From bedddf1f14d2967dc0ea80e8f7c03ad5c1c9b902 Mon Sep 17 00:00:00 2001
From: Alexis Gamelin <alexis.gamelin@synchrotron-soleil.fr>
Date: Tue, 24 Oct 2023 10:18:37 +0200
Subject: [PATCH] Add RF feedback notebook

Update CavityResonator and collective effects notebooks.
---
 examples/mbtrack2_RF_feedback.ipynb        | 2677 ++++++++++++++++++++
 examples/mbtrack2_cavity_resonator.ipynb   |  325 ++-
 examples/mbtrack2_collective_effects.ipynb |  311 +--
 3 files changed, 2987 insertions(+), 326 deletions(-)
 create mode 100644 examples/mbtrack2_RF_feedback.ipynb

diff --git a/examples/mbtrack2_RF_feedback.ipynb b/examples/mbtrack2_RF_feedback.ipynb
new file mode 100644
index 0000000..95788e1
--- /dev/null
+++ b/examples/mbtrack2_RF_feedback.ipynb
@@ -0,0 +1,2677 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "toc_visible": true,
+      "authorship_tag": "ABX9TyPkQX1NLxny9P1DFRMWELQH",
+      "include_colab_link": true
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "view-in-github",
+        "colab_type": "text"
+      },
+      "source": [
+        "<a href=\"https://colab.research.google.com/github/GamelinAl/mbtrack2_examples/blob/main/mbtrack2_RF_feedback.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Introduction\n",
+        "\n",
+        "This notebook introduces different kinds of **RF loops and feedbacks** for **mbtrack2** which can be used in conjonction with the `CavityResonator` class:\n",
+        "+ The `ProportionalLoop` class, a simple proportional feedback loop used to control the cavity amplitude and phase.\n",
+        "+  The `ProportionalIntegralLoop` class, a more realisitc Proportional Integral (PI) loop which controls the `CavityResonator` amplitude and phase via the generator current to take into account the cavity response.\n",
+        "+ The `TunerLoop` class, used to control a `CavityResonator` tuning angle in order to keep the phase between cavity and generator current constant.\n",
+        "+ The `DirectFeedback` class, based on top of `ProportionalIntegralLoop`, which is used to reduced to effective shunt impedance of the `CavityResonator` seen by the beam.\n",
+        "\n",
+        "The features demonstarted in this notebook rely a lot on the `CavityResonator` class, an example notebook for this class is available here: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/GamelinAl/mbtrack2_examples/blob/main/mbtrack2_cavity_resonator.ipynb)\n",
+        "\n",
+        "## References\n",
+        "\n",
+        "[1] : Yamamoto, N., Takahashi, T., & Sakanaka, S. (2018). Reduction and\n",
+        "    compensation of the transient beam loading effect in a double rf system\n",
+        "    of synchrotron light sources. PRAB, 21(1), 012001.\n",
+        "\n",
+        "[2] : Akai, K. (2022). Stability analysis of rf accelerating mode with\n",
+        "    feedback loops under heavy beam loading in SuperKEKB. PRAB, 25(10),\n",
+        "    102002.\n",
+        "\n",
+        "[3] : N. Yamamoto et al. (2023) Stability survey of a double RF system with RF feedback loops for bunch lengthening in a low-emittance synchrotron ring. In Proc. IPAC'23. doi:10.18429/JACoW-IPAC2023-WEPL161"
+      ],
+      "metadata": {
+        "id": "MBz4FJvi6mfl"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Initialization"
+      ],
+      "metadata": {
+        "id": "MvPLW4R_Td8L"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## mbtrack2 set-up"
+      ],
+      "metadata": {
+        "id": "O5fColz-q2EI"
+      }
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "BKGTZA_EvtF6",
+        "outputId": "fd1cf151-c698-413c-c76c-0cd283f5cecb"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Cloning into 'mbtrack2'...\n",
+            "remote: Enumerating objects: 1883, done.\u001b[K\n",
+            "remote: Counting objects: 100% (171/171), done.\u001b[K\n",
+            "remote: Compressing objects: 100% (171/171), done.\u001b[K\n",
+            "remote: Total 1883 (delta 101), reused 0 (delta 0), pack-reused 1712\u001b[K\n",
+            "Receiving objects: 100% (1883/1883), 1.81 MiB | 4.42 MiB/s, done.\n",
+            "Resolving deltas: 100% (1295/1295), done.\n"
+          ]
+        }
+      ],
+      "source": [
+        "! git clone -b develop https://gitlab.synchrotron-soleil.fr/PA/collective-effects/mbtrack2.git"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "%cd mbtrack2"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "aIwNdoXlVDus",
+        "outputId": "bbcfb3f8-a8aa-46fd-8aa1-2e3f9884949a"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "/content/mbtrack2\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Define a Synchrotron object"
+      ],
+      "metadata": {
+        "id": "-CHO7pYlsa76"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import numpy as np\n",
+        "import h5py as hp\n",
+        "import matplotlib.pyplot as plt\n",
+        "from tqdm import tqdm\n",
+        "from mbtrack2 import Synchrotron, Electron, Optics, LongitudinalMap, SynchrotronRadiation"
+      ],
+      "metadata": {
+        "id": "ewMLyHDOslSD"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "h = 20 # Harmonic number of the accelerator.\n",
+        "L = 100 # Ring circumference in [m].\n",
+        "E0 = 1.5e9 # Nominal (total) energy of the ring in [eV].\n",
+        "particle = Electron() # Particle considered.\n",
+        "ac = 1e-3 # Momentum compaction factor.\n",
+        "U0 = 200e3 # Energy loss per turn in [eV].\n",
+        "tau = np.array([1e-3, 1e-3, 2e-3]) # Horizontal, vertical and longitudinal damping times in [s].\n",
+        "tune = np.array([12.2, 15.3]) # Horizontal and vertical tunes.\n",
+        "emit = np.array([10e-9, 10e-12]) # Horizontal and vertical equilibrium emittance in [m.rad].\n",
+        "sigma_0 = 15e-12 # Natural bunch length in [s].\n",
+        "sigma_delta = 1e-3 # Equilibrium energy spread.\n",
+        "chro = [2.0, 3.0] # Horizontal and vertical (non-normalized) chromaticities."
+      ],
+      "metadata": {
+        "id": "GH7V8wmmxH4i"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "local_beta = np.array([3, 2]) # Beta function at the tracking location.\n",
+        "local_alpha = np.array([0, 0]) # Alpha function at the tracking location.\n",
+        "local_dispersion = np.array([0, 0, 0, 0]) # Dispersion function and its derivative at the tracking location.\n",
+        "optics = Optics(local_beta=local_beta, local_alpha=local_alpha,\n",
+        "                  local_dispersion=local_dispersion)"
+      ],
+      "metadata": {
+        "id": "yY9Fh3JR1rQy"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "ring = Synchrotron(h=h, optics=optics, particle=particle, L=L, E0=E0, ac=ac,\n",
+        "                   U0=U0, tau=tau, emit=emit, tune=tune,\n",
+        "                   sigma_delta=sigma_delta, sigma_0=sigma_0, chro=chro)"
+      ],
+      "metadata": {
+        "id": "WiPq6SDLvbjC"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(\"RF frequency = %.5f MHz\"%(ring.f1/1e6))\n",
+        "print(\"Revolution frequency = %.5f MHz\"%(ring.f0/1e6))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "-CCJ6MI6cjCE",
+        "outputId": "1bae00c9-a779-411c-c37b-d7ccdea3dad3"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "RF frequency = 59.95849 MHz\n",
+            "Revolution frequency = 2.99792 MHz\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "long = LongitudinalMap(ring) # define the LongitudinalMap element with the ring parameters\n",
+        "rad = SynchrotronRadiation(ring)"
+      ],
+      "metadata": {
+        "id": "zqe81udke_UD"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Define starting parameters"
+      ],
+      "metadata": {
+        "id": "7eEiVqkVuBB8"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from mbtrack2 import Beam, CavityResonator, CavityMonitor, plot_cavitydata"
+      ],
+      "metadata": {
+        "id": "1IbGXCBAt1QS"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def restart(I0=0.001, tot_turns=500):\n",
+        "  fill_ptrn = np.zeros(ring.h)\n",
+        "  fill_ptrn[0:ring.h]=I0/h\n",
+        "  mybeam = Beam(ring)\n",
+        "  mybeam.init_beam(fill_ptrn, mp_per_bunch=1)\n",
+        "\n",
+        "  m = 1 # Harmonic number of the cavity\n",
+        "  Rs = 5e6 # Shunt impedance of the cavity in [Ohm], defined as 0.5*Vc*Vc/Pc.\n",
+        "          # If Ncav = 1, used for the total shunt impedance.\n",
+        "          # If Ncav > 1, used for the shunt impedance per cavity.\n",
+        "  Q = 35e3 # Quality factor of the cavity.\n",
+        "  QL = 5e3 # Loaded quality factor of the cavity.\n",
+        "  detune = -100e3 # Detuing of the cavity in [Hz], defined as (fr - m*ring.f1).\n",
+        "  Ncav = 4 # Number of cavities.\n",
+        "  MC = CavityResonator(ring, m, Rs, Q, QL, detune, Ncav=Ncav)\n",
+        "\n",
+        "  MC.Vc = 1e6 # Total cavity voltage in [V].\n",
+        "  MC.theta = np.arccos(ring.U0/MC.Vc) # Total cavity phase in [rad].\n",
+        "  MC.set_optimal_detune(I0)\n",
+        "  MC.set_generator(I0)\n",
+        "\n",
+        "  if 'MCmon' in globals():\n",
+        "    globals()[\"MCmon\"].close()\n",
+        "    ! rm -f \"save.hdf5\"\n",
+        "  total_size = int(tot_turns/5)\n",
+        "  MCmon = CavityMonitor(\"MC\", ring, file_name = \"save\",total_size=total_size, save_every=5, buffer_size=10, mpi_mode=False)\n",
+        "\n",
+        "  return mybeam, MC, MCmon"
+      ],
+      "metadata": {
+        "id": "0QE4Kn9Xhx1V"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# CavityResonator without loop/feedbacks"
+      ],
+      "metadata": {
+        "id": "EbhRfLimgn0y"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Without beam"
+      ],
+      "metadata": {
+        "id": "HkKlnzgjhOoc"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Before adding loops and feedbacks, we can have a look at the cavity voltage and phase evolution without beam, i.e. a *frozen* beam without beam longitudinal motion and very low current (1 mA):"
+      ],
+      "metadata": {
+        "id": "R6gOWpNEtF3x"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mybeam, MC, MCmon = restart(I0=0.001)"
+      ],
+      "metadata": {
+        "id": "NGPe-IG1io_E"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for i in tqdm(range(500)):\n",
+        "  MC.track(mybeam)\n",
+        "  MCmon.track(mybeam, MC)\n",
+        "meanVc = np.mean(MC.cavity_phasor_record)\n",
+        "print(f\"\\n Residual error: amplitude {np.round((1-np.abs(meanVc)/MC.Vc)*100,3)} % & phase {np.round((1-np.angle(meanVc)/MC.theta)*100,3)} %\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "s1KAFxdRgnV6",
+        "outputId": "acde0f7c-df36-49be-82e9-113ce3f723f6"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "100%|██████████| 500/500 [00:13<00:00, 37.41it/s]"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            " Residual error: amplitude 0.0 % & phase 0.001 %\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The `CavityResonator` setpoint (`CavityResonator.Vc` for the amplitude and `CavityResonator.theta` for the phase) can be shown along the data from tracking using the `show_objective=True` option of the `plot_cavitydata` function."
+      ],
+      "metadata": {
+        "id": "VbaUYRfYtzYO"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", show_objective=True)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 465
+        },
+        "id": "N2PHTU6lg46r",
+        "outputId": "c8551709-49db-4b69-8a04-bbe7b14232b7"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "As there is no loop or feedback, the generator voltage/phase is constant:"
+      ],
+      "metadata": {
+        "id": "KYPKynGw0-4b"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", phasor=\"generator\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "dBqWIfnX0yXz",
+        "outputId": "c41e0907-21e2-4929-951d-27ddc2862f6b"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The beam voltage is nearly zero as the current is very low:"
+      ],
+      "metadata": {
+        "id": "S9QuEhEo121T"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", phasor=\"beam\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "2B5KNSgB0tR7",
+        "outputId": "45253892-19ef-4fac-df83-db16a13b3962"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## With beam"
+      ],
+      "metadata": {
+        "id": "-qtUFdVvhojP"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "When including longtudinal motion and higher current (200 mA), it takes a bit longer for the cavity voltage and phase to converge to its design value as the beam loading needs to build up:"
+      ],
+      "metadata": {
+        "id": "EeQEUBcfxOth"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mybeam, MC, MCmon = restart(I0=0.2, tot_turns=3000)"
+      ],
+      "metadata": {
+        "id": "Nwzukrq6kck2"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for i in tqdm(range(3000)):\n",
+        "  long.track(mybeam)\n",
+        "  rad.track(mybeam)\n",
+        "  MC.track(mybeam)\n",
+        "  MCmon.track(mybeam, MC)\n",
+        "meanVc = np.mean(MC.cavity_phasor_record)\n",
+        "print(f\"\\n Residual error: amplitude {np.round((1-np.abs(meanVc)/MC.Vc)*100,3)} % & phase {np.round((1-np.angle(meanVc)/MC.theta)*100,3)} %\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "759f4832-eea4-47a8-b047-bba8b8fdd78d",
+        "id": "7YCIJT4mkck3"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "100%|██████████| 3000/3000 [00:51<00:00, 58.79it/s]"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            " Residual error: amplitude -0.08 % & phase 0.048 %\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", show_objective=True)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "outputId": "d75c91d5-e044-41dd-d34a-847c6c781436",
+        "id": "5w7tOdFakck3"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", phasor=\"beam\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "CUefBgKi3d0L",
+        "outputId": "6c81c6d8-c7c6-4e21-fa56-3634c04b638e"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", phasor=\"generator\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "SQ8SEI1N5dOj",
+        "outputId": "d5b72d4b-1e16-4dd6-fc00-333271b3a0be"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## With beam and phasor initialization"
+      ],
+      "metadata": {
+        "id": "g8Mq3rYowsnX"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "To speed up the beam loading build-up, it is possible to use the `CavityResonator.init_phasor` method to initialize the `CavityResonator.beam_phasor` to its equilibrium value corresponding to a given beam distribution:"
+      ],
+      "metadata": {
+        "id": "D-vVFVwW5nfi"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mybeam, MC, MCmon = restart(I0=0.2, tot_turns=500)"
+      ],
+      "metadata": {
+        "id": "3R1tpt27wsnf"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "MC.init_phasor(mybeam)"
+      ],
+      "metadata": {
+        "id": "NpFtPFiXwsnf"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for i in tqdm(range(500)):\n",
+        "  long.track(mybeam)\n",
+        "  rad.track(mybeam)\n",
+        "  MC.track(mybeam)\n",
+        "  MCmon.track(mybeam, MC)\n",
+        "meanVc = np.mean(MC.cavity_phasor_record)\n",
+        "print(f\"\\n Residual error: amplitude {np.round((1-np.abs(meanVc)/MC.Vc)*100,3)} % & phase {np.round((1-np.angle(meanVc)/MC.theta)*100,3)} %\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "0506e8e2-ac3b-4e3e-830c-eeba8b80461e",
+        "id": "Zyiur5Ttwsnf"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "100%|██████████| 500/500 [00:09<00:00, 54.40it/s]"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            " Residual error: amplitude 0.1 % & phase -0.113 %\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", show_objective=True)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "outputId": "8fc91e7c-7837-45ce-e85b-1b37628dae65",
+        "id": "dqjcY_50wsng"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", phasor=\"beam\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 452
+        },
+        "id": "PjoL5Ur26mzs",
+        "outputId": "4b42e31e-801e-410e-a81c-b1fb88641ff9"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# CavityResonator interface for loops and feedbacks"
+      ],
+      "metadata": {
+        "id": "DDktLfij9APb"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The different types of loop or feedback to be applied to `CavityResonator` objects are defined as separate classes, they must be initialised separately after the `CavityResonator` object.\n",
+        "\n",
+        "The loop must then be added to the CavityResonator object using:\n",
+        "\n",
+        "`CavityResonator.feedback.append(loop)`\n",
+        "\n",
+        "The `CavityResonator.feedback` interface is just a `list` which contains all the different kinds of feedback applied to this `CavityResonator` object. Once a feedback has been added to this list, its `track` method will automatically be called when then `CavityResonator.track` method is called."
+      ],
+      "metadata": {
+        "id": "Dp3j7MzK-vfK"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# ProportionalLoop class"
+      ],
+      "metadata": {
+        "id": "CR9aVDJsep59"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The `ProportionalLoop` is a **simple proportional feedback loop** to control a `CavityResonator` amplitude and phase.\n",
+        "It takes as input:\n",
+        "+ `gain_A` an amplitude (voltage) gain.\n",
+        "+ `gain_P` a phase gain.\n",
+        "+ `delay` the feedback delay in unit of turns.\n",
+        "\n",
+        "The feedback setpoints are `CavityResonator.Vc` and `CavityResonator.theta` and the loop modifies the generator amplitude `CavityResonator.Vg` and phase `CavityResonator.theta_g` according to:\n",
+        "+ `Vg -= gain_A*(cavity_voltage - Vc)`\n",
+        "+ `theta_g -= gain_P*(cavity_phase - theta)`\n",
+        "\n",
+        "The generator modification is applied after `delay` revolution periods."
+      ],
+      "metadata": {
+        "id": "uUcuZLDf7gDE"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from mbtrack2 import ProportionalLoop"
+      ],
+      "metadata": {
+        "id": "Ucsh_A3bfb_z"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Step without beam"
+      ],
+      "metadata": {
+        "id": "4OyHqDQ-puBH"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The `ProportionalLoop` can be used to perform a step increase of the cavity voltage and phase.\n",
+        "\n"
+      ],
+      "metadata": {
+        "id": "Z53n_ThvOfcC"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mybeam, MC, MCmon = restart(I0=0.001, tot_turns=500)"
+      ],
+      "metadata": {
+        "id": "DRg5jGDepuBP"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "MC.feedback"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "92277ee6-dc6d-45a9-c765-e56a1e26c2ea",
+        "id": "9fVuzrlEpuBP"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "[]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 28
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "`MC.feedback` is empty, let us define a `ProportionalLoop` object and adds it to `MC`:"
+      ],
+      "metadata": {
+        "id": "We8qXN57OTIN"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "PL = ProportionalLoop(ring, MC, gain_A=0.1, gain_P=0.1, delay=5)"
+      ],
+      "metadata": {
+        "id": "wW3vurhwpuBQ"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "MC.feedback.append(PL)"
+      ],
+      "metadata": {
+        "id": "cbyZPdNRpuBQ"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "MC.feedback"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "cQSatPoW_Hbr",
+        "outputId": "b3c29fd0-c3bb-4695-a0f9-b02a7a346a84"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "[<mbtrack2.tracking.rf.ProportionalLoop at 0x7e8c5d7670a0>]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 31
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Here the objective voltage `MC.Vc` is increased to 1.05 MV at turn 250, the objective phase `MC.theta` is changed accordingly to keep energy balance:"
+      ],
+      "metadata": {
+        "id": "lNfn2HCsPXF4"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for i in tqdm(range(500)):\n",
+        "  MC.track(mybeam)\n",
+        "  MCmon.track(mybeam, MC)\n",
+        "  if i == 250:\n",
+        "    MC.Vc = 1.05e6\n",
+        "    MC.theta = np.arccos(ring.U0/MC.Vc)\n",
+        "meanVc = np.mean(MC.cavity_phasor_record)\n",
+        "print(f\"\\n Residual error: amplitude {np.round((1-np.abs(meanVc)/MC.Vc)*100,3)} % & phase {np.round((1-np.angle(meanVc)/MC.theta)*100,3)} %\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "561a271f-bea4-48d9-ccde-50bbad9b96e5",
+        "id": "WjsN5NnFpuBQ"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "100%|██████████| 500/500 [00:06<00:00, 74.47it/s]"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            " Residual error: amplitude 0.0 % & phase -0.0 %\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", show_objective=True)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 454
+        },
+        "outputId": "45e21884-d131-4dd0-bc27-b9dc2506ecc6",
+        "id": "detrQ_P8puBQ"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "We can see that the generator voltage `MC.Vg` and phase `MC.theta_g` is changed by the `ProportionalLoop` during the tracking:"
+      ],
+      "metadata": {
+        "id": "0xTkz6GnPiGp"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", phasor=\"generator\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "outputId": "daceca66-d8bf-4552-8419-c395b65cfa6a",
+        "id": "HSVEHd1bpuBQ"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Step with beam"
+      ],
+      "metadata": {
+        "id": "WG--viZsrDB3"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The same step with a 200 mA beam is shown bellow:"
+      ],
+      "metadata": {
+        "id": "BciqrblIRAX8"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mybeam, MC, MCmon = restart(I0=0.2, tot_turns=1000)\n",
+        "MC.init_phasor(mybeam)"
+      ],
+      "metadata": {
+        "id": "JPcbzH3hrDB_"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "PL = ProportionalLoop(ring, MC, gain_A=0.1, gain_P=0.1, delay=5)\n",
+        "MC.feedback.append(PL)"
+      ],
+      "metadata": {
+        "id": "MvnnGNWGrDCA"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for i in tqdm(range(1000)):\n",
+        "  long.track(mybeam)\n",
+        "  rad.track(mybeam)\n",
+        "  MC.track(mybeam)\n",
+        "  MCmon.track(mybeam, MC)\n",
+        "  if i == 250:\n",
+        "    MC.Vc = 1.05e6\n",
+        "    MC.theta = np.arccos(ring.U0/MC.Vc)\n",
+        "meanVc = np.mean(MC.cavity_phasor_record)\n",
+        "print(f\"\\n Residual error: amplitude {np.round((1-np.abs(meanVc)/MC.Vc)*100,3)} % & phase {np.round((1-np.angle(meanVc)/MC.theta)*100,3)} %\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "8d0c4be4-83d5-4e28-fff3-3790095787e7",
+        "id": "tCi5DMO9rDCA"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "100%|██████████| 1000/1000 [00:17<00:00, 56.14it/s]"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            " Residual error: amplitude -0.031 % & phase -0.061 %\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", show_objective=True)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "outputId": "ddaa4bdc-9a85-4ef3-982e-3772ed9f8cd5",
+        "id": "mmtj78MCrDCA"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnwAAAGwCAYAAAAzL7gEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACmPElEQVR4nOzdeVhUZfsH8O+wDcMuqICIiKG4E2gWmuIaoZJrmaHimvtuFr963d5MrVwLsxXCVzNLsXJfCXFfwExwB1dERQRZBeb5/fFwzswwCzPDIKD357rOxZxznjnnmWGZm/vZJIwxBkIIIYQQ8twyq+4KEEIIIYSQqkUBHyGEEELIc44CPkIIIYSQ5xwFfIQQQgghzzkK+AghhBBCnnMU8BFCCCGEPOco4COEEEIIec5ZVHcFaqKSkhIkJibC1dUVZmYUExNCCCG1gVwuR0ZGBvz9/WFhQSGOMno3NEhMTESHDh2quxqEEEIIMcLJkyfxyiuvVHc1ahQK+DRwdXUFwH9g3N3dq7k2hBBCCNFHeno6OnToIH6OEwUK+DQQmnHd3d3RsGHDaq4NIYQQQgxB3bHU0TtCCCGEEPKco4CPEEIIIeQ5RwEfIYQQQshzjvrwEUI0Ki0tRXFxcXVXgxBCRJaWljA3N6/uatRKFPARQlQwxnDv3j08fvy4uqtCCCFqnJyc4ObmBolEUt1VqVWqNeCLj4/HF198gTNnziA9PR2xsbHo37+/zufExcVh1qxZuHDhAjw9PfHJJ59g5MiR4vnGjRvjxo0bas+bNGkSIiMjTfwKCHn+CMFe/fr1YWNjQ39UCSE1AmMM+fn5uH//PgDQtGkGqtaALy8vD35+fhg9ejQGDhxYYfnU1FT06dMHEyZMwIYNG3DgwAGMHTsW7u7uCA4OBgCcOnUKpaWl4nP+/fdf9OrVC2+//XaVvQ5CnhelpaVisOfi4lLd1SGEEBUymQwAcP/+fdSvX5+adw1QrQFfSEgIQkJC9C6/bt06eHt7Y/ny5QCAFi1aICEhAStXrhQDvnr16qk8Z+nSpXjppZcQFBRkuooT8pwS+uzZ2NhUc00IIUQz4e9TcXExBXwGqFWjdI8dO4aePXuqHAsODsaxY8c0ln/69Cn+97//YfTo0TqbpYqKipCTkyNuT548MWm9CaltqBmXEFJT0d8n49SqgO/evXtqy6W4uroiJycHBQUFauW3bduGx48fq/Tx02TJkiVwdHQUt5YtW5qy2oQQQggh1apWBXyG+vHHHxESEoIGDRroLBcREYHs7GxxS05OfkY1JIQQQgiperUq4HNzc0NGRobKsYyMDDg4OIgdOQU3btzA/v37MXbs2AqvK5VK4eDgIG729vYmrTch5PmRlpYGiUSCpKSk6q6KmujoaDg5OVV3NbQaOXIkJBIJJBIJtm3bVqX3WrBggXivVatWVem9CKkNalXAFxgYiAMHDqgc27dvHwIDA9XKRkVFoX79+ujTp8+zqh4hmimNGteEMaCk5BnV5Tl37949TJ06FU2aNIFUKoWnpydCQ0PV/m5UhqenJ9LT09G6dWsAfKooiURSI+ctXLBgAV5++eXqroaKN998E+np6SoD9oTA7Pjx4ypli4qK4OLiAolEgri4OGRkZMDS0hKbNm3SeO0xY8YgICAAADBnzhykp6ejYcOGVfdiCKlFqjXgy83NRVJSkvifcmpqKpKSknDz5k0AvKl1xIgRYvkJEybg+vXrmDt3Li5evIi1a9di8+bNmDlzpsp15XI5oqKiEB4eDgsLmluaVKP58wFbW0BDNigzE/j8c8DXF5BKgaNHn331nidpaWlo164dDh48iC+++ALnz5/H7t270a1bN0yePNlk9zE3N4ebmxv9bTGSVCqFm5sbpFKpynFPT09ERUWpHIuNjYWdnZ247+rqij59+uCnn35Su25eXh42b96MMWPGAADs7Ozg5uZGozgJKVOtAd/p06fh7+8Pf39/AMCsWbPg7++PefPmAQDS09PF4A8AvL29sWPHDuzbtw9+fn5Yvnw5fvjhB3FKFsH+/ftx8+ZNjB49+tm9GEI0+esvoKgI+OUXtVM9ewIffghcuQLI5cDu3dVQP30wBuTlVc/GmN7VnDRpEiQSCU6ePIlBgwahWbNmaNWqFWbNmqWSOVqxYgXatGkDW1tbeHp6YtKkScjNzQUA5OTkQCaTYdeuXSrXjo2Nhb29PfLz81WadNPS0tCtWzcAQJ06dSCRSDBy5EjExMTAxcUFRUVFKtfp378/hg8frrH+HTt2xIcffqhy7MGDB7C0tER8fDwAICsrCyNGjECdOnVgY2ODkJAQXLlyReP1oqOjsXDhQpw7d07MoEVHR1f4Hgi+//57eHp6wsbGBgMGDMCKFSvUmov/+OMPBAQEwNraGk2aNMHChQtRYmS6Ojw8HJs2bVIZgPfTTz8hPDxcpdyYMWNw4MABlc8GAPjtt99QUlKCsLAwo+5PyHOPETW3bt1iANitW7equyqktnNyYgxgrEMHlcOlpYyZm/NT3brxr8OGVVMdlRQUFLDk5GRWUFCgOJibyytYHVturl71zszMZBKJhH322WcVll25ciU7ePAgS01NZQcOHGC+vr5s4sSJ4vnBgwezYeW+GYMGDRKPpaamMgAsMTGRlZSUsC1btjAA7NKlSyw9PZ09fvyY5efnM0dHR7Z582bxGhkZGczCwoIdPHhQY72+/vpr1qhRIyaXy8VjX331lcqxt956i7Vo0YLFx8ezpKQkFhwczHx8fNjTp08ZY4xFRUUxR0dHxhhj+fn5bPbs2axVq1YsPT2dpaens/z8fL3eg4SEBGZmZsa++OILdunSJRYZGcmcnZ3FazPGWHx8PHNwcGDR0dHs2rVrbO/evaxx48ZswYIFWt/78PBw1q9fP7XjAFhsbCxr27YtW79+PWOMsRs3bjCpVMouX77MALBDhw4xxhgrKSlh7u7ubOHChSrX6NKlC3vvvffUru3l5cVWrlyptU6k9tH4d6oMfX5rRwGfBvQDQ0wiK0sRuJibM5adLZ7KzFScWr+ef+3UqfqqKqitAd+JEycYALZ161aDX/Nvv/3GXFxcxP3Y2FhmZ2fH8vLyGGOMZWdnM2tra7Zr1y7GmGrAxxhjhw4dYgBYVlaWynUnTpzIQkJCxP3ly5ezJk2aqAR0yu7fv88sLCxYfHy8eCwwMJB9+OGHjDEmBj5HjhwRzz98+JDJZDIxsFQO+BhjbP78+czPz8/g92DIkCGsT58+KmXCwsJUrt2jRw+1AHv9+vXM3d1d630qCvhWrVrFunXrxhhjbOHChWzAgAEsKytLJeBjjLGPPvqIeXt7i+/l1atXmUQiYfv371e7NgV8zx9TBnx///0369u3L3N3dxd/DnU5fPgw69ixI3N2dmbW1tbM19eXrVixQqVMTk4Omz59OmvUqBGztrZmgYGB7OTJk3q/vqpSqwZtEFKrpKUpHpeWAkeOiLtlS0HCyYn34QOA1NRnVjPD2NgAubnVs+m54gczoOl3//796NGjBzw8PGBvb4/hw4cjMzMT+fn5AIDevXvD0tISf/75JwBgy5YtcHBwUJv0vSLjxo3D3r17cefOHQC8iVUYpapJvXr18MYbb2DDhg0AeJ/mY8eOiU2UKSkpsLCwwKuvvio+x8XFBb6+vkhJSTGobhW9B5cuXUKHDh1UnlN+/9y5c1i0aBHs7OzEbdy4cUhPTxevY6hhw4bh2LFjuH79OqKjo7V2yxk9ejRSU1Nx6NAhAHyQXuPGjdG9e3ej7kteXMISr5GRkXqVt7W1xZQpUxAfH4+UlBR88skn+OSTT/Ddd9+JZcaOHYt9+/Zh/fr1OH/+PN544w307NlT/FtQXSjgI6SqKAd8APD33+JDIeCrXx/w9uaP794FCgufTdUMIpHwgSfVsek5o37Tpk0hkUhw8eJFneXS0tLQt29ftG3bFlu2bMGZM2fEP/RPnz4FAFhZWWHw4MHYuHEjAGDjxo0YMmSIwYM0/P394efnh5iYGJw5cwYXLlyocBL4sLAw/P777yguLsbGjRvRpk0btGnTxqD7VkSf90Afubm5WLhwoTjwLikpCefPn8eVK1dgbW1tVN1cXFzQt29fjBkzBoWFhVqX3mzatCk6d+6MqKgoyOVyxMTEYNSoUbQCAxE9efJEZQWt8v1pBSEhIfj0008xYMAAva7r7++PoUOHolWrVmjcuDGGDRuG4OBgHD58GABQUFCALVu24PPPP0eXLl3g4+ODBQsWwMfHB998843JXp8xKOAjpKoIKTvhwy8uTjwlBHz16gEuLjy2AYAbN55d9Z4nzs7OCA4ORmRkJPLy8tTOC1OmnDlzBnK5HMuXL8drr72GZs2a4e7du2rlw8LCsHv3bly4cAEHDx7UORDAysoKAFCqYfqdsWPHIjo6GlFRUejZsyc8PT11vo5+/fqhsLAQu3fvxsaNG1Xu26JFC5SUlODEiRPisczMTFy6dEnr6kBWVlZq9dLnPfD19cWpU6dUjpXfDwgIwKVLl+Dj46O2mZkZ/9EyevRoxMXFYcSIETpH2I4ZMwZbtmzBli1bcOfOnQqDafJiadmypcoKWkuWLKmS+yQmJuLo0aMICgoCAJSUlKC0tFTtnx6ZTIaEhIQqqYPeqrtNuSaiPnzEJKZN4/3Q3n1X0Y8vJ4cxxtjatfzQgAG8aOvWfL+sm1i10dU3pqa7du0ac3NzYy1btmS///47u3z5MktOTmarV69mzZs3Z4wxlpSUxACwVatWsWvXrrGYmBjm4eGh1gdPLpczT09P5ufnx1566SWV+5Tvw3f79m0mkUhYdHQ0u3//Pnvy5IlY9vHjx8zGxoZZWVmxTZs26fU6wsLCmJ+fH5NIJOzGjRsq5/r168datmzJDh8+zJKSktibb76pddAGY4xt2LCB2drassTERPbgwQNWWFio13sgDNpYvnw5u3z5Mlu3bh1zcXFhTk5O4rV3797NLCws2IIFC9i///7LkpOT2S+//MI+/vhjra+toj58jPH3/sGDB6yoqIgxxjT24WOMsby8PObg4MDq1KnD3nzzTa33pD58zx99+vAlJyez7OxscSssLKzwutCjD5/Aw8ODWVlZMTMzM7Zo0SKVc4GBgSwoKIjduXOHlZSUsPXr1zMzMzPWrFkzva5dVSjDR0hVETJ8QUG83VapH59yky6gaNatsf34aoEmTZrg7Nmz6NatG2bPno3WrVujV69eOHDggNiU4ufnhxUrVmDZsmVo3bo1NmzYoPE/f4lEgqFDh+LcuXMVTvPh4eGBhQsX4qOPPoKrqyumTJkinnN0dMSgQYNgZ2eH/v376/U6wsLCcO7cOXTu3BmNGjVSORcVFYV27dqhb9++CAwMBGMMO3fuhKWlpcZrDRo0CG+++Sa6deuGevXq4ZdfftHrPejUqRPWrVuHFStWwM/PD7t378bMmTNVshbBwcHYvn079u7di1deeQWvvfYaVq5cCS8vL71epzYSiQR169YVM6fa2NjY4N1330VWVhZNwUXU2Nvbq6ygVX7ex8o6fPgwTp8+jXXr1mHVqlX4RWnqrfXr14MxBg8PD0ilUqxZswZDhw6tVObbJKo13KyhKMNHTEJI2+3ezdioUfzxRx8xxhibNInvfvIJLyokA+fOrcb6stqd4aupunfvzqZOnVrd1ai0sWPHstdff71S19CW4atKlOF7/lTVtCwwIMOn7L///a/G7F1ubi67e/cuY4yxd955h/Xu3dvga5sSZfgIqQqMKQZtNG4MlC33hMuXAVCG70WQlZWF2NhYxMXFmXSlj2flyy+/xLlz53D16lV89dVX+Pnnn9UmQTbG9u3bYWdnh+3bt5ugltp99tlnsLOzU5ugmRBTk8vlGgeF2Nrawt3dHVlZWdizZw/69etXDbVToLWBCKkKmZl8WhEA8PIC3Nz444wMAMCDB3yXAr7nl7+/P7KysrBs2TL4CnPv1CInT57E559/jidPnqBJkyZYs2YNxo4dW6lrfv755/jkk08AAO7u7qaoplYTJkzAO++8A4BPeUOIJrm5ubh69aq4Lyzx6uzsjEaNGiEiIgJ37txBTEwMACAyMhKNGjVC8+bNAQDx8fH48ssvMW3aNPEae/bsAWMMvr6+uHr1Kj744AM0b94co0aNerYvrhwK+AipCkJ2z92dj9J1deX7ZQFf+Qxf48b8KwV8z4+08tPy1DKbN282+TXr16+P+sIPfRVzdnaGs7PzM7kXqb1Onz4tLo8I8CVeAb7UX3R0tNoSr3K5HBEREUhNTYWFhQVeeuklLFu2DOPHjxfLZGdnIyIiArdv34azszMGDRqExYsXa+1r+6xQwEdIVRAiNyF1pyXgExIPQrHMTODJE8De/hnVkxBCXmBdu3bVOXG7sP60YOrUqZg6darOa77zzjtidrkmoT58hFQFIeATUndCwPfkCUqeFCAzk+8KyQ4HB0BIRlCWjxBCiKlRwEdIVRCa84TUnYMDUDYtQOZF3oFPIuGTLguoHx8hhJCqQgEfIVWhfIZPIhGzfPcvPwbAgz3lhQQo4COEEFJVKOAjpCqUz/ABioDvOh+9W77vuhAb1vK+/oQQQmogCvgIMbXyc/AJyiK8+zcLlXdFQmxIAV/NlpaWBolEgqSkpOquipro6Gg4OTlVdzWMps97+6ze/5EjR+q9Okp16tq1K2bMmFGl94iLi4NEIoFEIqny90T4/kokErz88stVeq8XDQV8hJja06dAIQ/qVDrplWX4HqQXA1AP+ISp+oQRvMRw9+7dw9SpU9GkSRNIpVJ4enoiNDQUBw4cMNk9PD09kZ6ejtatWwNQfBg+fvzYZPcwlQULFjx3H5rl3//K0hZArl69Wm2E5ovu0qVLKu/JyJEjIZFIMGHCBLWykydPhkQiwciRIwEAoaGhePPNNzVe9/Dhw5BIJPjnn3/E7+/s2bOr4iW80CjgI8TU8vIUj21tFY+FJl0+MwvKzwUr7AuTMhPDpKWloV27djh48CC++OILnD9/Hrt370a3bt1MutKFubk53NzcYGFBs1pVh2f1/js6OtbqbGlVqF+/vtp74unpiU2bNqGgoEA8VlhYiI0bN6qsBT1mzBjs27cPt2/fVrtuVFQU2rdvj7Zt24rfXzs7uyp7HS8qCvgIMTUh4LOyApQn2hQCvkd8pEb5DJ8Q8FGGzziTJk2CRCLByZMnMWjQIDRr1gytWrXCrFmzcPz4cbHcihUr0KZNG9ja2sLT0xOTJk1CbtmqKDk5OZDJZNi1a5fKtWNjY2Fvb4/8/HyVjFBaWpo4aWudOnXEjEZMTAxcXFzUllvq378/hg8frrH+HTt2xIcffqhy7MGDB7C0tER8fDwAvlzbiBEjUKdOHdjY2CAkJARXrlzReL3o6GgsXLgQ586dE5vIhOyMrvdA8P3338PT0xM2NjYYMGAAVqxYofZh/8cffyAgIADW1tZo0qQJFi5ciJKSEo31AfiktYsWLULDhg0hlUrx8ssvY/fu3WrlLl68iI4dO8La2hqtW7fG33//LZ7TlJH7999/ERISAjs7O7i6umL48OF4+PChyn0///xz+Pj4QCqVolGjRli8eDEAwLusL4W/vz8kEgm6du0KQLVJ97vvvkODBg0gl8tV6tmvXz+MHj3aqPdj7969sLa2VssMT58+Hd27dwcAZGZmYujQofDw8ICNjQ3atGmDX375Rev7CwASiQTbtm1TOebk5KSSmbt16xbeeecdODk5wdnZGf369TN6ovCAgAB4enpi69at4rGtW7eiUaNG8Pf3F4/17dsX9erVU8ua5ubm4rfffsOYMWOMuj/RHwV8hJia8MGpnN0DFE262Xx6lvIBn7CfkwNoWJax+uXlad+EJmx9yiplAnSWNcCjR4+we/duTJ48Gbbl33dAJVAxMzPDmjVrcOHCBfz88884ePAg5s6dCwBwcHBA3759sXHjRpXnb9iwAf3794eNjY3KcU9PT2zZsgUAb+5KT0/H6tWr8fbbb6O0tBR//vmnWPb+/fvYsWOHSoCgLCwsDJs2bVKZBPbXX39FgwYN0LlzZwA8CDl9+jT+/PNPHDt2DIwx9O7dG8XFxWrXGzJkCGbPno1WrVohPT0d6enpGDJkSIXvAQAcOXIEEyZMwPTp05GUlIRevXqJAZLg8OHDGDFiBKZPn47k5GR8++23iI6OViunbPXq1Vi+fDm+/PJL/PPPPwgODsZbb72lFrR+8MEHmD17NhITExEYGIjQ0FBkCpNXlvP48WN0794d/v7+OH36NHbv3o2MjAyViW8jIiKwdOlS/Oc//0FycjI2btwI17Lfx5MnTwIA9u/fj/T0dJXARfD2228jMzMThw4dEo8JP3NhYWFGvR89evSAk5OT+PMDAKWlpfj111/FaxYWFqJdu3bYsWMH/v33X7z//vsYPny4WGdjFBcXIzg4GPb29jh8+DCOHDkCOzs7vPnmm3j69KlR1xw9ejSioqLE/Z9++kltGTELCwuMGDEC0dHRKj/jv/32G0pLSzF06FDjXhDRHyNqbt26xQCwW7duVXdVSG106hRjAGOenqrHDx5kDGAdZWcYwNjvv6ueLi1lzNycP/X27WdXXWUFBQUsOTmZFRQUqJ/kw1E0b717q5a1sdFeNihItWzduprLGeDEiRMMANu6dathL5gx9ttvvzEXFxdxPzY2ltnZ2bG8vDzGGGPZ2dnM2tqa7dq1izHGWGpqKgPAEhMTGWOMHTp0iAFgWVlZKtedOHEiCwkJEfeXL1/OmjRpwuRyucZ63L9/n1lYWLD4+HjxWGBgIPvwww8ZY4xdvnyZAWBHjhwRzz98+JDJZDK2efNmxhhjUVFRzNHRUTw/f/585ufnZ/B7MGTIENanTx+VMmFhYSrX7tGjB/vss89Uyqxfv565u7trvU+DBg3Y4sWLVY698sorbNKkSYwxxXu7dOlS8XxxcTFr2LAhW7ZsmUoZ4f3/73//y9544w2Vawp/wy9dusRycnKYVCpl33//vcY6lb+eIDw8nPXr10/c79evHxs9erS4/+2337IGDRqw0tJSo9+P6dOns+7du4v7e/bsYVKpVO1nSVmfPn3Y7Nmzxf2goCA2ffp0cR8Ai42NVXmOo6Mji4qKEuvk6+ur8nNYVFTEZDIZ27Nnj8Z7avsZF96j+/fvM6lUytLS0lhaWhqztrZmDx48YP369WPh4eFi+ZSUFAaAHTp0SDzWuXNnNmzYMLV76vrZ1fV3ij6/taMMHyGmVkGG736RIwD1DJ+ZGVC3Ln9MzbqGYTqWRipv//796NGjBzw8PGBvb4/hw4cjMzMT+fn5AIDevXvD0tJSzM5t2bIFDg4O6Nmzp0F1GjduHPbu3Ys7d+4A4E2sQid3TerVq4c33ngDGzZsAMAXcT927JiY7UlJSYGFhQVeffVV8TkuLi7w9fVFSkqKQXWr6D24dOkSOnTooPKc8vvnzp3DokWLYGdnJ27jxo1Denq6eB1lOTk5uHv3Ljp16qRyvFOnTmr1DwwMFB9bWFigffv2Wl/juXPncOjQIZV6CAvbX7t2DSkpKSgqKkKPHj30fHc0CwsLw5YtW8Rm+g0bNuDdd9+FmZmZWA9D3g/hmnFxcbh79654zT59+ogZ6dLSUvz3v/9FmzZt4OzsDDs7O+zZs0dlbVdDnTt3DlevXoW9vb1YT2dnZxQWFuLatWtGXbNevXro06cPoqOjERUVhT59+qCu8MdMSfPmzdGxY0f89NNPAICrV6/i8OHD1Jz7jFCvY0JMTWiOLN/pWAj45PwPoaY15OvX58vt1siBG+X6eKlQnkEa0B2xmpX7P9ME89A0bdoUEokEFy9e1FkuLS0Nffv2xcSJE7F48WI4OzsjISEBY8aMwdOnT2FjYwMrKysMHjwYGzduxLvvvouNGzdiyJAhBg8S8Pf3h5+fH2JiYvDGG2/gwoUL2LFjh87nhIWFYdq0afjqq6+wceNGtGnTBm3atDHovhXR5z3QR25uLhYuXIiBAweqnbO2tjZpnSuqR2hoKJYtW6Z2zt3dHdevXzfJfUJDQ8EYw44dO/DKK6/g8OHDWLlypUo9DH0/XnnlFbz00kvYtGkTJk6ciNjYWJU+bl988QVWr16NVatWiX0uZ8yYobPpVSKRqP0DpNzkn5ubi3bt2on/WCirV34kmQFGjx6NKVOmAAAiIyO1lhszZgymTp2KyMhIREVF4aWXXkJQUJDR9yX6o4CPEFPTluGrUwdF5jbIKeUZPk1/W2v0SF0NfeOeeVktnJ2dERwcjMjISEybNk2tH9/jx4/h5OSEM2fOQC6XY/ny5WJmZvPmzWrXCwsLQ69evXDhwgUcPHgQn376qdZ7W1lZAeDZmPLGjh2LVatW4c6dO+jZsyc8PT11vo5+/frh/fffx+7du7Fx40aMGDFCPNeiRQuUlJTgxIkT6NixIwDeqf/SpUto2bKl1rqVr5c+74Gvry9OnTqlcqz8fkBAAC5dugQfHx+dr0ng4OCABg0a4MiRIyof8EeOHFHLHh4/fhxdunQBAJSUlODMmTNiMFFeQEAAtmzZgsaNG2sMyps2bQqZTIYDBw5g7Nixaud1ff+UWVtbY+DAgdiwYQOuXr0KX19fBAQEqNTDkPdDEBYWhg0bNqBhw4YwMzNDnz59xHNHjhxBv379MGzYMAB88Mnly5e1fr8BHrSlp6eL+1euXFHJMAYEBODXX39F/fr14eDgYFBddRH6AEokEgQHB2st984772D69OnYuHEjYmJiMHHiRK1Zb2Ja1KRLiKlpy/CZmeFB3RYAAAtzBk0zPtTogK+Gi4yMRGlpKTp06IAtW7bgypUrSElJwZo1a8QmQh8fHxQXF+Orr77C9evXsX79eqxbt07tWl26dIGbmxvCwsLg7e2t0oxanpeXFyQSCbZv344HDx6ojHZ97733cPv2bXz//fdaB2sos7W1Rf/+/fGf//wHKSkpKh3ZmzZtin79+mHcuHFISEjAuXPnMGzYMHh4eKBfv34ar9e4cWOkpqYiKSkJDx8+RFFRkV7vwdSpU7Fz506sWLECV65cwbfffotdu3apfDDPmzcPMTExWLhwIS5cuICUlBRs2rQJn3zyidbX98EHH2DZsmX49ddfcenSJXz00UdISkrC9OnTVcpFRkYiNjYWFy9exOTJk5GVlaX1/Zs8eTIePXqEoUOH4tSpU7h27Rr27NmDUaNGobS0FNbW1vjwww8xd+5cxMTE4Nq1azh+/Dh+/PFHAHyqEZlMJg72yM7O1lr/sLAw7NixAz/99JPY1F6Z90O45tmzZ7F48WIMHjwY0rI1twH+Pd+3bx+OHj2KlJQUjB8/HhkZGTqv1717d3z99ddITEzE6dOnMWHCBFgqzRYQFhaGunXrol+/fjh8+DBSU1MRFxeHadOmaZwyRV/m5uZISUlBcnIyzMtn/JXY2dlhyJAhiIiIQHp6ujhPH3kGqrkPYY1EnT5JpaxezQcdvPOO2qlE3yEMYMzVqVDjU6dM4U+NiKjqSmqmc9BGLXD37l02efJk5uXlxaysrJiHhwd76623VDqJr1ixgrm7uzOZTMaCg4NZTEyMxg7pc+fOZQDYvHnzVI5r6uS/aNEi5ubmxiQSiUondcYYGz58OHN2dmaFhZq/5+Xt3LmTAWBdunRRO/fo0SM2fPhw5ujoKNb/8uXL4vnygzYKCwvZoEGDmJOTEwMgdtzX5z347rvvmIeHB5PJZKx///7s008/ZW5ubir12b17N+vYsSOTyWTMwcGBdejQgX333XdaX1tpaSlbsGAB8/DwYJaWlszPz08cDMOY4r3duHEj69ChA7OysmItW7ZkBw8eVCuj/P5fvnyZDRgwgDk5OTGZTMaaN2/OZsyYIQ5MKC0tZZ9++inz8vJilpaWrFGjRioDLL7//nvm6enJzMzMWFDZoKLygzaE67i7uzMA7Nq1a2qvz9D3Q9ChQwcGQOV1MsZYZmYm69evH7Ozs2P169dnn3zyCRsxYoRKvcoP2rhz5w574403mK2tLWvatCnbuXOnyqANxhhLT09nI0aMYHXr1mVSqZQ1adKEjRs3jmVnZ2usX0WDNrQpP2hDcPToUQaA9S4/2EsJDdowPQr4NKAfGFIpn33GozalEX2Cw6/OZgBjPvU1/2FdtIg/dezYqq6kZrU94KuJunfvzqZOnVrd1ai0sWPHstdff726q8EuXrzIALArV65Ud1VeGNoCvqpEAZ/pUR8+QkxNWx8+AHn2fP00W/MCAOr9Z6hJ9/mRlZWFuLg4xMXFYe3atdVdHYN9+eWX6NWrF2xtbbFr1y78/PPP1f46Hj16hN9//x0ODg4V9ockptewYUOEhoZWOPlzZdy8eRMtW7bE06dPdfZVJIajgI8QU9PWhw9Avh0fmmsDzdM00Gobzw9/f39kZWVh2bJl8PX1re7qGOzkyZP4/PPP8eTJEzRp0gRr1qzROOjhWRozZgzOnDmDb775RqWvG6lar776qjg5dlUvedagQQNxFRX6HpsWBXyEmJquDJ+MT8liyzRPcSJM1UIZvtrP2KWqagpNo5erW2xsbHVX4YUkk8kMHn1sLAsLi2d2rxcNjdIlxNR0ZfisnQEANiVPND6VmnQJIYRUBQr4CDE1XRk+qzr8VPFjjU8VAr7sbMDIZS0JIYQQNRTwEWJqujJ8lnzSZZuiLI1PrVNHsWgFZfkIIYSYCgV8hJiargwf+DHbokeAhvVfldfTpYCPEEKIqVDAR4ip6crwMRkAwJY9AXJyND6d+vERQggxNQr4CDE1XRm+Ij4w3gb5QGamxqfT1CyEEEJMjQI+QkxNV4avbPo9W+RpDfhoapaaLS0tDRKJRJwr7FmKi4uDRCLB48ePn/m9dWncuDEkEkmV1k0ikWDbtm0q+xKJBE6aFqUmhKip1oAvPj4eoaGhaNCggdovszZxcXEICAiAVCqFj48PoqOj1crcuXMHw4YNg4uLC2QyGdq0aYPTp0+b/gUQoomuDF9ZLKhPho8CPsPdu3cPU6dORZMmTSCVSuHp6YnQ0FAcOHDAZPfw9PREeno6WrduDaDmBmHP2qJFi5Ceng5HR8dncr/09HSsWrXqmdyLkOdBtQZ8eXl58PPzQ2RkpF7lU1NT0adPH3Tr1g1JSUmYMWMGxo4diz179ohlsrKy0KlTJ1haWmLXrl1ITk7G8uXLUadOnap6GYQolJYCRUX8sYYMnxDw6crwUZOucdLS0tCuXTscPHgQX3zxBc6fP4/du3ejW7dumDx5ssnuY25uDjc3N1hY0Lz1yuzt7eHm5gaJRKLxfGlpKeRyucnu5+bm9syCS0KeB9Ua8IWEhODTTz/FgAED9Cq/bt06eHt7Y/ny5WjRogWmTJmCwYMHY+XKlWKZZcuWwdPTE1FRUejQoQO8vb3xxhtv4KWXXqqql0GIghDRARozfEKTrq4MHzXpGmfSpEmQSCQ4efIkBg0ahGbNmqFVq1aYNWsWjh8/LpZbsWIF2rRpA1tbW3h6emLSpEnILcvK5uTkQCaTYdeuXSrXjo2Nhb29PfLz81WadNPS0tCtWzcAQJ06dSCRSDBy5EjExMTAxcUFRULwX6Z///4YPny4xvoL1920aRM6duwIa2trtG7dGn///bda2TNnzqB9+/awsbFBx44dcenSJfHctWvX0K9fP7i6usLOzg6vvPIK9u/fr/L8tWvXomnTprC2toarqysGDx4snpPL5ViyZAm8vb0hk8ng5+eH33//XZ9vgYro6Gg4OTnhzz//RMuWLSGVSnHz5k2cOnUKvXr1Qt26deHo6IigoCCcPXtW5blXrlxBly5dYG1tjZYtW2Lfvn0G358QoqpW9eE7duwYevbsqXIsODgYx44dE/f//PNPtG/fHm+//Tbq168Pf39/fP/99zqvW1RUhJycHHF78kTzKgiEVEhozjUzAzSsA2lIhq+mBHyM8XpXx6Zh5hqNHj16hN27d2Py5Mmw1RBoK/fzMjMzw5o1a3DhwgX8/PPPOHjwIObOnQsAcHBwQN++fbFx40aV52/YsAH9+/eHjY2NynFPT09s2bIFAHDp0iWkp6dj9erVePvtt1FaWoo///xTLHv//n3s2LEDo0eP1vlaPvjgA8yePRuJiYkIDAxEaGgoMsv9rHz88cdYvnw5Tp8+DQsLC5Vr5ubmonfv3jhw4AASExPx5ptvIjQ0FDdv3gQAnD59GtOmTcOiRYtw6dIl7N69G126dBGfv2TJEsTExGDdunW4cOECZs6ciWHDhmkMPCuSn5+PZcuW4YcffsCFCxdQv359PHnyBOHh4UhISMDx48fRtGlT9O7dW/y7K5fLMXDgQFhZWeHEiRNYt24dPvzwQ4PvTQgph9UQAFhsbKzOMk2bNmWfffaZyrEdO3YwACw/P58xxphUKmVSqZRFRESws2fPsm+//ZZZW1uz6OhordedP38+A6C23bp1q9Kvi7xgLl9mDGDMwUHj6aZN+el4vM7Y5Mkay/z9Ny/TtGlVVlSzgoIClpyczAoKCsRjubm8PtWx5ebqV+8TJ04wAGzr1q0Gv+bffvuNubi4iPuxsbHMzs6O5eXlMcYYy87OZtbW1mzXrl2MMcZSU1MZAJaYmMgYY+zQoUMMAMvKylK57sSJE1lISIi4v3z5ctakSRMml8s11kO47tKlS8VjxcXFrGHDhmzZsmUq99q/f79YRvgbqPw9K69Vq1bsq6++YowxtmXLFubg4MBycnLUyhUWFjIbGxt29OhRleNjxoxhQ4cO1Xp9Ly8vtnLlSpVjUVFRDABLSkrS+jzGGCstLWX29vbsr7/+YowxtmfPHmZhYcHu3Lkjltm1a5fGz4ioqCjm6Oio8/rk+aPp75Tg1q1b9PmtRa3K8OlDLpcjICAAn332Gfz9/fH+++9j3LhxWLdundbnREREIDs7W9ySk5OfYY3Jc0XHgA1Avwyf0KRLffj0x/RNBQLYv38/evToAQ8PD9jb22P48OHIzMxEfll7e+/evWFpaSlm57Zs2QIHBwe11oWKjBs3Dnv37sWdO3cA8CbOkSNHau3jJggMDBQfW1hYoH379khJSVEp07ZtW/Gxu7s7AJ5BBHiGb86cOWjRogWcnJxgZ2eHlJQUMcPXq1cveHl5oUmTJhg+fDg2bNggvvarV68iPz8fvXr1gp2dnbjFxMTg2rVrBr1+ALCyslKpKwBkZGRg3LhxaNq0KRwdHeHg4IDc3FyxfikpKfD09ESDBg00vieEEOPUql7Hbm5uyMjIUDmWkZEBBwcHyGR8Qlt3d3e0bNlSpUyLFi3EZhdNpFIppErNbzlaJsQlpEI6pmQB9JuWpfx6ulZWpq6kYWxsFHFsddxbH02bNoVEIsHFixd1lktLS0Pfvn0xceJELF68GM7OzkhISMCYMWPw9OlT2NjYwMrKCoMHD8bGjRvx7rvvYuPGjRgyZIjBgzT8/f3h5+eHmJgYvPHGG7hw4QJ27Nhh0DW0sbS0FB8LAaQwIGLOnDnYt28fvvzyS/j4+EAmk2Hw4MF4WrY4s729Pc6ePYu4uDjs3bsX8+bNw4IFC3Dq1CmxL+OOHTvg4eGhck+phi4KFZHJZGoBbnh4ODIzM7F69Wp4eXlBKpUiMDBQrB8hpGrUqoAvMDAQO3fuVDm2b98+lf/+OnXqpNKBGQAuX74MLy+vZ1JH8oLTM8Ona9CGsJ5uaSnw8CGglOioFhKJ1pdTYzg7OyM4OBiRkZGYNm2aWj++x48fw8nJCWfOnIFcLsfy5cthZsYbODZv3qx2vbCwMPTq1QsXLlzAwYMH8emnn2q9t1VZRF5aWqp2buzYsVi1ahXu3LmDnj17wtPTs8LXcvz4cbFPXUlJCc6cOYMpU6ZU+DzBkSNHMHLkSHEwXG5uLtLS0lTKWFhYoGfPnujZsyfmz58PJycnHDx4EL169RIHVwQFBel9T0McOXIEa9euRe/evQEAt27dwsOHD8XzLVq0wK1bt5Ceni5mL5UH3RBCjFOtTbq5ublISkoSJzBNTU1FUlKSmNqPiIjAiBEjxPITJkzA9evXMXfuXFy8eBFr167F5s2bMXPmTLHMzJkzcfz4cXz22We4evUqNm7ciO+++86k0zIQopWODF9xMd8A3Rk+MzPAxYU/pmZd/UVGRqK0tBQdOnTAli1bcOXKFaSkpGDNmjXiP4U+Pj4oLi7GV199hevXr2P9+vUau3t06dIFbm5uCAsLg7e3N1599VWt9/Xy8oJEIsH27dvx4MEDMUsGAO+99x5u376N77//vsLBGsqvIzY2FhcvXsTkyZORlZWl93MBnu3cunUrkpKScO7cObz33nsq06Fs374da9asQVJSEm7cuIGYmBjI5XL4+vrC3t4ec+bMwcyZM/Hzzz/j2rVrOHv2LL766iv8/PPPetehovqtX78eKSkpOHHiBMLCwsQWGgDo2bMnmjVrhvDwcJw7dw6HDx/Gxx9/bJJ7E/JCq84OhEIH5PJbeHg4Y4yx8PBwFhQUpPacl19+mVlZWbEmTZqwqKgotev+9ddfrHXr1kwqlbLmzZuz7777zqB6UadPYrToaD7aIDhY7dTjx4rBCAWQMmZnp/UyrVvzcnv3VmVl1enqDF0b3L17l02ePJl5eXkxKysr5uHhwd566y126NAhscyKFSuYu7s7k8lkLDg4mMXExGgcdDF37lwGgM2bN0/lePlBG4wxtmjRIubm5sYkEon490swfPhw5uzszAoLC3XWXbjuxo0bWYcOHZiVlRVr2bIlO3jwoFhG0wCRxMREBoClpqaK1+nWrRuTyWTM09OTff311ywoKIhNnz6dMcbY4cOHWVBQEKtTpw6TyWSsbdu27NdffxWvJ5fL2apVq5ivry+ztLRk9erVY8HBwezvv//WWndtgzY0Dag4e/Ysa9++PbO2tmZNmzZlv/32m9rzL126xF5//XVmZWXFmjVrxnbv3k2DNoiIBm0YR8KYAb2dXxC3b9+Gp6cnbt26hYYNG1Z3dUhtsnYtMHkyMGgQUG7usrt3AQ8PwMyMoURuBgnAJ2nW0Emve3fg0CFgwwbgvfeeTdUBoLCwEKmpqfD29oa1tfWzu/FzrEePHmjVqhXWrFmjs1xaWhq8vb2RmJiIl19++dlUzkQaN26MGTNmYMaMGc/0vtHR0ZgxY8YLv8rJi0bX3yn6/NbuuRulS0i10tGHT5x02QaQlPUfqy1z8RHDZWVlITY2FnFxcS9El5IPP/wQdnZ2yM7Ofib3s7Ozw4QJE57JvQh5HtSqQRuE1Hg6+vCJU7LYSgBpHR7sZWYCZR3TldHULLWfv78/srKysGzZMvj6+lZ3darU33//jeKyDqr29vbP5J5C329zc/Nncj9CajsK+AgxJT0yfLa2ACxcFAGfBpThq/3Kj4ytSOPGjQ2aT7AmqY5ZEHx8fJ75PQmpzSjgI8SU9Mjw2dgAsC8bhvvokcbLUMBHCCHElKgPHyGmpG+GT5h3hVbbIIQQ8gxQwEeIKemb4asg4KMMHyGEEFOigI8QUzJRho8CPkIIIaZEAR8hpmSiDJ/QpPv4MV9PlxBCCKkMCvgIMSUTZfiE9XQBvp4uIYQQUhkU8BFiSibK8Cmvp0vNujVLWloaJBKJOA/csxQXFweJRFLrVpaIjo6Gk5NTpcuYQuPGjbFq1aoqv09lSSQSbNu2rUrvsWDBAkgkEkgkkip7T0aOHIn+/fur7Av3rOrXR1RRwEeIKenI8CkmXkaFAR9A/fiMce/ePUydOhVNmjSBVCqFp6cnQkNDceDAAZPdw9PTE+np6WjdujWA2huE1TRDhgzB5cuXTXY9bQHkqVOn8P7775vsPrVdq1atkJ6e/szek9WrVyM9Pf2Z3Iuoonn4CDElHRk+Q5p0Ad6P78IFmppFX2lpaejUqROcnJzwxRdfoE2bNiguLsaePXswefJkXLx40ST3MTc3h5ubm0muRRRkMhlkMlmV36ee8J8UAQBYWFhU+PNcXFwMS0tLk9zP0dERjo6OJrkWMQxl+AgxFbm8XFSnSmOT7qNHgJbVFSjDZ5hJkyZBIpHg5MmTGDRoEJo1a4ZWrVph1qxZOH78uFhuxYoVaNOmDWxtbeHp6YlJkyYhtywzm5OTA5lMhl27dqlcOzY2Fvb29sjPz1dp0k1LS0O3bt0AAHXq1IFEIsHIkSMRExMDFxcXFBUVqVynf//+GD58uMb6C9fdtGkTOnbsCGtra7Ru3Rp///23WtkzZ86gffv2sLGxQceOHXHp0iXx3LVr19CvXz+4urrCzs4Or7zyCvbv36/y/LVr16Jp06awtraGq6srBg8eLJ6Ty+VYsmQJvL29IZPJ4Ofnh99//13ne5+VlYURI0agTp06sLGxQUhICK5cuaJWbtu2beJ9g4ODcevWLfGcpozcH3/8gYCAAFhbW6NJkyZYuHAhSkpKxPOPHz/G+PHj4erqKr5f27dvR1xcHEaNGoXs7Gyx+XDBggUAVJt033vvPQwZMkTlnsXFxahbty5iYmKMej/+7//+D6+++qracT8/PyxatAgAzzL26tULdevWhaOjI4KCgnD27Fmt19SURU5KSoJEIlFZ0SUhIQGdO3eGTCaDp6cnpk2bhjzhD48BJBIJvvnmG7z11luwtbXF4sWLUVpaijFjxojvg6+vL1avXq3yvNLSUsyaNQtOTk5wcXHB3Llza+3qMc8lRtTcunWLAWC3bt2q7qqQ2iQ3lzEevvHH5QwcyE+tXcsYKyhQlH38WOPlJk/mpz/+uIrrraSgoIAlJyezgoICtXO5udq38sV1lc3P16+sITIzM5lEImGfffZZhWVXrlzJDh48yFJTU9mBAweYr68vmzhxonh+8ODBbNiwYSrPGTRokHgsNTWVAWCJiYmspKSEbdmyhQFgly5dYunp6ezx48csPz+fOTo6ss2bN4vXyMjIYBYWFuzgwYMa6yVct2HDhuz3339nycnJbOzYscze3p49fPiQMcbYoUOHGAD26quvsri4OHbhwgXWuXNn1rFjR/E6SUlJbN26dez8+fPs8uXL7JNPPmHW1tbsxo0bjDHGTp06xczNzdnGjRtZWloaO3v2LFu9erX4/E8//ZQ1b96c7d69m127do1FRUUxqVTK4uLitL6nb731FmvRogWLj49nSUlJLDg4mPn4+LCnT58yxhiLiopilpaWrH379uzo0aPs9OnTrEOHDir1joqKYo6OjuJ+fHw8c3BwYNHR0ezatWts7969rHHjxmzBggWMMcZKS0vZa6+9xlq1asX27t3Lrl27xv766y+2c+dOVlRUxFatWsUcHBxYeno6S09PZ0+ePGGMMebl5cVWrlzJGGNs+/btTCaTiecYY+yvv/5iMpmM5eTkGPV+/PvvvwwAu3r1qtqxK1euMMYYO3DgAFu/fj1LSUlhycnJbMyYMczV1VW8J2OMAWCxsbEq3/esrCzxfGJiIgPAUlNTGWOMXb16ldna2rKVK1eyy5cvsyNHjjB/f382cuRIrd+3+fPnMz8/P7XjAFj9+vXZTz/9xK5du8Zu3LjBnj59yubNm8dOnTrFrl+/zv73v/8xGxsb9uuvv4rPW7ZsGatTpw7bsmWL+Lrs7e1Zv379NN5DeH2G0vV3ij6/taOATwP6gSFGychQBHGlpWqng4P5qejosgM2NvzAtWsaL7dwIT89blwV1rkcXX9IhZemaevdW7Ws8NI0bUFBqmXr1tVczhAnTpxgANjWrVsNeyJj7LfffmMuLi7ifmxsLLOzs2N5eXmMMcays7OZtbU127VrF2NMNeBjTPOHMWOMTZw4kYWEhIj7y5cvZ02aNGFyuVxjPYTrLl26VDxWXFzMGjZsyJYtW6Zyr/3794tlduzYwQBo/J4JWrVqxb766ivGGGNbtmxhDg4OKsGFoLCwkNnY2LCjR4+qHB8zZgwbOnSoxmtfvnyZAWBHjhwRjz18+JDJZDIx4I2KimIA2PHjx8UyKSkpDAA7ceKEWEY54OvRo4daAL9+/Xrm7u7OGGNsz549zMzMjF26dEljvcpfT6Ac8BUXF7O6deuymJgY8fzQoUPZkCFDjH4/GGPMz8+PLVq0SNyPiIhgr776qtbypaWlzN7env3111/iMUMDvjFjxrD3339f5bqHDx9mZmZmWn82dAV8M2bM0FpfweTJk9mgQYPEfXd3d/b555+L+8LPLwV8NQM16RJiKsKADRsbPsy2HLXW3rp1+VctbbbUpKs/ZkCz0f79+9GjRw94eHjA3t4ew4cPR2ZmJvLLvkG9e/eGpaUl/vzzTwDAli1b4ODggJ49expUp3HjxmHv3r24c+cOAN5kKYxQ1CUwMFB8bGFhgfbt2yMlJUWlTNu2bcXH7u7uAID7ZZ09c3NzMWfOHLRo0QJOTk6ws7NDSkoKbt68CQDo1asXvLy80KRJEwwfPhwbNmwQX/vVq1eRn5+PXr16wc7OTtxiYmJw7do1jfVNSUmBhYWFSjOmi4sLfH19VeptYWGBV155Rdxv3rw5nJyc1F6b4Ny5c1i0aJFKPcaNG4f09HTk5+cjKSkJDRs2RLNmzXS+n7pYWFjgnXfewYYNGwAAeXl5+OOPPxAWFmb0+wEAYWFh2LhxIwD+s/nLL7+I1wSAjIwMjBs3Dk2bNoWjoyMcHByQm5srfo+Mce7cOURHR6vUMzg4GHK5HKmpqQZfr3379mrHIiMj0a5dO9SrVw92dnb47rvvxDpnZ2cjPT1d5edA+PklNQMN2iDEVHQM2FA+bWNTdqBePeDmzVoT8AnxrCbCnIECXQNNysfCSl2QjNa0aVNIJJIKB2akpaWhb9++mDhxIhYvXgxnZ2ckJCRgzJgxePr0KWxsbGBlZYXBgwdj48aNePfdd7Fx40YMGTIEFhaG/bn09/eHn58fYmJi8MYbb+DChQvYsWNHZV6mSLkDvRBAyuVyAMCcOXOwb98+fPnll/Dx8YFMJsPgwYPxtGwGb3t7e5w9exZxcXHYu3cv5s2bhwULFuDUqVNiX8YdO3bAw8ND5Z5SqdQkdddXbm4uFi5ciIEDB6qds7a2NtkAj7CwMAQFBeH+/fvYt28fZDIZ3nzzTbEOgOHvx9ChQ/Hhhx/i7NmzKCgowK1bt1T6CoaHhyMzMxOrV6+Gl5cXpFIpAgMDxe9ReWZlvzTK/9gUFxerlMnNzcX48eMxbdo0tec3atRI11ugkW25fsibNm3CnDlzsHz5cgQGBsLe3h5ffPEFTpw4YfC1SfWggI8QU9ExJQugIcNXQUQnrLZRUwI+LS/rmZbVxtnZGcHBwYiMjMS0adPUPqweP34MJycnnDlzBnK5HMuXLxc/RDdv3qx2vbCwMPTq1QsXLlzAwYMH8emnn2q9t5WVFQDeYb28sWPHYtWqVbhz5w569uwJT0/PCl/L8ePH0aVLFwBASUkJzpw5gylTplT4PMGRI0cwcuRIDBgwAAAPBNLKRdUWFhbo2bMnevbsifnz58PJyQkHDx5Er169IJVKcfPmTQQFBel1vxYtWqCkpAQnTpxAx44dAQCZmZm4dOkSWrZsKZYrKSnB6dOn0aFDBwDApUuX8PjxY7Ro0ULjdQMCAnDp0iX4+PhoPN+2bVvcvn0bly9f1pjls7Ky0vg9Ka9jx47w9PTEr7/+il27duHtt98WA+qWLVsa/H4AQMOGDREUFIQNGzagoKAAvXr1Qn3hFxr8e7R27Vr07t0bAHDr1i081DHDujCyOD09HXXq1AEAtXkgAwICkJycrPX9qqwjR46gY8eOmDRpknhMOcvp6OgId3d3nDhxQu3nNyAgoErqRAxDAR8hpiJEdGIKT5XKPHxAhRGdEA/StCz6iYyMRKdOndChQwcsWrQIbdu2RUlJCfbt24dvvvkGKSkp8PHxQXFxMb766iuEhobiyJEjWLdundq1unTpAjc3N4SFhcHb21vjqEuBl5cXJBIJtm/fjt69e0Mmk8GuLMv73nvvYc6cOfj+++/FUZ/6vI6mTZuiRYsWWLlyJbKysjB69Gi934emTZti69atCA0NhUQiwX/+8x8x+wcA27dvx/Xr19GlSxfUqVMHO3fuhFwuh6+vL+zt7TFnzhzMnDkTcrkcr7/+OrKzs3HkyBE4ODggPDxc4/369euHcePG4dtvv4W9vT0++ugjeHh4oF+/fmI5S0tLTJ06FWvWrIGFhQWmTJmC1157TQwAy5s3bx769u2LRo0aYfDgwTAzM8O5c+fw77//4tNPP0VQUBC6dOmCQYMGYcWKFfDx8cHFixchkUjw5ptvonHjxsjNzcWBAwfg5+cHGxsb2Gj53Xzvvfewbt06XL58GYcOHRKPG/N+CMLCwjB//nw8ffoUK1euVHvP1q9fj/bt2yMnJwcffPCBzoylj48PPD09sWDBAixevBiXL1/G8uXLVcp8+OGHeO211zBlyhSMHTsWtra2SE5Oxr59+/D1119rvba+mjZtipiYGOzZswfe3t5Yv349Tp06BW9vb7HM9OnTsXTpUjRt2hTNmzfHihUraH7KmqSa+xDWSNTpkxhlxw4+2qBdO42nnZ356QsXyg7Mns0PzJmjsfyDB4oBDGWDHaucrs7QtcHdu3fZ5MmTmZeXF7OysmIeHh7srbfeYocOHRLLrFixgrm7uzOZTMaCg4NZTEyMxkEXc+fOZQDYvHnzVI6XH7TBGGOLFi1ibm5uTCKRsPDwcJXyw4cPZ87OzqywsFBn3YXrbty4kXXo0IFZWVmxli1bqozq1afzfmpqKuvWrRuTyWTM09OTff311ywoKIhNnz6dMcY78gcFBbE6deowmUzG2rZtqzLSUi6Xs1WrVjFfX19maWnJ6tWrx4KDg9nff/+tte6PHj1iw4cPZ46OjuL7evnyZfG8MIBiy5YtrEmTJkwqlbKePXuKI4eVyyjbvXs369ixI5PJZMzBwYF16NCBfffdd+L5zMxMNmrUKObi4sKsra1Z69at2fbt28XzEyZMYC4uLgwAmz9/PmNMddCGIDk5mQFgXl5eaoNqjHk/GGMsKyuLSaVSZmNjozIKmDHGzp49y9q3b8+sra1Z06ZN2W+//aZWL5Qb1JCQkMDatGnDrK2tWefOndlvv/2m8n1njLGTJ0+yXr16MTs7O2Zra8vatm3LFi9erLWOugZtlB9QUVhYyEaOHMkcHR2Zk5MTmzhxIvvoo49Unl9cXMymT5/OHBwcmJOTE5s1axYbMWIEDdqoISjg04B+YIhRtmzh0VmnThpPW1vz02lpZQeWLuUHygUIgtJSxszMeJG7d01TxcxMxr78krE9exgrKlI/X9sDvpqoe/fubOrUqRWW0xRIvkjWrVvHPDw8qrsaLxRtAd+zQAHfs0ejdAkxFWGSXQ2duUtLgcJC/lhl0Aagtc3WzEwxkNcUzbq3bwOdOwNz5gDBwfz2CxZonfeZVFJWVhZiY2MRFxeHyZMnV3d1arRbt25h586daNWqVXVX5YVz/vx52NnZYe3atc/kfhMmTBC7PJBni/rwEWIqQkRnba12qqBA8VjfQRsA4OrKg7179wA/P+Ordvky0LMncOsW7zookQAZGcDChYCVFfB//2f8tYlm/v7+yMrKwrJly+Dr61vd1anRAgIC4OHhgejo6Oquygtl2rRpGDZsGIBnt+TcokWLMGfOHACKKYXIs0EBHyGmoiPDp7y6kRgP6hHweXgA588DZVO5GS08nAd7vr7A3r1Aw4bA6tXArFnAxx8DDRoAI0dW7h5EVfmRsRVp3LjxC7sM1YOaMhT9BePs7AxnZ+dnes/69eurjFgmzw416RJiKkKGT0PApzyAV5yHTs+AD6hcwHfyJHD8OM/kHTwINGrE6zBzJvDhh7zM2LG8HCGEkOcTBXyEmIqQ4dPQpKs26TKgmJYlP18REZbToAH/eveu8dX66iv+9d13FdcTLFkCvP0272M4fLiiGi9qpokQUvPR3yfjUMBHiKnoaNJVm3QZ4CtyCGW1ZPkqm+G7dw/49Vf+eOpU9fMSCbBuHb/P5cvAf/5jVVZfzQEoIYRUN+Hvk/KKM6Ri1IePEFPRMWhDbdJlgEdb9erx4bP37wNeXmrPq2zA9913QHExEBgIaFvS0tkZiIoC3ngDWLvWDB07uiIgIAMAYGNjU+Har4QQ8iwwxpCfn4/79+/DyckJ5uXXdCQ6UcBHiKnokeFTm+hfCPiqIMNXWsqzd4Dm7J6yXr2AadOANWuAmTPrYM+eYtynJT4IITWQk5MT3NzcTHKt+Ph4fPHFFzhz5gzS09MRGxuL/v37ay2fkJCADz/8EBcvXkR+fj68vLwwfvx4zJw5UyxTWlqKBQsW4H//+x/u3buHBg0aYOTIkfjkk0+q9R9oCvgIMRUdgzY0ZviACgduCAHf/fs8U6dXC0ZREfDXXziLV5Ce7gUHB2DQoIqftmwZEB8PJCVJMHu2K3bvrgu5vLjiJxJCyDNiaWlp0sxeXl4e/Pz8MHr0aAwcOLDC8ra2tpgyZQratm0LW1tbJCQkYPz48bC1tcX7778PAFi2bBm++eYb/Pzzz2jVqhVOnz6NUaNGwdHREdOmTTNZ3Q1FAR8hpmLooA2gwoCvbl0e5BUX8/54np467l9czOdaWbECSE/HHvN5ABaiR3cGK6uK/6u0tub9/QICgEOHgE8+MceyZeYw5B/S4mIgLg7Yswe4cAG4eBHIzeWTO9vZ8VbrJk34nIIvv8w3Jyf9r09IdWEMePqUz6kpjLPS53FhIf+9KC4GSkpUv2o6JpcLCyryrfy+rmMA7ykibGZmql+r+5i5uepXf38+mKw6hYSEICQkRO/y/v7+8Pf3F/cbN26MrVu34vDhw2LAd/ToUfTr1w99+vQRy/zyyy84Wc1TIVDAR4ipGDpoA6gw4DMzA9zdgZs3ebOuzoAvIgIQFlS3t8eeJz0BAMEpq4DCiRoD0fKaNePNwMOHA198AVhYAIsXo8Kg7/x5YO1aHjBmZWkuk5kJ3LjBs4jKGjfmf/iFANDfn88TSF0HiT7kcsODMGMfC0EVMY2hQ6su4Hvy5AlycnLEfalUCqmGv82VlZiYiKNHj+LTTz8Vj3Xs2BHfffcdLl++jGbNmuHcuXNISEjAihUrTH5/Q1DAR4ip6Bi0IQR8Mlm5E3rOxScEfFrdvQt8/TV/vHIlssMm4ZibBSAHgi+tBj64rpifpQLDhvHgbMYMPm3L48c86KtTR7Xc06fA1q080Dt8WPUlvfUW0KED0KIFf55EAmRn84Dv8mUgKYlvaWmKLTZWcQ1HRz6FTP36PCtqZaXYLHT81bK05JlEW1u+CY/t7AB7e8DBgW/CY3t7PZvJid7kcv6rUFCgvgnBk6HnNJ0X9oX/s54lMzP+cyWT8Z9PGxvtj62t+c+YpSX/2S3/uPwxTZkyTVk7bcfKZwCFx+W/PutzcrliKy3lX5USZSbXsmVLlf358+djwYIFJrt+w4YN8eDBA5SUlGDBggUYO3aseO6jjz5CTk4OmjdvDnNzc5SWlmLx4sUICwsz2f2NQQEfIaaiI8MnxIJqAZ8wF5+OARJ6DdxYsoTfv1MnYPp0HNwmQakcaOaRi8Z3bvBgsHt3YMAAvV7K9On8Q2TaNOCbb4CNG4HRo3mTrJkZcOQIcOAA8PAhL29uzi89YQLQtSvf16RjR9X9rCzg3Dke/CUm8q/JyTw4zM4GUlL0qm6lyGSK4M/aWvWDWPmx8IEKqH7Ymnq/uu7BGG9SfPpU0dyo7bHyfvngTvhZrw7W1voFYZV9bGlJGeiaLjk5GR7CH0/A5Nm9w4cPIzc3F8ePH8dHH30EHx8fDB06FACwefNmbNiwARs3bkSrVq2QlJSEGTNmoEGDBggPDzdpPQxBAR8hpqJj0IbWWNCA1Ta0Tr586xaffwUAFi0CJBLs2cN3gwfaAdYf8PbZ0aN5Bz0N079oMnUq8NJLwEcf8SbblSvVy7i7A++/D4wbp6inIerU4QFi166KY0VFwNWrfK3f+/f52/r0Kd+KinhfJ+UPW+XHT5/yPoN5eapfc3OBJ0+AnBzFV+HbJQQqGRmG15/oZmHBAyRhEwImTZu2c7qOKwdhMpnSKjbkhWdvbw8HB4cqu763tzcAoE2bNsjIyMCCBQvEgO+DDz7ARx99hHfL2qvbtGmDGzduYMmSJRTwEfJc0DFoQ2trrx4Bn7A6htYM39KlPNIJCgK6dQNjUAR8wQDeWMzbXI8f52uo7d2rd3qid2/gzTeBLVv4QI7MTB4ctW/Pg7TAQNM3iUqlQKtWfKtKT58qgj9hEwLK8ltxMc+AAaod5U29X533AHiTudC8KGwVHROyapqCNF3N74Q8L+RyOYqU+hbk5+fDrNx/H+bm5pBXcydQ+nUkxFSqOMOnMeArLQV++YU//uQTQCLBlcu8T5yVVVnmzNISiInhQ2P37we+/56n5fRkZsaXX3v7bb2fUitYWQEuLnwjhLyYcnNzcfXqVXE/NTUVSUlJcHZ2RqNGjRAREYE7d+4gJiYGABAZGYlGjRqhefPmAPg8fl9++aXKdCuhoaFYvHgxGjVqhFatWiExMRErVqzA6NGjn+2LK48RNbdu3WIA2K1bt6q7KqSG+/FHxiwtyzbJU2aJImZpUSoei43l5caO5bkUc3Ol8paMWVrK+XNQxDZEFYnX/eMPRRkLC0UuRjj2/fdlBY8cYfvRnV/DUs4sLfk9AMYkEl521aqysitXsqN4TaVs+W3xYsVrO3dO/bzy9sknirJXruguO3OmouydO7rLvv++ouzjx7rLDhumKFtcrLvswIGq3zsbG+1lg4NVy9arp71s586qZRs31l42IEC1bMuW2ss2b65atn177WUbNVItGxSkvayLi2rZkBDtZa2tVcsOHqz7PS5S/AizESN0l330SFF2wgTdZZX/FM+erbvspUuKsvPm6S6bmKgou2SJ7rIJCYqya9boLrt3r6Ksyt8IDZvwN4Ixxn75RXfZDRsUZZX/RmjaxL8RjLH9+3WXFf9GMMaOHtVd1lR/I8aPZ1XC0M/vQ4cOMQBqW3h4OGOMsfDwcBYUFCSWX7NmDWvVqhWzsbFhDg4OzN/fn61du5aVlpaKZXJyctj06dNZo0aNmLW1NWvSpAn7+OOPWZHyL0g1qNYMn6EzXANAXFwcZs2ahQsXLsDT0xOffPIJRo4cKZ5fsGABFi5cqPIcX19fXLx4sQpeAXnRyeW8uY8ra9ssUZwXmsuEDF9pKd8UJAD4+rXy7EwALuLzFNdVEI6JLQM7d4JBgmJYAeXKC9cQy06dCvbTRRSfVy+r/HrKP1+b0jv3gJi9fLK9m1YoLl6gvWyp6r7O61ZR2ZIS1X1h8EFNLVv+uNC0/CzLlm+B0lW2vNLSml9WuTlb9Xe5ZpY15PezJpTV9ftZ/lx16dq1K5jyN6Gc6Oholf2pU6diagVLF9nb22PVqlVYtWqVCWpoOhKm65VWsV27duHIkSNo164dBg4cWGHAl5qaitatW2PChAkYO3YsDhw4gBkzZmDHjh0IDg4GwAO+33//Hfv37xefZ2Fhgbp16+pdr9u3b8PT0xO3bt1Cw4YNjX595PmXl8enLQEAvPYacPsW8MefQLt2APg6tTIZMGQIsHkzH1OhltUPCADuZ6BOwl+w6RQAgPeTe/SIn87P5/PjAXzUqr09n6zY1pY/tzAxGZmr/gcMHqyoxm0+srZLFz7FiZ0df35R8jU8fK0v8CQHGDkKUJo7ClBMVwLwP85qg4evXwfWrwe2b4dd+mU4gs9zVQJzZMBV/Q2ytQN8fWHb9iU4tfcB2rRBafNWuPfUWWs/QhsbxRQwcjmQnq6xGAD+3jo788eM6RjYAt7XTLn5VteoZ6mUT3otuHtX9YNZmZWVomUe4PXV1lXHwgJwVXqbMjLUg0CBuTmgvHqUsNqKJsJ8jYIHD3gfRU0kEkW/UICPtNY1tYnyYJzMTN2jcBs0UHxbHz3iP8fauLsrBllkZSmmLtLEzU0x8vvxY8VE5prUr6/oVyoM0tGmXj3+/QMU/Tm1qVtX0SUjN5ePItfGxUXRX1flb4QGwt8IgL8H2uaxBPjvhTB5u/LfCDDGv4nCPDXFxXCSFsDWvBAoKkJhzlNkPmSK0U/CCKiyx47mubBDLlBUhKK8EjzMtlR0YJXL+dfSUqCkBPZmeXCQPAFKSlD8lOF+vp3iP1mhXNljO/YEjuwxUFqKkmKGjCIn8ZyNPBd13u4JfPut9hdsBPr81q5aM3yGznC9bt06eHt7Y3nZ5LItWrRAQkICVq5cKQZ8AA/wTLXOHiFa3bsH2507YSv8q/rkIoBswDoTED4kU1KAhAQUXuoFoDHcrsTDY+clxTXeeANwlwP37wIXE4HkMwAAGRSXAABH2QhkF0jBWNkHcGoq8PvvQGIirAF4lNwAdn6P21m2uH37PZiZMfTtK4G9Pfgo3l92AwCkADzCe/JpWqIXA7gDzJ4NtG7Nb5SeDvy6HQDPV4p1SE8Hdu4ETp5URD62tkBDX8DdHRZ2dvBgjEcDmZk84rh3D8i7C5y9DJwFEM2fZg7Aw8KCR6LCxHr29vwT1cyMfxDduwfI5TCTy+GhPHFXaSl/jvApaW3NP/WsrSGRyeAhHBNGD3h787lgHBx41PvjTn5cKoVH+YCzcWO+qLDghx/E19oA5TRsCCj/7YqOFqMx9/Jl3dyA0FDF/v/+J0ZCaiGyiwugvLzTpk1ixFK/fFlHR+CddxT7W7aIEUC98mVtbYH33lPs//GHGM2r/SsslQIjRij2d+wQI2m17o5mZsCYMYr9PXv4pJEAnMuXBXhZIco7eBC4dg0AUKdsUxEerojG4uOBS/z3xqlsUxEWpoiEjh7ly7wAcCjbVAwZoviv5uRJPi8QAPuyTcXAgYr/Es6eBc7w30+7sk3FW28povnz5/kgKQC2AGyFoEkIsl59lf885ufzvxFJSUBREWyePoWNcjBWVMSjUomEl33wgP+X8PQpZEVF8FAO4HTkbqyh+vdEF6kBZVX+RlTAQlNZXRE2Mb1qbVBWAoDFKndm0KBz585s+vTpKsd++ukn5uDgIO7Pnz+f2djYMHd3d+bt7c3ee+89duPGDZ3XLSwsZNnZ2eKWnJxMffhIhRrL0pk9stk5tFEdBPnjj4pC69YxBrBg7GIAYz9juGrZP/5grGdP/nj8+PKDKcWtJf5lAGP79pVdd8sWjeU24l0GMNbO676iDrt3a70uAxjr04cxuZyXjY/XXVYoHxvL2JEjustFRDB2/jxjGzfyjnkVXbe6t7p1eYe2gQN550CJRHvZtm35927vXt65y9ZWe9nXX1f9wXFz017W31+1bJMm2ss2a6Zatk0b7WUbNlQt+9pr2svWqaNatnt37WWtrFTLhobqfo9LShRl331Xd9nsbEXZ0aN1l717V1F26lTdZa9eVZT96CPdZb//nrG//mJs0ybG+vfXXfa113jnyfbtGXN1rb6fYzMzxmQy3klVV7lWrRh76y3eMbNbN91l+/Zl7PPPGVuxgrHp03WXHTaMse3b+d+db77RXm7wYN6h18SoD752tWqU7r179+Dqqvo/saurK3JyclBQUACZTIZXX30V0dHR8PX1RXp6OhYuXIjOnTvj33//hb292v9vAIAlS5ao9fsjpCJPnlrjCRxg0aYlzyTt2MEzUMrZZS8v4K23UHjEA8gErNu1BjzeUpx3c1NkBRjjWQINPI49RfIDpWZId3e+pacDvr58A5Dwz3AgDXg9QKl9TFj6QhljPAuRlsbrHRrKp2ypVw/o1o3/533jhmJmZaGuM2YAH37I969d01pfAHxeldat+dalC8/aAfw9Kiri2UBh6v127fi0MqWlPJPx7bfalxPo0IHPF5OfzzNaq1apLkiq/NjWlmcPc3J4u5qu9rKHD4Fdu7SfV/bPP0C/fhWXk0iAU6d4W6cwV0lJCc8aKS8qKmylpcCsWTzLJpXycsIEc8ImPKduXT5XjlC2TRvenqlcVtjqlcv5de6smPS7PLtyuauOHdWPCcrPu9Khg/4zErdrp96OK4QDcjn/XuXk8OyVmxsfci5keoVsr7Bt2MDvW1DAJ3Fs0kT1vHL50FD+PSgo4PcwM9PeBj9unH6vBRAzehUyM1P0nbC15T+rWVn8vTQ3V2zCfs+eQPPm/OcnLY1Pq1S+jPB49mw+wToAHDvGp2zSZsoURUb77FlA12fg2LGKLPWFC7yFQZt+/YCyNWR1/o0IClLtW0CqXLX24VMmkUgq7MPXrFkzjBo1ChEREeKxnTt3ok+fPsjPz4dMbRkD4PHjx/Dy8sKKFSswRrnpQUlRUZHKHDp37txBy5YtqQ8A0cnOPB95chtc++lvNBkVxP/glpbyqKzcH7LAQP55sG2bhjghIoL/YZ46FVizRuO9Ro3irYb//S+ffQXFxTwYePKEBxTt2wMA2rblcdzvvwODBunxIr77jv/h19U5rH9/ftOqXAfpWWGMB5rZ2aoT8JVfNNXYr/n51bPWV0UsLBSBoVTKm0qFx5aWqqvdKz/WdEx4rBxElW92N+SxchOmvqMxqpKNDQ/EhK/Kj/U5p6u8jQ3NDl3FqA+fdrUqw+fm5oaMctPhZ2RkwMHBQWOwBwBOTk5o1qyZyjw75ZVfVDmH+hUQPRSC98q29vNVdFYGdC6tpmFOZqBRI/71xg2t9yqb8gnJyWUHzp3jwV6dOnzQB3iS4N9/+enXX9fzRbz/Ps/KREUBf/3F/3O3t+dLbPTpw88L9XseSCSK/n1V1c9XLldf8LV8QJmfz38oiorUNyEAqsxWfsSGkPnUNdqhJhJmeS4fpFpZqa55Vn7GZ03HtJ1XDtJkMlozjTy3alXAFxgYiJ07d6oc27dvHwIDA7U+Jzc3F9euXcPw4cOrunrkBVJSApTK+X/q1o3dgCKlD1INUZ2OZXYVS52VdXbXpG1b/rWsfznvmA7w5rayjMHRozyB1bSp6kjQCr38MrB6NW8azcvjH370oWc8MzNFEFFdGNM/cCwpUTSj6vtVLlc0LQtNisrNzeWP6SqrLaCzsqJsGCEmVK0Bn6EzXE+YMAFff/015s6di9GjR+PgwYPYvHkzduzYIV5jzpw5CA0NhZeXF+7evYv58+fD3NxcXOOOEFNQbrWztgZQoDRXhY4Mn8aAT8ig6RHwXbrEr2WtHPCViY/nX/XO7pUnkWjvq0VqF4lEETwRQgiqOeA7ffo0unXrJu7PmjULABAeHo7o6Gikp6fjptKHoLe3N3bs2IGZM2di9erVaNiwIX744QeVKVlu376NoUOHIjMzE/Xq1cPrr7+O48ePo175TsuEVILyXGTS3EygpCwCFDpPl6NjmV1FwPfoEZ/gS0PQ1aABn4nk0SM+i4O/hoBPmHpS6LNNCCGECKo14DN0hmvhOYmJiVqfs2nTJlNUjZAK9ZAdRXFBMcwvmytmp9WSUdHZpOvgwOdUy87mc+a1aKFWRCLhWb64OODcoUz437rFg8tXXgHAB5gKvxY9elTyhRFCCHnuUAcJQozg4gLsbzACf6MrD7x0ttlWMGgD0Gvghp8f//rPwbKpUl5+WewndugQ717VqpXqiguEEEIIQAEfIcYT5u4SVocAtEZ0OjN8gEEDN/75p+yAhubcnj0rqDMhhJAXEgV8hBhLmIbFzExnhk9YYhLQI8Onz0jd9PpggErAt28f/6q8MhghhBAi0K8Pn5bJYHUaNYrP50XIc+jECSDk1jk0RzKOmpsrVgzQMSULoCPDp0fA16oVYGbG8LCkDu7BDe5lAd/163z6PAsLvqAFIYQQUp5+Ad+MGXyxcHNz/a566xbQty8FfOS5lZcHZDEn5MABMCvRmeFTHtFbmQyfTAY0a1iAizdtcM6lB9w9PQEomnNfe41+5QghhGim/yjd06e1r71YHn3qkOecOAgDhYCZlc5OesIpMzONM7ZwevThA4C2jjdwES3wT4M38WbZ5Mh79/Jz1JxLCCFEG/368M2fb9iErP/3f3zSMEKeU2LA91JDnv3WMWijwgEbgCLDd+uWom+gBm2fngYAJFrw6VguXeLr8wKK9coJIYSQ8vTL8M2fb9hVIyKMqAohtYcY8DV2A5yhV5Ou1uZcgM+lYm7OR3fcu6eY108ZY+iYvgXAcPz2TzPMOAF8+SWPD/v2Bdq1q8wrIoQQUl0MzZFJJMDZs4rGIX3o36Tbvj0wdizw3nt8olhCXmBqQVxlM3zm5jxTeOMGb9bVFPBduYKuOX/gHbPfsbl0MPr357GhRAJ89pmxr4QQQkh1e/yYL2fu6FhxWcaASZN0NgZppH/A5+cHzJ0LzJ4NDBwIjBkDdO1q2N0IeU6IAV92BpBvX/kMH8CbdYWALzBQ/fzRo5AA+PbVn3Di7mBxjubhw4E2bYx6GYQQQmqId9/Vf6jE1KmGX1//efh+/JGnEyIjeT+jHj0AHx+eWrhzx/A7E1KL1a0LvGp2Es0Syn4v9Bi0UeE69hUN3ChbP9epS1ts2MAHgUilwMKFRrwAQgghNYZcrn+wBwBPngBNmhh2D8MmXraxAUaO5At6Xr7Mw9FvvwUaN+Y9xrduNezuhNRS77wDHJd2xWf4mDfH6mjSNSjDB1QY8KFjR3TqxHePHuW/foQQQogu+jfplvfSS8CnnwL//S+wZQswfjywe7fhjcqE1FZ6rrRhcIbv0iX1c48fAxcu8Mdlzb2vvmpYdQkhhNRMf/6pf9m33jLuHsYHfADP9EVF8YDPwgIYN65SlyOkVhHW0tUzw1dhwCdEcMeO8dG6ypP2HT/OvzZtCtSrZ3ydCSGE1Dj9+6vuSyR8cIbyvsDYvJrha+nevs0zez4+QPfuQFoasHYtkJ4OrFtnXC0IqWU++QTwLLmO5Zild4avwibdNm2AOnWA3Fw+3l5ZQgL/qrR+LiGEkOeDXK7Y9u4FXn4Z2LWLN+48fgzs3AkEBPCGVGPpn+HbvBn46SfgwAHeszA8HBg9mgd+hLxgHtxnuA1P5MOGB3ymGLRhZsYXw/3jD+Dvv4EOHRTnhNmVu3WrdN0JIYTUXDNm8PzZ668rjgUH82EU778PpKQYd139M3zDhvHFPGNj+Sjdzz6jYI+8sMSsHQpNN2gDAIKC+Ne4OMWxCxf4ZmUF9OtndJ0JIYTUfNeuAU5O6scdHXmjqrH0z/Ddvm3YmGFCnmNiC+6APoCtrWkGbQCKgC8hgXfUMDcHfv2VHwsO1vxXgBBCyHPjlVeAWbOA9esBV1d+LCMD+OAD1YYfQ+kf8F28yLeKdOlifG0IqSUKi3gPWus3uwLWMF2Gz8+P/xuXnQ0kJfFOG0LAN2RIZatNCCGkhvvpJ2DAAD5Tl6cnP3brFh+zJ/TuMYb+AV/XrophIspDR5RJJDQtC3khqAVxpsrwmZsDnTsD27fzZl1zcz7npbW18WPxCSGE1Bo+PsA//wD79inybC1aAD17qo7WNZT+AV+dOoC9PZ94efhwvtQAIS+owgIGQALrtIuAvJnOqM6gDB/Am3W3bwd+/x04eZIf692b//4RQgh57kkkwBtv8M1U9A/40tP5gI2ffgI+/5x/AI0ZA7z5ZuVCTkJqIW/PYjzEZTjPnwF8uENnVGdQhg9Q9OM7flwx/x415xJCyAsjL49P1nDzJvD0qeq5adOMu6b+AZ+VFf/QGTKE1yA6GpgyhX+ahYfzBT0tKjePMyG1RdRXecCGNnzHVNOyCNq3B2bP5jl9Cwu+YOKAAZWvNCGEkBovMZHn1PLzeeDn7Aw8fMinZalf3/iAz/CJlwHek3DePGD/fqBZM2DpUiAnx7gaEFIbCatsAKadlgXgGfMvv+Szb+7cCXz9NWBpWbn6EkIIqRVmzgRCQ4GsLD4b3vHjwI0bQLt2/KPBWIYHfEVFwMaNvPdg69a8L9+OHTwEJeRFoRzwSSSmG7RBCCHkhZaUxBt5zMwU+QRPT96b7v/+z/jr6t8Ge/IkXzd30yagcWNg1Ci++gYFeuQF9NqbjsjBBWzDADSTSEw7aIMQQsgLy9KSB3sAb8K9eZOP0nV05NOzGEv/gO+113hT7rRpPK8IKNb3VEZTR5AXwOXrFshCSzDzsl8hUw7aIIQQ8sLy9wdOneLz7gUF8R50Dx/yiZhbtzb+uoaNsrh5E/jvf7Wfp3n4yAtCjO/MyoZPUYaPEEKICXz2GfDkCX+8eDEwYgQwcSIPAH/6yfjr6h/wKfdZIuQFxpjSShtzy4ZL6Ri0QRk+Qggh+mCMN+MKmbz69YHdu01zbeNG6RLyAisuBhgrC/g+mMp/Q005LQshhJAXEmN8pY3K9NXTRr+A788/+aecvnbuBAoKjKwSITWb0EQLlCX0lGfFpCZdQgghRjIz4023mZlVcG29Sg0YADx+rP9V332Xr8xByHNIOeCzuviPhghQFWX4CCGE6GvpUuCDD4B//zXtdfXrw8cYX0NX308s5Q9AQp4zpaWAr3cR5Kk3IOneDUhJUZy0slIrTxk+Qggh+hoxgq+y4efHP1JkMtXzjx4Zd139Ar7wcMOuGhYGODgYUR1Caj53d+DiX1d5r1qzuooUnpWVYvIkJZThI4QQoq9Vq6rmuvoFfFFRVXN3QmorYdS6ubnOVTYAyvARQgjRn6E5Nn3RKF1CjCHMN2lmVmEKjzJ8hBBCdMnJMay8ME+fISjgI8RAp08Dbd/2xdvYzAM+HSk85RlbKMNHCCFEkzp1gPv39S/v4QFcv27YPQxbaYMQgqws4PxVGSRopljZGtCYwqtgxhZCCCEEjAE//ADY2elX3pCZ8gTVGvDFx8fjiy++wJkzZ5Ceno7Y2Fj0799f53Pi4uIwa9YsXLhwAZ6envjkk08wcuRIjWWXLl2KiIgITJ8+HauqqhckeeGICT0UVpjhE2JBgAI+QgghmjVqBHz/vf7l3dwAS0vD7lG5gK+wsFLtVHl5efDz88Po0aMxcODACsunpqaiT58+mDBhAjZs2IADBw5g7NixcHd3R3BwsErZU6dO4dtvv0Xbtm2Nrh8hmojxXaP6wOTJeq2jq+U0IYQQgrS0qr+H4X345HLgv//lDch2dopG5P/8B/jxR4MuFRISgk8//RQDBgzQq/y6devg7e2N5cuXo0WLFpgyZQoGDx6MlStXqpTLzc1FWFgYvv/+e9SpU6fC6xYVFSEnJ0fcnhjTG5K8MMQ+ec29gTlz9FpWzcoKkEieUQUJIYSQcgwP+D79FIiOBj7/XHWS2dateQN0FTp27Bh69uypciw4OBjHjh1TOTZ58mT06dNHraw2S5YsgaOjo7i1bNnSZHUmzx+1WVh0NOnSlCyEEEJqAsMDvpgY4Lvv+OTK5uaK435+wMWLJqyaunv37sHV1VXlmKurK3JyclBQtnbvpk2bcPbsWSxZskTv60ZERCA7O1vckpOTTVpv8nwRg7jiHODGDb0yfNScSwghpDoZHvDduQP4+Kgfl8uNGzZiQrdu3cL06dOxYcMGWBuQUpFKpXBwcBA3e3v7Kqwlqe2srQGPuoWot3s90LcvZfgIIYTUeIYHfC1bAocPqx///XfA398EVdLOzc0NGRkZKscyMjLg4OAAmUyGM2fO4P79+wgICICFhQUsLCzw999/Y82aNbCwsECpMFkuIZUwdixwe0M8IjGlwomXKcNHCCGkJjB8lO68eXzdjzt3eFZv61bg0iXe1Lt9exVUUSEwMBA7d+5UObZv3z4EBgYCAHr06IHz58+rnB81ahSaN2+ODz/8EObKTdCEVIby0moU8BFCCDGhw4eBb78Frl3j+TQPD2D9esDbG3j9deOuaXiGr18/4K+/gP37AVtbHgCmpPBjvXoZdKnc3FwkJSUhKSkJAJ92JSkpCTdv3gTA+9aNGDFCLD9hwgRcv34dc+fOxcWLF7F27Vps3rwZM2fOBADY29ujdevWKputrS1cXFzQunVrg18qIVoJAV8F8/BRky4hhBBDbNkCBAcDMhmQmKhIHGRnA599Zvx1jVtarXNnYN8+vg5Ifj6QkAC88YbBlzl9+jT8/f3hX9YUPGvWLPj7+2PevHkAgPT0dDH4AwBvb2/s2LED+/btg5+fH5YvX44ffvhBbQ4+QqrS558DHWe/hp8wijJ8hBBCTOrTT4F16/hEzMqTK3fqBJw9a/x1q3Wlja5du4IxpvV8dHS0xuckJibqfY+4uDgjakaIdleuAMcuOqMP3AGzFMX6aTomXqYMHyGEEH1cugR06aJ+3NERePzY+OsaHvDVqaN5BlmJhH+q+fgAI0cCo0YZXytCajCVpdXMzRUBn/K8lGUow0cIIcQQbm7A1atA48aqxxMSgCZNjL+u4U268+bxfkt9+gALF/KtTx9+bPJkoFkzYOJEwxaFI6QWEQO+bh2Bd95RXU5DW1nK8BFCCNHDuHHA9OnAiRM8l3b3LrBhA1/YaeJE469reIYvIYE3ME+YoHr822+BvXt5b8O2bYE1a3itCXnOiEFc2CBgDIDRo/kByvARQgippI8+4uMCe/TgwyS6dOGfIXPmAFOnGn9dwzN8e/YAmpYs69GDnwOA3r0Va+wS8pxRy9rpaNKlDB8hhBBDSCTAxx8Djx4B//4LHD8OPHgA/Pe/lbuu4QGfszOfgqW8v/7i5wAgLw+g1SrIc0rI2lk/eQA8fKhz0AZl+AghhBjDyoqvddG8OZ8JLyWlctczvEn3P//hjciHDgEdOvBjp04BO3fyccQAn7IlKKhyNXvBPXzIJ1s8fx5IT+dpXW9voGlToFs34OWXNY+dIVXPxgZwtHkKm4kjgG1Mkb6jJl1CCCGV9M47vBl3yhSgoAB45RUgNRVgDNi0CRg0yLjrGp7hGzcO+PtvPuny1q18s7Hhx8aM4WVmzwZ+/dW4Gr3gUlKAAQMAd3ceV69dC8TG8tbydev4WxsQADRqxDt1njnDfwjIs7N7N/B47S8IwW4+WImadAkhpFaKj49HaGgoGjRoAIlEgm3btuksn5CQgE6dOsHFxQUymQzNmzfHypUrVco0btwYEolEbZs8ebKedeLTHQP8818u59OxrFnDh1AYy7h5+Dp14hsxmfx8/o388kuguJgf8/cHQkL4kipSKY/w//kHOHAAuH2bf/PXrAFatABGjADCwgBPz+p9HbUFY/x9Lijg770+X5Ufv17YAG8BqittUIaPEEJqlby8PPj5+WH06NEYOHBgheVtbW0xZcoUtG3bFra2tkhISMD48eNha2uL999/HwBw6tQplJaWis/5999/0atXL7z99tt61Sk7W9FDbvduntGzseETonzwgeGvUVC5iZcLCxXZDYGDQ6Uu+SLavp2PvElL4/t9+wJLlwKtWmkuX1DA2/M3bAC2beNZwYgIvvn58RXu2rXjbf8eHoCdHZ+tu6CAd6/MzORNxtq2rCwex1hY8OdZWvIlXhwc1DdHR/Vjtra8nowpNmG/tJT/yBQX86/Km6ZjhpQtf6yoSHcAp/T7aLA1Ft2QA0tYKa+0QRk+QgipVUJCQhASEqJ3eeXVwQCezdu6dSsOHz4sBnz16tVTec7SpUvx0ksvIUjPrm6ensCxYzzo272bN+MC/LO5Mp8lhgd8+fnA3LnA5s08ciivMp+iL5ibN3mzrJBB9vTkGbt+/XT3z5PJgNBQvmVn875+69fzNPC5c3wj+pNI+H9PMlnFX6VSPgNRUYkFLqMpWlfQpEsZPkIIefaePHmCnJwccV8qlUJaBX+IExMTcfToUXyqpa316dOn+N///odZs2ZBomfH+xkzeIudnR3g5QV07cqPx8cDbdoYX1fDA74PPuADNr75Bhg+HIiMBO7c4Z+CS5caX5MXQGEhcPkyz8idPQt8/TWPny0sgJkz+ZzWdnaGXdPRkXedHDOGD9s+cAA4eBC4cIHfJytL/Tl16gB16yq2evVU952ceLniYsVWUADk5Khu2dnqx3JyeNnyJBK+mZnxuKj8Zmmp+biuc/o8x8ZGEaxpC+SsrPQfAFNayn/UAaAAMurDRwghNVDLli1V9ufPn48FCxaY7PoNGzbEgwcPUFJSggULFmDs2LEay23btg2PHz/GyJEj9b72pEnAq6/ypFCvXvxjBuCrbDzbPnx//QXExPCQc9Qo3rPQx4eHoRs28LCUaPTjj3zUjbLXX+exc+vWlb9+vXrAu+/yTVBSAjx5woM2IcgxN6/8vXSRyxUB3vNG+MUDAHOU0tJqhBBSAyUnJ8PDw0PcN3V27/Dhw8jNzcXx48fx0UcfwcfHB0OHDlUr9+OPPyIkJAQNGjQw6Prt2vFNWZ8+lamxMQHfo0eKxdwcHPg+wCOXyqz58QJo2ZJn5Fq04FuvXsCQIapBhKlZWPCM3rNUla+nuimPiDYfOADo4QokJvIDNA8fIYTUCPb29nCowjEF3t7eAIA2bdogIyMDCxYsUAv4bty4gf3792Pr1q0GX//2beDPP3mWr/xQiRUrjKuz4R/NTZrw4aIAnw1w82b++K+/FG2BRKOgIJ4E/fdf4LffgPff5wGgvb1i+/FHRfm4ONVz5bc1axRlT57UXXbZMkXZCxd0l503T1H2+nXdZefMUZTNyNBddtIkRdknT3SXVc5+l5bqLvvOO6rvc9262sv27ata1stLe9nu3VXLNm+uOibJbME8YPx4yvARQsgLTC6Xo0j4Y68kKioK9evXRx8DU3MHDgC+vrz1b/ly3osuKgr46ScgKcn4ehqe4Rs1io8KCAriC76FhvLOaMXFxoedLwgzM97cmZurvYwwJQvAAx19y1Z0XeX/EAwpy5jusso/44aUBXSXFfq+6VO2fJ/B3Fz1e+kqq+3a+fmq+3l5fBNYWpY9oICPEEJqpdzcXFy9elXcT01NRVJSEpydndGoUSNERETgzp07iImJAQBERkaiUaNGaN68OQA+j9+XX36JadOmqVxXLpcjKioK4eHhsLAwLNSKiODJlIULefJhyxagfn3eY+7NN41/rYYHfDNnKh737AlcvMhn//XxAdq2Nb4mL4ju3YFr17Sfr1tX8bhjR91lhXl6AL7yhq6yys26vr66yzo6Kh43aqS7rHLGq25d3WWVV9uztdVdVpjaBeCBsq6yNjaq+ykp2iejLj944swZHgBrUj5IS0jgQXj79nwwTOmjbCDfkgI+QgippU6fPo1u3bqJ+7NmzQIAhIeHIzo6Gunp6bh586Z4Xi6XIyIiAqmpqbCwsMBLL72EZcuWYfz48SrX3b9/P27evInRo0cbXKeUFOCXX/hjCwueqLCzAxYt4rN4GNt7TsKYges0xMTwjmflP8GePuWTxYwYYVxNapDbt2/D09MTt27dQsOGDau7OqSGadCAL3eXiJfx8qgA3q0hLw+4ehV46SWVsq1b8yb0AwfUm4gJIYSY1vPw+e3mxptxW7Tgff+XLgXeeos3rnbqpLvFSxfD+/CNGsXn4yjvyRN+jpDnnNCUWwzLCqdloQwfIYQQQ7z2Gm9RAoDevfmSqosXA6NH83PGMrxJlzHN823cvq3aFkjIc0ol4JNIFJ0pKeAjhBBSSStWKLJ4Cxfyx7/+CjRtWrmhEvoHfP7+isnVevTgDcuC0lI+crcyvQkJqSXUAj4BTctCCCGkkoSZ7wDen33dOtNcV/+Ar39//jUpCQgOVl0SwsoKaNyYr/BLyHNO+F+nGJaqJzRk+HS09hJCCCFaPX0K3L+vPrCwUSPjrqd/wDd/Pv/auDEftEFrRZEXlEqGT3nMEzXpEkIIqaTLl/lyqUePqh4XetSVlhp3XcP78IWHG3cnQp4TKgGfQCLRuGYdBXyEEEIMMWoUb0navh1wdzfdMqX6BXx16uh/R2GpNUKeU0LAV9KlB9CqLMNnZaX2O1JSokjFU8BHCCFEH0lJfI7YsrmdTUa/gG/VKtPelZBaTMzwTZoOBFzhk5Hr6L8HUB8+Qggh+mnZEnj40PTX1S/go2ZcQkRiwFcMvebgAyjDRwghRLucHMXjZcuAuXOBzz4D2rRRWsazjPIKV4YwvA8fwHsMbtvG1/8AgFat+DTQGvowEfK8EQO+/GLFgrs6pmSRSFRnMSKEEEKUOTmp9gpijM+Ap+zZD9q4epVP/XznDl+UFQCWLAE8PYEdO9SWliLkeSMGfOMnAyMrnnRZQ/c+QgghRHToUNXfw/CAb9o0HtQdPw44O/NjmZnAsGH83I4dJq4iITWLyjx8THuTrtDaS825hBBCdAkKqvp7GB7w/f23arAHAC4ufHXfTp1MWDVCaiaVaVmEYbg0Bx8hhBATycoCfvxR0XOuZUs+XYty6GUoM4OfIZUCT56oH8/NpaGI5IWgceJlCvgIIYSYQHw8X+NizRoe+GVl8cfe3vycsQwP+Pr2Bd5/Hzhxgn/YMcYzfhMm8IEbhDznxHn4YKFXho/+DyKEEKKvyZP5gmapqcDWrXy7fh14911+zliGB3xr1vA+fIGBfHk1a2velOvjA6xebXxNCKkl9M3wUR8+Qgghhrp6FZg9W3XiE3NzYNYsfs5Yhvfhc3IC/vgDuHIFuHiRH2vRggd8hLwANPbh0zEtCwV8hBBC9BUQwPvuCROhCFJSAD8/469reMCXkAC8/jrQtCnfCHnBiAFf01ZA3Qy+Q334CCGEmMC0acD06Tyb99pr/Njx40BkJB8f+88/irJt2+p/XcMDvu7dAQ8PYOhQPhVLy5YGX4KQ2kwM+EIHAk3v8x3qw0cIIcQEhg7lX+fO1XxOIjFuEmbDA767d4FNm4BffuGhZtu2QFgYr0XDhgZfjpDaRpyHr4Kl1agPHyGEEEOlplbNdQ0ftFG3LjBlCnDkCHDtGvD228DPP/MxxN27G3Sp+Ph4hIaGokGDBpBIJNi2bVuFz4mLi0NAQACkUil8fHwQHR2tcv6bb75B27Zt4eDgAAcHBwQGBmLXrl0G1YsQXQxdS5cCPkIIIfry8tJ/M4ThAZ8yb2/go494pq9NGz4pswHy8vLg5+eHyMhIvcqnpqaiT58+6NatG5KSkjBjxgyMHTsWe/bsEcs0bNgQS5cuxZkzZ3D69Gl0794d/fr1w4ULFwyqGyHaiAHfuh+Bw4f5DgV8hBBCajDjl3Q/cgTYsAH4/XegsBDo14+vqWuAkJAQhISE6F1+3bp18Pb2xvLlywEALVq0QEJCAlauXIng4GAAQGhoqMpzFi9ejG+++QbHjx9Hq1atDKofIZooRulaKDpQUB8+QgghNZjhAV9EBO/Dd/cu0KsXn3uvXz/AxqYKqqfq2LFj6Nmzp8qx4OBgzJgxQ2P50tJS/Pbbb8jLy0NgYKDW6xYVFaFI+HQG8ETTSiKElFGZeFkI+DSk8agPHyGEkJrC8IAvPh744APgnXd4f75n6N69e3B1dVU55urqipycHBQUFEAmkwEAzp8/j8DAQBQWFsLOzg6xsbFoqWM08ZIlS7Bw4cIqrTt5fqjMw6dHho8CPkIIIdXN8D58R44AkyY982DPEL6+vkhKSsKJEycwceJEhIeHIzk5WWv5iIgIZGdni5uusoRonHiZAj5CCCEmEB5euTVztTG+D181cHNzQ0ZGhsqxjIwMODg4iNk9ALCysoJP2cof7dq1w6lTp7B69Wp8++23Gq8rlUohVfpUzsnJqYLak+eFoRk+6sNHCCFEX9nZQM+efBTuqFE8APTwqPx1KzdK9xkLDAzEgQMHVI7t27dPZ/88AJDL5Sp99AipDHEevgoCPurDRwghxFDbtgF37gATJwK//spnvQsJ4WNki4uNv261Bny5ublISkpCUlISAD7tSlJSEm7evAmAN7WOGDFCLD9hwgRcv34dc+fOxcWLF7F27Vps3rwZM2fOFMtEREQgPj4eaWlpOH/+PCIiIhAXF4ewsLBn+trI80vM8NVxVUR/1KRLCCHEROrVA2bNAs6dA06cAHx8gOHDgQYNgJkzgStXDL9mtQZ8p0+fhr+/P/z9/QEAs2bNgr+/P+bNmwcASE9PF4M/APD29saOHTuwb98++Pn5Yfny5fjhhx/EKVkA4P79+xgxYgR8fX3Ro0cPnDp1Cnv27EGvXr2e7Ysjzy0x4Gv1MuDszHco4COEEGJi6enAvn18MzcHevcGzp/nq9quXGnYtQzvwxceDowZA3TpYvBTy+vatSsYY1rPl19FQ3hOYmKi1uf8+OOPla4XIbpoXGlDx7Qs1IePEEKIvoqLgT//BKKigL17+Qq2M2YA770HODjwMrGxwOjRPNunL8MDvqrqTUhILUFLqxFCCKkq7u58AoihQ4GTJ4GXX1Yv060b4ORk2HUNb9Ktqt6EhNQS4sTLSef5BOQABXyEEEJMYuVK/tESGak52AN4sJeaath1jevDVxW9CQmpJcQMn9wcKCnhOxTwEUIIMYFDhzTnz/LyeDOusSo3aMOUvQkJqSVU5uHTEfBRHz5CCCGG+vlnoKBA/XhBARATY/x1De/DV1W9CQmpJVTm4aMMHyGEEBPIyQEY49uTJ4C1teJcaSmwcydQv77x1zc84Kuq3oSE1BL6Zvgo4COEEKIvJydAIuFbs2bq5yUSYOFC469veMC3ciXw9tuqoWd5xvQmJKSW0BjwaYjqKOAjhBCir0OHeHave3dgyxbFNK8Azyl4efGhEsYyPOA7dAjo31894MvLA6ZOBX76yfjaEFILqAR8Qs9a6sNHCCGkEoKC+NfUVKBRI57RMyXDB21UVW9CQmoJMeAzk+pcS5cyfIQQQvTxzz+8txzApzs+f54f07QZS/8MX1X3JiSklhADPgsb/vsAUMBHCCHEaC+/DNy7x8Ool1/m2T1NC5FJJIo8g6H0D/iqujchIbWEOPFyCWilDUIIIZWWmsqnOBYeVwX9A76q7k1ISC0hBHxyOSAvKub9IqgPHyGEECN5eSkeu7rqHhdrLP0DvqruTUhILSEEfABQXCqBFKAMHyGEEJOoXx8YMAAYNgzo0QMwq9wSGSL9Ar5//gFat+Z3FXoTatO2rWlqRkgNZaH0W1MMS0jxVC2qKylRdMClgI8QQoi+fv4Z2LgR6NcPcHQEhgzhwV/79pW7rn4B37PoTUhILaGS4UPZTrkMn5Dd03CKEEII0WrAAL49eQL8/jvwyy/Aa68BTZrwwG/ePOOuq1/A9yx6ExJSS2gM+JQPQtF/D6AMHyGEEMPZ2wOjRvEtORkIC+NjY6s24HsWvQkJqSUkEsAcJSiFBQ/4zM35pkTI8Ekkqk3AhBBCiD4KC4E//+TNu7t38/Drgw+Mv57hXQHr1wfCw4F9+xSdlAh5wViCr7BRDMsKB2zQ+CZCCCH62rOHh1mursDEifzr3r3AjRvA0qXGX9e4lTby83lvQg8PYMYM4PRp42tASC0kBHwlsNAZ8FH/PUIIIYYYMECxeNm9e8C33wJdulT+uoY3NlVVb0JCahFLCwaUaM/wCX34qP8eIYQQQ2Rk8P57pmb87C5Cb8K9e/m0Lba2tNIGeWFYujgCKAv4NER1NAcfIYQQYygHe4WFfGVb5c1Yxgd8hYXA5s1A//5AQADw6FHlehMSUosIAzH06cNHCCGE6CsvD5gyhQ+ZsLUF6tRR3YxleMBXVb0JCalFhFlYKgr4qA8fIYQQQ8ydCxw8CHzzDU8a/PADb0Bt0ID36zOWcX34+vbld+3dW23+MUJeBJZ3UgF4Ux8+QgghJvXXXzzE6tqV95zr3Bnw8eEz5G3YwOfjM4bhAV9V9SYkpBaxLM4HQE26hBBCTOvRIz4OFgAcHPg+ALz+Om9YNZbhTbpV1ZuQkNqCMYPm4SOEEEL01aSJYlGz5s35cAmAZ/6cnIy/ruEBX1X1JiSktjAg4KM+fIQQQgwxahRw7hx//NFHQGQkX+Bs5szKjY01vEl37lzg0CHem3D4cF6TO3f4zIA0aIO8CEpLVSde1pDGoz58hBBCjDFzpuJxz57AxYvAmTO8H1/btsZf1/CAr6p6ExJSW8jl5TJ86ksMUpMuIYQQU/Dy4ltlGd6kq6s3YXx85WtESE0nl8MCJQCoDx8hhBDTOHgQaNlS83CI7GygVSvg8GHjr294wFdVvQkJqS0Yg6UtD/KoDx8hhBBTWLUKGDeO59LKc3QExo8HVqww/vqGB3xV1ZuQkNrCxgaW3ToDoLV0CSGEmMa5c8Cbb2o//8YbvC+fsQzvw1dVvQkJqUVUV9pQ/7+JmnQJIYQYIiND91oWFhbAgwfGX9/wgK88U/UmJKQWUQ34zNXOU8BHCCHEEB4ewL//8vyZJv/8A7i7G399/Zt0q7o3ISG1xaNHsNyzHUBZwKdjWhbqw0cIITVXfHw8QkND0aBBA0gkEmzbtk1n+YSEBHTq1AkuLi6QyWRo3rw5Vq5cqVbuzp07GDZsmFiuTZs2OH36tM5r9+4N/Oc/fE2L8goKgPnz+cq2xtI/w6dvb8LOnY2vDSG1wdOnsMzmeXWe4ZOoFaEMHyGE1Hx5eXnw8/PD6NGjMXDgwArL29raYsqUKWjbti1sbW2RkJCA8ePHw9bWFu+//z4AICsrC506dUK3bt2wa9cu1KtXD1euXEGdChan+OQTYOtWoFkzvr6Fry8/fvEiHy5RWgp8/LHxr1X/gO/cOWDZMu3n33gD+PJL42tCSG2hNA9fCSyoSZcQQmqpkJAQhISE6F3e398f/v7+4n7jxo2xdetWHD58WAz4li1bBk9PT0RFRYnlvL29K7y2qytw9ChfLzciAmCMH5dIgOBgHvS5uupdVTX6N+lWdW9CQmoLmoePEEJqtCdPniAnJ0fcioQ/yiaWmJiIo0ePIigoSDz2559/on379nj77bdRv359+Pv74/vvv9frel5ewM6dwMOHwIkTwPHj/PHOnYAeMaNO+gd8Qm9CbYzoTWho2zkAxMXFISAgAFKpFD4+PoiOjlY5v2TJErzyyiuwt7dH/fr10b9/f1y6dMmgehGik9LSahVNy0J9+Agh5Nlr2bIlHB0dxW3JkiUmvX7Dhg0hlUrRvn17TJ48GWPHjhXPXb9+Hd988w2aNm2KPXv2YOLEiZg2bRp+/vlnva9fpw7wyitAhw78sSnoH/BVQW9Coe08MjJSr/Kpqano06cPunXrhqSkJMyYMQNjx47Fnj17xDJ///03Jk+ejOPHj2Pfvn0oLi7GG2+8gby8PIPqRohWakurUYaPEEJqkuTkZGRnZ4tbRESESa9/+PBhnD59GuvWrcOqVavwyy+/iOfkcjkCAgLw2Wefwd/fH++//z7GjRuHdevWmbQOhtK/D18V9CY0tO183bp18Pb2xvLlywEALVq0QEJCAlauXIng4GAAwO7du1WeEx0djfr16+PMmTPo0qWLxusWFRWppHufPHli0OsgLxgK+AghpEazt7eHg6ZBpiYi9Mlr06YNMjIysGDBAgwdOhQA4O7ujpYtW6qUb9GiBbZs2VJl9dGH/hk+oTdh69a8N+GAAXz7v//jxxISKtebUA/Hjh1Dz549VY4FBwfj2LFjWp+TnZ0NAHB2dtZaZsmSJSqp3/LfKEJUmJnB0sEGgPZpWSjgI4SQF4NcLldJGnXq1EmtK9nly5fhVc1zFhs28bLQmzArC7h6lQ8hadrUdA3MFbh37x5cywWVrq6uyMnJQUFBAWQymco5uVyOGTNmoFOnTmjdurXW60ZERGDWrFni/p07dyjoI9p5e8NyznRgHvXhI4SQ2iw3NxdXr14V91NTU5GUlARnZ2c0atQIERERuHPnDmJiYgAAkZGRaNSoEZo3bw6Aj0X48ssvMW3aNPEaM2fORMeOHfHZZ5/hnXfewcmTJ/Hdd9/hu+++e7YvrhzjVtoQehPWcJMnT8a///6LhIQEneWkUimkSqmYHE2TSxOiRHWlDWrSJYSQ2uj06dPo1q2buC8kf8LDwxEdHY309HTcvHlTPC+XyxEREYHU1FRYWFjgpZdewrJlyzB+/HixzCuvvILY2FhERERg0aJF8Pb2xqpVqxAWFvbsXpgGlV9a7Rlyc3NDRkaGyrGMjAw4ODioZfemTJmC7du3Iz4+Hg0bNnyW1SQvAAr4CCGk9uvatSuYMOGdBuVnApk6dSqmTp1a4XX79u2LvpVZFqMK6N+HrwYIDAzEgQMHVI7t27cPgYGB4j5jDFOmTEFsbCwOHjyo12SHhBjk8mVYrFkBQJh4WXvAR026hBBCaoJqDfhyc3ORlJSEpKQkAIq2cyF9GhERgREjRojlJ0yYgOvXr2Pu3Lm4ePEi1q5di82bN2PmzJlimcmTJ+N///sfNm7cCHt7e9y7dw/37t1DQUHBM31t5DmWmwvLm7zPR0V9+CjDRwghpCao1oDv9OnTKsuUzJo1C/7+/pg3bx4AqLWde3t7Y8eOHdi3bx/8/PywfPly/PDDD+KULADwzTffIDs7G127doW7u7u4/frrr8/2xZHnF03LQgghpJap1j58hradC89JTEzU+hxd1yPEJMqvtEHTshBCCKnhalUfPkJqBAMyfNSHjxBCSE1AAR8hhqpgLV3GqA8fIYSQmoUCPkIMVUGGr7gYkMv543KzBRFCCCHVggI+Qgxlbg5LO2sAmgO+wkLFY2vrZ1kxQgghRDMK+AgxVKdOsPz9FwCa5+FTngGImnQJIYTUBBTwEWIEC0kpAN0ZPmtrQCJ51jUjhBBC1FHAR4gRLCUlACoO+AghhJCagAI+Qgx14gQs50wHoHkePqFJlwZsEEIIqSko4CPEUA8ewPKf0wDKAj5LS5XTlOEjhBBS01DAR4ihyk/LUq6jnhDwUYaPEEJITUEBHyGGKj/xcjlCky5l+AghhNQUFPARYiiVDJ/62mnUpEsIIaSmoYCPEEOpZPgs1E7ToA1CCCE1DQV8hBhKLocF+LQsJRoCPsrwEUIIqWko4CPEUBIJLC35QI0SWIIx1dM0aIMQQkhNo56eIIToNmQILK0bAP35bkmJ6swsNGiDEEJITUMZPkKMYCkvEh8XF6ueoyZdQgghNQ0FfIQYQVfAR4M2CCGE1DQU8BFiqD17YLl4gbhLGT5CCCE1HQV8hBjqxg2YJ56GBHIA2gM+yvARQgipKSjgI8RQpaUAoJiLT0uTLmX4CCGE1BQU8BFiKDnP7Alz8VGTLiGEkJqOAj5CDFUW8AkZvpIS1dM0aIMQQkhNQwEfIYaqoEmXMnyEEEJqGgr4CDFUuQwfDdoghBBS01HAR4ihKgj4aNAGIYSQmoaWViPEULNnA1lZsPyMmnQJIYTUDpThI8RQEglQXFxhho+adAkhhNQUFPARYoynT2nQBiGEkFqDAj5CDPX778D27RXOw0cZPkIIITUFBXyEGOr8eeDaNUhRBAB4+lT1NA3aIIQQUtNQwEeIocpG6crAIzshwBNQky4hhJCahgI+QgxVNvGyDfIBAPn5qqeEjB816RJCCKkpKOAjxFA6MnxFRYrHlOEjhBBSU1DAR4ihygI+TRk+oTkXoICPEEJIzUEBHyGG0tGkK2T7LCz4RgghhNQEFPARYigdTbo0YIMQQkhNVK0BX3x8PEJDQ9GgQQNIJBJs27atwufExcUhICAAUqkUPj4+iI6OrvQ1CTHI0qVA+/Y6M3w0YIMQQkhNUq0BX15eHvz8/BAZGalX+dTUVPTp0wfdunVDUlISZsyYgbFjx2LPnj1GX5MQg0mlQGkpZfgIIYTUGtXayygkJAQhISF6l1+3bh28vb2xfPlyAECLFi2QkJCAlStXIjg42KhrEmKUp091DtqgDB8hhJCapFb14Tt27Bh69uypciw4OBjHjh2r1HWLioqQk5Mjbk+ePKnU9chzLjoauHVLY4aPVtkghBBSE9WqgO/evXtwdXVVOebq6oqcnBwUlF/uwABLliyBo6OjuLVs2bKyVSXPsyNHgJwcnRk+CvgIIYTUJLUq4KsqERERyM7OFrfk5OTqrhKpycpNy6Ipw0dNuoQQQmqSWjVTmJubGzIyMlSOZWRkwMHBAbJKfMJKpVJIpVJxPycnx+hrkRdAuWlZKMNHCCGkpqtVGb7AwEAcOHBA5di+ffsQGBhYTTUiLyQ9VtqgDB8hhJCapFozfLm5ubh69aq4n5qaiqSkJDg7O6NRo0aIiIjAnTt3EBMTAwCYMGECvv76a8ydOxejR4/GwYMHsXnzZuzYsUPvaxJSaWVNujRogxBCSG1RrQHf6dOn0a1bN3F/1qxZAIDw8HBER0cjPT0dN2/eFM97e3tjx44dmDlzJlavXo2GDRvihx9+EKdk0eeahFSaHhk+CvgIIYTUJNUa8HXt2hWMMa3nNQVoXbt2RWJiotHXJKTSSkoA6M7wUZMuIYSQmqRW9eEjpEZYvRoAZfgIIYTUHhTwEWKosvSdEPCVlgLFxfwUDdoghBBSE1HAR4ihnj4FAMhQKB4Ssnw0aIMQQkhNRAEfIYb64QcAgNSiFBIJPyQEetSkSwghpCaigI8QQ+3bBwCQWJiLTbflM3zUpEsIIaQmoYCPEEOVjdKFhQVsbPhDyvARQgipySjgI8RQZRMvw1w9w0eDNgghhNREFPARYigh4LO0FDN8NGiDEEJITUYBHyGGEpp0lQI+atIlhBBSk1HAR4ihhAyfhQU16RJCCKkVKOAjxFBKAV/5DB816RJCCKmJKOAjxFCzZ/OvdetSho8QQkitQAEfIYays+NfZTLK8BFCCKkVKOAjxFBlS6vBykprho8CPkIIITUJBXyEGGrHDv716VOVDB9j1KRLCCG1SXx8PEJDQ9GgQQNIJBJs27ZNZ/mEhAR06tQJLi4ukMlkaN68OVauXKlSZsGCBZBIJCpb8+bNq/BV6MeiuitASK2TkMC/lpSozMNXXAzI5XyfMnyEEFLz5eXlwc/PD6NHj8bAgQMrLG9ra4spU6agbdu2sLW1RUJCAsaPHw9bW1u8//77YrlWrVph//794r6FRfWHW9VfA0JqG6WJl5WbdIXsHkAZPkIIqU5PnjxBTk6OuC+VSiGVStXKhYSEICQkRO/r+vv7w9/fX9xv3Lgxtm7disOHD6sEfBYWFnBzczOy9lWDmnQJMZQQ8FlZqTTpCgM2yk4RQgipJi1btoSjo6O4LVmypEruk5iYiKNHjyIoKEjl+JUrV9CgQQM0adIEYWFhuHnzZpXc3xCU4SPEUEK7rZYMn7U1IJFUT9UIIYQAycnJ8PDwEPc1Zfcqo2HDhnjw4AFKSkqwYMECjB07Vjz36quvIjo6Gr6+vkhPT8fChQvRuXNn/Pvvv7C3tzdpPQxBAR8hhhICvnIZPhqwQQghNYO9vT0cHByq7PqHDx9Gbm4ujh8/jo8++gg+Pj4YOnQoAKg0Ebdt2xavvvoqvLy8sHnzZowZM6bK6lQRCvgIMZSWPnw0Bx8hhLwYvL29AQBt2rRBRkYGFixYIAZ85Tk5OaFZs2a4evXqs6yiGurDR4ihGONfKcNHCCEvPLlcjqKiIq3nc3Nzce3aNbi7uz/DWqmjDB8hhgoNBf73P6BhQ5VpWfLy+GMK+AghpHbIzc1VybylpqYiKSkJzs7OaNSoESIiInDnzh3ExMQAACIjI9GoUSNxXr34+Hh8+eWXmDZtmniNOXPmIDQ0FF5eXrh79y7mz58Pc3NzrRnAZ4UCPkIMZWsrfhWCu4IC4O5d/riGjcQnhBCixenTp9GtWzdxf9asWQCA8PBwREdHIz09XWWErVwuR0REBFJTU2FhYYGXXnoJy5Ytw/jx48Uyt2/fxtChQ5GZmYl69erh9ddfx/Hjx1GvXr1n98I0oICPEEMpLa2mnOG7fZs/9vSsnmoRQggxTNeuXcGEbjoaREdHq+xPnToVU6dO1XnNTZs2maJqJkd9+AgxVFIS/1pUpDJo49Yt/rhhw2qpFSGEEKIVBXyEGCo5mX8tKlIZtEEZPkIIITUVBXyEGEpplC5l+AghhNQGFPARYihh4mWpVMzwMQZcu8YfU4aPEEJITUMBHyGGEjJ8UqnKFCxPnvCvlOEjhBBS01DAR4ixpFJYWgLm5opDtraAk1O11YgQQgjRiAI+QgyllOGTSCA26wI8uyeRVE+1CCGEEG0o4CPEUEoBH6C6sgb13yOEEFITUcBHiKG8vPjX+vUBqGf4CCGEkJqGAj5CDCV02rOzA0AZPkIIITUfBXyEGEppaTWAMnyEEEJqPgr4CDEEY0BWluIxKMNHCCGk5qOAjxBDlJYCubn8cVnARxk+QgghNV21Bnzx8fEIDQ1FgwYNIJFIsG3btgqfExcXh4CAAEilUvj4+CA6OlqtTGRkJBo3bgxra2u8+uqrOHnypOkrXxVKSqq7BqQiwiobgDhKVzngowwfIYSQmqhaA768vDz4+fkhMjJSr/Kpqano06cPunXrhqSkJMyYMQNjx47Fnj17xDK//vorZs2ahfnz5+Ps2bPw8/NDcHAw7t+/X1UvwzhFRcD27cDIkUCLFoCjI2BpCdStC7RrB4wfD2zZAjx+XN01JcpKSxWPrf+/vTsPivI+4wD+3QUXWGFBRHYlspFE5VA0KtVibI0TJgRpajSjDSUWjU3HqBOPmKgxmjgZorVTm6Mak1i0HQ1UO8Yao2YYvDsISlgMHngHdFiwUS5FOfbpH1teWDmCZtll1+9n5je+x7PvPu/DzO7je603gOZTuj17Wv+MRERE3Y2nM988ISEBCQkJnY7fsGEDwsLC8Oc//xkAEBkZiaNHj+Ivf/kL4uPjAQBr167FK6+8ghkzZiiv+frrr5GWloYlS5a0ud27d+/i7t27ynx1029k2dvly8Bf/wqkpwPl5bbNQ5MffrCOb78FPvvMuqx3b8BgAPR6IDAQUP+/T582DfjVr6zT588Db7/d/ntPnQpMngzcugVcuQIsX978PDm1GvD0bH5i8MSJwG9/a502m4F589rfbnw88PLL1umKCmuj2p7x44FZs6zTtbXWZrc9Y8Y0v6/FAiQltR87YgSweHHz/EsvAfX1bccOGWLd9yYzZzafor3XgAFAamrz/OzZ1no0uecIX2goH7pMRETdk1MbvvuVnZ2NuLg4m2Xx8fGYP38+AKCurg55eXlYunSpsl6tViMuLg7Z2dntbnfVqlVYuXJll+RsY98+YO3ajmOWLbMe4Tt0CNixAygpaW4CT52yjb1zB6iqAnQ64MwZYNu29re7Z4+1aWqvEWrpwAFgwwbr4SqVCvjqq/ZjKyutjydRq63THeVw82bzM+xqazuOLS8HBg+2vn9jY8exJSVAbKx1WqUCtm9vvpP2XufOWRvEhgbr2Lat/YbPaAT8/Jpjt2xp/sFcwLoOzUf4eP0eERF1Vy7V8JnNZuj1eptler0eVVVVqK2txc2bN9HY2NhmzNmzZ9vd7tKlS7Fw4UJl/tq1a4iKirJv8gDwzDPA2LHW07YREUBISOtDQk89ZT0KNWkS8PrrwKZNwNmz1lFUBNy+3Ry7a5d1dEZ7TU1brl+3js745hvr6IzMTOvojIMHraMzsrOBceM6F2syNR8V/THFxUCL/zzY0GiUhq/lET4iIqLuyKUavq7i5eUFr/+fngOAqqqqrnmjxx8HjhzpfHxoKLBiRfO8xQIUFlqbloIC4No1oKzM2sw1nZYNCrL+AkSfPm2PwEBrnFptHSqV9UhhZaXtqKiw/ltTYz2qVVPTelgszUOk7Wmg+dSxM//19LQdPXq0XnY/68eNU57DN2GC9aDilCmd/9MSERE5kks1fAaDAWVlZTbLysrKoNPp4OPjAw8PD3h4eLQZYzAYHJlq11CrgaFDrcOetFrr6NvXvtt9SIwbB1y65OwsiIiI2udSz+GLjY1FVlaWzbLMzEzE/v/6LY1Gg5EjR9rEWCwWZGVlKTFEREREDxunNnw1NTUwmUwwmUwArI9dMZlMKC4uBmC9tu53v/udEj9r1ixcunQJb775Js6ePYv169dj27ZtWLBggRKzcOFCfP755/j73/+OM2fO4NVXX8WtW7eUu3aJiIiIHjZOPaV74sQJjB8/XplvunEiJSUFmzdvRmlpqdL8AUBYWBi+/vprLFiwAB9++CH69euHjRs3Ko9kAYDf/OY3uH79OlasWAGz2YwnnngC+/bta3UjBxEREdHDQiXSdGU7Nbl69SpCQ0NRUlKCfnzWBhERkUvg93f7XOoaPiIiIiK6f2z4iIiIiNwcGz4iIiIiN8eGj4iIiMjNseEjIiIicnNs+IiIiIjcHBs+IiIiIjfHho+IiIjIzbHhIyIiInJzbPiIiIiI3JxTf0u3u7JYLACA0tJSJ2dCREREndX0vd30PU7N2PC1oaysDAAwatQoJ2dCRERE96usrAxGo9HZaXQrKhERZyfR3TQ0NCA/Px96vR5qtX3PeldXVyMqKgqnT5+Gn5+fXbdNzVhnx2GtHYe1dgzW2XHsXWuLxYKysjIMHz4cnp48ptUSGz4Hq6qqgr+/PyorK6HT6ZydjttinR2HtXYc1toxWGfHYa0dhzdtEBEREbk5NnxEREREbo4Nn4N5eXnhnXfegZeXl7NTcWuss+Ow1o7DWjsG6+w4rLXj8Bo+IiIiIjfHI3xEREREbo4NHxEREZGbY8NHRERE5ObY8BERERG5OTZ8DrRu3Tr0798f3t7eGD16NHJzc52dkktZtWoVfvazn8HPzw/BwcF4/vnnUVRUZBNz584dzJkzB71794avry9eeOEF5afymhQXFyMxMRFarRbBwcF444030NDQ4MhdcTmrV6+GSqXC/PnzlWWstX1cu3YNL730Enr37g0fHx9ER0fjxIkTynoRwYoVK9C3b1/4+PggLi4O58+ft9nGjRs3kJycDJ1Oh4CAAMycORM1NTWO3pVurbGxEcuXL0dYWBh8fHzw+OOP47333kPL+xZZ6wdz+PBhPPfccwgJCYFKpcLOnTtt1turridPnsQvfvELeHt7IzQ0FGvWrOnqXXMvQg6RkZEhGo1G0tLS5NSpU/LKK69IQECAlJWVOTs1lxEfHy+bNm2SwsJCMZlMMmHCBDEajVJTU6PEzJo1S0JDQyUrK0tOnDghP//5z2XMmDHK+oaGBhkyZIjExcVJfn6+7NmzR4KCgmTp0qXO2CWXkJubK/3795ehQ4fKvHnzlOWs9U9348YNefTRR2X69OmSk5Mjly5dkm+++UYuXLigxKxevVr8/f1l586dUlBQIL/+9a8lLCxMamtrlZhnn31Whg0bJseOHZMjR47IgAEDJCkpyRm71G2lpqZK7969Zffu3XL58mXZvn27+Pr6yocffqjEsNYPZs+ePbJs2TLZsWOHAJAvv/zSZr096lpZWSl6vV6Sk5OlsLBQ0tPTxcfHRz799FNH7abLY8PnIKNGjZI5c+Yo842NjRISEiKrVq1yYlaurby8XADIoUOHRESkoqJCevToIdu3b1dizpw5IwAkOztbRKwfTGq1WsxmsxLzySefiE6nk7t37zp2B1xAdXW1DBw4UDIzM2XcuHFKw8da28fixYtl7Nix7a63WCxiMBjkT3/6k7KsoqJCvLy8JD09XURETp8+LQDk+PHjSszevXtFpVLJtWvXui55F5OYmCgvv/yyzbLJkydLcnKyiLDW9nJvw2evuq5fv1569epl89mxePFiCQ8P7+I9ch88pesAdXV1yMvLQ1xcnLJMrVYjLi4O2dnZTszMtVVWVgIAAgMDAQB5eXmor6+3qXNERASMRqNS5+zsbERHR0Ov1ysx8fHxqKqqwqlTpxyYvWuYM2cOEhMTbWoKsNb2smvXLsTExGDKlCkIDg7G8OHD8fnnnyvrL1++DLPZbFNnf39/jB492qbOAQEBiImJUWLi4uKgVquRk5PjuJ3p5saMGYOsrCycO3cOAFBQUICjR48iISEBAGvdVexV1+zsbPzyl7+ERqNRYuLj41FUVISbN286aG9cm6ezE3gY/Pe//0VjY6PNFx8A6PV6nD171klZuTaLxYL58+fjySefxJAhQwAAZrMZGo0GAQEBNrF6vR5ms1mJaevv0LSOmmVkZODbb7/F8ePHW61jre3j0qVL+OSTT7Bw4UK89dZbOH78OF577TVoNBqkpKQodWqrji3rHBwcbLPe09MTgYGBrHMLS5YsQVVVFSIiIuDh4YHGxkakpqYiOTkZAFjrLmKvuprNZoSFhbXaRtO6Xr16dUn+7oQNH7mkOXPmoLCwEEePHnV2Km6ppKQE8+bNQ2ZmJry9vZ2djtuyWCyIiYnB+++/DwAYPnw4CgsLsWHDBqSkpDg5O/eybds2bN26FV988QUGDx4Mk8mE+fPnIyQkhLWmhwJP6TpAUFAQPDw8Wt3BWFZWBoPB4KSsXNfcuXOxe/duHDhwAP369VOWGwwG1NXVoaKiwia+ZZ0NBkObf4emdWSVl5eH8vJyjBgxAp6envD09MShQ4fw0UcfwdPTE3q9nrW2g759+yIqKspmWWRkJIqLiwE016mjzw6DwYDy8nKb9Q0NDbhx4wbr3MIbb7yBJUuW4MUXX0R0dDSmTZuGBQsWYNWqVQBY665ir7ry8+SnY8PnABqNBiNHjkRWVpayzGKxICsrC7GxsU7MzLWICObOnYsvv/wS+/fvb3V4f+TIkejRo4dNnYuKilBcXKzUOTY2Ft99953Nh0tmZiZ0Ol2rL96H2dNPP43vvvsOJpNJGTExMUhOTlamWeuf7sknn2z1aKFz587h0UcfBQCEhYXBYDDY1Lmqqgo5OTk2da6oqEBeXp4Ss3//flgsFowePdoBe+Eabt++DbXa9ivPw8MDFosFAGvdVexV19jYWBw+fBj19fVKTGZmJsLDw3k6t7OcfdfIwyIjI0O8vLxk8+bNcvr0afnDH/4gAQEBNncwUsdeffVV8ff3l4MHD0ppaakybt++rcTMmjVLjEaj7N+/X06cOCGxsbESGxurrG96VMgzzzwjJpNJ9u3bJ3369OGjQjqh5V26Iqy1PeTm5oqnp6ekpqbK+fPnZevWraLVamXLli1KzOrVqyUgIED+/e9/y8mTJ2XixIltPtJi+PDhkpOTI0ePHpWBAwc+9I8KuVdKSoo88sgjymNZduzYIUFBQfLmm28qMaz1g6murpb8/HzJz88XALJ27VrJz8+X77//XkTsU9eKigrR6/Uybdo0KSwslIyMDNFqtXwsy31gw+dAH3/8sRiNRtFoNDJq1Cg5duyYs1NyKQDaHJs2bVJiamtrZfbs2dKrVy/RarUyadIkKS0ttdnOlStXJCEhQXx8fCQoKEhef/11qa+vd/DeuJ57Gz7W2j6++uorGTJkiHh5eUlERIR89tlnNustFossX75c9Hq9eHl5ydNPPy1FRUU2MT/88IMkJSWJr6+v6HQ6mTFjhlRXVztyN7q9qqoqmTdvnhiNRvH29pbHHntMli1bZvOYD9b6wRw4cKDNz+aUlBQRsV9dCwoKZOzYseLl5SWPPPKIrF692lG76BZUIi0eM05EREREbofX8BERERG5OTZ8RERERG6ODR8RERGRm2PDR0REROTm2PARERERuTk2fERERERujg0fERERkZtjw0dERETk5tjwERHZiUqlws6dO52dBhFRK2z4iOgnU6lUHY53333X2SkSET3UPJ2dABG5vtLSUmX6n//8J1asWIGioiJlma+v731tr66uDhqNxm75uTLWgojsgUf4iOgnMxgMyvD394dKpVLmN2zYgLFjx9rEf/DBB+jfv78yP336dDz//PNITU1FSEgIwsPDceXKFahUKuzYsQPjx4+HVqvFsGHDkJ2d3WEuKpUKGzduxKRJk6DVajFw4EDs2rVLWb9582YEBATYvGbnzp1QqVTK/LvvvosnnngCaWlpMBqN8PX1xezZs9HY2Ig1a9bAYDAgODgYqamprd6/tLQUCQkJ8PHxwWOPPYZ//etfNutLSkowdepUBAQEIDAwEBMnTsSVK1c6rAUR0U/Fho+IuoWsrCwUFRUhMzMTu3fvVpYvW7YMixYtgslkwqBBg5CUlISGhoYOt7Vy5UpMnToVJ0+exIQJE5CcnIwbN27cVz4XL17E3r17sW/fPqSnp+Nvf/sbEhMTcfXqVRw6dAh//OMf8fbbbyMnJ8fmdcuXL8cLL7yAgoICJCcn48UXX8SZM2cAAPX19YiPj4efnx+OHDmC//znP/D19cWzzz6Lurq6H60FEdGDYsNHRN1Cz549sXHjRgwePBiDBw9Wli9atAiJiYkYNGgQVq5cie+//x4XLlzocFvTp09HUlISBgwYgPfffx81NTXIzc29r3wsFgvS0tIQFRWF5557DuPHj0dRURE++OADhIeHY8aMGQgPD8eBAwdsXjdlyhT8/ve/x6BBg/Dee+8hJiYGH3/8MQDr6W6LxYKNGzciOjoakZGR2LRpE4qLi3Hw4MEfrQUR0YPiNXxE1C1ER0e3ea3a0KFDlem+ffsCAMrLyxEREdHutlq+pmfPntDpdCgvL7+vfPr37w8/Pz9lXq/Xw8PDA2q12mbZvduNjY1tNW8ymQAABQUFuHDhgs12AeDOnTu4ePGiMt9eLYiIHhQbPiLqUmq1GiJis6y+vr5VXM+ePdt8fY8ePZTppuvsLBZLh+/Z8jVNr2t6TWfzaWsbHW23M2pqajBy5Ehs3bq11bo+ffoo0+3VgojoQfGULhF1qT59+sBsNts0WU1HvJyVT3V1NW7dutUl+Rw7dqzVfGRkJABgxIgROH/+PIKDgzFgwACb4e/vb7cciIjuxYaPiLrUU089hevXr2PNmjW4ePEi1q1bh7179zotn9GjR0Or1eKtt97CxYsX8cUXX2Dz5s122/727duRlpaGc+fO4Z133kFubi7mzp0LAEhOTkZQUBAmTpyII0eO4PLlyzh48CBee+01XL161W45EBHdiw0fEXWpyMhIrF+/HuvWrcOwYcOQm5uLRYsWOS2fwMBAbNmyBXv27EF0dDTS09Pt+mDolStXIiMjA0OHDsU//vEPpKenIyoqCgCg1Wpx+PBhGI1GTJ48GZGRkZg5cybu3LkDnU5ntxyIiO6lknsvZiEiIiIit8IjfERERERujg0fERERkZtjw0dERETk5tjwEREREbk5NnxEREREbo4NHxEREZGbY8NHRERE5ObY8BERERG5OTZ8RERERG6ODR8RERGRm2PDR0REROTm/gd8ZzKfNB3srQAAAABJRU5ErkJggg==\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", phasor=\"generator\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 452
+        },
+        "outputId": "b19392a3-08de-4b30-c2db-b740f5fe48c0",
+        "id": "0KYM1nkorDCA"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", phasor=\"beam\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "DNQzFmJ6Qsvc",
+        "outputId": "5e55c8c8-3705-47db-f01c-c28dfac3b230"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# ProportionalIntegralLoop class"
+      ],
+      "metadata": {
+        "id": "Lch01d6Prrkt"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The `ProportionalIntegralLoop` is a **more realistic Proportional Integral (PI) loop** to control a `CavityResonator` amplitude and phase via generator current `Ig` to take into account the cavity response [1].\n",
+        "\n",
+        "The basic idea of a PI controller is described here: https://en.wikipedia.org/wiki/PID_controller\n",
+        "\n",
+        "The `ProportionalIntegralLoop` should be **initialized only after generator\n",
+        "parameters are set**.\n",
+        "\n",
+        "The `ProportionalIntegralLoop` important inputs are:\n",
+        "+ `gain` a list of two float like `[Pain, Igain]`, corresponding to the proportional gain `Pain` and integral gain `Igain` of the feedback.\n",
+        "+ `sample_num`, the number of bunch over which the cavity amplitude and phase is computed (in unit of bucket number).\n",
+        "+ `every`, the time interval between two cavity voltage monitoring and feedback in unit of bucket number. This corresponds to the update rate of the feedback.\n",
+        "+ `delay` the loop delay in unit of bucket number.\n",
+        "\n",
+        "The feedback setpoints are `CavityResonator.Vc` and `CavityResonator.theta` and the loop modifies the generator amplitude `CavityResonator.Vg` and phase `CavityResonator.theta_g`.\n",
+        "\n",
+        "---\n",
+        "\n",
+        "During the `CavityResonator.track` call, at each `every` RF bucket:\n",
+        "+ The `cavity_phasor` is computed as the mean over `sample_num` buckets.\n",
+        "+ The following calculation are done:\n",
+        "  + `diff = (Vc*exp(1j*theta) - cavity_phasor) - FFconst` where `FFconst` is the feedfoward constant.\n",
+        "  + `I_record = I_record + diff/fRF` where `fRF` is the RF frequency.\n",
+        "  + `FB_val = Pain * diff + Igain * I_record`\n",
+        "  + `Ig = Vg2Ig(FB_val) + FFconst` where `Vg2Ig` is a function to go from generator voltage to generator current.\n",
+        "+ `Ig` is applied after `delay` RF buckets.\n",
+        "+ `Ig` is then transformed back to generator voltage and modifies `Vg` and `theta_g`.\n",
+        "\n",
+        "See [1] for the description on how to go from `Ig` to `Vg` and opposite."
