rnnom/fvjj77LMN+1NXV4e6ujr17+rqasvHEo9krD8UGB6iMQaFW3E9WbVwpeswKyKY5QBxOxl2httngPXJq4KNybrfFPwqRJn21iXCMrNnz7a87rnnnmu7fd+z6kaMGIERI0aYLp87dy4mTpyI8ePHAwAWLFiAd955B88//zymTJkCANiwYYPp9scccwz69OmD9u3bAwDOO+88bNiwwVQ4zZ49GzNnzjRtj2dhocBz+YFUk8r+NQYXHQ/ZY4lwEu9k2I7Bg9pPMZWqCtZuCCQ/3W+AfyIpIMgprTROWXWJOXz4MBhjaNKkCQDghx9+wOuvv46TTjoJZWVljtrk+lewvr4e69evx/Dhw9V5oihi+PDhWLt2raU2+vbti3379uHAgQOQZRkffvghTjrpJNP1p06diqqqKnWya8IjCIIgiJTAhOSnDOfCCy/ECy+8AAA4ePAg+vfvj8ceewyjR4/G008/7ahNroXTzz//DEmSUFRUpJtfVFSEPXv2WGojKysLs2bNwqBBg9CjRw8cf/zxOP/8803Xz83NRUFBgW7yCwksZW46ibGUWdOcHFdjdNNlOnbezkUw21aMAGTX3Etqm+E++zG5ehzhc2M0OUG5Po6uU5LHGgCLmaz3W9ZNqew3kRo+//xzNTnsH//4B4qKivDDDz/ghRdewBNPPOGoTc9cdUr5Ah5I5A70GqoSnnp47psV/BiXLl1jehKhFQONabw/t0WjW2n2fmTBAe644Xgj2QDvNIg8SZra2lo0b94cQCjuecyYMRBFEaeddhp++OEHR2169ivCXLgirVu3RiAQwN69e3Xz9+7di+Li4qTbj0dlZSVKSkpspSgSBEEQRMpgLkwZTteuXfHGG29g586d+Pe//41zzjkHALBv3z7HHiVbwqmhoQFZWVn45ptvEq67adMmdOzY0VGnFHJyctC7d2+sWLFCnSfLMlasWIEBAwYk1XYiKioqsGnTJqxbt06dl8rA8EyscZRK12MqkZngW2C4lf1KEDLGPejEFaQlWZcUb7jtclOIdr0lkwnnphvOKtEuuEx1wynB4clMmc60adMwefJkdOrUCf3791e1w/Lly9GrVy9Hbdpy1WVnZ6NDhw6QJCnhukoWWyIOHTqEbdu2qX9v374dGzZsQKtWrdChQwdMmjQJ5eXl6NOnD/r164d58+ahpqZGzbLjGd4LUCrwnClIsU2EEXZKFJhhJC54cuWlQtzx4H5T20iyL05dcW5n8PE8tl1j5Pe//z3OPPNM7N69Gz179lTnDxs2DBdddJGjNm3HON19993405/+hBdffNGVKtyfffYZhgwZov49adIkAEB5eTkWLVqESy+9FPv378e0adOwZ88elJaW4t13340JGHebyspKVFZWWhKJBEEQBOELpNMM6dChAy644AJccMEFGDp0aEx4T79+/Ry3LTCbwUi9evXCtm3b0NDQgI4dO8YMlvv555877gyPVFdXo7CwEDs3H4OC5vbeRlNZ9DKpfdm0ODl9P3PipnNicXLeP2sWjCOaIGo7Ljor7du1eFh11VnBSnC4nTpOdixsyQSmJ2t5sout8fA4cQm6OX5aOluX1P17OJZdzW8yhp3yI6qqqjzLylaeS+3/Mh1ifp7jduTDR7Dz2pme9tUv/vOf/2DZsmVYtmwZ9u/fj7KyMlxwwQUYOXIkWrRokVTbti1Oo0ePTmqHRHwytUo477FN6eZGawzFNq3ihtvODryIoWh4E0eAO24rv7PhyPWWngwePBiDBw/GY489ho0bN2LZsmV48skncdVVV+H0009XrVGdO3e23bZt4TR9+nTbOyEIgiAIwmWSzYxrJJqwe/fu6N69O6ZOnYo9e/bgrbfewrJly/CnP/0JnTt3xsMPP4yRI0dabs/3IVcyFardlDypDAz3Ej+tWeliSVOsAk5ddlprS6pdd6nCTYtSNDy43xSSsTD5bV0SBQZBSOUPlxCektm+cVFcXIyJEydi4sSJqK2txb///W/k5ubaaoOEkwmpDg7n3ZXllFQeV7qPS+dXRhdPhS+TFVBArMBIFyHlpTAC3C3gyINIAvwVSmJKBRJhly1btmDNmjUYMmQInnjiCVx99dUoKSnRrdOkSRNHmXX8/GJyhlEdJyvIYNyXIUjl8CpOkFjqrE2ZVOOIMMaNekRu7Tve5DZu1iFyWk9Ji9+1lZIZmkVBFJg6cQEVwDTllltuwY033og333wT+fn5uPrqq11rmyxOBEEQBJGOUIyTKYIgoLS0FLfccgsA4PTTT3et7aSFkyRJ+Prrr9GxY0e0bNnSjT4RFsnU2CYn8Oqmc9ualU7ZdMobvZNzEBBkz1yIqbY6eYkXFa0zIRNObYdccY2WgoIC3HjjjerfgUDAtbZt/zLdeuuteO655wCERNPgwYNx6qmnon379li1apVrHWtMUAmCxo0EkauK1bzA+3AXqcTITZXsYLlmkxN4GN6EB1dcyofzYULyU4YydepUNVPuyJEjuPzyy11r2/av9T/+8Q+1bPlbb72F7du3Y/Pmzbjttttw9913u9Yxv6FBfgmCIAieYSz5KVMpLS1VP+fl5eG6665zrW3brrqff/5ZLV3+z3/+ExdffDFOOOEETJgwAfPnz3etY35TUVGBiooKtUJrIqj8QPLQuHSZs38tAbCk++NGth3PeG1Vc7OIY7JuOMD/sgEKbrjjfC2ISjFOlli3bh1WrlyJffv2QZb112vu3Lm227MtnIqKirBp0yYcffTRePfdd/H0008DAGpra131ITYGyJWVPI3JicNDfJPy0LQz9IqbaB+46SSiUuFu9KLCNYkkPbxWjSfMmTVrFu655x5069YNRUVFEITI76j2sx1sC6fx48fjkksuwdFHHw1BEDB8+HAAwCeffIITTzzRUScIgiAIgrBJsnFKHLyMec38+fPx/PPPY9y4ca61aVs4zZgxAyeffDJ27tyJiy++WK24GQgEMGXKFNc6lk7wXrcJoKBwLU7dRrIHh9VYgsKTybAzbdPEkpFKS5Sfgeu8ud8UuKpCnuFWJoGFpmS2z3REUcQZZ5zhapuOyhH8/ve/j5lXXl6edGeIxFB8E//wFF/EG14IqJh9ZFAWHq/uNwUSSQTv3HbbbaisrMS8efNca9O2cLrvvvviLp82bZrjzvBEqodcIQiCIAhbUHB4QiZPnoyRI0eiS5cuKCkpQXZ2tm75a6+9ZrtN28Lp9ddf1/3d0NCA7du3IysrC126dMkY4WQ3q84uVLspeejdMH1xI9Muk/DCsgTwZ10CXCqw6ZKPyU0Lk3JcXl1LQyjGKSE333wzVq5ciSFDhuCoo45yHBCuxbZw+uKLL2LmVVdXY9y4cY4Gy0tnqARB8qRLCQIv4pus75u/HzcRctKZdalw2/GGlw/VTBVJCjy54lIqjoikWLx4MV599VW1GKYbuBJFWVBQgJkzZ+Lee+91ozmCIAiCIBJBg/wmpFWrVujSpYurbbqWflJVVYWqqiq3mstYJDDus854RwafbjoJgmXriVfDrNjpAy8kO9wHT8QbysS1IOio4U2cDHMS02+XhnIB3Lme2qFP3BgCxY2hULi8T0k4JWTGjBmYPn06amtrXWvTtqvuiSee0P3NGMPu3bvx4osvYsSIEa51jEieTI1tSiV+uuh4x4timNqHEo8CMNUPTTfdbwpuZh3yFK8EkCuOiOWJJ57Ad999h6KiInTq1CkmOPzzzz+33aZt4fT444/r/hZFEW3atEF5eTmmTp1quwMEQRAEQTiAsuoSMnr0aNfbtC2ctm/f7noneCRROQIKDE+edAkMJ/wh0Vt/0uPfcfbUaAzWJQWes+LSCsqqS8j06dNdb9NRAczGgNvlCKj8QPLwGNcE2H+A81YtPNkBdP0avy4tH3TwRiABmS+SAD5dcdHH5+bxJoIqhxvDGHOl7IAZloTTmDFjsGjRIhQUFGDMmDFx13VSTIogCIIgCMINunfvjmnTpmHMmDHIyckxXW/r1q2YO3cuOnbsaGvIOEvCqbCwUFVvXhSDTCcy1UWXStLBRcdLUDiPNZzMcKO2UybhlWVJwe2hZXga+kSBV1dcKq1KcaEYJ0OefPJJ3HXXXbjhhhtw9tlno0+fPmjXrh3y8vJw4MABbNq0CatXr8bGjRtx44034vrrr7fVviXhtHDhQsPPhDXSIeOMVzeYAu/9I0L45bbzC6/FkQKvIkmBN7HkyRh/vIglIiHDhg3DZ599htWrV2Pp0qVYsmQJfvjhBxw+fBitW7dGr169MHbsWFx++eVo2bKl7fYpxokgCIIgiIzjzDPPxJlnnul6u5aEU69evSwHWjmpiUC4R6YGhqcSO246O65A3oLCvURrickE61OqLEuA+9YlgF83FbnikkNAksHhrvWkcWFJOGnrIBw5cgRPPfUUSkpKMGDAAADAxx9/jI0bN+KGG27wpJO8kKnxTal6JKRDbFNjJiDIjjPr4pEOIiqVwkjBC4EE8Csg3BRJkTb5PNaUQeUIfMGScNLWQbj66qtx88034/77749ZZ+fOne72jiAIgiAIgiNsxzi98sor+Oyzz2LmX3HFFejTpw+ef/55VzrmN4kKYFqBajclDwWFZxZmlh0vLFF+WJHMSAfrkgKvViberUtK/1JaX4yy6nzB9q9Vfn4+/vvf/8bM/+9//4u8vDxXOsUDFRUV2LRpE9atW5fS/cpgGVmGIB3cdDKzHt/k9WC6MhN8KUXgxiCvTjAbuDaZyS+iB8x163x6MWiwW4Pphvonx0zJ4tWxuoEXAzjbhgb59QXbFqdbb70V119/PT7//HP069cPAPDJJ5/g+eefx7333ut6BwmCIAiCIKxSXV1ted2CggLb7dsWTlOmTEHnzp0xf/58/O1vfwMAnHTSSVi4cCEuueQS2x1IF0JWoMwKpOPHkWEM7/2zSmPKpmtMeG2Z47nWkgKvrjgFt4+Zt2F+eB9y5Z133sF9992Hr776Cnl5eRg8eDDeeOMNdfmPP/6I66+/HitXrkSzZs1QXl6O2bNnIysruUpJLVq0SFgJQBmWxUk4jqPeXXLJJRktktyA4pvSC14qhfOCVxl26Uaq3JZePZB5jVeKtMlv3BJvIskQjmOcXn31VUycOBGzZs3C0KFDEQwG8c0336jLJUnCyJEjUVxcjDVr1mD37t0YO3YssrOzMWvWrKT2vXLlymS7HxcqgEkQBEEQ6QinwikYDOKWW27BnDlzcNVVV6nzS0pK1M/Lly/Hpk2b8P7776OoqAilpaW4//77cdddd2HGjBlxx5hLxODBg5PqfyJsv1JKkoRHH30U/fr1Q3FxMVq1aqWbCGekMihcRmprN6UqMNzrgG3tfhoDfgWK+4FRQLeXmXBeBBa7Geit4FWgdzoEfDcmqqurdVNdXV1S7X3++efYtWsXRFFEr169cPTRR2PEiBE6i9PatWtxyimnoKioSJ1XVlaG6upqbNy4Man9R/PRRx/hiiuuwOmnn45du3YBAF588UWsXr3aUXu2hdPMmTMxd+5cXHrppaiqqsKkSZMwZswYiKKIGTNmOOoEQWhJpbDLNLz40fdaSKSSVAokwDuRBMQKpWThPSsOcP+YgfQWS0qMUzITALRv3x6FhYXqNHv27KT69f333wMAZsyYgXvuuQdvv/02WrZsibPOOgu//vorAGDPnj060QRA/XvPnj1J7V/Lq6++irKyMuTn5+Pzzz9XRWFVVZVjl6Bt4bRkyRL89a9/xe23346srCz88Y9/xLPPPotp06bh448/dtSJTEICS1kckMRYyuKbUnlcTkhFCQInZFpgOO8iykwYparPXqaoeyMa3BNJkTa9K5fgFl5cI18EmFI5PJkJwM6dO1FVVaVOU6dONdzdlClTIAhC3Gnz5s2Q5dD9dPfdd+N3v/sdevfujYULF0IQBLzyyispOz0A8MADD2DBggX461//iuzsbHX+GWec4XiIONsxTnv27MEpp5wCAGjWrBmqqqoAAOeffz6VIyAIgiCINKOgoMBSWv7tt9+OcePGxV2nc+fO2L17NwB9TFNubi46d+6MH3/8EQBQXFyMTz/9VLft3r171WVusWXLFgwaNChmfmFhIQ4ePOioTdvC6dhjj8Xu3bvRoUMHdOnSBcuXL8epp56KdevWITc311EnGjuZOC4dkNqil0TqiWfBcTsjj0cLl9eWBfezxPjOilNIl+w4Llx7KQ4Ob9OmDdq0aZNwvd69eyM3NxdbtmzBmWeeCQBoaGjAjh070LFjRwDAgAED8OCDD2Lfvn1o27YtAOC9995DQUGBTnAlS3FxMbZt24ZOnTrp5q9evRqdO3d21KZt4XTRRRdhxYoV6N+/P2666SZcccUVeO655/Djjz/itttuc9QJwh6ZWn6Av0dj+qL8qPsVyM6j0EmGdBNJCukglrwc/iRd2nUKr3WcCgoKcN1112H69Olo3749OnbsiDlz5gAALr74YgDAOeecg5KSElx55ZV45JFHsGfPHtxzzz2oqKhw1QgzceJE3HLLLXj++echCAJ++uknrF27FpMnT3bsJbMtnB566CH186WXXoqOHTtizZo1OP744zFq1ChHnSAIgiAIInOYM2cOsrKycOWVV+Lw4cPo378/PvjgA7Rs2RIAEAgE8Pbbb+P666/HgAED0LRpU5SXl+O+++5ztR9TpkyBLMsYNmwYamtrMWjQIOTm5mLy5Mm46aabHLUpMGbdfNHQ0IBrr70W9957L4477jhHO0wXtIP8/u9//8MPm9uhoLm5+yEZy4xdV10yFie7759Ojsupi87Ju3EyQeFOqWHW3zecBoe7NU5dYymd4BapsCg0ZusS4OXx8+HiO/SbjD7d96KqqsrRcB5WqK6uRmFhITpPmwUxiTFi5SNH8P19f/K0r7xQX1+Pbdu24dChQygpKUGzZs0ct2XrVz07Oxuvvvqq452lE6kY5DdTazc5gee+pTO8uRZ4wstSAQpe1FZScLt0QKTd9Coh4GZf0640QbKlCNLkMN0gJycHJSUl6NevX1KiCXBQjmD06NG6sWYIgiAIgiB4pKamBvfeey9OP/10dO3aFZ07d9ZNTrAd43T88cfjvvvuw3//+1/07t0bTZs21S2/+eabHXUknaFx6dKLVIxLx1P9Jr8Dxf0m1daDxu6KAyjgO2VwOuQKT1x99dX4z3/+gyuvvBJHH310wsF/rWBbOD333HNo0aIF1q9fj/Xr1+uWCYLQKIWTE6gEgQv7aqRCwCkBsIw9Z349/LwSSYA3QinUbuONW/K6XVEITSmDhFNC/vWvf+Gdd97BGWec4VqbtoXT9u3bXds5QRAEQRDO4LUcAU+0bNnS9XF0+fEnEI0S3oPWtaRqEGEvSavAVwOMgoJTeTxeBXoD3gR7p2pAYTfx6rp6NxSOD5YmwjL3338/pk2bhtraWtfatG1xIiJQbJM/+FGCINPQPjx4EoM8iTov3XBAerniAIpb0kIiKX147LHH8N1336GoqAidOnXSjVcHwNF4dSScCIIgCCIdoRinhIwePdr1Nkk4pRgKCk9PeLLKuI3R27nbx8uTJcmIdLUuRdrnfxgUBbIyEakiGAxCEARMmDABxx57rGvtUoxTGpCpbrpUCrt0c9N5ETtiB7NYIqcTT3hZlFKLF8UpQ+16H7fkJl7eC94WL+U/fimZ4pfJBpanA1lZWZgzZw6CwaCr7ToSTh999BGuuOIKDBgwALt27QIAvPjii1i9erWrnSMIgiAIIg4siakRMHToUPznP/9xtU3brrpXX30VV155JS6//HJ88cUXqKurAwBUVVVh1qxZ+Oc//+lqB3mF9wDqVEF1m2Lhqfgl4b0bDkg/V5wC1V+KwKtViUiOESNGYMqUKfj6668Ni3ZfcMEFttu0LZweeOABLFiwAGPHjsVLL72kzj/jjDPwwAMP2O5AYyFTY5ucwHv/tKSLWGvspNKtSSIpFi8FDYmlOFBweEJuuOEGAMDcuXNjlgmCAEmSbLdpWzht2bIFgwYNiplfWFiIgwcP2u4AQRAEQRD2oQKYiZFl9190bPsUiouLsW3btpj5q1evdjxgHmGMxFjKAsMlMK7dj8nUbkq3wHAtfgaI80wqgru1eBXoHWnfq+KM6RfwHd2+m3gd8B0Ag8jx72hj58iRI660Y1s4TZw4Ebfccgs++eQTCIKAn376CUuWLMHkyZNx/fXXu9IpnuFdYFAJAiJTMMp+S4VQiq7gnS5ZcQrpXNE7HSt7+5o9mkxgeCMJEJckCffffz+OOeYYNGvWDN9//z0A4N5778Vzzz3nqE3bwmnKlCm47LLLMGzYMBw6dAiDBg3C1VdfjWuvvRY33XSTo054yZYtW1BaWqpO+fn5eOONN/zuFkEQBEEkBZUjSMyDDz6IRYsW4ZFHHkFOTo46/+STT8azzz7rqE3bMU6CIODuu+/GHXfcgW3btuHQoUMoKSlBs2bNHHXAa7p164YNGzYAAA4dOoROnTrh7LPPTmkfUhkYzjMUFO4MxXIgM3765Db+1qzy/s5Mx4BvID2z4wDvg765qU1GweEJeeGFF/DMM89g2LBhuO6669T5PXv2xObNmx216bhyeE5ODkpKSpxu7gvLli3DsGHDYtIReSRTi17ahcaliyAKLO3Fk98xW+kskhTSrYRAqtpvNGKJsMWuXbvQtWvXmPmyLKOhocFRm5aE05gxYyw3+Nprr9nqwIcffog5c+Zg/fr12L17N15//fWYsWUqKysxZ84c7NmzBz179sSTTz6Jfv362doPALz88ssYO3as7e0IgiAIgjvI4pSQkpISfPTRR+jYsaNu/j/+8Q+UlpY6atOScCosLHTUuBVqamrQs2dPTJgwwVCgLV26FJMmTcKCBQvQv39/zJs3D2VlZdiyZQvatm0LACgtLTUsqb58+XK0a9cOAFBdXY01a9boak8ZUVdXpxb1VLZTsGuZydTaTRQU7h/R1gbeLFB+W5SMSGcrU7q64lLVvpdWpnSwMFE5gsRMmzYN5eXl2LVrF2RZxmuvvYYtW7bghRdewNtvv+2oTUvCaeHChY4at8KIESMwYsQI0+Vz587FxIkTMX78eADAggUL8M477+D555/HlClTAECNYYrHm2++iXPOOQd5eXlx15s9ezZmzpxp/QBcJlNddOk0Lh1P8U2JSLWQ4lEYaUlnkaRAYskccscRdrnwwgvx1ltv4b777kPTpk0xbdo0nHrqqXjrrbcwYMAAR23azqrbvn07tm7dGjN/69at2LFjh6NOmFFfX4/169dj+PDh6jxRFDF8+HCsXbvWVlsvv/wyLr300oTrTZ06FVVVVeq0c+dO2/0mCIIgCM+hcgSmPP744+rngQMH4r333sO+fftQW1uL1atXY8CAASgrK3PUtm3hNG7cOKxZsyZm/ieffIJx48Y56oQZP//8MyRJQlFRkW5+UVER9uzZY7mdqqoqfPrpp5ZOUm5uLgoKCnQTEYHGpuObeLWP3Jh4wut6S6F9eFtjSMHrc5wJNZgysg5TspBwMuVPf/oTXnjhBcNlNTU1OPfcc/HLL784atu2cPriiy9wxhlnxMw/7bTTLLnM/KCwsBB79+7V1XBIRGVlJUpKStC3b18A9uOVMjW+yS4y+O6fFgkCiTVOSYVIiuwrdSIpFVW9vRRLXuC1UALSXCwRlnjxxRdx7bXXYtmyZbr5hw4dQllZGfbv34+VK1c6atu2cBIEAb/99lvM/KqqKkeD5cWjdevWCAQC2Lt3r27+3r17UVxc7Oq+oqmoqMCmTZuwbt06T/dDEARBEE6gApjm/P73v8eTTz6JP/7xj1i1ahWAkKVpxIgR2Lt3L1atWoWjjz7aUdu2hdOgQYMwe/ZsnUiSJAmzZ8/GmWee6agTZuTk5KB3795YsWKFOk+WZaxYscJxUBev0Lh0EZxafngZly4VAcqZTqqsS6F9kSvOz/ZT4Y4DUmNlEuHgoZoM5KqLy9VXX43p06fjwgsvxKpVqzBixAj89NNPWLlypZpx7wTbBTAffvhhDBo0CN26dcPAgQMBAB999BGqq6vxwQcf2O7AoUOHdIMGb9++HRs2bECrVq3QoUMHTJo0CeXl5ejTpw/69euHefPmoaamRs2ya8xQCQIiE0i10Ez3rDgFL48jncsIaEmFKy6lQikKKkeQmDvvvBO//vorhg0bhk6dOmHVqlU49thjk2rTtnAqKSnBV199hT//+c/48ssvkZ+fj7Fjx+LGG29Eq1atbHfgs88+w5AhQ9S/J02aBAAoLy/HokWLcOmll2L//v2YNm0a9uzZg9LSUrz77rsxAeNuU1lZicrKStvuR96HV8nUEgTJQrFN3uKnFS4lD880LyGQin2kQiylKmbJT7FEWCO6LmR2djZat26NW265RTffbtFuABAYS2HhoDSkuroahYWF2L75aDRvnvjr4lQ4OXHTOXkUORVOTixOTh+VfgyzYmefR1jAQnv006qFhFNykHCyBg/C6bffZPQo2YeqqirPsrKV59JJFbMQyI1fmzAeUt0RfFv5J0/76hdWvVJO6lRasjh99dVXOPnkkyGKIr766qu46/bo0cN2Jxo7qSx6yTPJWH14iG3SogiFxiqgMl0oAektllJ3jrxtP9NdcQlJNk6Js99NN/GycLcl4VRaWoo9e/agbdu2KC0thSAIMDJUCYLgemZdupCp5QcotolIhN/B8JlgUQLSu6K3lkwYBoVrsUT4jiXhtH37drRp00b93BhwGuNEEARBEKlACE/JbE/Yx5Jw0o4q/MMPP+D0009HVpZ+02AwiDVr1sSMQJyuVFRUoKKiQvUlewGNS+fCvpI8LK+DwgOQM8Zd57dlKdSH1N3H6eyKS9U+GkvcEreQq84XbN8rQ4YMwa+//hozv6qqSpcdR3hDprrpMjmrLRW1iNzCqEK3X/1P1XAngPfVvBVScSxU2ds6InyovUSkPbbLETDGIAix35hffvkFTZs2daVTBEEQBEHEh+o4+YNl4aTURBAEAePGjUNubq66TJIkfPXVVzj99NPd72Ea4CQwnNx0jQ+t1cYv9x3vlq9McsUBFPBth0afIecEctX5gmXhpMT5MMbQvHlz5Ofnq8tycnJw2mmnYeLEie730Cd4Cw7n+3HnD6mq2+QFRgImWTHFuyiKJtNEEpAZcUsAVfZ2SkAITURmY1k4LVy4UC1B8OSTT6JZs2aedYoHUhEcThAEQRBJQVajlGNLjDPGsGTJEuzevdur/qQVMhj3Q6w4QWKpCwx3OqBvJhIvMNvKxDOpDPRW8DrQG0jNAMHR+/GKVAR9A6kdbDcV1ibFyuSHpUmJcUpmIuxj674SRRHHH388fvnlF6/6k/FIjKUsvkkCS1l8kwxyJxIR/BRJqRRLXpIpYillmZFoHGJJB3NhImxj+x576KGHcMcdd+Cbb77xoj8EQRAEQRDcYrscwdixY1FbW4uePXsiJydHFyQOwLDGE5EcVLtJD2/j0jV2UhnkrSUTsuJSuZ9MCvhWSHXgN29QOQJ/sC2c5s2b50E3+CNRVp3d2CYqP8APFFPlnEwWSQokluyTidW9eRRKMVA5Al+wLZzKy8u96Ad3UFYdQRAEQRDR2BZOWo4cOYL6+nrdvIKCgqQ6RETIVBcdkR74ZV1SICuTMzKlWKUCWZnMIVedP9gWTjU1Nbjrrrvw8ssvG2bX8VIw0m1W1hajWZb+W2WUAh4wuBNFw/WMZZFZWrkY54fKrC19u/G/IUZ9TGZ/dvefCLcfosmk7+cJ6XWP+y2AEpEqd5JVeDpfPFW65klUBDhwt5tdm+xU9o1cdb5g+3t555134oMPPsDTTz+N3NxcPPvss5g5cybatWuHF154wYs+EgRBEARBcIFti9Nbb72FF154AWeddRbGjx+PgQMHomvXrujYsSOWLFmCyy+/3It++o4EEQ0soLdUGL1YMANLhmCgT82UvkGbAciQDRYoViiJGetfrWXIKCBa+2Ytm2hoI0uU2f6i96nbxuQtzOrbvcwMjj8JK1T08Ca8F5C0C09WEy28WZcA/s4VWZmM4dnK5BtkcfIF28Lp119/RefOnQGE4pmU8gNnnnkmrr/+end7xxEyAIkJkBAAEHLJKQJC+9BVBIioFRAWxJQiUAxFienvRXy3nlFbicQUkFhQxXPrRe8zkVsvkaCLR7SYSlZIpat44u3BHw1vYomn88XTg5hEkjE8XaNoKMbJH2zfE507d8b27dsBACeeeCJefvllACFLVIsWLVztnJ9UVlaipKQEffv29bsrBEEQBEFwgm2L0/jx4/Hll19i8ODBmDJlCkaNGoU///nPaGhowNy5c73ooy9ElyNoYFnIYlmqBUVmGisRArFB4Zo/ZYh6CxRCWWxaC4fWkhVD1CylD9HuJsA/t56ZFSqR1ctwG83+7VgHtBYoJ9Yn7fnk1frEk7XECN6sSwB/54wnCwZZmYzh6RrFhVx1vmBbON12223q5+HDh2Pz5s1Yv349unbtih49erjaOZ5oYAHkQoDMQgJHBFMftAFBVqtZm4opoxvUaYyUQVvJiCnAmVvPDTHltYhy6r5Tr63PAoq3h74RvIklns4ZTw9gEknG8HSN7CIwBiGJ4srJbNuYsSycZFnGnDlzsGzZMtTX12PYsGGYPn06OnbsiI4dO3rZR4IgCIIgoiGLky9YFk4PPvggZsyYgeHDhyM/Px/z58/Hvn378Pzzz3vZP26QIKKeZakWCAnQuO0CEVeYiRXKyBVnFFxuyQplMUvPzAql7C/VViirGXpWM/OsWBaSdd+lGp6sJUbwZl0C+DtnPFkwyMpkDE/XiEg/LAunF154AU899RSuvfZaAMD777+PkSNH4tlnn4UoZv5tGGQByEyAHBZAYlRWnVIS0UxMaWOjgCgRoRFClsRUEiUPAoJs6s4DYsVUdOHNRG62eK41K0LKyj6s7MsIJ+47r112vD30jSCxZA5Pv3w8iSQFHsQST9fIbSirzh8s31M//vgjzjvvPPXv4cOHQxAE/PTTT550jCAIgiCIODAXJsI2li1OwWAQeXl5unnZ2dloaGhwvVM80sACaAgHhgMha0nEShNQrRhmVihtUDkQa4WKsb5EWaG8LLwZzwplN0MvnisvngUqldYnmQm23XZu1HnixUoSD7IuxYc36wVPViYerEsKvF0nIrOwLJwYYxg3bhxyc3PVeUeOHMF1112Hpk2bqvNee+01d3vICQ1MjBJOguGD30xMaWOjgFgxpY2NAgzElFYEuZmhZ9CenQw9O668eELKrogyal+7HyviCfAu7omnh70ZJJISw9MDmCeRpEBiSU9AEBAQUndOyFXnD5aFU3l5ecy8K664wtXO8ERlZSUqKyszdtBigiAIIs2hrDpfsCycFi5c6GU/uCOmAKacZWBxYrq/AWPLSchKEwkqB6Lcb7rhWTTvTZoXl0QZeomsUKrFS5Nlpmwf3ed4LrjoIpF2XHnxLFB2rU9K+4ky8Ny0PEWOPSKmebOQJIKsTPHhwWqhhScrE1mXjEmlhYngA9sFMBsr9XIWAnKkcrjIRMiah3ZEOIUeAqIgQwoLLW3lcCn8jNCKKW38TLy4KAB6lxzTxhMlEFMOXXlGY+iZiSgFM1dePCHlVEQlk+WnxU7cE08P+kTwJpR4PHe8PIRJJMWHh+vEm0giV50/kHAiCIIgiHSEXHW+wIOITwuUrLoGOTyxqEnOUt151qYsSBAhQdTNV+bVsyxITIQUDkqXIUCGEFpHnZ+FBpYFGaI6SUyITOG2JIiQWeykXa6g3R6Arm3F+qPsX2vtMWortL2gTtGYjZsnQTAsrqntg+F2UX2y2q7aPhN0BTPTEVHQT34SAIuZ/EY0mPwiIOgnvwlAUCe/4es6CSkP+s4E/ve//+HCCy9E69atUVBQgDPPPBMrV67UrfPjjz9i5MiRaNKkCdq2bYs77rgDwWDQpx5bhyxOFqmTsyDKWaorTGSy6toJIPJZEQii5gEuC7LqylMeHjKgm6cIArO4qHjFNs3iotx05VmNh4oubWDmwgttzyxn4dl13yUaAy9T8FscRcODOFLg8a2QB4EE8OWK4+k6paM44tXddv755+P444/HBx98gPz8fMybNw/nn38+vvvuOxQXF0OSJIwcORLFxcVYs2YNdu/ejbFjxyI7OxuzZs3yu/txIeFkkSALICgH1LgmURA0IkhQY3mUAPJoMaUIKbO4qEgMlHFclFGZA+UZZWX4FxVtXJOdEgcJ4qHMYqHMRFToWCLnLXrb6H6blRiIFpzRbZnFPbkV75RKSCQlhq+HsN890ENiyZh0FEsqjIWmZLb3gJ9//hlbt27Fc889hx49egAAHnroITz11FP45ptvUFxcjOXLl2PTpk14//33UVRUhNLSUtx///246667MGPGDOTk5HjSNzfg6f4lCIIgCMIiSnB4MhMAVFdX66a6urqk+nXUUUehW7dueOGFF1BTU4NgMIi//OUvaNu2LXr37g0AWLt2LU455RQUFRWp25WVlaG6uhobN25Mav9eQxYni9TLAYhylmoFEoVIzIYoaNx2WiuTYpHSWDBUi5Qg66xQYtTboAxm7MoTZNX646YrT2s9Uq1bJtsZlTawa31S2klUTNMo887M8hQv687MDWhmNfG6QKZVyMpkDk9vfbxZlwB+LEx8XSc+zglvtG/fXvf39OnTMWPGDMftCYKA999/H6NHj0bz5s0hiiLatm2Ld999Fy1btgQA7NmzRyeaAKh/79mzx/G+UwEJJ4vUyVkQNMIpIDD1Qa8TTiZiSmQRwQXoxZTWlaegFVPRrjydiILelWfkfjNz5VkRUdFtRW8XLaICAjOMQTIrZ2AUA2XkvrNTusBO3JPVek+pgESSOTw9fBV4Eku8iCQFnq5XRosll7Lqdu7ciYKCAnW2doQQLVOmTMHDDz8ct8lvv/0W3bp1Q0VFBdq2bYuPPvoI+fn5ePbZZzFq1CisW7cORx99dBKd9h8STgRBEASRhgiyvn6yk+0BoKCgQCeczLj99tsxbty4uOt07twZH3zwAd5++20cOHBAbfepp57Ce++9h8WLF2PKlCkoLi7Gp59+qtt27969AIDi4mL7B5NCSDhZpE7KBqRsZIkhR5gIplqMREFGtmLRUVx5EBAIB97JggxRiM6qM3blKUQHlGtdeWqRTZOsPG0geah/LMpiFLE+KceiCyQ3yKbTudniZeNFbRvP+mQWPG7kvjPLvjOyGNl128XDK5cdb9YlBbIyGcOTdUmBJysTL9cqo61LHNCmTRu0adMm4Xq1tbUAAFGMKqgsipDl0O/vgAED8OCDD2Lfvn1o27YtAOC9995DQUEBSkpKXO65u5Bwski9HIAgBxAMP3yzBFkT7yRqsu28deUFBFmVBFZdeWDmpQ0AxAz5YiailL6qyyGrcVCixv0WactYRCWKgXLqvrPqtjPCysDAycKbWCKRZAyJpPjwdK0AvsSSCCEmXtVTOC2AOWDAALRs2RLl5eWYNm0a8vPz8de//hXbt2/HyJEjAQDnnHMOSkpKcOWVV+KRRx7Bnj17cM8996CiosLUVcgLvH0HuKGyshIlJSXo27ev310hCIIgiBjcyqpzm9atW+Pdd9/FoUOHMHToUPTp0werV6/Gm2++iZ49ewIAAoEA3n77bQQCAQwYMABXXHEFxo4di/vuu8+bTrmIwJhHhRwyBGWQ36HvXIecZjnI0mTVZYmKWy7itkvkyrOalSfCuMBmQJBjss8CGutXQGN9UpdHzVMsOlr3kzJPa8XR7kcdow96K1L09tpjjJ4fMPiW6tuL7rcctW7s9kZuNyNLSrTlyep26vaavhcI9abrRdZPuErKIQuTOTxZmXiyLinwcr14sy4Z8dtvMo47cTeqqqosxQ05QXku9bvwAWRl5zluJ9hwBJ++eY+nfc1EyFVnkbpgFuRgVkQsCQxZcqyIStaVly2EhZdJgU078VBmVcqV77t2wGElk05ioqkLLzRPs2MrxTTjFNGMdt9Fu+Ci45+suu2sEC9bz7DcQZyimDyKJAVexBIvD16ARFIi+LpW/JyflLrgrMJpAcxMh4QTQRAEQaQhybrbOBwgIS0g4WSRI8FsMCkLkhLEDYZg2MqUJco6SxMABAVR58oLxnHlZYsSRDUDL5LFlWwguc7KpcwDYixSEIytT0aZeImKacYLHo8O/paYoBsDzyjrTkFb88nM8hSxVMUGeptl2jmBVwsTL9YlgDerhd890MOTlYmn66TAi5WJSwsTwQUknCzSIAfAgpFBfgOijEBYLEiyDEEVRhoxJYvqZ63IAUKiR3HbaYWP1pWXpbjtHJY20A44bCSiFDEksYBORGkrk8cbF89QRMVx30Vn3gUgGxbO1AqoaPGkbBd93NGYlSnQtq/sA4h12fEkQuLBUz95eQjzJJRIJMWHF5EEpKlQ4jSrLtMh4UQQBEEQaQi56vyBhJNF6hqywIIBSGLY4sQEBMIWpaDAEBAVK0nYVSdHrExZTNa58ADFCqUJ6NYEkgMhl58kRKwximUlS5R01qfQNuaB5KHlzNj6pAsYN6kDpViQjIK/LQSP6wpoRn9JTdaNFzCutoXYgHG7Ad92kZm/b6RkXTKGLEzm8HWd+Do3QJpambRQcLgvkHCySEODCNaQpQqkgChCVD8zBGRBnR/6P+K+k2RZFw8FhLLvzOKhAEAWJVVEiWBqbJQsCzoRBQABxkxFlLK9mYgCDDLxtK64OBl4lmKgDFx32kGEde67qKw7CKKp2y4arWBMvG5svJOdAYVTAU8iSYGHhzBPIgngSyjxcH0USCQRmQwJJ4IgCIJIQ8hV5w8knCwiNQSAhgDksEVJCkRcbaIYcdWJiitP1LipogLJAUDQ1H6KDiQH9BaULFGCLEesR1rrU/S8aOsToIxlF5uJZmwlkiGFx7CTwQwz8BK573Tjy4Vf8kRNILjW8pQo6w6CudtOm2kXTey6/Ad889Q/vqwXfvcgAlmYzOHJytRorEsUHO4LJJwsIjcEgPoAWCAsbCQRgiKWAgySKqIirrxAeF1tPJSkKaCpjYfSCqbQPNHQradztSUQVkaZeNmQ0BAet87Mfae6rAwy8KLdd5FimRr3ndXCmRay7hTMyhWYxTsZoXW/2cmwU7ZxExJJxpBIMoanawSQSCIaNyScCIIgCCINIVedP5Bwskq9CJYjQpYU3xODEH49liUGMaC46kLzpKiAca0lCghZNbSB5FrrExBbVFMWNdahsKXILGBcsT4Z14ESkB1l3YoXPB6dgRfjvouu3ySIpkHjiiVHsfaYZd0ZBYwnqvMUXSBT5y6E/SFZ3IQn65ICDxYMsi7Fh4drpMCThQngy8oUfe+ktG8yC03JbE/YhoSTRYQ6EUK2CARCNxoLRG5YJgIsLKjk8HJBZGCBiIjSxkMBQFYgUlYgIAs6EQWEyhqoQkMUDEWUVvhoRZTi1lPKGWQLsl4AhTWEUQxUNiSoP9laV516IqLcd9GuOCabxj4hSsTIUcJIHZtOI6AkA5GVqFxBIrTxTkYuu2ThTSjx9QD2uwcReBJLfF0jfs4LwLdIIhonJJwIgiAIIh2h4HBfIOFkEbFBgFAvgolKQSOGcIx1yPoUfpVmiulTiFichABTLU2KS0+WBV0GXpYSSK5x75lZn7QB5EDIradzu4WtT1nhN0dZEJGtjJHHmDoeXrbSpiZ4XGkDMB++BWIwfOBibGZevHHvotYNCLKh205BW+cpdB4iBUFDfdLXY4oXKJ6otpMWo3XjZeXxZGHiy3Lhdw8i8GQp4OkaKfBkZeLJwgTwde9EIyDJGCfXetK4aBTC6fHHH8ezzz4LxhiGDx+O+fPnQ7D5QyEeESAEBLDwGWMBISSYgNCorwGNoEJITCmxRpCYLhsPCAkoQVSKXQqQZL2rLisgm4oobRwUEBI1RjFKinsuS5TU2KwsUTL0yStuQ4j6MfBCrrvwAgAQZDTIWWr72tgntS2z0gXRFcej456isu205QogRJUpAHRCK168U6hfLCobL3q8P+uDAPMklAC+HsQ8iCWeHnQ8XRsFEknm8HTvEPzC4/faVfbv348///nPWL9+Pb7++musX78eH3/8sd/dIgiCIIjkUIZcSWYibNMoLE7BYBBHjhwBADQ0NKBt27a22wjUAUIWwIJhl1wAkFXrE1S3naxxzxlanxQrkyRAVJcLOusTAEiyiKxApB6TmfUJ0NeByhJl1fqkBpFHudziBY9DjliqskWgQTVERdx3itsvunCmOs+g5pMuaNwkYFzrtgst1xe4NKvvFOqfs0BxM3jIxjOCpzcdHqxLCjxZCvi6RvycFwWerEw83TdOoHIE/uD7d/zDDz/EqFGj0K5dOwiCgDfeeCNmncrKSnTq1Al5eXno378/Pv30U8vtt2nTBpMnT0aHDh3Qrl07DB8+HF26dLHdz8BhIOswEDgSnuqAwBFBncS68FQfmYQ6MTTVi0B4Yg3hKShCaghNwfoApIbQFAyGpoZgAPUNWahvyEJdQxbqpYA6NURPcuRzvRRAvRyeNH8HmRia5MjyYHhqYCKCLIAgC31uYIHQJEc+K8sliKH9yaH5EhMhMRFyeJIgmHwWIbOQS1FC6G+JiSE3IwRVqGiRNOvKmuWR7SM/enLUraysE1keWVfStSWobjsZYkw7fiNGTX4TECKTr/2AoJv8Ivr6+HmNAoIQM/mNCCFm8ovoeybdRROASHB4MhNhG99/i2tqatCzZ09UVlYaLl+6dCkmTZqE6dOn4/PPP0fPnj1RVlaGffv2qeuUlpbi5JNPjpl++uknHDhwAG+//TZ27NiBXbt2Yc2aNfjwww9TdXgEQRAEQWQQvrvqRowYgREjRpgunzt3LiZOnIjx48cDABYsWIB33nkHzz//PKZMmQIA2LBhg+n2r7zyCrp27YpWrVoBAEaOHImPP/4YgwYNMly/rq4OdXV16t/V1dUAgKwjgBAARMUllwWIWZHPigtPUNx3WWEXHkKeJxZ2m6lB5FksElweYJCUmlDaWOrwa70YkCNFLQMyJFH5HHbfyaI6lEs2pFhXnSZ4XBYFXbadslxx30EMZd4pnyNB40qQeEDnflOHb1HrQMGa2049yPA8g5pQMRlzUQUygcSB4m4ipeAN1fc3GQ1+W5W08GId4On6AHy54nhywSnwct94hcAYhCTilJLZtjHju3CKR319PdavX4+pU6eq80RRxPDhw7F27VpLbbRv3x5r1qzBkSNHkJ2djVWrVuGaa64xXX/27NmYOXNmzPzs2lCVbCWrTs4G5LAwErIj8wUl/CcoRGKgggJYVlgYKfMkwVBEaWOhFH0hy4I67p3MBATCgoixSIHN7HBTjAlqDBRjkrqNNt5J+azERUGG+kSQJUEtpqmNd1I0jCzIkXWNsu4QFk+AvWKZBuUKtFl5WmFklGkX6o/B+HM2xrIzwutYJ54exCSUYuHr+vBxTgASSdwgAxaTgc23J2zD0+9CDD///DMkSUJRUZFuflFREfbs2WOpjdNOOw3nnXceevXqhR49eqBLly644IILTNefOnUqqqqq1Gnnzp1JHQNBEARBEJkD1xYnt3jwwQfx4IMPWlo3NzcXubm5MfOzalioFlDYnCJnC5CVz8FIhp3qqsvWWJ8CUOsoMc08nfUpy6AOVNiiJMgymBxx2ykuPFmp/RSQVbdggDFksYh1KTRPhqxYnzQFNLXuO934d8pbiBj7FpcNoCG8XJt1Z2p5MnPbAYAAiOp2sUgmWXlGmXbRBTQTWYqil0cPw+LmECwKvL2l8GJh4slSwNM14snCBPBlZeLpnlEQVYt26vpGrjp/4Fo4tW7dGoFAAHv37tXN37t3L4qLiz3dd2VlJSorKyFJoQd7ziEJApMQyA79tEo5DFJOWHhkR9xyWjFlKKLCsVByVkREyVkRTaGWM8hikSrkAUH9zGTN57D7jgG6GCiljUBYDGUzQXXrMWYQA6V15UFQ3XPRsU8K6g+DHBJPQLSAsuC2C6+l9MWoQKaZS007pp1oIIyMhI/ZIMBew9eD2O8eRODhwcfXtfH/fGghkRQfbs4PDbniC1wLp5ycHPTu3RsrVqzA6NGjAQCyLGPFihW48cYbPd13RUUFKioqUF1djcLCQmRX10OUsiHlhC0VuaL6WcphkLPD8UbZipgyF1FASEipAeXZEYuVqAkoV2pDISCAZSnKSowJJNfGQDEmxAgjFhB0VijFOhS9noryRJGjPoeXZYW3b0BAna8VUJasTwhXG7dY58ks3klBihowWJ1vw/IUXU08er1EcU58PYj97kEEnh58fF0jns4LP33h6X4B+Do3BB/4LpwOHTqEbdu2qX9v374dGzZsQKtWrdChQwdMmjQJ5eXl6NOnD/r164d58+ahpqZGzbIjCIIgiEZJstW/yVXnCN+F02effYYhQ4aof0+aNAkAUF5ejkWLFuHSSy/F/v37MW3aNOzZswelpaV49913YwLGvSbr4GGIwQDE3JDJSM4NQMzVWJ/CliYxN+K+i7jy9NYnIGxlUqxPMiAoFckVl58cKUfAAgwIxzNB48Izi4GKsTgxQXXfZbNINp5SmZzpCklGLFYIQGdpCq+gfhYZi7FIxcY9KZlumi+o6ooTDC1Kppl2ccoZxJQoEOJn2CXCKEPPCL4sGH73IAIPVgO+ro3/50OBNwsKD/eKAm/nJhFUOdwffBdOZ511FlgC1XvjjTd67pqLJjrGCQeqINYziPl5AAA5NxtivoGIalDcdyLEsIKQcgTVlacKKCkiouTskJACQoIJAAQpEnzOsiIvBrIsQFBKGygxUFmazwyR86m4/TTuOxYAsqLEANO46mQmRFyEkj4OKtRmUCOSJASVmgwaAWXktmtQG40QctXFCqN4AeNmyJrtjYRRtKvNSWkCBR4eyCSSjOHj2vB0PvjpiwJf9ws/fSHSBx5+Z7ikoqICmzZtwrp16/zuCkEQBEHEQoP8+oLvFqd0Qfr1AMTaBohNmwAAxCb5EOuMrU8AIOaKCORGrE9SuMKBlBP+PyioViZBAgSNCw8IW6GU4G9JUDPwkB3xVKlXTxbVApsyBAiK2Uq1MsmqXYVpXHWKKzArylWnftYGjSsSW8oKWZ1CK6sD/ioWqeiAcUnZM5MhK2/iYfecGJVppxqtzDLt4hTQjLYySdo2EOuyi11fNCxNwAM8WZcUeLAa8PTWR1YmY3i4T7TwdG7cQJAjzwmn2xP2IeFkA1ZXh+DhIwAAMT/PWESFBZSYmw05TxFRAYgNYddQOBNPzI2IKDkoqJ+VsgWCpMnAkyN1oCBr6j9p3XfhPxiTgUBYsKnzIuuyBE9hmSX4YREREk+Azm2nPMWyIKnxQQ3arDwBOhdfaHkWIIZFGBOhyjuTTDtRiFPzCVqRZe6uA2DLZaeNdTIaiNgreBJLPD38eBBLJJKM4ek+UeDp/HgCBYf7Ag+/Q1xSWVmJkpIS9O3b1++uEARBEATBCWRxMiG6jhOgCcAGIB8+AllrfWrWVP0MAEKTfIj1ivUpC2Je6FSLeaE2xKAIMZxJJ+WEgsEBTfC4HAogB8KuPMX6xCLFLlWXndZ9J4uRKuRMyb6Dao3RBuJHimLqs+4SYuK20y0LdUu1emkHB1YHERZkzbhzcuTt0KSyuGywPF5tJy3RRTGNMuy8HpfODLIuGcPDWx1Zl4zh6T5R4On8pAwqgOkLJJxcQCuiAmH3nXCkDoLyOT8HYn3IFyc2ZKn/Kxl4wVxBI6LC/0sCBMV9pxnIUevTVgcEZpoyBtBYX1WxJKqiQ2AaUaDJunOECIgGWXW6J54qqCT1hy0SRyXqXGQRV521yuJgor4MgaaieHTpguiimInEUbximMnCk1AC+HoIkljSw5MY4Os+4acvCsp9k8r7h4Zc8QcefqcIgiAIgiDSArI4WYTJmuFB4iDV1AIAhMOHIR6pC31u2gRCk/zQZ8XyVJ8NKey+ExoCEIPhIOSwFUqUAKWElCQJmgw7RKw4GiuU3vqk1F4KvU0IjIWCxoFQELZqkQpvkyWhIRhbZ8kKomLJ0bjqRKZYjERI4eUiEyCHA721BTK1mXaitqYTYodkMbLUqLl4UYP8GhGvqGWi8euSGfiXJwsTX1YDPuDFwsSTFYWv+4Sfvijwcs9QcLg/kHAyIaYApk2YzCBV/wYAEA8fhhCOgRKahNx3gfp8CA2K+y474sJTYqAkUY17EqSQeAIQct9pBBMQLpqperkEyGoxTCWGCaoYYRpfmqwKgYA6YDCgcY8luDtEgUENQVJ0l6zJUBOhj32KGtdOAjONdwptEqksHhpLznwsu+jBfmWD0gWmY9whNtYpmTgnEkrm8CCWeHno8SQI+LtP+OkPL/eLIQxw+D4X2Z6wDQ+/Y1xCBTAJgiAIgoiGLE4pQG4IAr8eAADVfSfW10OsCwePN82F0BCqkCkGw+47KQBBCltTgiLCpY8QlCNuO0kTS61anxgiLjimnaf0Roxk1jGlHWZosRWtDGSkxIbLESuTqFh7ZCAQiIyrp7jKlEw7EYJhoLhiPQoNoxJx+0WPZae1EslRyxONR2c1g85KkDhZmIzh5a2MJ4sBD5YUnu4RgI9zosDTvWIFCg73BxJOqUCTySbXhmKg5MNHECioBwAIDU0RqJfCn0MCSghq3HdSpFyBIItq7JMQjmuStNVjtSJJE8ukkweqbgo92gTIkVihBAhCRFCJYAhqPiuIYTUlBhgaorPuAJPSBZF4J9mwmnjsWHaSRlhFZ9gZoa0mbhbnFH0sZvAilnh6CJJQ0sOVIOCoL1ydF07uFccwJBnj5FpPGhW8/NYRBEEQBEFwD1mc/ILJkKqqAITcd2JBs9DnhnAQeTDivhOkLAhBjfVJVqxP4bZkQWdlEqIsTqG/I4Hi0bYWFnaaASGXl/ISJggsJtsuaMF9p1qk5IAqzUUWyksDYJhppw0UN6vtZDSWXYy7DogZqgXhw4/nvosev854eBZlXryj9w6erAYAP29dPFgNuLKicNQXns4LwMe94iqUVecLJJxMSDarDoDORRcPue4I5J9DbrtAfQOAsPsuGNpekHIghGOIBDkLghx2sUkRcSCwiNsu2lWnKXiuG4tO2zud2079cQkAWaHjD4b3JWiEkygw9W+lf6LA1HgnUYioNBFMJ6JC+xcN452MShSEimHqM+VESJHx4wQZdgoqRERW+Eg5He2Sr4cgP/DwAORBFPB1f/DTFwUe7hNPkWGpTE7c7Qnb8PRbyBWUVUcQBEHwjBIcnsxE2IcsTrwQtsKo7ruGBojB0DhwYrAphHAKnRBkqttOMZIIsqgJDhdUV525rUz/ihJjeRKU+RqXl+IdkyJftGjrEwAEZaZx1TGIYng+E1VXXJBFbEOq9UkQISlZdQa1nULFMCPWJyBsPdNk2EkGY9jpXHYJajpFzkdsMUwJgifDr2jhyXoA8PNWxYPVgCdrCk/3CVfnhYP7hGgckHDiFLm2FizstgsEJQhhERWQm0CQQ4UzBaaMCBxQC0EKTERQfb5rfkgMn/kGbjsBYOoPkAg5zm+RIDBVYDRI4Uy6qEw7VUQxhqDiltNUFm9QRJQMiGJofoPG6aYrUaAVUeG+GmXYOauBblwM02v4egjyAw8PQR5EAV/3Bz994eH+iEaJ4Uzp94hinHyBhBNBEARBpCMknHyBhJNXWAwMj9tEMGRxCv56AIFwkLogyRClUOZdZMw6BrCw+44B6juP+qWI/3bGBAH6FzjN8CxhVxcLW45kQYAkKMHp0GTghf5vEAKqCy9uoDhCxTGVYHVZY33KDluRZAi62k4BIWxdUustRYLdtZlukqbmk3IdojPhtDWdwgdrGCButVCmFfiyHvADD9YDrqwpHPSFq/PBwf0RjcjVN4hINSSc0gEmQzp4EAAQCAYhyGExEP5fkHPVuCaBZekKX0YQDD9Gz5S1ywURTIhkwCmrKb9jEjSxTRqx1CAE1M9G8U5K9lyDHFDnSQKDqIgokxIFRoMAK4JGgqgetyjERndplycqTaDtozbWSXLwMOHhIajA0089Dw9DHsQBX/cHP33h4f5Q4FokkcXJFzi+I/ylsrISJSUl6Nu3r99dIQiCIIhYZBcmwjZkcTKhoqICFRUVqK6uRmFhofUNXXDRxUM6dAhi2NKkWmPk6LcG5bIa6eLYNzkmAKJqZRLUgHAmAIKgd2nJAnQFMqPrOwma2k6SIBoHioeHYRFFhoaw9UhkkWFfzGo7yarbLOKyU98Gmay642QIqlUq0TAsRkQXw7QKX9YDfuDBesCLNYWXe4SX8wHwcX8ocG1dIriBhFMaoox3B1U4yZEUfp3pVSOgVLUTycvXJd8JRp8jMUbG8zTjx8kREadUBo8b74TQYMDaEgWR+RGXnbZEQfQgwNqimAFBVrPiwCLuOtNq4lExUBAirjyzWCej+Tw8CHn8qefhYciDOODh/gD4OBcKPNwbCukulGiQX38g4UQQBEEQ6QjFOPkCCac0Rj58OPyBqe9Nxu9PWRoPnajGjAc0ViamsziFLVIigxD24SnLmSgAYjjTTmKq9UnJtBMFpgsUl8LrRhfGDPVEa2WSEQy78AJKwDhj6ptydIZdaJ62KKao1nRS1gec13SKbkcbJM6DFYGn92S+LAj+9oWHe0PB73OhwNf9wdM3h0hXSDi5hcexTfGQ644AB0OfRWgeqpofLCZkhf8HmFoNXBFI0LnqFJEkioKmijiUmfpMO2W5UiFcEtVClpIgGBbGzFK3F9RyAkE5gEAgLJgUsZJgEGBRN/CvGKp0DugG/zWqJm5lkF4/imGaweNPPQ8PQx6EAS9CiYdzocDDvaGQ8UJJ1o7q7nB7wjYknAiCIAgiHSFXnS+QcMoQ5LojoQ8HIxYKUWdxCn8QsvSWJoSHWFFdcZH5oeS00AI1rjqoybQTBTAp7KoLu+QEkSEYtjIJmgy8oChCCL/dBMPrijKDGHamiQGmFqXUuuzMMuwAxcoULqYpSKqVSISkWpqs1HQKHZg+eNyNgpdO4PH9mC8Lgv99IStTBL7uDR6/PV6TpHDyePzNTIWEU4Yh1x0BqsOuLkWgiAIC4c8QI7UHmKhxY4kRMaUKKlENZ4oIDBGQlXWDYqRIeXjwX1mMRBoFRBlSeF1JFjUDASsChyEr7NaTmRARTBqXnVmGnbJ9JMNO0A3+qytNED4YJ6UJtKhuP5fh6eeerweh/30hkRQLD/cIjyJJVOMh/T8/hLeQcDKhsrISlZWVkKRYi0UMPsY3GaEGjYd/4ERBUEUUxMggvqpACogasSRoAsEREUYay5NmDGCwoL7atyCGrE5AKN5JKUcQ0FQRD4bXzRJljYgKQFQEkzbuySBQXPu7pA0Uj1if9KUJQudA0pUmsBLnBERinUIRXe68nfH2k8/Dg1CBh4cOiaUIfN0b/HxzeLg2AMhV5xP83ImcUVFRgU2bNmHdunV+d4UgCIIgYpFZ8hNhG7I4ZTBKoUxBFCEobrtAxG3HshTLk6BalOQAENDWNtC47ZR1w0PRheKdlJLjyvaioM6TBBEBJa5JU44gUqJA1GTIsUhFcc0gwEYZdurAwIKglhsIVRFXTOViTAadDEFXmiDaIqXNuktUDNMuPL2d8GVB4KMvPFiYeDgXfN0b/HxreLg2BF+QcGoESIcOIZAVutRCQDQUTrIihkRRFVEsAMgNofmKp48J0ESfA3Iw0oayolKaQBQjQ7KIogxJqfkUds8FhUjcUxaTI4Io/EMlaeOeNIHias0og2riQMh9pxv8F6GyAtrSBAFYcMEmAS8/+zw9DAE+HkI8CCWAk3PBwf1BIikJmJxcqAhnYSbpAgkngiAIgkhHKMbJF/iR+ulIsmo/hUhV1ZCqqoFDtRBqjkCoOYJATX1oOhxEVh1DVh1DoI4hUB+axHog0BCaRGWSACEoGEwihKAISKESBUwSIEkiZBYqchmUApCYGJrk8MQ0y2URQRaaIvMCoSKZECCFi2XGTOHlMhPVCQhZmiTN7R2dEScxITRFrRcPZV/RiAaTXwQEQTf5iRh2n2onPwhA0E1+wMO5iL43/Lw/RM0/v/H7/sxUHnzwQZx++ulo0qQJWrRoYbjOjz/+iJEjR6JJkyZo27Yt7rjjDgSDQd06q1atwqmnnorc3Fx07doVixYt8r7zCSCLU2MhLPCkqmoEssKxRFlK+n8ALBzYJAcAOSvsygsALBCdgaf9LERKH4XLETBJUIOkmMQgh318ssAgyUrsU8RlF9QM1ZIV7qPintPWdgqJJCWDzriauFlpAiAU6xRvGBaZiaY1nQCE3XsRkez/z30Iv8VRNDw8fMgVF4GH+4MHcaTAwzVxFZkhqVpMHgaH19fX4+KLL8aAAQPw3HPPxSyXJAkjR45EcXEx1qxZg927d2Ps2LHIzs7GrFmzAADbt2/HyJEjcd1112HJkiVYsWIFrr76ahx99NEoKyvzrO+JIOFEEARBEOmIS6666upq3ezc3Fzk5uYm0zPMnDkTAEwtRMuXL8emTZvw/vvvo6ioCKWlpbj//vtx1113YcaMGcjJycGCBQtw3HHH4bHHHgMAnHTSSVi9ejUef/xxX4UTP68CREpgwQbIvx2C/Nsh4FAtcKgW4uE6BI4Ew5OMrCMMWUcYAvWAqEzB0CQ0AEIwNIkNgCApk6BOLBiaZElUJ0kWEZQCsS47FnHZBWURQVnUuN8iLrggC0AKu+wUN1uMy07jrtO67QDEuO1kiJG6Tjbx60vDk6sF4MP9pECuOL7uD15ccX5fk3Shffv2KCwsVKfZs2d7vs+1a9filFNOQVFRkTqvrKwM1dXV2Lhxo7rO8OHDdduVlZVh7dq1nvcvHmRxckqaxDYZoZYpyM5W/xfDWXdZWaLqnpMDmmy7gFKNPOSuC80DxIYoV56oKVEQENTTxGQBcthVp2TaBQRZl2GnVBHXFcUUlGrhmqw7k2ri+sF/NaUJYD4Mi+IKhCBC5GBA32j8FkfR8PLw4cEdx8O54OX+8FsgKfBwTVIKQ5IWp9B/O3fuREFBgTo7WWuTFfbs2aMTTQDUv/fs2RN3nerqahw+fBj5+fme99MIPu52giAIgiDsobjqkpkAFBQU6CYz4TRlyhQIghB32rx5cyrPgC+QxakRI1X/BgDIysmGmB26FVh2AIFwcLicLUDODn8O13wSswAWru3EsiKWJiF8J4kSIIcH/mWSoAaHCyIgKfWdZGUYFRGS8lkUdWPYAaEhWSJWpojrrSFs8hJNhmHREhmSJTLMihwavTjURlT9J7WtsKlMMZ5J2uBxj+DFeqDA09s7DxYmwN9zwtP9QRamWAKCYklP4U5lGUjGUi7b2/b222/HuHHj4q7TuXNnS20VFxfj008/1c3bu3evukz5X5mnXaegoMA3axNAwqlxExYHcvUhiDk5AAAxJ4BAtkY4hQWTnBXOmgsIEVddg8ZtFy6EKQVC8U8AQr8gittPEiAqnzUuO7VQpSbDTuuyy1KrhctqVpzWZaetJi4LGpGljlsXcstJiFQp12bHKXFOZgUxZdXV564bj6eHoAJXDyEO+sLD+eDlPuFBKPFwPRQUkdTYaNOmDdq0aeNKWwMGDMCDDz6Iffv2oW3btgCA9957DwUFBSgpKVHX+ec//6nb7r333sOAAQNc6YNTGufVt0BlZSVKSkrQt29fv7tCEARBELG45Krzgh9//BEbNmzAjz/+CEmSsGHDBmzYsAGHDh0CAJxzzjkoKSnBlVdeiS+//BL//ve/cc8996CiokJ1FV533XX4/vvvceedd2Lz5s146qmn8PLLL+O2227zrN9WIIuTCRUVFaioqEB1dTUKCwv97o6nyHVHIByqARAOFM8J3RaBbBFMtT6FvmByFiAqQ7UEQn8DmiFZAogElAcFNagcYijLDtC77JSAbUlmujHsACBLkBFUXGpMjIxlF95eZqJuGBazmk6h/yOWKgkiEF6ujnXHBLV2k1dB4rxYDwC+3t4BPixMAB/nhYf7hAcLE8DH9VDg0srEceXwadOmYfHixerfvXr1AgCsXLkSZ511FgKBAN5++21cf/31GDBgAJo2bYry8nLcd9996jbHHXcc3nnnHdx2222YP38+jj32WDz77LO+liIASDgRYdR4p9wciLmhbLtAdgByTrhIZrbishNUscSyQiUJgIjLTghGBgEWRABSJMNOiX3Suuy0RTG1GXYAEBRFtShmKMYp/FkZyw4CRF2BzMjgv5HYJqb+rx2/TnHXSWaxTkq3kxzTjoeHoAJXDyEO+sLD+eDl/uBBKPFwPRS4FElpxqJFixJW+e7YsWOMKy6as846C1988YWLPUseEk4EQRAEkY5wXDk8kyHhZJc0rt8UF8Wac6hGEyiehUDY4iRrLU7Z4U2yBIiKW06xQgUinwU5EjTOAoKaoqa47OSAjKAUtmiJTLUoMY0VSeu2Uy1NJsOwaGs6ZQt6S5EEIW5NJxmioXVJW+cp0e8TL9YDgK+3d4APCxPAx3nh4T7hwcIE8HI9+DgXTmBMBkvimZTMto0ZEk6EDrm2FkJeKDBPyMtFIBzvJGdHBJRcH/6cBYhhESWHXXZCVshdBwBCIDLkG6RIhp3yXZUlEXK4wKUka1x14VingCwiK+xCC2pinJR5MhMhKdszTWVgIdYFp/1plJmgL02AUKyTpBnXzip8PAT970M0vAglgEoIAHwIJZ7u03QWS4T/kHAiCIIgiHSEseTcbR4Gh2cyJJwIPYIIpmTY5eVByA1n2CkuuxxRzbCTsiNDrqguu6B2SBYBglL/SRLAwsHhalHMAIvUZJJFSCxS0wkIZcop1qcszZArukw7NXjcvKYTEAoOj9R2ktWx67RB4qImeFxxywWEWFO2v2OA8fPWHg0PViYezg9ZmbR98P9cZLR1iSUZ40TCyREknAiNPy2E3BCqYCnURNx2aqZdXQByTtilVS+qsU9ilrJtpIq4IGncdiIiPjDFZSdFyhVoXXWK+y0oiggYjGVnVE08XmkCIHb8OjEcz6SNdTIqhqkODszkmPOUKnh4+ETDg0hS4OH8+C2WSCTpyWixRPgOCSeCIAiCSEdkWa1J5wgKDncECafGho03MfnQIQSUQPHcSKadmBO2zGjcdrqx7MJDrsRk2GnGsANCLjtJYuFuMfWzJEay61TrErQZdrHDsJjVdDJ6CQ4NyRIugKkJEtcWw0zpeFMaeHprVyDrkh6/rUsKZGUKwZN1SdQM7ZQSyFXnCyScGgMOf1iYzMBqakNNKC67vCwE6sLxTrkypLCIUmOdso0z7JAFKB4wQSmKmSWAyUqmnaYYpuKyk0VdNXFthl2oSSFhaYLI+Hax49cB0MU6aTPxIi46hLfx5s2MhwePFp5EkgIP58hvsUQiKQRvIslvmCyDJfHbROUInOH/lScIgiAIgkgTyOKUabj8RiaFLU5ZTfIBAOLhPDVQXKwTI0OxKC67BkENFNdl2AWhDgynDL0CSQBTimIGBMhhS5MsK9l1+mFYtBl2ABCUA6Y1nbKUXShWpKjx67TFMJX14hXDDGXaufN2xsObO0DWJTP8ti4p8GDR4ON6+H8eAD6uRwzkqvMFEk7pTAp/UORwiQIxPyKcArkByLlht1pDOHstKEAMxzjJQU2GXVCI3G1hTcIkAQiExZLEIAeUYpjhNpkIKVyjhImReCfTQYC1pQk0sVFA7Ph1kTHsIrFOyRbDNIKHB48WEkvG8CCW/H4w83AdFHgQS35fD0vIDBBIOKWaNLgzCIIgCIIg+IAsTnZR3oRSHVTn8xuYfPgIAECsPQwxPy/0uS4bYl0kww4ApBwGUant1BDJqpOzQnWdAE32rCQgbPABkwXVhSeLkdpOyucgi9R0Ut1zEExrOimB4kqQeLbBOHRaJIjmxTABiLB+vbl6c+eoLwBn54YCvrm4HjxYlwA+rodtGANs/DYZb0/YJQ3vFPs8+uij6N69O04++WT87W9/c6dRr7/sgqifOEGuqQUOHwEOH4F4uAGBOjk01SsTg9gQEk2iBAjB0CRKihtPgCCFJkiRiuJMEsBkEUwWVVdbqJp4KHNOkkV1CrLwJIuqYFJKEMgQIIWz7SSlHSaE3H7KpKwDARJEVRwpy4FQnJOs+XrITNStqxCKl9JPfhGAEDP5CVfnRhBiJj8QNf/8go/rIaqTn/BwPZKBySzpibBPxlucvv76a/z973/H+vXrwRjDkCFDcP7556NFixZ+d40gCIIgiDQj44XTt99+iwEDBiAvL+Re6tmzJ95991384Q9/SL7xZNx2HFmR7CAfPgKx9jCAcKB4XSTDDgi57KSccKC4JsNOFyiureekZNgFBPU0ylLYAiTKumFY5ECkZpPyv2lNJ+Wzyfh1keDwSJC4WTHMcPdUuHBvcNAHI3g4NwrkiuPjevhtVVLg4Xq4DpORnKuO6jg5wfc76cMPP8SoUaPQrl07CIKAN954I2adyspKdOrUCXl5eejfvz8+/fRTy+2ffPLJWLVqFQ4ePIgDBw5g1apV2LVrl4tHgFi3mpUpTRFEAXJNreqyE+saINY1qK46sUFGoAEINITddFJoEjWfhaAQmuSwcJKEcIyTGJpkAXK4FIH6WeOuCyoTi7j1gnJA47aLTKqrD6LOFWeEmdtOWeYXvLngFMgVFwsPrh8+rge54lIBuer8wXeLU01NDXr27IkJEyZgzJgxMcuXLl2KSZMmYcGCBejfvz/mzZuHsrIybNmyBW3btgUAlJaWIhgMxmy7fPlylJSU4Oabb8bQoUNRWFiI0047DYFAIGZdhbq6OtTV1al/V1dXu3CU6Ysgxv74MuX8HD4C8XA4UDwvMgiwYnEK5ITqOgGh4HClTIESMM4kTRVxSYgM/qurJh6p3aR8Vms/aS1LUSUIJGVAX4NhWLTB32YD/4pCbDC5HEd0uQUvosgIHqwXWvy2KAH+WzF4uSZ+CyTA/2tBNB58F04jRozAiBEjTJfPnTsXEydOxPjx4wEACxYswDvvvIPnn38eU6ZMAQBs2LAh7j6uvfZaXHvttQCAq6++Gscff7zpurNnz8bMmTNj5gdZQ6JDyUgEZv7DzOR6QAqJqGAwXKgyKCPYEBKmUr0AKVyJUhJDE6CWcQrVUwqPT8dkGZDCZuNgWMBkSxCzw9lt2UEExdD8YFboWgSygmgIhOYJogQx0BD+HI5GByArAkgMqp+ZGIQUVnGSkj0nSAiGlwcgq5+DQmg9MTwfAH6TvDNv8/IgNIK3vvEhnPzev//nAEi+3pkbpHSMuDhUH1LG2vS+P0FWl5S7LYjG+VxLGsYRANjrr7+u/l1XV8cCgYBuHmOMjR07ll1wwQWW2927dy9jjLHNmzezU045hTU0NJiue+TIEVZVVaVOmzZtUkqz0kQTTTTRRJOlaefOnbaef3Y4fPgwKy4udqWfxcXF7PDhw571NRPx3eIUj59//hmSJKGoqEg3v6ioCJs3b7bczoUXXoiqqio0bdoUCxcuRFaW+WHn5uYiNzdX/btZs2bYtGkTSkpKsHPnThQUFNg/EAv07dsX69at82SbROuZLbc6P97f1dXVaN++PZ07k/npeO6sbkfnzvl2dO6cb8fDudu0aRPatWuX8HickpeXh+3bt6O+vj7ptnJyctTkKcIaXAsnt1i7dq3jbUVRxDHHHAMAKCgo8OyHJBAI2G7b6jaJ1jNbbnV+or8BOndm89Px3Fndjs6d8+3o3Dnfjodzd8wxx0AUvXXk5uXlkeDxCb9d9HFp3bo1AoEA9u7dq5u/d+9eFBcX+9Qrb6ioqPBsm0TrmS23Oj/R315D5845TvdnZTs6d863o3PnfLtMP3eE/wiM8VNzXRAEvP766xg9erQ6r3///ujXrx+efPJJAIAsy+jQoQNuvPFGNTjca6qrq1FYWIiqqirP3sAyFTp3zqFz5xw6d86hc+ccOneNA99ddYcOHcK2bdvUv7dv344NGzagVatW6NChAyZNmoTy8nL06dMH/fr1w7x581BTU6Nm2aWC3NxcTJ8+XRf7RFiDzp1z6Nw5h86dc+jcOYfOXePAd4vTqlWrMGTIkJj55eXlWLRoEQDgz3/+M+bMmYM9e/agtLQUTzzxBPr375/inhIEQRAE0djxXTgRBEEQBEGkC1wHhxMEQRAEQfAECSeCIAiCIAiLkHAiCIIgCIKwCAkngiAIgiAIi5BwcplHH30U3bt3x8knn4y//e1vfncnrXj88cfRvXt3lJSU4Oabb07JIJmZwJYtW1BaWqpO+fn5eOONN/zuVtqwfft2DBkyBCUlJTjllFNQU1Pjd5fShk6dOqFHjx4oLS01zI4m4lNbW4uOHTti8uTJfneFsIHvdZwyia+//hp///vfsX79ejDGMGTIEJx//vlo0aKF313jnv379+PPf/4zNm7ciOzsbAwaNAgff/wxBgwY4HfXuKdbt27YsGEDgFBdtE6dOuHss8/2t1NpxLhx4/DAAw9g4MCB+PXXX6kGj03WrFmDZs2a+d2NtOTBBx/Eaaed5nc3CJuQxclFvv32WwwYMAB5eXnIz89Hz5498e677/rdrbQhGAziyJEjaGhoQENDA9q2bet3l9KOZcuWYdiwYWjatKnfXUkLFKE+cOBAAECrVq3iDgJOEG6xdetWbN68GSNGjPC7K4RNGpVw+vDDDzFq1Ci0a9cOgiAYujMqKyvRqVMn5OXloX///vj0008tt3/yySdj1apVOHjwIA4cOIBVq1Zh165dLh6Bf3h97tq0aYPJkyejQ4cOaNeuHYYPH44uXbq4eAT+4fW50/Lyyy/j0ksvTbLH/OD1udu6dSuaNWuGUaNG4dRTT8WsWbNc7L2/pOK+EwQBgwcPRt++fbFkyRKXeu4/qTh3kydPxuzZs13qMZFKGtWrVU1NDXr27IkJEyZgzJgxMcuXLl2KSZMmYcGCBejfvz/mzZuHsrIybNmyRbV+lJaWIhgMxmy7fPlyNTZn6NChKCwsxGmnnYZAIOD5caUCr89dfn4+3n77bezYsQP5+fkYMWIEPvzwQwwaNMjzY/Mar89du3btAITGyVqzZg1eeuklbw8ohXh97oLBID766CNs2LABbdu2xbnnnou+fftmhKszFffd6tWrccwxx2D37t0YPnw4TjnlFPTo0cPzY/Mar8/dunXrcMIJJ+CEE07AmjVrPD8ewmVYIwUAe/3113Xz+vXrxyoqKtS/JUli7dq1Y7Nnz3a0j6uuuoq9/fbbyXSTS7w4dy+//DK74YYb1L8feeQR9vDDD7vSX57w8r574YUX2OWXX+5GN7nEi3O3Zs0ads4556h/P/LII+yRRx5xpb88kYrfu8mTJ7OFCxcm0Us+8eLcTZkyhR177LGsY8eO7KijjmIFBQVs5syZbnab8JBG5aqLR319PdavX4/hw4er80RRxPDhw7F27VrL7ezbtw9AKNPp008/RVlZmet95Q03zl379u2xZs0aHDlyBJIkYdWqVejWrZtXXeYGt+47IPPcdIlw49z17dsX+/btw4EDByDLMj788EOcdNJJXnWZG9w4dzU1Nfjtt98AhJISPvjgA3Tv3t2T/vKEG+du9uzZ2LlzJ3bs2IFHH30UEydOxLRp07zqMuEyjcpVF4+ff/4ZkiShqKhIN7+oqAibN2+23M6FF16IqqoqNG3aFAsXLmwUgaZunLvTTjsN5513Hnr16gVRFDFs2DBccMEFXnSXK9y676qqqvDpp5/i1VdfdbuL3OLGucvKysKsWbMwaNAgMMZwzjnn4Pzzz/eiu1zhxrnbu3cvLrroIgCAJEmYOHEi+vbt63pfecOt7yyRvmT+Uz3F2LUSEBEefPBBPPjgg353Iy0pLCzE3r17/e5GWjJixAjKbHJA586d8eWXX/rdjbRn3LhxfneBsAm56sK0bt0agUAg5uGzd+9eFBcX+9Sr9IDOnXPo3DmHzp1z6Nw5h84dQcIpTE5ODnr37o0VK1ao82RZxooVK6gIYwLo3DmHzp1z6Nw5h86dc+jcEY3KVXfo0CFs27ZN/Xv79u3YsGEDWrVqhQ4dOmDSpEkoLy9Hnz590K9fP8ybNw81NTUYP368j73mAzp3zqFz5xw6d86hc+ccOndEXPxO60slK1euZABipvLycnWdJ598knXo0IHl5OSwfv36sY8//ti/DnMEnTvn0LlzDp0759C5cw6dOyIeAmM0kipBEARBEIQVKMaJIAiCIAjCIiScCIIgCIIgLELCiSAIgiAIwiIknAiCIAiCICxCwokgCIIgCMIiJJwIgiAIgiAsQsKJIAiCIAjCIiScCIIgCIIgLELCiSAIgiAIwiIknAjCZ3bs2AFBELBhwwZL648bNw6jR4/2tE92mDFjBkpLS9W/eesfAJx11lm49dZbE643aNAg/P3vf09qXwsWLMCoUaOSaoMgCH4h4UQQBowbNw6CIEAQBOTk5KBr16647777EAwGk243WlS0b98eu3fvxsknn5xU27wwf/58LFq0yO9u6Hjttddw//33x11n2bJl2Lt3L/7whz8kta8JEybg888/x0cffZRUOwRB8AkJJ4Iw4dxzz8Xu3buxdetW3H777ZgxYwbmzJnjqC1JkiDLsuGyQCCA4uJiZGVlJdPdpKivr3etrcLCQrRo0cK19hJhpe+tWrVC8+bN467zxBNPYPz48RDF5H4Wc3JycNlll+GJJ55Iqh2CIPiEhBNBmJCbm4vi4mJ07NgR119/PYYPH45ly5YBAObOnYtTTjkFTZs2Rfv27XHDDTfg0KFD6raLFi1CixYtsGzZMpSUlCA3NxcTJkzA4sWL8eabb6rWrFWrVhm66jZu3Ijzzz8fBQUFaN68OQYOHIjvvvvOsJ+yLGP27Nk47rjjkJ+fj549e+If//hH3GPr1KkT7r//fowdOxYFBQW45pprAAB33XUXTjjhBDRp0gSdO3fGvffei4aGBt22Dz30EIqKitC8eXNcddVVOHLkiG55tFWtU6dOmDdvnm6d0tJSzJgxAwDAGMOMGTPQoUMH5Obmol27drj55ptN+664Bp999lkcd9xxyMvLi3usQGJX3f79+/HBBx/EuNgEQcBf/vIXnH/++WjSpAlOOukkrF27Ftu2bcNZZ52Fpk2b4vTTT4+5NqNGjcKyZctw+PDhhH0jCCK9IOFEEBbJz89XrRuiKOKJJ57Axo0bsXjxYnzwwQe48847devX1tbi4YcfxrPPPouNGzfiiSeewCWXXKJasnbv3o3TTz89Zj+7du3CoEGDkJubiw8++ADr16/HhAkTTN2Es2fPxgsvvIAFCxZg48aNuO2223DFFVfgP//5T9zjefTRR9GzZ0988cUXuPfeewEAzZs3x6JFi7Bp0ybMnz8ff/3rX/H444+r27z88suYMWMGZs2ahc8++wxHH300nnrqKVvnMZpXX30Vjz/+OP7yl79g69ateOONN3DKKafE3Wbbtm149dVX8dprr1mODYvH6tWrVWEUjSIwN2zYgBNPPBGXXXYZrr32WkydOhWfffYZGGO48cYbddv06dMHwWAQn3zySdJ9IwiCL/zzDRBEmsAYw4oVK/Dvf/8bN910EwDorBedOnXCAw88gOuuu04nIhoaGvDUU0+hZ8+e6rz8/HzU1dWhuLjYdH+VlZUoLCzESy+9hOzsbADACSecYLhuXV0dZs2ahffffx8DBgwAAHTu3BmrV6/GX/7yFwwePNh0P0OHDsXtt9+um3fPPffojmvy5Ml46aWXVFE4b948XHXVVbjqqqsAAA888ADef//9GKuTHX788UcUFxdj+PDhyM7ORocOHdCvX7+429TX1+OFF15AmzZtHO9Xyw8//ICioiJDN9348eNxySWXAAhZ5AYMGIB7770XZWVlAIBbbrkF48eP123TpEkTFBYW4ocffnClfwRB8AMJJ4Iw4e2330azZs3Q0NAAWZZx2WWXqe6l999/H7Nnz8bmzZtRXV2NYDCII0eOoLa2Fk2aNAEQinXp0aOH7f1u2LABAwcOVEVTPLZt24ba2lqcffbZuvn19fXo1atX3G379OkTM2/p0qV44okn8N133+HQoUMIBoMoKChQl3/77be47rrrdNsMGDAAK1euTNhXMy6++GLMmzcPnTt3xrnnnovzzjsPo0aNihvz1bFjR9dEEwAcPnzY1OWnvYZFRUUAoLOIFRUV4ciRI6iurtadq/z8fNTW1rrWR4Ig+IBcdQRhwpAhQ7BhwwZs3boVhw8fxuLFi9G0aVPs2LED559/Pnr06IFXX30V69evR2VlJQB9oHJ+fj4EQbC93/z8fMvrKnFV77zzDjZs2KBOmzZtShjn1LRpU93fa9euxeWXX47zzjsPb7/9Nr744gvcfffdSQeOi6IIxphunjZuqn379tiyZQueeuop5Ofn44YbbsCgQYNiYqvi9T1ZWrdujQMHDhgu0wpY5XoazYsO/v/1119dFXcEQfABWZwIwoSmTZuia9euMfPXr18PWZbx2GOPqa6dl19+2VKbOTk5kCQp7jo9evTA4sWL0dDQkNDqpASe//jjj3HdclZYs2YNOnbsiLvvvludF+1qOumkk/DJJ59g7Nix6ryPP/44brtt2rTB7t271b+rq6uxfft23Tr5+fkYNWoURo0ahYqKCpx44on4+uuvceqppyZzSJbp1asX9uzZgwMHDqBly5ZJt/fdd9/hyJEjCa1+BEGkH2RxIgibdO3aFQ0NDXjyySfx/fff48UXX8SCBQssbdupUyd89dVX2LJlC37++WdDq8qNN96I6upq/OEPf8Bnn32GrVu34sUXX8SWLVti1m3evDkmT56M2267DYsXL8Z3332Hzz//HE8++SQWL15s67j+f3v375JaHMZx/HNxaipQoalfImFFP9DN4YBToIibYzQ4BIK0CA0HhwZpaWg9nIxKcnMIN3GRHF3MBqHIs9Qf0Bh0pxt0ucUR5V7zvl/rc87Dc6bz4eF7OMFgUI7jqFKp6P7+XicnJ6pWqx+uyeVyOj09ValUUq/XU6FQULfb/bJvLBbTxcWFms2mOp2OdnZ25PF43utnZ2eybVu3t7d6eHjQ5eWlpqamND8/P9D8w9ja2pLP59PNzc1I+jWbTS0tLSkQCIykH4DxQXACBrSxsaHj42MdHR1pbW1N5XJZxWLR1b2ZTEbLy8uKRCLy+/1/fFF7vV41Gg29vLzIMAyFw2FZlvXp9unw8FCmaapYLCoUCml7e1u1Wk2Li4sDPVcymdT+/r6y2aw2NzfVarXev7b7JZ1OyzRN5fN5hcNh9ft97e3tfdn34OBAhmEokUgoHo8rlUp9CBQzMzOyLEvRaFTr6+uq1+u6vr6W1+sdaP5heDwe7e7uqlwuj6Tf1dWVMpnMSHoBGC8/3n4/fAAA/6Hn52etrq6q3W4Pte3qdruKxWLq9Xqanp4e4YQAxgEbJwCQNDs7K9u25TjOUH2enp50fn5OaAImFBsnAN+a4zhaWVn5tH53d6e5ubm/OBGASUZwAvCtvb6+6vHx8dP6wsLCP/0PIIDJQnACAABwiTNOAAAALhGcAAAAXCI4AQAAuERwAgAAcIngBAAA4BLBCQAAwCWCEwAAgEs/Acl6pKtEeLVYAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %%\n",
+    "\n",
+    "# Instantiate the Coulomb Chahl 2019 kernel strategy\n",
+    "kernel_strategy_chahl = kernel.CoulumbChahl2019()\n",
+    "\n",
+    "# Compute the dimensionless kernel\n",
+    "dimensionless_kernel_chahl = kernel_strategy_chahl.dimensionless(\n",
+    "    diffusive_knudsen=diffusive_knudsen_values,\n",
+    "    coulomb_potential_ratio=coulomb_potential_ratio,\n",
+    ")\n",
+    "\n",
+    "# Compute the dimensional kernel\n",
+    "dimensional_kernel_chahl = kernel_strategy_chahl.kernel(\n",
+    "    dimensionless_kernel=dimensionless_kernel_chahl,\n",
+    "    coulomb_potential_ratio=coulomb_potential_ratio,\n",
+    "    sum_of_radii=sum_of_radii,\n",
+    "    reduced_mass=reduced_mass,\n",
+    "    reduced_friction_factor=reduced_friction_factor,\n",
+    ")\n",
+    "\n",
+    "# Plot the Coulomb Chahl 2019 kernel\n",
+    "fig, ax = plt.subplots()\n",
+    "c = ax.pcolormesh(\n",