+      ],
+      "metadata": {
+        "id": "Fkoh9PDSQvHH"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "---\n",
+        "\n",
+        "Typical gain values:\n",
+        "+ For normal conducting cavities (QL~1e4), a Pgain of ~1.0 and\n",
+        "Igain of ~1e4(5) are usually used.\n",
+        "+ For super conducting cavity (QL > 1e6), a Pgain of ~100\n",
+        "can be used.\n",
+        "\n",
+        "In a \"bad\" parameter set, an unstable oscillation of the cavity voltage\n",
+        "can be caused. So, a parameter scan of the gain should be made.\n",
+        "\n",
+        "\n",
+        "Some example parameters for KEK-PF:\n",
+        "\n",
+        "FPGA-based LLRF controller, IQ sampling using 8 rf waves, output signal in 77-MHz, around 1us system delay\n",
+        "*   E0=2.5GeV, C=187m, frf=500MHz\n",
+        "*   QL=11800, fs0=23kHz\n",
+        "*   ==> gain=[0.5,1e4], sample_num=8, every=7(13ns), delay=500(1us)"
+      ],
+      "metadata": {
+        "id": "QxmI5vNQTBgy"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from mbtrack2 import ProportionalIntegralLoop"
+      ],
+      "metadata": {
+        "id": "8IhrTgO2rvIV"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Step without beam"
+      ],
+      "metadata": {
+        "id": "UJ7gooAwur-P"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The same voltage step is applied using the `ProportionalIntegralLoop` without beam:"
+      ],
+      "metadata": {
+        "id": "x1wldvIIpDya"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mybeam, MC, MCmon = restart(I0=0.001, tot_turns=5000)\n",
+        "MC.init_phasor(mybeam)"
+      ],
+      "metadata": {
+        "id": "dSOWjoQHsd5s"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "PIL = ProportionalIntegralLoop(ring, MC, gain=[1.5, 2e4], sample_num=5, every=5, delay=0)\n",
+        "MC.feedback.append(PIL)"
+      ],
+      "metadata": {
+        "id": "c2pUfP5VsaV1"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for i in tqdm(range(5000)):\n",
+        "  MC.track(mybeam)\n",
+        "  MCmon.track(mybeam, MC)\n",
+        "  if i == 250:\n",
+        "    MC.Vc = 1.05e6\n",
+        "    MC.theta = np.arccos(ring.U0/MC.Vc)\n",
+        "meanVc = np.mean(MC.cavity_phasor_record)\n",
+        "print(f\"\\n Residual error: amplitude {np.round((1-np.abs(meanVc)/MC.Vc)*100,3)} % & phase {np.round((1-np.angle(meanVc)/MC.theta)*100,3)} %\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "R_94gXwNtk88",
+        "outputId": "4ea0bce5-6cdb-4a5b-ab89-b92325c1918d"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "100%|██████████| 5000/5000 [01:15<00:00, 66.30it/s]"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            " Residual error: amplitude -0.126 % & phase 0.039 %\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", show_objective=True)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "6Xb0bpYHtqQH",
+        "outputId": "ea8a2a2b-ef53-4ae3-e39f-ac82d1b43d04"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The current generator phasor `Ig` is changed by the `ProportionalIntegralLoop` during the tracking:"
+      ],
+      "metadata": {
+        "id": "9jrlfB3pon6L"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", phasor=\"ig\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "HWskb0GstsqP",
+        "outputId": "3a32d1ac-f6a8-439c-cc05-50e8167763ce"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Which induces changes to the generator voltage and phase:"
+      ],
+      "metadata": {
+        "id": "h7_6wvn7o4Jx"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", phasor=\"generator\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "P4XVFR7Ytr93",
+        "outputId": "6acad31d-6d3e-47ea-d8b8-5dbc56286032"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoUAAAGwCAYAAADfdh9XAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACMLElEQVR4nO3deViU1dsH8O8AMgKyuLGJCIqKqLim4ZKaGqmvaZqZWeGWWu5mGqWJ2i+tLDV3MyXbzEptQSs3RNw1SE0lIRQ0QDOVRfY57x/HGRg2Z4YZhuX7ua7nmnmWOXPmEZyb+2wKIYQAEREREdVoFuauABERERGZH4NCIiIiImJQSEREREQMComIiIgIDAqJiIiICAwKiYiIiAgMComIiIgIgJW5K1AZ5eXlISoqCi4uLrCwYNxMRERUFahUKqSkpKBDhw6wsmKIoy/esRJERUWhS5cu5q4GERERGeDUqVN45JFHzF2NKodBYQlcXFwAyB8qNzc3M9eGiIiIdJGUlIQuXbpovsdJPwwKS6BuMnZzc4OHh4eZa0NERET6YNcvw/CuERERERGDQiIiIiJiUEhEREREYFBIRERERGBQSERERERgUEhEREREYFBIRERERGBQSERERERgUEhEREREYFBIRERERGBQSERERERgUEhEREREAKzMXQEiIipEpQLy84G8PPlY9LlKVXCtQqH9WNKxoo8WFoClJWBlJTf188JlEJlQVhZw86b80WvUyNy1ocIYFBIRFSYEkJkJZGQA6elye9jzrCy5ZWcXbA/bz80tOfgzFwsL7SCxrOdWVkCtWoBSCVhbG+dRqQRsbLS32rW192vVMt/9oTKpVMB//wFJSXJLTi7+PDlZbqmp8jVjxwJbtpi33qSNQSERVT9CAGlpwK1bMiVx547c7t6VW1nP793TzsZVJgqFDN4UCvkZ1Up6XviYLlQqICen/HU0JUvL4oFjScFjaZutrdzs7Aq2kvZtbeV9Jgghg73EROD6dbmVFPQlJ+v3N02tWub9G4hKxqCQiKoGlQr491/gxg3gn3/kt5A66Lt1S/v5zZvGCXBsbYE6dWSwUKeO9vPCjzY2MtNVu3ZB1uth+7VqFWTfLC0LtrL2jdHEq85KqjOT6q3wfmnP1fu5uXLLyZFZz/I+qrfMzOJbVpZ23dVZWlOzsSk9aCzPvp2d/DmoBM31QshfKXWwVzjwK7xf+J/gYRo0ANzcAFfX0h+dnQEnp0pxC6gIBoVEZH55eTLYu3pVfgv984/cV2///CO33Fz9yrWzAxo2BOrXB+rWld9ETk6lP1dv9vbVN1ukDjCrCiFkVFI4SCwpeCwtoCy8f/++bPLPyNB+rt4yMwveV/0aU7CwKAgQH/ZHR2l/iJR0ztZWK9LKzy/4tYqPl4/qTR3wZWfrVmVnZ6BxY9kH0N29IMgrHPA5O8veAFR1MSgkItNTqWRQV/TbSf08MVG3tiSFQn7zuLsXfAs1bFj8Ub3Z2pr2c5HpKRQFzb+mplIV9CctKXAs7746AlOpZPeGtLRyVTcfFkiCG67CC/HwxlV446pVM1y1aIp4VRMk5rkhDw/vh+nqeB8eDbLh4ZKDxu4qeDQS8GhiCQ8vKzRuXhvuzWygtKmGfyBRMQwKich4/v0X+OsvICZG+zE29uEpCWtrwNNTpiPc3WVKQr2p993cONiATKdwBs8U8vO1g8TSBi4VesxLvY+EFCVi/3VE7O16uJLqjNh0N8RmNcLfuY2RA6X2exT526oWctAE1+CNeHjhqmbzRAI8cB3u+AfW93KBewDiyqh70a4U5cloqh/t7KpW1roGYFBIRPoRQrY7XbgAnD8PXLxYEPz991/pr7O0lEGflxfg7V380c2tejbXEqlZWgIODnIrJC8PuHZN/u10JRWIvQFcuSL34+PL7jVhZQV4egp4Nc6Hd6NceLnch1eDDHjVvQdvx//gpvwPFvcLB5pKIL0RkO4IZDQtORhVP8/IKBiwdP++3Ixp+HDgu++MWyaVC4NCIird3bsFwZ96u3BBHi9N48ZAixZAy5baj56e8huMqIa6f1/+/XTpktwuX5aPV66UPS5KqQSaNQOaNwd8fOSmfu7hAVhaKiC/zq0A2ACob5wKq6dnelhGs5QsZ5nnVCqZMaRKhf9DE5H033/A778DZ84AZ8/Kx6tXS77W0lIGem3bAm3ayMCvZUv5LWWqpjeiKuLff7WDPvV27Vrpr6lduyDgKxz0NW8ue06YJYmuUBRM0WNM6sFD+fnGLZfKjUEhUU2UlgacPi0DP3UQ+PffJV/r4SGDv8Kbr69MXxDVYPfvy94T585pJ9Nv3iz9NfXrA61aaW++vjKRXmN6T6gHD1Glw6CQqLoTQmb8jh0r2M6dK3mC5mbNgE6d5Na5M9Chg5yyhagGy8+XfzOpgz51EBgbW/oc4U2aFAR8hQPABg0qtu5E+mBQSFTd5OcD0dHA4cMFQWBSUvHrmjQBunSRwV+nTkDHjgwAqcbLypIB3++/yy0qCvjzz9LHWDRsKJPn/v4FiXQ/P/aioKqJQSFRVadSyW+tQ4eAgwdlMFh0IIiVlQz6uncHunUDAgK4Ej3VeOnpwB9/FASAv/8uf5VK6upWu7YM9goHf/7+gItLxdebyFQYFBJVRXFxwG+/yUDw0CHZs70we3vgsceAnj1lENi5M/vwUI2WkSG7zp4+XRAAxsSU3Pxbv35B8rxDBxn8+fhw8DxVf/wRJ6oKMjOB8HBg7165xcZqn7e1BXr0APr0AR5/XH6b8RuMaqj8fDny9+TJgu3ChZIzgO7u8tel8ObhwXV5qWbitwZRZXXlCrBnjwwCDx/WXpXeyko2BfftKwPBLl246CjVWMnJ2gHg6dMlryDn7i5/VdRjqTp0kOv2EpHEoJCoshBCTg+zezewa5ec2KwwDw9gwAC59e1bbFUEoppApZJZv8hIuR09CiQkFL/Ozk72mujatWBjN1qisjEoJDKn3FwgIkIGgrt3y+Xj1KysZL9AdSDo58c2LapxsrJk5q9wEHjvnvY1CgXQurV2AOjnxx4URPrirwxRRcvLAw4cALZvB374Abhzp+CcnR0wcCAwdKh8dHIyVy2JzOLOnYIAMDJSJs+LLgFXp44cQN+jh+xF0aWLHFtFROVj1qAwIiICH3zwAc6ePYukpCTs2rULQ4cOLfM14eHhmD17Nv788080btwY8+fPx5gxYzTnQ0JCsGjRIq3XtGzZEpcvXzbBJyDSkUolUxxffw18+632aOGGDYGnnpKBYL9+cu4LohoiNRU4cqRgRqXo6OIjgl1d5UD6Hj3k5u/PLCCRKZj11yojIwPt2rXDuHHjMGzYsIdeHx8fj0GDBmHy5Mn48ssvceDAAUyYMAFubm4IDAzUXNe6dWvs379fs2/F/z3IHISQ8158/TXwzTfaTcMNGwIjRgAjR8pUh6Wl+epJVIEyMuTfR+rZlM6cKT4quGXLgiCwZ0/A25s9J4gqglmjpQEDBmDAgAE6X79hwwZ4e3vjww8/BAC0atUKkZGRWLFihVZQaGVlBVc9hpRlZ2cjOztbs59W0rA1Il3dvAl88QWwdavsEa/m4AAMGwaMGiWnjeEfK1QD5OYCJ04A+/bJIPDkSXmssGbNCmZT6t0bcHMzS1WJarwq9a10/Phx9OvXT+tYYGAgZs6cqXXsypUrcHd3R+3atREQEIClS5fC09Oz1HKXLl1arMmZSC+5uXL6mK1bgbAw2W8QAJRKYMgQGQg++SSbhqlGUM+t/uuvskm46N/Znp4FQWCfPkDjxuapJxFpq1JBYXJyMlyKrCnk4uKC1NRUZGZmwsbGBl27dkVoaChatmyJpKQkLFq0CD179sSFCxdgX0pP5ODgYMyePVuzf+PGDfj5+Zn0s1A1ERMDbNokM4M3bxYc79IFGDsWeO45Dhahai8tTWYBf/1VbnFx2ucbNJDdZfv2lYEgm4OJKqcqFRTqonBztL+/P7p27YomTZpgx44dGD9+fImvUSqVUCqVmv3U1FST15OqsNxc4McfgXXrZBpEzcUFePFFYMwYOT8GUTUlBHDunEyK//orcOxYQXIckD0junUDAgPl1qEDYGFhvvoSkW6qVFDo6uqKlJQUrWMpKSlwcHCATSnrujo5OaFFixaILbosGJG+btwAPvlEZgaTkuQxCwtg0CDg5Zdl83CtWuatI5GJZGbKv4F+/lluhcdNAbJfoDoI7NOHU8QQVUVVKigMCAjAnj17tI7t27cPAQEBpb4mPT0dcXFxePHFF01dPaqOhJBDJVeskHMKqodJOjsDEyYAEycCTZqYt45EJvLPPwVB4P79MjBUs7GRTcIDBgBPPCGDQiKq2swaFKanp2tl8OLj4xEdHY169erB09MTwcHBuHHjBrZt2wYAmDx5MtasWYO5c+di3LhxOHjwIHbs2IGwsDBNGXPmzMHgwYPRpEkT/PPPP1i4cCEsLS0xatSoCv98VIXl5QHffw989BFw6lTB8Z49gVdflaOIudYwVTNCAFFRsnfETz/JGZUKa9wY+L//k1ufPjIwJKLqw6xB4ZkzZ9CnTx/NvnqwR1BQEEJDQ5GUlISEQotaent7IywsDLNmzcKqVavg4eGBzZs3a01Hc/36dYwaNQq3b99Gw4YN0aNHD5w4cQINGzasuA9GVVdqKrB5M7BqVcGCqkql7Cs4fTrQtq1560dkZPn5wPHjwM6dcrt2reCcQiGXjFMHgv7+HCBCVJ0phCg6dzxdv34djRs3RmJiIjw8PMxdHaoISUkyK7hxY8H8GQ0byqzgq6/K5mKiaiInBwgPl0Hg7t1A4a7atraye+zgwXKlRf7oU1XC7+/yqVJ9ComM7to14P33gU8/BdQTmLdqBcyeDYwezfYxqjbu35dzB+7cKZuG794tOOfkJIPAYcNk/0BbW3PVkojMiZMEUM105Qowbhzg4yOnlsnOlnNohIXJVUgmTGBASFVedrYcH/X88zLj9/TTwOefy4DQxQWYNElOKZOSAmzbJpffZkBINUlERAQGDx4Md3d3KBQK7N69u8zrIyMj0b17d9SvXx82Njbw9fXFihUrtK7x8vKCQqEotk2ZMkVzTVZWFqZMmYL69eujTp06GD58eLHZVcyBmUKqWS5eBN55R65FrFLJY337AvPnA716scMUVXl5eXLqmO3bZVbw3r2Cc02ayGzgsGFAQACX3CbKyMhAu3btMG7cOAwbNuyh19vZ2WHq1Knw9/eHnZ0dIiMjMWnSJNjZ2WHixIkAgNOnTyO/0ILeFy5cQP/+/TFixAjNsVmzZiEsLAzffvstHB0dMXXqVAwbNgxHjx41/ofUA/sUloB9EqqhuDggJAT48ks5xBKQPeffegt49FGzVo2ovFQqIDJSBoLffgv8+2/BOXd3YORIubjOI4/w7x6q3srz/a1QKLBr1y4MHTpUr9cNGzYMdnZ2+Pzzz0s8P3PmTPz888+4cuUKFAoF7t27h4YNG+Krr77CM888AwC4fPkyWrVqhePHj+NRM34nMVNI1duNG8CSJbLPoHrJhaefBt5+G2jf3qxVIyoPIYA//pDNwd98I3/U1Ro0AEaMkIFgjx5cTYRqnrS0NK3VyYquXGYsUVFROHbsGN55550Sz+fk5OCLL77A7NmzoXjwF9nZs2eRm5uLfv36aa7z9fWFp6cng0Iik7h1C1i2DFi7tmAAyZNPyqbjTp3MWzeicvjnH+Crr2QfwPPnC447Ospm4eeek+sLW/F/d6rB/Pz8tPYXLlyIkJAQo5Xv4eGBW7duIS8vDyEhIZgwYUKJ1+3evRt3797FmDFjNMeSk5NhbW0NJycnrWtdXFyQnJxstDoagv9tUPWSmSlXH1m2rGBqmZ49gf/9Tz4SVUH378upY7ZtA/btK+gOa20NDBkiB8o/+aScUpOIgIsXL6JRo0aafWNnCY8cOYL09HScOHECb7zxBnx8fEpcJOPTTz/FgAED4O7ubtT3NxUGhVQ9qFQyffLmm0BiojzWqZMMBp94gh2pqMpRqYAjR4DPPgO++67gbxwA6N4deOkl2URct6756khUWdnb28PBwcFk5Xt7ewMA2rZti5SUFISEhBQLCq9du4b9+/dj586dWsddXV2Rk5ODu3fvamULU1JS4OrqarI664JBIVV9R47IeQXPnJH7jRsDS5cCo0axMxVVOdevA1u3Alu2AFevFhz39paB4AsvyJmUiKhyUKlUyFZ3Uypk69atcHZ2xqBBg7SOd+rUCbVq1cKBAwcwfPhwAEBMTAwSEhIQEBBQIXUuDYNCqrr+/huYMwfYtUvu29sDwcHAzJmcY5CqlNxcOUXm5s3A3r0FzcMODsCzz8pgsEcPJryJjC09PR2xsbGa/fj4eERHR6NevXrw9PREcHAwbty4gW3btgEA1q5dC09PT/j6+gKQ8xwuX74c06dP1ypXpVJh69atCAoKglWRDr6Ojo4YP348Zs+ejXr16sHBwQHTpk1DQECAWQeZAAwKqSrKzJSrkCxdKgeRWFgAEyfKKWdcXMxdOyKdxcbKQDA0VHupucceA15+GRg+nH/fEJnSmTNn0KdPH83+7NmzAQBBQUEIDQ1FUlISEhISNOdVKhWCg4MRHx8PKysrNGvWDO+99x4mTZqkVe7+/fuRkJCAcePGlfi+K1asgIWFBYYPH47s7GwEBgZi3bp1JviE+uE8hSXgPIWV2E8/ATNmAPHxcv/xx4GPPwZatzZvvYh0lJUlJ5X+5BO5/rCaszMwZgwwfjzQooW5akdUtfH7u3yYKaSq4e+/ZTD4889yv1Ej4KOPZE97tqlRFXD1KrBhg5wyUz25tEIhRw1PmCDnUre2NmsViaiGY1BIlVtmJvDee3KKmexsOfnaa6/JZenq1DF37YjKpFIBv/0mp8sMCytYTMfDQwaCY8cCnp7mrSMRkRqDQqq8DhwAJk2SS9QBQL9+wOrVwIMOvkSV1X//yRHE69cX/PgC8kd4yhSZFeTk0kRU2fC/Jap8bt+Wo4pDQ+W+uzuwapXsdc+mYqrEoqKANWvklJlZWfKYo6PsK/jKK0DLlmatHhFRmRgUUuUhBPD113JKmVu3ZAD46qvAu+/KuTmIKqH8fDn+acUKICKi4Li/v8wKjh4N2NmZr35ERLpiUEiVw9WrMpXyyy9yv3VrYNMmoFs3s1aLqDRpabKJ+OOPC5qIrayAZ54Bpk6VP7pMbBNRVcKgkMxLpQLWrQPmzZMLvFpbAwsWAHPncigmVUoJCbJr6yefAPfuyWN168rur1OmyEEkRERVEYNCMp+EBGDcODmgBAB69QI2bmTHK6qUTpyQTcTffy+bjAGgeXPZ2yEoiE3ERFT1MSikiicE8Nlnct7B1FS5ZMP778v+g1yrmCoRIYA9e+SMSJGRBccffxyYNQsYOJA/skRUfTAopIp1545cskG9XnFAgAwQmzc3b72ICsnLA775Rk6Ref68PFarFvD88zIYbNfOvPUjIjIFBoVUcU6dAp59Frh2TX7DLlkip56xtDR3zYgAyLnSt24FPvhAjn0C5BzpkyfLZuJGjcxZOyIi02JQSKYnhJy87bXXgNxcoGlTYMcOoFMnc9eMCABw964c77RypZwNCQAaNpQ9HF59VQ4kISKq7tgbpibLyZEpkIYNgSFDgORk479Hbq4cljl9unw+fDjw++8MCKlSuHULCA6WS8299Zbcb9JE/g1z9ao8xoCQiGoKZgprssWL5WhfAPjxRyAxUfamt7U1Tvl37shJ2w4elBO2LV8uO2Rx8jYys5s35Y/junVARoY81qYN8MYbsodDrVrmrR8RkTkwU1hT3bsn28oAYOFCmS2MipLzAxrDtWtyEMnBg7JT1o8/ArNnMyAks0pOlr0YvLxkv8GMDJm0/uEH4Nw5ufoIA0IiqqkYFNZUv/0mvxGbN5dB4VdfyePr18vm3fK4cgXo2ROIiQEaNwaOHgX+7//KX2ciAyUlySS1tzfw0UdyQMkjjwA//wycPg089RT/XiEiYlBYU+3ZIx8HD5bfhv36AaNGyRVGXn1VPhrizz+Bxx6TTdEtWgDHjslFYInM4J9/ZHdWb2+ZGM/KAh59FNi7Fzh5Ehg0iMEgEZEag8KaSIiCNYYHDCg4/uGHgL29/Lb87DP9yz17Vq5KkpwsA8GICK75RWZx+7bsCdGsmVySLjtbrkX866/y75Qnn2QwSERUFIPCmujaNRm41aolm3nV3NyAt9+Wz994Q87Toatjx+QyD7dvy3a5Q4cAFxejVpvoYVJTgUWLZGbwgw9kZrBbN2D/fjmG6oknGAwSEZWGQWFNpF6iwdcXUCq1z02fLo/fvAmEhOhW3oEDQP/+8hu5Z0/5DVyvnlGrTFSWzEw5mrhpU/ljm5YGtG8PhIXJYLBvXwaDREQPw6CwJlIHhW3bFj9nbQ18/LF8vmaNzACW5eefZces+/dlGuaXXwAHB+PWl6gUOTlybJSPD/D66zJR3bKlnBv97Fm5NjGDQSIi3TAorInKCgoBmfUbNQrIzwdGjixY4qEwIeQwziFDZIetIUPktDPGmuOQqAwqlRww7+srx0X984+cdHrrVuDCBWDECMCC/7sREemF/23WRA8LCgFgwwY5evj6ddn2pl4IFpAji4cPlxO+qVTA2LHAt98Wb4omMoFDh4AuXeScgvHxsuvq6tVyBqQxYwArTslPRGQQ/vdZ06hUch5BAPDzK/06Bwc5o2+fPjKIbNVKTluTkyO/lXNzAUtLmS2cNo1tdGRyf/4JzJsn+wkCcqD8vHnAzJmAnZ1Zq0ZEVC0wKKxpUlJkYGdhISeWLouvr+xTOGaMnF7m558Lzj32mOx72K6dSatLlJQkB8Vv2SL/prGykstpv/024Oxs7toREVUfDAprmmvX5GOjRrq1s3l7A+HhwJkzcukHKyu5fF1ZTc9ERpCeLqeVWb5cjmMCgGHDgKVLZc8GIiIyLgaFNU1Cgnz09NT9NQqFnHvwkUdMUyeiQvLz5YCR+fNlYhuQf4d88AHQvbt560ZEVJ0xKKxp1EFhkybmrQdRCY4cAWbMAKKi5L6PD7BsmcwQstsqEZFpcfRxTaNuPtYnU0hkYgkJwHPPya6qUVGAoyOwYoUcXDJ8OANCIqKKwExhTWNI8zGRidy/D7z/vtwyM2XwN3EisGQJ0LChuWtHRFSzMCisaRgUUiUgBPDNN8DcuXLaSwDo1QtYuVIuT0dERBWPQWFNk5QkHxs1Mm89qMaKjpZTW0ZGyv0mTeQIYzYTExGZF/sU1iQqVcGSdZzgjSrYvXtyEEmnTjIgtLEBFi8GLl0CnnmGASERkbkxU1iT/PefDAwBoEED89aFagwhgK+/lqsiJifLY88+K7ODD5s/nYiIKg6Dwprk5k35WLcuYG1t3rpQjXDpEjBlilwZEZCTTq9dK1dMJCKiyoXNxzWJOih0cTFvPajay8gA3nxTroJ46BBQuzbwzjvAuXMMCImIKitmCmsS9fIQ7E9IJiIE8OOPwPTpBQPdBw0CVq+WKyYSEVHlxaCwJlFnChkUkglcvy6bin/8Ue57egIffww89RQHkRARVQVsPq5JGBSSCahUsp+gn58MCGvVAoKDgYsXgSFDGBASEVUVzBTWJAwKycguXgRefhk4dkzuP/oosHkz0Lq1eetFRET6Y6awJmFQSEaSnQ2EhMjVR44dA+rUkf0GIyMZEBIRVVVmDQojIiIwePBguLu7Q6FQYPfu3Q99TXh4ODp27AilUgkfHx+EhoaWeu2yZcugUCgwc+ZMo9W5SlNPXM1FZakcjh4FOnQAFi0CcnOB//s/mTGcOhWwtDR37YiIdKdvHBIZGYnu3bujfv36sLGxga+vL1asWFHsuhs3buCFF17QXNe2bVucOXNGc37MmDFQKBRa25NPPmnsj6c3swaFGRkZaNeuHdauXavT9fHx8Rg0aBD69OmD6OhozJw5ExMmTMCvv/5a7NrTp09j48aN8Pf3N3a1q647d+RjvXrmrQdVSampciBJjx5y/kFnZ7l+8Y8/chJqIqqa9I1D7OzsMHXqVERERODSpUuYP38+5s+fj02bNmmuuXPnDrp3745atWph7969uHjxIj788EPUrVtXq6wnn3wSSUlJmu3rr7826mczhFn7FA4YMAADBgzQ+foNGzbA29sbH374IQCgVatWiIyMxIoVKxAYGKi5Lj09HaNHj8Ynn3yCd955x+j1rrLUQWGRH0yih/ntN2D8eDnCGADGjQM++IB/XxBR5ZSWlobU1FTNvlKphFKpLHadvnFIhw4d0KFDB82+l5cXdu7ciSNHjmDixIkAgPfeew+NGzfG1q1bNdd5lzAnl1KphKurq87vXRGqVJ/C48ePo1+RmW8DAwNx/PhxrWNTpkzBoEGDil1bmuzsbKSmpmq2tLQ0o9W5UmFQSHpKTQUmTgQCA2VA2LQpsH8/8OmnDAiJqPLy8/ODo6OjZlu6dKlJ3icqKgrHjh1Dr169NMd+/PFHdO7cGSNGjICzszM6dOiATz75pNhrw8PD4ezsjJYtW+KVV17B7du3TVJHfVSp0cfJyclwKbIah4uLC1JTU5GZmQkbGxts374dv//+O06fPq1zuUuXLsWiRYuMXd3KJStLbgDg5GTWqlDVsH+/zA6qJ6GeNg1YuhSwszNvvYiIHubixYto1KiRZr+kLGF5eHh44NatW8jLy0NISAgmTJigOff3339j/fr1mD17Nt58802cPn0a06dPh7W1NYKCggDIpuNhw4bB29sbcXFxePPNNzFgwAAcP34clmbsnF2lgsKHSUxMxIwZM7Bv3z7Url1b59cFBwdj9uzZmv0bN27Az8/PFFU0H3WWUKEAHBzMWxeq1NLSgNdfBzZulPve3sCWLUDv3matFhGRzuzt7eFgwu+6I0eOID09HSdOnMAbb7wBHx8fjBo1CgCgUqnQuXNnvPvuuwBkk/OFCxewYcMGTVD43HPPacpq27Yt/P390axZM4SHh6Nv374mq/fDVKmg0NXVFSnqpdoeSElJgYODA2xsbHD27FncvHkTHTt21JzPz89HREQE1qxZg+zs7BIj8KJ9DQr3Q6g21EGhkxNgUaV6DVAFOnhQ9he8dk3uT5kCLFsmp5whIiJJ3Uewbdu2SElJQUhIiCYodHNzK5ZYatWqFb7//vtSy2vatCkaNGiA2NjYKhAUFgqydKJQyCGJhVK3xhAQEIA9e/ZoHdu3bx8CAgIAAH379sX58+e1zo8dOxa+vr6YN2+eWVOyZnf3rnxkf0IqQXo6MG8esG6d3G/SRGYHH3/cvPUiIqrsVCoVsrOzNfvdu3dHTEyM1jV//fUXmjRpUmoZ169fx+3bt+Hm5mayeupCt6AwOhp47TXd0gVCyNRCoRtUmvT0dMTGxmr24+PjER0djXr16sHT0xPBwcG4ceMGtm3bBgCYPHky1qxZg7lz52LcuHE4ePAgduzYgbCwMAAyXdymTRut97Czs0P9+vWLHa9xOMiESnH8OPDii0BcnNyfPBl4/33A3t689SIiMjV945C1a9fC09MTvr6+AOQ8h8uXL8f06dM1ZcyaNQvdunXDu+++i2effRanTp3Cpk2bNNPWpKenY9GiRRg+fDhcXV0RFxeHuXPnwsfHR2smFbMQulAohEhJ0elSIYQQdeoIERf30MsOHTokABTbgoKChBBCBAUFiV69ehV7Tfv27YW1tbVo2rSp2Lp1a5nv0atXLzFjxgzd6y6ESExMFABEYmKiXq+r1D7/XAhAiH79zF0TqiRycoRYsEAICwv5o9G4sRD79pm7VkREhtP3+1vfOOTjjz8WrVu3Fra2tsLBwUF06NBBrFu3TuTn52uV+9NPP4k2bdoIpVIpfH19xaZNmzTn7t+/L5544gnRsGFDUatWLdGkSRPx8ssvi+Tk5HJ//vJSCCHEQyPHa9cAT0/dV7ZPTATc3avs8gbXr19H48aNkZiYCA8PD3NXxzhWrwamTwdGjAB27DB3bcjM/voLeOEFQD1If/RoYM0aDkwnoqqtWn5/VyDdmo+bNAEuXAB0bYLl8gaVD5uPCbJ3x6ZNwOzZwP37Mghcvx4oNBCOiIgqoR9/1P81/fsDNja6X6/76GN/f+CRR4AJE+Q3CDscVRiVqvgxhUL3xC0ABoWElBT56/vzz3L/8ceB0FD+DUdEVBUMHarf9QoFcOWKXHRAV7oHhYcPA1u3ygEns2YBw4fLb5iePfWrJWnk58uJgWNiZCf/q1eB+HjZWn/njlxNIjW19DE7FhZArVqAlZXcmjSREw43bFjCxQwKa7SffpITUd+6BVhby7FgM2ZwdiIioqokOVmuO68LQ3J3ugeFPXvKbfVq2SctNBTo1Qvw8ZHfNkFBQCVbw6+yOXQIWLlSzg7z778yENRhkHapVCr5enUZ584BR4+W8teEeu5FR0fD35CqnMxM2VS8YYPcb9sW+PJL+UhERFVHUJB+TcEvvKD/WhX6T15tZweMHSu32FiZPVy7FliwAHjyScMavWuImzeL3x5ra6B5cxlbe3vLrUkTme1zcJCRvp1d8aZilQrIyyvYnn0WOHNGPi+ROijkaiY1xp9/AiNHykdAJvnfeQfQY7EfIiKqJLZu1e/69ev1f4/yrWji4wO8+aaMYoKDgQfzBVLJunSRS4c5OclW3GbN5K0zxiBt9RSS+fmlXJCWJh/ZF7TaEwLYvFk2D2dmAi4uwOefyw7HREREpTE8KIyIkEsefP+97Jj07LOyGZlK5e0NTJxomrKtHvxLMlNYs929K3/Gvv1W7gcGAp99JgNDIiKquoYN0/3anTsNew/9gsJ//pF9CUNDZdNxt27Axx/LgNDOzrAakFGos43MFNZcJ04Ao0bJAUtWVsC778omYw4mISKq+goPCRAC2LVLHuvcWR47e1YmBvQJHovSPSgcMEAObW3QAHjpJWDcOKBlS8PfmYxK50whg8JqR6UCPvgAmD9f/vt7ewPbt8vuCkREVD0U7lM4b57Mx23YoJ0UevXV8jUI6h4U1qoFfPcd8H//V2VXKqnOyswUCgGkp8vnbD6uVlJS5LrF+/bJ/ZEjZb9VDjInIqq+tmwBIiO1wzFLSznbRLduMlFgCN2DQo4qrtTKzBRmZMjAEGCmsBo5fFjOI5+cLKcpWL1aJvD1mtSciIiqnLw84PLl4g22ly+XvOCFrnQPCseN0+26LVsMrAqVh/qvhRKDQnXTsaWlfpMcUaWkbi5+8035vHVrOXWon5+5a0ZERBVh7Fg5tjcurqCr0MmTcmGCsWMNL1f3oDA0VM6f0qFDQdaJKg11prDE5uPCg0yYRqrS7tyRXXrVS9W9+KKci4rjvIiIao7ly+V6IR9+CCQlyWNubsDrr8sBhobSPSh85RXg66/lOmxjx8qpsuvVM/ydyah0yhSyP2GVduYMMGKEHF2sVMrm4gkTGOcTEdU0FhbA3LlyM+ZXvO6TVaxdK8PRuXPlQqqNG8uhL7/+ysxhJaBzppCqHCHk4JHu3WVA6O0NHDsGvPwyA0IioprOwcF4OR/95ilUKuVEaKNGAdeuySblV1+V6ak//yxYVoMqXJkDTZgprLIyMoDJk4EvvpD7Tz0lf+3q1jVrtYiIyMy++072J09IAHJytM/9/rthZRo+ra2FhUxTCFHGjMlUUcqckoaZwirp8mXZgfiLL+S/7/vvA7t3MyAkIqrpPv5Y9uRzcQGiouR3Rf36wN9/y2mlDaVfUJidLfsV9u8PtGgBnD8PrFkjw1RmCc2qzEwhg8IqZ/du4JFHgIsXZefhgwdlB2I2FxMR0bp1wKZNsm+5tbXs2bdvHzB9OnDvnuHl6h4Uvvqq/HZatkxOYJ2YKBdYHTiQ62hVAmVmCtl8XGWoVMCCBcDTT8v5xnv1ks0Ajz1m7poREVFlkZAgJ6kG5Exz6tzPiy/K3J2hdO9TuGED4OkJNG0qZ809fLjk6wxdhZnKhZnCqu/uXWD0aGDPHrk/Y4acj7BWLbNWi4iIKhlXV+C//+RMgZ6ewIkTQLt2coKY8oz91T0ofOkltl1VYuxTWLX9+ScwdCgQGwvUri2bBV580dy1IiKiyujxx+VCcx06yL6Fs2bJgSdnzgDDhhlern6TV1Ol9dBl7gDOcFxJ7dwJBAXJ5mJPT2DXLqBjR3PXioiIKqtNmwqWs5syRQ4yOXZMzlAxaZLh5bIzYDVR5uTVDAorpfx84K23gOHDZUD4+OPyrzwGhEREVJq8POCdd+S692rPPSdHJE+bJgeeGEq3oHDYsILBCroYPRq4edPAKpEhypy8mkFhpXPnDjB4MPDuu3J/9mw5D3zDhuatFxERVW5WVnKKshKTQOUtW6erfvgBuHVLtxKFkCueLFkCODuXo2qkD2YKq47Ll2VAGBsrR41t3gw8/7y5a0VERFVF375yvK+Xl3HL1S0oFELOS0iVFjOFVcOvvwIjR8p5pJo0kfMRtm9v7loREVFVMmAA8MYbcrroTp2Kf70/9ZRh5eoWFB46pH/JjRrp/xoyWJkDTdLT5SODQrMRQvb3mD1bdg7u0UMOMGFzMRER6evVV+XjRx8VP6dQGL7QnG5BYa9ehpVOFabMKWmYKTSrnBw5OmzzZrk/diywfr1cSpyIiEhf6pHHxqb7lDRUqXFKmsrp33+BZ56RfT8sLORk1LNmccpPIiKqfDglTTWhU6aQ61NXqD//lIuUHz4s5w3/6SfZfMyAkIiI9PXxx0BWlu7Xb9hQsHaFrhgUVhOlZgpVKiAzUz5nprDChIUBAQFyyaGmTeUSRAMHmrtWRERUVc2apV+QN3eu7hPHqLH5uJooNVN4/37BcwaFJieE7Pj7+uvyea9ecumhBg3MXTMiIqrKhJBT0VjpGLmp80H6MCwozMsDwsOBuDg5wZq9PfDPP4CDA5sozaTUTKG66VihkJPikcnk5cnZ5DdskPsvvwysWVO+2eWJiIgAYOFC/a4fMgSoV0+/1+gfFF67Bjz5JJCQAGRnA/37y6DwvffkvvobkSpUqZNXq4NCW1t2ZjOhtDQ5/+DevfI2f/ghMHMmbzkRERmHvkGhIfTvUzhjBtC5s1ynq3Dm6emngQMHjFg10kepk1dz5LHJXb8O9OwpA0IbGzn/IEcYExFRVaN/pvDIEeDYseJtYl5ewI0bxqkV6a3UTCEnrjap6Ghg0CDZe8LFRY4wfuQRc9eKiIhIf/pnClWqkuc9uX5dNiOTWTBTWPH27JEZwn/+Afz85AhjBoRERFRV6R8UPvEEsHJlwb5CIbNRCxdyzg0zeuhAEwaFRrV+PTB4sPzR79sXOHrU+AuTExERVST9g8IPP5TfgH5+chbF558vaDp+7z3j15B0UuqUNAwKjUqlAubMketOqlRyybo9ewAnJ3PXjIiIapqcHCAmppTVzAygf59CDw/gjz+A7duBc+dkqmT8eGD0aE55YkbMFJpeVhbwwgvA99/L/XfeAd58kwNKiIioYt2/L6dA++wzuf/XX3KhhGnTgEaNgDfeMKxcw1Y0sbKS347vvw+sWwdMmMCA0MyYKTStO3dkz4nvv5djrL76CnjrLQaERERVWUREBAYPHgx3d3coFArs3r27zOsjIyPRvXt31K9fHzY2NvD19cWKFSuKXXfjxg288MILmuvatm2LM2fOaM4LIfD222/Dzc0NNjY26NevH65cuaJzvYODZX4uPByoXbvgeL9+wDff6FxMMfpnCn/8seTjCoWsmY8P4O1teI3IIKVmCtUrmtjaVmh9qpPERGDAALmWsaMjsHs30Lu3uWtFRETllZGRgXbt2mHcuHEYNmzYQ6+3s7PD1KlT4e/vDzs7O0RGRmLSpEmws7PDxIkTAQB37txB9+7d0adPH+zduxcNGzbElStXULduXU0577//Pj7++GN89tln8Pb2xoIFCxAYGIiLFy+iduEorxS7d8vg79FHtZMTrVvLdUUMpX9QOHSorIEQ2sfVxxQKoEcPWeNCN4BMq9RMoXqdGwaFBvnzTyAwUHaZdXcHfvkFaNvW3LUiIiJjGDBgAAYMGKDz9R06dECHDh00+15eXti5cyeOHDmiCQrfe+89NG7cGFu3btVc510oWSaEwMqVKzF//nwMGTIEALBt2za4uLhg9+7deO655x5aj1u3AGfn4sczMsrXgqV/8/G+fXLejX37gHv35LZvH9C1K/Dzz0BEBHD7tuyNTxWm1EyhOihk877ejhyRf9/cuAG0agUcP86AkIioKkhLS0Nqaqpmy87ONsn7REVF4dixY+jVq5fm2I8//ojOnTtjxIgRcHZ2RocOHfDJJ59ozsfHxyM5ORn9+vXTHHN0dETXrl1x/Phxnd63c2cgLKxgXx0Ibt4MBAQY/nn0zxTOmAFs2gR061ZwrG9f2XQ8caJMraxcCYwbZ3itSG+lTl7NoNAgO3fKgfXZ2fJH/aef9F9DkoiIzMPPz09rf+HChQgJCTFa+R4eHrh16xby8vIQEhKCCRMmaM79/fffWL9+PWbPno0333wTp0+fxvTp02FtbY2goCAkJycDAFxcXLTKdHFx0Zx7mHffld2aLl6U3/urVsnnx44Bhw8b/rn0Dwrj4gAHh+LHHRyAv/+Wz5s3B/791/Bakd5Knbxa3aeQQaHO1q6VI7iEkL0lvvqKt4+IqCq5ePEiGjVqpNlXKpVGLf/IkSNIT0/HiRMn8MYbb8DHxwejRo0CAKhUKnTu3BnvvvsuANnkfOHCBWzYsAFBQUFGef8ePeSKWsuWyRas334DOnYsf4uW/kFhp07A668D27YBDRvKY7duAXPnFizncOUK0Lix4bUivTFTWH5CAPPny7/AAGDyZGDNmoJ7S0REVYO9vT0cSkpgGYm6j2Dbtm2RkpKCkJAQTVDo5uZWLFPZqlUrfP9gPjNXV1cAQEpKCtzc3DTXpKSkoH379jrXoVkzoFCrtFHo36fw00+B+Hg5X6GPj9w8PICrV2VjNiDnLpw/37g1pTKVmilkUKiTvDw53aY6IFyyRM62xICQiIjKolKptPosdu/eHTExMVrX/PXXX2jSpAkAGVC6urriwIEDmvOpqak4efIkAnTsEPj778D58wX7P/wgW7befFNOaG0o/TOFLVvKhuvffpOzJaqP9e8PWDyIMYcONbxGZBAONDFcVhYwapQcMG9pCWzYIKfeJCKi6i09PR2xsbGa/fj4eERHR6NevXrw9PREcHAwbty4gW3btgEA1q5dC09PT/j6+gKQ8xwuX74c06dP15Qxa9YsdOvWDe+++y6effZZnDp1Cps2bcKmTZsAAAqFAjNnzsQ777yD5s2ba6akcXd3x1Ad46dJk+QE1W3byp57I0cCw4YB334re40VXo1YL4KKSUxMFABEYmKiuauis9hYIQAh6tQpcqJHD3ni22/NUq/KLjVViD595C1SKoX44Qdz14iIiAyl7/f3oUOHBIBiW1BQkBBCiKCgINGrVy/N9R9//LFo3bq1sLW1FQ4ODqJDhw5i3bp1Ij8/X6vcn376SbRp00YolUrh6+srNm3apHVepVKJBQsWCBcXF6FUKkXfvn1FTEyMzp/TwUF+7wshxLJlQjzxhHweGSmEh4fOxRSjEKLohIM6yMiQw1sSEornKQtFy1XV9evX0bhxYyQmJsLDw8Pc1dHJtWtyCeratQuSgwDkuPWzZ+V0QYMGmat6ldK//8rRW2fOAPb2cl52TkpNRFR1VcXvb0M4OMiv9ubNZUPt//2fnBwmIUE23mrFAXrQv/k4KgoYOFDmJzMy5Dwd//4rJ0d2dq4WQWFV9NDJq9l8rOX6dfmLdPky0KCBnJS6Uydz14qIiOjhOncG3nlHLmt3+DCwfr08Hh8PFJnpRi/6DzSZNQsYPFguBmtjA5w4IdNUnToBy5cbXhMqF/Yp1N1ffwHdu8uA0MNDTlLNgJCIiKqKlSvlYJOpU4G33pJjfgHgu++0p5HWl/6ZwuhoYONGOajE0lLO7tu0KfD++0BQkOzpSBVOnSkUAlCpCsb8MCjUFhUll627dQto0UIuxuPpae5aERER6c7fX3v0sdoHH5Rv1gz9M4W1ahVEHM7OsgEbABwdgcREvYqKiIjA4MGD4e7uDoVCgd27dz/0NeHh4ejYsSOUSiV8fHwQGhqqdX79+vXw9/eHg4MDHBwcEBAQgL179+pVr6rIqlB4r9WEzLWPNY4ckX0Gb92Sk3weOcKAkIiIqo/atWWYZij9g8IOHYDTp+XzXr2At98GvvwSmDkTaNNGr6IyMjLQrl07rF27Vqfr4+PjMWjQIPTp0wfR0dGYOXMmJkyYgF9//VVzjYeHB5YtW4azZ8/izJkzePzxxzFkyBD8+eefetWtqin8l4FWEzIzhQDkGpFPPAGkpgKPPQYcOlTyYuJERESVXX6+7LHXpQvg6iqHdxTeDKb3eOXTp4U4eFA+T0kRIjBQCHt7ITp2FCIqyuBh0ADErl27yrxm7ty5onXr1lrHRo4cKQIDA8t8Xd26dcXmzZtLPZ+VlSXu3bun2S5evFjlpqTJyJDTqgBCpKU9OJiXV3Dw1i2z1s+cduwQwspK3ob/+z8h7t83d42IiMgUquKUcoZYsEAINzchli8XonZtIZYsEWL8eCHq1xdi1SrDy9U/U9i5M9Cnj3zu7CyHbaamyrHReizPYojjx4+jX79+WscCAwNx/PjxEq/Pz8/H9u3bkZGRUeYs4UuXLoWjo6NmK7o8TVVQYqYwK6vgYA3NFH7+OfDcc/KePP88sHNnjb0VRERUTXz5pVzi7rXXZPexUaPkonJvvy3H/xpK/6Dw8ceBu3eLH09NledMKDk5GS5Fxlq7uLggNTUVmYUm5Tl//jzq1KkDpVKJyZMnY9euXWUGesHBwbh3755mu3jxosk+g6mU2Kew8ERFNTAS2rRJjn1SqeQKJdu2la+vBRERUWWQnCxXMwGAOnWAe/fk8//7P9ldylD6B4Xh4SUvrJeVJXvuVwItW7ZEdHQ0Tp48iVdeeQVBQUFlBnpKpVIzMMXBwQH29vYVWFvjsCj0L6nJFN6/Lx+trbUvqAFWrZLLAAkBTJsmB8xzHWMiIqoOPDyApCT5vFkzufIwIId8KJWGl6v7lDTnzhU8v3hRhqlq+fmyGblRI8NrogNXV1ekpKRoHUtJSYGDgwNsCmXCrK2t4fNg0p5OnTrh9OnTWLVqFTZu3GjS+pmTQiGDnvz8EjKFNSxLuHSpXBQcAObOBZYtk/eHiIioOnj6aeDAAaBrV5n4eOEF4NNP5YQws2YZXq7uQWH79vKbVaEouZnYxgZYvdrwmuggICAAe/bs0Tq2b9++MvsLAoBKpUJ2drYpq1YpWFnJgFCTKaxhQaEQsj/FO+/I/ZAQuc+AkIiIqpNlywqejxwpp1c7flwuezd4sOHl6h4UxsfLb92mTYFTp4CGDQvOWVvLQSd6ts+lp6cjNja20FvEIzo6GvXq1YOnpyeCg4Nx48YNbNu2DQAwefJkrFmzBnPnzsW4ceNw8OBB7NixA2GFGtCDg4MxYMAAeHp6Ii0tDV999RXCw8O1pq2prootdVeDgkIhgDlzgI8+kvvvvw+8/rp560RERFQRAgLkVl66B4VNmshHlar87/rAmTNn0Ec9khnA7NmzAQBBQUEIDQ1FUlISEtSTYwPw9vZGWFgYZs2ahVWrVsHDwwObN29GYGCg5pqbN2/ipZdeQlJSEhwdHeHv749ff/0V/fv3N1q9K6tiS93VkKBQpZJL/ajXfly9Wu4TERFVV1euyDl3b94sHpq9/bZhZeoWFP74o+4lPvWUzpf27t0bQohSzxddrUT9mqioqFJf8+mnn+r8/tWNOlNYk4LC/Hw5sjg0VDYTf/IJMH68uWtFRERkOp98ArzyCtCggZy8unA3KYXC1EHh0KG6laZQFFljjSqSOlNYU5qPc3OBF18EvvlGBsTbtsm5CImIiKqzd94B/vc/YN4845arW1BoxCZjMp2alCnMzZWTUu/cKece3L4dGDbM3LUiIiIyvTt3gBEjjF9uzZq8rporNVNoa2uW+phKTg7w7LMyILS2BnbtYkBIREQ1x4gRBXMTGpPuA00KO3xYrsR86ZLc9/OTQz179jRi1UhfNSFTmJ0tA8Iff5QTdO7eDTz5pLlrRUREZFoff1zw3McHWLBALmnXtm3x1bqmTzfsPfQPCr/4Ahg7VqZm1O969CjQt6/s7c9OXWZT3fsUZmcDw4fLJXxq1wZ++AF44glz14qIiMj0VqzQ3q9TR+boDh/WPq5QVGRQ+L//yUngCk+ZPX26nCBuyRIGhWZUnaekycqSAeGePTIg/OknoF8/c9eKiIioYsTHm/499O9T+PffJU+X/dRTFVNjKlV1nbw6K0su6bNnj/woYWEMCImIiAC5eEMZs/vpRf+gsHFjueBeUfv3y3NkNsUyhffvy8cqHBRmZsq/N375RY6X2bOn5FUWiYiIapJPPwXatJGtZ7Vry+ebN5evTP2bj197TTYXR0cD3brJY0ePyv6Eq1aVrzZULtUtU3j/PjBkiPx7w85OBoSPPWbuWhEREZnX22/LXnvTphUsb3f8uOzZl5AALF5sWLn6B4WvvCKnz/7wQ2DHDnmsVSs5g/CQIYbVgoyiOvUpvH9f9lI4eFB2pt2zh4PbiYiIALms6yefAKNGFRx76inA318GihUXFAKyg9fTTxv2jmQy1WVKmqws+ffFwYOAvT2wdy/Qvbu5a0VERFQ55OYCnTsXP96pU6EYwAD69ymcMAEIDzf8HclkqsOUNOppZ9RNxr/8woCQiIiosBdflNnCojZtAkaPNrxc/TOFt27J2YIbNpTrjI0eDbRvb3gNyGiqeqZQvXRd4VHG6m6rREREVODTT+WqJo8+KvdPnpT9CV96CZg9u+C6jz7SvUz9g8IffpCL7n37LfDVV/LdfH1lcPj884CXl95FknFU5UxhXh7wwgtyhRKlUq5Y0quXuWtFRERU+Vy4AHTsKJ/HxcnHBg3kduFCwXUKhX7lGtansG5dYOJEuV2/Dnz9NbBlixwOU57GbCqXYpnCrCz5WMmDwvx8uUjOjh1yqZ6dOzkPIRERUWkOHTJNufr3KSwsNxc4c0bmLK9eBVxcjFMrMkixTKE6KKxd2yz10YUQckD7F1/IoHbHDmDgQHPXioiIqOYxLCg8dAh4+WUZBI4ZAzg4AD//LLOGZDbFpqTJzpaPSqVZ6qOL+fPlsHoLC+DLL4GhQ81dIyIioppJ/+bjRo2A//6Tg002bZKTyVXioKMmKTZ5dSUPCletAt59Vz7fuBEYOdK89SEiIqrJ9A8KQ0KAESMAJyejV4bKp1imsBI3H3/1FTBzpnz+zjtypiMiIiIyH/2bj19+mQFhJVVsoEklzRT++isQFCSfT5sGvPmmeetDRERUVeTmAuPGAfHxxi+7fANNqFLRGmgiRKUMCk+elJNT5+XJOQlXrtR/yDwREVFNVasW8P33pimbQWE1opUpzM2VgSFQaZqPY2KAQYOAjAzgiSeAzz6TA0yIiIhId0OHynl9jc2weQqpUtLKFKqzhEClyBQmJcmxSbdvy/Uav/8esLY2d62IiIiqnubNgcWLgaNH5XrHdnba56dPN6xc/YLC3Fxg0iRgwQLA29uwdyST0coUqgeZAGYPClNT5dyDV68CPj5y+bo6dcxaJSIioirr00/l8I6zZ+VWmEJRUUGhuiF7wQLD3o1MqsRMYa1aZm2jzcmRfQijo+Vy2b/8Ajg7m606REREVZ4pBpkAhvQpNFVDNpWbVqawEgwyEQIYPx7Yv1+mtvfsAZo1M1t1iIiIqh0hCoYQlJf+fQpN1ZBN5aaVKVQ3H5spKBQCmDu3YPm6776TfQmJiIio/LZtAz74ALhyRe63aAG8/jrw4ouGl6l/prBwQ/amTcCKFQXbypWG14TKTWvyanWm0EwjjxcuBJYvl88/+UQOMiEiIqpMIiIiMHjwYLi7u0OhUGD3Q1pCIyMj0b17d9SvXx82Njbw9fXFihUrtK4JCQmBQqHQ2nx9fbWu6d27d7FrJk+erHO9P/oIeOUV2V9/xw65PfkkMHmyDMcMpX+m0FQN2VRuWsvcman5WAjgf/8DliyR+6tWAWPHVmgViIiIdJKRkYF27dph3LhxGDZs2EOvt7Ozw9SpU+Hv7w87OztERkZi0qRJsLOzw8SJEzXXtW7dGvv379fsW1kVD7defvllLF68WLNva2urc71XrwbWrwdeeqng2FNPAa1by4XnZs3SuSgt5ZuSRt2IzdmHKwWtTKEZlrjLz5c/iKtXy/3332dvAiIiqrwGDBiAAQMG6Hx9hw4d0KFDB82+l5cXdu7ciSNHjmgFhVZWVnB1dS2zLFtb24deU5qkJKBbt+LHu3WT5wxl2LDUbduAtm0BGxu5+fsDn39ueC3IKMw50OTmTWDw4IKA8MMPZd8GIiKiipaWlobU1FTNll147l4jioqKwrFjx9CrVy+t41euXIG7uzuaNm2K0aNHIyEhodhrv/zySzRo0ABt2rRBcHAw7t+/r/P7+vjIJuOivvlGDv0wlP6Zwo8+klPSTJ0KdO8uj0VGyobsf/81PGdJ5VbilDQmDgozMoAtW+TYo3//lW+3bRvw7LMmfVsiIqJS+fn5ae0vXLgQISEhRivfw8MDt27dQl5eHkJCQjBhwgTNua5duyI0NBQtW7ZEUlISFi1ahJ49e+LChQuwt7cHADz//PNo0qQJ3N3dce7cOcybNw8xMTHYuXOnTu+/aBEwciQQEVEQih09Chw4UHKwqCv9g0JTNWRTuZU4ebURmo8jI4GffwZSUuT85VZWcurDxETg2DFA/cdNmzbAV1/JJDIREZG5XLx4EY0aNdLsK42cIDly5AjS09Nx4sQJvPHGG/Dx8cGoUaMAQKs52t/fH127dkWTJk2wY8cOjB8/HgC0mprbtm0LNzc39O3bF3FxcWimw9xtw4cDJ0/KQSXqsTGtWgGnTgGFWrf1pn9QaKqGbCo3Y2cKs7OBoCCZji5L06ayqXj8eDlXNhERkTnZ29vDwcHBZOV7P1jVrW3btkhJSUFISIgmKCzKyckJLVq0QGxsbKnlde3aFQAQGxurU1AIyFkBv/hCz4o/hP5Boboh+803tY+XtyGbyq3ETKGBQaEQctTwN9/IckePln+FWFvLoDMvD3B1Bdq3lxvHGhERUU2kUqnK7LOYnp6OuLg4vFjGBILR0dEAADc3N53e09JS5uGKrhB2+7Y8lp+vUzHF6B8Umqohm8qtxEyhgc3He/YAX38ty9yzB+jf3zh1JCIiqizS09O1Mnjx8fGIjo5GvXr14OnpieDgYNy4cQPbtm0DAKxduxaenp6aeQcjIiKwfPlyTC801cacOXMwePBgNGnSBP/88w8WLlwIS0tLTSYxLi4OX331FQYOHIj69evj3LlzmDVrFh577DH4+/vrVO/SVjDJzpbJG0PpHxSaqiGbys1Yo4+FAObNk89nzWJASERE1dOZM2fQp08fzf7s2bMBAEFBQQgNDUVSUpLWyGGVSoXg4GDEx8fDysoKzZo1w3vvvYdJkyZprrl+/TpGjRqF27dvo2HDhujRowdOnDiBhg0bAgCsra2xf/9+rFy5EhkZGWjcuDGGDx+O+fPnP7S+H38sHxUKYPNmoE6dgnP5+TJfV2SebL0ohDDWinnVx/Xr19G4cWMkJibCw8PD3NXR2caNchD40KHArk7vyFHiEybIJUX0cPQo0KMHYGsL3LghF7AhIiKq7Krq97euHnRlxLVrgIdHQTIIkBlCLy85G8iDLop60z9TaKqGbCq3EjOFBjQfb9kiH599lgEhERFRZaFeVK5PH2DnTqBuXeOWr39QaKqGbCo3Y4w+zs8v6BUQFGS0qhEREZGRHDpkmnJ1DwpN3ZBN5WaMZe6iooD//gMcHArGEREREVHlcv068OOPQEICkJOjfe6jjwwrU/egcMUK+SgEsGFDyQ3ZGzYYVgsyCmMMNPntN/n4+OOcc5CIiKgyOnBArhvStClw+bJcPOLqVRmidexoeLm6B4WmbsimcjNG8/HBg/KRI46JiIgqp+BgYM4cOUugvT3w/fdyWMfo0cCTTxperoXerzh0iAFhJVXeZe5UKuDMGfm8pEVriIiIyPwuXSpYbdjKCsjMlL36Fi8G3nvP8HL1H2gCmKYhm8qtvJnCuDjg3j0ZR7Zubfz6ERERUfnZ2RWEX25u8vtb/b3977+Gl6t/UGiqhmwqt/L2KTx9Wj526MD+hERERJXVo48CkZFy7ZCBA4HXXgPOn5e9+x591PBy9W8+Vjdknz8vU0rffw8kJgK9egEjRhheEyo3rUyhAc3H6qbjzp2NWy8iIiIyno8+KpigetEioG9f4Jtv5JjfTz81vFz9M4WXLslFcYHiDdlDhgCvvGJ4bahcypspvHBBPrZvb9RqERERkZHk58tefOplku3sjDf5i/6ZwpIastXK05BN5VZiplCPoPDSJfnYqpVx60VERETGYWkJPPEEcOeO8cvWP1NoqoZsKrfyLHOXlib/8gA4BzkREVFl1qYN8PffBWshG4v+QeFHHwHp6fL5okXy+TffAM2bc+SxmZVn9HFMjHx0ceGMQ0RERJXZO+/I4R1LlgCdOslG3MIcHAwrV7+g0JQN2VRuWsvcqfQbaHL5snxklpCIiKhyGzhQPj71lFx9WE0IuZ+fb1i5+gWF6obsS5cAJyfD3pFMRqv5OFe/TCGDQiIioqrh0CHTlKv/QBN1Q7YRREREYPDgwXB3d4dCocDu3bsf+prw8HB07NgRSqUSPj4+CA0N1Tq/dOlSPPLII7C3t4ezszOGDh2KGHXbaDVXnuZj9SqGzZoZv15ERERkPL16lb0ZSv+gUN2Q/fPPQFISkJqqvekhIyMD7dq1w9q1a3W6Pj4+HoMGDUKfPn0QHR2NmTNnYsKECfj111811xw+fBhTpkzBiRMnsG/fPuTm5uKJJ55ARkaGXnWrisqzzJ06KDR2p1UiIiIyviNHgBdekMvS3rghj33+uRwLbCj9B5oYsSF7wIABGDBggM7Xb9iwAd7e3vjwww8BAK1atUJkZCRWrFiBwMBAAMAvv/yi9ZrQ0FA4Ozvj7NmzeOyxx0osNzs7G9nqzBqAtLQ0netUmRRkCkXBtEE6ZgqvXpWPXl5GrxYREREZ0fffAy++CIweDfz+e0Hj4L17wLvvAnv2GFau/kGhqRqydXD8+HH069dP61hgYCBmzpxZ6mvu3bsHAKhXr16p1yxduhSLFi0ySh3NSStTqKZDUJiVJZO+AINCIiKiyu6dd+Q435deArZvLzjevbs8Zyj9g8LyNFaXU3JyMlxcXLSOubi4IDU1FZmZmbCxsdE6p1KpMHPmTHTv3h1t2rQptdzg4GDMnj1bs3/jxg34+fkZt/IVQKtPoZoOzcfXrsnHOnWA+vWNXy8iIiIynpgYoKTGT0dH4O5dw8vVv08hYJqGbBOYMmUKLly4gO2Fw+gSKJVKODg4aDZ7e/sKqqFxlZgptLZ+6OsKNx0X7hFARERElY+rKxAbW/x4ZCTQtKnh5eofFH7/PRAYCNjYlNyQbUKurq5ISUnROpaSkgIHB4diWcKpU6fi559/xqFDh+Dh4WHSelUWxTKF1tY6RXnsT0hERFR1vPwyMGMGcPKk/Jr/5x/gyy/lOOBXXjG8XP2bj03VkK2DgIAA7CnSe3Lfvn0ICAjQ7AshMG3aNOzatQvh4eHwrkHDadWZQpVKARUUsNBx5LE62du4sYkqRkREREbzxhuASgX07Qvcvy+bkpVKGRROm2Z4ufoHhUZsyE5PT0dsofxnfHw8oqOjUa9ePXh6eiI4OBg3btzAtm3bAACTJ0/GmjVrMHfuXIwbNw4HDx7Ejh07EBYWpiljypQp+Oqrr/DDDz/A3t4eycnJD6rnWCybWN1YFfrXzIclLHQcefzPP/LRzc0ElSIiIiKjUiiAt94CXn9dNiOnpwN+fnJsQHnoHxSqG7KLtjUa0JB95swZ9OnTR7OvHuwRFBSE0NBQJCUlISEhQXPe29sbYWFhmDVrFlatWgUPDw9s3rxZMx0NAKxfvx4A0Lt3b6332rp1K8aMGaNX/aqaokFhLR2DQvXIY3d3E1SKiIiITMLaWgaDxqJ/UKhuyN6ypaAh+/hxmbNcsECvonr37g0hRKnni65Won5NVFRUqa8pq7zqTt18DAB5sNJ54mpmComIiKqOjAxg2TLgwAHg5k3ZlFyYoQvP6R8Umqohm8qtaKZQ14mrmSkkIiKqOiZMAA4flhNYu7kZb+YQ/YNCUzVkU7kZkinMy5N/ZQAMComIiKqCvXuBsDA5xteY9A8K1YzdkE3lVjgo1DVTmJIiVyi0sgIaNDBh5YiIiMgo6tYFyliozWD6B4WmasimclMoAAsL+U+SByudgkJ1f0JXV/laIiIiqtyWLAHefhv47DPA1tZ45eofFJqqIZuMwsoKyMl5kCnUoflY3Z+Qg0yIiIiqhg8/BOLiABcXORlMrVra53//3bBy9Q8KTdWQTUahWepOz0wh+xMSERFVDUOHmqZc/YNCUzVkk1FolrrTsU8hM4VERERVy8KFpilX/15k6obs+/dNUB0qL61MoQ7Nx8wUEhERVT137wKbNwPBwcB//8ljv/9esHStIfTPFJqqIZuMQp0p1Lf5mJlCIiKiquHcOaBfP7nC8NWrcl2RevWAnTuBhATgwerAetM/KDRVQzYZhb7Nxw+WhoarqwkrRUREREYzezYwZgzw/vuAvX3B8YEDgeefN7xc/YNCUzVkk1Ho23z877/y0dnZhJUiIiIiozl9Gti4sfjxRo0Kkj2GMGxmOlM0ZJNR6JspVAeFnLiaiIioalAqgdTU4sf/+gto2NDwcvUPCs+dA1q0AN57D1i+XAaIgGzIDg42vCZkFPpkCu/fLxgvVJ4fIiIiIqo4Tz0FLF4M5ObKfYVC9iWcNw8YPtzwcvUPCtUN2VeuaAcdAwcCERGG14SMQp9MoTpLaG3NpauJiIiqig8/BNLTZdevzEygVy/Ax0f2L/zf/wwvV/8+haZqyCaj0Gfy6lu35GPDhlyYhoiIqKpwdAT27QMiI2UDbno60LGjHJFcHvpnCk3VkE1GoZUpfEjzMfsTEhFRTRYREYHBgwfD3d0dCoUCu3fvLvP6yMhIdO/eHfXr14eNjQ18fX2xYsUKrWtCQkKgUCi0Nl9fX61rsrKyMGXKFNSvXx916tTB8OHDkZKSonf9e/QAXn0VmDu3/AEhYEimUN2QvWOH3DdWQzYZhT6ZQgaFRERUk2VkZKBdu3YYN24chg0b9tDr7ezsMHXqVPj7+8POzg6RkZGYNGkS7OzsMHHiRM11rVu3xv79+zX7Vlba4dasWbMQFhaGb7/9Fo6Ojpg6dSqGDRuGo0ePlvn+mZnAgQPA//2f3A8OBrKzC85bWso1RnSYfKREhk1e/cwz2g3ZyclAQED5GrLJKPTpU1i4+ZiIiKi6SEtLQ2qhVk2lUgllCd+JAwYMwIABA3Qut0OHDujQoYNm38vLCzt37sSRI0e0gkIrKyu4ljIB8L179/Dpp5/iq6++wuOPPw4A2Lp1K1q1aoUTJ07g0UcfLfX9P/sMCAsrCArXrAFatwZsbOT+5ctyhbJZs3T+SFr0bz5WN2T/9BPw8cfA1KnAnj3A4cOAnZ1htSCj0Wf0MTOFRERUHfn5+cHR0VGzLV261CTvExUVhWPHjqFXr15ax69cuQJ3d3c0bdoUo0ePRkJCgubc2bNnkZubi36F2nt9fX3h6emJ48ePl/l+X34JFIo9AQBffQUcOiS3Dz4oaMg1hP6ZQrUePeRGlYo+y9ypg0JmComIqDq5ePEiGjVqpNkvKUtYHh4eHrh16xby8vIQEhKCCRMmaM517doVoaGhaNmyJZKSkrBo0SL07NkTFy5cgL29PZKTk2FtbQ0nJyetMl1cXJD8kAG7sbFA27YF+7VrAxaF0ntdugBTphj+uXQPCk3dkE1GYUjzMTOFRERUndjb28PBwcFk5R85cgTp6ek4ceIE3njjDfj4+GDUqFEAoNUc7e/vj65du6JJkybYsWMHxo8fX673vXtXO/RSf4+rqVTa5/Wle1Bo6oZsMgo2HxMREZmWt7c3AKBt27ZISUlBSEiIJigsysnJCS1atEBsbCwAwNXVFTk5Obh7965WtjAlJaXUfohqHh7AhQtAy5Ylnz93Tl5jKN37FJq6IZuMwpDJq9l8TEREZBiVSoXsMtJz6enpiIuLg5ubGwCgU6dOqFWrFg4cOKC5JiYmBgkJCQgICCjzvQYOBN5+G8jKKn4uMxNYtAgYNMiwzwHokyk0dUM2GYU+mUI2HxMRUU2Wnp6uyeABQHx8PKKjo1GvXj14enoiODgYN27cwLZt2wAAa9euhaenp2bewYiICCxfvhzTp0/XlDFnzhwMHjwYTZo0wT///IOFCxfC0tJSk0l0dHTE+PHjMXv2bNSrVw8ODg6YNm0aAgICyhx5DABvvinzby1bynG+LVrI4zExsgE3L09eYyjdg0JTN2STUeiaKVSpgNu35XNmComIqCY6c+YM+vTpo9mfPXs2ACAoKAihoaFISkrSGjmsUqkQHByM+Ph4WFlZoVmzZnjvvfcwadIkzTXXr1/HqFGjcPv2bTRs2BA9evTAiRMn0LDQl+2KFStgYWGB4cOHIzs7G4GBgVi3bt1D6+viAhw7BrzyCvDGG4AQ8rhCAfTvD6xbJ68xlEIIdZEP0bw5sGxZ6RNU79ghw9NCEXdVdf36dTRu3BiJiYnwKE/jvBk8/TSwezewHpMxOXF+qZ0Lbt8uyBDm5AC1alVcHYmIiEyhKn9/6+u//wpCLh8foF698pepe59CUzdkk1FYWcoY/2HL3KmzhA4ODAiJiIiqmnr1ZM+9Ll2MExAC+jQfm7ohm4zCUpEPwOqh8xTeuSMfjfWDRERERFWb7kGhqRuyySisFCoAD+9TePeufCwydyYRERHVUPqtaOLtDfzyi2kasskoLJEPAMhDrTLbhdWZwrp1K6JWREREVNkZtsyduiGbKh0rxYOg0Eops7ilYKaQiIiICtN9oAlVCVbIAwDkW5Y9cTUzhURERFQYg8JqxvJBUJhnVfbE1eqgkJlCIiIiAhgUVjtWD/oU5ltal3mduvmYmUIiIiICGBRWO5biQaaQzcdERESkBwaF1YwVcgHonilk8zEREREBDAqrHU2m0KLsoJCZQiIiIiqMQWE1U0vITGHuQ5qPmSkkIiKiwhgUVjPWChkU5ih0G33MTCEREREBDAqrHWvkAAByFKVnCoVgppCIiIi0MSisZqxFNoCyg8K0NEAll0hmppCIiIgAMCisdqyhDgpLH2iibjpWKoHaZbcyExERUQ3BoLCasRYPmo9RelDIiauJiIioKAaF1Yy1KgtA2UEhl7gjIiKiohgUVjNK8SAoFLVKvYaZQiIiIiqKQWE1Y52fCaDsoJCZQiIiIiqKQWE1o2k+ZqaQiIiI9MCgsJrRZApVD88UMigkIiIiNQaF1UxB87FVqddw4moiIiIqikFhNWOddx8AkJNfelDITCEREREVxaCwmiloPrYs9RoONCEiIqKiGBRWM9a5GQCAnPzSg0IONCEiIqKiGBRWM5rm4zxmComIiEh3Zg0KIyIiMHjwYLi7u0OhUGD37t0PfU14eDg6duwIpVIJHx8fhIaGlrvM6qQgU1j6Py0zhURERFSUWYPCjIwMtGvXDmvXrtXp+vj4eAwaNAh9+vRBdHQ0Zs6ciQkTJuDXX381uMzqxjonHQCQnVv6Py0zhURERFRU6UNUK8CAAQMwYMAAna/fsGEDvL298eGHHwIAWrVqhcjISKxYsQKBgYEGlVndqDOFefkWUKkAiyKxYXY2kCnHojBTSERERBpVqk/h8ePH0a9fP61jgYGBOH78eLnKzc7ORmpqqmZLS0srV3nmZJ1dUPfc3OLn1U3HCgXg4FAxdSIiIqLKr0oFhcnJyXBxcdE65uLigtTUVGSq018GWLp0KRwdHTWbn59featqNupMIQDk5BQ/rw4KHR2LZxGJiIio5mJYACA4OBj37t3TbBcvXjR3lQxWOFNYUlDIiauJiIioJGbtU6gvV1dXpKSkaB1LSUmBg4MDbGxsDC5XqVRCqVRq9lNTUw0uy9wsszKggAoCFmUGhRxkQkRERIVVqUxhQEAADhw4oHVs3759CAgIMFONKh9FTjaUyAZQdvMxM4VERERUmFmDwvT0dERHRyM6OhqAnHImOjoaCQkJAGSz7ksvvaS5fvLkyfj7778xd+5cXL58GevWrcOOHTswa9Ysncus1vLygPx8WENGg8wUEhERka7M2nx85swZ9OnTR7M/e/ZsAEBQUBBCQ0ORlJSkFcx5e3sjLCwMs2bNwqpVq+Dh4YHNmzdrpqPRpcxqLSsLAMoMCpkpJCIiopKYNSjs3bs3hBClni8piOvduzeioqIMLrNa0yEoZKaQiIiISlKl+hTSQzBTSERERAZiUFidZMsBJtaKPADMFBIREZHuGBRWJ+pMoYVcyoTzFBIREZUuIiICgwcPhru7OxQKBXbv3l3m9ZGRkejevTvq168PGxsb+Pr6YsWKFaVev2zZMigUCsycOVPreO/evaFQKLS2yZMnG+ETlU+VmqeQHkITFOYD+WU3HzNTSERENV1GRgbatWuHcePGYdiwYQ+93s7ODlOnToW/vz/s7OwQGRmJSZMmwc7ODhMnTtS69vTp09i4cSP8/f1LLOvll1/G4sWLNfu2trbl+zBGwKCwOtEEhQ9vPmamkIiIaroBAwZgwIABOl/foUMHdOjQQbPv5eWFnTt34siRI1pBYXp6OkaPHo1PPvkE77zzToll2drawtXV1fDKmwCbj6sTdVBomQ+AmUIiIqqZ0tLSkJqaqtmyH/S5N7aoqCgcO3YMvXr10jo+ZcoUDBo0CP369Sv1tV9++SUaNGiANm3aIDg4GPfv3zdJHfXBTGF1UiQoLPo7oFJx9DEREVV/fn5+WvsLFy5ESEiI0cr38PDArVu3kJeXh5CQEEyYMEFzbvv27fj9999x+vTpUl///PPPo0mTJnB3d8e5c+cwb948xMTEYOfOnUaroyEYFFYn6qDQSgWgeKYwLQ1QT+HITCEREVVXFy9eRKNGjTT7SqXSqOUfOXIE6enpOHHiBN544w34+Phg1KhRSExMxIwZM7Bv3z7Url271NcXbmpu27Yt3Nzc0LdvX8TFxaFZs2ZGras+GBRWJ5qgsOTmY3V/wtq15UZERFQd2dvbw8HBwWTle3t7A5ABXUpKCkJCQjBq1CicPXsWN2/eRMeOHTXX5ufnIyIiAmvWrEF2djYsLS2Llde1a1cAQGxsLINCMhJNUCjTgUWDQjYdExERGZdKpdL0Wezbty/Onz+vdX7s2LHw9fXFvHnzSgwIASA6OhoA4ObmZtK6PgyDwupEPXl1rZKDQk5cTUREVCA9PR2xsbGa/fj4eERHR6NevXrw9PREcHAwbty4gW3btgEA1q5dC09PT/j6+gKQ8xwuX74c06dPByAzlG3atNF6Dzs7O9SvX19zPC4uDl999RUGDhyI+vXr49y5c5g1axYee+yxUqevqSgMCquTB5lCZS1V4V0NTkdDRERU4MyZM+jTp49mf/bs2QCAoKAghIaGIikpCQkJCZrzKpUKwcHBiI+Ph5WVFZo1a4b33nsPkyZN0vk9ra2tsX//fqxcuRIZGRlo3Lgxhg8fjvnz5xvvgxmIQWF18iAKtFXKPoWZmdqnGRQSEREV6N27N4R6BGYJQkNDtfanTZuGadOm6fUe4eHhWvuNGzfG4cOH9SqjojAorE7UQWFtmSksOuURg0Ii88nPz0dubq65q0FUpdWqVavUfnlUfgwKq5MiQWHRTOF//8lHBoVEFUcIgeTkZNxVj/QionJxcnKCq6srFAqFuatS7TAorE4eBIU2tWUqvLRMYb16FVkpoppNHRA6OzvD1taWX2REBhJC4P79+7h58yYA84/UrY4YFFYn6kyhbdlBITOFRBUjPz9fExDWr1/f3NUhqvJsbGwAADdv3oSzszObko2Max9XJ5qgUGYiONCEyLzUfQhtbW3NXBOi6kP9+8Q+usbHoLA60QSFcpeZQqLKgU3GRMbD3yfTYVBYnaj7FNrJf9aiQSEHmhAREVFpGBRWJw9WNLGtI/9ZS2s+5kATIqLKRaFQYPfu3eauRonCw8OhUCigUCgwdOhQk77X1atXNe/Vvn17k74XFcegsDpRNx/by463hTOFKhXXPiYi/SQnJ2PGjBnw8fFB7dq14eLigu7du2P9+vW4X7QpohLz8vLCypUrzV0NnakDI/V6uJVFTEyM1mTOY8aMgUKhwOTJk4tdO2XKFCgUCowZMwYAMHjwYDz55JMllnvkyBEoFAqcO3cOjRs3RlJSEl577TVTfAR6CAaF1UkZQWFamgwMAQaFRPRwf//9Nzp06IDffvsN7777LqKionD8+HHMnTsXP//8M/bv32/W+gkhkJeXV6HvmVN0QfkaxtnZGU5OTlrHGjdujO3btyOzUNNUVlYWvvrqK3h6emqOjR8/Hvv27cP169eLlbt161Z07twZ/v7+sLS0hKurK+rUqWOyz0GlY1BYnaj7FNYpHhSq+xPWri03IjITIYCMDPNsZSznVdSrr74KKysrnDlzBs8++yxatWqFpk2bYsiQIQgLC8PgwYM11969excTJkxAw4YN4eDggMcffxx//PGH5nxISAjat2+Pzz//HF5eXnB0dMRzzz2HtLQ0zTUqlQpLly6Ft7c3bGxs0K5dO3z33Xea8+omzL1796JTp05QKpWIjIxEXFwchgwZAhcXF9SpUwePPPKIVsDau3dvXLt2DbNmzdI0S6p9//33aN26NZRKJby8vPDhhx9q3QMvLy8sWbIEL730EhwcHDBx4sRi92nTpk1wd3eHSv1X9wNDhgzBuHHjNPvr169Hs2bNYG1tjZYtW+Lzzz8v9d57e3sDADp06ACFQoHevXsDAE6fPo3+/fujQYMGcHR0RK9evfD7779rvfby5cvo0aMHateuDT8/P+zfv79Y03RiYiKeffZZODk5oV69ehgyZAiuXr1aan3K0rFjRzRu3Bg7d+7UHNu5cyc8PT3RoUMHzbH/+7//Q8OGDYstG5eeno5vv/0W48ePN+j9ybgYFFYn6kyhg5x+snCfQo48Jqok7t8H6tQxz6Zjk+/t27fx22+/YcqUKbCzsyvxmsLB1YgRI3Dz5k3s3bsXZ8+eRceOHdG3b1/8p/5rFEBcXBx2796Nn3/+GT///DMOHz6MZcuWac4vXboU27Ztw4YNG/Dnn39i1qxZeOGFF4qtEfvGG29g2bJluHTpEvz9/ZGeno6BAwfiwIEDiIqKwpNPPonBgwcjISEBgAxQPDw8sHjxYiQlJSEpKQkAcPbsWTz77LN47rnncP78eYSEhGDBggXFgpbly5ejXbt2iIqKwoIFC4rdhxEjRuD27ds4dOiQ5th///2HX375BaNHjwYA7Nq1CzNmzMBrr72GCxcuYNKkSRg7dqzWawo7deoUAGD//v1ISkrSBFxpaWkICgpCZGQkTpw4gebNm2PgwIGa4Do/Px9Dhw6Fra0tTp48iU2bNuGtt97SKjs3NxeBgYGwt7fHkSNHcPToUdSpUwdPPvmkwZnQcePGYevWrZr9LVu2YOzYsVrXWFlZ4aWXXkJoaKjWWsPffvst8vPzMWrUKIPem4xMUDGJiYkCgEhMTDR3VfTj6SkEIP797ayQKQEhcnPlqf375X7r1uatIlFNkpmZKS5evCgyMzMLDqanC80vaEVv6ek61fvEiRMCgNi5c6fW8fr16ws7OzthZ2cn5s6dK4QQ4siRI8LBwUFkZWVpXdusWTOxceNGIYQQCxcuFLa2tiI1NVVz/vXXXxddu3YVQgiRlZUlbG1txbFjx7TKGD9+vBg1apQQQohDhw4JAGL37t0PrX/r1q3F6tWrNftNmjQRK1as0Lrm+eefF/3799c69vrrrws/Pz+t1w0dOvSh7zdkyBAxbtw4zf7GjRuFu7u7yM/PF0II0a1bN/Hyyy9rvWbEiBFi4MCBmn0AYteuXUIIIeLj4wUAERUVVeb75ufnC3t7e/HTTz8JIYTYu3evsLKyEklJSZpr9u3bp1X2559/Llq2bClUKpXmmuzsbGFjYyN+/fXXEt9Hfe/v3LmjdTwoKEgMGTJE3Lx5UyiVSnH16lVx9epVUbt2bXHr1i0xZMgQERQUpLn+0qVLAoA4dOiQ5ljPnj3FCy+8UOw9Fy5cKNq1a1difUr8vXqgyn5/VxJc0aQ6UWcKnaw1hzIzAXt7ZgqJKg1bWyA93XzvXQ6nTp2CSqXC6NGjkf1gtoM//vgD6enpxVZsyczMRFxcnGbfy8sL9vb2mn03NzfNcmWxsbG4f/8++vfvr1VGTk6OVhMkAHTu3FlrPz09HSEhIQgLC0NSUhLy8vKQmZmpyRSW5tKlSxgyZIjWse7du2PlypXIz8/XrJRR9P1KMnr0aLz88stYt24dlEolvvzySzz33HOwsLDQvFfRpufu3btj1apVDy27sJSUFMyfPx/h4eG4efMm8vPzcf/+fc1njYmJQePGjeHq6qp5TZcuXbTK+OOPPxAbG6v1bwHIfoCF/7300bBhQwwaNEiTBRw0aBAaNGhQ7DpfX19069YNW7ZsQe/evREbG4sjR45g8eLFBr0vGR+DwurkQVBY21GpOcSgkKiSUSiAUppkKwsfHx8oFArExMRoHW/atCmAgqXGABmUubm5ITw8vFg5hQcl1KpVS+ucQqHQ9MNLfxAkh4WFoVGjRlrXKZVKrf2izdlz5szBvn37sHz5cvj4+MDGxgbPPPOM0QaFlNZ8XtjgwYMhhEBYWBgeeeQRHDlyBCtWrDDK+xcWFBSE27dvY9WqVWjSpAmUSiUCAgL0+qzp6eno1KkTvvzyy2LnGjZsaHDdxo0bh6lTpwIA1q5dW+p148ePx7Rp07B27Vps3boVzZo1Q69evQx+XzIuBoXVyYOgUGFTGzY2MiBUdyHixNVEpKv69eujf//+WLNmDaZNm1ZmYNSxY0ckJyfDysoKXl5eBr2fn58flEolEhIS9A4Qjh49ijFjxuDpp58GIIOeooMmrK2tkZ+fr3WsVatWOHr0aLGyWrRoofd6urVr18awYcPw5ZdfIjY2Fi1btkTHjh2LvVdQUJDWe/n5+ZVYnrW1bO0pWuejR49i3bp1GDhwIAA5YOTff//VnG/ZsiUSExORkpICFxcXAHJwSmEdO3bEN998A2dnZzg4OOj1Ocui7pOoUCgQGBhY6nXPPvssZsyYga+++grbtm3DK6+8whVKKhEONKkuhADUfy3Wrl1sqTtmColIH+vWrUNeXh46d+6Mb775BpcuXUJMTAy++OILXL58WRM49evXDwEBARg6dCh+++03XL16FceOHcNbb72FM2fO6PRe9vb2mDNnDmbNmoXPPvsMcXFx+P3337F69Wp89tlnZb62efPm2LlzJ6Kjo/HHH3/g+eefLzYS2MvLCxEREbhx44YmiHrttddw4MABLFmyBH/99Rc+++wzrFmzBnPmzDHgbskm5LCwMGzZskUzwETt9ddfR2hoKNavX48rV67go48+ws6dO0t9L2dnZ9jY2OCXX35BSkoK7t27p/msn3/+OS5duoSTJ09i9OjRWlnb/v37o1mzZggKCsK5c+dw9OhRzJ8/H0DBwKDRo0ejQYMGGDJkCI4cOYL4+HiEh4dj+vTpJU4XoytLS0tcunQJFy9eLDOorlOnDkaOHIng4GAkJSVp5jGkyoFBYXXxoH8PAK2gUD0CmauZEJE+mjVrhqioKPTr1w/BwcFo164dOnfujNWrV2POnDlYsmQJABls7NmzB4899hjGjh2LFi1a4LnnnsO1a9c02SpdLFmyBAsWLMDSpUvRqlUrPPnkkwgLC9NMz1Kajz76CHXr1kW3bt0wePBgBAYGamXpAGDx4sW4evUqmjVrpmki7dixI3bs2IHt27ejTZs2ePvtt7F48WKDg5THH38c9erVQ0xMDJ5//nmtc0OHDsWqVauwfPlytG7dGhs3bsTWrVs1U80UZWVlhY8//hgbN26Eu7u7pu/jp59+ijt37qBjx4548cUXMX36dDg7O2teZ2lpid27dyM9PR2PPPIIJkyYoBl9XPvBXGS2traIiIiAp6cnhg0bhlatWmH8+PHIysoqd+bQwcFBpzLGjx+PO3fuIDAwEO7u7uV6TzIuhRB6TFxVQ1y/fh2NGzdGYmIiPDw8zF0d3dy9W5AGzMlByza18NdfQEQE0LMnMGIE8N13wMcfA9OmmbWmRDVGVlYW4uPj4e3trflSJqpIR48eRY8ePRAbG4tmzZoZVEZ4eDj69OmDO3fuFJu82lRCQkKwe/fuEld1Kev3qkp+f1ci7FNYXTzoTwiFArCyKtZ8/GCQHwr9UUlERNXMrl27UKdOHTRv3hyxsbGYMWMGunfvbnBAWJiHhwcGDx6Mr7/+2gg1LVlCQgL8/PyQk5NTap9LMh0GhdWFOiisXRtQKIo1H9+6JR8ZFBIRVV9paWmYN28eEhIS0KBBA/Tr16/YSi366tq1K65cuQIAJl9+zt3dXZMdLDrynEyPQWF1UTgoRMF0ZBkZ8pGZQiKi6u+ll17CSy+9ZNQybWxs4OPjY9QyS2NlZVVh70XFcaBJdVEkKFTPS5qeDuTlAbdvy/1yTENFRERE1RiDwuqiSFDo6Ch3794tCAgVCqDIogNEREREABgUVh9FgkL1ALG7dwuajhs0APSck5WIiIhqCAaF1YUOQSH7ExIREVFpGBRWF+rJq0sICtUjj9mfkIiIiErDoLC6UA8zfrDkUeE+hcwUEhER0cMwKKwu0tPl44Nhx2w+JiKqPLy8vLBy5UpzV0NLSEgIFAoFFAqFyeo2ZswYDB06VGtf/Z67d+82yXuS4RgUVhfqoPDBxKLqFe9u3wb++Uc+d3U1Q72IqMpKTk7GjBkz4OPjg9q1a8PFxQXdu3fH+vXrcV+9XFIVUBkDssqidevWSEpKwsSJEyvk/VatWoWkpKQKeS/SHyevri7S0uTjg6BQHQAmJwMJCfJ548ZmqBcRVUl///03unfvDicnJ7z77rto27YtlEolzp8/j02bNqFRo0Z46qmnzFY/IQTy8/NhZVVxX2M5OTmwtrausPerCFZWVnB9SMYgNzcXtWrVMsr7OTo6wlHdv4kqHWYKq4sizcdubnI3LQ24fFk+9/Q0Q72ISIsQsguwOTYhdK/nq6++CisrK5w5cwbPPvssWrVqhaZNm2LIkCEICwvD4MGDNdfevXsXEyZMQMOGDeHg4IDHH38cf/zxh+Z8SEgI2rdvj88//xxeXl5wdHTEc889hzT1H7MAVCoVli5dCm9vb9jY2KBdu3b47rvvNOfDw8OhUCiwd+9edOrUCUqlEpGRkYiLi8OQIUPg4uKCOnXq4JFHHsH+/fs1r+vduzeuXbuGWbNmaZot1b7//nu0bt0aSqUSXl5exZaD8/LywpIlS/DSSy/BwcGh1Gxa7969MXXqVEydOhWOjo5o0KABFixYAFHkht+/fx/jxo2Dvb09PD09sWnTJq3z8+bNQ4sWLWBra4umTZtiwYIFyM3N1Zz/448/0KdPH9jb28PBwQGdOnXCmTNnNOcjIyPRs2dP2NjYoHHjxpg+fToy1P3N9aBQKLB+/Xo89dRTsLOzw//+9z/k5+dj/Pjxmn+fli1bYtWqVVqvy8/Px+zZs+Hk5IT69etj7ty5xe4BVXKCiklMTBQARGJiormrorvJk4UAhAgJEUIIoVIJYWMjD6m32Fgz15GohsnMzBQXL14UmZmZmmPp6dq/lxW5pafrVu9///1XKBQKsXTpUp2u79evnxg8eLA4ffq0+Ouvv8Rrr70m6tevL27fvi2EEGLhwoWiTp06YtiwYeL8+fMiIiJCuLq6ijfffFNTxjvvvCN8fX3FL7/8IuLi4sTWrVuFUqkU4eHhQgghDh06JAAIf39/8dtvv4nY2Fhx+/ZtER0dLTZs2CDOnz8v/vrrLzF//nxRu3Ztce3aNSGEELdv3xYeHh5i8eLFIikpSSQlJQkhhDhz5oywsLAQixcvFjExMWLr1q3CxsZGbN26VVOnJk2aCAcHB7F8+XIRGxsrYkv5T7RXr16iTp06YsaMGeLy5cviiy++ELa2tmLTpk1aZdWrV0+sXbtWXLlyRSxdulRYWFiIy5cva65ZsmSJOHr0qIiPjxc//vijcHFxEe+9957mfOvWrcULL7wgLl26JP766y+xY8cOER0dLYQQIjY2VtjZ2YkVK1aIv/76Sxw9elR06NBBjBkzptR/t4ULF4p27doVOw5AODs7iy1btoi4uDhx7do1kZOTI95++21x+vRp8ffff2s+4zfffKN53XvvvSfq1q0rvv/+e3Hx4kUxfvx4YW9vL4YMGVLie+zatavUupWlpN8rtSr5/V2JMCgsQZX8oRo9Wv6vv3y55pC3d8GXgZWVENnZZqwfUQ1UVYPCEydOCABi586dWsfr168v7OzshJ2dnZg7d64QQogjR44IBwcHkZWVpXVts2bNxMaNG4UQMviwtbUVqampmvOvv/666Nq1qxBCiKysLGFrayuOHTumVcb48ePFqFGjhBAFQeHu3bsfWv/WrVuL1atXa/abNGkiVqxYoXXN888/L/r376917PXXXxd+fn5arxs6dOhD369Xr16iVatWQqVSaY7NmzdPtGrVSqusF154QbOvUqmEs7OzWL9+fanlfvDBB6JTp06afXt7exEaGlritePHjxcTJ07UOnbkyBFhYWFRYvAkRNlB4cyZM0utl9qUKVPE8OHDNftubm7i/fff1+zn5uYKDw8PBoVVCPsUVhdFmo8BwNsbiI+Xz5s3B6pZVxiiKsnWtuDX1RzvXR6nTp2CSqXC6NGjkf1gbtQ//vgD6enpqF9kDc3MzEzExcVp9r28vGBf6P8nNzc33HwwNUJsbCzu37+P/v37a5WRk5ODDh06aB3r3Lmz1n56ejpCQkIQFhaGpKQk5OXlITMzEwnqztSluHTpEoYMGaJ1rHv37li5ciXy8/Nh+WD5p6LvV5pHH31Uq2k6ICAAH374oVZZ/v7+mvMKhQKurq6aewAA33zzDT7++GPExcUhPT0deXl5cHBw0JyfPXs2JkyYgM8//xz9+vXDiBEj0KxZMwDy3+HcuXP48ssvNdcLIaBSqRAfH49WrVrp9DnUSvrca9euxZYtW5CQkIDMzEzk5OSgffv2AIB79+4hKSkJXbt21VxvZWWFzp07swm5CmFQWNFu3ACOH5dbTIwcBZKSAmRmFqxKYm0tN6Wy4HmtWmU//+EH+doHA00AwN8fOHhQPm/duoI/JxGVSKEA7OzMXYuy+fj4QKFQICYmRut406ZNAQA2D+ZDBWRQ5ubmhvDw8GLlOKnnxgKKDVRQKBRQqVSaMgAgLCwMjRo10rpOqVRq7dsVuXlz5szBvn37sHz5cvj4+MDGxgbPPPMMcnJydPikD1f0/cqjrHtw/PhxjB49GosWLUJgYCAcHR2xfft2rX6OISEheP755xEWFoa9e/di4cKF2L59O55++mmkp6dj0qRJmD59erH39TSgQ3nRz719+3bMmTMHH374IQICAmBvb48PPvgAJ0+e1LtsqrwYFFak1auBEn5hi8nNLZiMWl+FhhgX/kPviScMK46Iap769eujf//+WLNmDaZNm1ZmYNSxY0ckJyfDysoKXl5eBr2fn58flEolEhIS0KtXL71ee/ToUYwZMwZPP/00ABlgXr16Vesaa2tr5Ofnax1r1aoVjh49WqysFi1aaDJ7+igaHJ04cQLNmzfXuaxjx46hSZMmeOuttzTHrl27Vuy6Fi1aoEWLFpg1axZGjRqFrVu34umnn0bHjh1x8eJF+Pj46F13XRw9ehTdunXDq6++qjlWOBPs6OgINzc3nDx5Eo899hgAIC8vD2fPnkXHjh1NUicyPgaFFaldO8DCQqbwAgLkfpMmgLu7bNepXVumEbKzgZwcuWVnyyBRvV/a8/x8WU6PHpq3e+YZYPdu2YQ8cqT5PjYRVT3r1q1D9+7d0blzZ4SEhMDf3x8WFhY4ffo0Ll++jE6dOgEA+vXrh4CAAAwdOhTvv/8+WrRogX/++QdhYWF4+umndWp+tbe3x5w5czBr1iyoVCr06NED9+7dw9GjR+Hg4ICgoKBSX9u8eXPs3LkTgwcPhkKhwIIFCzTZNzUvLy9ERETgueeeg1KpRIMGDfDaa6/hkUcewZIlSzBy5EgcP34ca9aswbp16wy6XwkJCZg9ezYmTZqE33//HatXry42mrkszZs3R0JCArZv345HHnkEYWFh2LVrl+Z8ZmYmXn/9dTzzzDPw9vbG9evXcfr0aQwfPhyAHLn86KOPYurUqZgwYQLs7Oxw8eJF7Nu3D2vWrDHoMxWt37Zt2/Drr7/C29sbn3/+OU6fPg1vb2/NNTNmzMCyZcvQvHlz+Pr64qOPPsLdu3fL/d5UcRgUVqSAALnESKF+NaakVALfflshb0VE1UyzZs0QFRWFd999F8HBwbh+/TqUSiX8/PwwZ84cTcZIoVBgz549eOuttzB27FjcunULrq6ueOyxx+Di4qLz+y1ZsgQNGzbE0qVL8ffff8PJyQkdO3bEm2++WebrPvroI4wbNw7dunVDgwYNMG/ePKSmpmpds3jxYkyaNAnNmjVDdnY2hBDo2LEjduzYgbfffhtLliyBm5sbFi9ejDFjxuh9rwDgpZdeQmZmJrp06QJLS0vMmDFDrwmhn3rqKcyaNQtTp05FdnY2Bg0ahAULFiAkJAQAYGlpidu3b+Oll15CSkoKGjRogGHDhmHRokUAZH/Fw4cP46233kLPnj0hhECzZs0w0kgZgUmTJiEqKgojR46EQqHAqFGj8Oqrr2Lv3r2aa1577TUkJSUhKCgIFhYWGDduHJ5++mncu3fPKHUg01MI9gAt5vr162jcuDESExPh4eFh7uoQURWVlZWF+Ph4eHt7o3bt2uauDplI79690b59+yq3akpISAh2796N6OjoCn9vhUKBXbt2aS2Bp6uyfq/4/V0+nLyaiIiohjp//jzq1KljcLO5viZPnow6hQZEUuVi1qAwIiICgwcPhru7u86LY4eHh6Njx45QKpXw8fFBaGhosWvWrl0LLy8v1K5dG127dsWpU6eMX3kiIqIqbPr06YiJiUF0dDRGjx5dIe+5ePFiREdH48qVK8WmIDIHfeOQyMhIdO/eHfXr14eNjQ18fX2xYsWKUq9ftmwZFAoFZs6cqXU8KysLU6ZMQf369VGnTh0MHz4cKSkpRvhE5WPWoDAjIwPt2rXD2rVrdbo+Pj4egwYNQp8+fRAdHY2ZM2diwoQJ+PXXXzXXfPPNN5g9ezYWLlyI33//He3atUNgYKDWXFBERETGEh4eXuWajgGgXr168PHxgY+PT4WtR+zs7Kx5T2NO92MofeMQOzs7TJ06FREREbh06RLmz5+P+fPnF1uyEABOnz6NjRs3as1PqTZr1iz89NNP+Pbbb3H48GH8888/GDZsWLk/T7mZc+bswqDD7OZz584VrVu31jo2cuRIERgYqNnv0qWLmDJlimY/Pz9fuLu7l7lcU1ZWlrh3755mu3jxImdEJ6JyK2vlBSIyjC4rmly8eFHre73oijsl0SUOKcnTTz+ttVqNEEKkpaWJ5s2bi3379olevXqJGTNmaM7dvXtX1KpVS3z77beaY5cuXRIAxPHjx/V+f2OqUn0Kjx8/jn79+mkdCwwMxPHjxwHI2e/Pnj2rdY2FhQX69eunuaYkS5cuhaOjo2bz8/MzzQcgohpJcDwfkdHo8vvk5+en9b2+dOlSk9QlKioKx44dKza/5pQpUzBo0KBiMQsAnD17Frm5uVrnfH194enpWWasUhGq1JQ0ycnJxaY4cHFxQWpqKjIzM3Hnzh3k5+eXeM3ly5dLLTc4OBizZ8/W7N+4cYOBIRGVm3oFi/v372utAkJEhrt//z6A4ivEFHbx4kWt1XGKroxTXh4eHrh16xby8vIQEhKCCRMmaM5t374dv//+O06fPl3ia5OTk2Ftba214g8gY5Xk5GSj1lNfVSooNBWlUqn1A1N0jisiIkNYWlrCyclJ06fZ1tZWa31cItKdEAL379/HzZs34eTkVOZqMfb29lrrRhvbkSNHkJ6ejhMnTuCNN96Aj48PRo0ahcTERMyYMQP79u2rktNQVamg0NXVtdjonJSUFDg4OMDGxgaWlpawtLQs8RpXV9eKrCoREQBo/u/hYDci43BycjL7d7p6JZe2bdsiJSUFISEhGDVqFM6ePYubN29qLe2Xn5+PiIgIrFmzBtnZ2XB1dUVOTg7u3r2rlS2sDLFKlQoKAwICsGfPHq1j+/btQ0BAAAC5vmWnTp1w4MABzYSYKpUKBw4cwNSpUyu6ukREUCgUcHNzg7OzM3Jzc81dHaIqrVatWgatTW1KKpUK2dnZAIC+ffvi/PnzWufHjh0LX19fzJs3D5aWlujUqRNq1aqFAwcOaJYpjImJQUJCgiaeMRezBoXp6emIjY3V7MfHxyM6Ohr16tWDp6cngoODcePGDWzbtg2AnPRyzZo1mDt3LsaNG4eDBw9ix44dCAsL05Qxe/ZsBAUFoXPnzujSpQtWrlyJjIwMjB07tsI/HxGRmrolg4gqD33jkLVr18LT0xO+vr4A5DyHy5cvx/Tp0wHIZus2bdpovYednR3q16+vOe7o6Ijx48dj9uzZqFevHhwcHDBt2jQEBATg0UcfrYiPXSqzBoVnzpxBnz59NPvqwR5BQUEIDQ1FUlISEhISNOe9vb0RFhaGWbNmYdWqVfDw8MDmzZsRGBiouWbkyJG4desW3n77bSQnJ6N9+/b45Zdf9FqDk4iIiKo/feMQlUqF4OBgxMfHw8rKCs2aNcN7772HSZMm6fW+K1asgIWFBYYPH47s7GwEBgZW2KoyZeHaxyXg2olERERVD7+/y6dKzVNIRERERKZRpQaaVBSVSgUASEpKMnNNiIiISFfq72319zjph0FhCdRT2nTp0sXMNSEiIiJ9paSkwNPT09zVqHLYp7AEeXl5iIqKgouLCywsjNvCnpaWBj8/P1y8eBH29vZGLZsK8D5XDN7nisN7XTF4nyuGqe6zSqVCSkoKOnToACsr5r30xaCwgqWmpsLR0RH37t0z6WzrNR3vc8Xgfa44vNcVg/e5YvA+V04caEJEREREDAqJiIiIiEFhhVMqlVi4cCGUSqW5q1Kt8T5XDN7nisN7XTF4nysG73PlxD6FRERERMRMIRERERExKCQiIiIiMCgkIiIiIjAoJCIiIiIwKKxQa9euhZeXF2rXro2uXbvi1KlT5q5SpRYREYHBgwfD3d0dCoUCu3fv1jovhMDbb78NNzc32NjYoF+/frhy5YrWNf/99x9Gjx4NBwcHODk5Yfz48UhPT9e65ty5c+jZsydq166Nxo0b4/333zf1R6tUli5dikceeQT29vZwdnbG0KFDERMTo3VNVlYWpkyZgvr166NOnToYPny4ZjlItYSEBAwaNAi2trZwdnbG66+/jry8PK1rwsPD0bFjRyiVSvj4+CA0NNTUH6/SWL9+Pfz9/eHg4AAHBwcEBARg7969mvO8x6axbNkyKBQKzJw5U3OM99o4QkJCoFAotDZfX1/Ned7nKkhQhdi+fbuwtrYWW7ZsEX/++ad4+eWXhZOTk0hJSTF31SqtPXv2iLfeekvs3LlTABC7du3SOr9s2TLh6Ogodu/eLf744w/x1FNPCW9vb5GZmam55sknnxTt2rUTJ06cEEeOHBE+Pj5i1KhRmvP37t0TLi4uYvTo0eLChQvi66+/FjY2NmLjxo0V9THNLjAwUGzdulVcuHBBREdHi4EDBwpPT0+Rnp6uuWby5MmicePG4sCBA+LMmTPi0UcfFd26ddOcz8vLE23atBH9+vUTUVFRYs+ePaJBgwYiODhYc83ff/8tbG1txezZs8XFixfF6tWrhaWlpfjll18q9POay48//ijCwsLEX3/9JWJiYsSbb74patWqJS5cuCCE4D02hVOnTgkvLy/h7+8vZsyYoTnOe20cCxcuFK1btxZJSUma7datW5rzvM9VD4PCCtKlSxcxZcoUzX5+fr5wd3cXS5cuNWOtqo6iQaFKpRKurq7igw8+0By7e/euUCqV4uuvvxZCCHHx4kUBQJw+fVpzzd69e4VCoRA3btwQQgixbt06UbduXZGdna25Zt68eaJly5Ym/kSV182bNwUAcfjwYSGEvK+1atUS3377reaaS5cuCQDi+PHjQggZwFtYWIjk5GTNNevXrxcODg6aezt37lzRunVrrfcaOXKkCAwMNPVHqrTq1q0rNm/ezHtsAmlpaaJ58+Zi3759olevXpqgkPfaeBYuXCjatWtX4jne56qJzccVICcnB2fPnkW/fv00xywsLNCvXz8cP37cjDWruuLj45GcnKx1Tx0dHdG1a1fNPT1+/DicnJzQuXNnzTX9+vWDhYUFTp48qbnmscceg7W1teaawMBAxMTE4M6dOxX0aSqXe/fuAQDq1asHADh79ixyc3O17rWvry88PT217nXbtm3h4uKiuSYwMBCpqan4888/NdcULkN9TU38HcjPz8f27duRkZGBgIAA3mMTmDJlCgYNGlTsfvBeG9eVK1fg7u6Opk2bYvTo0UhISADA+1xVMSisAP/++y/y8/O1fvABwMXFBcnJyWaqVdWmvm9l3dPk5GQ4OztrnbeyskK9evW0rimpjMLvUZOoVCrMnDkT3bt3R5s2bQDI+2BtbQ0nJyeta4ve64fdx9KuSU1NRWZmpik+TqVz/vx51KlTB0qlEpMnT8auXbvg5+fHe2xk27dvx++//46lS5cWO8d7bTxdu3ZFaGgofvnlF6xfvx7x8fHo2bMn0tLSeJ+rKCtzV4CIKo8pU6bgwoULiIyMNHdVqqWWLVsiOjoa9+7dw3fffYegoCAcPnzY3NWqVhITEzFjxgzs27cPtWvXNnd1qrUBAwZonvv7+6Nr165o0qQJduzYARsbGzPWjAzFTGEFaNCgASwtLYuNukpJSYGrq6uZalW1qe9bWffU1dUVN2/e1Dqfl5eH//77T+uaksoo/B41xdSpU/Hzzz/j0KFD8PDw0Bx3dXVFTk4O7t69q3V90Xv9sPtY2jUODg415gvE2toaPj4+6NSpE5YuXYp27dph1apVvMdGdPbsWdy8eRMdO3aElZUVrKyscPjwYXz88cewsrKCi4sL77WJODk5oUWLFoiNjeXPdBXFoLACWFtbo1OnTjhw4IDmmEqlwoEDBxAQEGDGmlVd3t7ecHV11bqnqampOHnypOaeBgQE4O7duzh79qzmmoMHD0KlUqFr166aayIiIpCbm6u5Zt++fWjZsiXq1q1bQZ/GvIQQmDp1Knbt2oWDBw/C29tb63ynTp1Qq1YtrXsdExODhIQErXt9/vx5rSB83759cHBwgJ+fn+aawmWor6nJvwMqlQrZ2dm8x0bUt29fnD9/HtHR0Zqtc+fOGD16tOY577VppKenIy4uDm5ubvyZrqrMPdKlpti+fbtQKpUiNDRUXLx4UUycOFE4OTlpjboibWlpaSIqKkpERUUJAOKjjz4SUVFR4tq1a0IIOSWNk5OT+OGHH8S5c+fEkCFDSpySpkOHDuLkyZMiMjJSNG/eXGtKmrt37woXFxfx4osvigsXLojt27cLW1vbGjUlzSuvvCIcHR1FeHi41tQS9+/f11wzefJk4enpKQ4ePCjOnDkjAgICREBAgOa8emqJJ554QkRHR4tffvlFNGzYsMSpJV5//XVx6dIlsXbt2ho1tcQbb7whDh8+LOLj48W5c+fEG2+8IRQKhfjtt9+EELzHplR49LEQvNfG8tprr4nw8HARHx8vjh49Kvr16ycaNGggbt68KYTgfa6KGBRWoNWrVwtPT09hbW0tunTpIk6cOGHuKlVqhw4dEgCKbUFBQUIIOS3NggULhIuLi1AqlaJv374iJiZGq4zbt2+LUaNGiTp16ggHBwcxduxYkZaWpnXNH3/8IXr06CGUSqVo1KiRWLZsWUV9xEqhpHsMQGzdulVzTWZmpnj11VdF3bp1ha2trXj66adFUlKSVjlXr14VAwYMEDY2NqJBgwbitddeE7m5uVrXHDp0SLRv315YW1uLpk2bar1HdTdu3DjRpEkTYW1tLRo2bCj69u2rCQiF4D02paJBIe+1cYwcOVK4ubkJa2tr0ahRIzFy5EgRGxurOc/7XPUohBDCPDlKIiIiIqos2KeQiIiIiBgUEhERERGDQiIiIiICg0IiIiIiAoNCIiIiIgKDQiIiIiICg0IiIiIiAoNCIiIiIgKDQiIio1EoFNi9e7e5q0FEZBAGhURUbgqFoswtJCTE3FUkIqKHsDJ3BYio6ktKStI8/+abb/D2228jJiZGc6xOnTp6lZeTkwNra2uj1a8q470goorCTCERlZurq6tmc3R0hEKh0Oxv2LABPXr00Lp+5cqV8PLy0uyPGTMGQ4cOxf/+9z+4u7ujZcuWuHr1KhQKBXbu3Ik+ffrA1tYW7dq1w/Hjx8usi0KhwObNm/H000/D1tYWzZs3x48//qg5HxoaCicnJ63X7N69GwqFQrMfEhKC9u3bY8uWLfD09ESdOnXw6quvIj8/H++//z5cXV3h7OyM//3vf8XePykpCQMGDICNjQ2aNm2K7777Tut8YmIinn32WTg5OaFevXoYMmQIrl69Wua9ICKqCAwKiahSOHDgAGJiYrBv3z78/PPPmuNvvfUW5syZg+joaLRo0QKjRo1CXl5emWUtWrQIzz77LM6dO4eBAwdi9OjR+O+///SqT1xcHPbu3YtffvkFX3/9NT799FMMGjQI169fx+HDh/Hee+9h/vz5OHnypNbrFixYgOHDh+OPP/7A6NGj8dxzz+HSpUsAgNzcXAQGBsLe3h5HjhzB0aNHUadOHTz55JPIycl56L0gIjIlBoVEVCnY2dlh8+bNaN26NVq3bq05PmfOHAwaNAgtWrTAokWLcO3aNcTGxpZZ1pgxYzBq1Cj4+Pjg3XffRXp6Ok6dOqVXfVQqFbZs2QI/Pz8MHjwYffr0QUxMDFauXImWLVti7NixaNmyJQ4dOqT1uhEjRmDChAlo0aIFlixZgs6dO2P16tUAZNO6SqXC5s2b0bZtW7Rq1Qpbt25FQkICwsPDH3oviIhMiX0KiahSaNu2bYl95/z9/TXP3dzcAAA3b96Er69vqWUVfo2dnR0cHBxw8+ZNverj5eUFe3t7zb6LiwssLS1hYWGhdaxouQEBAcX2o6OjAQB//PEHYmNjtcoFgKysLMTFxWn2S7sXRESmxKCQiEzKwsICQgitY7m5ucWus7OzK/H1tWrV0jxX9/tTqVRlvmfh16hfp36NrvUpqYyyytVFeno6OnXqhC+//LLYuYYNG2qel3YviIhMic3HRGRSDRs2RHJyslYgps6cmas+aWlpyMjIMEl9Tpw4UWy/VatWAICOHTviypUrcHZ2ho+Pj9bm6OhotDoQERmCQSERmVTv3r1x69YtvP/++4iLi8PatWuxd+9es9Wna9eusLW1xZtvvom4uDh89dVXCA0NNVr53377LbZs2YK//voLCxcuxKlTpzB16lQAwOjRo9GgQQMMGTIER44cQXx8PMLDwzF9+nRcv37daHUgIjIEg0IiMqlWrVph3bp1WLt2Ldq1a4dTp05hzpw5ZqtPvXr18MUXX2DPnj1o27Ytvv76a6NOrr1o0SJs374d/v7+2LZtG77++mv4+fkBAGxtbREREQFPT08MGzYMrVq1wvjx45GVlQUHBwej1YGIyBAKUbRzDRERERHVOMwUEhERERGDQiIiIiJiUEhEREREYFBIRERERGBQSERERERgUEhEREREYFBIRERERGBQSERERERgUEhEREREYFBIRERERGBQSEREREQA/h8Q90nLDBIrCgAAAABJRU5ErkJggg==\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Step with beam"
+      ],
+      "metadata": {
+        "id": "Lg7xmIgguzfP"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "And now with a 200 mA beam:"
+      ],
+      "metadata": {
+        "id": "ttLHDZk5pLkc"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mybeam, MC, MCmon = restart(I0=0.2, tot_turns=5000)\n",
+        "MC.init_phasor(mybeam)"
+      ],
+      "metadata": {
+        "id": "LxMMRBbluzfW"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "PIL = ProportionalIntegralLoop(ring, MC, gain=[1.5, 2e4], sample_num=5, every=5, delay=0)\n",
+        "MC.feedback.append(PIL)"
+      ],
+      "metadata": {
+        "id": "iQIo2Pe2uzfW"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for i in tqdm(range(5000)):\n",
+        "  long.track(mybeam)\n",
+        "  rad.track(mybeam)\n",
+        "  MC.track(mybeam)\n",
+        "  MCmon.track(mybeam, MC)\n",
+        "  if i == 250:\n",
+        "    MC.Vc = 1.05e6\n",
+        "    MC.theta = np.arccos(ring.U0/MC.Vc)\n",
+        "meanVc = np.mean(MC.cavity_phasor_record)\n",
+        "print(f\"\\n Residual error: amplitude {np.round((1-np.abs(meanVc)/MC.Vc)*100,3)} % & phase {np.round((1-np.angle(meanVc)/MC.theta)*100,3)} %\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "062d6a59-5063-4041-a3f7-f15b16d22d6b",
+        "id": "AytYWRrHuzfW"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "100%|██████████| 5000/5000 [01:28<00:00, 56.52it/s]"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            " Residual error: amplitude 0.283 % & phase 0.13 %\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", show_objective=True)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 452
+        },
+        "outputId": "185403f7-0173-42fa-a75c-b201a49b33a5",
+        "id": "QHFERcmTuzfW"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", phasor=\"ig\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "outputId": "31ecfecc-7306-4904-8bd0-d8b0d4539299",
+        "id": "KRzaDT-quzfX"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", phasor=\"generator\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "outputId": "aecea9a3-d982-4eb2-913d-db9620a26b5c",
+        "id": "pLP_vUR1uzfX"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", phasor=\"beam\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "xzV8moV5k9nE",
+        "outputId": "23be97cd-f2c7-477f-ebec-0f7da74cddf2"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# TunerLoop"
+      ],
+      "metadata": {
+        "id": "DTO2sldwUWRa"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The `TunerLoop` is used to control a `CavityResonator` tuning (`CavityResonator.psi` or `CavityResonator.detune`) in order to **keep the phase between cavity and generator current constant**.\n",
+        "\n",
+        "The `TunerLoop` keeps the relation `cavity_phase - theta_g + psi = offset` constant using a proportional controller. The condition `cavity_phase - theta_g + psi = 0` corresponds to the optimal tuning (minimum reflected power) of the `CavityResonator`.\n",
+        "\n",
+        "The important inputs of `TunerLoop` are:\n",
+        "+ `gain`, proportional gain of the tuner loop.\n",
+        "+ `avering_period`, period during which the phase difference is monitored and averaged. Then the feedback correction is applied every `avering_period` turn. A value longer than one synchrotron period is recommended.\n",
+        "+ `offset`, the tuning offset in [rad].\n"
+      ],
+      "metadata": {
+        "id": "k73W7KFilYde"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from mbtrack2 import TunerLoop"
+      ],
+      "metadata": {
+        "id": "-FYmZ54amUfD"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Current ramp-up"
+      ],
+      "metadata": {
+        "id": "6EC-RkuEzuDF"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The `TunerLoop` can be used to keep the relation `cavity_phase - theta_g + psi = offset` constant during a current ramp-up from 200 mA to 210 mA:"
+      ],
+      "metadata": {
+        "id": "UYe1naqpmmq1"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mybeam, MC, MCmon = restart(I0=0.2, tot_turns=3000)\n",
+        "MC.init_phasor(mybeam)"
+      ],
+      "metadata": {
+        "id": "C8eJr_B7qNFW"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "nus = ring.synchrotron_tune(1.0e6) # synchrotron tune\n",
+        "Ts = 1/nus # synchrotron period in turns"
+      ],
+      "metadata": {
+        "id": "F-rMXiAGqZPx"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "Ts"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "bidbf1I5qh7Q",
+        "outputId": "944c3ac6-7cd8-4821-8e48-c60e125dcb61"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "693.5479215314126"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 58
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "TL = TunerLoop(ring, MC, gain=0.2, avering_period=Ts, offset=0)\n",
+        "MC.feedback.append(TL)"
+      ],
+      "metadata": {
+        "id": "zBjZh67JqNFX"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for i in tqdm(range(3000)):\n",
+        "  long.track(mybeam)\n",
+        "  rad.track(mybeam)\n",
+        "  MC.track(mybeam)\n",
+        "  MCmon.track(mybeam, MC)\n",
+        "  if i == 500:\n",
+        "    for i in range(ring.h):\n",
+        "      mybeam[i].current=mybeam[i].current*1.05 # 5 % current increase\n",
+        "meanVc = np.mean(MC.cavity_phasor_record)\n",
+        "print(f\"\\n Residual error: amplitude {np.round((1-np.abs(meanVc)/MC.Vc)*100,3)} % & phase {np.round((1-np.angle(meanVc)/MC.theta)*100,3)} %\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "eded314f-20ae-4b74-9df5-72c7f678e2c7",
+        "id": "q-tE7WUiqNFX"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "100%|██████████| 3000/3000 [01:18<00:00, 38.39it/s]"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            " Residual error: amplitude -1.699 % & phase -1.144 %\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mybeam.current"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "n8qn05h-sAGr",
+        "outputId": "86af85cb-ff60-4a1f-a205-a3a985e42d13"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0.21000000000000005"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 61
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Because of the current increase, the beam loading voltage has increased:"
+      ],
+      "metadata": {
+        "id": "jBM0p6f00_uW"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", show_objective=True)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "CqrVNF29s8to",
+        "outputId": "2012f9df-e55c-443b-d006-c400797c0907"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", phasor=\"beam\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "ilqFAqPf05xE",
+        "outputId": "99d0bc4d-6c18-4f11-bb70-8c35a478c73b"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The cavity tuning angle `CavityResonator.psi` is controlled by the `TunerLoop` to keep the tuner difference constant:"
+      ],
+      "metadata": {
+        "id": "TPx_FDHo0NKN"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", plot_type=\"tuner_diff\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 451
+        },
+        "id": "4k4nXrqawuBO",
+        "outputId": "4692b4fa-664a-4d09-d83d-f25fea42f7c0"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Current ramp-up with ProportionalIntegralLoop and TunerLoop"
+      ],
+      "metadata": {
+        "id": "VYRSgRKz0p2F"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "To keep both the cavity voltage and tuning constant during a current ramp-up, both `ProportionalIntegralLoop` and `TunerLoop` can be used at the same time:"
+      ],
+      "metadata": {
+        "id": "w9dcvyA70yZl"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mybeam, MC, MCmon = restart(I0=0.2, tot_turns=3000)\n",
+        "MC.init_phasor(mybeam)"
+      ],
+      "metadata": {
+        "id": "AtkYcNVR2gLG"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "PIL = ProportionalIntegralLoop(ring, MC, gain=[1.5, 2e4], sample_num=5, every=5, delay=0)\n",
+        "MC.feedback.append(PIL)"
+      ],
+      "metadata": {
+        "id": "9Atz6tDh2mFe"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "TL = TunerLoop(ring, MC, gain=0.2, avering_period=Ts, offset=0)\n",
+        "MC.feedback.append(TL)"
+      ],
+      "metadata": {
+        "id": "u9PzPmVj2gLH"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "MC.feedback"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "62YQ1Yxg2oXM",
+        "outputId": "dba96e0c-d026-4da4-81f1-16a4def89d3a"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "[<mbtrack2.tracking.rf.ProportionalIntegralLoop at 0x7e8c5d5ea470>,\n",
+              " <mbtrack2.tracking.rf.TunerLoop at 0x7e8c5d5e9900>]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 70
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for i in tqdm(range(3000)):\n",
+        "  long.track(mybeam)\n",
+        "  rad.track(mybeam)\n",
+        "  MC.track(mybeam)\n",
+        "  MCmon.track(mybeam, MC)\n",
+        "  if i == 500:\n",
+        "    for i in range(ring.h):\n",
+        "      mybeam[i].current=mybeam[i].current*1.05 # 5 % current increase\n",
+        "meanVc = np.mean(MC.cavity_phasor_record)\n",
+        "print(f\"\\n Residual error: amplitude {np.round((1-np.abs(meanVc)/MC.Vc)*100,3)} % & phase {np.round((1-np.angle(meanVc)/MC.theta)*100,3)} %\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "f777d168-ef69-4871-baa9-9481d5a6bf61",
+        "id": "QuzCaHR92gLH"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "100%|██████████| 3000/3000 [01:17<00:00, 38.62it/s]"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            " Residual error: amplitude 0.73 % & phase 0.427 %\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "mybeam.current"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "eb1ff959-fd73-4346-f8e9-6b9750a9d135",
+        "id": "ET4_VIt02gLH"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0.21000000000000005"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 72
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", show_objective=True)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "outputId": "f44e962c-63fe-4a8e-caf4-0fbd19d1e8a2",
+        "id": "qWZHbpyO2gLH"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", plot_type=\"tuner_diff\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "outputId": "b4a11c50-fb67-475f-ec7b-930c17a4bf5b",
+        "id": "YJkOHU8t2gLI"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# DirectFeedback"
+      ],
+      "metadata": {
+        "id": "v2dkegBlUbKZ"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The `DirectFeedback` is a direct RF feedback (DFB) [2,3] aiming to **reduce the effective shunt impedance seen by the beam** to fight against instabilities. It works by using a PI controller via generator current `Ig` to take into account the cavity response [1].\n",
+        "\n",
+        "In fact, the `DirectFeedback` inherits from `ProportionalIntegralLoop` so all\n",
+        "mandatory parameters from `ProportionalIntegralLoop` should be passed as\n",
+        "kwargs when initializing a `DirectFeedback` object.\n",
+        "\n",
+        "To avoid cavity-beam unmatching (large synchrotron oscilation of beam),\n",
+        "the `CavityResonator` generator parameters should be set before\n",
+        "initialization.\n",
+        "\n",
+        "The `DirectFeedback` important inputs are:\n",
+        "+ `DFB_gain` is the DFB gain.\n",
+        "+ `DFB_phase_shift` is the DFB phase shift.\n",
+        "+ `gain`,`sample_num`, `every` and `delay` for the `ProportionalIntegralLoop` must be specified.\n",
+        "+ `DFB_sample_num`, `DFB_every`, `DFB_delay` are analog to their definitions in `ProportionalIntegralLoop` but the `DirectFeedback`. If not specified they take the same values as `sample_num`, `every` and `delay`.\n",
+        "\n",
+        "---\n",
+        "\n",
+        "The DFB induces a new generator voltage phasor component $\\tilde{V}_{g,DFB}$ which tends to reduce the effect of the beam loading, see [2,3] for more details.\n",
+        "\n",
+        "During the `CavityResonator.track` call, at each `DFB_every` RF bucket:\n",
+        "+ The `cavity_phasor` is computed as the mean over `DFB_sample_num` buckets.\n",
+        "+ The following calculation are done:\n",
+        "  + `Vg_DFB = DFB_gain * cavity_phasor * exp(1j*DFB_phase_shift)`.\n",
+        "  + `Ig_DFB = Vg2Ig(Vg_DFB)` where `Vg2Ig` is a function to go from generator voltage to generator current.\n",
+        "+ `Ig_DFB` is applied after `DFB_delay` RF buckets.\n",
+        "+ The total `Ig` is then transformed back to generator voltage and modifies `Vg` and `theta_g`.\n",
+        "\n",
+        "See [1] for the description on how to go from `Ig` to `Vg` and opposite."