+    "    radius_bins, radius_bins, np.log10(dimensional_kernel_chahl), shading=\"auto\"\n",
+    ")\n",
+    "ax.set_xscale(\"log\")\n",
+    "ax.set_yscale(\"log\")\n",
+    "ax.set_xlabel(\"Particle radius r_i (m)\")\n",
+    "ax.set_ylabel(\"Particle radius r_j (m)\")\n",
+    "ax.set_title(\"Coulomb Chahl 2019 Coagulation Kernel\")\n",
+    "fig.colorbar(c, ax=ax, label=\"Kernel (m³/s)\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ced1d33f-c740-4d50-aecd-3b97865d7cee",
+   "metadata": {},
+   "source": [
+    "## Compare Different Kernel Strategies\n",
+    "We compare the coagulation kernels obtained from different strategies to understand the influence of the chosen kernel on the coagulation process.\n",
+    "\n",
+    "We step through small to large particles."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "338f3946-68b4-45fd-a7df-a03c5b0eca24",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Select a pair of particles for comparison (e.g., index 100)\n",
+    "index = 50\n",
+    "\n",
+    "# Plot the kernel values for a selected particle size\n",
+    "fig, ax = plt.subplots()\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_hs[index, :],\n",
+    "    label=\"Hard Sphere\",\n",
+    "    linestyle=\"--\",\n",
+    "    linewidth=5,\n",
+    "    alpha=0.6,\n",
+    ")\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_dyachkov[index, :],\n",
+    "    label=\"Dyachkov 2007\",\n",
+    "    linestyle=\"-.\",\n",
+    "    linewidth=4,\n",
+    "    alpha=0.7,\n",
+    ")\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_gatti[index, :],\n",
+    "    label=\"Gatti 2008\",\n",
+    "    linestyle=\":\",\n",
+    "    linewidth=4,\n",
+    "    alpha=0.5,\n",
+    ")\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_gopalakrishnan[index, :],\n",
+    "    label=\"Gopalakrishnan 2012\",\n",
+    "    linestyle=\"-\",\n",
+    "    linewidth=3,\n",
+    "    alpha=0.5,\n",
+    ")\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_chahl[index, :],\n",
+    "    label=\"Chahl 2019\",\n",
+    "    linestyle=\"-\",\n",
+    "    linewidth=2,\n",
+    "    alpha=0.9,\n",
+    ")\n",
+    "ax.set_xscale(\"log\")\n",
+    "ax.set_yscale(\"log\")\n",
+    "ax.set_xlabel(\"Particle radius r_j (m)\")\n",
+    "ax.set_ylabel(\"Kernel K(r_i, r_j) (m³/s)\")\n",
+    "ax.set_title(f\"Comparison of Coagulation Kernels, radius_i = {radius_bins[index]:.2e} m\")\n",
+    "ax.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Select a pair of particles for comparison (e.g., index 100)\n",
+    "index = 100\n",
+    "\n",
+    "# Plot the kernel values for a selected particle size\n",
+    "fig, ax = plt.subplots()\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_hs[index, :],\n",
+    "    label=\"Hard Sphere\",\n",
+    "    linestyle=\"--\",\n",
+    "    linewidth=5,\n",
+    "    alpha=0.6,\n",
+    ")\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_dyachkov[index, :],\n",
+    "    label=\"Dyachkov 2007\",\n",
+    "    linestyle=\"-.\",\n",
+    "    linewidth=4,\n",
+    "    alpha=0.7,\n",
+    ")\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_gatti[index, :],\n",
+    "    label=\"Gatti 2008\",\n",
+    "    linestyle=\":\",\n",
+    "    linewidth=4,\n",
+    "    alpha=0.5,\n",
+    ")\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_gopalakrishnan[index, :],\n",
+    "    label=\"Gopalakrishnan 2012\",\n",
+    "    linestyle=\"-\",\n",
+    "    linewidth=3,\n",
+    "    alpha=0.5,\n",
+    ")\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_chahl[index, :],\n",
+    "    label=\"Chahl 2019\",\n",
+    "    linestyle=\"-\",\n",
+    "    linewidth=2,\n",
+    "    alpha=0.9,\n",
+    ")\n",
+    "ax.set_xscale(\"log\")\n",
+    "ax.set_yscale(\"log\")\n",
+    "ax.set_xlabel(\"Particle radius r_j (m)\")\n",
+    "ax.set_ylabel(\"Kernel K(r_i, r_j) (m³/s)\")\n",
+    "ax.set_title(\n",
+    "    f\"Comparison of Coagulation Kernels, radius_i = {radius_bins[index]:.2e} m\"\n",
+    ")\n",
+    "ax.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Select a pair of particles for comparison (e.g., index 100)\n",
+    "index = 200\n",
+    "\n",
+    "# Plot the kernel values for a selected particle size\n",
+    "fig, ax = plt.subplots()\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_hs[index, :],\n",
+    "    label=\"Hard Sphere\",\n",
+    "    linestyle=\"--\",\n",
+    "    linewidth=5,\n",
+    "    alpha=0.6,\n",
+    ")\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_dyachkov[index, :],\n",
+    "    label=\"Dyachkov 2007\",\n",
+    "    linestyle=\"-.\",\n",
+    "    linewidth=4,\n",
+    "    alpha=0.7,\n",
+    ")\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_gatti[index, :],\n",
+    "    label=\"Gatti 2008\",\n",
+    "    linestyle=\":\",\n",
+    "    linewidth=4,\n",
+    "    alpha=0.5,\n",
+    ")\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_gopalakrishnan[index, :],\n",
+    "    label=\"Gopalakrishnan 2012\",\n",
+    "    linestyle=\"-\",\n",
+    "    linewidth=3,\n",
+    "    alpha=0.5,\n",
+    ")\n",
+    "ax.plot(\n",
+    "    radius_bins,\n",
+    "    dimensional_kernel_chahl[index, :],\n",
+    "    label=\"Chahl 2019\",\n",
+    "    linestyle=\"-\",\n",
+    "    linewidth=2,\n",
+    "    alpha=0.9,\n",
+    ")\n",
+    "ax.set_xscale(\"log\")\n",
+    "ax.set_yscale(\"log\")\n",
+    "ax.set_xlabel(\"Particle radius r_j (m)\")\n",
+    "ax.set_ylabel(\"Kernel K(r_i, r_j) (m³/s)\")\n",
+    "ax.set_title(\n",
+    "    f\"Comparison of Coagulation Kernels, radius_i = {radius_bins[index]:.2e} m\"\n",
+    ")\n",
+    "ax.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1dee8d4c-ff48-4958-b53a-fc005d2c0de8",
+   "metadata": {},
+   "source": [
+    "## Simulate Coagulation Over a Time Step Using Coulomb Chahl 2019 Kernel\n",
+    "We use the Coulomb Chahl 2019 kernel to simulate the coagulation process over a time step. This involves calculating the gain and loss rates of particle concentrations due to coagulation and the net rate of change."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "576c0c0e-2cc2-4a4e-adfc-3abb915849b2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# %%\n",
+    "\n",
+    "# Import rate calculation functions\n",
+    "from particula.dynamics.coagulation import rate\n",
+    "\n",
+    "# Make a number concentration distribution\n",
+    "number_concentration = lognormal_pmf_distribution(\n",
+    "    x_values=radius_bins,\n",
+    "    mode=np.array([10e-9, 200e-9, 1000e-9]),  # m\n",
+    "    geometric_standard_deviation=np.array([1.4, 1.5, 1.8]),\n",
+    "    number_of_particles=np.array([1e12, 1e12, 1e12]),  # per m^3\n",
+    ")\n",
+    "\n",
+    "# Calculate gain and loss rates\n",
+    "gain_rate = rate.discrete_gain(\n",
+    "    radius=radius_bins,\n",
+    "    concentration=number_concentration,\n",
+    "    kernel=dimensional_kernel_chahl,\n",
+    ")\n",
+    "loss_rate = rate.discrete_loss(\n",
+    "    concentration=number_concentration,\n",
+    "    kernel=dimensional_kernel_chahl,\n",
+    ")\n",
+    "\n",
+    "net_rate = gain_rate - loss_rate"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a21721be-ddf1-4395-9485-2bc32cd37cf9",
+   "metadata": {},
+   "source": [
+    "\n",
+    "\n",
+    "## Plot Particle Concentration and Coagulation Rates\n",
+    "We visualize the initial particle concentration distribution and the coagulation rates to understand how charge effects influence the coagulation process over time.\n",
+    "- **Particle Concentration**: Shows the number concentration of particles across different sizes.\n",
+    "- **Coagulation Rates**: Displays the gain, loss, and net rates of coagulation, highlighting how particles of different sizes contribute to the overall process."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "a5de51b7-d8c5-486d-8201-2fd114c42f2b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %%\n",
+    "\n",
+    "# Plot the number concentration\n",
+    "fig, ax1 = plt.subplots()\n",
+    "ax1.plot(radius_bins, number_concentration, color=\"green\")\n",
+    "ax1.set_xscale(\"log\")\n",
+    "ax1.set_xlabel(\"Particle radius (m)\")\n",
+    "ax1.set_ylabel(\"Number concentration (1/m³)\")\n",
+    "ax1.set_title(\"Particle Number Concentration vs. Radius\")\n",
+    "ax1.grid(True, which=\"both\", ls=\"--\")\n",
+    "plt.show()\n",
+    "\n",
+    "# Plot the coagulation rates\n",
+    "fig, ax2 = plt.subplots()\n",
+    "ax2.plot(radius_bins, gain_rate, label=\"Gain Rate\")\n",
+    "ax2.plot(radius_bins, -loss_rate, label=\"Loss Rate\")\n",
+    "ax2.plot(radius_bins, net_rate, label=\"Net Rate\", linestyle=\"--\")\n",
+    "ax2.set_xscale(\"log\")\n",
+    "# ax2.set_yscale('log')\n",
+    "ax2.set_xlabel(\"Particle radius (m)\")\n",
+    "ax2.set_ylabel(\"Coagulation rate (1/(m³·s))\")\n",
+    "ax2.set_title(\"Coagulation Rates vs. Particle Radius\")\n",
+    "ax2.legend()\n",
+    "ax2.grid(True, which=\"both\", ls=\"--\")\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "particula_dev312",
+   "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": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/Tutorials/Dynamics/index.md b/docs/Tutorials/Dynamics/index.md
index c71c8473a..2150f10ef 100644
--- a/docs/Tutorials/Dynamics/index.md
+++ b/docs/Tutorials/Dynamics/index.md
@@ -22,6 +22,13 @@
 - [Coagulation Tutorial: Basic 4-Particle Resolved](Coagulation/Functional/Coagulation_Basic_4_ParticleResolved.ipynb)
 - [Coagulation Tutorial: Basic 5-Super Droplet Method](Coagulation/Functional/Coagulation_Basic_5_SDM.ipynb)
 