+      ],
+      "metadata": {
+        "id": "-8dqawid61Bd"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## DC Robinson instability"
+      ],
+      "metadata": {
+        "id": "ctDxAvsEEhw3"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The DC Robinson instability is a well known instability which leads to a loss of phase focusing if the beam loading voltage is too high compared to the generator voltage.\n",
+        "\n",
+        "To illustrate this instability, we can track a 1 A beam and look at the results:"
+      ],
+      "metadata": {
+        "id": "1_mRMSDGIF_W"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from mbtrack2 import BeamMonitor, plot_beamdata"
+      ],
+      "metadata": {
+        "id": "4cqFXUfgEhw_"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "I0 = 1.0\n",
+        "mybeam, MC, MCmon = restart(I0=I0, tot_turns=3000)\n",
+        "MC.init_phasor(mybeam)\n",
+        "beammon = BeamMonitor(ring.h, 10, 1, 300)"
+      ],
+      "metadata": {
+        "id": "nYFK3qhBEhw_"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Check DC Robinson stability:"
+      ],
+      "metadata": {
+        "id": "2kugo8ivIPl-"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "MC.is_DC_Robinson_stable(I0)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "_ha4aUF_IOkp",
+        "outputId": "7759967c-df0e-4830-e4b6-ae06747e58b0"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "False"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 99
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for i in tqdm(range(3000)):\n",
+        "  long.track(mybeam)\n",
+        "  rad.track(mybeam)\n",
+        "  MC.track(mybeam)\n",
+        "  MCmon.track(mybeam, MC)\n",
+        "  beammon.track(mybeam)\n",
+        "meanVc = np.mean(MC.cavity_phasor_record)\n",
+        "print(f\"\\n Residual error: amplitude {np.round((1-np.abs(meanVc)/MC.Vc)*100,3)} % & phase {np.round((1-np.angle(meanVc)/MC.theta)*100,3)} %\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "2f58f6be-bce1-453b-8dab-fca8e66cc7a2",
+        "id": "Je24o9uvEhxA"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "100%|██████████| 3000/3000 [00:57<00:00, 52.02it/s]"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            " Residual error: amplitude 25.229 % & phase -48.969 %\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "The beam center of mass goes to infinity very fast in DC Robinson conditions:"
+      ],
+      "metadata": {
+        "id": "CyU-RhCsIbkd"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_beamdata(\"save.hdf5\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "outputId": "6a92b71a-21ca-4180-c5a0-ab236e2ed602",
+        "id": "cl2tYCceEhxA"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlQAAAGwCAYAAABvpfsgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABa4UlEQVR4nO3deVxU5f4H8M8MMDPs+6rIIioqm6IiuCdJVpqtXtvUytLMJWzRW2l6r2l2M1tMr5lLv0rNLOuaS4aaG+6g4kIuIMgqAjPsy8z5/YFMTaDCzMCZgc/79ZqXzDnPnPmeEzqfnueZ50gEQRBARERERHqTil0AERERkbljoCIiIiIyEAMVERERkYEYqIiIiIgMxEBFREREZCAGKiIiIiIDMVARERERGchS7ALaA41Gg+zsbNjb20MikYhdDhERETWBIAgoKSmBj48PpNI790ExULWC7Oxs+Pr6il0GERER6SEzMxMdO3a8YxsGqlZgb28PoO4/iIODg8jVEBERUVOoVCr4+vpqP8fvhIGqFdQP8zk4ODBQERERmZmmTNfhpHQiIiIiAzFQERERERmIgYqIiIjIQAxURERERAZioCIiIiIyEAMVERERkYEYqIiIiIgMxEBFREREZCAGKiIiIiIDMVARERERGYiBioiIiMhADFRNtHz5cvj7+0OhUCAqKgrHjh0TuyQiIiIyEQxUTbBp0ybEx8dj3rx5OHXqFMLDwxEXF4f8/HxR6yosq0ZaQRlq1BpR6yAiImrvJIIgCGIXYeqioqLQt29ffPbZZwAAjUYDX19fTJs2DbNnz77r61UqFRwdHaFUKuHg4GC0ur5KTMfcn87BUiqBr4sNAtxs4e9qiwB3WwTc+tPbQQGp9O53ySYiIiJdzfn8tmylmsxWdXU1Tp48iTlz5mi3SaVSxMbGIjExsdHXVFVVoaqqSvtcpVK1SG2lVbVQWElRWaNBWkEZ0grKGrSRW0rh72oLfzcbBLjZIcDNBoHudgh0s4WLrQwSCcMWERGRoRio7qKgoABqtRqenp462z09PXHx4sVGX7No0SLMnz+/xWt7eWgQJg/ujLySSqTdKEPazTKk3ShD+s0yXC0oQ8bNclTVapCaV4LUvBIAeTqvd7S2QqC7LQLcbNH5VsgKdLeDn6sNFFYWLV4/ERFRW8FA1QLmzJmD+Ph47XOVSgVfX98WeS+pVAJvR2t4O1ojJshNZ1+tWoOs4gpcLShD+q0erLSCMly9UYZsZQWUFTVIyihGUkax7jElQAdnawS62SHQvS5kdb4Vtjwd5OzVIiIi+hsGqrtwc3ODhYUF8vJ0e3fy8vLg5eXV6GvkcjnkcnlrlHdHlhZS+Lnaws/VFuimu6+yRq0NV1dvlOJqwa0/b5ShpKoWmYUVyCyswO9/3NB5na3MAgHutjphK9CtrpfLVs5fJyIiap/4CXgXMpkMkZGRSEhIwJgxYwDUTUpPSEjAK6+8Im5xBlBYWaC7twO6e+tOshMEATdKq24FrbqQlVZwawixsBxl1WqkZKmQktVwXpiXg+JWyLJFgJsdfJ2t0dHZBh2creFobdVap0ZERNTqGKiaID4+HuPHj0efPn3Qr18/LFu2DGVlZZg4caLYpRmdRCKBh70CHvYK9A901dlXXatBRmF5gx6tqwVlKCyrRq6qErmqShy+crPBce0VlujobIOOztbo6GyNDk7W2ue+zjZwsLbkUCIREZktBqomGDt2LG7cuIG5c+ciNzcXERER2LlzZ4OJ6m2dzFKKIA87BHnYNdhXXF6NKzfq52iVIv1mGbKKKnC9qAI3y6pRUlmLCzkqXMhp/BuPdnJLeDsq4O1kDR9HBbwcFfBxtIa3k+LWHDEFhxSJiMhkcR2qVtBS61CZi/LqWm24ul5cgetF5XU/F1Ugq6gcBaXVTTqOg8ISPk514crL8c/g5eWogJeDAp6OCtjL2dNFRETGwXWoyKTYyCzRxdMeXTztG91fUa1GVnEFcpQVyFFWIqe4EjnKCmQrK5GrrEBOcSVKqmqhqqyFKrcEF3NL7vBeFnXhyqEuaHk6KNDBSYEO9fO5nKzZ00VEREbHTxYSnbXM4rZDifVKKmuQq6xEtrISOcUV2j9zVZXIU1UiV1kJVWUtyqvVdfO7GlnktJ6zjZU2XHV0ttaGrfqfHRScQE9ERM3DQEVmwV5hBXuF1W17uYC6ocU8VRVylZXIVVUgV1mFPFUlsoorbg05lkNVWYui8hoUlStxNkvZ6HEcFJbo8JcJ851crOHnagtfFxv4ulhDbslFT4mISBcDFbUZNjJLBLhZIsDN9rZtVJU12vlcWbfmcmUV35rfVVSOovKauqHF20ygl0jqlofo5GKDTi428HO1ga+LDfxcbdHJxQbONlacw0VE1A5xUnoraO+T0s1JWVWtTo9WZlEFrt0sQ0ZhBTJulqGsWn3H19vLLeHnZgM/F1t0crWBv6sNOrnU3UvR0543qiYiMifN+fxmoGoFDFRtgyAIKCyrxrXCcmQWluPazXJkFJYj49afuarKO75eZilFJ5c/Q5afq82thy06OlvDykLaSmdCRERNwW/5EbUAiUQCVzs5XO3k6N3JucH+yhq1Nmil36xbWf7azXJcu1mG60UVqK7V4HJ+KS7nlzZ4rYVUAh8nBfz+FrT8XOuGFm1k/KtKRGTK2EPVCthDRbVqDbKLK3GtsEwbsur+LMe1wjJU1mju+HoPe/mfIcvF5tZwYl3gcrKRtdJZEBG1LxzyMzEMVHQngiAgv6RKN2gV/vmzsqLmjq93UFjC38321nBi3dwtPxcb+LvZwsNezknyRER6YqAyMQxUZIji8uo/Q1ZBmU7Yyi+puuNrFVZSnQnynd3ttGt+sWeLiOjOOIeKqA1xspHByUaGcF+nBvvKq2t15mrVT5Svv5diZY0GqXklSM1ruLq8m51MJ2DVP7wcFOzVIiJqJvZQtQL2UJEYqms1yCquX/ahHFdvlOHKjbpJ8TnK238j0VZmga5e9ujp44CePo7o6eOArp72UFhxQVMial/YQ0VEkFlKEeBm2+hCp6VVtbh6K1xpHzdKce1mOcqq1UjKKEZSRrG2vYVUgi4eduhxK2T18HZASAcH2PM2PUREANhD1SrYQ0XmorpWg2s3y3A+R1X3yFbhXLYKhWXVDdpKJEBndztE+Doh3NcJvXyd0M3LnutpEVGbwUnpJoaBisyZIAjIVVXiXFZduDqXrcS5bBWyiisatJVbShHSwRHhHZ0Q0akuZHV0tuacLCIySwxUJoaBitqigtIqnM4sxunMYiTd+lNVWdugnZudHL06OaFXJyf07uSMsI6OXKiUiMwCA5WJYaCi9kCjEZB+swzJmcXax/lsFWo1uv/EWEgl6OZpj95+Tgjr4ITQjo7o4mEHSw4VEpGJYaAyMQxU1F5V1qiRkqWsm+SeWYRT14obveeh3FKK7t4OCOvoiJAOjgjr6Iggd4YsIhIXA5WJYaAi+lOOsuLWtwiLcDZLiXNZKpRUNRwqVFjdClkd6kOWEzq72zJkEVGrYaAyMQxURLdXP1R4NkuJs9eVdSErW4XS24SsHt4OCOvohJAOjojwdURndztOeieiFsFAZWIYqIiaR6MRkHazDCm3QtaZLCXOZSlRVq1u0NbZxgp9/F3Qz98FfQNc0NPHgUs3EJFRMFCZGAYqIsNpNAKuFtwKWdqgVYzKGo1OOxuZBXp1ckI/f1f0D3RBRCcnyC25yjsRNR8DlYlhoCJqGdW1GpzNUuJ4eiGOpxXieHphg6UbFFZS9PFzQXRnV8R0dkVoB0fOwyKiJmGgMjEMVEStQ6MR8Ed+CY6nFeJoWiGOXL2JglLdVd7t5JboF+CCmM6uiO7siu5eDpBKOQeLiBpioDIxDFRE4hAEAZfyS5F45SYOXynAkauFUFbU6LRxsrFC/wBXxAS5YkhXd/i5Nrz3IRG1TwxUJoaBisg0qDUCLuSotAHrWFphg4nuQR52iO3uidjuHujVyRkW7L0iarcYqEwMAxWRaapR183BSrxyEwcu3cCJ9CKdld1dbGW4J9gDsd09MKiLO2zlvGUOUXvCQGViGKiIzIOyoga//3EDv53Pw77UfJ0J7jILKWKCXBHb3RP39vCEp4NCxEqJqDUwUJkYBioi81Oj1uB4eiESLuTjtwt5uHazXGd/WEdHbbgK9rLn4qJEbRADlYlhoCIyb4Ig4HJ+KXZfyMNv5/OQlFmMv/7L2cHJGsO7e2BYsAeiA12hsOK6V0RtAQOViWGgImpb8ksqsfdiPnafz8fByzd0FhdVWEkxoLMbhgXXBawOTtYiVkpEhmCgMjEMVERtV0W1GgcvF2DPxXzsvZiPXFWlzv5unvYYFuyBe4I90LuTExcVJTIjDFQmhoGKqH0QBAEXckqwN7UuXJ3KKMJfvjQIB4UlBnd1xz3BHhjS1R2udnLxiiWiu2KgMjEMVETtU1FZNfZfuoG9F/Ox748bKC7/c1FRiQSI8HXC/SHeuD/Mm0ODRCaIgcrEMFARkVojIDmzCHsu5mPPxRu4kKPS2d+rkxMeCPXG/aHe8GG4IjIJDFQmhoGKiP4uV1mJX8/n4pczOTiWXqjzrcFIP2dtuPJy5HpXRGJhoDIxDFREdCf5qkrsSKkLV8ev6Yarvv514WpkqDcXEyVqZQxUJoaBioiaKldZiR0pOdh+NgfH04u02yUSoK+/Cx4M88Z9IV7wsGe4ImppDFQmhoGKiPSRo6zAjrO5+OVsDk5e0w1X/bThyhvu9vy2IFFLaM7nd5tdECU9PR3PP/88AgICYG1tjc6dO2PevHmorq7WaSORSBo8jhw5onOszZs3Izg4GAqFAqGhodi+fXtrnw4RtUPejtZ4bmAAtkyJweHZ9+DtB7qjVycnCAJwNK0Q7/x0DlHv/YZnvjyK709eR0llzd0PSkQtos3eOv3ixYvQaDT473//i6CgIKSkpGDSpEkoKyvDf/7zH522v/32G3r27Kl97urqqv358OHDGDduHBYtWoQHH3wQ3377LcaMGYNTp04hJCSk1c6HiNo3HydrvDAoEC8MCsT1onLsOJuLbWeycfq6EgcuFeDApQK89aMUsd09MTrCB0O7uUNuyVvgELWWdjXk98EHH2DFihW4evUqgLoeqoCAACQlJSEiIqLR14wdOxZlZWXYtm2bdlv//v0RERGBlStXNul9OeRHRC0lvaAMP5/OxtbkLFy9Uabdbq+wxP0h3ngowgdRga6wkPLmzUTNxSG/21AqlXBxcWmwffTo0fDw8MDAgQPx888/6+xLTExEbGyszra4uDgkJibe9n2qqqqgUql0HkRELcHfzRbTh3dBQvwQbJs2EC8ODoSXgwIllbXYdCITT64+ipjFCVi04wIu5ZWIXS5Rm9Vmh/z+7vLly/j00091hvvs7Ozw4YcfYsCAAZBKpdiyZQvGjBmDrVu3YvTo0QCA3NxceHp66hzL09MTubm5t32vRYsWYf78+S1zIkREjZBIJAjp4IiQDo6YfV8wjqUX4qfkbGw/m4M8VRX++/tV/Pf3qwjr6IhHe3fE6HAfONvKxC6bqM0wuyG/2bNn4/33379jmwsXLiA4OFj7PCsrC0OGDMHQoUOxevXqO7722WefRVpaGg4cOAAAkMlkWL9+PcaNG6dt8/nnn2P+/PnIy8tr9BhVVVWoqqrSPlepVPD19eWQHxG1uqpaNfZezMf3J7OwLzUftbduLmhlIcHwYE+Mi+qEQUFukHJIkKiB5gz5mV0P1axZszBhwoQ7tgkMDNT+nJ2djWHDhiEmJgarVq266/GjoqKwe/du7XMvL68GwSkvLw9eXl63PYZcLodczq8xE5H45JYWuC+kbnmFgtIq/JycjS2nruNctgo7z+Vi57lcdHS2xj/6+uLxPr5cPJRIT2bXQ9UcWVlZGDZsGCIjI/H111/DwuLu33iZNGkSTp48iVOnTgGom5ReXl6O//3vf9o2MTExCAsL46R0IjJbF3JU2HQ8Ez+cug5VZS0AwEIqwfBgD4yL6oTBXdw5kZ3aPS7sibowNXToUPj5+WH9+vU6Yaq+d2n9+vWQyWTo1asXAOCHH37AO++8g9WrV2PixIkA6pZNGDJkCBYvXowHHngAGzduxHvvvdesZRMYqIjIVFVUq7H9bA42HMvAib8sHtrByRpj+/riiT6+vJ8gtVsMVADWrVunDUV/V3/K69evx/vvv49r167B0tISwcHBeP311/HYY4/ptN+8eTPefvttpKeno0uXLliyZAnuv//+JtfCQEVE5uCPvBJsOJaBH05lQVlRt0iohVSCe4I98GS/Thjclb1W1L4wUJkYBioiMieVNWrsSMnBhqOZOJZeqN3ewckaz0b74R99O8HRxkrEColaBwOViWGgIiJzdTm/BBuOZWLLqesoLq/rtbK2ssCjkR0wISYAQR52IldI1HIYqEwMAxURmbvKGjV+Pp2NNQfTcDH3zwVC7wn2wMtDO6OPf8NFk4nMHQOViWGgIqK2QhAEHLlaiDWH0vDbhTzUf4L09XfGy0ODMLSbOyQSzrOitoGBysQwUBFRW5RWUIZV+69gy8ksVKs1AIBgL3tMGdoZD4R6w9KiXd3djNogBioTw0BFRG1ZnqoSXx5MwzdHrqGsWg0ACHCzxbR7gjA63IfBiswWA5WJYaAiovZAWV6D/zuSjjWH0lFYVg0ACLx18+ZR4T5ccoHMDgOViWGgIqL2pKyqFusT07Fq/1XtNwM7u9tiRmxXPBDqzWBFZoOBysQwUBFRe1RaVYv1h+uCVf1CoV087DAjtgvuD/HmDZnJ5DFQmRgGKiJqz0oqa7D2UDpWH7iqvW9gN097zIjtgvt6ejFYkclioDIxDFRERICyogZrD6Xhy4NpKLkVrIK97DEztgtG9GCwItPDQGViGKiIiP6kLK/BlwevYs2hdJRW1QWrsI6OmDOyO6I7u4pcHdGfGKhMDAMVEVFDxeXVWH0gDWsPpWmXW4jt7oHZI4MR5GEvcnVEDFQmh4GKiOj2Ckqr8PFvl/DtsQyoNQIspBKM7euLmbFd4GGvELs8ascYqEwMAxUR0d1dzi/F+zsvYvf5PACAjcwCLw/tjBcGBUJhZSFyddQeMVCZGAYqIqKmO3r1Jt7bfgGnrysBAH6uNpg3qgfuCfYUuTJqbxioTAwDFRFR8wiCgJ9PZ+O97ReQp6oCANwT7IG5D/aAv5utyNVRe8FAZWIYqIiI9FNaVYtP91zCmoNpqFELkFlIMWlwAKYOC4KNzFLs8qiNa87nN+9YSUREJstObok5I7tj58zBGNTFDdVqDZbvvYJ7l+7H/j9uiF0ekRYDFRERmbzO7nb46rl++O8zkejgZI2s4go8u+YYZn13GsXl1WKXR8RARURE5kEikSCupxd+fXUwJg7wh0QCbDl1HbFLf8e2M9ngDBYSEwMVERGZFVu5JeaN6onvJ8egi4cdCkqr8cq3SZj01UnkKivFLo/aKQYqIiIyS5F+ztg2fSBmDO8CKwsJfruQhxEf1fVWEbU2BioiIjJbcksLvHpvV/wyfRDCOzpCVVmLV75NQvymZKgqa8Quj9oRBioiIjJ7XT3t8f2UGEy/JwhSCfBDUhZGLjuAY2mFYpdG7QQDFRERtQlWFlLEj+iGzZOj0cnFBlnFFRi7KhHv77yI6lqN2OVRG8dARUREbUqknwu2zxiEJ/p0hCAAK/ZdwSMrDiGtoEzs0qgNY6AiIqI2x05uiSWPhWPl05FwtrFCSpYKD35yAD8lZ4ldGrVRDFRERNRm3Rfihe0zBqFfgAvKqtWYsTEZb3x/GuXVtWKXRm0MAxUREbVp3o7W2DCpP2YM7wKJBPjuxHWM+vQgLuSoxC6N2hAGKiIiavMspBK8em9XfPtCf3g6yHHlRhkeWn4I3xy9xhXWySgYqIiIqN2I7uyK7dMHYVg3d1TXavDWjyl4bfMZVNaoxS6NzBwDFRERtSuudnJ8Ob4vZo8MhvTW/QAfXXEYmYXlYpdGZoyBioiI2h2pVILJQzrj/56PgoutDOeyVRj12UH8/scNsUsjM8VARURE7daAIDf8b9pAhHd0RHF5DSasPYbP9lyCRsN5VdQ8DFRERNSudXCyxqaXojGuny8EAfjPr39g8tcnUVbFpRWo6RioiIio3VNYWWDRI2F4/9FQyCyl+PV8Hh5fmYgcZYXYpZGZYKAiIiK6ZWzfTtgwqT9cbWU4n6PCmOWHcPa6UuyyyAwwUBEREf1FpJ8ztk4dgK6edshTVeHx/x7GzpQcscsiE8dARURE9De+Ljb4fkoMhnR1R2WNBpO/PoUvD6aJXRaZMAYqIiKiRjgorPDl+D54NtoPAPCvbeexZOdFrqxOjTIoUNXU1CAzMxOpqakoLCw0Vk1G4+/vD4lEovNYvHixTpszZ85g0KBBUCgU8PX1xZIlSxocZ/PmzQgODoZCoUBoaCi2b9/eWqdAREQisrSQYv7onng9rhsA4PN9VzB7y1nUqjUiV0amptmBqqSkBCtWrMCQIUPg4OAAf39/dO/eHe7u7vDz88OkSZNw/PjxlqhVLwsWLEBOTo72MW3aNO0+lUqFESNGwM/PDydPnsQHH3yAd999F6tWrdK2OXz4MMaNG4fnn38eSUlJGDNmDMaMGYOUlBQxToeIiFqZRCLB1GFBWPxIKKQSYNOJTEz55hRvV0M6JEIz+i6XLl2KhQsXonPnzhg1ahT69esHHx8fWFtbo7CwECkpKThw4AC2bt2KqKgofPrpp+jSpUtL1n9H/v7+mDlzJmbOnNno/hUrVuCtt95Cbm4uZDIZAGD27NnYunUrLl68CAAYO3YsysrKsG3bNu3r+vfvj4iICKxcubJJdahUKjg6OkKpVMLBwcGwkyIiItHsOpeLaRuSUF2rQb8AF6yZ0Bd2ckuxy6IW0pzP72b1UB0/fhz79+/HsWPH8M477yAuLg6hoaEICgpCv3798Nxzz2Ht2rXIzc3FmDFjcODAAYNOxBgWL14MV1dX9OrVCx988AFqa/9cqC0xMRGDBw/WhikAiIuLQ2pqKoqKirRtYmNjdY4ZFxeHxMTE275nVVUVVCqVzoOIiMxfXE8vfPVcP9jLLXEsrRDPfnkUqsoascsiE9CsWL1hw4YmtZPL5Zg8ebJeBRnT9OnT0bt3b7i4uODw4cOYM2cOcnJysHTpUgBAbm4uAgICdF7j6emp3efs7Izc3Fzttr+2yc3Nve37Llq0CPPnzzfy2RARkSnoH+iKbyZF4enVR3EqoxjPfHkMX03sB0cbK7FLIxHpPSm9oqIC5eV/3pn72rVrWLZsGXbt2mWUwm5n9uzZDSaa//1RP1wXHx+PoUOHIiwsDJMnT8aHH36ITz/9FFVVVS1a45w5c6BUKrWPzMzMFn0/IiJqXWEdnfDtpP5wtrHC6cxiPPXlERSVVYtdFolI74Hfhx56CI888ggmT56M4uJiREVFwcrKCgUFBVi6dCmmTJlizDq1Zs2ahQkTJtyxTWBgYKPbo6KiUFtbi/T0dHTr1g1eXl7Iy8vTaVP/3MvLS/tnY23q9zdGLpdDLpff7VSIiMiMhXRwxIYX++OpL44iJUuFcV8cwTcvRMHVjv/+t0d691CdOnUKgwYNAgB8//338PT0xLVr1/DVV1/hk08+MVqBf+fu7o7g4OA7Pv46J+qvkpOTIZVK4eHhAQCIjo7G/v37UVPz5/j37t270a1bNzg7O2vbJCQk6Bxn9+7diI6ObqEzJCIicxHs5YCNL/aHm50cF3NL8I9VR5BfUil2WSQCvQNVeXk57O3tAQC//vorHnnkEUilUvTv3x/Xrl0zWoH6SkxMxLJly3D69GlcvXoV33zzDV599VU8/fTT2rD05JNPQiaT4fnnn8e5c+ewadMmfPzxx4iPj9ceZ8aMGdi5cyc+/PBDXLx4Ee+++y5OnDiBV155RaxTIyIiE9LF0x6bXuoPTwc5LuWXYtyqIygobdmpJWR69A5UQUFB2Lp1KzIzM7Fr1y6MGDECAJCfn28SSwPI5XJs3LgRQ4YMQc+ePbFw4UK8+uqrOmtMOTo64tdff0VaWhoiIyMxa9YszJ07Fy+++KK2TUxMDL799lusWrUK4eHh+P7777F161aEhISIcVpERGSCOrvbYdOL0fB2VODKjTKMX3OM3/5rZ5q1DtVfff/993jyySehVqtxzz33YPfu3QDqvuG2f/9+7Nixw6iFmjOuQ0VE1D5cvVGKx1cm4mZZNfr6O+Or56JgLbMQuyzSU3M+v/UOVEDd0gI5OTkIDw+HVFrX2XXs2DE4ODggODhY38O2OQxURETtx7lsJf6x6ghKKmsxpKs7vni2D2SWvHWuOWq1QFWv/hASicTQQ7VJDFRERO3LyWuFeHr1MVTUqHF/qBc+HdcbFlJ+RpqbFlsp/e++/PJLhISEQKFQQKFQICQkBKtXrzbkkERERGYv0s8Fq56NhMxCiu1nc/HOTykwQv8FmTC9A9XcuXMxY8YMjBo1Cps3b8bmzZsxatQovPrqq5g7d64xayQiIjI7g7q445NxEZBIgG+PZmDF71fELolakN5Dfu7u7vjkk08wbtw4ne0bNmzAtGnTUFBQYJQC2wIO+RERtV/rDqXh3f+dBwB8/I8IPBTRQeSKqKlaZcivpqYGffr0abA9MjJS5wbERERE7dmEAQF4YWDdfWNf23wah6+ww6Et0jtQPfPMM1ixYkWD7atWrcJTTz1lUFFERERtyT/v7477Q71Qoxbw0v+dxB95JWKXREam95DftGnT8NVXX8HX1xf9+/cHABw9ehQZGRl49tlnYWX15123ly5dapxqzRSH/IiIqLJGjadXH8WJa0Xo4GSNrVMHwN2e9/0zZa2ybMKwYcOa1E4ikWDPnj36vEWbwUBFREQAUFRWjUdXHMbVgjL07uSEDS/2h9ySC3+aqlZfh4rujIGKiIjqXb1RijHLD0FVWYvHIjvig8fCuI6jiWqxSekZGRnNKiQrK6tZ7YmIiNq6QHc7fPZkb0glwPcnr2P1gTSxSyIjaFag6tu3L1566SUcP378tm2USiW++OILhISEYMuWLQYXSERE1NYM7uqOdx7sAQBYtOMC9l7MF7kiMpRlcxqfP38eCxcuxL333guFQoHIyEj4+PhAoVCgqKgI58+fx7lz59C7d28sWbIE999/f0vVTUREZNYmxPgjNbcEG49nYvqGJPzwcgy6eNqLXRbpSa85VBUVFfjll19w8OBBXLt2DRUVFXBzc0OvXr0QFxeHkJCQlqjVbHEOFRERNaa6VoOnVx/FsfRCBLrb4udXBsJO3qy+DmpBnJRuYhioiIjodm6WVuHBTw8iR1mJB0K98dmTvThJ3US02s2RiYiIyDCudnJ89mRvWEol+OVsDtYcShe7JNIDAxUREZHIIv2c8fYD3QEAi7ZfwIn0QpErouZioCIiIjIB42P8MSrcB7UaAVO/PYUbJVVil0TNwEBFRERkAiQSCRY/EoogDzvkqaowfUMS1BpOczYXegeqbdu2QaPRGLMWIiKids1WbomVT0fCVmaBxKs3sWLfZbFLoibSO1A99NBDKCgoMGYtRERE7V6Qhx3+NaZu+aGPfruEUxlFIldETaF3oOJqC0RERC3j4V4d8FCED9QaATM2JqGkskbskuguDJpDlZycjPLycp1t2dnZXGuJiIjIABKJBP8aE4KOztbILKzA3J/OiV0S3YVBy7GOHDkSEokE/v7+CAsLQ7du3XDt2jU4OTkZqTwiIqL2yUFhhY//0QtP/DcRPyZlYXBXNzzcq6PYZdFtGNRD9ccff+DAgQN444034OPjg7Nnz6K4uBirVq0yVn1ERETtVqSfM2YM7wIAeGfrOWTcLL/LK0gset96RiqVIjc3Fx4eHsauqc3hrWeIiEhfao2AcauO4Fh6ISL9nPHdS9GwkPLWNK2hVW49M3r0aFhZWen7ciIiImoCC6kES8eGw05uiZPXivDlwatil0SN0DtQbd26Fc7OzsashYiIiBrR0dkG7zxYd2ua//z6By7llYhcEf0dV0onIiIyA0/08cWwbu6ortVg1ubTqFVzcW1TwkBFRERkBiQSCRY/GgYHhSXOXFdixb4rYpdEf8FARUREZCY8HRSY/1BPAMAney7hfLZK5IqoHgMVERGRGRkT0QFxPT1RoxYQ/10yqms59GcKGKiIiIjMiEQiwcKHQ+FiK8PF3BJ8cYDf+jMFBq2UnpCQgISEBOTn50Oj0U3Ia9asMagwIiIiapybnRxzH+yBmZuS8XHCJdwf6o0AN1uxy2rX9O6hmj9/PkaMGIGEhAQUFBSgqKhI50FEREQt56EIHwzq4obqWg3++cNZ6LlONxmJ3iule3t7Y8mSJXjmmWeMXVObw5XSiYioJWTcLMeIZb+jskaDDx4Lw+N9fMUuqU1plZXSq6urERMTo+/LiYiIyECdXG3wamxXAMDC7Rdws7RK5IraL70D1QsvvIBvv/3WmLUQERFRMz0/MAA9vB1QXF6Df/9yQexy2i29J6VXVlZi1apV+O233xAWFtbgvn5Lly41uDgiIiK6M0sLKRY9EoqHPz+EH5Oy8HCvDhjc1V3sstodvXuozpw5g4iICEilUqSkpCApKUn7SE5ONmKJ+tm3bx8kEkmjj+PHjwMA0tPTG91/5MgRnWNt3rwZwcHBUCgUCA0Nxfbt28U4JSIiokaF+zphfIw/AGDuTymoqlWLW1A7pHcP1d69e41Zh9HFxMQgJydHZ9s777yDhIQE9OnTR2f7b7/9hp49e2qfu7q6an8+fPgwxo0bh0WLFuHBBx/Et99+izFjxuDUqVMICQlp2ZMgIiJqolkjuuGXMzlIv1mO1QfSMHVYkNgltSt6f8vP3NTU1KBDhw6YNm0a3nnnHQB1PVQBAQFISkpCREREo68bO3YsysrKsG3bNu22/v37IyIiAitXrmzSe/NbfkRE1Bq2JmVh5qZkWFtZIGHWEPg4WYtdkllrzue3QQt7AsD58+eRkZGB6upqne2jR4829NBG9fPPP+PmzZuYOHFig32jR49GZWUlunbtijfeeEOn9sTERMTHx+u0j4uLw9atW2/7XlVVVaiq+vObFioV77VEREQt76EIH3xz9BqOpxfhve0X8NmTvcUuqd3QO1BdvXoVDz/8MM6ePQuJRKJdUEwikQAA1GrTGr/98ssvERcXh44dO2q32dnZ4cMPP8SAAQMglUqxZcsWjBkzBlu3btWGqtzcXHh6euocy9PTE7m5ubd9r0WLFmH+/PktcyJERES3IZFI8O7onhj16UFsO5ODJ6MKENPZTeyy2gW9J6XPmDEDAQEByM/Ph42NDc6dO4f9+/ejT58+2LdvnxFL1DV79uzbTjavf1y8eFHnNdevX8euXbvw/PPP62x3c3NDfHw8oqKi0LdvXyxevBhPP/00PvjgA4NqnDNnDpRKpfaRmZlp0PGIiIiaqqePI57u7wcAePfnc6hR8+bJrUHvHqrExETs2bMHbm5ukEqlkEqlGDhwIBYtWoTp06cjKSnJmHVqzZo1CxMmTLhjm8DAQJ3na9euhaura5OGIaOiorB7927tcy8vL+Tl5em0ycvLg5eX122PIZfLIZfL7/peRERELSH+3q7YdiYHf+SV4qvEa3h+YIDYJbV5egcqtVoNe3t7AHU9PdnZ2ejWrRv8/PyQmppqtAL/zt3dHe7uTV9fQxAErF27Fs8++2yDtbIak5ycDG9vb+3z6OhoJCQkYObMmdptu3fvRnR0dLPqJiIiai1ONjK8HtcNc344i2W7/8DocB+42/N/9FuS3oEqJCQEp0+fRkBAAKKiorBkyRLIZDKsWrWqQQ+RmPbs2YO0tDS88MILDfatX78eMpkMvXr1AgD88MMPWLNmDVavXq1tM2PGDAwZMgQffvghHnjgAWzcuBEnTpzAqlWrWu0ciIiImuuJPr749mgGzmYpsey3P7Dw4VCxS2rT9J5D9fbbb0OjqRuXnT9/PtLS0jBo0CBs374dn3zyidEKNNSXX36JmJgYBAcHN7r/X//6FyIjIxEVFYWffvoJmzZt0vkmYExMDL799lusWrUK4eHh+P7777F161auQUVERCbNQirB2w90BwBsPJ6JS3klIlfUthl1HarCwkI4Oztrv+lHdbgOFRERieXFr07g1/N5uCfYA2sm9BW7HLPSnM9vvXuoAODAgQN4+umnER0djaysLLi4uODrr7/GwYMHDTksERERGcnskcGwlEqw52I+Dl0uELucNkvvQLVlyxbExcXB2toaSUlJ2oUslUol3nvvPaMVSERERPoLdLfTLqOw8JcLUGvaxQ1SWp3egerf//43Vq5ciS+++ELn23MDBgzAqVOnjFIcERERGW768C6wl1vifI4K/zudLXY5bZLegSo1NRWDBw9usN3R0RHFxcWG1ERERERG5GIrw0tD6r6Bv+y3P7jYZwvQO1B5eXnh8uXLDbYfPHjQpJZNICIiImDigAC42sqQfrMcW05eF7ucNkfvQDVp0iTMmDEDR48ehUQiQXZ2Nr755hu89tprmDJlijFrJCIiIgPZyi0xZWhnAMAnCZdQVWta99w1d3ov7Dl79mxoNBoMHz4c5eXlGDx4MORyOV577TVMmzbNmDUSERGRETzd3w+rD6QhW1mJb49mYOIA3pLGWAxeh6q6uhqXL19GaWkpevToATs7O2PV1mZwHSoiIjIV3xy9hrd+TIGbnQz73xgGG5nefSttXqutQwUAMpkMPXr0QL9+/RimiIiITNwTfXzRycUGBaXVWH/4mtjltBkGxdLKykqcOXMG+fn52tvQ1Bs9erRBhREREZHxWVlIMTO2C+K/O42Vv1/BU/07wUFhdfcX0h3pHah27tyJZ599FgUFDVddlUgkUKs52Y2IiMgUPRTRASv2XcGl/FKsPpCG+Hu7il2S2dN7yG/atGl4/PHHkZOTA41Go/NgmCIiIjJdFlKJNkStPZQGVWWNyBWZP70DVV5eHuLj4+Hp6WnMeoiIiKgVxPX0QhcPO5RU1uLrI5xLZSi9A9Vjjz2Gffv2GbEUIiIiai1SqQQvD6tbl+rLA2moqObokiH0XjahvLwcjz/+ONzd3REaGqpzPz8AmD59ulEKbAu4bAIREZmiWrUGQ/+zD9eLKvDuqB6YwHWpdDTn81vvSekbNmzAr7/+CoVCgX379kEikWj3SSQSBioiIiITZ2khxeQhnfH21hT8d/9VPBnlB5mlwSsqtUt6X7W33noL8+fPh1KpRHp6OtLS0rSPq1evGrNGIiIiaiGPRXaEh70cOcpKbE3KErscs6V3oKqursbYsWMhlTLJEhERmSuFlQUmDQoEAKz4/QrUGoNuoNJu6Z2Gxo8fj02bNhmzFiIiIhLBk1Gd4GhthbSCMmw/myN2OWZJ7zlUarUaS5Yswa5duxAWFtZgUvrSpUsNLo6IiIhanq3cEhMH+GPZb5ewfO9lPBjmrTM3mu5O70B19uxZ9OrVCwCQkpKis4//EYiIiMzLhBh/fLH/Ki7mlmBf6g0MC/YQuySzoneg2rt3rzHrICIiIhE52cjwj36d8OXBNHx5MI2Bqpk4o5yIiIgA1PVSSSXAwcsFuJirErscs8JARURERAAAXxcb3BfiBQBYczBN5GrMCwMVERERaT0/sG619K3J2SgorRK5GvPRrEB15swZaDSalqqFiIiIRNa7kzPCfZ1QXavhTZOboVmBqlevXigoKAAABAYG4ubNmy1SFBEREYlDIpFoe6m+PnINlTW8aXJTNCtQOTk5IS2tbkw1PT2dvVVERERt0MgQL3g7KlBQWo2fT2eLXY5ZaNayCY8++iiGDBkCb++6Bb/69OkDCwuLRtvyfn5ERETmycpCivEx/li84yLWHEzD45EducbkXTQrUK1atQqPPPIILl++jOnTp2PSpEmwt7dvqdqIiIhIJOP6dsInCZdwMbcEh6/cxIAgN7FLMmnNXtjzvvvuAwCcPHkSM2bMYKAiIiJqgxxtrPB4ZEesT7yGLw+mMVDdhd7LJqxdu5ZhioiIqA2bMKBucvre1HxkFpaLXI1p0/vWMwBQXFyML7/8EhcuXAAA9OjRA88//zwcHR2NUhwRERGJJ8DNFoO6uOHApQJ8eywDb94XLHZJJkvvHqoTJ06gc+fO+Oijj1BYWIjCwkJ89NFH6Ny5M06dOmXMGomIiEgkT/f3AwBsOp6JqlouoXA7egeqV199FaNHj0Z6ejp++OEH/PDDD0hLS8ODDz6ImTNnGrFEIiIiEsvwYA94OypQWFaNHWdzxS7HZBnUQ/Xmm2/C0vLPUUNLS0u88cYbOHHihFGKIyIiInFZWkgxrl8nAODK6Xegd6BycHBARkZGg+2ZmZmcrE5ERNSG/KOvLyylEpy4VoQLOSqxyzFJegeqsWPH4vnnn8emTZuQmZmJzMxMbNy4ES+88ALGjRtnzBqJiIhIRB4OCozo6QkA+D/2UjVK72/5/ec//4FEIsGzzz6L2tpaAICVlRWmTJmCxYsXG61AIiIiEt/TUX7YfjYXPydn4+0HusNGZtBCAW2ORBAEwZADlJeX48qVKwCAzp07w8bGxiiFtSUqlQqOjo5QKpVwcHAQuxwiIqJmEwQBQ/+zD9duluODx8LweB9fsUtqcc35/NZ7yK+ejY0NQkNDERoa2qphauHChYiJiYGNjQ2cnJwabZORkYEHHngANjY28PDwwOuvv67tTau3b98+9O7dG3K5HEFBQVi3bl2D4yxfvhz+/v5QKBSIiorCsWPHWuCMiIiITJdEIsHjkR0BAN+dyBS5GtNjcKASS3V1NR5//HFMmTKl0f1qtRoPPPAAqqurcfjwYaxfvx7r1q3D3LlztW3S0tLwwAMPYNiwYUhOTsbMmTPxwgsvYNeuXdo2mzZtQnx8PObNm4dTp04hPDwccXFxyM/Pb/FzJCIiMiWPRfpCKgGOpxfhyo1SscsxKQYP+Ylt3bp1mDlzJoqLi3W279ixAw8++CCys7Ph6Vk3kW7lypV48803cePGDchkMrz55pv45ZdfkJKSon3dP/7xDxQXF2Pnzp0AgKioKPTt2xefffYZAECj0cDX1xfTpk3D7NmzG62pqqoKVVVV2ucqlQq+vr4c8iMiIrM3ce0x7E29gZeGBGLOyO5il9OiWnXIz1QlJiYiNDRUG6YAIC4uDiqVCufOndO2iY2N1XldXFwcEhMTAdT1gp08eVKnjVQqRWxsrLZNYxYtWgRHR0ftw9e37Y8zExFR+zC2b91n2paTWahRa0SuxnS02UCVm5urE6YAaJ/n5ubesY1KpUJFRQUKCgqgVqsbbVN/jMbMmTMHSqVS+8jM5FgzERG1DfcEe8LVVoaC0irsvcjpL/UM+s5jQkICEhISkJ+fD41GN6WuWbOm2cebPXs23n///Tu2uXDhAoKDTfvmjHK5HHK5XOwyiIiIjE5mKcUjvTvgiwNp+O7EdYzo6SV2SSZB70A1f/58LFiwAH369IG3tzckEonBxcyaNQsTJky4Y5vAwMAmHcvLy6vBt/Hy8vK0++r/rN/21zYODg6wtraGhYUFLCwsGm1TfwwiIqL2ZmxfX3xxIA17U/ORr6qEh4NC7JJEp3egWrlyJdatW4dnnnnGaMW4u7vD3d3dKMeKjo7GwoULkZ+fDw8PDwDA7t274eDggB49emjbbN++Xed1u3fvRnR0NABAJpMhMjISCQkJGDNmDIC6SekJCQl45ZVXjFInERGRuQnysEfvTk44lVGMLaeyMGVoZ7FLEp3ec6iqq6sRExNjzFqaJSMjA8nJycjIyIBarUZycjKSk5NRWlr3Nc4RI0agR48eeOaZZ3D69Gns2rULb7/9NqZOnaodjps8eTKuXr2KN954AxcvXsTnn3+O7777Dq+++qr2feLj4/HFF19g/fr1uHDhAqZMmYKysjJMnDhRlPMmIiIyBfWT0zefyISZLxhgHIKe3njjDWHBggX6vtxg48ePFwA0eOzdu1fbJj09XRg5cqRgbW0tuLm5CbNmzRJqamp0jrN3714hIiJCkMlkQmBgoLB27doG7/Xpp58KnTp1EmQymdCvXz/hyJEjzapVqVQKAASlUqnPqRIREZmcksoaofs7OwS/N7cJR6/eFLucFtGcz2+916GaMWMGvvrqK4SFhSEsLAxWVlY6+5cuXWpY0mtDeOsZIiJqi17ffBqbT17HuH6+WPRImNjlGF1zPr/1nkN15swZREREAIDOwpgAjDJBnYiIiEzbw707YPPJ69h2JgfzRvWEwspC7JJEo3eg2rt3rzHrICIiIjPTP8AV3o4K5CgrsediPu4P9Ra7JNEYtA4VAJw/fx4ZGRmorq7WbpNIJBg1apShhyYiIiITJpVK8FBEB6z8/Qp+TMpioNLH1atX8fDDD+Ps2bOQSCTaGf71w31qtdo4FRIREZHJeqR3XaDal5qPorJqONvKxC5JFHovmzBjxgwEBAQgPz8fNjY2OHfuHPbv348+ffpg3759RiyRiIiITFVXT3v09HFAjVrAtjPZYpcjGr0DVWJiIhYsWAA3NzdIpVJIpVIMHDgQixYtwvTp041ZIxEREZmwh3t1AAD8mJQlciXi0TtQqdVq2NvbAwDc3NyQnV2XSv38/JCammqc6oiIiMjkjQ73gVQCnMooRnpBmdjliELvQBUSEoLTp08DAKKiorBkyRIcOnQICxYsaPL99oiIiMj8eTgoMLBL3a3jfj7dPof99A5Ub7/9NjQaDQBgwYIFSEtLw6BBg7B9+3Z88sknRiuQiIiITN+osLpv+LXXeVR6r5TemMLCQjg7O3Nhz7/hSulERNTWKStq0Pffv6FarcGumYPRzcte7JIM1pzPb717qBrj4uLCMEVERNQOOVpbYXBXNwDts5fKoEB14MABPP3004iOjkZWVt3M/v/7v//DwYMHjVIcERERmY8Hw3wAANvO5MCIA2BmQe9AtWXLFsTFxcHa2hpJSUmoqqoCACiVSrz33ntGK5CIiIjMQ2wPT8gtpUgrKMO5bJXY5bQqvQPVv//9b6xcuRJffPEFrKystNsHDBiAU6dOGaU4IiIiMh92ckvcE+wBoK6Xqj3RO1ClpqZi8ODBDbY7OjqiuLjYkJqIiIjITP057Jfdrob99A5UXl5euHz5coPtBw8e5DpURERE7dQ9wR6wkVngelEFkjOLxS6n1egdqCZNmoQZM2bg6NGjkEgkyM7OxjfffIPXXnsNU6ZMMWaNREREZCasZRYY3t0TALAzJVfkalqPpb4vnD17NjQaDYYPH47y8nIMHjwYcrkcr732GqZNm2bMGomIiMiMjAzxwv9OZ2PnuVzMHhncLpZUMnhhz+rqaly+fBmlpaXo0aMH7OzsjFVbm8GFPYmIqD0pq6pF73/tRlWtBtunD0IPH/P87GvO57fePVQAUFlZiTNnziA/Px8ajQa5uX927Y0ePdqQQxMREZGZspVbYnBXd+w+n4ed53LNNlA1h96BaufOnXjmmWdw8+bNBvskEgnUarVBhREREZH5uq+nF3afz8OulFzE39tV7HJanN6T0qdNm4YnnngCOTk50Gg0Og+GKSIiovYttrsnLKUSpOaV4OqNUrHLaXF6B6q8vDzEx8fD09PTmPUQERFRG+BoY4Xozq4AgF3n8kSupuXpHagee+wx7Nu3z4ilEBERUVtyX4gXAGDnuba/fILe3/IrLy/H448/Dnd3d4SGhurcfgYApk+fbpQC2wJ+y4+IiNqj/JJKRL2XAEEADs++Bz5O1mKX1Cyt8i2/DRs24Ndff4VCocC+fft01piQSCQMVERERO2ch70Cff1ccCy9EL+ey8WEAQFil9Ri9B7ye+uttzB//nwolUqkp6cjLS1N+7h69aoxayQiIiIzdW+PurnWCRfzRa6kZekdqKqrqzF27FhIpXofgoiIiNq42FuB6sjVm1BV1ohcTcvROw2NHz8emzZtMmYtRERE1MYEuNki0N0WNWoB+/+4IXY5LUbvOVRqtRpLlizBrl27EBYW1mBS+tKlSw0ujoiIiMzfvd098d8bV5FwIR8PhvmIXU6L0DtQnT17Fr169QIApKSk6OxrDzdBJCIioqaJ7eGJ/+6/ij0X81Gr1sDSou1NF9I7UO3du9eYdRAREVEb1buTM5xtrFBUXoMT14rQP9BV7JKMru1FRCIiIjIpFlIJhgV7AAB+O982V01noCIiIqIWd2/3um/7/XYhD3quKW7SGKiIiIioxQ3q6g6ZhRTpN8tx5UaZ2OUYHQMVERERtTg7uSX637pZcsKFtjfsx0BFREREreKebu4AgH2pbW89KgYqIiIiahVDu9VNTD9xrRClVbUiV2NcDFRERETUKvzdbOHvaoMatYBDlwvELseozDZQLVy4EDExMbCxsYGTk1OD/adPn8a4cePg6+sLa2trdO/eHR9//LFOm3379kEikTR45Obm6rRbvnw5/P39oVAoEBUVhWPHjrXkqREREbVZ9b1U+1Lb1s2SzTZQVVdX4/HHH8eUKVMa3X/y5El4eHjg66+/xrlz5/DWW29hzpw5+Oyzzxq0TU1NRU5Ojvbh4eGh3bdp0ybEx8dj3rx5OHXqFMLDwxEXF4f8/Lb1i0BERNQahv5lHlVbWj5BIpj52axbtw4zZ85EcXHxXdtOnToVFy5cwJ49ewDU9VANGzYMRUVFjfZyAUBUVBT69u2rDWIajQa+vr6YNm0aZs+e3aQaVSoVHB0doVQq4eDg0KTXEBERtUWVNWqEz/8VVbUa7Jo5GN287MUu6baa8/lttj1U+lAqlXBxcWmwPSIiAt7e3rj33ntx6NAh7fbq6mqcPHkSsbGx2m1SqRSxsbFITEy87ftUVVVBpVLpPIiIiAhQWFkg+tbyCXvb0LBfuwlUhw8fxqZNm/Diiy9qt3l7e2PlypXYsmULtmzZAl9fXwwdOhSnTp0CABQUFECtVsPT01PnWJ6eng3mWf3VokWL4OjoqH34+vq2zEkRERGZoWFtcB6VSQWq2bNnNzpJ/K+PixcvNvu4KSkpeOihhzBv3jyMGDFCu71bt2546aWXEBkZiZiYGKxZswYxMTH46KOPDDqPOXPmQKlUah+ZmZkGHY+IiKgtqZ9HdSK9CCWVNSJXYxyWYhfwV7NmzcKECRPu2CYwMLBZxzx//jyGDx+OF198EW+//fZd2/fr1w8HDx4EALi5ucHCwgJ5eboruubl5cHLy+u2x5DL5ZDL5c2qk4iIqL3wc7VFgJst0grKcOhyAe4L8Ra7JIOZVKByd3eHu7u70Y537tw53HPPPRg/fjwWLlzYpNckJyfD27vuP6xMJkNkZCQSEhIwZswYAHWT0hMSEvDKK68YrU4iIqL2ZkhXd6QVlGH/JQYqUWVkZKCwsBAZGRlQq9VITk4GAAQFBcHOzg4pKSm45557EBcXh/j4eO2cJwsLC21oW7ZsGQICAtCzZ09UVlZi9erV2LNnD3799Vft+8THx2P8+PHo06cP+vXrh2XLlqGsrAwTJ05s9XMmIiJqKwYGuWHd4XQcvNQ2Fvg020A1d+5crF+/Xvu8V69eAIC9e/di6NCh+P7773Hjxg18/fXX+Prrr7Xt/Pz8kJ6eDqDuW3yzZs1CVlYWbGxsEBYWht9++w3Dhg3Tth87dixu3LiBuXPnIjc3FxEREdi5c2eDiepERETUdP07u8JSKkFGYTkybpajk6uN2CUZxOzXoTIHXIeKiIioocdXHsbx9CIsfDgET0X5iV1OA1yHioiIiEzewKC6KThtYdiPgYqIiIhEMbCLGwDg8JWbUGvMe8CMgYqIiIhEEd7REfYKSygrapCSpRS7HIMwUBEREZEoLC2kiA6suw3NwcvmPezHQEVERESiGXRr2O/ApRsiV2IYBioiIiISzcAudRPTT14rQnl1rcjV6I+BioiIiETj72qDDk7WqFELOJpWKHY5emOgIiIiItFIJBIMDKob9ku8clPkavTHQEVERESiiu5cNzGdgYqIiIhIT/1vfdPvXLYSyooakavRDwMVERERicrLUYEAN1toBOC4mc6jYqAiIiIi0dX3UiVeNc9hPwYqIiIiEl39PKojDFRERERE+ukf4AIAOJ+jQnF5tcjVNB8DFREREYnOw0GBzu62EATgmBnOo2KgIiIiIpNgzvOoGKiIiIjIJPw5j4o9VERERER6qe+hupCjQlGZec2jYqAiIiIik+BmJ0cXDzsAwNE08xr2Y6AiIiIik1HfS2VuN0pmoCIiIiKT0ffW8gkn0otErqR5GKiIiIjIZPT1dwZQd1+/0qpakatpOgYqIiIiMhnejtbo6GwNjQAkZZhPLxUDFREREZmUvv51w37HzWjYj4GKiIiITEqfW8N+J9LNZ2I6AxURERGZlPoeqqSMYtSoNSJX0zQMVERERGRSgtzt4GRjhYoaNc5lq8Qup0kYqIiIiMikSKUS9PEzr2E/BioiIiIyOX1uDfsdM5MFPhmoiIiIyOTUz6M6ca0IgiCIXM3dMVARERGRyQnp4AC5pRSFZdW4WlAmdjl3xUBFREREJkduaYFwXycAwHEzGPZjoCIiIiKTVD8x/ZQZrJjOQEVEREQmqXen+kBVLG4hTcBARURERCYpopMTAOByfimUFTXiFnMXDFRERERkktzs5PBztQEAJGcWi1vMXTBQERERkcnqdWtiepKJz6NioCIiIiKT1fvWxPQkE59HxUBFREREJquXb32gKoJGY7oLfDJQERERkckK9raHwkoKVWWtSS/wabaBauHChYiJiYGNjQ2cnJwabSORSBo8Nm7cqNNm37596N27N+RyOYKCgrBu3boGx1m+fDn8/f2hUCgQFRWFY8eOtcAZERER0d9ZWUgR1sEJgGmvR2W2gaq6uhqPP/44pkyZcsd2a9euRU5OjvYxZswY7b60tDQ88MADGDZsGJKTkzFz5ky88MIL2LVrl7bNpk2bEB8fj3nz5uHUqVMIDw9HXFwc8vPzW+rUiIiI6C963Vo+wZTnUVmKXYC+5s+fDwCN9ij9lZOTE7y8vBrdt3LlSgQEBODDDz8EAHTv3h0HDx7ERx99hLi4OADA0qVLMWnSJEycOFH7ml9++QVr1qzB7NmzGz1uVVUVqqqqtM9VKlWzzo2IiIj+1KvTn/OoTJXZ9lA11dSpU+Hm5oZ+/fphzZo1OnesTkxMRGxsrE77uLg4JCYmAqjrBTt58qROG6lUitjYWG2bxixatAiOjo7ah6+vr5HPioiIqP3ofauHKjWvBKVVteIWcxttOlAtWLAA3333HXbv3o1HH30UL7/8Mj799FPt/tzcXHh6euq8xtPTEyqVChUVFSgoKIBarW60TW5u7m3fd86cOVAqldpHZmamcU+MiIioHfFwUKCDkzUEAThtogt8mtSQ3+zZs/H+++/fsc2FCxcQHBzcpOO988472p979eqFsrIyfPDBB5g+fbpBdd6NXC6HXC5v0fcgIiJqT3p1ckJWcQWSMoowIMhN7HIaMKlANWvWLEyYMOGObQIDA/U+flRUFP71r3+hqqoKcrkcXl5eyMvL02mTl5cHBwcHWFtbw8LCAhYWFo22ud28LCIiIjK+CF8nbDuTg9PXlWKX0iiTClTu7u5wd3dvseMnJyfD2dlZ23sUHR2N7du367TZvXs3oqOjAQAymQyRkZFISEjQfjtQo9EgISEBr7zySovVSURERLrCOjoBAM5cLxa1jtsxqUDVHBkZGSgsLERGRgbUajWSk5MBAEFBQbCzs8P//vc/5OXloX///lAoFNi9ezfee+89vPbaa9pjTJ48GZ999hneeOMNPPfcc9izZw++++47/PLLL9o28fHxGD9+PPr06YN+/fph2bJlKCsr037rj4iIiFpeSAcHSCVAnqoKeapKeDooxC5Jh9kGqrlz52L9+vXa57169QIA7N27F0OHDoWVlRWWL1+OV199FYIgICgoSLsEQr2AgAD88ssvePXVV/Hxxx+jY8eOWL16tXbJBAAYO3Ysbty4gblz5yI3NxcRERHYuXNng4nqRERE1HJsZJbo4mGP1LwSnM4sxoiepjX1RiL8dR0BahEqlQqOjo5QKpVwcHAQuxwiIiKz9Prm09h88jqm3ROEWSO6tfj7Nefzu00vm0BERERtR5ivEwCY5MR0BioiIiIyC2EdHAHUTUw3tQE2BioiIiIyC8He9rCykKC4vAaZhRVil6ODgYqIiIjMgtzSAt296+YynTax5RMYqIiIiMhshHWsG/Y7m2Va86gYqIiIiMhs1C/waWr39GOgIiIiIrMRfitQpWQpodaYzsR0BioiIiIyG53dbWFtZYGyajWu3igVuxwtBioiIiIyG5YWUoR0qJ+YbjrzqBioiIiIyKyE/WXYz1QwUBEREZFZ6elT10N1LpuBioiIiEgvIbdWTD+frYLGRCamM1ARERGRWQl0s4XcUoqyajXSb5aJXQ4ABioiIiIyM5YWUgR71w/7qUSupg4DFREREZmdkFvzqFJMZB4VAxURERGZnZ4+f86jMgUMVERERGR26teiSslSQhDEn5jOQEVERERmp6unPSykEhSV1yBHWSl2OQxUREREZH4UVhbo4mEHwDQmpjNQERERkVmqn0dlCiumM1ARERGRWfpzxXT2UBERERHppT5QnTeBpRMYqIiIiMgs9bgVqLKVlSgsqxa1FgYqIiIiMkv2Civ4u9oAEP9GyQxUREREZLbqJ6aLPY+KgYqIiIjMVs8ODpBbSlFSWSNqHRLBFJYXbeNUKhUcHR2hVCrh4OAgdjlERERtRkW1GlYWElhaGL+PqDmf35ZGf3ciIiKiVmItsxC7BAAc8iMiIiIyGAMVERERkYEYqIiIiIgMxEBFREREZCAGKiIiIiIDMVARERERGYiBioiIiMhADFREREREBmKgIiIiIjIQAxURERGRgRioiIiIiAzEQEVERERkIAYqIiIiIgNZil1AeyAIAgBApVKJXAkRERE1Vf3ndv3n+J0wULWCkpISAICvr6/IlRAREVFzlZSUwNHR8Y5tJEJTYhcZRKPRIDs7G/b29pBIJEY9tkqlgq+vLzIzM+Hg4GDUY7c1vFZNx2vVPLxeTcdr1Ty8Xk3XEtdKEASUlJTAx8cHUumdZ0mxh6oVSKVSdOzYsUXfw8HBgX/ZmojXqul4rZqH16vpeK2ah9er6Yx9re7WM1WPk9KJiIiIDMRARURERGQgBiozJ5fLMW/ePMjlcrFLMXm8Vk3Ha9U8vF5Nx2vVPLxeTSf2teKkdCIiIiIDsYeKiIiIyEAMVEREREQGYqAiIiIiMhADFREREZGBGKjM2PLly+Hv7w+FQoGoqCgcO3ZM7JJa3bvvvguJRKLzCA4O1u6vrKzE1KlT4erqCjs7Ozz66KPIy8vTOUZGRgYeeOAB2NjYwMPDA6+//jpqa2tb+1SMbv/+/Rg1ahR8fHwgkUiwdetWnf2CIGDu3Lnw9vaGtbU1YmNjcenSJZ02hYWFeOqpp+Dg4AAnJyc8//zzKC0t1Wlz5swZDBo0CAqFAr6+vliyZElLn1qLuNv1mjBhQoPftfvuu0+nTXu5XosWLULfvn1hb28PDw8PjBkzBqmpqTptjPV3b9++fejduzfkcjmCgoKwbt26lj49o2rKtRo6dGiD363JkyfrtGkP1woAVqxYgbCwMO3inNHR0dixY4d2v0n/XglkljZu3CjIZDJhzZo1wrlz54RJkyYJTk5OQl5entiltap58+YJPXv2FHJycrSPGzduaPdPnjxZ8PX1FRISEoQTJ04I/fv3F2JiYrT7a2trhZCQECE2NlZISkoStm/fLri5uQlz5swR43SMavv27cJbb70l/PDDDwIA4ccff9TZv3jxYsHR0VHYunWrcPr0aWH06NFCQECAUFFRoW1z3333CeHh4cKRI0eEAwcOCEFBQcK4ceO0+5VKpeDp6Sk89dRTQkpKirBhwwbB2tpa+O9//9tap2k0d7te48ePF+677z6d37XCwkKdNu3lesXFxQlr164VUlJShOTkZOH+++8XOnXqJJSWlmrbGOPv3tWrVwUbGxshPj5eOH/+vPDpp58KFhYWws6dO1v1fA3RlGs1ZMgQYdKkSTq/W0qlUru/vVwrQRCEn3/+Wfjll1+EP/74Q0hNTRX++c9/ClZWVkJKSoogCKb9e8VAZab69esnTJ06VftcrVYLPj4+wqJFi0SsqvXNmzdPCA8Pb3RfcXGxYGVlJWzevFm77cKFCwIAITExURCEug9RqVQq5ObmatusWLFCcHBwEKqqqlq09tb094Cg0WgELy8v4YMPPtBuKy4uFuRyubBhwwZBEATh/PnzAgDh+PHj2jY7duwQJBKJkJWVJQiCIHz++eeCs7OzzrV68803hW7durXwGbWs2wWqhx566Lavac/XKz8/XwAg/P7774IgGO/v3htvvCH07NlT573Gjh0rxMXFtfQptZi/XytBqAtUM2bMuO1r2uu1qufs7CysXr3a5H+vOORnhqqrq3Hy5EnExsZqt0mlUsTGxiIxMVHEysRx6dIl+Pj4IDAwEE899RQyMjIAACdPnkRNTY3OdQoODkanTp201ykxMRGhoaHw9PTUtomLi4NKpcK5c+da90RaUVpaGnJzc3WujaOjI6KionSujZOTE/r06aNtExsbC6lUiqNHj2rbDB48GDKZTNsmLi4OqampKCoqaqWzaT379u2Dh4cHunXrhilTpuDmzZvafe35eimVSgCAi4sLAOP93UtMTNQ5Rn0bc/537u/Xqt4333wDNzc3hISEYM6cOSgvL9fua6/XSq1WY+PGjSgrK0N0dLTJ/17x5shmqKCgAGq1WucXBgA8PT1x8eJFkaoSR1RUFNatW4du3bohJycH8+fPx6BBg5CSkoLc3FzIZDI4OTnpvMbT0xO5ubkAgNzc3EavY/2+tqr+3Bo7979eGw8PD539lpaWcHFx0WkTEBDQ4Bj1+5ydnVukfjHcd999eOSRRxAQEIArV67gn//8J0aOHInExERYWFi02+ul0Wgwc+ZMDBgwACEhIQBgtL97t2ujUqlQUVEBa2vrljilFtPYtQKAJ598En5+fvDx8cGZM2fw5ptvIjU1FT/88AOA9netzp49i+joaFRWVsLOzg4//vgjevTogeTkZJP+vWKgIrM2cuRI7c9hYWGIioqCn58fvvvuO7P6B4RM3z/+8Q/tz6GhoQgLC0Pnzp2xb98+DB8+XMTKxDV16lSkpKTg4MGDYpdi8m53rV588UXtz6GhofD29sbw4cNx5coVdO7cubXLFF23bt2QnJwMpVKJ77//HuPHj8fvv/8udll3xSE/M+Tm5gYLC4sG32zIy8uDl5eXSFWZBicnJ3Tt2hWXL1+Gl5cXqqurUVxcrNPmr9fJy8ur0etYv6+tqj+3O/0OeXl5IT8/X2d/bW0tCgsL2/31A4DAwEC4ubnh8uXLANrn9XrllVewbds27N27Fx07dtRuN9bfvdu1cXBwMLv/YbrdtWpMVFQUAOj8brWnayWTyRAUFITIyEgsWrQI4eHh+Pjjj03+94qBygzJZDJERkYiISFBu02j0SAhIQHR0dEiVia+0tJSXLlyBd7e3oiMjISVlZXOdUpNTUVGRob2OkVHR+Ps2bM6H4S7d++Gg4MDevTo0er1t5aAgAB4eXnpXBuVSoWjR4/qXJvi4mKcPHlS22bPnj3QaDTaf/Cjo6Oxf/9+1NTUaNvs3r0b3bp1M8vhq+a4fv06bt68CW9vbwDt63oJgoBXXnkFP/74I/bs2dNgGNNYf/eio6N1jlHfxpz+nbvbtWpMcnIyAOj8brWHa3U7Go0GVVVVpv97ZdCUdhLNxo0bBblcLqxbt044f/688OKLLwpOTk4632xoD2bNmiXs27dPSEtLEw4dOiTExsYKbm5uQn5+viAIdV+x7dSpk7Bnzx7hxIkTQnR0tBAdHa19ff1XbEeMGCEkJycLO3fuFNzd3dvEsgklJSVCUlKSkJSUJAAQli5dKiQlJQnXrl0TBKFu2QQnJyfhp59+Es6cOSM89NBDjS6b0KtXL+Ho0aPCwYMHhS5duugsA1BcXCx4enoKzzzzjJCSkiJs3LhRsLGxMbtlAAThzterpKREeO2114TExEQhLS1N+O2334TevXsLXbp0ESorK7XHaC/Xa8qUKYKjo6Owb98+na/6l5eXa9sY4+9e/dfbX3/9deHChQvC8uXLzW4pgLtdq8uXLwsLFiwQTpw4IaSlpQk//fSTEBgYKAwePFh7jPZyrQRBEGbPni38/vvvQlpamnDmzBlh9uzZgkQiEX799VdBEEz794qByox9+umnQqdOnQSZTCb069dPOHLkiNgltbqxY8cK3t7egkwmEzp06CCMHTtWuHz5snZ/RUWF8PLLLwvOzs6CjY2N8PDDDws5OTk6x0hPTxdGjhwpWFtbC25ubsKsWbOEmpqa1j4Vo9u7d68AoMFj/PjxgiDULZ3wzjvvCJ6enoJcLheGDx8upKam6hzj5s2bwrhx4wQ7OzvBwcFBmDhxolBSUqLT5vTp08LAgQMFuVwudOjQQVi8eHFrnaJR3el6lZeXCyNGjBDc3d0FKysrwc/PT5g0aVKD/4FpL9ersesEQFi7dq22jbH+7u3du1eIiIgQZDKZEBgYqPMe5uBu1yojI0MYPHiw4OLiIsjlciEoKEh4/fXXddahEoT2ca0EQRCee+45wc/PT5DJZIK7u7swfPhwbZgSBNP+vZIIgiAY1sdFRERE1L5xDhURERGRgRioiIiIiAzEQEVERERkIAYqIiIiIgMxUBEREREZiIGKiIiIyEAMVEREREQGYqAiIiIiMhADFRG1eenp6ZBIJNp7pJmCixcvon///lAoFIiIiBC7HCIyEAMVEbW4CRMmQCKRYPHixTrbt27dColEIlJV4po3bx5sbW2Rmpra4Eat9YYOHYqZM2e2bmFEpBcGKiJqFQqFAu+//z6KiorELsVoqqur9X7tlStXMHDgQPj5+cHV1dWIVTVkSJ1E1DQMVETUKmJjY+Hl5YVFixbdts27777bYPhr2bJl8Pf31z6fMGECxowZg/feew+enp5wcnLCggULUFtbi9dffx0uLi7o2LEj1q5d2+D4Fy9eRExMDBQKBUJCQvD777/r7E9JScHIkSNhZ2cHT09PPPPMMygoKNDuHzp0KF555RXMnDkTbm5uiIuLa/Q8NBoNFixYgI4dO0IulyMiIgI7d+7U7pdIJDh58iQWLFgAiUSCd999t8ExJkyYgN9//x0ff/wxJBIJJBIJ0tPTsW7dOjg5Oem0/XtPX/11XL16NQICAqBQKLTvu3r1ajz88MOwsbFBly5d8PPPP2tfV1RUhKeeegru7u6wtrZGly5dGr2ORNQQAxURtQoLCwu89957+PTTT3H9+nWDjrVnzx5kZ2dj//79WLp0KebNm4cHH3wQzs7OOHr0KCZPnoyXXnqpwfu8/vrrmDVrFpKSkhAdHY1Ro0bh5s2bAIDi4mLcc8896NWrF06cOIGdO3ciLy8PTzzxhM4x1q9fD5lMhkOHDmHlypWN1vfxxx/jww8/xH/+8x+cOXMGcXFxGD16NC5dugQAyMnJQc+ePTFr1izk5OTgtddea/QY0dHRmDRpEnJycpCTkwNfX98mX6PLly9jy5Yt+OGHH3Tmjs2fPx9PPPEEzpw5g/vvvx9PPfUUCgsLAQDvvPMOzp8/jx07duDChQtYsWIF3NzcmvyeRO2aQETUwsaPHy889NBDgiAIQv/+/YXnnntOEARB+PHHH4W//jM0b948ITw8XOe1H330keDn56dzLD8/P0GtVmu3devWTRg0aJD2eW1trWBrayts2LBBEARBSEtLEwAIixcv1rapqakROnbsKLz//vuCIAjCv/71L2HEiBE6752ZmSkAEFJTUwVBEIQhQ4YIvXr1uuv5+vj4CAsXLtTZ1rdvX+Hll1/WPg8PDxfmzZt3x+MMGTJEmDFjhs62tWvXCo6OjjrbGruOVlZWQn5+vk47AMLbb7+tfV5aWioAEHbs2CEIgiCMGjVKmDhx4t1Oj4gawR4qImpV77//PtavX48LFy7ofYyePXtCKv3zny9PT0+EhoZqn1tYWMDV1RX5+fk6r4uOjtb+bGlpiT59+mjrOH36NPbu3Qs7OzvtIzg4GEDdfKd6kZGRd6xNpVIhOzsbAwYM0Nk+YMAAg865ufz8/ODu7t5ge1hYmPZnW1tbODg4aK/TlClTsHHjRkREROCNN97A4cOHW61eInPHQEVErWrw4MGIi4vDnDlzGuyTSqUQBEFnW01NTYN2VlZWOs8lEkmj2zQaTZPrKi0txahRo5CcnKzzuHTpEgYPHqxtZ2tr2+RjtoSmXqPb1Xmn6zRy5Ehcu3YNr776KrKzszF8+PBGhyOJqCEGKiJqdYsXL8b//vc/JCYm6mx3d3dHbm6uTmAw5tpRR44c0f5cW1uLkydPonv37gCA3r1749y5c/D390dQUJDOozkhysHBAT4+Pjh06JDO9kOHDqFHjx7Nqlcmk0GtVutsc3d3R0lJCcrKyrTbjHmN3N3dMX78eHz99ddYtmwZVq1aZbRjE7VlDFRE1OpCQ0Px1FNP4ZNPPtHZPnToUNy4cQNLlizBlStXsHz5cuzYscNo77t8+XL8+OOPuHjxIqZOnYqioiI899xzAICpU6eisLAQ48aNw/Hjx3HlyhXs2rULEydObBBq7ub111/H+++/j02bNiE1NRWzZ89GcnIyZsyY0azj+Pv74+jRo0hPT0dBQQE0Gg2ioqJgY2ODf/7zn7hy5Qq+/fZbrFu3rlnHvZ25c+fip59+wuXLl3Hu3Dls27ZNGziJ6M4YqIhIFAsWLGgwJNe9e3d8/vnnWL58OcLDw3Hs2DGjDjktXrwYixcvRnh4OA4ePIiff/5Z+y22+l4ltVqNESNGIDQ0FDNnzoSTk5POfK2mmD59OuLj4zFr1iyEhoZi586d+Pnnn9GlS5dmHee1116DhYUFevToAXd3d2RkZMDFxQVff/01tm/fjtDQUGzYsKHRZRf0IZPJMGfOHISFhWHw4MGwsLDAxo0bjXJsorZOIvx9MJ6IiIiImoU9VEREREQGYqAiIiIiMhADFREREZGBGKiIiIiIDMRARURERGQgBioiIiIiAzFQERERERmIgYqIiIjIQAxURERERAZioCIiIiIyEAMVERERkYH+H3OKN1pJmh9mAAAAAElFTkSuQmCC\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", show_objective=True)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "outputId": "4161dc25-5f50-45ab-f6da-453c1735958b",
+        "id": "CN2ibXpoEhxB"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## With DirectFeedback"
+      ],
+      "metadata": {
+        "id": "Ou7hW308D4z-"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "With `DirectFeedback`, it is possible to reduce the effective shunt impedance `Rs` seen by the beam to recover stability in the same conditions as before (1 A beam):"
+      ],
+      "metadata": {
+        "id": "RAmR_lJpLG4o"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from mbtrack2 import DirectFeedback"
+      ],
+      "metadata": {
+        "id": "kIh6V3Rx7uv0"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "I0 = 1.0\n",
+        "mybeam, MC, MCmon = restart(I0=I0, tot_turns=3000)\n",
+        "MC.init_phasor(mybeam)\n",
+        "beammon = BeamMonitor(ring.h, 10, 1, 300)"
+      ],
+      "metadata": {
+        "id": "uXnUVEHB8IUt"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "DFB = DirectFeedback(ring=ring, cav_res=MC, gain=[1.5, 2e4], sample_num=5, every=5, delay=0, DFB_gain=0.1, DFB_phase_shift=0, DFB_sample_num=1, DFB_every=1)\n",
+        "MC.feedback.append(DFB)"
+      ],
+      "metadata": {
+        "id": "yMlMqln6B4rP"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "MC.Rs*1e-6 # nominal shunt impedance in [Mohm]"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "y5cjYPWSLe4J",
+        "outputId": "39356f3e-53b7-4234-9146-214b36e7b9f1"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "20.0"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 84
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "DFB.DFB_Rs*1e-6 # effective shunt impedance in [Mohm]"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "dxusqle-HLew",
+        "outputId": "1b510cf9-5c96-472f-b105-de62af86be0a"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "19.61676229835558"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 85
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "With the effective shunt impedance, the 1 A beam should be stable:"
+      ],
+      "metadata": {
+        "id": "fxgIviDZLovv"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "MC.Rs = DFB.DFB_Rs\n",
+        "print(MC.is_DC_Robinson_stable(I0))\n",
+        "MC.Rs = 20e6"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "GC4NTxM-8KGC",
+        "outputId": "8901d500-b150-4f51-9e4b-9399bf2ab78f"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "True\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for i in tqdm(range(3000)):\n",
+        "  long.track(mybeam)\n",
+        "  rad.track(mybeam)\n",
+        "  MC.track(mybeam)\n",
+        "  MCmon.track(mybeam, MC)\n",
+        "  beammon.track(mybeam)\n",
+        "meanVc = np.mean(MC.cavity_phasor_record)\n",
+        "print(f\"\\n Residual error: amplitude {np.round((1-np.abs(meanVc)/MC.Vc)*100,3)} % & phase {np.round((1-np.angle(meanVc)/MC.theta)*100,3)} %\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "9873f20d-3c86-4769-8621-2d9511bb1980",
+        "id": "xaBgcSdG8IUt"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "100%|██████████| 3000/3000 [00:59<00:00, 50.71it/s]"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            " Residual error: amplitude -0.911 % & phase -0.34 %\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_beamdata(\"save.hdf5\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "NzuO2d5FDo7O",
+        "outputId": "7dc2afe9-0410-489c-e123-149895ac94d2"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = plot_cavitydata(\"save.hdf5\",\"MC\", show_objective=True)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "outputId": "c329a5b9-b17a-4ede-868d-078695c5b442",
+        "id": "kAIhJZxx8IUt"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/examples/mbtrack2_cavity_resonator.ipynb b/examples/mbtrack2_cavity_resonator.ipynb
index 14d1de8..94d9ac9 100644
--- a/examples/mbtrack2_cavity_resonator.ipynb
+++ b/examples/mbtrack2_cavity_resonator.ipynb
@@ -3,11 +3,9 @@
   "nbformat_minor": 0,
   "metadata": {
     "colab": {
-      "name": "mbtrack2_cavity_resonator.ipynb",
       "provenance": [],
-      "collapsed_sections": [],
       "toc_visible": true,
-      "authorship_tag": "ABX9TyMA6RhztmCNyfjelkdIdMGB",
+      "authorship_tag": "ABX9TyOm5fHBtug/d3SMEK1DtfNi",
       "include_colab_link": true
     },
     "kernelspec": {
@@ -50,6 +48,9 @@
         "\n",