+### Charge
+
+How to get the charge dependent coagulation kernel.
+
+- [Coagulation Charges via functions](Coagulation/Charge/Coagulation_with_Charge_functional.ipynb)
+- [Coagulation Charges via objects](Coagulation/Charge/Coagulation_with_Charge_objects.ipynb)
+
 ## Customization
 
 - [Adding Particles During Simulation](Customization/Adding_Particles_During_Simulation.ipynb)
diff --git a/particula/dynamics/coagulation/kernel.py b/particula/dynamics/coagulation/kernel.py
index 56d263f2c..05a0aba42 100644
--- a/particula/dynamics/coagulation/kernel.py
+++ b/particula/dynamics/coagulation/kernel.py
@@ -1,4 +1,25 @@
-""" A dimensionless coagulation strategies and builders
+"""
+A dimensionless coagulation strategies and builders
+
+This module provides a set of classes and functions to calculate the
+dimensionless coagulation kernel for particles in the transition regime.
+
+Classes:
+--------
+- KernelStrategy: Abstract class for dimensionless coagulation strategies.
+- HardSphere: Hard sphere dimensionless coagulation strategy.
+- CoulombDyachkov2007: Dyachkov et al. (2007) approximation for the
+dimensionless coagulation kernel. Accounts for the Coulomb potential between
+particles.
+- CoulombGatti2008: Gatti and Kortshagen (2008) approximation for the
+dimensionless coagulation kernel. Accounts for the Coulomb potential
+between particles.
+- CoulombGopalakrishnan2012: Gopalakrishnan and Hogan (2012) approximation for
+the dimensionless coagulation kernel. Accounts for the Coulomb potential
+between particles.
+- CoulumbChahl2019: Chahl and Gopalakrishnan (2019) approximation for the
+dimensionless coagulation kernel. Accounts for the Coulomb potential between
+particles.
 """
 
 from abc import ABC, abstractmethod
@@ -65,7 +86,7 @@ class KernelStrategy(ABC):
         https://doi.org/10.1080/02786826.2019.1614522
         """
 
-    def kernel(  # pylint: disable=too-many-positional-arguments, too-many-arguments
+    def kernel(
         self,
         dimensionless_kernel: NDArray[np.float64],
         coulomb_potential_ratio: NDArray[np.float64],
@@ -73,6 +94,7 @@ class KernelStrategy(ABC):
         reduced_mass: NDArray[np.float64],
         reduced_friction_factor: NDArray[np.float64],
     ) -> NDArray[np.float64]:
+        # pylint: disable=too-many-positional-arguments, too-many-arguments
         """
         The dimensioned coagulation kernel for each particle pair, calculated
         from the dimensionless coagulation kernel and the reduced quantities.
@@ -97,6 +119,10 @@ class KernelStrategy(ABC):
 
         References:
         -----------
+        - Chahl, H. S., & Gopalakrishnan, R. (2019). High potential, near free
+        molecular regime Coulombic collisions in aerosols and dusty plasmas.
+        Aerosol Science and Technology, 53(8), 933-957.
+        https://doi.org/10.1080/02786826.2019.1614522
         """
         coulomb_kinetic_limit = coulomb_enhancement.kinetic(
             coulomb_potential_ratio
diff --git a/particula/dynamics/coagulation/transition_regime.py b/particula/dynamics/coagulation/transition_regime.py
index dda43bcee..c2a905b82 100644
--- a/particula/dynamics/coagulation/transition_regime.py
+++ b/particula/dynamics/coagulation/transition_regime.py
@@ -7,6 +7,7 @@ from numpy.typing import NDArray
 import numpy as np
 