         "  The implementation is based on an extention of [4] which is detailed in [3].\n",
         "\n",
+        "More advanced features of `CavityResonator`, including different kinds of RF loops and feedbacks, are described in this notebook:\n",
+        "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/GamelinAl/mbtrack2_examples/blob/main/mbtrack2_cavity_resonator.ipynb)\n",
+        "\n",
         "## Convention\n",
         "mbtrack2 uses the cosine convention for RF voltage.\n",
         "\n",
@@ -88,13 +89,13 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 1,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
         "id": "BKGTZA_EvtF6",
-        "outputId": "a5cb0407-90eb-4c0a-d828-1567955db123"
+        "outputId": "d2d1c5c2-8293-4ae6-9db0-3f57f4909268"
       },
       "outputs": [
         {
@@ -102,12 +103,12 @@
           "name": "stdout",
           "text": [
             "Cloning into 'mbtrack2'...\n",
-            "remote: Enumerating objects: 1220, done.\u001b[K\n",
-            "remote: Counting objects: 100% (195/195), done.\u001b[K\n",
-            "remote: Compressing objects: 100% (122/122), done.\u001b[K\n",
-            "remote: Total 1220 (delta 103), reused 144 (delta 70), pack-reused 1025\u001b[K\n",
-            "Receiving objects: 100% (1220/1220), 504.23 KiB | 490.00 KiB/s, done.\n",
-            "Resolving deltas: 100% (807/807), done.\n"
+            "remote: Enumerating objects: 1629, done.\u001b[K\n",
+            "remote: Counting objects: 100% (311/311), done.\u001b[K\n",
+            "remote: Compressing objects: 100% (181/181), done.\u001b[K\n",
+            "remote: Total 1629 (delta 182), reused 212 (delta 130), pack-reused 1318\u001b[K\n",
+            "Receiving objects: 100% (1629/1629), 1.88 MiB | 2.24 MiB/s, done.\n",
+            "Resolving deltas: 100% (1091/1091), done.\n"
           ]
         }
       ],
@@ -125,9 +126,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "aIwNdoXlVDus",
-        "outputId": "3ef6b058-44ba-4be8-a254-3b24c6a3251a"
+        "outputId": "6cfb7ede-b04e-46ad-856b-93b94deb22e9"
       },
-      "execution_count": 2,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -157,7 +158,7 @@
       "metadata": {
         "id": "ewMLyHDOslSD"
       },
-      "execution_count": 3,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -179,7 +180,7 @@
       "metadata": {
         "id": "GH7V8wmmxH4i"
       },
-      "execution_count": 4,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -188,26 +189,26 @@
         "local_beta = np.array([3, 2]) # Beta function at the tracking location.\n",
         "local_alpha = np.array([0, 0]) # Alpha function at the tracking location.\n",
         "local_dispersion = np.array([0, 0, 0, 0]) # Dispersion function and its derivative at the tracking location.\n",
-        "optics = Optics(local_beta=local_beta, local_alpha=local_alpha, \n",
+        "optics = Optics(local_beta=local_beta, local_alpha=local_alpha,\n",
         "                  local_dispersion=local_dispersion)"
       ],
       "metadata": {
         "id": "yY9Fh3JR1rQy"
       },
-      "execution_count": 5,
+      "execution_count": null,
       "outputs": []
     },
     {
       "cell_type": "code",
       "source": [
-        "ring = Synchrotron(h=h, optics=optics, particle=particle, L=L, E0=E0, ac=ac, \n",
-        "                   U0=U0, tau=tau, emit=emit, tune=tune, \n",
+        "ring = Synchrotron(h=h, optics=optics, particle=particle, L=L, E0=E0, ac=ac,\n",
+        "                   U0=U0, tau=tau, emit=emit, tune=tune,\n",
         "                   sigma_delta=sigma_delta, sigma_0=sigma_0, chro=chro)"
       ],
       "metadata": {
         "id": "WiPq6SDLvbjC"
       },
-      "execution_count": 6,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -227,7 +228,7 @@
       "metadata": {
         "id": "Vcy-pUOYTwp4"
       },
-      "execution_count": 7,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -244,12 +245,12 @@
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 296
+          "height": 466
         },
         "id": "T2Gu7M1XTzSc",
-        "outputId": "4e2af484-26fe-4d32-a931-334a4a531b0a"
+        "outputId": "cba53b56-05d1-477c-bbd2-36299129201d"
       },
-      "execution_count": 8,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -262,13 +263,11 @@
           "output_type": "display_data",
           "data": {
             "text/plain": [
-              "<Figure size 432x288 with 1 Axes>"
+              "<Figure size 640x480 with 1 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
-          "metadata": {
-            "needs_background": "light"
-          }
+          "metadata": {}
         }
       ]
     },
@@ -298,7 +297,7 @@
       "metadata": {
         "id": "_Un3rKy7PFWT"
       },
-      "execution_count": 9,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -312,7 +311,7 @@
       "metadata": {
         "id": "W3yPFAXfPJUr"
       },
-      "execution_count": 10,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -338,18 +337,17 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "NnUmubbnUyGJ",
-        "outputId": "9b415b2b-6a05-4149-9bab-fee02ce6e9f6"
+        "outputId": "d956f844-891a-4da6-ff46-ecb92e696273"
       },
-      "execution_count": 11,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
           "name": "stdout",
           "text": [
-            "[ 1.20522562e-03  1.76311136e-03  6.51753700e-04  1.52165331e-04\n",
-            " -3.35149950e-05]\n",
-            "[1.33647336e-03 1.89757505e-03 7.84044458e-04 2.84614540e-04\n",
-            " 9.77255040e-05]\n"
+            "[ 6.30935783e-04  1.85770969e-05  1.04912102e-03 -1.62874235e-03\n",
+            "  4.16169410e-04]\n",
+            "[ 0.00076549  0.00014476  0.00118558 -0.00149344  0.00054759]\n"
           ]
         }
       ]
@@ -379,7 +377,7 @@
       "metadata": {
         "id": "f2hjNnrzoYi8"
       },
-      "execution_count": 12,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -395,7 +393,7 @@
       "cell_type": "code",
       "source": [
         "m = 1 # Harmonic number of the cavity\n",
-        "Rs = 5e6 # Shunt impedance of the cavity in [Ohm], defined as 0.5*Vc*Vc/Pc.         \n",
+        "Rs = 5e6 # Shunt impedance of the cavity in [Ohm], defined as 0.5*Vc*Vc/Pc.\n",
         "         # If Ncav = 1, used for the total shunt impedance.\n",
         "         # If Ncav > 1, used for the shunt impedance per cavity.\n",
         "Q = 35e3 # Quality factor of the cavity.\n",
@@ -407,7 +405,7 @@
       "metadata": {
         "id": "ebAW1aY_rCR0"
       },
-      "execution_count": 13,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -433,9 +431,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "f_XRdEeutedr",
-        "outputId": "5adf576e-b436-4a6f-9c0a-515e707e6815"
+        "outputId": "51bb3ad7-865f-4354-c691-1692fea54e24"
       },
-      "execution_count": 14,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -481,7 +479,7 @@
       "metadata": {
         "id": "oCn2lTk6rUtr"
       },
-      "execution_count": 15,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -511,9 +509,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "jqbtSTJ6s4Ge",
-        "outputId": "95c5c6d8-9194-4ffc-9151-97107e089113"
+        "outputId": "4ca6d5ba-1e3c-410c-e45a-5aaf7387c3cb"
       },
-      "execution_count": 16,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -546,31 +544,29 @@
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 286
+          "height": 459
         },
         "id": "Ypdhc4McFwXa",
-        "outputId": "05cd2445-2428-439b-fa3a-64612124c677"
+        "outputId": "1530c97c-6e2d-49e8-b1c9-a444beda9477"
       },
-      "execution_count": 17,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
             "text/plain": [
-              "<Figure size 432x288 with 1 Axes>"
+              "<Figure size 640x480 with 1 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
-          "metadata": {
-            "needs_background": "light"
-          }
+          "metadata": {}
         }
       ]
     },
     {
       "cell_type": "markdown",
       "source": [
-        "The power dissipated in the walls, transmitted to the beam and reflected can be computed: "
+        "The power dissipated in the walls, transmitted to the beam and reflected can be computed:"
       ],
       "metadata": {
         "id": "3pvaDaiSIDgH"
@@ -588,9 +584,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "ZQNoawSrIDyA",
-        "outputId": "d535a366-53f3-46c6-9d06-8e4095734db2"
+        "outputId": "fa936c10-5a9b-4f36-d616-deb4f6a8daee"
       },
-      "execution_count": 18,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -628,9 +624,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "VCeGDP9eJOWT",
-        "outputId": "504ab39d-b7d0-47ff-c0e1-7d27be94fbf3"
+        "outputId": "97d6bb4e-dee9-43ef-eda5-b77088ac133f"
       },
-      "execution_count": 19,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -661,9 +657,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "PdZ8GmWxLrVi",
-        "outputId": "a87fa8d7-b355-4a8a-b999-58c8e041825e"
+        "outputId": "207e8971-15d6-4b30-a1e5-7e22fa43e817"
       },
-      "execution_count": 20,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -689,12 +685,12 @@
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 330
+          "height": 507
         },
         "id": "yOhFgjdFLrSi",
-        "outputId": "e74cf61b-6878-4497-f11a-af89fbb7056e"
+        "outputId": "b79d7e8e-c547-4b36-b913-3c920a876431"
       },
-      "execution_count": 21,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -707,7 +703,7 @@
           "output_type": "execute_result",
           "data": {
             "text/plain": [
-              "<matplotlib.legend.Legend at 0x7f34796706d0>"
+              "<matplotlib.legend.Legend at 0x7f86cf0196f0>"
             ]
           },
           "metadata": {},
@@ -717,13 +713,11 @@
           "output_type": "display_data",
           "data": {
             "text/plain": [
-              "<Figure size 432x288 with 1 Axes>"
+              "<Figure size 640x480 with 1 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
-          "metadata": {
-            "needs_background": "light"
-          }
+          "metadata": {}
         }
       ]
     },
@@ -739,20 +733,20 @@
     {
       "cell_type": "markdown",
       "source": [
-        "Tracking using the `CavityResonator` class is based on the `cavity_phasor` which is the phasor sum of: \n",
+        "Tracking using the `CavityResonator` class is based on the `cavity_phasor` which is the phasor sum of:\n",
         "+ the `generator_phasor` which is fixed by the generator voltage `Vg` and phase `theta_g` attributes:\n",
         "\n",
         "$$\\tilde{V}_{g} = V_{g} e^{j(m \\omega_{1} \\tau + \\theta_{g})}$$\n",
         "\n",
-        "+ the `beam_phasor` which evolves dynamically at each call of the `track` method depending on the macro-particle positions and charges. \n",
+        "+ the `beam_phasor` which evolves dynamically at each call of the `track` method depending on the macro-particle positions and charges.\n",
         "\n",
-        "The beam phasor $\\tilde{V}_b$ is built up by the successive passages of the different particles inside the cavity. Each bunch is binned longitudinally and when a bin of charged particle goes through the RF cavity, it induces a voltage \n",
+        "The beam phasor $\\tilde{V}_b$ is built up by the successive passages of the different particles inside the cavity. Each bunch is binned longitudinally and when a bin of charged particle goes through the RF cavity, it induces a voltage\n",
         "\n",
         "$$\\tilde{V}_0 = -2 k_l q_{mp} N_{mp}$$\n",
         "\n",
         "Where $k_l$ is the cavity loss factor, $q_{mp}$ is the macroparticle charge, and $N_{mp}$ is the number of macropartiles in the bin.\n",
         "\n",
-        "The voltage induced by the different particles crossing the cavity between time $t$ and time $t + \\Delta t$ is added to the voltage $\\tilde{V}_{b} (t)$ already present in the cavity at time $t$: \n",
+        "The voltage induced by the different particles crossing the cavity between time $t$ and time $t + \\Delta t$ is added to the voltage $\\tilde{V}_{b} (t)$ already present in the cavity at time $t$:\n",
         "\n",
         "$$\n",
         "\\tilde{V}_{b} (t + \\Delta t) = \\tilde{V}_{b} (t) e^{-\\frac{\\Delta t}{\\tau_l}}  e^{j\\delta_l \\Delta t} + \\tilde{V}_0 = \\tilde{V}_{b} (t) e^{-\\frac{\\Delta t}{\\tau_l}}  e^{j\\delta_l \\Delta t} -2 k_l q_M\n",
@@ -783,9 +777,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "BwnJdmllhV1h",
-        "outputId": "ab1cf8a5-ab7f-456a-d270-8ef271eb9d31"
+        "outputId": "9ace34d2-aba9-43e6-bb66-dc6ad6d3395c"
       },
-      "execution_count": 22,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -824,18 +818,18 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "PLyRKsWxhiWP",
-        "outputId": "29a66409-ded8-46b6-ee83-d648d6413f74"
+        "outputId": "8272b139-b93d-4230-ac6c-93202f4a8968"
       },
-      "execution_count": 23,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
           "name": "stdout",
           "text": [
-            "[-283882.30559414+933000.62947621j]\n",
-            "[201831.98011998+979657.57695804j]\n",
-            "[1000232.53110987]\n",
-            "[1.3676162]\n"
+            "[-283883.46892953+933000.63156325j]\n",
+            "[201830.81678459+979657.57904508j]\n",
+            "[1000232.29841092]\n",
+            "[1.36761734]\n"
           ]
         }
       ]
@@ -860,9 +854,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "Y4IpK8W4mnPz",
-        "outputId": "f384d39b-23d9-435b-8608-af2c941979eb"
+        "outputId": "545a3716-612e-4abd-ae4f-404a10113743"
       },
-      "execution_count": 24,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -897,19 +891,18 @@
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "outputId": "46228a19-6dbb-49c6-e00b-441872887bed"
+        "outputId": "417891de-d6de-4d8b-a9ef-b0d235b83fe2"
       },
-      "execution_count": 25,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
           "name": "stdout",
           "text": [
-            "[1.33647336e-03 1.89757505e-03 7.84044458e-04 2.84614540e-04\n",
-            " 9.77255040e-05]\n",
-            "[-283882.30559414+933000.62947621j]\n",
-            "[0.00146846 0.00203297 0.00091688 0.00041788 0.00022971]\n",
-            "[-283882.44260185+932992.51793543j]\n"
+            "[ 0.00076549  0.00014476  0.00118558 -0.00149344  0.00054759]\n",
+            "[-283883.46892953+933000.63156325j]\n",
+            "[ 0.00090082  0.00027107  0.0013232  -0.00135713  0.00067958]\n",
+            "[-283883.56168717+932993.66729763j]\n"
           ]
         }
       ]
@@ -935,24 +928,24 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "FDPJPsHHWY94",
-        "outputId": "f8b73377-d567-45e2-bd5b-afb1001d48bf"
+        "outputId": "7aedb0a7-f06a-43cb-d793-a4017d8f76a3"
       },
-      "execution_count": 26,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
           "data": {
             "text/plain": [
-              "array([200037.31667075+979657.16226983j, 200036.82879942+979655.55794461j,\n",
-              "       200036.336377  +979653.53253812j, 200035.84121557+979651.68011003j,\n",
-              "       200035.34535906+979649.2747904j , 198240.18216087+979646.12905325j,\n",
-              "       196445.98065904+979646.95514253j, 196447.41531759+979651.11397033j,\n",
-              "       196448.85113139+979655.04202474j, 196450.29357427+979659.76965315j,\n",
-              "       198246.40947954+979664.5750912j , 200041.56427246+979666.22084529j,\n",
-              "       200041.08955522+979664.68071169j, 200040.61093979+979663.13237267j,\n",
-              "       200040.12864363+979661.45252075j, 200039.64530716+979659.65332078j,\n",
-              "       200039.16037969+979657.00292416j, 200038.67084469+979654.86888765j,\n",
-              "       200038.17663805+979652.69546606j, 200037.6791925 +979650.96088574j])"
+              "array([200036.15208512+979657.38497534j, 200035.66739687+979655.84112697j,\n",
+              "       200035.17760907+979653.80141957j, 200034.68246341+979652.31199819j,\n",
+              "       200034.18718513+979650.29995926j, 198239.02581783+979647.78612658j,\n",
+              "       196444.82944756+979648.55556845j, 196446.26204388+979652.3585456j ,\n",
+              "       196447.70261996+979657.0909942j , 196449.15126411+979661.20675296j,\n",
+              "       198245.27031205+979666.01342313j, 200040.42824809+979667.66040315j,\n",
+              "       200039.95505622+979666.04782213j, 200039.48039337+979664.5148787j ,\n",
+              "       200039.00555869+979662.21766757j, 200038.52380292+979659.4067355j ,\n",
+              "       200038.03692367+979656.92114933j, 200037.54507254+979655.36000134j,\n",
+              "       200037.05063212+979653.79945364j, 200036.55748377+979652.10889599j])"
             ]
           },
           "metadata": {},
@@ -983,7 +976,7 @@
       "cell_type": "code",
       "source": [
         "m = 4 # Harmonic number of the cavity\n",
-        "Rs = 4.5e9 # Shunt impedance of the cavity in [Ohm], defined as 0.5*Vc*Vc/Pc.         \n",
+        "Rs = 4.5e9 # Shunt impedance of the cavity in [Ohm], defined as 0.5*Vc*Vc/Pc.\n",
         "           # If Ncav = 1, used for the total shunt impedance.\n",
         "           # If Ncav > 1, used for the shunt impedance per cavity.\n",
         "Q = 1e8 # Quality factor of the cavity.\n",
@@ -994,7 +987,7 @@
       "metadata": {
         "id": "_qCp81Zo1n-u"
       },
-      "execution_count": 27,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1016,9 +1009,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "-nWBy0b42FpF",
-        "outputId": "e260bb1e-e4c1-424f-9c0d-0fad37e88870"
+        "outputId": "1500a99d-b6ee-4619-d573-973a614a649a"
       },
-      "execution_count": 28,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -1050,7 +1043,7 @@
       "metadata": {
         "id": "QiSFXSAZ2B4u"
       },
-      "execution_count": 29,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1166,7 +1159,7 @@
       "metadata": {
         "id": "CHF_GzVC5KQD"
       },
-      "execution_count": 30,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1186,7 +1179,7 @@
       "metadata": {
         "id": "yN07pCXd5G6q"
       },
-      "execution_count": 31,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1214,7 +1207,7 @@
       "metadata": {
         "id": "tywlUGCoKguV"
       },
-      "execution_count": 32,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1234,24 +1227,22 @@
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 290
+          "height": 465
         },
         "id": "wL7jVkvMLVzL",
-        "outputId": "223443cc-5c04-4d47-d130-98f37fd006e0"
+        "outputId": "9a8e8ff0-945c-4605-9343-9b85b1d465b3"
       },
-      "execution_count": 33,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
             "text/plain": [
-              "<Figure size 432x288 with 2 Axes>"
+              "<Figure size 640x480 with 2 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
-          "metadata": {
-            "needs_background": "light"
-          }
+          "metadata": {}
         }
       ]
     },
@@ -1263,53 +1254,49 @@
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 290
+          "height": 465
         },
         "id": "fRGflKdSLuvk",
-        "outputId": "4a84314d-9e68-410f-db37-a7d4abe975d2"
+        "outputId": "dd824d08-3c06-414c-9fd2-54e7fbe2b2f7"
       },
-      "execution_count": 34,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
             "text/plain": [
-              "<Figure size 432x288 with 2 Axes>"
+              "<Figure size 640x480 with 2 Axes>"
             ],
-            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdUAAAERCAYAAAAtwD1VAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydeZhV1ZW33wVVQInMICCgTAXUrRJRUWOitlPUtm2RiAJxwLltNbaxk44m+Rww3Wp3P22iJipxTohgG1E6agwaHNLtAFFE6hajlArKICAzWAXr+2PvU3Xr1h3OrbpDDet9nvPUPfvsvc6+B73rrL1/e21RVQzDMAzDaD4dCt0BwzAMw2grmFM1DMMwjCxhTtUwDMMwsoQ5VcMwDMPIEuZUDcMwDCNLmFM1DMMwjCxhTrUZiMj5IlIpIvtFZHyh+2MYhmEUFnOqIRGRk0TkibjiJcB3gDfz3yPDMAyjpVFU6A60ZlS1CkBECt0VwzAMowVgkaphGIZhZAmLVNMgIu8CnYEDgd4isshf+pGqvlK4nhmGYRgtDXOqaVDVY8HNqQKXquqlBe2QYRiG0WKx4V/DMAzDyBLmVJuBiEwUkTXAccCLImLDwYZhGO0Ysa3fDMMwDCM7WKRqGIZh5BUReUxENojIkiTXJ4jIYhFZJCILReR4X36yLwuOPSJyrr/2qIh86Ns9KyIH+vLOIjJbRFaKyLsiMjSn380i1eR06NBBS0pKCt0NwzCMVsWuXbtUVZMGbSJyIrADeEpVKxJcPxDYqaoqImOBZ1R1TFyd3sBKYLCq7hKR7qq6zV/7L2CDqt4tItcCY1X1GhGZAkxU1clZ+7JxmPo3BSUlJezcubPQ3TAMw2hViMjuVNdV9c1UEaOq7og57Qokiv4mAS+r6i7fJnCoApTEtJkA3O4/Pws8ICKiOYoobfjXMAzDyDZFftg2OK7O1IAXgi4FXgQuT1BlCvB0XJvHgXXAGOB+XzwI+AxAVWuBrUCfTPsTFnOqhmEYRrapVdXxMceMTA2o6hw/5HsucGfsNREZCBwGvBLX5jLgYKAKyNkQbyrMqRqGYRgtFlV9ExguIn1jii8A5qhqTYL6+4BZwHm+aC0wBEBEioAewKZc9begTlVEzhSRZV6VdXOC60lVWyJyiy9fJiJnpLMpIjN9+RKvPCvO9fczDMMwMkdERvq5UUTkSFyq2FhHOJWYoV9xjAw+A+cAS/3lucA0/3kS8OdczadCAYVKItIR+CXwbWANsEBE5qpqNKbaFcAWVR3pVVv3AJNFJIIbTy/Hhfqvisgo3yaZzZnARb7O74ArgQdz+iUNwzCMRojI08BJQF+fQOc2oBhAVR/CRZmXiEgNsBuYHDhCH1wNAd6INQk8KSLd/ecPgX/01x4FfiMiK4HNON+RMwqp/j0GWKmqHwOIyCycSivWqSZUbfnyWaq6F1jtH9Yxvl5Cm6r6UmBURN4DBufqixmGYRjJUdWpaa7fgwuiEl2rxomPYsv2A99KUn8PcH6TOtoECjn8W6fI8qwh7kGRXLWVrG1am37Y92Lgj4k6JSJXB4q12traDL+SYRiG0Z5pj+tUfwW8qapvJbroVWozALp27WqZMVohNTXw85/D9u0g4g6o/5xpWXOPeJthzktK4OyzoVOn/DyzBqjCL38JGzdChw4Nj44dG5clO8I+kGRHx46Nj6Ki8GXFxe4Bxh4dOxbggRrtiUI61TpFlmewL0tUZ02caitV26Q2ReQ2oB/wD1nov9FCef11+Jd/KXQvms/MmfDd7xbgxpWV8L3vFeDGeaBDh8aOtlOn5A449gheKhKdx18LHHv8UVwcvjzdfWJfchKVxdoI8zl44TGaRSGd6gKgVESG4RzfFCD+JyRQbb1NjGpLROYCv/OpqA4GSoH3cBPUCW2KyJXAGcCpfvzdaKNE/az8unXQv78LvMD9jT3CljXnCHOP+PN9++Dww+Gjj/LzvBpRWen+LloEhx0G+/dnfuzbF/6BJDv27Wt81NaGK6+tdcfXX2d+1NTA3r3Oztdfu7/BdwqOdOfx/QiOlkyscy4qgptugjvuKHSvWh0Fc6qqWisi1+MW73YEHlPVShGZDixU1bkkUW35es/gRE21wHV+bRKJbPpbPgR8ArztldrPqer0PH1dI49UVUHv3nDQQe48dsSxtVBaWv9ykHcqK90P7OjR9UO5RvMJXhRinWxNTWPHG5THO+tEn5NdD85jXzYy/Xz00YV+Yq0SS6ifgq5du6rl/m19nHii+z35y18K3ZOmc/758OGHsHx5AW4+aRIsXlygmxttARHZpapdC92PQmCvoEabIxqFSKTQvWgeZWWwahXs2VOAm0ejUF5egBsbRuunPap/c8+8eU4pk0rpGLY8OM/0b6CeTCR+CFNWVARdujgZakkJHHBA/edkxwEHOMFFAcdZN26ETZucU2rNRCIu2l6xwk1r5o2vv3Y3nTgxjzc1jLaDOdVcUFICQ7wIOROxRnx5cJ6uPNHf2PmV+PmaRGWx5fv2Nf27d+jgvn/fvk6GO3Ro0201gWAesi1EquC+T16d6ooV7r+B1v4ADaNAmFPNBccf747Wiqr7Yd2zB3btgt27wx1B3Y0bYcYMeOutvDvVqir3t7X7hFGj3PtJ8H3yRvBWYsO/htEkzKkajRFxw7jFxdCtW+bta2rg8cfrl2bkkWgUDjwQBrfyJJQlJTBsWAEUwLHKX8MwMsaESkb2KS52P8oFWBNSVeWGTlvT8plkRCIFeITRKAwf7ry6YRgZY07VyA2RSMEi1dYuUgooK3OrWvKaM6CysvWPnRtGATGnauSG8nJYvdrNs+aJrVvh88/bjk+IRNxI+qpVebphTY3z4m3lARpGATCnauSGSMQJnpYuTV83SwSinrYUqUIexUorV7qw2ERKhtFkzKkauSH4Yc7jpGBbWU4TELusJi8Ew/Vt5QEaRgEwp2rkhpEjXQKJPM6rVlVB585ONdsW6NbNLXfOW6QajTqF15gxebqhYbQ9zKkauaG42C22zHOkOnp029oys6wsz5HqsGEuM5ZhGE3CnKqRO8rL8x6ptrWRy0jETUvvz8dmhW0habJhFBhzqkbuiETg449dlqUcs2sXVFe3HZFSQFmZ+26ffprjG9XWwrJlJlIy8oKIPCYiG0RkSZLrE0RksYgsEpGFInK8Lz/ZlwXHHhE511+bKSLLRGSJt1/sy08Ska0xbW7N5Xczp2rkjvLyvCmAly1zt2prgVbwfXI+r7pypVtS09YeoNFSeQI4M8X114DDVXUccDnwCICqzlfVcb78FGAX8CffZiYwBjgMKAGujLH3VtAu1/tom1M1ckfwA52HScHgFm0xUoU8PELL+WvkEVV9E9ic4voOrd/suyuQaOPvScDLqrrLt3lJPcB7QEGSlZpTNXJHaWneFMBVVU6gVFqa81vllT594KCD8hCpBk7VlL9Gdijyw7bBcXWmBkRkoogsBV7ERavxTAGeTtCuGLgY+GNM8XEi8qGIvCwiOX1ztIT6Ru7o1Ml5uTxFqiNHulu2NfKiAK6sdDsKde2a4xsZ7YRaVR3fHAOqOgeYIyInAncCpwXXRGQgbpj3lQRNfwW8qapv+fP3gUNVdYeInAU8D+Ts9bugkaqInOknlleKyM0JrncWkdn++rsiMjTm2i2+fJmInJHOpohc78tURPrm+rsZnjwpgNui8jcgEnHfTxMNgGWLaNSGfo0WiR8qHh73u30BMEdVa2LrishtQD/gppj221R1h//8ElCcSx9QMKcqIh2BXwJ/C0SAqSIS/7N4BbBFVUcC9wL3+LYRXOhfjpvs/pWIdExj839xbzqf5PSLGQ3JgwL466/d3tptbT41oKwMvvoK1q3L0Q1qa52YrK2+lRitDhEZKeL2mhKRI4HOwKaYKlOJG/oVkSuBM4Cpqro/pnxAjK1jcH4v1lZWKeTw7zHASlX9GEBEZgETgNiBrgnA7f7zs8AD/uFMAGap6l5gtYis9PZIZlNVP/BlOf1SRhzl5W6R5bJlMG5cTm6xYgXs29d2fUKsAnjgwBzc4OOP3ZuJRapGnhCRp4GTgL4isga4DSgGUNWHgPOAS0SkBtgNTA6ES37EcgjwRpzZh3BB09v+d/45r/SdBPyjiNR6W1NiRFBZp5BOdRDwWcz5GuDYZHVUtVZEtgJ9fPk7cW0H+c/pbKbET6hfDdCpLU7Q5ZtYBXCOnGog4mmrTjVWAXzKKTm4QVtLmmy0eFR1aprr9+BHJhNcq6b+9z62PKE/U9UHgAcy72XTMPVvHKo6Q1XHq+r4oiLTcTWbUaOcLDeH86pBytrRo3N2i4IycCD06JFDBXDwb9NWx88NI48U0qmuxYXwAYN9WcI6IlIE9MCNhSdrG8amkU/yoACuqnLC1baaslYkxwrgaBQOPRQOPDBHNzCM9kMhneoCoFREholIJ5zwaG5cnbnANP95EvBnPxY+F5ji1cHDcPLo90LaNPJNeXlOnWo02vaDrEABnBMqK23o1zCyRMGcqqrWAtfj1hlVAc+oaqWITBeRc3y1R4E+Xoh0E3Czb1sJPIMTNf0RuE5V9yWzCSAiN/gJ8cHAYhF5JF/ftd0Tibg0eHv2ZN30vn1OA9XWfUJZGaxfD5uT5qBpIvv2OeWviZQMIysUdNLQrxl6Ka7s1pjPe4Dzk7T9V+Bfw9j05fcB9zWzy0ZTCBTAy5fD2LFZNb16Nezd2z4iVXDR6re+lUXDwQNs628lhpEnTKhk5J7gBzsHYqW2rvwNyFkO4ODfpK0/QMPIE+ZUjdwTKIBzMK/aVhPpx3PooVBSkoNHaMtpDCOrmFM1ck/nzi4xbw4i1WgUDj7YLTlpy3To4HLdZ12sFI3CkCHQrVuWDRtG+8ScqpEfcqQAbss5f+OJRHI0/GsiJcPIGuZUjfwQKID37s2aSVXnVNv60G9AJAKffQbbt2fJ4L597eutxDDygDlVIz+Ul7sf8eXLs2ZyzRrYsaP9+ITg5WHp0iwZrK52y5zaywM0jDxgTtXIDzlQALcXkVJA7LKarBA8QBv+NYysYU7VyA+jRzu1TRYnBdvLcpqAESOguDiLj7C9vZUYRh4wp2rkhxwogKNR6NMH+vXLmskWTVGRW52UtUi1shIGD2770mnDyCPmVI38kWUFcHvU2GQ1sX402v4eoGHkGHOqRv6IRNyO4llQAKu6QKu9jVxGIm5P8WanUd6/v32+lRhGjjGnauSPQAG8YkWzTW3YAFu2tD+fUFZWn0a5WXzyCezaZSIlw8gy5lSN/JFFBXB7EykFZE0BbOkJDSMnmFM18kcWFcDtVbg6alSWHqEl0jeMnGBO1cgfXbq4dSFZilS7dYNBg7LQr1ZEly4wfHiWItWDD4aePbPSL8PIBBF5TEQ2iMiSJNcniMhiEVkkIgtF5HhffrIvC449InKuvzZTRJaJyBJvv9iXi4jcJyIrvc0jc/ndzKka+SVLCWyjURelimShT62MrCiAKystSjUKyRPAmSmuvwYcrqrjgMuBRwBUdb6qjvPlpwC7gD/5NjOBMcBhQAlwpS//W6DUH1cDD2b1m8RhTtXIL+XlTqj09dfNMtOehauRiBMq1dY20UCg/DWRklEgVPVNYHOK6ztUVf1pV0ATVJsEvKyqu3ybl9QDvAcM9vUmAE/5S+8APUVkYLa+SzwFdaoicqYP11eKyM0JrncWkdn++rsiMjTm2i2+fJmInJHOpogM8zZWepudcv39jAREIs4bNEMB/NVX8MUX7W8+NaCsDGpqYNWqJhr47DPYubP9vpUY+aDID9sGx9WZGhCRiSKyFHgRF63GMwV4OkG7YuBi4I++aBDwWUyVNb4sJxTMqYpIR+CXuNA8AkwVkfj/y68AtqjqSOBe4B7fNoJ7oOW4IYRfiUjHNDbvAe71trZ420a+CaKjZsyrtlflb0CzFcDBs7dI1cgdtao6PuaYkakBVZ2jqmOAc4E7Y6/5SPMw4JUETX8FvKmqbzWl482lkJHqMcBKVf1YVb8GZuHC9FgmAE/6z88Cp4qI+PJZqrpXVVcDK729hDZ9m1O8DbzNc3P43YxkZEEB3F6VvwFjxri/TX6E7f0BGq0KP1Q8XET6xhRfAMxR1ZrYuiJyG9APuCmmeC0wJOZ8sC/LCYV0qmFC8ro6qloLbAX6pGibrLwP8JW3kexeRj4oKXHy1WZEqtGoU8EOHZq9brUmunWDIUOaEalGozBgAPTundV+GUa2EJGRPhjCq3U7A5tiqkwlbuhXRK4EzgCmqur+mEtzgUu8CvgbwFZV/SJXfS9KekXkvhDtt6H60+x1p/D4sf+rATp1smnXnNBMBXBVlYvWOnbMYp9aGc1SAFdW2tCvUVBE5GngJKCviKwBbgOKAVT1IeA8nCOsAXYDkwPhktfWDAHeiDP7EPAJ8Lb3x8+p6nTgJeAs3IjmLuCyHH61FE7VDbHemqb9zUBTnWqYkDyos0ZEioAeuLeVVG0TlW/CKb6KfLSaNPz3Y/8zALp27ZpIcWY0l/JyeOklpwBuwotLNArf/GYO+tWKiETg4YedkLdDJuNNqu4BXpbT3xXDSImqTk1z/R68hibBtWoSjDSqakJ/5p3xdZn3smmkcqr3ovpkiusg0qsZ914AlIrIMJyDmwJ8N67OXGAa8DZOPv1nVVURmQv8TkT+CzgYt/7oPUAS2fRt5nsbs7zNF5rRd6M5BArglSszVhvt3OnS1l55Zfq6bZmyMti9Gz79NMNh8M8+gx072q/KyzByTCqn+r9pW6v+vKk3VtVaEbkep97qCDymqpUiMh1YqKpzgUeB34jIStyapim+baWIPANEgVrgOlXdB5DIpr/lj4BZIvIz4ANv2ygEsQrgDH/cly51f9u7xiZ4bNFohk41GDO24V/DaIAIoaY8VVOPzqZyqjMQORAX2T2NavY2wvSo6ku48e7YsltjPu8Bzk/S9l+Bfw1j05d/jFMHG4Vm9GiXCqkJk4LtfTlNQPBSUVUFZ52VQUNLpG8YycjKlGdyp6p6BCKjcdHhs7gJ46eBWbgxbcNoGgcc0GQFcDQKRUUwcmQO+tWK6NMHDjqoCe8llZXQv78zYBhGLPeqknLKU4S0U56pJQ6qy1C9A9UIcAlOKPQaIumHhg0jFU1UAFdVQWkpFBfnoE+tjEikCctqolGLUg0jAaqknc4MUyfV8G89Ih2Ag4D+uDyMG0K1M4xklJfDH//o8u1l4CGjUaioyGG/WhFlZfC73zlBb6iNBQLl78UX57xvhtHaSDenqsoNYeykjlRFTkDkV7hkCT8A3gJGozoxZD8NIzGRiHOoK1eGbrJ3b5MEw22WSAS2boV160I2WLsWtm0zkZJhJOav/ugCHAms8Mc4IPTav1TJHz7DLaSdBdyOqkWnRvaIVQCHlPKuWOHWZZpTdQSPLRqFgWH23DCRkmEkJZhPFeEfgeNVqfXnD+ECylCkGv49HtVPmtVLw0jGmDEZK4AtZW1DYhPrn3pqiAaWSN8wwtAL6E791nQH+rJQpHKq96ecqFE9J+xNDKMRBxwAw4ZlpACuqnJ+ePToHParFTFgAPTokcF7STQK/fpB377p6xpG++Vu4AMR5uMSCp0I3B62cSqnehwuOf3TwLveuGFkjwwVwNGo88MlJTnsUytCJEMFsCl/DSMtqjwuwsvAsb7oR6qEVS6kFCoNAH4MVAC/AL4NfInqG6jGJzI2jMwpL4dly5xgKQRVVeYT4gmdWF/VEukbRnj2Al/g9t4eJcKJYRsmd6qq+1D9I6rTgG/gMvy/jksDaBjNJ1AAr1qVtmptrfO/Np/akEgENmyATZvSVPziCycVtrcSw0iJCFcCb+LS3d7h/94etn26JTWdEfkO8Ftclv/7gDlN7KthNCSImkKEWqtXu01tzCc0JDZdYUpMpGQYYfkn4GjgE1VOBo4AvgrbOLlTFXkKtzvMkcAdqB6N6p2o5mzHdKOdMWaM+xtCrGTK38TEKoBTYstpDCMse1TZAyBCZ1WWAqHlkamEShcBO3Fe+4YYJbAAimr3pvXXMDxduzrlUYhI1ZxqYg45xAmp0z7CaNTl++3XLy/9MoxWzBoRegLPA/NE2ILL2RCKVAn1M9n62DCaRiQSKlKtqoLBg6G7vco1oEMHF/CHGv4tLw+Zz9Aw2i+qBBkDb/fLanoAfwzb3hynUVgCBXBtbcpq0ahFqclIqwAOcv7a0K9hpESEjiIsDc5VeUOVuap8HdZGqjnV90P0IH0dw0hFJOIUSCkUwPv3u83JzSckJhKBzz6D7duTVFi3DrZsMZGSYaRBlX3AMhEOaaqNVJFqGSKLUxwfAZaaxWgeIRTAn30GO3dapJqM4LksXZqkgomUjBaGiDwmIhtEZEmS6xNEZLGILBKRhSJyvC8/2ZcFxx4ROddfu15EVoqIikjfGFsnicjWmDbpNiLvBVSK8JoIc4Mj7HdLJVQaE6L9vrA3MoyExCqAJybe/CiYLzSfkJhYBfDRRyeoYE7VaHk8ATwAPJXk+mvAXFVVERkLPAOMUdX5uF1jEJHeuPwJf/Jt/hf4A/B6AntvqerZIfv2/0LWS0gqoVLOkun7hzEbGApUAxeo6pYE9aYBP/WnP1NVv4uAHIX7RykBXgL+yT/8hHZFZAzwOG550E9U9T9z9d2MDDnwQBg6NGWkasrf1IwY4bakTfoIKyuhd2/o3z+v/TKMZKjqmyIyNMX1HTGnXQFNUG0S8LKq7vJtPgCQZorxVGlWxsBCCZVuBl5T1VLcG8nN8RW8g7wNl3/xGOA2EQl2CngQuAoo9ceZaexuBm4AzJm2RNIogKuqLA98KoqKYNSoFE41ECmZ8tfIH0V+2DY4rs7UgIhMFJGlwIvA5QmqTMHlpg/DcSLyoYi8LCIJxQUi/CF9n9LXSTX8m0smACf5z0/iwvUfxdU5A5inqpsBRGQecKaIvA50V9V3fPlTwLnAy8nsqtsLdoOI/F1Ovo3RPCIReO01pwAuavyfpCl/01NWBosWJbgQ5Pw9//y898lo19Sq6vjmGFDVOcAcETkRuBM4LbgmIgOBw3ApBNPxPnCoqu4QkbNw609LE9Q7Ps3cqQBp51DCOVWRQ4FSVF9FpAQoQjWZ1jAM/VX1C/95HZBoXGoQbpecgDW+bJD/HF8e1q7R0igvh7174eOPXcgVg6qLVCdPLlDfWgmRCDz3HOzZA126xFzYsAE2b7b5VKPV4oeKh4tIX1X90hdfAMxR1bS7cajqtpjPL4nIr+JsBUwI0Z20S2vSO1WRq4Crgd7ACGAw8BCQcltkEXkVt9NNPD+JPfFzoYnGy5tFU+36YYqrATp16pTtbhmJCH7wo9FGTnX9ercaxHxCaiIRt/Ro+XIYOzbmgomUjFaIiIwEVvnf8SOBzkDsthFTgVtC2hoArPe2jsFNezbagqK5c6kBYeZUrwO+BWzzd14BHJSukaqepqoVCY4XgPU+fA/C+A0JTKwFhsScD/Zla/3n+HJC2k3X7xmqOl5VxxclGIo0ckAwtptgXtVESuEInk+jeVVLpG+0QETkaVxu+dEiskZErhCRa0TkGl/lPGCJiCwCfglMVlX1bYfifMMbcTZvEJE1OJ+wWEQe8ZcmeVsf4jaFmRLYygVhvMZeVL+uEzmIFJFYiZUJc4FpuB3WpwEvJKjzCvBvMeKk04FbVHWziGwTkW/gNk+/BLg/A7tGS6NbN5fENoHSxpbThGPUKJeysFG6wmgUevaEAYkGjQyjMKjq1DTX7wHuSXKtmvopv9jy+3BOM778AdzynbwQJlJ9A5EfAyWIfBv4b+B/mnnfu4Fvi8gK3OTz3QAiMj54u/ACpTuBBf6YHoiWgGuBR3BrlFbhREqp7A7wbzA3AT/1b0aWRbYlUV6eNFLt3h0GDixAn1oRXbrA8OEJ3kuiUcv5axgZIkKJSPidaRq0TRsFi3QArsBFioKLIB8hh+FzS6Fr1666c+fOQnejffCDH8ADD7jUSR071hWfcgrs3g1vv13AvrUSJkxw2R6XxOao6dfPJdWYMaNg/TLaHyKyS1W7FrofTUGEv8ctv+ykyjARxgHTVTknTPv0karqflR/jer5qE7yn9u8QzXyTKwCOAZbThOesjInVKrbm2DjRvjySxs7N4zMuB2XG+ErAFUWAcPCNg6j/v2IxnOoW4GFwM9QbaSiMoyMiVUAl7olZJs3O/Wv+YRwRCJQU+Oi1dGjMZGSYTSNGlW2xs2YhA4kw8ypvozLaHGhP/4H51DX4VIFGkbzCTxnzLxqILqxSDUcjRTAtpzGMJpCpQjfBTqKUCrC/cD/hW0cxqmehuotqH7kj58Af4NTZw1tWp8NI45u3WDIkAZKG1P+ZkawN0GdAjgahR494OCDC9Ynw2iFfA8oB/bi0iBuA24M2zjMkpqOiByD6nsAiBwNBEqS1DtLG0YmxCmAo1EoKYFDDy1gn1oRjd5LKist569hZIgqu3BJin4iQkegqyp7wrYPE6leCTyKyGpEqoFHgasQ6Qrc1YQ+G0ZiIhG3Keg+t6NgNOqirw6F2vahFRKJxEWqFuYbRkaI8DsRuovQFfgIiIrww7Dtw6h/F6B6GG4Pu8NRHYvqe6juRPWZJvfcMOIpL3fJa1evBpxzMJ+QGWVl7rnt3/Cly/trIiXDyJSIKtuo36hlGHBx2MZhE+r/HW6MuUvdUJLq9Aw7ahipiVEA7xgwkk8/NZFSpkQibl3vp/NXOcGDvZUYRqYUi1CMc6oPqFIjkk31r8hDwGTc5K0A5wM2y2VknxgF8NKlDYuMcNQpgN/yK90sUjWMTHkYqMZtjv6mCIcS5L4PQZjZqm+iegmwBdU7gOOAUWnaGEbmdO8OgwdDNGqJ9JtI8LyqFu11yqVBjVKkGoaRAlXuU2WQKmepoqp8Apwctn2Y4d/d/u8uRA7GbZljmViN3OAVwFWDobgYRowodIdaF336wEEHQfTjLqb8NYwmIkL9lGc9oaY8w0Sqf0CkJ/AfuB3Uq3Frdwwj+3j5arRSKS11jtXIjEgEqr7sa0O/htEERGjWlGcYp/rvqH6F6u+94THAz5rQV8NIj1cAV31UY/OpTaRs2B6iNaVomT1Aw2gC31TlEmCLKhlPeePtoqEAACAASURBVIZxqvX7g6juRXVrgzLDyCaRCHvozKpPi82pNpFIj7VspSdfDDii0F0xjNZI3ZSnCAcDNWQw5Zl8TlVkAG4j2BJEjsCFwQDdgQOa1FXDSEckwnJGsX+/mEipiZRRBYygqkM5lqDQMDLmDyLETnkqbv/uUKQSKp0BXAoMBv4rpnw78OOMu2kYYejRg6pe34ItpvxtKpHt7wJnE/3yIE4tdGcMo5Whyp3+4+9F+APQRZWtYdsnd6qqTwJPInKen081jLwQ7fUtOmzZx+jRHdNXNhoxoPodenbcRtXS7oXuimG0SkT4Jm7DmCJ/jipPhWmbavj3poSfA1T/q1GZYWSBqo4VDJfVdOk0nHDT/kYsEq2krPcGolFzqkbLREQeA84GNqhqRYLrE4A7gf24jVtuVNW/iMjJwL0xVccAU1T1eRG5HrebzAign6p+6W0J8AvgLGAXcKmqvp+8b/zG21gE7PPFCuGcaqpfrG5pjiYjIr1FZJ6IrPB/eyWpN83XWSEi02LKjxKRj0RkpYjc5x9aUrsicqGILPZt/k9EDm9O/43cEt15CGUaherqQnel9bFlC3zxBZGhu+oT6xtGy+MJ4MwU118DDlfVccDl+DlNVZ2vquN8+Sk4J/kn3+Z/gdOAT+Js/S1Q6o+rgQfT9G088C1VrlXle/64IewXSzX8e0dYI03gZuA1Vb1bRG725z+KrSAivYHbcF9Qgb+KyFxV3YJ7KFcB7wIv4f5xXk5hdzXwN6q6RUT+FpgBHJvD72c0kdpaWL6hJ2cThUqB4cML3aXWhfekZWOLeXQBbNrkEkIYRktCVd8UkaEpru+IOe0KCXPvTgJeVtVdvs0HANI44ckE4ClVVeAdEekpIgNV9Yskt18CDACSXU9JmNy/gxGZg8gGf/wekcFNuVkME4An/ecncYmL4zkDmKeqm70jnQecKSIDge6q+o5/SE/FtE9oV1X/z9sAeAcnvjJaIKtWQU1tByJEG+ytaoTEP7PI8b0BLFo1CkWRiCyMOa7O1ICITBSRpcCLuGg1nimES0Q0CPgs5nyNL4u7H/8jwlygL267t1dEmBscYfsdJk3h48DvcFklAC7yZd8Oe5ME9I95S1gH9E9QJ9mDGOQ/x5eHtXsFLqo1WiB1OX8P2mxOtSlEo3DAAZSd2K/u9PjjC9wnoz1Sq6rjm2NAVecAc0TkRNz86mnBNR9cHQa80qxeNuQ/s2EkjFPth+rjMedPIHJjukYi8iouhI7nJ7EnqqoiEnpbnbAksusnua8Akv7M+DeqqwE6deqU7W4ZaQgiqzGHFZtTbQp+Y/JDhnbggAMsUjVaP36oeLiI9A3ER8AFwBxVrQlhYi0wJOZ8sC+Luw9vBJ9FGAAcgxt2XqDKurD9DSOt3ITIRYh09MdFuKT6KVHV01S1IsHxArDev2kEbxwbEphI9iDW0nD4NvYBJbUrImNxk90TVDVp/1V1hqqOV9XxRUXhtps1skc0CkOGQLdxI5xH2LcvfSOjnspKiETo0AHGjKmP/A2jNSEiI2MEqEcCnWnod6YSPgf9XOAScXwD2JpiPhURrgTeA76Dm7d9RyTh8HNCwjjVy3FvBetwE7eTgMvC3iAJc4FAzTsNeCFBnVeA00Wkl1fxng684h/GNhH5hn/ol8S0T2hXRA4BngMuVtXlzey7kUOqqvweqj4HMB9/XOgutR62boW1a+s2oY1EzKkaLRMReRqX7na0iKwRkStE5BoRucZXOQ9YIiKLgF8Ck72GBi9wGgL1kaUvv0FE1uACrcUiEmRBegn4GFgJ/Bq4Nk33fggcocqlqkwDjiJOSJuKMKHYLlTPCWswJHcDz4jIFTj58wUAIjIeuEZVr1TVzSJyJ7DAt5muqpv952txkuwS3Pzoy6nsArcCfYBf+ZefZo/3G9ln/37nVE88kfodVpYsgdLSgvar1RB4UP/sIhH47W9h2za3Va1htBRUdWqa6/cA9yS5Vk0CoZGq3gfcl6Bcgesy6N4mXObAgO2EGJ0NCONU/xeRamA28HtUv8qgcwnxw6+NMqip6kLgypjzx4DHktRrtGA4hd0rY+0aLZNPPoHdu32gFWTTr6yEiRML2q9WQ+BU/bML0jwuXQrHHFOgPhlG62Ml8K4IL+DmVCcAi0W4CUCVlImP0g//qo4CforbsPV9RP7g51UNI6sEoppIBDjwQBg61MRKmRCNQkmJe27Uv5eYWMkwMmIV8Dz1a2NfwOU6CJX4KJwSR/U94D1E/g2XXP9J4LdN6KxhJKVuOU2QSL+83A3/GuGorHQPr4N7Vx4+HDp1snlVw8gEv4dqkwmT/KE7ItMQeRn4P5xYyQaTjKxTVQX9+0Pv3r6gogKWLYOaMKp5I1hOE1BUBKNGWaRqGPkkTKT6IS4Uno6qbU5u5IxoNG67t/Jy51BXrrR94NKxbRt89lm9wMtTVgbvJ00dbhhGtgmzpGY4qt83h2rkEtWY5TQBsQpgIzUNJqTriURg9WonADMMIz0iNCtbdhihUtazHRlGPF984ZZZNghIy8rcRoYmVkpPnPI3oKzMLVVabquzDSMs74jw3yKcJUKj7PzpsM0qjRZBQp9QUgIjRphTDUM0Cl26wLBhDYpNAWwYGTMKt5PZxcAKEf5NhFFhG4cRKtnGUUbOSTJ66cRKNvybnspKl5ewY8cGxaNGOTGwKYANIxyqqCrzVJmK22J0GvCeCG+IcFy69mEi1XcQ+W9Ezkq0UZ1hZINoFHr2dOrfBpSXw4oVsHdvQfrVaohT/gZ07uyCfXOqhhEOEfqI8E8iLAR+AHwPtx3cP+N2bEtJGKfaIBRG5N8QCR0KG0YYApFSo9e28nKXVH/ZsoL0q1WwY4dLRxWn/A2IRGz41zAy4G2gO3CuKn+nynOq1KqyEHgoXeNwQiXVebhcjXWhMCJvIJI2FDaMMDRaThNQ4bNR2rxqcpKOnTvKypxQyZb7GkYofqrKnar1+3aLuP3EVRPnI44l3JyqyD8h0qRQ2DDS8eWXsHFjEp8wapSbJzSnmpwkyt+ASARqa2HVqjz2yTBaLzcnKLslbOMwyR/eBn4DnIvqmpjyhYikDYUNIx0pA63Ond0uNSZWSk5lpXtOw4cnvByMAESjTstkGEZjRPhb4CxgkEiD3W66A7Vh7YRxqj9F9Zm4u5+P6n/jtucxjGbRKOdvPBUVsGhR3vrT6ohGYfRol5cwAYEjtXlVw0jJ58BC4BzgrzHl24HvhzUSxqneDDwTV3YL8N9hb2IYqaiqgq5dYciQJBXKy+H3v3dpgUpK8tq3VkE0Cscem/TygQfCIYeYAtgwUqHKh8CHIsxUDR+ZxpPcqYrUhcKINDkUNox0BMOSHZLN8JeX1+cxPPLIvPatxbNzp8tDePnlKauZAtgwUiPCM6pcAHwgQqNMgqqMDWMnVaSalVDYMNJRVQUnn5yiQqwC2JxqQ5YudX+TiJQCysrg9dfd6qS4/BCGYTj+yf89uzlGkjtV1Q+BDxGZiapFpkZO2LYN1qxJswnNyJFQXGwK4ESkUf4GRCKwZ49bzppEz2QY7RpVvvAfzwNmqfJ5U+wkX1IjEsyjfoDI4kZHMxCR3iIyT0RW+L+9ktSb5uusEJFpMeVHichHIrJSRO4Tn+kpmV0RmSAii0VkkYgsFJHjm9N/I3ukWWLpKC5248OmAG5MZaV7PiNHpqxmOYCNloSIPCYiG0Qk4f/UyX6zReRkXxYce0TkXH9tmIi86/3CbBHp5MsvFZGNMW2uTNO9bsA8Ed4S4XoR4vO8pSTVOtXYUPjvExzN4WbgNVUtBV4jwbogEekN3AYci9sU/bYY5/sgLhFFqT/OTGP3NeBwVR0HXA480sz+G1kilFMFN69qkWpj0ih/A2KX1RhGC+AJ6n+3E5HwN1tV56vqOF9+CrAL+JNvcw9wr6qOBLYAV8TYmx20U9WUv/+q3KFKOXAdMBB4Q4RXw36x5E5VNTYUrkH1kwZH85gAPOk/Pwmcm6DOGcA8Vd2sqluAecCZIjIQ6K6q76jblu6pmPYJ7arqDq3fwq4rNJ6ENgpDNAqdOjXaXKUx5eVQXe1S8hn1VFYmTU8YS69eMGCARapGy0BV3wQ2p7ge5jd7EvCyqu7yo5WnAM/6a8n8SiZsANYBm4CDwjYKk/u3GzAPkbcQuR6RjELhJPTXeqe9DhKG14OAz2LO1/iyQf5zfHlKuyIyUUSWAi/i3nwSIiJX++GGhbW1NpWca6qqQgVa9WIlC7Xq2bXLKX/ThvmOsjJ7fEbeKAp+R/1xdaYGQvxmTwGe9p/7AF9pvf4n1i8AnOeHk58VkWSL9/x9uVaE13HRch/gqrDKXwiX+/cOVBuEwoikDYVF5FURWZLgmNDQvCo5iBzj7arqHFUdg3t7uTNFuxmqOl5Vxxel/aU3mkvSnL/xBNGYDQHXs2yZW2oU0qkGy2rUxmmM3FMb/I76Y0amBlL9ZvsRy8OAV0KY+h9gqKqOxY14Ppmm/hDgRlXKVbldlYxeRTPxGhmFwqp6WrJrIrJeRAaq6hf+4WxIUG0tcFLM+WDgdV8+OK58rf+c1q6qvikiw0Wkr6p+me57GLlj924XaF1ySYjKw4e7TbhNrFRP8IIRYvgX3MvLtm3w+ecwaFD6+obREkjym30BMEdVg20iNgE9RaTIR6t1fkFVN8WYewT499T3c3l+RTgI6BJT/mmY/oZJqH8tIq8TEwrjPH5zmIvb7Qb/94UEdV4BTheRXl6gdDrwih/e3SYi3/Dj6JfEtE9oV0RGxiiEjwQ64/4RjAISBFqhItWOHV1Fi1TriUbduHka5W+AKYCN1kKI3+yp1A/9BiOT83HzrNDw939gTLtzgJT/B4jw9yKsAFYDbwDVwMth+x4mUh0C3IhqNpOv3g08IyJXAJ/g3joQkfHANap6papuFpE7gQW+zXRVDSa2r8Wpx0pwX/blVHZxYqtLRKQG2A1MjpkENwpEyCWW9ZSXuwwGhiMadbv4FBeHqh6rAD4t6TiSYeQeEXkaNxLZV0TW4FZ6FAOo6kOk+M0WkaE4v/RGnNkfAbNE5GfAB8CjvvwGETkHlwlwM3Bpmu79DPgG8KoqR4hwMnBR6O8W2reINAiFUQ0VCrdmunbtqjt37ix0N9os/+//wV13uUx7nTuHaHDPPXDzzbBlC/TsmfP+tXhKS+GII+CZ+NTciVGFPn3gggvgIdtfysghIrJLVbsWuh9NQYSFqowX4UPgCFX2i/ChKoeHaR9m+PfvEWlyKGwYyYhGYcSIkA4V6ucOTcLqJqQ//jiDMB9EXLRqw7+GkZKvRDgQeBOYKcIvgNDRVZglNUEovBzVYcCpwDtN6alhxFJVlZFPqHeqJlZyE9L792f4AF11eycxjJRMwCWV+D7wR2AVGSQ8CuNUa3DqqQ6IdEB1PjC+KT01jICaGlixIqRIKeDQQ90ecSZWqveMIZW/AZEIfPklbNyYgz4ZRitGhJEifEuVnarsV6VWlSeB94HQ801hnOpXiNSFwohkFAobRiJWroTa2gwDrQ4dXANzqs6pduzo5lUzIHiJsSFgw2jEz4FtCcq3+muhCONUmxUKG0YiMlb+BpSX2/AvuBeL0lKX4zEDbFmNYSSlvyofxRf6sqFhjaTapWYkIt9CdSeq+1GtRTXjUNgwEhE41dGjM2xYUQHr18Omdr7MOBrNeOgXYMgQN4Ju86qG0YhUfq0krJFUkWpWQmHDSERVFQwd6n7gM8LSFcLevW78POMw3xTAhpGChSJcFV8owpXAX8MaSZX8oT+qjUJhVD/CLb41jCYTOudvPLEK4BNPzGqfWg1NVP4GlJXBn/+c5T4ZRuvnRmCOCBdS70THA52AiWGNpIpUsxIKG0Y8+/Y5v9AknzB4MHTv3r4j1SYqfwMiEVi71uUBNgzDocp6Vb4J3IHLx1AN3KHKcaqsC2snVaS6EJGrUP11g1K3a3roUNgw4qmuhj17mhipitiG5YHyd9SoJjWPVQAfe2wW+2UYbQBV5uPyCDeJVE71RmAOIs0KhQ0jniYrfwMqKuC551zePZdzu31RWemS6IdORdWQ4LlHo+ZUDSPbJB/+VV2PaqNQGNXjUA0dChtGPIFIpkmRKrhIddMm2JBox8B2QDTajDcSGDbM+WMTKxlG9km/S43LoNTkUNgw4olGYeDAZuTEjxUr9e+ftX61CvbudamozjuvySaKitzIsS2rMYzsEyb5g2FklYxz/sZTUeH+tsd51RUrnNKriSKlgEjEIlXDyAXmVI28oup+zJs89AsuOu3du3061WZPSDvKymD1arfZjWEY2cOcqpFX1q6F7dub6RMCBXB7TFdYWelyIGeciqohkYh7wVm2LEv9MgwDMKdq5Jkg0GpWpApuCLiy0nmG9kSwCW2XLs0yEzx/m1c1jOxiTtXIK1kavXSR6tat8Pnnze5Tq6KZyt+A0lK31NXmVQ0juxTEqYpIbxGZJyIr/N9eSepN83VWiMi0mPKjROQjEVkpIveJuMWK6eyKyNEiUisik3L7DY1kVFVBnz7Qr18zDQVipfY0BPz117B8eVacaufOLuC1SNUwskuhItWbgddUtRR4zZ83QER6A7cBxwLHALfFOMkHgauAUn+cmc6uiHQE7gH+lIsvZIQjyPnb7JwN7TGxfrAJbTOVvwGRiDlVozCIyGMiskFEEr4Vi8gEEVksIotEZKGIHO/LT/ZlwbFHRM7114aJyLs+2JotIp18eWd/vtJfH5rL71YopzoBeNJ/fhI4N0GdM4B5qrpZVbcA84AzRWQg0F1V31FVBZ6KaZ/K7veA3wPtNGNA4VHN2ugl9O0LBx3Uvpxq1sbO682sXOkCYMPIM09QHwwl4jXgcFUdB1wOPAKgqvNVdZwvPwW313cQKN0D3KuqI4EtwBW+/Apgiy+/19fLGYVyqv1V9Qv/eR2QaAX/IOCzmPM1vmyQ/xxfntSuiAzCpVZ8MF3HRORq/2a0sLa2NuTXMcKwcSNs3pwFkVJARUX7Gv6trHQhfjOVvwFlZS7wXbkyK+YMIzSq+iawOcX1HT5oAugKJFIkTgJeVtVdfgrwFOBZfy02qIoNtp4FTg2mDHNBzpyqiLwqIksSHBNi6/kHl3UJZ5zdnwM/UtX9IdrNUNXxqjq+qCh9wikjPFkOtNwwaDTqtkFrD0SjMHw4HHBAVswF/w4mVjJyQFEQnPjj6kwNiMhEEVkKvIiLVuOZAjztP/cBvlLVIBKKDbbqAjR/fauvnxNy5jVU9bRk10RkvYgMVNUv/HBuoiHZtcBJMeeDgdd9+eC48rX+czK744FZ/uWkL3CWiNSq6vOZfzOjqQQ/3ll1qjt2wKefuh3P2zqVlVl8ePUBbzTarKyHhpGIWlUd3xwDqjoHmCMiJwJ3AnU+xf++Hwa80qxe5oBCDf/OBQI17zTghQR1XgFOF5FeXqB0