 from particula.particles.properties import coulomb_enhancement
+from particula.util.machine_limit import safe_exp
 
 
 def hard_sphere(
@@ -24,7 +25,8 @@ def hard_sphere(
 
     Raises:
     -------
-    ValueError: If diffusive_knudsen contains negative values, NaN, or infinity.
+    - ValueError: If diffusive_knudsen contains negative values, NaN, or
+        infinity.
 
     References:
     -----------
@@ -84,6 +86,7 @@ def coulomb_dyachkov2007(
     Journal of Chemical Physics, 126(12).
     https://doi.org/10.1063/1.2713719
     """
+
     coulomb_potential_ratio = np.maximum(
         coulomb_potential_ratio, 1e-16
     )  # Avoid division by zero
@@ -139,6 +142,7 @@ def coulomb_gatti2008(
     E - Statistical, Nonlinear, and Soft Matter Physics, 78(4).
     https://doi.org/10.1103/PhysRevE.78.046402
     """
+    bool_mask = coulomb_potential_ratio >= 0
     # Ensure no division by zero
     coulomb_potential_ratio = np.maximum(coulomb_potential_ratio, 1e-16)
 
@@ -151,7 +155,7 @@ def coulomb_gatti2008(
     factored_term = (pi_sqrt * continuum * coulomb_potential_ratio * 1.22) / (
         2 * kinetic * diffusive_knudsen
     )
-    exponential_decay = np.exp(-factored_term)
+    exponential_decay = safe_exp(-factored_term)
 
     term1 = continuum_limit * (1 - (1 + factored_term) * exponential_decay)
     term2 = (
@@ -172,7 +176,7 @@ def coulomb_gatti2008(
     )
     # coulomb_potential_ratio is below 0 returns hard sphere
     return np.where(
-        coulomb_potential_ratio > 0,
+        bool_mask,
         term1 + term2,
         hard_sphere(diffusive_knudsen),
     )
@@ -208,6 +212,8 @@ def coulomb_gopalakrishnan2012(
         diffusive_knudsen,
         3 * diffusive_knudsen / (2 * coulomb_potential_ratio),
     )
+    # Ensure min_fxn does not contain invalid values
+    min_fxn = np.maximum(min_fxn, 1e-16)
     # Condition for the transition regime
     condition = (coulomb_potential_ratio > 0.5) & (min_fxn < 2.5)
     return np.where(
@@ -242,6 +248,7 @@ def coulomb_chahl2019(
     Aerosol Science and Technology, 53(8), 933-957.
     https://doi.org/10.1080/02786826.2019.1614522
     """
+    bool_mask = coulomb_potential_ratio > 0
     # Ensure no division by zero
     coulomb_potential_ratio = np.maximum(coulomb_potential_ratio, 1e-12)
 
@@ -266,7 +273,7 @@ def coulomb_chahl2019(
         )
     )
     return np.where(
-        coulomb_potential_ratio > 0,
-        np.exp(correction_mu) * hard_sphere(diffusive_knudsen),
+        bool_mask,
+        safe_exp(correction_mu) * hard_sphere(diffusive_knudsen),
         hard_sphere(diffusive_knudsen),
     )
diff --git a/particula/particles/properties/coulomb_enhancement.py b/particula/particles/properties/coulomb_enhancement.py
index 54c59957c..71e0cf489 100644
--- a/particula/particles/properties/coulomb_enhancement.py
+++ b/particula/particles/properties/coulomb_enhancement.py
@@ -17,29 +17,52 @@ from particula.util.constants import (
     ELECTRIC_PERMITTIVITY,
     ELEMENTARY_CHARGE_VALUE,
 )
+from particula.util.machine_limit import safe_exp
 
 
 def ratio(
     radius: Union[float, NDArray[np.float64]],
     charge: Union[int, NDArray[np.float64]] = 0,
     temperature: float = 298.15,
+    ratio_lower_limit: float = -200,
 ) -> Union[float, NDArray[np.float64]]:
-    """Calculates the Coulomb potential ratio, phi_E. For all particle-
-    particle interactions.
+    """
+    Calculate the Coulomb potential ratio, ϕ_E, for particle-particle
+    interactions.
+
+    The function is given by:
+
+        ϕ_E = - (q_i q_j e²) / [4 π ε₀ (r_i + r_j) k_B T]
+
+    where:
 
-    Args:
-        radius: The radius of the particle [m].
-        charge: The number of charges on the particle [dimensionless].
-        temperature: The temperature of the system [K].
+    - q_i, q_j : Charges on particles i and j [dimensionless].
+    - e        : Elementary charge [C].
+    - ε₀       : Electric permittivity of free space [F·m⁻¹].
+    - r_i, r_j : Radii of particles i and j [m].
+    - k_B      : Boltzmann constant [J·K⁻¹].
+    - T        : Temperature [K].
+
+    Arguments:
+    ----------
+        - radius : Radius of the particles [m].
+        - charge : Number of charges on the particles [dimensionless].
+        - temperature : Temperature of the system [K].
+        - ratio_lower_limit : Lower limit for the Coulomb potential ratio.
+            This is used to clip the ratio to avoid numerical issues, in
+            subsequent kernel calculations. This only applies to highly
+            negative values of the ratio, which are high repulsion cases.
 
     Returns:
-        The Coulomb potential ratio [dimensionless].
+    --------
+        - coulomb_potential_ratio : The Coulomb potential ratio ϕ_E
+            [dimensionless].
 
     References:
-        Equation (7): Gopalakrishnan, R., & Hogan, C. J. (2012).
-            Coulomb-influenced collisions in aerosols and dusty plasmas.
-            Physical Review E - Statistical, Nonlinear, and Soft Matter
-            Physics, 85(2). (https://doi.org/10.1103/PhysRevE.85.026410)
+    -----------
+        - Equation (7): Gopalakrishnan, R., & Hogan, C. J. (2012).
+          Coulomb-influenced collisions in aerosols and dusty plasmas.
+          Physical Review E, 85(2). https://doi.org/10.1103/PhysRevE.85.026410
     """
     if isinstance(radius, np.ndarray):
         # square matrix of radius
@@ -55,59 +78,76 @@ def ratio(
     denominator = (
         4 * np.pi * ELECTRIC_PERMITTIVITY * (radius + np.transpose(radius))
     )
-    return numerator / (denominator * BOLTZMANN_CONSTANT * temperature)
+    coulomb_potential_ratio = numerator / (
+        denominator * BOLTZMANN_CONSTANT * temperature
+    )
+    return np.clip(
+        coulomb_potential_ratio, ratio_lower_limit, np.finfo(np.float64).max
+    )
 
 
 def kinetic(
     coulomb_potential: Union[float, NDArray[np.float64]]
 ) -> Union[float, NDArray[np.float64]]:
-    """Calculates the Coulombic enhancement kinetic limit. For all particle-
-    particle interactions.
+    """
+    Calculate the kinetic limit of the Coulombic enhancement factor.
+
+    The function is given by:
+
+        Γ_kinetic =
+            1 + ϕ_E          if ϕ_E ≥ 0
+            exp(ϕ_E)         if ϕ_E < 0
 
-    Args:
-        coulomb_potential: The Coulomb potential ratio [dimensionless].
+    Arguments:
+    ----------
+        - coulomb_potential : The Coulomb potential ratio ϕ_E [dimensionless].
 
     Returns:
-        The Coulomb enhancement for the kinetic limit [dimensionless].
+    --------
+        - gamma_kinetic : Coulomb enhancement factor in the kinetic limit
+            [dimensionless].
 
     References:
-        Equation 6d and 6e in, Gopalakrishnan, R., & Hogan, C. J. (2012).
-        Coulomb-influenced collisions in aerosols and dusty plasmas.
-        Physical Review E - Statistical, Nonlinear,
-        and Soft Matter Physics, 85(2).
-        (https://doi.org/10.1103/PhysRevE.85.026410)
+    -----------
+        - Equations (6d) and (6e): Gopalakrishnan, R., & Hogan, C. J. (2012).
+          Coulomb-influenced collisions in aerosols and dusty plasmas.
+          Physical Review E, 85(2). https://doi.org/10.1103/PhysRevE.85.026410
     """
-    # return 1 + coulumb_potential if ratio >=0,
-    # otherwise np.exp(coulomb_potential)
     return np.where(
         coulomb_potential >= 0,
         1 + coulomb_potential,
-        np.exp(coulomb_potential),
+        safe_exp(coulomb_potential),
     )
 
 
 def continuum(
     coulomb_potential: Union[float, NDArray[np.float64]]
 ) -> Union[float, NDArray[np.float64]]:
-    """Calculates the Coulombic enhancement continuum limit. For all particle-
-    particle interactions.
+    """
+    Calculate the continuum limit of the Coulombic enhancement factor.
+
+    The function is given by:
+
+        Γ_continuum =
+            ϕ_E / [1 - exp(-ϕ_E)]    if ϕ_E ≠ 0
+            1                         if ϕ_E = 0
 
-    Args:
-        coulomb_potential: The Coulomb potential ratio [dimensionless].
+    Arguments:
+    ----------
+        - coulomb_potential : The Coulomb potential ratio ϕ_E [dimensionless].
 
     Returns:
-        The Coulomb enhancement for the continuum limit [dimensionless].
+    --------
+        - gamma_continuum : Coulomb enhancement factor in the continuum limit
+            [dimensionless].
 
     References:
-        Equation 6b in: Gopalakrishnan, R., & Hogan, C. J. (2012).
-        Coulomb-influenced collisions in aerosols and dusty plasmas.
-        Physical Review E - Statistical, Nonlinear,
-        and Soft Matter Physics, 85(2).
-        (https://doi.org/10.1103/PhysRevE.85.026410)
+    -----------
+        - Equation (6b): Gopalakrishnan, R., & Hogan, C. J. (2012).
+          Coulomb-influenced collisions in aerosols and dusty plasmas.
+          Physical Review E, 85(2). https://doi.org/10.1103/PhysRevE.85.026410
     """
-    # return coulomb_potential/(1-np.exp(-1*coulomb_potential)) if ratio != 0,
-    # otherwise 1
-    denominator = 1 - np.exp(-1 * coulomb_potential)
+    denominator = 1 - safe_exp(-1 * coulomb_potential)
     return np.divide(
         coulomb_potential,
         denominator,


Test patch:
diff --git a/particula/particles/properties/tests/coulomb_enhancement_test.py b/particula/particles/properties/tests/coulomb_enhancement_test.py
index 9bf469afc..5fd53403c 100644
--- a/particula/particles/properties/tests/coulomb_enhancement_test.py
+++ b/particula/particles/properties/tests/coulomb_enhancement_test.py
@@ -4,6 +4,26 @@ import numpy as np
 from particula.particles.properties import coulomb_enhancement
 
 
+def test_ratio_lower_limit():
+    """Test the ratio function for ratio_lower_limit functionality."""
+    # Test case where the calculated ratio is below the lower limit
+    radius = 1e-9  # Very small radius to increase the Coulomb potential
+    charge = 100   # Large charge to increase the Coulomb potential
+    temperature = 298.15
+    expected_result = -200  # Default ratio_lower_limit
+
+    value = coulomb_enhancement.ratio(radius, charge, temperature)
+    assert np.isclose(value, expected_result)
+
+    # Test with a custom ratio_lower_limit
+    custom_limit = -100
+    expected_custom_result = custom_limit
+    value_custom = coulomb_enhancement.ratio(
+        radius, charge, temperature, ratio_lower_limit=custom_limit
+    )
+    assert np.isclose(value_custom, expected_custom_result)
+
+
 def test_ratio():
     """Test the ratio function in the coulomb_enhancement module."""
     # Test case 1: Single radius and charge
@@ -14,6 +34,9 @@ def test_ratio():
     value = coulomb_enhancement.ratio(radius, charge, temperature)
     assert np.isclose(value, expected_result)
 
+    # Ensure existing test cases do not trigger the ratio_lower_limit
+    # so they test the normal functionality of the ratio function.
+
     # Test case 2: Array of radii and charges
     radius = np.array([1.0, 2.0, 3.0])
     charge = np.array([-2, 3, 4])