OvCKH97dJiLf8CH8JTHtE9pV1WGqOlRVh+LC/2vNoeafaBS6dYNBg9LXDUV7SldYU+OUv1kSKQF07ereRSxSNVoyfqh4uIj0jSm+AJijqjX+fBPQU0SCQDE22FoLDAHw13v4+jmhUE71buDbIrIC9/ZxN4CIjBeRYEJ6M+7tZIE/pvsygGtxE9crgVXAy6nsGi2DID1h1mYz2pMCeNUq51izGKmC+/cwBbDR0hCRkTFLJY8EOtPQEU6lfug3mO6bj5tnhYbBWmywNQn4c8x8bdYpyKShqm4CTk1QvhC4Mub8MeCxJPUqwtqNq3Np5j02skE0CqefnkWDPXvCwQe3D7FS8OKQZacaicD8+S5Hf8eOWTVtGEkRkadx03t9RWQNbvlkMYCqPgScB1wiIjXAbmBy4Aj9kpghwBtxZn+Em+b7GfAB8KgvfxT4jYisxImjpuTsi1Egp2q0P776Cr74Ius+oT5dYVsnGnUhftak046yMtizB6qrXTIIw8gHqjo1zfV7SLL0RVWrqRchxZZ/jMtpEF++Bzi/SR1tApam0MgLzd6YPBnl5c74vn1ZNtzCiEbdBGiWlL8BwUuODQEbRnYwp2rkhawvpwmoqHD7l61enWXDLYwsK38DgpccEysZRnYwp2rkhaoqt7FK1le+tAexUm2t26Mti8rfgJ49YeBAi1QNI1uYUzXyQjTq1kVmXQwTRG9tWaz08ccul2AOIlVwZi1SNYzsYEIlIy9UVcFxx+XAcLducOihbTtSzZHyN6CsDJ580uVmTrXcqaamhjVr1rBnz56c9MNofXTp0oXBgwdTXFxc6K60GMypGjln506nLr08UaKxbFBe3radatZ2dk9MJALbt8PatTB4cPJ6a9asoVu3bgwdOpQcpk41WgmqyqZNm1izZg3Dhg0rdHdaDDb8a+ScZcvc3xwFWs6pLl3q5h7bIpWVLho/8MCcmA98dbp51T179tCnTx9zqAYAIkKfPn1s5CIOc6pGzslxoOUUwF9/3Xa3W8nafnmJySSxvjlUIxb776Ex5lSNnBONQlERjByZoxu0ZQXwvn0uCs+B8jegXz/o3dsUwIaRDcypGjmnqgpKS6FTpxzdIEgo3BYVwB9/DHv35jRSFWk9CuB169YxZcoURowYwVFHHcVZZ53F8uXLM7bz+eefM2mSSxO7aNEiXnrppWx3tQG33347//mf/wnAE088weeff57T+1VXV1NSUsK4cePqykSEiy66qO68traWfv36cfbZZ1NdXc3gwYPZH7eN4rhx43j33Xe59957OeSQQ7j++utz2u+2gDlVI+dEozkc+gWXZWj48LYZqeYsa0ZDysrc48tdmvHmo6pMnDiRk046iVWrVvHXv/6Vu+66i/Xr12ds6+CDD+bZZ91+1vlwqrHkw6kCjBgxgkWLFtWdd+3alSVLlrB7924A5s2bxyC/ZdTQoUM55JBDeOutt+rqL126lO3bt3Psscfy/e9/n+nTp+e8z20Bc6pGTtm7122wkmOf0HYVwHlyqpEIbN4MGzeGbHDjjXDSSdk9brwx5S3nz59PcXEx11xzTV3Z4YcfzgknnMCOHTs49dRTOfLIIznssMN44QW3QcnNN9/ML3/5y7r6QcRYXV1NRUUFX3/9NbfeeiuzZ89m3LhxzJ49m9LSUjb6B7F//35GjhxZdx6UDR06lK+++qqurLS0lPXr11NdXc0pp5zC2LFjOfXUU/n0008bfIdnn32WhQsXcuGFFzJu3Dh2797N9OnTOfroo6moqODqq68m2EBlwYIFjB07lnHjxvHDH/6QCr/V4b59+/jhD3/I0UcfzdixY3n44YfT/WvVcdZZZ/Hiiy8C8PTTTzN1an0K3qlTpzJr1qy681mzZjFlSk5zz7dJzKkaOWXFCjctmNNIFZxYaflyJ1hqS1RWwpAhbj1uDslErFQolixZwlFHHZXwWpcuXZgzZw7vv/8+8+fP55//+Z9RVSZPnswzzzxTV++ZZ55h8uTJdeedOnVi+vTpTJ48mUWLFjF58mQuuugiZs6cCcCrr77K4YcfTr9+/eradOjQgQkTJjBnzhwA3n33XQ499FD69+/P9773PaZNm8bixYu58MILueGGGxr0c9KkSYwfP56ZM2eyaNEiSkpKuP7661mwYEFdFPmHP/wBgMsuu4yHH36YRYsW0TEma8qjjz5Kjx49WLBgAQsWLODXv/41q0Om6ZwyZQqzZs1iz549LF68mGOPPbbu2gUXXMDzzz9PrVfRz549u4HTNcJh61SNnJKnQMtFqrW1zrFWNNoVsPUSjeZUpBQQu6zmb/4mRIOf/zyn/ckUVeXHP/4xb775Jh06dGDt2rWsX7+eI444gg0bNvD555+zceNGevXqxZAhQ6iurk5q6/LLL2fChAnceOONPPbYY1x22WWN6kyePJnp06dz2WWXMWvWrDpH/fbbb/Pcc88BcPHFF/Mv//Ivafs+f/58/v3f/51du3axefNmysvLOeGEE9i+fTvH+Ywp3/3ud+uc7Z/+9CcWL15cN3y9detWVqxYEWqt6NixY6murubpp5/mrLPOanCtf//+VFRU8Nprr9G/f3+KiorqomMjPOZUjZxSVeWEMKNH5/hGgeNZsqTtONV9+9wDPPnknN9q8GC3DLYlR6rl5eV1jiSemTNnsnHjRv76179SXFzM0KFD69ZPnn/++Tz77LOsW7euQZSajCFDhtC/f3/+/Oc/895779VFrbEcd9xxrFy5ko0bN/L888/z05/+tEnfac+ePVx77bUsXLiQIUOGcPvtt6dd96mq3H///ZxxxhlNuuc555zDD37wA15//XU2bdrU4FowBNy/f3+LUpuIDf8aOSUahWHDoKQkxzcKEgu3pXnV6mq32WnOw/z6rVpb8rKaU045hb179zJjxoy6ssWLF/PWW2+xdetWDjroIIqLi5k/fz6ffPJJXZ3Jkycza9Ysnn32Wc4/v/G2mt26dWP79u0Nyq688kouuugizj///AZDrwEiwsSJE7npppsoKyujT58+AHzzm9+sm5ecOXMmJ5xwQsr7BQ60b9++7Nixo+6loWfPnnTr1o13330XoMFc5xlnnMGDDz5ITU0NAMuXL2fnzp3pHl8dl19+ObfddhuHHXZYo2vf+c53eOmll5g9e7bNpzYRc6pGTqmqyotPcFvgjBzZtpxq4OHyMPwLLX9ZjYgwZ84cXn31VUaMGEF5eTm33HILAwYM4MILL2ThwoUcdthhPPXUU4wZM6auXXl5Odu3b2fQoEEMHDiwkd2TTz6ZaDRaJ1QCF83t2LEj4dBvwOTJk/ntb3/bIPq9//77efzxxxk7diy/+c1v+MUvftGo3aWXXso111zDuHHj6Ny5M1dddRUVFRWcccYZHH300XX1Hn30Ua666irGjRvHzp076dGjB+AcfiQS4cgjj6SiooJ/+Id/qJsHDcPgwYMbzfUG9OzZk+OOO47+/fszfPjw0DaNGFQ17wfQG5gHrPB/eyWphUOaVAAAFSZJREFUN83XWQFMiyk/CvgIWAncB0gqu8BJwFZgkT9uDdPPAw44QI2mU1Oj2qmT6g9/mKcbfuc7qqWlebpZHrjrLlVQ/eqrvNzu7rtT3y4ajealHy2BBQsW6PHHH1/QPmzfvr3u81133aU33HBD6LarV6/W8vLyrPbn8ccf1+uuu65ReaL/LoCdWgDf0hKOQkWqNwOvqWop8Jo/b4CI9AZuA44FjgFuE5Fe/vKDwFVAqT/ODGH3LVUd5w9bcJUHVq/O6Y5ljamocOt32kou0mgUBg0CH6HkmtagAM4Hd999N+eddx533XVXQfvx4osvMm7cOCoqKnjrrbcymrft2LEjW7dubZD8oTnce++93HXXXXTv3j0r9to0hfDkwDJgoP88EFiWoM5U4OGY84d92UBgaaJ6yeziItU/ZNpPi1Sbx/PPu8jnnXfydMPZs90NP/ggTzfMMUcdpXr66Xm73YoV7vE9+mji6+0pUjXC05RIFXgM2AAsSXJ9ArAYN7K4EDg+5tohwJ+AKiAKDPXlpwDvA0uAJ4Ei1aaPVDb1KFSk2l9Vv/Cf1wH9E9QZBHwWc77Glw3yn+PL09k9TkQ+FJGXRSTpJJWIXC0iC0VkYSbzFEZjcp5IP55A9dsW0hXu35/HCWnHsGHQuXPLFisZbYYnqB9hTMRrwOGqOg64HHgk5tpTwH+oahluFHODiHTAOdIpqloBfIKbPgzI20hlzpbUiMirwIAEl34Se6KqKiJZT44WZ/d94FBV3SEiZwHP44aNE7WbAcwA6Nq1awtO2tbyqapySzXyNmJUWgrFxW1DrPTJJ7BrV16daseOTkTd3od/jdyjqm+KyNAU13fEnHYFFEBEIrgIdF5sPRHpB3ytqkEi6HnALcCjWe98GnIWqarqaapakeB4AVgvIgMB/N8NCUysBYbEnA/2ZWv95/hyktlV1W3Bw1fVl4BiEembtS9rJCTnOX/jKS6GUaPahlPNs/I3IBKxSNXICkXBiJ8/rs7UgIhMFJGlwIu4aBVgFPCViDwnIh+IyH+ISEfgS3/P8b7eJBr6j1AjldmgUMO/c6kPzacBLySo8wpwuoj08gKl04FX/PDuNhH5hrjN/C6JaZ/QrogM8HURkWNw37vhqmcjq+zf73Ysy2Og5aioaBvDv8GLQV7fSty/1yefQAbLHg0jEbWqOj7mmJG+SUNUdY6qjgHOBe70xUXACcAPgKOB4cClfh53CnCviLwHbAf2+TbBSOXhwP24kcqcUSinejfwbRFZAZzmzxGR8SLyCICqbsY9yAX+mO7LAK7FjbGvBFYBL6eyi3trWSIiH+KW4Ezx/whGjvjsM/fDnGef4CK71atbv1eIRmHgQOjVK33dLFJW5naqWbYsr7cNTUvf+u3111/n7LPPzoqtMPfq0aNHo3SDmfLEE0/UbenWErd4U9U3geF+dHENsEhVP1bVWpyDPNLXe1tVT1DVY4A3geW+PK8jlQVJU6iqm4BTE5QvBK6MOX8MpxJLVK9RLroUdh8AHmher41MCObl8h6pBsOl0SjELKRvdVRW5n3oFxouqznyyLzfPiWqbuu3adOm1WUY+vDDD1m/fj2jRo3KyFb81m8LFy5stnMqBCeccEJdTuBYamtrKSrK/Of9+9//Pr169WLhwoXZ6F6TEZGRwCqvjTkS6IwbXdwC9BSRfqq6Eaf4XejbHKSqG0SkM/Aj4F99+QBgvbeV85FKy/1r5IS8K38DAgVwZWXrdaqB8veKK/J+65EjnWAp3bzqjTdCzFadWWHcuNR5+pNt/QawY8cOJkyYwJYtW6ipqeFnP/sZEyZM4Oabb2bIkCFcd911gNv67cADD2TSpEmcffbZvP/++9x6663s3r2bv/zlL9xyyy389P+3d/fBVZX5Ace/P27eE/ImLyHidKtTLbgV40tUTJWgq64KZAsVK6Nut8XZdnWgO+qoK8raMuLW1h1wB9QtulsZUUpdAXfHxbWRGSFaeQfJCigSkBBuIBfBUELy6x/PueGSnJtcuK/C7zNz5p57znPu+eW5594n5znnPr/HH2fVqlUMHjyYrq4uLrzwQlavXn1SppqZM2eyY8cOtm/fTjAY5OGHH2bq1KndsUyaNKk7q86rr76KiPDUU0+xbNky2tvbGT16NC+88AIiwpw5c5g/fz5ZWVmMHDmSRYsWceTIER544AE2b95MR0cHM2fOZMKECX3WX319PTNmzKCsrIzGxkY+/fRT6urqaGpq4ujRo0ybNo377nOXNl9++WWefvppSktLGTVqFLm5uaf1np0uEXkN91OXQSKyGzcmQTaAqs4HJgL3iEgH0A5M9noXO0XkQeAP3iW9NcBL3ss+JCK34xrNear6nrd8EvAPInLce62k9lRao2qS4pNPYPBgGJTq28EuuMD9LiRTb1bq6nJJS5ub3bR378mPzc3w5Zeu+zrlp/mQk+Nuos7EO4BjSf1WXFxMMBjk6quvZvz48UyePJnp06d3N6pvvPEG77zzDp2d7nJbOPXbxx9/zPPPu86sxsZGFi5cyPTp031Tv4Vt3LiRhoYGjhw5QlVVFbfddhsA69atY8uWLVRWVnLttdfywQcfUFNTw/33388TTzwBuAw2y5cvZ9y4ccyePZvPP/+c3Nzc7hyts2bNYuzYsSxYsIC2tjaqq6u58cYbKSws7LOO1q5dy+bNm7sz1ixYsIDy8nLa29u58sormThxIseOHePJJ59kzZo1lJSUUFtbS1VV1am+HXFR1T5H61fVZ4BnoqxbAVzis/wh4CGf5SntqbRG1SRFin9ieUIg4E6PU3WzkiqEQi7D94ED0Np64tGv4WxpcdlneiouhooKdx318suhrg58Bn9PhVgG1s+wzG+opjb1G8CECRPIz88nPz+f2tpaPvroI0pLS6murmb4cPcDhUsvvZSdO3dSU1Pjm+Jt3LhxXHLJJUyZMoW6ujrq6uoAl95t6dKlPPvss4AbeH/Xrl2M6Kfrp7q6+qQUcHPmzOnO+9rU1MS2bdtobm5mzJgx3f8oTJ48+bSuSxt/1qiahFN1X8ppS3Jx8cWwcuWpb9fZCcEg7NvnGr/W1pMbSb+G8+BB/0YSXAM/dOiJxrKq6sR85GNFBRQUxPc3J9DIkbB0qRtiMicn3dGckEmp38AN8O/3PLIrNRAIcPz48T5TvL399tusXLmSZcuWMWvWLDZt2oSqsmTJEi46xZyJkWey9fX1vPvuu6xevZqCggLGjBnTb1o5Ez9rVJOgtRW2b4//dXp8ZhOuv9ePXB+ej2VZW5ub0nKmCq5RXbgQDh1yOedaWlxD6TdFrgsGXfesn6IiOOccKC93j+edd2K+r0eftGGZbsQI93/Ctm1puVcqqrFjx/LYY4/x4osvdl8b3LhxI6FQqN/Ub1OnTiUYDPL+++/3et2+Ur/dfffdvqnfAN566y0effRRjhw5Qn19PbNnz456xueX4m3SpEl0dXXR1NREbW0tNTU1LFq0iMOHD3PzzTczd+5c5s6di4iwbt26U+6iDYVClJWVUVBQQGNjIw0NDQBcddVVTJs2jdbWVoqLi1m8eHH3tWkTP0ni9dpvvMLCQj2VPIVhixfDHXckIaBvmPp6uP76NOx42TIYP951qR465F+moMCdRUabhgxxF4TLy92USadsSbZunbvzt7TUXZ4O63lH6an8U5YoXV2dhEIhOjqOISIEAgFKSkoJBITW1la6upScnGyOHTvG4MGDCARcvM3NzQQCwpAhbuTSzs7j7N/fwrBhlXR1ddLS0oKqUlJS4p3tKbt2fUFlZSXZ2b3f+7a2gxw/3kFHRwednV2UlpYwcGAxR4+209YWoqKiAhEIBveTm5vLwIHFHDhwgMOHvyIrK0B2djZZWdmUl5exZ88eurpcb8fAgQMpKytHtYtgcD/t7e0AZGdnU1l57kkxHD3qupHPPdd1Nbe3n/wcutizZw8dHR3k5OTQ2dnFoEGDKCwsIBRqIxhsJRAYQF5eHiJQUeHS4oVCbbS3t/P448P48Y/7f0+2bt3aq1taRL5W1b4vAJ+h7Ew1CWpqIN6fvSX7f53+Xj9yfXjeb1m09YWFcN118cV42mprYepUN8JSuIHs2WgWFaUpuMw3ahTMmOFO4iMdPPgVZd7vZk/l+Ekk1QAuw6PfvoZE3b9qRY/nWUCl9yyA6sl5VoPBVtrbt3LDDd/yjWP9+l1kZWVxca9T+XwgP2L/kTc4laNaTk+qw32WDcB/SPTwemhp+YrGxh1cdll4+wJvCv/9A6iqOq/Xdk6pN/Wuq507D3LgwEGGDu2de9b0zxrVJBg2zE0mTYqK4MVTHsDFeAYMgKd8hhzfurWZESNSOxhFOsyePZt58+axZMlCamr8y8yc+SZFRUU8+GD6+sdXrdrBXXfdSyg0MmGDVzz33HNs2DCfO+6YyJQpGfZD5W8I6/7tw+l2/xpzJvLr5jPGun9Plq5hCo0x30D2T7iJZMdDb9aoGmNikpeXR2trq32RGsA1qK2treTl5aU7lIxi11SNMTEZPnw4u3fvZv/+/ekOxWSIvLy87oEujGPXVPtg11SNMebU2TVVY4wxxsTNGlVjjDEmQaxRNcYYYxLErqn2QUS6cPn3TkcWcDyB4SRapscHmR+jxRcfiy8+mRxfvrphoc461qgmiYh8rKpXpDuOaDI9Psj8GC2++Fh88cn0+M5WZ+V/EsYYY0wyWKNqjDHGJIg1qsmT6SO6Z3p8kPkxWnzxsfjik+nxnZXsmqoxxhiTIHamaowxxiSINarGGGNMglijGicRuUVE/igi20XkEZ/1uSLyurf+QxH5VgpjO09E/kdEPhGRLSIyzafMGBEJich6b3oiVfF5+98pIpu8fX/ss15EZI5XfxtFJGWZk0Xkooh6WS8ih0Rkeo8yKa8/EVkgIi0isjliWbmIrBCRbd6jbzZxEbnXK7NNRO5NYXz/KiKN3nv4poiURtm2z+MhifHNFJE9Ee/jrVG27fPznsT4Xo+IbaeIrI+ybdLrz/RDVW06zQkIADuA84EcYAMwskeZfwTme/N3Aq+nML5hwGXe/EDgU5/4xgDL01iHO4FBfay/FfgdIMDVwIdpfK+bgT9Jd/0B1wGXAZsjlv0MeMSbfwR4xme7cuAz77HMmy9LUXw3AVne/DN+8cVyPCQxvpnAgzEcA31+3pMVX4/1/wY8ka76s6nvyc5U41MNbFfVz1T1GLAImNCjzATgV978fwE3iIikIjhV3auqa735r4CtwLmp2HcCTQB+rU4DUCoiw9IQxw3ADlX9Ig37PomqrgQO9FgceZz9Cqjz2fRmYIWqHlDVg8AK4JZUxKeqv1fV8Og/DUDa8oVFqb9YxPJ5j1tf8XnfHXcAryV6vyYxrFGNz7lAU8Tz3fRutLrLeF8qIeCclEQXwet2rgI+9Fl9jYhsEJHficjFKQ0MFPi9iKwRkft81sdSx6lwJ9G/yNJZf2FDVXWvN98MDPUpkyl1+QNc74Of/o6HZLrf655eEKX7PBPq7y+Bfaq6Lcr6dNafwRrVs4KIFAFLgOmqeqjH6rW4Ls1RwFzgNykOr0ZVLwO+C/xIRK5L8f77JSI5wHhgsc/qdNdfL+r6ATPyt3Ii8hPceLULoxRJ1/EwD7gAuBTYi+tizUR/Q99nqRn/eTrTWaManz3AeRHPh3vLfMuISBZQArSmJDq3z2xcg7pQVf+753pVPaSqh7353wLZIjIoVfGp6h7vsQV4E9fFFimWOk627wJrVXVfzxXprr8I+8Ld4t5ji0+ZtNaliHwfuB2Y4jX8vcRwPCSFqu5T1U5V7QJeirLfdNdfFvBXwOvRyqSr/swJ1qjG53+BPxORP/XOZu4ElvYosxQI32U5CXgv2hdKonnXX/4D2Kqq/x6lTEX4Gq+IVOOOiZQ0+iJSKCIDw/O4m1k29yi2FLjHuwv4aiAU0c2ZKlHPDtJZfz1EHmf3Am/5lHkHuElEyrzuzZu8ZUknIrcADwPjVfXrKGViOR6SFV/kdfrvRdlvLJ/3ZLoRaFTV3X4r01l/JkK675T6pk+4u1M/xd0V+BNv2VO4Lw+APFy34XbgI+D8FMZWg+sG3Ais96ZbgR8CP/TK3A9swd3J2ACMTmF853v73eDFEK6/yPgE+IVXv5uAK1L8/hbiGsmSiGVprT9cA78X6MBd1/s73HX6PwDbgHeBcq/sFcAvI7b9gXcsbgf+NoXxbcddjwwfh+E74iuB3/Z1PKQovv/0jq+NuIZyWM/4vOe9Pu+piM9b/kr4uIsom/L6s6nvyYYpNMYYYxLEun+NMcaYBLFG1RhjjEkQa1SNMcaYBLFG1RhjjEkQa1SNMcaYBLFG1Zg4iUinlxVkg4isFZHRSdjH4RjKjD/VzCki8oqITDr9yIwxkbLSHYAxZ4B2Vb0UQERuBp4Grk91EKq6lNQORmCM6cHOVI1JrGLgIHTnWl0eXiEiz3tD9YXzXv7UO7PdJCJ/7i0vEpGXvWUbRWRixPazvLPhBhHpNWC+iHxfRJ735l8Rl4d2lYh8Fj4b9Uamet7LCfouMCRi+8tF5H1vMPZ3RGSYiJR4ZS/yyrwmIlOTUG/GnBGsUTUmfvle928j8Evgn2PcLqhu8PN5wIPeshm4oRj/QlUvAd7zlhcCDeoG7l8JxNKwDcONqnU7MNtb9j3gImAkcA8wGrrHiJ4LTFLVy4EFwCxVDeFGjXpFRO7E5V99Kca/z5izjnX/GhO/yO7fa4Bfi8i3Y9gunOBgDW6gdHDju94ZLqAu7ynAMWB5RPnvxPD6v1E3QPwnEWe21wGvqWon8KWIhBvti4BvAyu8oYwDuKHyUNUVIvLXuOEiR8WwX2POWtaoGpNAqrray1IzGJfiLLI3KK9H8f/zHjvp/7PYoSfGFI2lfOTrgxtDuS8CbFHVa3qtEBkAjAC+Bspw49EaY3xY968xCeRdGw3gBuH/AhgpIrkiUgrcEMNLrAB+FPF6fsmy47ESmCwiAS8zS623/I/AYO9MGxHJlhMJ1/8J2ArcBbzsdRUbY3zYmaox8csXkfXevAD3et2rTSLyBi791ufAuhhe61+AX4jIZtwZ6U850U2cCG8CY4FPgF3AagBVPebdzDRHREpw3w0/F5HjwN8D1ar6lYisBB4HnkxgTMacMSxLjTHGGJMg1v1rjDHGJIg1qsYYY0yCWKNqjDHGJIg1qsYYY0yCWKNqjDHGJIg1qsYYY0yCWKNqjDHGJMj/A27lzHnfFAv8AAAAAElFTkSuQmCC\n"
+            "image/png": "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\n"
           },
-          "metadata": {
-            "needs_background": "light"
-          }
+          "metadata": {}
         }
       ]
     },
     {
       "cell_type": "code",
       "source": [
-        "fig = plot_cavitydata(\"tracking_test.hdf5\",\"MC\",plot_type=\"streak_volt\")"
+        "fig = plot_cavitydata(\"tracking_test.hdf5\",\"MC\",plot_type=\"streak_amplitude\")"
       ],
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 290
+          "height": 465
         },
-        "outputId": "d23261ac-a806-4291-fcc1-93757651ffe3",
+        "outputId": "15fd1864-b200-4591-d42d-ee76e40ee8ba",
         "id": "srURo9xxMqqy"
       },
-      "execution_count": 35,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
             "text/plain": [
-              "<Figure size 432x288 with 2 Axes>"
+              "<Figure size 640x480 with 2 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlQAAAHACAYAAABkh/bhAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABxrklEQVR4nO3deVxU9f4/8NcZdhfADQYSEdMCctdE3LIkUbG0qLRLqUSSXnDD3LqKWRrpzTSXJCsFb5Lpzby5hBFu18QlzMo1K26aCloECC7AzPn94Y/zdWKRmfNh5si8no/HeZRnPucznzNnZvjM5/M+748ky7IMIiIiIrKYztYNICIiIrrbsUNFREREpBI7VEREREQqsUNFREREpBI7VEREREQqsUNFREREpBI7VEREREQqsUNFREREpBI7VEREREQqsUNFREREpBI7VERERBq1YMEC9OrVCw0aNICnp6etm0M1YIeKiIjIhvr374+UlJQqHystLcXTTz+N8ePHW7dRZDZHWzeAiIiIqjZv3jwAqLbDRdrBESoiIiIildihIiIiIlKJHSoiIiIreuONN9CoUSNl++9//4tx48aZ7Dt37pytm0lmYgwVERGRFY0bNw7PPPOM8u+oqChERkbiySefVPb5+vraommkAjtUREREVtS0aVM0bdpU+bebmxu8vLzQtm1bG7aK1GKHioiISKPOnTuH/Px8nDt3DgaDAceOHQMAtG3bFo0aNbJt48gEO1REREQalZiYiNTUVOXfXbp0AQDs3r0b/fv3t1GrqCqSLMuyrRtBREREdDfjXX5EREREKrFDRURERKRSvY+hMhqNuHjxIho3bgxJkmzdHCIi0jBZlnH16lX4+vpCp6u7MYcbN26gtLRUdT3Ozs5wdXUV0CJSq953qC5evAg/Pz9bN4OIiO4i58+fR8uWLeuk7hs3bsDXrRH+hEF1XXq9Hjk5OexUaUC971A1btwYALCuYRs0kBxs3BoKmT1QaH2lDz0htD4J2r5HQ5KNwupyyNwsrC4AyJr7ldD6SDt0TvYzun9NNmJ06S/K3466UFpaij9hQIpDABqoiLy5BiPG5OagtLSUHSoNqPcdqoppvgaSAztUGuDu6iK0vpuNGgqtz546VI6uzsLqAsDPVz2ms8NwCWuEiDR0Uvd3SZINEDDIRYLU+w4VERGRFkmOkqrOqiTbX0dXy9ihsoDOkW9iS4n+1SdLgoNGBY4A1QmR51uHAbci2NM0E9knyUkHScVnWmIaSU3R9jcqERER0V2AI1REREQ2oHOQoNNZPhKrM3IUV0vspkOldq7apC5ORVhO8DSTLDxwVOODtgKnJEVPv4qeouPnjGxBkiXgppWey0mCpKJDJbFDpSka/+tBREREpH12M0JFRESkJTpHTvnVJ+xQERER2QCn/OoXu+lQSY7q3ri3Y9oEy4m6BhWEp02AxtMmiJylFxzPJjrmiZ8zsgXmdiJL2U2HioiISEt0DhJ0Diqm/Azs/GkJO1REREQ2IDlIkFR0qCSwQ6UlvMuPiIiISCW7GaFycNPBQeNLbdgF4TFPWo/JEk3DeagExzwxDxXZgjUDvVVP+XGESlPspkNFRESkJZJO5V1+DKDXFHaoiIiIbEBy0EFyULE4Mrg4spZofX6DiIiISPPsZoRKbUZaEkTjeagkgWvl1QWh58s8VFRPiHzvORitN+rDGKr6xW46VERERFoiScyUXp9wyo+IiIhIJbsZoZIc1SVQIzEkwdNMsuBb/7X+G0PklKToZYAc3LT92tkbTplaxpoLDksOUDXlJzEmXVPspkNFRESkJaozpTNtgqbwJyURERGRShyhIiIisgFJp1MVBiE6hILUsZsOlU6ng45vPtsTHPMkC196RvDyKcIT7wl8DwtOOcGYHXW41I42SAYrxlCpzZTOVECawh4GERERkUp2M0JFRESkJaoTezIoXVPYoSIiIrIBTvnVL3bToVJ7e2pdUvML5W4jOTgIrU/00jPCiV7KRuBbRXIUey3sLQaIMZn1k062XnInSVIZlK717z87w6tBREREpBI7VERERDZQMeWnZrPEypUr0bp1a7i6uiIkJASHDx+usfymTZsQGBgIV1dXdOjQATt27DB5XJZlJCYmwsfHB25ubggLC8PZs2dNyuTn5yMqKgru7u7w9PRETEwMiouLK9Xz1ltv4b777oOLiwvuueceLFiwwKJztAW7mfJzcNLBwYH9R5sTPE1ilARPWwmfohO81I7IygSniLC3KTCthhCQOpLgVCw1UR2UbsEyOZ988gkSEhKQnJyMkJAQLF26FOHh4Thz5gy8vLwqlT9w4ACeffZZJCUlYejQoUhLS8Pw4cNx9OhRtG/fHgCwaNEiLFu2DKmpqQgICMCcOXMQHh6OkydPwtXVFQAQFRWFS5cuISMjA2VlZYiOjkZsbCzS0tKU55o0aRK+/PJLvPXWW+jQoQPy8/ORn59v4atjfZIsW3HC2AaKiorg4eGBLzt1RkPB8Ttkvs4THxda3++9nhZan+gOlfg8VOI02feJ0Pqyl2wTWp/WsUNVP5UYDBh88nsUFhbC3d29Tp6j4u/SwcF90cjJ8nGN4rJy9Pziv2a1NSQkBA8++CBWrFgBADAajfDz88OECRMwc+bMSuVHjBiBkpISbNv2f5/vnj17onPnzkhOToYsy/D19cXUqVPx8ssvAwAKCwvh7e2NlJQUjBw5EqdOnUJwcDCOHDmC7t27AwDS09MxZMgQ/Pbbb/D19cWpU6fQsWNHHD9+HPfff7/Fr4kt2ddPSiIiIo0QNeVXVFRkst28ebPK5ystLUV2djbCwsKUfTqdDmFhYcjKyqrymKysLJPyABAeHq6Uz8nJQW5urkkZDw8PhISEKGWysrLg6empdKYAICwsDDqdDocOHQIAbN26FW3atMG2bdsQEBCA1q1b48UXX7yrRqjYoSIiIrKBiqVn1GwA4OfnBw8PD2VLSkqq8vl+//13GAwGeHt7m+z39vZGbm5ulcfk5ubWWL7iv3cq89fpREdHRzRt2lQp88svv+DXX3/Fpk2bsG7dOqSkpCA7OxtPPfXUHV9HrbCbGCotp02wKxpfekbTMU8QPCUpOOZJ9OfLntKJkHborBhDJcr58+dNpvxcXFxs2BrLGI1G3Lx5E+vWrcN9990HAPjwww/RrVs3nDlz5q6YBuQIFRERkQ2ImvJzd3c32arrUDVv3hwODg7Iy8sz2Z+Xlwe9Xl/lMXq9vsbyFf+9U5nLly+bPF5eXo78/HyljI+PDxwdHZXOFAAEBQUBAM6dO1fNK6gt7FARERHZgLXTJjg7O6Nbt27IzMxU9hmNRmRmZiI0NLTKY0JDQ03KA0BGRoZSPiAgAHq93qRMUVERDh06pJQJDQ1FQUEBsrOzlTK7du2C0WhESEgIAKB3794oLy/Hzz//rJT58ccfAQD+/v5mnaet2M2UHxERkb1LSEjA6NGj0b17d/To0QNLly5FSUkJoqOjAQCjRo3CPffco8RhTZo0CQ899BAWL16MiIgIbNiwAd988w1Wr14NAJAkCZMnT8b8+fPRrl07JW2Cr68vhg8fDuDWSNOgQYMwduxYJCcno6ysDPHx8Rg5ciR8fX0B3ApS79q1K1544QUsXboURqMRcXFxePTRR01GrbTMbjpUOp26fB91SRKcH0s2iIuzEd02NcssVEX00jOajnkChMZ4SYLj2RycOOCtBmM8tUGns+LSMzZYy2/EiBG4cuUKEhMTkZubi86dOyM9PV0JKj937pxJTrlevXohLS0Ns2fPxiuvvIJ27dphy5YtSg4qAJg+fTpKSkoQGxuLgoIC9OnTB+np6UoOKgBYv3494uPjMWDAAOh0OkRGRmLZsmXK4zqdDlu3bsWECRPQr18/NGzYEIMHD8bixYsteWlswm7yUGV274qGgtcuE8WeOlQdxj0mtL68nmLzUImm5bxWzfeLzUN1bIV95aESjR0qbSgxGPDo0W+tkofq6NNhaOTkZHE9xWVl6LrpqzptK9We3YxQERERaYmkcuZEMrATriX206FykISNtqgZorUGSafNkTgAgOBs9UbBU36S6AFbLU9JCr4W9jbCotUQAlJHJ/O6kmXsp0NFRESkIbaIoaK6ww4VERGRDdye7dzS40k7eDWIiIiIVLKbESoHRx0cHNl/tDnhMUWCr6kk9q480UvjiIzxEv3rVnRMkeg7TIlqRXSqkxpwyq9+sZsOFRERkZawQ1W/8CcgERERkUocoSIiIrIBBqXXL3bToZIcJM3mybGrD4Xg3EeiY5RkCM7NJHoxG5ExXoKvhc5Jw/nP7gI6Tt9ogoMVJ2445Ve/2NFfciIiIqK6YTcjVERERFrCKb/6hR0qIiIiW5CkW5ua40kz7KZDpXN0gM6RMR42J/gLwCh41lp0zJPwPFQi6xOcE0zrMUBajaEkbZGsuJafJKmMoWKHSlM4XkhERESkkt2MUBEREWkJY6jqF7vpUOl0kvClMUSxp1tfJQexbzlZ8PC88Ck6SXDaBJEEv++YNkEde/oe0DKd6FQnNWDahPqF3VsiIiIilexmhIqIiEhLOOVXv7BDRUREZAOSTt20neAbdUklu+lQ6Rx10Dny3Wdzguf8jcKXihG4tAvEx3gJTeugE/zaaTyeQ6sxlKQtOiPfJ2QZu+lQERERaQmD0usXdqiIiIhsQae7tak5njSDV4OIiIhIJbsZoVJ7N8XtGIuhguC4HdF5o2ThMVmic9qIi/ESnRPMwYm/z9Tg9I026GTrvY8lSVK1fAyXntEWm34DGgwGzJkzBwEBAXBzc8O9996L119/HbL8f3+EZFlGYmIifHx84ObmhrCwMJw9e9aGrSYiIlKv4oe+mo20w6ZXY+HChVi1ahVWrFiBU6dOYeHChVi0aBGWL1+ulFm0aBGWLVuG5ORkHDp0CA0bNkR4eDhu3Lhhw5YTERGpUxGUrmYj7bDplN+BAwcwbNgwREREAABat26Njz/+GIcPHwZwa3Rq6dKlmD17NoYNGwYAWLduHby9vbFlyxaMHDmy1s/l4KTjlIQFhP8CEpw4xSB4eF78UjGCl3cRWZ/gL2PRX+789U22wPcdWcqm75xevXohMzMTP/74IwDgu+++w/79+zF48GAAQE5ODnJzcxEWFqYc4+HhgZCQEGRlZVVZ582bN1FUVGSyERERaY6k+787/SzZmNlTU2w6QjVz5kwUFRUhMDAQDg4OMBgMWLBgAaKiogAAubm5AABvb2+T47y9vZXH/iopKQnz5s2r24YTERGppXbajlN+mmLT7u3GjRuxfv16pKWl4ejRo0hNTcVbb72F1NRUi+ucNWsWCgsLle38+fMCW0xERERUmU1HqKZNm4aZM2cqsVAdOnTAr7/+iqSkJIwePRp6vR4AkJeXBx8fH+W4vLw8dO7cuco6XVxc4OLiUmm/ztEBOkext8ST+WQHsdfAKPg3gSSLjaESnTbBIDSGSuy1cHCyr88XA4LrJwcrjjNIkg6Simk7NceSeDa9GteuXYPuLwGADg4OMBpv5doJCAiAXq9HZmam8nhRUREOHTqE0NBQq7aViIhIKJ2kfiPNsGmH6rHHHsOCBQuwfft2/O9//8Nnn32Gt99+G0888QSAW0nLJk+ejPnz5+Pzzz/HDz/8gFGjRsHX1xfDhw+3ZdOJiIjuSitXrkTr1q3h6uqKkJAQ5c766mzatAmBgYFwdXVFhw4dsGPHDpPHa5MvMj8/H1FRUXB3d4enpydiYmJQXFxc5fP99NNPaNy4MTw9PVWdp7XZtEO1fPlyPPXUU/j73/+OoKAgvPzyy3jppZfw+uuvK2WmT5+OCRMmIDY2Fg8++CCKi4uRnp4OV1dXG7aciIhIHVsk9vzkk0+QkJCAuXPn4ujRo+jUqRPCw8Nx+fLlKssfOHAAzz77LGJiYvDtt99i+PDhGD58OI4fP66UqU2+yKioKJw4cQIZGRnYtm0b9u3bh9jY2ErPV1ZWhmeffRZ9+/Y1+9xsTZJlwUEjGlNUVAQPDw8cfeZRNHZ2snVz7N49z0cKre9M68eE1iea6LxWImOy7ju7RVhdAPBr6mah9dkbxmRpQ3FZObp9monCwkK4u7vXyXNU/F0691os3F2dLa/nRilaJa42q60hISF48MEHsWLFCgCA0WiEn58fJkyYgJkzZ1YqP2LECJSUlGDbtm3Kvp49e6Jz585ITk6GLMvw9fXF1KlT8fLLLwMACgsL4e3tjZSUFIwcORKnTp1CcHAwjhw5gu7duwMA0tPTMWTIEPz222/w9fVV6p4xYwYuXryIAQMGYPLkySgoKLD05bE6RrQRERHZgdLSUmRnZ5vkdtTpdAgLC6s2t2NWVpZJeQAIDw9XytcmX2RWVhY8PT2VzhQAhIWFQafT4dChQ8q+Xbt2YdOmTVi5cqX6k7UBu1kcmYiISFMkSV1yzv+/OPJfE1hXd7f777//DoPBUGVux9OnT1f5FLm5uTXmgqxNvsjc3Fx4eXmZPO7o6IimTZsqZf744w+MGTMGH330UZ2NDNY1u+lQaXndI622q04Ivs1XdNoE0bSchkEWfC3ELz1jR58L0gxrvu/U/l2qONbPz89k/9y5c/Hqq6+qaZrVjR07Fn/729/Qr18/WzfFYnbToSIiItKUiiVk1BwP4Pz58yajOlWNTgFA8+bN4eDggLy8PJP9eXl5St7Hv9Lr9TWWr02+SL1eXynovby8HPn5+crxu3btwueff4633noLwK07B41GIxwdHbF69Wq88MIL1b8OGqHtn/dERERUI3d3d5Otug6Vs7MzunXrZpLb0Wg0IjMzs9rcjqGhoSblASAjI0MpX5t8kaGhoSgoKEB2drZSZteuXTAajQgJCQFwK87q2LFjyvbaa6+hcePGOHbsmJJKSes4QkVERGQDkiRBklRM+VlwbEJCAkaPHo3u3bujR48eWLp0KUpKShAdHQ0AGDVqFO655x4kJSUBACZNmoSHHnoIixcvRkREBDZs2IBvvvkGq1evVtpQkS+yXbt2CAgIwJw5c0zyRQYFBWHQoEEYO3YskpOTUVZWhvj4eIwcOVK5wy8oKMiknd988w10Oh3at29v6ctjdXbToeLSMxoheLkTgyx2kFUneKkYWeRSMRCchkHwMkD29vlijFf9JP3/lTqs82Qqp/wsiIMcMWIErly5gsTEROTm5qJz585IT09XgsrPnTtnsoJJr169kJaWhtmzZ+OVV15Bu3btsGXLFpOOzvTp01FSUoLY2FgUFBSgT58+lfJFrl+/HvHx8RgwYAB0Oh0iIyOxbNkyy89dg+wmD9V3zw1mHioN0P/tKaH1HW85VGh9ojtUoonsUAX97z/C6gKAC//6VGh9WscOVf10tbQMXTZ8aZU8VL8tnAB3t6qn52pVz/WbaDljeZ22lWrPbkaoiIiItETUXX6kDexQERER2YKkU5mHiveVaYnddKh0jjroHPnmszVZcNyOURb7C030hJ+KeNOqiTxfwfFs9vb5smQdNdI+nTVjqKhesZsOFRERkabopFubmuNJM9ihIiIisgFJ0kFSMW2n5lgSj1eDiIiISCW7GaFiHiqNEBy3YxSch0rkWnmar08n9uPPz5c6vGNLG3RGK44zcMqvXrGbDhUREZGWSDqdqpsbeGOEtrBDRUREZAuSpO5WYOG3EZMadtOh0jlwyk8LZMFTfrLwtAmCl4rR8JSfLHi6gJ8vbeEUomWYNoEsZTcdKiIiIk3RSerW8mOnWVPYoSIiIrIFTvnVK4xoIyIiIlLJbkao1C5CaVoX+6GWkgXfqm8QHEMlmujW6UTWyKVniCqxZuwZ7/KrX+ymQ0VERKQpXBy5XuHVICIiIlKJI1RERES2IKnMlM6gdE2xmw6V5OgASaN5cuxpgUvReahELz0jmug8VLLQPFRir4XoeA7mUSJb0Bmsl4eKiyPXL7waRERERCrZzQgVERGRpnBx5HrFbjpUOgcddA4anfKzpw+F4Dl/pk2wnOgUFsKXnrGnzwVphmTFKT/e5Ve/2E2HioiISFOYKb1eYfeWiIiISCWOUBEREdmCTqdycWSOiWiJ3XSodI4O4mM8RLGjWBHxaRO0/dpJYrMmQOTpCk+boNEYxQp2FatIFtM5GKz3ZIyhqld4NYiIiIhUspsRKiIiIk1h2oR6hR0qIiIiW5AklVN+7FBpid10qLS99Iz9fChEx+0YjGJfO/GXQmyFOpFL2Qi+FjpHbUcQiF4ah+onnUGbfydI++ymQ0VERKQpzENVr7BDRUREZAtMm1Cv2E2HStI5aPa2bnu6ndvo4CS2PtFpEwSnORD9A1IW2D7haRM0OqVegVN+VBsSp/zqpWXLlpl9THR0NBo3blzr8nbToSIiItIUTvlZzeTJk9GyZUs41HJg5fz58xg6dCg7VERERJrHxJ5W9c0338DLy6tWZc3pSFXg1SAiIrIFSfd/cVSWbBZ2qFauXInWrVvD1dUVISEhOHz4cI3lN23ahMDAQLi6uqJDhw7YsWOHyeOyLCMxMRE+Pj5wc3NDWFgYzp49a1ImPz8fUVFRcHd3h6enJ2JiYlBcXKw8vmfPHgwbNgw+Pj5o2LAhOnfujPXr11t0flWZO3cuGjVqVOvyr7zyCpo2bWrWc9jNCJUkcukZDrNaTJYEp00waPtaiH6riAy3M4pOmyA6RpExT2QDkuDPhdZ88sknSEhIQHJyMkJCQrB06VKEh4fjzJkzVY7eHDhwAM8++yySkpIwdOhQpKWlYfjw4Th69Cjat28PAFi0aBGWLVuG1NRUBAQEYM6cOQgPD8fJkyfh6uoKAIiKisKlS5eQkZGBsrIyREdHIzY2FmlpacrzdOzYETNmzIC3tze2bduGUaNGwcPDA0OHDlV93nPnzjWr/KxZs8x+DkmWRYa5ak9RURE8PDzwv8QYuLs6i6mUHSqLyYNHCK3vQHmo0PpEE9+hEvdxDZX3CasLAAxbPxFaHztUZAtXb5Qi4I0UFBYWwt3dvU6eo+LvUt6ny+He0M3yekquwztyglltDQkJwYMPPogVK1YAAIxGI/z8/DBhwgTMnDmzUvkRI0agpKQE27ZtU/b17NkTnTt3RnJyMmRZhq+vL6ZOnYqXX34ZAFBYWAhvb2+kpKRg5MiROHXqFIKDg3HkyBF0794dAJCeno4hQ4bgt99+g6+vb5VtjYiIgLe3N9asWWPW61Kd7t2748UXX8Tf/va3Orm2/MYiIiKyhYoYKjWbGUpLS5GdnY2wsDBln06nQ1hYGLKysqo8Jisry6Q8AISHhyvlc3JykJuba1LGw8MDISEhSpmsrCx4enoqnSkACAsLg06nw6FDh6ptb2FhodnTbjXp1KkTpk+fDh8fHzz//PPYs2ePsLoBdqiIiIjuakVFRSbbzZs3qyz3+++/w2AwwNvb22S/t7c3cnNzqzwmNze3xvIV/71Tmb9OJzo6OqJp06bVPu/GjRtx5MgRREdHV/m4JT788EPk5uZi5cqVOH/+PAYMGIC2bdvijTfewIULF1TXbzcxVDonR+ic7OZ0Natc9NIzovNQCaYTPKEu8nRlwTFPovNQMW8U2YJV86kJSpvg5+dnsnvu3Ll49dVXVTTMtnbv3o3o6Gi8//77eOCBB4TW3aBBA4wZMwZjxozBzz//jLVr1+K9997D3LlzMXDgQMTExODJJ5+0qG5+YxEREdmCmjv8bsuyfv78eRQWFipbdQHVzZs3h4ODA/Ly8kz25+XlQa/XV3mMXq+vsXzFf+9U5vLlyyaPl5eXIz8/v9Lz7t27F4899hiWLFmCUaNGVfvSiXDvvfdi/vz5+N///oePP/4YBw8exNNPP21xfexQERER3cXc3d1NNhcXlyrLOTs7o1u3bsjMzFT2GY1GZGZmIjS06ht8QkNDTcoDQEZGhlI+ICAAer3epExRUREOHTqklAkNDUVBQQGys7OVMrt27YLRaERISIiyb8+ePYiIiMDChQsRGxtr5qtgmT179igjVgaDAWPHjrW4Ls6BERER2YAsSZBVTPlZcmxCQgJGjx6N7t27o0ePHli6dClKSkqUWKVRo0bhnnvuQVJSEgBg0qRJeOihh7B48WJERERgw4YN+Oabb7B69WoAgCRJmDx5MubPn4927dopaRN8fX0xfPhwAEBQUBAGDRqEsWPHIjk5GWVlZYiPj8fIkSOVO/x2796NoUOHYtKkSYiMjFRiq5ydnYUGpgPAb7/9hpSUFKSkpOCXX35B37598e677+Lpp5+Gm5vld12a3aFKTU1F8+bNERERAQCYPn06Vq9ejeDgYHz88cfw9/e3uDF1SXLQaXYtP3tiFJyHymjUdgyVLDDNAQBIEHe+onOC6ZzErtNIZAtW/TshSSozpZv/fTBixAhcuXIFiYmJyM3NRefOnZGenq4ElZ87dw662+IXe/XqhbS0NMyePRuvvPIK2rVrhy1btig5qIBb/YCSkhLExsaioKAAffr0QXp6upKDCgDWr1+P+Ph4DBgwADqdDpGRkSbr66WmpuLatWtISkpSOnMA8NBDDwm7G2/jxo1Ys2YNMjMz4eXlhdGjR+OFF15A27ZthdRvdh6q+++/H6tWrcIjjzyi3E65ZMkSbNu2DY6Ojti8ebOQholSke/j/Bvj4e5a9TAoWc/NR8Xmodp/7UGh9Ykmie5QCew/9nU6IK4yALqdm4TWR2QLRTdK4T93tVXyUOVuXQ33hg0sr6fkGvSPxdZpW+sTZ2dnREREICYmBkOGDDHpOIpg9gjV+fPnld7cli1bEBkZidjYWPTu3Rv9+/cX2jgiIqJ6i2v5WdVvv/1W67X8LGF2h6pRo0b4448/0KpVK3z55ZdISEgAALi6uuL69evCGyiK5ODAKT8NEL3cicEotDrhJMGp0kUuPSMLvhZWvd2crEr0+1jLdAaD1Z7LFjFU9uz06dM4ffr0Hcv169fPovrN7lA9+uijePHFF9GlSxf8+OOPGDJkCADgxIkTaN26tUWNICIisjscobKq/v37Kz8Oqot2kiQJBgs71WZfjZUrVyI0NBRXrlzBp59+imbNmgEAsrOz8eyzz1rUCCIiIqK61KRJE/j5+WHOnDk4e/Ys/vzzz0pbfn6+xfWbPULl6empLKp4u3nz5lncCCIiIrsjKFM61c6lS5fw2WefYc2aNVi0aBGGDBmCmJgYDBo0SMi0tkV5qAoKCnD48GFcvnwZRuP/BbFIkoTnn39edaPqguTgwBgPDRB9q365QewXiujvJ5ExT4DYNAwGndg0B06MUdQUe4p7Esmqsba3ZTu3+HiqNWdnZ4wYMQIjRozAuXPnkJKSgvj4eNy8eROjR4/GvHnz4OhoeXpOs4/cunUroqKiUFxcDHd3d5MPrZY7VEREREQA0KpVKyQmJuL5559HTEwM3nzzTUydOlVVElGzu7dTp07FCy+8gOLiYhQUFAibeyQiIrInFXf5qdnIfDdv3kRaWhrCwsLQvn17NG/eHNu3b1edkd3sEaoLFy5g4sSJaNDA8mRkREREdo93+VnV4cOHsXbtWmzYsAGtW7dGdHQ0Nm7cKGxpG7M7VOHh4fjmm2/Qpk0bIQ2wGgeHWxvZlPg8VKLzPInNbC4L/gEpMi5G9LVgnjd1JNEBd2QRvo/rr549e6JVq1aYOHEiunXrBgDYv39/pXKPP/64RfWb3aGKiIjAtGnTcPLkSXTo0AFOf1m/y9yGXLhwATNmzMAXX3yBa9euoW3btli7di26d+8O4FauiLlz5+L9999HQUEBevfujVWrVqFdu3bmNp2IiEgzZEkHWcUok5pj7dW5c+fw+uuvV/u4mjxUZneoxo4dCwB47bXXVDfkzz//RO/evfHwww/jiy++QIsWLXD27Fk0adJEKbNo0SIsW7YMqampyirW4eHhOHnypMnCi0RERHcVpk2wqtuzEtQFsztUIhu0cOFC+Pn5Ye3atcq+gIAA5f9lWcbSpUsxe/ZsDBs2DACwbt06eHt7Y8uWLRg5cmStn0vTS8/Y0a2vRsFpE0R/PkQHeWr5+050CgvNfr7qCqfo6icrvo9lqByhMv++MqpDZl2NsrIyODo64vjx40Ke/PPPP0f37t3x9NNPw8vLC126dMH777+vPJ6Tk4Pc3FyEhYUp+zw8PBASEoKsrKwq67x58yaKiopMNiIiIrJfn3/+OcrKympdfseOHWavT2xWh8rJyQmtWrWyeH7xr3755RclHmrnzp0YP348Jk6ciNTUVABAbm4uAMDb29vkOG9vb+Wxv0pKSoKHh4ey+fn5CWkrERGRUBVTfmo2qpUnnngCBQUFtS4/cuRIXLp0yaznMHvK7x//+AdeeeUV/Otf/1J9q6HRaET37t3xxhtvAAC6dOmC48ePIzk5GaNHj7aozlmzZiEhIUH5d1FRETtVRESkPZKkMm0CO1S1JcsyxowZAxcXl1qVv3HjhtnPYXaHasWKFfjpp5/g6+sLf39/NGzY0OTxo0eP1rouHx8fBAcHm+wLCgrCp59+CgDQ6/UAgLy8PPj4+Chl8vLy0Llz5yrrdHFxqfIFYwyVNhgky9P6V1mf4BgqrX8/iQzbMQq+Q8julnbS+puFLKLZvxOkirmDNFFRUXB3dzfrGLP/ug0fPtzcQ6rVu3dvnDlzxmTfjz/+CH9/fwC3AtT1ej0yMzOVDlRRUREOHTqE8ePHC2sHERGRtanNds5M6bV3+81vdcXsDtXcuXOFPfmUKVPQq1cvvPHGG3jmmWdw+PBhrF69GqtXrwZwKw3D5MmTMX/+fLRr105Jm+Dr6yu0Y0dERGR1zJRer4idfzHTgw8+iM8++wyzZs3Ca6+9hoCAACxduhRRUVFKmenTp6OkpASxsbEoKChAnz59kJ6ezhxUREREpBlmd6h0Ol2Ny1+Yewfg0KFDMXTo0GoflyQJr732WpWJRM0hOTlC+ktWd7I+0XmoRMdQiSZ6RF7kUjair4Xo/D0il9khqi1rxlDJkCBDxZSfimNJPLM7VJ999pnJv8vKyvDtt98iNTUV8+bNE9YwIiKi+oxLz9QvZneoKjKW3+6pp57CAw88gE8++QQxMTFCGkZERERUl27cuCEshEhYDFXPnj0RGxsrqjrxdA5WXVKAqiZ6mqlcTI5ZhehZJtGrk2h5yk9ytGlIJtUhyY5Su0iiv1RqfDIGpduC0WjEggULkJycjLy8PPz4449o06YN5syZg9atW1s8MCTkaly/fh3Lli3DPffcI6I6IiKieq8ibYKajcw3f/58pKSkYNGiRXB2dlb2t2/fHh988IHF9Zr9k7JJkyYmwaKyLOPq1ato0KABPvroI4sbQkREZE8YQ2Ub69atw+rVqzFgwACMGzdO2d+pUyecPn3a4nrN7lAtWbLEpEOl0+nQokULhISEoEmTJhY3hIiIiKiuXbhwAW3btq2032g0mrWA8l+Z3aF65JFH4OfnV+UtzefOnUOrVq0sbkydcmAMlRYYxcwyK0SnTdByzBMgNsbLoBMb8yQ5MIZKFdFvPrKMzop/J9QucMwpP4sEBwfjv//9r7IqS4V///vf6NKli8X1mv0NGBAQgEuXLsHLy8tk/x9//IGAgACz81ARERHZJZVTfgxKt0xiYiJGjx6NCxcuwGg0YvPmzThz5gzWrVuHbdu2WVyv2VdDluUq9xcXFzN7OREREWnasGHDsHXrVnz11Vdo2LAhEhMTcerUKWzduhWPPvqoxfXWeoQqISEBwK3sxYmJiWjQoIHymMFgwKFDh5QFjImIiKhmzJRuO3379kVGRobQOmvdofr2228B3Bqh+uGHH0xuNXR2dkanTp3w8ssvC22cUDoH686Nm8GecrwYZcExVIJnmIXHPGn40hqh7aVnNI8xT/WTNZee4V1+9UqtO1S7d+8GAERHR+Odd96Bu7t7nTWKiIiIqC78Nf1TBUmS4OrqirZt22LMmDGIjo42q16zg9LXrl1r7iFERET0VxJU3uUnrCV2JTExEQsWLMDgwYPRo0cPAMDhw4eRnp6OuLg45OTkYPz48SgvL8fYsWNrXS/HC4mIiGxAhk71ZomVK1eidevWcHV1RUhICA4fPlxj+U2bNiEwMBCurq7o0KEDduzYYXoesozExET4+PjAzc0NYWFhOHv2rEmZ/Px8REVFwd3dHZ6enoiJiUFxcbFJme+//x59+/aFq6sr/Pz8sGjRIovO707279+P+fPn41//+hcmTJiACRMm4F//+hfmz5+P7OxsvP/++/jnP/+JZcuWmVWv3SSOkZwcITk52boZds8g+C1nFJyHSnB1kARXKDLtjOicYHYXQ8UcQPWTRmNtRfnkk0+QkJCA5ORkhISEYOnSpQgPD8eZM2cqpUMCgAMHDuDZZ59FUlIShg4dirS0NAwfPhxHjx5F+/btAQCLFi3CsmXLkJqaioCAAMyZMwfh4eE4efKkcvd/VFQULl26hIyMDJSVlSE6OhqxsbFIS0sDABQVFWHgwIEICwtDcnIyfvjhB7zwwgvw9PQUvk7wzp07sXDhwkr7BwwYgKlTpwIAhgwZgpkzZ5pVL0eoiIiIbMAWa/m9/fbbGDt2LKKjoxEcHIzk5GQ0aNAAa9asqbL8O++8g0GDBmHatGkICgrC66+/jq5du2LFihW3zkGWsXTpUsyePRvDhg1Dx44dsW7dOly8eBFbtmwBAJw6dQrp6en44IMPEBISgj59+mD58uXYsGEDLl68CABYv349SktLsWbNGjzwwAMYOXIkJk6ciLffftuyF7cGTZs2xdatWyvt37p1K5o2bQoAKCkpQePGjc2qt1Ydqq5du+LPP/8EALz22mu4du2aWU9CREREpiru8lOzmaO0tBTZ2dkICwtT9ul0OoSFhSErK6vKY7KyskzKA0B4eLhSPicnB7m5uSZlPDw8EBISopTJysqCp6cnunfvrpQJCwuDTqfDoUOHlDL9+vUzySBQMXJW0f8QZc6cOZg2bRoef/xxzJ8/H/Pnz8ewYcMwffp0zJ07FwCQkZGBhx56yKx6azX/curUKZSUlKBJkyaYN28exo0bZ5KH6q6g4bQJ9sQgPG1C1YlmtUL0Xc06gdNMolNYSKKn/HhLONmANZdQEpWHqqioyGS/i4sLXFxcKpX//fffYTAY4O3tbbLf29u72kWBc3Nzqyyfm5urPF6xr6Yyf51OdHR0RNOmTU3KBAQEVKqj4jGRawWPHTsWwcHBWLFiBTZv3gwAuP/++7F371706tULAJSpP3PU6p3TuXNnREdHo0+fPpBlGW+99RYaNWpUZdnExESzG0FERESW8fPzM/n33Llz8eqrr9qmMXeJ3r17o3fv3kLrrFWHKiUlBXPnzsW2bdsgSRK++OILODpWPrQiizoRERHVTFRiz/Pnz5vkhqxqdAoAmjdvDgcHB+Tl5Znsz8vLg16vr/IYvV5fY/mK/+bl5cHHx8ekTMXqKXq9HpcvXzapo7y8HPn5+Sb1VPU8tz9HXbhx4wZKS0tN9lmaZ7NWV/L+++/Hhg0bcOTIEciyjMzMTHz77beVtqNHj1rUCCIiInsjKijd3d3dZKuuQ+Xs7Ixu3bohMzNT2Wc0GpGZmYnQ0NAqjwkNDTUpD9yKL6ooHxAQAL1eb1KmqKgIhw4dUsqEhoaioKAA2dnZSpldu3bBaDQiJCREKbNv3z6UlZWZPM/9998vdLoPAK5du4b4+Hh4eXmhYcOGaNKkiclmKbMni42i71O3FgcH+7utW4NE36pfLjiGqqrsuarqExziJQussFx01hRHpiXRFKZ1sIxj/f47kZCQgNGjR6N79+7o0aMHli5dipKSEiUr+KhRo3DPPfcgKSkJADBp0iQ89NBDWLx4MSIiIrBhwwZ88803WL16NYBb35mTJ0/G/Pnz0a5dOyVtgq+vL4YPHw4ACAoKwqBBgzB27FgkJyejrKwM8fHxGDlyJHx9fQEAf/vb3zBv3jzExMRgxowZOH78ON555x0sWbJE+Gswbdo07N69G6tWrcLzzz+PlStX4sKFC3jvvffw5ptvWlyvRd+oP//8M5YuXYpTp04BAIKDgzFp0iTce++9FjeEiIjInthiceQRI0bgypUrSExMRG5uLjp37oz09HQlAPzcuXPQ3ba+bK9evZCWlobZs2fjlVdeQbt27bBlyxYlBxUATJ8+HSUlJYiNjUVBQQH69OmD9PR0JQcVcCstQnx8PAYMGACdTofIyEiTxJkeHh748ssvERcXh27duqF58+ZITEwUnoMKuJUeYd26dejfvz+io6PRt29ftG3bFv7+/li/fj2ioqIsqleSZdmsn7w7d+7E448/js6dOysBXV9//TW+++47bN26FY8++qhFDakrRUVF8PDwQN6mJXBv4Gbr5ti9M+2eEFrfzu+bCa1P+AiV4EECkevxDmyfd+dCZmh7crPQ+kgljlBZpOjadXiPfBmFhYV1tmZtxd+lE0cPoXE1N3jVxtXiYjzQNaRO21ofNWrUCCdPnkSrVq3QsmVLbN68GT169EBOTg46dOhQKYN7bZk9QjVz5kxMmTKl0rDYzJkzMWPGDM11qIiIiIgqtGnTBjk5OWjVqhUCAwOxceNG9OjRA1u3boWnp6fF9ZrdoTp16hQ2btxYaf8LL7yApUuXWtyQuiZLjpB1Gl1pR+Swg8aJzn1kMAitDpLgoCed4FRKIiMYRV8L5nlTyY6+BzTNirG2tpjyIyA6OhrfffcdHnroIcycOROPPfYYVqxYgbKyMlWZ2c3uYbRo0QLHjh1Du3btTPYfO3asynWAiIiIqDIZKtMmcPU4i0yZMkX5/7CwMJw+fRrZ2dlo27YtOnbsaHG9Zneoxo4di9jYWPzyyy9KRtGvv/4aCxcuREJCgsUNISIiIqpr69atw4gRI5T0Ev7+/vD390dpaSnWrVuHUaNGWVSv2R2qOXPmoHHjxli8eDFmzZoFAPD19cWrr76KiRMnWtQIq3B0vLWRTZXLYofTtb70jOgpP5FB86Kn/GR7S0vCpXHqJVm6+5aeIfNER0dj0KBBlWbVrl69iujoaOt1qCRJwpQpUzBlyhRcvXoVAMxekZmIiMje3UrOqSZTOjtUlpBlucofp7/99hs8PDwsrldVV5wdKSIiIstwhMq6unTpAkmSIEkSBgwYYLKEnsFgQE5ODgYNGmRx/ZwDIyIionqvInP7sWPHEB4ejka35QBzdnZG69atERkZaXH99tOh0jkAWk2bYEeMsthfVAajtmOoZMHnKzKtg+hlgITfbs4YJbIFa6ZNuG09PkuPp9qbO3cuAKB169YYMWKESSZ3EdjDICIisgFZllT96BL9g81ejB49uk7qNatDVVZWhkGDBiE5OblSHioiIiIiLWrSpEmt75LOz8+36DnM6lA5OTnh+++/t+iJiIiI6HY6lck5OS1eW9ZYycXsKb/nnnsOH374YaW1/LROdnCwvzw5GiQ691F5ueClYgSPoIsekRcZVmQQvfSMg5PY+kgdxqBZxqHMak/Fu/ysp66m+W5ndoeqvLwca9aswVdffYVu3bqhYcOGJo+rWQeHiIiIqK4ZDAZs2bIFp06dAgA88MADePzxx+GgYuDF7A7V8ePH0bVrVwDAjz/+aPKYyCzORERE9RlHqGzjp59+wpAhQ3DhwgXcf//9AICkpCT4+flh+/btuPfeey2q1+wO1e7duy16IluTdQ6QdZzyM5vgTrJB8ByYUfDSM1qeogMAncDTNRi59IymcIpOE6z5PmaHyjYmTpyIe++9FwcPHkTTpk0BAH/88Qeee+45TJw4Edu3b7eoXovTJvz000/4+eef0a9fP7i5uVWbyp2IiIhIK/bu3WvSmQKAZs2a4c0330Tv3r0trtfsn0R//PEHBgwYgPvuuw9DhgzBpUuXAAAxMTGYOnWqxQ0hIiKyJxUjVGo2Mp+Li4uyFvHtiouL4ezsbHG9ZneopkyZAicnJ5w7dw4NGjRQ9o8YMQLp6ekWN4SIiMieVCT2VLOR+YYOHYrY2FgcOnQIsixDlmUcPHgQ48aNw+OPP25xvWZP+X355ZfYuXMnWrZsabK/Xbt2+PXXXy1uSJ3TOdzaNEjNauN3G9FpEwwGo9D6RE9bi4x5AgCRZyv6Wmj183W3sKfvAS2zZqwtY6hsY9myZRg9ejRCQ0Ph5HQr3Ut5eTkef/xxvPPOOxbXa3aHqqSkxGRkqkJ+fj5cXFwsbggRERFRXfP09MR//vMfnD17FqdPnwYABAUFoW3btqrqNfsnUd++fbFu3Trl35IkwWg0YtGiRXj44YdVNYaIiMheMIbKNvbv3w/g1szaY489hscee0x1ZwqwYIRq0aJFGDBgAL755huUlpZi+vTpOHHiBPLz8/H111+rbhAREZE94JSfbTzyyCO455578Oyzz+K5555DcHCwkHrN7lC1b98eP/74I1asWIHGjRujuLgYTz75JOLi4uDj4yOkUXVBZB4qxjpYrlxw7iOD4DxUojN/iG6fTujSM2JP1u7yvPF7oH6yt/exHbp48SI2bNiAjz/+GG+++SY6duyIqKgoPPvss5Xiw81hUR4qDw8P/OMf/7D4SYmIiOydDHV36nGEyjLNmzdHfHw84uPjkZOTg7S0NKSmpmLWrFno168fdu3aZVG9FnWo/vzzT3z44YfKGjjBwcGIjo42SZJFRERE1TNCglFFp0jNsXRLQEAAZs6ciU6dOmHOnDnYu3evxXWZPWa9b98+tG7dGsuWLcOff/6JP//8E8uWLUNAQAD27dtncUOIiIiIrOXrr7/G3//+d/j4+OBvf/sb2rdvb/GyM4AFI1RxcXEYMWIEVq1apazKbDAY8Pe//x1xcXH44YcfLG5MXZJ1TpAdnGzdDLtnFBy3IzoPFSA45knwD0iRifxE56GSdRavZGUdXBqLaoF5qOq/WbNmYcOGDbh48SIeffRRvPPOOxg2bFiVKaHMYfY34E8//YR///vfSmcKABwcHJCQkGCSToGIiIiqpzbbOTOlW2bfvn2YNm0annnmGTRv3lxYvWZ3qLp27YpTp07h/vvvN9l/6tQpdOrUSVjDiIiIiESrqxRPtepQff/998r/T5w4EZMmTcJPP/2Enj17AgAOHjyIlStX4s0336yTRoog63T2d1u3BhmMYn9RGYVP+YklC57zkwTOSBqET/kJ/nxxio5qS2AKC1lnvdAQGeqm7QSvbEUq1apD1blzZ0iSBFn+v8s3ffr0SuX+9re/YcSIEeJaR0REVE9xyq9+qVWHKicnp67bQUREZFcYlF6/1KpD5e/vX9ftICIiIrprWXSf88WLF7F//35cvnwZRqNpDMvEiROFNEw0o84BRsZQ2ZzotAnl5WJjqCTBcTuSLDoNg8i0CWI/D7KDxtMmkOXsaJkdWeT6Tnd6Lg1P+eXn52PChAnYunUrdDodIiMj8c4776BRo0bVHnPjxg1MnToVGzZswM2bNxEeHo53330X3t7eSplz585h/Pjx2L17Nxo1aoTRo0cjKSkJjo7/9/2xZ88eJCQk4MSJE/Dz88Ps2bMxZswY5fGkpCRs3rwZp0+fhpubG3r16oWFCxdWulmuOqNHj0ZMTAz69etn/gtTA7O/AVNSUvDSSy/B2dkZzZo1M/kDJEmSZjtUREREWiIDUPOTsC6D0qOionDp0iVkZGSgrKwM0dHRiI2NRVpaWrXHTJkyBdu3b8emTZvg4eGB+Ph4PPnkk8pddQaDAREREdDr9Thw4AAuXbqEUaNGwcnJCW+88QaAWyFGERERGDduHNavX4/MzEy8+OKL8PHxQXh4OABg7969iIuLw4MPPojy8nK88sorGDhwIE6ePImGDRve8dwKCwsRFhYGf39/REdHY/To0bjnnntUv2aSLJv3E9rPzw/jxo3DrFmzoLNiT95SRUVF8PDwwK97t8C90Z1faKpbWZLYXwTbd18XWp/wESrBHxGRI1RD+4u9m6nHzd1C6yMNsaMRqqLiEvg9HInCwkK4u7vXzXP8/79LXx05h4aNLH+OkuIihD3YSnhbT506heDgYBw5cgTdu3cHAKSnp2PIkCH47bff4OvrW+mYwsJCtGjRAmlpaXjqqacAAKdPn0ZQUBCysrLQs2dPfPHFFxg6dCguXryojFolJydjxowZuHLlCpydnTFjxgxs374dx48fV+oeOXIkCgoKkJ6eXmV7r1y5Ai8vL+zdu7fWo05XrlzBv/71L6SmpuLkyZMICwtDTEwMhg0bBicny74bzf6UXLt2DSNHjrwrOlNERERaVTHlp2arC1lZWfD09FQ6UwAQFhYGnU6HQ4cOVXlMdnY2ysrKEBYWpuwLDAxEq1atkJWVpdTboUMHkynA8PBwFBUV4cSJE0qZ2+uoKFNRR1UKCwsBwKz1hFu0aIGEhAR89913OHToENq2bYvnn38evr6+mDJlCs6ePVvruiqYPeUXExODTZs2YebMmWY/mS3JOgfmodIAg0Hw0jOiY6gE543SCf7CE1md6Jxg/Hxpi2xHo0oiWTPWVtRdfkVFRSb7XVxc4OLiYnG9ubm58PLyMtnn6OiIpk2bIjc3t9pjnJ2d4enpabLf29tbOSY3N9ekM1XxeMVjNZUpKirC9evX4ebmZvKY0WjE5MmT0bt3b7Rv3968EwWUac2MjAw4ODhgyJAh+OGHHxAcHIxFixZhypQpta7L7E9cUlIS9u7di/79+2PChAlISEgw2Sz15ptvQpIkTJ48Wdl348YNxMXFoVmzZmjUqBEiIyORl5dn8XMQERHVN35+fvDw8FC2pKSkKsvNnDkTkiTVuJ0+fdrKrVcnLi4Ox48fx4YNG2p9TFlZGT799FMMHToU/v7+2LRpEyZPnoyLFy8iNTUVX331FTZu3IjXXnvNrLaYPUKVlJSEnTt3KtH0fw1Kt8SRI0fw3nvvoWPHjib77xTgRkREdLcSdZff+fPnTWKoqhudmjp1qsndclVp06YN9Ho9Ll++bLK/vLwc+fn50Ov1VR6n1+tRWlqKgoICk1GqvLw85Ri9Xo/Dhw+bHFcxSHJ7mb8OnOTl5cHd3b3S6FR8fDy2bduGffv2oWXLljWe1+18fHxgNBrx7LPP4vDhw+jcuXOlMg8//HCl0bY7MbtDtXjxYqxZs+aOF6W2iouLERUVhffffx/z589X9hcWFuLDDz9EWloaHnnkEQDA2rVrERQUhIMHDyrL3tSWLDlAljglYWsGwVNgBsFLzwifohM8rSZySlJ0CgtO+WkLp/wsY833sagpP3d391oFpbdo0QItWrS4Y7nQ0FAUFBQgOzsb3bp1AwDs2rULRqMRISEhVR7TrVs3ODk5ITMzE5GRkQCAM2fO4Ny5cwgNDVXqXbBgAS5fvqxMKWZkZMDd3R3BwcFKmR07dpjUnZGRodQBALIsY8KECfjss8+wZ88eBAQE3PGcbrdkyRI8/fTTcHV1rbaMp6en2UnNzf7Eubi4oHfv3uYeVq24uDhERERUCkKrTYBbVW7evImioiKTjYiIiGonKCgIgwYNwtixY3H48GF8/fXXiI+Px8iRI5U7/C5cuIDAwEBlxMnDwwMxMTFISEjA7t27kZ2djejoaISGhioDIAMHDkRwcDCef/55fPfdd9i5cydmz56NuLg4ZVRt3Lhx+OWXXzB9+nScPn0a7777LjZu3GgSyxQXF4ePPvoIaWlpaNy4MXJzc5Gbm4vr12t31/fu3btRVlZWaX9JSQleeOEFi183sztUkyZNwvLlyy1+wttt2LABR48erXK+tzYBblVJSkoymUv28/MT0lYiIiKRjLL6ra6sX78egYGBGDBgAIYMGYI+ffpg9erVyuNlZWU4c+YMrl27puxbsmQJhg4disjISPTr1w96vR6bN29WHndwcMC2bdvg4OCA0NBQPPfccxg1apRJrFJAQAC2b9+OjIwMdOrUCYsXL8YHH3yg5KACgFWrVqGwsBD9+/eHj4+Psn3yySe1OrfU1NQqO1/Xr1/HunXrzHqdbmf2lN/hw4exa9cubNu2DQ888EClfA23v3g1OX/+PCZNmoSMjIwah93MNWvWLJPg+KKiInaqiIhIc7S8ll/Tpk1rTOLZunVr/DWNpaurK1auXImVK1dWe5y/v3+lKb2/6t+/P7799ttqHzczfaaiqKgIsixDlmVcvXrVpO9hMBiwY8eOSnc3msPsDpWnpyeefPJJi5+wQnZ2Ni5fvoyuXbsq+wwGA/bt24cVK1Zg586ddwxwq0q1t4sybYImGAXHFBkFx1CJzusiOlGoyBgv0WkTjFx6RlsEv/fshTVjbbW89Ex95OnpqdzNeN9991V6XJIkzJs3z+L6zf4GXLt2rcVPdrsBAwbghx9+MNkXHR2NwMBAzJgxA35+fncMcCMiIiKqjd27d0OWZTzyyCP49NNPTRKBOjs7w9/fv8os8LVls5+UjRs3rpSEq2HDhmjWrJmyvyLArWnTpnB3d8eECRNMAtyIiIjuVrJ8a1NzPNXeQw89BODWeoGtWrUSPoNgdocqICCgxkb88ssvqhp0uyVLliirXN++cjUREdHdzggJRhVxUGqOtTfff/892rdvD51Oh8LCwkozZLf7a07M2jK7Q3V7JnPgVqT/t99+i/T0dEybNs2iRlTYs2ePyb9rE+BWW0bJAUbmobI5wSFPwvNQSbLY3D06SexPSJExE6JzgjFGUWMYQ2UZvo/rpc6dOytL6nTu3BmSJFUZ3C5JEgwGg0XPYXaHatKkSVXuX7lyJb755huLGkFERGRvGJRuPTk5OUpSU3MTdtaWsBiqwYMHY9asWcKC1omIiOozxlBZj7+/v/L/3t7eQtM1VRDWofr3v/9tEjGvNUadzqqriFPVRN+qL3zpGcGZ8mSBS8UAYqckRaew4JSfttRljqL6jKEh9Z+XlxeeeOIJPPfccxgwYAB0OjHfq2Z3qLp06WISlC7LMnJzc3HlyhUGjBMREdWSlhN71mepqalIS0vDsGHD4OHhgREjRuC5555D9+7dVdVrdodq+PDhJv/W6XRo0aIF+vfvj8DAQFWNISIishdql4+py6Vn6rMnnngCTzzxBK5evYp///vf+Pjjj9GzZ0+0adMGzz33HBITEy2q1+wO1dy5cy16IiIiIiKtaNy4MaKjoxEdHY2TJ08iKioK8+bNs16H6m4lSw5WXVKAqmYUnDbBWC546RnhMU+Cl54R+JNUdAoLxp5oi8y0CRYxCoqnqRWVd/mBd/mpcuPGDXz++edIS0tDeno6vL29VaV/qnWHSqfT3TGrqCRJKC8vt7gxRERE9oJ3+dnGzp07kZaWhi1btsDR0RFPPfUUvvzyS/Tr109VvbXuUH322WfVPpaVlYVly5bBKHr4gYiIqJ5ipnTbeOKJJzB06FCsW7cOQ4YMgZOTk5B6a92hGjZsWKV9Z86cwcyZM7F161ZERUXhtddeE9IoIiIiorqQl5eHxo0bC6/XohiqixcvYu7cuUhNTUV4eDiOHTtWaaFjrTHqHJiHSgM0n4dKcEyCJDzXk8ClZ0S3TXDMjixZMZaF7sB+RkKsGWvLKT/buL0zdePGDZSWlpo87u7ublG9Zn1jFRYWYsaMGWjbti1OnDiBzMxMbN26VfOdKSIiIq2pWHpGzUbmKykpQXx8PLy8vNCwYUM0adLEZLNUrTtUixYtQps2bbBt2zZ8/PHHOHDgAPr27WvxExMRERFZ2/Tp07Fr1y6sWrUKLi4u+OCDDzBv3jz4+vpi3bp1Ftdb6ym/mTNnws3NDW3btkVqaipSU1OrLLd582aLG0NERGQvmNjTNrZu3Yp169ahf//+iI6ORt++fdG2bVv4+/tj/fr1iIqKsqjeWneoRo0adce0CVqmNsW/SV2M7bCY6NxHsuAgAoNBbH2iPzMiY7xE35Sr9Txv/NzWXyLj96wZa8sYKtvIz89HmzZtANyKl8rPzwcA9OnTB+PHj7e43lp3qFJSUix+EiIiIiItaNOmDXJyctCqVSsEBgZi48aN6NGjB7Zu3QpPT0+L6+VPNiIiIhuomDlRs5H5oqOj8d133wG4Fc60cuVKuLq6YsqUKdbJlH63M0oOml0aw56mIkQPURvLDULrkwQvOyFD7AmLvKtHdNoEe0tLwj9m9ZM1r6sRKmOohLXEvkyZMkX5/7CwMJw+fRrZ2dlo27YtOnbsaHG9dtOhIiIiIvorf39/+Pv7q67HfoZGiIiINKQiKF3NRrW3a9cuBAcHo6ioqNJjhYWFeOCBB/Df//7X4vrZoSIiIrIBdqisa+nSpRg7dmyVmdA9PDzw0ksv4e2337a4fruZ8tNyDJWWiY7vEp02QfTSM5Lgbyid8FQj4q6H6GvBz5c6jMnSBmu+j42yBKOKuEg1x9qj7777DgsXLqz28YEDB+Ktt96yuH6OUBEREVG9l5eXBycnp2ofd3R0xJUrVyyunx0qIiIiG+CUn3Xdc889OH78eLWPf//99/Dx8bG4fnaoiIiIbIAdKusaMmQI5syZgxs3blR67Pr165g7dy6GDh1qcf32E0MFxlBpgfC4HdExVIJzM8k6sfWJjPES/WUsOgbInvKz1QXGZFmGfyfqr9mzZ2Pz5s247777EB8fj/vvvx8AcPr0aaxcuRIGgwH/+Mc/LK7fbjpUREREWiKrXByZI1Tm8fb2xoEDBzB+/HjMmjVLWQtWkiSEh4dj5cqV8Pb2trh+dqiIiIhsQJYlVasfiFw5wV74+/tjx44d+PPPP/HTTz9BlmW0a9cOTZo0UV233XSoZEnsiuQiyXYUymYUPeUnuEKd6KVnDGJ/QoqckmTaBHU4JakdIqc3jbCv97G9atKkCR588EGhdfIbgYiIyAa0HJSen5+PqKgouLu7w9PTEzExMSguLq7xmBs3biAuLg7NmjVDo0aNEBkZiby8PJMy586dQ0REBBo0aAAvLy9MmzYN5eXlJmX27NmDrl27wsXFBW3btkVKSkq1z/nmm29CkiRMnjzZ0lMVhh0qIiIiGzDK6re6EhUVhRMnTiAjIwPbtm3Dvn37EBsbW+MxU6ZMwdatW7Fp0ybs3bsXFy9exJNPPqk8bjAYEBERgdLSUhw4cACpqalISUlBYmKiUiYnJwcRERF4+OGHcezYMUyePBkvvvgidu7cWen5jhw5gvfee0/VgsYisUNFREREilOnTiE9PR0ffPABQkJC0KdPHyxfvhwbNmzAxYsXqzymsLAQH374Id5++2088sgj6NatG9auXYsDBw7g4MGDAIAvv/wSJ0+exEcffYTOnTtj8ODBeP3117Fy5UqUlpYCAJKTkxEQEIDFixcjKCgI8fHxeOqpp7BkyRKT5ysuLkZUVBTef/99IfFPIthNDJURDpwb1wDRv6hEp02QBTdQEpw2QWSMl+jpAnuLoRJNqzGe9saacd5qp+0qjv3rYr8uLi5wcXGxuN6srCx4enqie/fuyr6wsDDodDocOnQITzzxRKVjsrOzUVZWhrCwMGVfYGAgWrVqhaysLPTs2RNZWVno0KGDyZ104eHhGD9+PE6cOIEuXbogKyvLpI6KMn+d0ouLi0NERATCwsIwf/58i89VJI5QERER2YCoGCo/Pz94eHgoW1JSkqp25ebmwsvLy2Sfo6MjmjZtitzc3GqPcXZ2hqenp8l+b29v5Zjc3NxKaQkq/n2nMkVFRbh+/ToAYMOGDTh69Kjq8xTNbkaoiIiItERtHFTFsefPn4e7u7uyv7rRqZkzZ9a4ODBwa7pPy86fP49JkyYhIyMDrq6utm6OCXaoiIiI7mLu7u4mHarqTJ06FWPGjKmxTJs2baDX63H58mWT/eXl5cjPz4der6/yOL1ej9LSUhQUFJiMUuXl5SnH6PV6HD582OS4irsAby/z1zsD8/Ly4O7uDjc3N2RnZ+Py5cvo2rWr8rjBYMC+ffuwYsUK3Lx5Ew4Otgk/sKMOlaTZpRi02q66YDCIrU8WnIdK9E0zkiw4r5XAGC/ReajsLQbInvLHiabl7zxrxtqKiqGqrRYtWqBFixZ3LBcaGoqCggJkZ2ejW7duAIBdu3bBaDQiJCSkymO6desGJycnZGZmIjIyEgBw5swZnDt3DqGhoUq9CxYswOXLl5UpxYyMDLi7uyM4OFgps2PHDpO6MzIylDoGDBiAH374weTx6OhoBAYGYsaMGTbrTAF21aEiIiLSDqNRXbJj0YmSKwQFBWHQoEEYO3YskpOTUVZWhvj4eIwcORK+vr4AgAsXLmDAgAFYt24devToAQ8PD8TExCAhIQFNmzaFu7s7JkyYgNDQUPTs2RMAMHDgQAQHB+P555/HokWLkJubi9mzZyMuLk6Zphw3bhxWrFiB6dOn44UXXsCuXbuwceNGbN++HQDQuHFjtG/f3qS9DRs2RLNmzSrttzb+xCIiIiIT69evR2BgIAYMGIAhQ4agT58+WL16tfJ4WVkZzpw5g2vXrin7lixZgqFDhyIyMhL9+vWDXq/H5s2blccdHBywbds2ODg4IDQ0FM899xxGjRqF1157TSkTEBCA7du3IyMjA506dcLixYvxwQcfIDw83DonroIky3WZa9X2ioqK4OHhgW+OHkejxo1t3Ry7t/O0n9D6vvj0hzsXMoMkeOkZneC0CSLbF/FkoLC6ACCs7f+E1mdvtDwNZk+Kr15F1y4dUVhYWKu4JEtU/F16+9NCuDW0/DmulxQhIdKjTttKtccpPyIiIhuwdgwV1S1O+RERERGpxBEqIiIiGzBCZR4qYS0hEeymQyVrOG2Clom+NVz0ELXwEEDBt80YRQ8CG8XlnRCewsLOPl/2dr5aJgtcL8YoONVJTWRZVvUdVs9DoO86nPIjIiIiUsluRqiIiIi0hEHp9Qs7VERERDYgq0zsKTOISlPspkMlQ6fZpSLsKRbDYBD7k0rkUiwAIAtefEYS/BNSEri8i+CXTvj7WGRcDKljT99R1jxXjlDVL9rsYRARERHdRexmhIqIiEhLjLLKtAkcodIUdqiIiIhsgFN+9YvddKgM0MHAGU6bE/2LyiA4mZJOYIzS/69Rs9UJT+Flxfw99ZFWYzztDa8DWcpuOlRERERaIhtlVTfWiL4ph9Rhh4qIiMgGGENVv9hNh0qGxNuwNUD40jOil4rRiR3u1wlun8g5P4PwlBOcKlHDnlITaBmvA1nKbjpUREREWsKg9PqFHSoiIiIbMBplGFWMFKs5lsTjGD0RERGRSnYzQiVD4ty4BsiCx6jF3+Wi7ZgsCEwTIXodMH6+1DHy9bOYyPhYa6bX4ZRf/WI3HSoiIiItYYeqfmGHioiIyAaMsgyjil6RmmNJPMZQEREREalk0xGqpKQkbN68GadPn4abmxt69eqFhQsX4v7771fK3LhxA1OnTsWGDRtw8+ZNhIeH491334W3t7dZz8UYKm0QnZZJdB4q8b8xRLdPHNHhZ/YWA8S8dtoh8rvdmn8nZKO6WEbRcZCkjk1HqPbu3Yu4uDgcPHgQGRkZKCsrw8CBA1FSUqKUmTJlCrZu3YpNmzZh7969uHjxIp588kkbtpqIiEg9GTJkWcUGTvlpiU1HqNLT003+nZKSAi8vL2RnZ6Nfv34oLCzEhx9+iLS0NDzyyCMAgLVr1yIoKAgHDx5Ez549bdFsIiIiIhOaCkovLCwEADRt2hQAkJ2djbKyMoSFhSllAgMD0apVK2RlZZnVoZJlLj2jBcKXnhFdocanECWdwKkN4deCny81GJJgubt5yk/NVw6n/LRFMx0qo9GIyZMno3fv3mjfvj0AIDc3F87OzvD09DQp6+3tjdzc3CrruXnzJm7evKn8u6ioqM7aTEREZKmKqTs1x5N2aOYuv7i4OBw/fhwbNmxQVU9SUhI8PDyUzc/PT1ALiYiIiKqmiQ5VfHw8tm3bht27d6Nly5bKfr1ej9LSUhQUFJiUz8vLg16vr7KuWbNmobCwUNnOnz9fl00nIiKyiFFWv5F22HTKT5ZlTJgwAZ999hn27NmDgIAAk8e7desGJycnZGZmIjIyEgBw5swZnDt3DqGhoVXW6eLiAhcXl7ptN2MdLCZ+6RnBQQSil4rRcEyW8GvBz4UqfP3sj2yUVS2fJX7pLVLDph2quLg4pKWl4T//+Q8aN26sxEV5eHjAzc0NHh4eiImJQUJCApo2bQp3d3dMmDABoaGhvMOPiIiINMOmHapVq1YBAPr372+yf+3atRgzZgwAYMmSJdDpdIiMjDRJ7ElERHQ341p+9YvNp/zuxNXVFStXrsTKlSut0CIiIiLrMBplGFVM26k5lsTTTNqEuqblpWe02q66IDykSDD7i8nSLnv6XNQF5gWzjDVfN6ZNqF80cZcfERERaUd+fj6ioqLg7u4OT09PxMTEoLi4uMZjbty4gbi4ODRr1gyNGjVCZGQk8vLyTMqcO3cOERERaNCgAby8vDBt2jSUl5eblNmzZw+6du0KFxcXtG3bFikpKZWe68KFC3juuefQrFkzuLm5oUOHDvjmm29Un7ca7FARERHZQMXiyGq2uhIVFYUTJ04gIyMD27Ztw759+xAbG1vjMXdae9dgMCAiIgKlpaU4cOAAUlNTkZKSgsTERKVMTk4OIiIi8PDDD+PYsWOYPHkyXnzxRezcuVMp8+eff6J3795wcnLCF198gZMnT2Lx4sVo0qSJ+BfCDJzyoxppfdpAdAyBTuDSLoC2pxBFN03rny+tv5e1TOvXViRrnqtRlmFUMW2n5tianDp1Cunp6Thy5Ai6d+8OAFi+fDmGDBmCt956C76+vpWOqc3au19++SVOnjyJr776Ct7e3ujcuTNef/11zJgxA6+++iqcnZ2RnJyMgIAALF68GAAQFBSE/fv3Y8mSJQgPDwcALFy4EH5+fli7dq3y/H9Nu2QLHKEiIiK6ixUVFZlsty+/ZomsrCx4enoqnSkACAsLg06nw6FDh6o85k5r71bU26FDB3h7eytlwsPDUVRUhBMnTihlbq+jokxFHQDw+eefo3v37nj66afh5eWFLl264P3331d1ziKwQ0VERGQDFUHpajYA8PPzM1lyLSkpSVW7cnNz4eXlZbLP0dERTZs2rXYd3dqsvZubm2vSmap4vOKxmsoUFRXh+vXrAIBffvkFq1atQrt27bBz506MHz8eEydORGpqqmUnLIjdTPkRERFpiai0CefPn4e7u7uyv7rVQmbOnImFCxfWWOepU6csbo+1GI1GdO/eHW+88QYAoEuXLjh+/DiSk5MxevRom7WLHSoLMBbDcqKn/EXHKBkFD9qKjskSSfi14OdCFXuKUxJN5Gt3N14Hd3d3kw5VdaZOnaokza5OmzZtoNfrcfnyZZP95eXlyM/Pr3Yd3dvX3r19lOr2tXf1ej0OHz5sclzFXYC3l/nrnYF5eXlwd3eHm5sbAMDHxwfBwcEmZYKCgvDpp5/WeG51jR0qIiIiG7B2pvQWLVqgRYsWdywXGhqKgoICZGdno1u3bgCAXbt2wWg0IiQkpMpjarP2bmhoKBYsWIDLly8rU4oZGRlwd3dXOkihoaHYsWOHSd0ZGRkm6/f27t0bZ86cMSnz448/wt/fvzYvQ51hDBUREZENyLKsLJBs0VZHd/kFBQVh0KBBGDt2LA4fPoyvv/4a8fHxGDlypHKH34ULFxAYGKiMON2+9u7u3buRnZ2N6Ohok7V3Bw4ciODgYDz//PP47rvvsHPnTsyePRtxcXHKNOW4cePwyy+/YPr06Th9+jTeffddbNy4EVOmTFHaN2XKFBw8eBBvvPEGfvrpJ6SlpWH16tWIi4urk9ejttihIiIiIhPr169HYGAgBgwYgCFDhqBPnz5YvXq18nhZWRnOnDmDa9euKfuWLFmCoUOHIjIyEv369YNer8fmzZuVxx0cHLBt2zY4ODggNDQUzz33HEaNGoXXXntNKRMQEIDt27cjIyMDnTp1wuLFi/HBBx8oKRMA4MEHH8Rnn32Gjz/+GO3bt8frr7+OpUuXIioqqo5flZpJcj3PXV9UVAQPDw/s+SYHjRrdeY6ZTBkFxxPs+KaR0PoyPsm6cyEbkgQvPSMyJmvQyJ7C6gKAwZ3zhdZ3N8ayaAlfP8sUF1/FQ90CUFhYWKu4JEtU/F2KTToPZ1fLn6P0RhFWz/Kr07ZS7TGGioiIyAYqpu7UHE/awQ4VERGRDbBDVb8whoqIiIhIJY5QaYDoOCV7IjoEUJLs51qIfu0Ys6MOXz/LicyBZs2oYqN8a1NzPGkHO1REREQ2wCm/+oVTfkREREQq2c0IlRESp9bI6rS+NA5Zzp6m6LisUN24fYFjS48n7bCbDhUREZGWGI1QuTiywMaQavy5S0RERKQSR6iIiIhsgFN+9Qs7VFQje/u8Mg2DdthTjFJdYNyT9vEuv/qFU35EREREKnGEioiIyAY4QlW/sENFRERkA0bIMKoIMzCCHSotYYeKrErmbb71FmOe1GHMk+VE5hi0Zr5CjlDVL4yhIiIiIlKJI1REREQ2wLQJ9Qs7VPUQP2NERNonG2VVmdI55actnPIjIiIiUokjVERERDbAoPT6hR0qIiIiG2AMVf3CDlU9JHK1E35eiYiI7owdKiIiIhuQjUbIRsuT86k5lsRjh4qIiMgGjCrv8lNzLInHu/yIiIiIVOIIFVmVxC58vSUJXleMS9lQfceg9PqFHSoiIiIbYNqE+oUdKiIiIhtgh6p+sZsOlQ4ydIKmJKy5GrmtiUzBcDeQ7O2ENczephAlSfD5yto+X5FEfbeLrovsi910qIiIiLTECCOMsuWpD4xg2gQtYYeKiIjIBmSjumk7FX0xqgO854qIiIhIJY5QWUDrc+z2FOOldZKOv1m0gjFZlrOneCxrYlB6/cIOFRERkQ0wD1X9wp/PREREZCI/Px9RUVFwd3eHp6cnYmJiUFxcXOMxN27cQFxcHJo1a4ZGjRohMjISeXl5JmXOnTuHiIgINGjQAF5eXpg2bRrKy8tNyuzZswddu3aFi4sL2rZti5SUFJPHDQYD5syZg4CAALi5ueHee+/F66+/bvMOJjtURERENmA0GlVvdSUqKgonTpxARkYGtm3bhn379iE2NrbGY6ZMmYKtW7di06ZN2Lt3Ly5evIgnn3xSedxgMCAiIgKlpaU4cOAAUlNTkZKSgsTERKVMTk4OIiIi8PDDD+PYsWOYPHkyXnzxRezcuVMps3DhQqxatQorVqzAqVOnsHDhQixatAjLly8X/0KYwW6m/CRJXEyB1uMJRMZ4iY7H0gnO82RveaN0OnHnK/q1s7sYJTs6X9E5skTT+ndydbQaQ3Xq1Cmkp6fjyJEj6N69OwBg+fLlGDJkCN566y34+vpWOqawsBAffvgh0tLS8MgjjwAA1q5di6CgIBw8eBA9e/bEl19+iZMnT+Krr76Ct7c3OnfujNdffx0zZszAq6++CmdnZyQnJyMgIACLFy8GAAQFBWH//v1YsmQJwsPDAQAHDhzAsGHDEBERAQBo3bo1Pv74Yxw+fLhOXo/a4ggVERHRXayoqMhku3nzpqr6srKy4OnpqXSmACAsLAw6nQ6HDh2q8pjs7GyUlZUhLCxM2RcYGIhWrVohKytLqbdDhw7w9vZWyoSHh6OoqAgnTpxQytxeR0WZijoAoFevXsjMzMSPP/4IAPjuu++wf/9+DB48WNV5q2U3I1RERERaIstGyCqSSVUc6+fnZ7J/7ty5ePXVVy2uNzc3F15eXib7HB0d0bRpU+Tm5lZ7jLOzMzw9PU32e3t7K8fk5uaadKYqHq94rKYyRUVFuH79Otzc3DBz5kwUFRUhMDAQDg4OMBgMWLBgAaKioiw+ZxHYoSIiIrIBUVN+58+fh7u7u7LfxcWlyvIzZ87EwoULa6zz1KlTFrfHWjZu3Ij169cjLS0NDzzwgBJr5evri9GjR9usXexQWcCe4gm0nnNLNNF5o0TGPNkb0TFKoomOebKnmCzRRH4nWzUsU2WHCv//WHd3d5MOVXWmTp2KMWPG1FimTZs20Ov1uHz5ssn+8vJy5OfnQ6/XV3mcXq9HaWkpCgoKTEap8vLylGP0en2lOKeKuwBvL/PXOwPz8vLg7u4ONzc3AMC0adMwc+ZMjBw5EgDQoUMH/Prrr0hKSmKHioiIiOpWixYt0KJFizuWCw0NRUFBAbKzs9GtWzcAwK5du2A0GhESElLlMd26dYOTkxMyMzMRGRkJADhz5gzOnTuH0NBQpd4FCxbg8uXLypRiRkYG3N3dERwcrJTZsWOHSd0ZGRlKHQBw7do16P7y49fBwaFO73qsDQalExER2YBRNqre6kJQUBAGDRqEsWPH4vDhw/j6668RHx+PkSNHKnf4XbhwAYGBgcqIk4eHB2JiYpCQkIDdu3cjOzsb0dHRCA0NRc+ePQEAAwcORHBwMJ5//nl899132LlzJ2bPno24uDhlmnLcuHH45ZdfMH36dJw+fRrvvvsuNm7ciClTpijte+yxx7BgwQJs374d//vf//DZZ5/h7bffxhNPPFEnr0dt2c0IlQRZs1MIwqcONDwlKXo43d6WdhF5vsKvheD3ndZvhdf6FJ1Wv+/qwt06vanVtAkAsH79esTHx2PAgAHQ6XSIjIzEsmXLlMfLyspw5swZXLt2Tdm3ZMkSpezNmzcRHh6Od999V3ncwcEB27Ztw/jx4xEaGoqGDRti9OjReO2115QyAQEB2L59O6ZMmYJ33nkHLVu2xAcffKCkTABupXCYM2cO/v73v+Py5cvw9fXFSy+9ZJLPyhYk2dapRetYUVERPDw8sC/7FzRq1NjWzanS3fplYIkd2R5C69v5yUGh9YkmOoZKZIdq0IgewuoCgMGd/xBan9Y7VKLZ0/eAaCJfu+Liq3ioWwAKCwtrFZdkiYq/Sw8/sw+Ozo0srqe8tBi7N/ar07ZS7dnNCBUREZGWyLIRsoq4HzUpF0g8dqiIiIhsQMtTfmQ+u+lQiYyhsqdYB9HnKjrkSetpCUTHeIlcLkbr4WdajgWsExo+Xa1PR4r8DtXy9zFpm910qIiIiLREVKZ00gZ2qIiIiGzAaASMKqbtbJx2if5C44P+RERERNp3V4xQrVy5Ev/85z+Rm5uLTp06Yfny5ejRQ+wt3+bgHHv9peWYJ0Dbebfs7XNhT/nj7OnSWvN9LBtV3uXHISpN0e638//3ySefICEhAXPnzsXRo0fRqVMnhIeHV1pniIiI6G5ScZefmo20Q/Mdqrfffhtjx45FdHQ0goODkZycjAYNGmDNmjW2bhoREZHFKoLS1WykHZqe8istLUV2djZmzZql7NPpdAgLC0NWVpZZdUmSrO0hda0S/JJpfQpM6+0TSfi52tO80F1A5JSkPX132tO5klia7lD9/vvvMBgM8Pb2Ntnv7e2N06dPV3nMzZs3cfPmTeXfRUVFddpGIiIiSzCxZ/2i3Z/PFkpKSoKHh4ey+fn52bpJRERElVQEpavZSDs0PULVvHlzODg4IC8vz2R/Xl4e9Hp9lcfMmjULCQkJyr8LCwvRqlUrlBRfrdO21leiF6i9cU3sW668rERofeKn/LSbYfrGNbGjt8V29hnTevZwrbdPqyr+Vshy3Y/+GMrVfX+pPZ7E0nSHytnZGd26dUNmZiaGDx8OADAajcjMzER8fHyVx7i4uMDFxUX5d8WUX3i/LnXeXqK7yX8/E1tfotjqiGzq6tWr8PDwqJO6nZ2dodfr8U3mM6rr0uv1cHZ2FtAqUkvTHSoASEhIwOjRo9G9e3f06NEDS5cuRUlJCaKjo2t1vK+vL86fP4/GjRvXOPpQVFQEPz8/nD9/Hu7u7qKab1X14RwAnoeW1IdzAOrHedSHcwC0fx6yLOPq1avw9fWts+dwdXVFTk4OSktLVdfl7OwMV1dXAa0itTTfoRoxYgSuXLmCxMRE5ObmonPnzkhPT68UqF4dnU6Hli1b1vr53N3dNfkhN0d9OAeA56El9eEcgPpxHvXhHABtn0ddjUzdztXVlR2hekbzHSoAiI+Pr3aKj4iIiMjW6t1dfkRERETWxg7V/+fi4oK5c+eaBLTfberDOQA8Dy2pD+cA1I/zqA/nANSf8yD6K0m2xr2hRERERPUYR6iIiIiIVGKHioiIiEgldqiIiIiIVLKrDtXKlSvRunVruLq6IiQkBIcPH66x/KZNmxAYGAhXV1d06NABO3bssFJLK0tKSsKDDz6Ixo0bw8vLC8OHD8eZM2dqPCYlJQWSJJlsts578uqrr1ZqU2BgYI3HaOk6VGjdunWl85AkCXFxcVWW18K12LdvHx577DH4+vpCkiRs2bLF5HFZlpGYmAgfHx+4ubkhLCwMZ8+evWO95n6u1KrpPMrKyjBjxgx06NABDRs2hK+vL0aNGoWLFy/WWKcl78u6PA8AGDNmTKU2DRo06I71WvN63OkcqvqMSJKEf/7zn9XWaYtrQSSC3XSoPvnkEyQkJGDu3Lk4evQoOnXqhPDwcFy+fLnK8gcOHMCzzz6LmJgYfPvttxg+fDiGDx+O48ePW7nlt+zduxdxcXE4ePAgMjIyUFZWhoEDB6KkpOa1nNzd3XHp0iVl+/XXX63U4uo98MADJm3av39/tWW1dh0qHDlyxOQcMjIyAABPP/10tcfY+lqUlJSgU6dOWLlyZZWPL1q0CMuWLUNycjIOHTqEhg0bIjw8HDdu3Ki2TnM/VyLUdB7Xrl3D0aNHMWfOHBw9ehSbN2/GmTNn8Pjjj9+xXnPelyLc6XoAwKBBg0za9PHHH9dYp7Wvx53O4fa2X7p0CWvWrIEkSYiMjKyxXmtfCyIhZDvRo0cPOS4uTvm3wWCQfX195aSkpCrLP/PMM3JERITJvpCQEPmll16q03bW1uXLl2UA8t69e6sts3btWtnDw8N6jaqFuXPnyp06dap1ea1fhwqTJk2S7733XtloNFb5uNauBQD5s88+U/5tNBplvV4v//Of/1T2FRQUyC4uLvLHH39cbT3mfq5E++t5VOXw4cMyAPnXX3+ttoy570vRqjqP0aNHy8OGDTOrHltej9pci2HDhsmPPPJIjWVsfS2ILGUXI1SlpaXIzs5GWFiYsk+n0yEsLAxZWVlVHpOVlWVSHgDCw8OrLW9thYWFAICmTZvWWK64uBj+/v7w8/PDsGHDcOLECWs0r0Znz56Fr68v2rRpg6ioKJw7d67aslq/DsCt99dHH32EF154ocb1IrV4LSrk5OQgNzfX5LX28PBASEhIta+1JZ8rWygsLIQkSfD09KyxnDnvS2vZs2cPvLy8cP/992P8+PH4448/qi2r9euRl5eH7du3IyYm5o5ltXgtiO7ELjpUv//+OwwGQ6X1/7y9vZGbm1vlMbm5uWaVtyaj0YjJkyejd+/eaN++fbXl7r//fqxZswb/+c9/8NFHH8FoNKJXr1747bffrNhaUyEhIUhJSUF6ejpWrVqFnJwc9O3bF1evXq2yvJavQ4UtW7agoKAAY8aMqbaMFq/F7SpeT3Nea0s+V9Z248YNzJgxA88++2yN68aZ+760hkGDBmHdunXIzMzEwoULsXfvXgwePBgGg6HK8lq/HqmpqWjcuDGefPLJGstp8VoQ1cZdsZYfmYqLi8Px48fvGFcQGhqK0NBQ5d+9evVCUFAQ3nvvPbz++ut13cwqDR48WPn/jh07IiQkBP7+/ti4cWOtfrlq0YcffojBgwfXuDq9Fq9FfVdWVoZnnnkGsixj1apVNZbV4vty5MiRyv936NABHTt2xL333os9e/ZgwIABNmmTGmvWrEFUVNQdb8bQ4rUgqg27GKFq3rw5HBwckJeXZ7I/Ly8Per2+ymP0er1Z5a0lPj4e27Ztw+7du9GyZUuzjnVyckKXLl3w008/1VHrzOfp6Yn77ruv2jZp9TpU+PXXX/HVV1/hxRdfNOs4rV2LitfTnNfaks+VtVR0pn799VdkZGTUODpVlTu9L22hTZs2aN68ebVt0vL1+O9//4szZ86Y/TkBtHktiKpiFx0qZ2dndOvWDZmZmco+o9GIzMxMk1GD24WGhpqUB4CMjIxqy9c1WZYRHx+Pzz77DLt27UJAQIDZdRgMBvzwww/w8fGpgxZapri4GD///HO1bdLadfirtWvXwsvLCxEREWYdp7VrERAQAL1eb/JaFxUV4dChQ9W+1pZ8rqyhojN19uxZfPXVV2jWrJnZddzpfWkLv/32G/74449q26TV6wHcGsXt1q0bOnXqZPaxWrwWRFWydVS8tWzYsEF2cXGRU1JS5JMnT8qxsbGyp6ennJubK8uyLD///PPyzJkzlfJff/217OjoKL/11lvyqVOn5Llz58pOTk7yDz/8YJP2jx8/Xvbw8JD37NkjX7p0SdmuXbumlPnrOcybN0/euXOn/PPPP8vZ2dnyyJEjZVdXV/nEiRO2OAVZlmV56tSp8p49e+ScnBz566+/lsPCwuTmzZvLly9flmVZ+9fhdgaDQW7VqpU8Y8aMSo9p8VpcvXpV/vbbb+Vvv/1WBiC//fbb8rfffqvc/fbmm2/Knp6e8n/+8x/5+++/l4cNGyYHBATI169fV+p45JFH5OXLlyv/vtPnytrnUVpaKj/++ONyy5Yt5WPHjpl8Vm7evFntedzpfWnt87h69ar88ssvy1lZWXJOTo781VdfyV27dpXbtWsn37hxo9rzsPb1uNN7SpZlubCwUG7QoIG8atWqKuvQwrUgEsFuOlSyLMvLly+XW7VqJTs7O8s9evSQDx48qDz20EMPyaNHjzYpv3HjRvm+++6TnZ2d5QceeEDevn27lVv8fwBUua1du1Yp89dzmDx5snK+3t7e8pAhQ+SjR49av/G3GTFihOzj4yM7OzvL99xzjzxixAj5p59+Uh7X+nW43c6dO2UA8pkzZyo9psVrsXv37irfQxXtNBqN8pw5c2Rvb2/ZxcVFHjBgQKVz8/f3l+fOnWuyr6bPlbXPIycnp9rPyu7du6s9jzu9L619HteuXZMHDhwot2jRQnZycpL9/f3lsWPHVuoY2fp63Ok9Jcuy/N5778lubm5yQUFBlXVo4VoQiSDJsizX6RAYERERUT1nFzFURERERHWJHSoiIiIildihIiIiIlKJHSoiIiIildihIiIiIlKJHSoiIiIildihIiIiIlKJHSoiIiIildihIqrHJEnCli1bzDqmdevWWLp0qarn3bNnDyRJQkFBgap6iIjuFuxQEQk2ZswYSJKkbM2aNcOgQYPw/fff27pptXLkyBHExsbauhlERHcVdqiI6sCgQYNw6dIlXLp0CZmZmXB0dMTQoUNt3axaadGiBRo0aGDrZhAR3VXYoSKqAy4uLtDr9dDr9ejcuTNmzpyJ8+fP48qVKwCqnhI7duwYJEnC//73PwBASkoKPD09sXPnTgQFBaFRo0ZKR+12a9aswQMPPAAXFxf4+PggPj7e5PHff/8dTzzxBBo0aIB27drh888/r7Htf53ykyQJH3zwQY117NixA/fddx/c3Nzw8MMPK+dwu/3796Nv375wc3ODn58fJk6ciJKSEgDAunXr0KhRI5w9e1Yp//e//x2BgYG4du1aje0lItICdqiI6lhxcTE++ugjtG3bFs2aNTPr2GvXruGtt97Cv/71L+zbtw/nzp3Dyy+/rDy+atUqxMXFITY2Fj/88AM+//xztG3b1qSOefPm4ZlnnsH333+PIUOGICoqCvn5+Wa1o6Y6zp8/jyeffBKPPfYYjh07hhdffBEzZ840Of7nn3/GoEGDEBkZie+//x6ffPIJ9u/fr3T+Ro0apdRbXl6O7du344MPPsD69es5WkZEdweZiIQaPXq07ODgIDds2FBu2LChDED28fGRs7OzlTK7d++WAch//vmnsu/bb7+VAcg5OTmyLMvy2rVrZQDyTz/9pJRZuXKl7O3trfzb19dX/sc//lFtWwDIs2fPVv5dXFwsA5C/+OKLao/x9/eXlyxZUus6Zs2aJQcHB5vUMWPGDJPzi4mJkWNjY03K/Pe//5V1Op18/fp1WZZlOT8/X27ZsqU8fvx42dvbW16wYEG1bSQi0hqOUBHVgYcffhjHjh3DsWPHcPjwYYSHh2Pw4MH49ddfzaqnQYMGuPfee5V/+/j44PLlywCAy5cv4+LFixgwYECNdXTs2FH5/4YNG8Ld3V2po7ZqquPUqVMICQkxKR8aGmry7++++w4pKSlo1KiRsoWHh8NoNCInJwcA0KRJE3z44YdYtWoV7r333kqjXEREWuZo6wYQ1UcNGzY0mXr74IMP4OHhgffffx/z58+HTnfrt4wsy0qZsrKySvU4OTmZ/FuSJOUYNze3WrWlqjqMRmPtTkRQHcXFxXjppZcwceLESo+1atVK+f99+/bBwcEBly5dQklJCRo3bmxWO4mIbIUjVERWIEkSdDodrl+/DuDWnXQATALMjx07ZladjRs3RuvWrZGZmSmsnZYICgrC4cOHTfYdPHjQ5N9du3bFyZMn0bZt20qbs7MzAODAgQNYuHAhtm7dikaNGlUKrici0jJ2qIjqwM2bN5Gbm4vc3FycOnUKEyZMQHFxMR577DEAQNu2beHn54dXX30VZ8+exfbt27F48WKzn+fVV1/F4sWLsWzZMpw9exZHjx7F8uXLRZ9OjcaNG4ezZ89i2rRpOHPmDNLS0pCSkmJSZsaMGThw4ADi4+Nx7NgxnD17Fv/5z3+UTtPVq1fx/PPPY+LEiRg8eDDWr1+PTz75BP/+97+tei5ERJZih4qoDqSnp8PHxwc+Pj4ICQnBkSNHsGnTJvTv3x/ArSm0jz/+GKdPn0bHjh2xcOFCzJ8/3+znGT16NJYuXYp3330XDzzwAIYOHWqSesAaWrVqhU8//RRbtmxBp06dkJycjDfeeMOkTMeOHbF37178+OOP6Nu3L7p06YLExET4+voCACZNmoSGDRsqx3Xo0AFvvPEGXnrpJVy4cMGq50NEZAlJvj2Ig4iIiIjMxhEqIiIiIpXYoSIiIiJSiR0qIiIiIpXYoSIiIiJSiR0qIiIiIpXYoSIiIiJSiR0qIiIiIpXYoSIiIiJSiR0qIiIiIpXYoSIiIiJSiR0qIiIiIpXYoSIiIiJS6f8BVMaHoZgSqqwAAAAASUVORK5CYII=\n"
           },
-          "metadata": {
-            "needs_background": "light"
-          }
+          "metadata": {}
         }
       ]
     },
@@ -1321,24 +1308,22 @@
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 279
+          "height": 449
         },
-        "outputId": "c77f7fb3-4df5-4e60-ce87-922c1264b187",
+        "outputId": "5d60b6f7-9380-43d4-9e5f-e91c8e8ab2aa",
         "id": "vI20crgCMTkj"
       },
-      "execution_count": 36,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
           "data": {
             "text/plain": [
-              "<Figure size 432x288 with 1 Axes>"
+              "<Figure size 640x480 with 1 Axes>"
             ],
-            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZQAAAEGCAYAAABCa2PoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAYJUlEQVR4nO3dfbRddX3n8fdHQFEejEoEeXCCCiqDEpgrA4P1IWIbUxWh0qlDGXVUxLEOKI5jyyyQdjlLS8HW0epEcdS1qI4LSOMQCgUnFR1r4AYDBgLV8amRKHFVnrSiId/5Y++rx8t9Osk+9+m8X2uddc/e+3f2+W52uJ+7n36/VBWSJO2uR811AZKkxcFAkSR1wkCRJHXCQJEkdcJAkSR1Ys+5LmAuHXDAAbVs2bK5LkOSFpSNGzf+qKqWjp8/1IGybNkyRkdH57oMSVpQknx3ovme8pIkdcJAkSR1wkCRJHXCQJEkdcJAkSR1wkCRJHXCQJEkdcJAkSR1wkCRJHXCQJEkdcJAkSR1wkCRJHXCQJEkdcJAkSR1wkCRJHXCQJEkdcJAkSR1wkCRJHXCQJEkdcJAkSR1wkCRJHViXgRKktOT3J5kZ5KRSdoclmR9kjvatuf0LLs4yZ1JbkuyJsmS2atekgTzJFCAzcBpwI1TtNkBnFdVRwEnAG9NclS77Hrg6Kp6LvAPwB8OslhJ0iPNi0Cpqi1Vddc0bbZV1S3t+weALcAh7fTfVtWOtulXgUMHWa8k6ZHmRaD0K8ky4FhgwwSL/wPwN1N89qwko0lGt2/fPpgCJWkI7TlbX5TkBuCgCRadX1Vr+1jPvsCVwLlVdf+4ZefTnBq7fLLPV9VqYDXAyMhIzfR7JUlTm7VAqaqTd3cdSfaiCZPLq+qqccteB7wceElVGRSSNMtmLVB2V5IAlwFbqurScctWAu8CXlhVP52L+iRp2M2LayhJTk2yFTgRWJfkunb+wUmuaZudBJwJrEiyqX2tapd9CNgPuL6d/9HZ3gZJGnbz4gilqtYAayaYfzewqn3/ZSCTfP4ZAy1QkjSteXGEIkla+AwUSVInDBRJUicMFElSJwwUSVInDBRJUicMFElSJwwUSVInDBRJUicMFElSJwwUSVInDBRJUicMFElSJwwUSVInDBRJUicMFElSJwwUSVInDBRJUicMFElSJwwUSVInDBRJUicMFElSJ+ZFoCQ5PcntSXYmGZmkzWFJ1ie5o217zgRtzktSSQ4YfNWSpF7zIlCAzcBpwI1TtNkBnFdVRwEnAG9NctTYwiSHAb8JfG+QhUqSJjYvAqWqtlTVXdO02VZVt7TvHwC2AIf0NPkA8C6gBlaoJGlS8yJQ+pVkGXAssKGdPgX4flXdOoPPnpVkNMno9u3bB1qnJA2TPWfri5LcABw0waLzq2ptH+vZF7gSOLeq7k/yOOCPaE53TauqVgOrAUZGRjyakaSOzFqgVNXJu7uOJHvRhMnlVXVVO/vpwOHArUkADgVuSXJ8Vf1gd79TkjQzsxYouytNWlwGbKmqS8fmV9XXgSf3tPsOMFJVP5r1IiVpiM2LayhJTk2yFTgRWJfkunb+wUmuaZudBJwJrEiyqX2tmqOSJUnjzIsjlKpaA6yZYP7dwKr2/ZeBzGBdy7quT5I0vXlxhCJJWvgMFElSJwwUSVInDBRJUicMFElSJwwUSVInDBRJUicMFElSJwwUSVInDBRJUicMFElSJ2bcl1eSzwCbgNuAm+3NV5LUq58jlI8APwV+B7ghyZok+w2mLEnSQtNPoCwDvgicXVXLgSuAiwZRlCRp4emn+/ojgFcDRyV5gObU1wuTrANuqyoHaJekIdZPoPz3qroHIMkTgBHgZcAZwPuA53VfniRpoegnUK5tg+RO4C7gWcBnquqcgVQmSVpQZhwoVXVckj1oguSZwA3AtYMqTJK0sPQ1BHBVPQzc3r4kSfolH2yUJHXCQJEkdWLGgZLG7ye5oJ1+apLjB1eaJGkh6ecI5S+BE4HXtNMPAB/uoogkpye5PcnOJCOTtDksyfokd7Rtzxm3/G1J7myX/WkXdUmSZq6fi/L/ur3T62sAVfXjJI/uqI7NwGnA/5iizQ7gvKq6pe3yZWOS66vqjiQvBk4Bjqmqh5I8uaO6JEkz1E+g/KK9bbgAkiwFdnZRRFVtadc5VZttwLb2/QNJtgCHAHcAbwHeV1UPtcvv6aIuSdLM9XPK64PAGuDJSd4LfBn4bwOpahpJlgHHAhvaWUcCv5FkQ5IvJpn0qf0kZyUZTTK6fbu9xUhSV/p5sPHyJBuBlwABXjV2ZDETSW4ADppg0flVtbaP9ewLXAmcW1X3t7P3BJ4InEDTBcznkjytqmqC7VgNrAYYGRl5xHJJ0q7p98HGO2m6XulbVZ28K5/rlWQvmjC5vKqu6lm0FbiqDZCbkuwEDgA8BJGkWTJtoLQ9C0/0l3yAqqr9O69q4joCXAZsqapLxy3+a+DFwPokRwKPBhwATJJm0bTXUKpqv6raf4LXfl2FSZJTk2yluS15XZLr2vkHJ7mmbXYScCawIsmm9rWqXfYJ4GlJNgOfBV470ekuSdLgZJh/746MjNTo6OhclyFJC0qSjVX1iGcG+xlT/h0TzL4P2FhVm3anOEnSwtfPbcMjwNk0z34cArwZWAl8LMm7BlCbJGkB6ecur0OB46rqQYAkFwLrgBcAGwG7O5GkIdbPEcqTgYd6pn8BHFhV/zxuviRpCPVzhHI5sCHJWppbhl8B/FWSfWi6P5EkDbF+npT/kyR/Q3P7bgFvrqqxW6TOGERxkqSFo5/xUB5D02fWPsASYNXY2CiSJPVzymst7W3CeM1EkjROX3d5VdXKgVUiSVrQ+rnL6ytJnjOwSiRJC1o/RyjPB16X5Ns0p7zGOod87kAqkyQtKP0EyssGVoUkacHr57bh7yZ5AnAEsHfPou92XpUkacHpp3PINwLn0HTBsolmdMS/B1YMpjRJ0kLSzymvc2iG1/1qVb04ybOYozHl59pF//t27rj7/ukbStI8ddTB+3PhK/5lp+vs5y6vn1XVz6B5yLEdDviZnVYjSVqw+jlC2ZpkCc1wu9cn+TFDev2k61SXpMWgn4vyp7Zv35NkPfB44NqBVCVJWnD6OUL5par6YteFSJIWtn6uoUiSNCkDRZLUCQNFktSJfh5sfMcEs+8DNlbVpt0pIsnpwHuAZwPH9wzc1dvmMODTwIE0A3ytrqq/aJctBz5K8wT/DuA/VtVNu1OTJKk//RyhjABnA4e0rzcDK4GPJXnXbtaxGTgNuHGKNjuA86rqKJqn9N+a5Kh22Z8CF1XVcuCCdlqSNIv6Gg8FOK6qHgRIciGwDngBzaBbu/xLvKq2tOucqs02YFv7/oEkW2iC7Q6aI5b926aPB+7e1VokSbumn0B5Mr8+UuMvgAOr6p+TzOoIjkmWAccCG9pZ5wLXJfkzmqOufzPFZ88CzgJ46lOfOtA6JWmY9BMolwMbkqylGQvlFcBfJdmH5ihhSkluAA6aYNH5VbV2pkUk2Re4Eji3qsY61HoL8PaqujLJ7wKXASdP9PmqWg2sBhgZGamZfq8kaWqpmvnv1CQjwEk0p5i+MtHF890qJvk74J2TrTfJXsDVwHVVdWnP/PuAJVVVac6b3VdV+0+0jl4jIyM1OtrpJkjSopdkY1WNjJ8/44vySR4DHAnsAywBViW5oLsSp/3+0Bx5bOkNk9bdwAvb9yuAb8xWXZKkRj93ea0FTqG52+onPa/dluTUJFuBE4F1Sa5r5x+c5Jq22UnAmcCKJJva16p22ZuAS5LcStOl/lld1CVJmrkZn/JKsrmqjh5wPbPKU16S1L/dPuUFfCXJczqsSZK0iPRzl9fzgdcl+TbN7cMBqqqeO5DKJEkLSj+B8rKBVSFJWvD6GWBrKEdnlCTNzLTXUJJ8uf35QJL7259jr/un+7wkaThMe4RSVc9vf+43+HIkSQtVP93XPwb4HWBZ7+eq6o+7L0uStND0c1F+Le34J/x6J5GSJPXXfX1VrRxYJZKkBc0HGyVJnej3wcbXJ/kWPtgoSRrHBxslSZ3oJ1BeO8l87/KSJPUVKL1d1e8NvBzY0m05kqSFqp+uVy7pnW7Hb7+u84okSQtSP3d5jfc44NCuCpEkLWz9PCn/dZqx5AH2AJbi9RNJUmvaQEmyZ1XtoLlmMmYH8MN2viRJMzpCuQk4zu7rJUlTmck1lAy8CknSgjeTI5SlSd4x2cKqurTDeiRJC9RMAmUPYF88UpEkTWEmgbJtNsY8SXI68B7g2cDxVTU6QZu9gRuBx9DUfkVVXdguOxz4LPAkmi72z6yqnw+6bklSYz5dQ9kMnEYTGJN5CFhRVccAy4GVSU5ol70f+EBVPQP4MfCGQRYrSfp1MwmUlwy8CqCqtlTVXdO0qap6sJ3cq31VkgArgCvaZZ8CXjWwYiVJjzBtoFTVP81GITOVZI8km4B7gOuragPNaa57e56L2QocMsnnz0oymmR0+/bts1O0JA2B3el6pW9JbkiyeYLXKTNdR1U9XFXLabp9OT7J0f3UUFWrq2qkqkaWLl3a7yZIkibRT2/Du62qTu5wXfcmWQ+sBC4BlvQ81X8o8P2uvkuSNL1ZPULZXUmWJlnSvn8s8FLgzqoqYD3w6rbpa4G1c1OlJA2neRMoSU5NshU4EViX5Lp2/sFJrmmbPQVYn+Q24GaaayhXt8v+C/COJN+kuaZy2exugSQNtzR/3A+nkZGRGh19xOMukqQpJNlYVSPj58+bIxRJ0sJmoEiSOmGgSJI6YaBIkjphoEiSOmGgSJI6YaBIkjphoEiSOmGgSJI6YaBIkjphoEiSOmGgSJI6YaBIkjphoEiSOmGgSJI6YaBIkjphoEiSOmGgSJI6YaBIkjphoEiSOmGgSJI6YaBIkjoxLwIlyelJbk+yM8nIJG32TnJTklvbthf1LLs8yV1JNif5RJK9Zq96SRLMk0ABNgOnATdO0eYhYEVVHQMsB1YmOaFddjnwLOA5wGOBNw6wVknSBPac6wIAqmoLQJKp2hTwYDu5V/uqdtk1Y+2S3AQcOqhaJUkTmy9HKDOSZI8km4B7gOurasO45XsBZwLXTrGOs5KMJhndvn37YAuWpCEya4GS5Ib2Gsf41ykzXUdVPVxVy2mOQI5PcvS4Jn8J3FhVX5piHauraqSqRpYuXbprGyNJeoRZO+VVVSd3uK57k6wHVtJcfyHJhcBS4M1dfY8kaeYWzCmvJEuTLGnfPxZ4KXBnO/1G4LeA11TVzrmrUpKG17wIlCSnJtkKnAisS3JdO//gJGMX3J8CrE9yG3AzzTWUq9tlHwUOBP4+yaYkF8zyJkjS0Jsvd3mtAdZMMP9uYFX7/jbg2Ek+Py+2Q5KG2bw4QpEkLXwGiiSpEwaKJKkTBookqRMGiiSpEwaKJKkTBookqRMGiiSpEwaKJKkTBookqRMGiiSpEwaKJKkTBookqRMGiiSpEwaKJKkTBookqRMGiiSpEwaKJKkTBookqRMGiiSpEwaKJKkTBookqRPzJlCSnJ7k9iQ7k4xM0mbvJDclubVte9EEbT6Y5MHBVyxJ6jVvAgXYDJwG3DhFm4eAFVV1DLAcWJnkhLGFbRA9YaBVSpImNG8Cpaq2VNVd07Spqho7+tirfRVAkj2Ai4F3DbRQSdKE5k2gzFSSPZJsAu4Brq+qDe2iPwA+X1Xbpvn8WUlGk4xu37590OVK0tDYcza/LMkNwEETLDq/qtbOZB1V9TCwPMkSYE2So4F/Ak4HXjSDz68GVgOMjIzUDEuXJE1jVgOlqk7ucF33JlkPrAS2AM8AvpkE4HFJvllVz+jq+yRJU1tQp7ySLG2PTEjyWOClwJ1Vta6qDqqqZVW1DPipYSJJs2veBEqSU5NsBU4E1iW5rp1/cJJr2mZPAdYnuQ24meYaytVzU7EkqdesnvKaSlWtAdZMMP9uYFX7/jbg2Bmsa9/OC5QkTSlVw3tdOsl24Lu7+PEDgB91WM5CMYzbPYzbDMO53cO4zdD/dv+Lqlo6fuZQB8ruSDJaVRM+0b+YDeN2D+M2w3Bu9zBuM3S33fPmGookaWEzUCRJnTBQdt3quS5gjgzjdg/jNsNwbvcwbjN0tN1eQ5EkdcIjFElSJwwUSVInDJRdkGRlkruSfDPJu+e6nkFIcliS9UnuaAczO6ed/8Qk1yf5Rvtz0Y0/0/Zo/bUkV7fThyfZ0O7v/5Xk0XNdY9eSLElyRZI7k2xJcuJi39dJ3t7+296c5DPtAH6Lbl8n+USSe5Js7pk34b5N44Pt9t+W5Lh+vstA6VM77sqHgZcBRwGvSXLU3FY1EDuA86rqKOAE4K3tdr4b+EJVHQF8oZ1ebM6h6XB0zPuBD7T9w/0YeMOcVDVYfwFcW1XPAo6h2f5Fu6+THAL8J2Ckqo4G9gB+j8W5rz9J04lur8n27cuAI9rXWcBH+vkiA6V/xwPfrKpvVdXPgc8Cp8xxTZ2rqm1VdUv7/gGaXzCH0Gzrp9pmnwJeNTcVDkaSQ4HfBj7eTgdYAVzRNlmM2/x44AXAZQBV9fOqupdFvq9pup56bJI9gccB21iE+7qqbqQZ4qPXZPv2FODT7WCGXwWWJHnKTL/LQOnfIcA/9kxvbectWkmW0fShtgE4sGcQsx8AB85RWYPy5zSjfu5sp58E3FtVO9rpxbi/Dwe2A/+zPdX38ST7sIj3dVV9H/gz4Hs0QXIfsJHFv6/HTLZvd+v3m4GiKSXZF7gSOLeq7u9dVs0954vmvvMkLwfuqaqNc13LLNsTOA74SFUdC/yEcae3FuG+fgLNX+OHAwcD+/DI00JDoct9a6D07/vAYT3Th7bzFp0ke9GEyeVVdVU7+4djh8Dtz3vmqr4BOAl4ZZLv0JzKXEFzbWFJe1oEFuf+3gps7RlO+wqagFnM+/pk4NtVtb2qfgFcRbP/F/u+HjPZvt2t328GSv9uBo5o7wZ5NM2FvM/PcU2da68dXAZsqapLexZ9Hnht+/61wIyGbl4IquoPq+rQdpC23wP+T1WdAawHXt02W1TbDFBVPwD+Mckz21kvAe5gEe9rmlNdJyR5XPtvfWybF/W+7jHZvv088O/bu71OAO7rOTU2LZ+U3wVJVtGca98D+ERVvXeOS+pckucDXwK+zq+uJ/wRzXWUzwFPpen6/3eravwFvwUvyYuAd1bVy5M8jeaI5YnA14Dfr6qH5rK+riVZTnMjwqOBbwGvp/mDc9Hu6yQXAf+W5o7GrwFvpLlesKj2dZLPAC+i6aL+h8CFwF8zwb5tw/VDNKf/fgq8vqpGZ/xdBookqQue8pIkdcJAkSR1wkCRJHXCQJEkdcJAkSR1wkDRUEpSSS7pmX5nkvd0tO5PJnn19C13+3tOb3sGXj9u/rIk/27Q3y+NZ6BoWD0EnJbkgLkupFfPU9oz8QbgTVX14nHzlwF9B0rbk7a0ywwUDasdNONov338gvFHGEkebH++KMkXk6xN8q0k70tyRpKbknw9ydN7VnNyktEk/9D2ETY2zsrFSW5ux5p4c896v5Tk8zRPa4+v5zXt+jcneX877wLg+cBlSS4e95H3Ab+RZFM75sfrknyoZ31Xtw9ukuTBJJckuRU4sZ1+b5Jbk3w1yYFtu9Pb7781yY39/sfWcDBQNMw+DJzRdt8+U8cAZwPPBs4Ejqyq42meMn9bT7tlNEMd/Dbw0SR70xxR3FdVzwOeB7wpyeFt++OAc6rqyN4vS3IwzRgdK4DlwPOSvKqq/hgYBc6oqv88rsZ3A1+qquVV9YFptmcfYENVHVNVX26nv1pVxwA3Am9q210A/FY7/5XTrFNDykDR0Gp7T/40zUBLM3VzO1bMQ8D/A/62nf91mhAZ87mq2llV36DpyuRZwG/S9JO0iaYLmyfRDGQEcFNVfXuC73se8HdtJ4Y7gMtpxi7pysM0HYCO+Tlwdft+I7/apv8LfDLJm2i6HJIewUDRsPtzmiOHfXrm7aD9fyPJo2j6txrT26/Tzp7pnTTdwI8Z36dRAQHe1h45LK+qw6tqLJB+sltbMbVfbk9r7573P6uqh3umf1G/6o/pYdptqqqzgf9K0xPtxiRPGmC9WqAMFA21trPDz/HrQ71+B/hX7ftXAnvtwqpPT/Ko9rrK04C7gOuAt7TDApDkyHYgq6ncBLwwyQHtRfPXAF+c5jMPAPv1TH8HWN7WcxjNqbi+JHl6VW2oqgtoBuM6bLrPaPj0c0eJtFhdAvxBz/THgLXthepr2bWjh+/RhMH+wNlV9bMkH6c5hXRL26vrdqYZYraqtiV5N0236gHWVdV0XarfBjzc1v9JmqOwb9Nc8N8C3LIL23NxkiPaGr4A3LoL69AiZ2/DkqROeMpLktQJA0WS1AkDRZLUCQNFktQJA0WS1AkDRZLUCQNFktSJ/w/l0EXMS1NE5QAAAABJRU5ErkJggg==\n"
+            "image/png": "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\n"
           },
-          "metadata": {
-            "needs_background": "light"
-          }
+          "metadata": {}
         }
       ]
     },
@@ -1354,7 +1339,7 @@
     {
       "cell_type": "markdown",
       "source": [
-        "The `BeamLoadingEquilibrium` class is used to compute beam equilibrium profile for a given storage ring and a list of RF cavities of any harmonic. \n",
+        "The `BeamLoadingEquilibrium` class is used to compute beam equilibrium profile for a given storage ring and a list of RF cavities of any harmonic.\n",
         "\n",
         "The class assumes an uniform filling of the storage ring and is based on [3,4]."
       ],
@@ -1370,7 +1355,7 @@
       "metadata": {
         "id": "aYfAxnr3Pe9V"
       },
-      "execution_count": 37,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1399,7 +1384,7 @@
       "metadata": {
         "id": "hBQxYlQvN2f5"
       },
-      "execution_count": 38,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1427,11 +1412,11 @@
         "id": "xAlbfHmoPk4G",
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 573
+          "height": 754
         },
-        "outputId": "1e9b1986-8b77-4f95-fa3c-b54116600f5b"
+        "outputId": "d6b113e7-40b3-4dea-a7b4-d04b3f1d50fc"
       },
-      "execution_count": 39,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -1441,16 +1426,16 @@
             "The final center of mass offset is 0.7603234535161224 ps\n",
             "The algorithm has converged: True\n",
             "The initial center of mass offset is -0.7480023322567962 ps\n",
-            "The final center of mass offset is 1.5076686428822734 ps\n",
+            "The final center of mass offset is 1.507668642882292 ps\n",
             "The algorithm has converged: True\n",
-            "The initial center of mass offset is -21.123659372813226 ps\n",
-            "The final center of mass offset is 6.987443148552072 ps\n",
+            "The initial center of mass offset is -21.12365937281321 ps\n",
+            "The final center of mass offset is 6.987443148551981 ps\n",
             "The algorithm has converged: True\n",
-            "The initial center of mass offset is -178.42158504142017 ps\n",
-            "The final center of mass offset is 13.777318935482338 ps\n",
+            "The initial center of mass offset is -178.42158504142026 ps\n",
+            "The final center of mass offset is 13.77731893548217 ps\n",
             "The algorithm has converged: True\n",
             "The initial center of mass offset is -325.2644871748486 ps\n",
-            "The final center of mass offset is 17.165960774475234 ps\n",
+            "The final center of mass offset is 17.165812866907483 ps\n",
             "The algorithm has converged: True\n"
           ]
         },
@@ -1458,7 +1443,7 @@
           "output_type": "execute_result",
           "data": {
             "text/plain": [
-              "<matplotlib.legend.Legend at 0x7f3474ebd250>"
+              "<matplotlib.legend.Legend at 0x7f86ceb5e8c0>"
             ]
           },
           "metadata": {},
@@ -1468,13 +1453,11 @@
           "output_type": "display_data",
           "data": {
             "text/plain": [
-              "<Figure size 432x288 with 1 Axes>"
+              "<Figure size 640x480 with 1 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
-          "metadata": {
-            "needs_background": "light"
-          }
+          "metadata": {}
         }
       ]
     },
@@ -1521,12 +1504,12 @@
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 711
+          "height": 888
         },
         "id": "xvg8zezzV4f_",
-        "outputId": "9a694641-838c-41a4-a580-cca5325c7ded"
+        "outputId": "85f9d757-1e1a-4ec0-83c3-5785a8521721"
       },
-      "execution_count": 40,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -1552,8 +1535,8 @@
             "1700\n",
             "1800\n",
             "1900\n",
-            "The initial center of mass offset is -178.42158504142017 ps\n",
-            "The final center of mass offset is 13.777318935482338 ps\n",
+            "The initial center of mass offset is -178.42158504142026 ps\n",
+            "The final center of mass offset is 13.77731893548217 ps\n",
             "The algorithm has converged: True\n"
           ]
         },
@@ -1561,7 +1544,7 @@
           "output_type": "execute_result",
           "data": {
             "text/plain": [
-              "[<matplotlib.lines.Line2D at 0x7f3472553550>]"
+              "[<matplotlib.lines.Line2D at 0x7f86cea53460>]"
             ]
           },
           "metadata": {},
@@ -1571,13 +1554,11 @@
           "output_type": "display_data",
           "data": {
             "text/plain": [
-              "<Figure size 432x288 with 1 Axes>"
+              "<Figure size 640x480 with 1 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
-          "metadata": {
-            "needs_background": "light"
-          }
+          "metadata": {}
         }
       ]
     }
diff --git a/examples/mbtrack2_collective_effects.ipynb b/examples/mbtrack2_collective_effects.ipynb
index 2d96ad0..533070b 100644
--- a/examples/mbtrack2_collective_effects.ipynb
+++ b/examples/mbtrack2_collective_effects.ipynb
@@ -26,8 +26,8 @@
         "\n",
         "* The `WakeFunction` class is used to store wake function data.\n",
         "\n",
-        "* The `WakeField` class is used to represent a single physical element which \n",
-        "  produces different types of wakes, represented by `Impedance` or \n",
+        "* The `WakeField` class is used to represent a single physical element which\n",
+        "  produces different types of wakes, represented by `Impedance` or\n",
         "  `WakeFunction` objects.\n",
         "\n",
         "* The `ImpedanceModel` class is used to sum different `WakeField` elements taking into account betatron function weighting.\n",
@@ -36,6 +36,7 @@
         "\n",
         "* The `WakePotential` class deals with the single bunch effects, it can be used in tracking to model:\n",
         "  * Longituinal (monopole) wake potential\n",
+        "  * Transverse monopole wake potential\n",
         "  * Transverse dipole wake potential\n",
         "  * Transverse quadrupolar wake potential\n",
         "\n",
@@ -71,13 +72,13 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 1,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
         "id": "fYzgLCmGWwt3",
-        "outputId": "b91ab106-3dd4-450c-b1f5-d8a1caa90980"
+        "outputId": "7fbfbc68-8d51-400e-ed0c-b6ef50611842"
       },
       "outputs": [
         {
@@ -85,12 +86,12 @@
           "name": "stdout",
           "text": [
             "Cloning into 'mbtrack2'...\n",
-            "remote: Enumerating objects: 1612, done.\u001b[K\n",
-            "remote: Counting objects: 100% (272/272), done.\u001b[K\n",
-            "remote: Compressing objects: 100% (149/149), done.\u001b[K\n",
-            "remote: Total 1612 (delta 161), reused 204 (delta 123), pack-reused 1340\u001b[K\n",
-            "Receiving objects: 100% (1612/1612), 876.67 KiB | 2.46 MiB/s, done.\n",
-            "Resolving deltas: 100% (1090/1090), done.\n"
+            "remote: Enumerating objects: 1629, done.\u001b[K\n",
+            "remote: Counting objects: 100% (311/311), done.\u001b[K\n",
+            "remote: Compressing objects: 100% (181/181), done.\u001b[K\n",
+            "remote: Total 1629 (delta 182), reused 212 (delta 130), pack-reused 1318\u001b[K\n",
+            "Receiving objects: 100% (1629/1629), 1.88 MiB | 4.64 MiB/s, done.\n",
+            "Resolving deltas: 100% (1091/1091), done.\n"
           ]
         }
       ],
@@ -100,13 +101,13 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 2,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
         "id": "7vnP10wPWwt4",
-        "outputId": "6c5131d0-ae6c-48a0-ff07-5252a1765f65"
+        "outputId": "b9c2bf86-b9fe-4a80-9b1f-34f380dfc99f"
       },
       "outputs": [
         {
@@ -132,7 +133,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 3,
+      "execution_count": null,
       "metadata": {
         "id": "buz5EKXvWwt4"
       },
@@ -144,7 +145,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 4,
+      "execution_count": null,
       "metadata": {
         "id": "GNUGFuD4Wwt4"
       },
@@ -166,7 +167,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 5,
+      "execution_count": null,
       "metadata": {
         "id": "p-PYZXYzWwt4"
       },
@@ -175,20 +176,20 @@
         "local_beta = np.array([3, 2]) # Beta function at the tracking location.\n",
         "local_alpha = np.array([0, 0]) # Alpha function at the tracking location.\n",
         "local_dispersion = np.array([0, 0, 0, 0]) # Dispersion function and its derivative at the tracking location.\n",
-        "optics = Optics(local_beta=local_beta, local_alpha=local_alpha, \n",
+        "optics = Optics(local_beta=local_beta, local_alpha=local_alpha,\n",
         "                  local_dispersion=local_dispersion)"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 6,
+      "execution_count": null,
       "metadata": {
         "id": "xaMGL5q6Wwt5"
       },
       "outputs": [],
       "source": [
-        "ring = Synchrotron(h=h, optics=optics, particle=particle, L=L, E0=E0, ac=ac, \n",
-        "                   U0=U0, tau=tau, emit=emit, tune=tune, \n",
+        "ring = Synchrotron(h=h, optics=optics, particle=particle, L=L, E0=E0, ac=ac,\n",
+        "                   U0=U0, tau=tau, emit=emit, tune=tune,\n",
         "                   sigma_delta=sigma_delta, sigma_0=sigma_0, chro=chro)"
       ]
     },
@@ -203,7 +204,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 7,
+      "execution_count": null,
       "metadata": {
         "id": "Vcy-pUOYTwp4"
       },
@@ -221,12 +222,12 @@
       "metadata": {
         "id": "jG7qZK1yG0ME"
       },
-      "execution_count": 8,
+      "execution_count": null,
       "outputs": []
     },
     {
       "cell_type": "code",
-      "execution_count": 9,
+      "execution_count": null,
       "metadata": {
         "id": "T2Gu7M1XTzSc"
       },
@@ -321,7 +322,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 10,
+      "execution_count": null,
       "metadata": {
         "id": "CPT-qNdSeGJZ"
       },
@@ -341,7 +342,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 11,
+      "execution_count": null,
       "metadata": {
         "id": "g9CiOz-oempZ"
       },
@@ -364,14 +365,14 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 12,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 455
         },
         "id": "LJ_muVRbpNz8",
-        "outputId": "7c7712ea-53ca-482d-f819-69bba27aa832"
+        "outputId": "8cd6cfbc-af6c-486b-c875-5edc10b223db"
       },
       "outputs": [
         {
@@ -396,7 +397,7 @@
             ],
             "text/html": [
               "\n",
-              "  <div id=\"df-50c8aeaa-abcf-49fb-960b-0a9fc6321a88\">\n",
+              "  <div id=\"df-aa318b93-a716-4b99-ad35-ff7d7fab4fa0\">\n",
               "    <div class=\"colab-df-container\">\n",
               "      <div>\n",
               "<style scoped>\n",
@@ -485,7 +486,7 @@
               "</table>\n",
               "<p>1000 rows × 2 columns</p>\n",
               "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-50c8aeaa-abcf-49fb-960b-0a9fc6321a88')\"\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-aa318b93-a716-4b99-ad35-ff7d7fab4fa0')\"\n",
               "              title=\"Convert this dataframe to an interactive table.\"\n",
               "              style=\"display:none;\">\n",
               "        \n",
@@ -536,12 +537,12 @@
               "\n",
               "      <script>\n",
               "        const buttonEl =\n",
-              "          document.querySelector('#df-50c8aeaa-abcf-49fb-960b-0a9fc6321a88 button.colab-df-convert');\n",
+              "          document.querySelector('#df-aa318b93-a716-4b99-ad35-ff7d7fab4fa0 button.colab-df-convert');\n",
               "        buttonEl.style.display =\n",
               "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-50c8aeaa-abcf-49fb-960b-0a9fc6321a88');\n",
+              "          const element = document.querySelector('#df-aa318b93-a716-4b99-ad35-ff7d7fab4fa0');\n",
               "          const dataTable =\n",
               "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                     [key], {});\n",
@@ -582,14 +583,14 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 13,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 449
         },
         "id": "PTTi0R1If8lp",
-        "outputId": "24939496-6232-4966-8877-5a9d395360e1"
+        "outputId": "ef52c6e3-4837-4a4b-e7c2-02edfe2f935d"
       },
       "outputs": [
         {
@@ -618,7 +619,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 14,
+      "execution_count": null,
       "metadata": {
         "id": "k9xRV3LelBmI"
       },
@@ -634,14 +635,14 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 15,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 449
         },
         "id": "O0ey7emgrAlz",
-        "outputId": "33c9cbe1-ab5e-450a-d529-04e6d6526291"
+        "outputId": "642729a9-ee29-40c3-b22c-5fba64144af9"
       },
       "outputs": [
         {
@@ -667,6 +668,8 @@
       "source": [
         "The list of possible types for `Impedance` and `WakeFunction` objects is:\n",
         " * `\"long\"` for (monopoloar) longitudinal\n",
+        " * `\"xcst\"` for monopolar horizontal\n",
+        " * `\"ycst\"` for monopolar vertical\n",
         " * `\"xdip\"` for dipolar horizontal\n",
         " * `\"ydip\"` for dipolar vertical\n",
         " * `\"xquad\"` for quadripolar horizontal\n",
@@ -677,14 +680,14 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 16,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 36
         },
         "id": "bp1zoXoZrBuS",
-        "outputId": "1d222191-f592-46ea-c540-5598465d546e"
+        "outputId": "1f5dc7b3-b362-457a-b744-9643633625eb"
       },
       "outputs": [
         {
@@ -716,14 +719,14 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 17,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 449
         },
         "id": "qVKSQwXfwmHd",
-        "outputId": "02a40cce-ec5b-429b-be97-cf20bf78d28b"
+        "outputId": "c33b19eb-644b-4121-f89f-8cf182ed8726"
       },
       "outputs": [
         {
@@ -753,13 +756,13 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 18,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
         "id": "L5lDaCukuo4O",
-        "outputId": "77d5ad55-2cb0-48ce-b1f8-81fe67c7e63e"
+        "outputId": "36c5632f-2adf-473b-b7e9-ad24b5882566"
       },
       "outputs": [
         {
@@ -784,18 +787,18 @@
         "id": "4PWP3Vd40DwE"
       },
       "source": [
-        "The loss factor (or kick factor) can be computed for an `Impedance` assuming a Gaussian bunch using: "
+        "The loss factor (or kick factor) can be computed for an `Impedance` assuming a Gaussian bunch using:"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 19,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
         "id": "ny2rlMzcv2JO",
-        "outputId": "be3c6548-2384-4f8c-b62e-c29a941456f5"
+        "outputId": "c5aab019-6e0f-48a0-da4e-7df1d9bd2ed3"
       },
       "outputs": [
         {
@@ -834,7 +837,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 20,
+      "execution_count": null,
       "metadata": {
         "id": "7OgEk9UF0Sjd"
       },
@@ -854,7 +857,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 21,
+      "execution_count": null,
       "metadata": {
         "id": "znp5x-0F3zR9"
       },
@@ -874,14 +877,14 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 22,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 449
         },
         "id": "f81C5voS4clU",
-        "outputId": "c54f19ff-08f6-4373-d4bb-49210de8fdd3"
+        "outputId": "6ca7beef-2028-4f55-84aa-fe7e91092d40"
       },
       "outputs": [
         {
@@ -905,18 +908,18 @@
         "id": "IVFFZQrP5VU4"
       },
       "source": [
-        "The list of components can be accessed and manipulated using the class methods: "
+        "The list of components can be accessed and manipulated using the class methods:"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 23,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
         "id": "wBzxcIoZ5fD4",
-        "outputId": "d4f0b366-7f63-44de-8ed7-bb6e3fd7ebea"
+        "outputId": "95186574-b038-47ee-c777-ee331cabed1d"
       },
       "outputs": [
         {
@@ -936,7 +939,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 24,
+      "execution_count": null,
       "metadata": {
         "id": "qYNu_OqB5jAJ"
       },
@@ -947,7 +950,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 25,
+      "execution_count": null,
       "metadata": {
         "id": "kcniAnUj5oG4"
       },
@@ -958,13 +961,13 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 26,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
         "id": "UKa-2pP254nw",
-        "outputId": "03d00081-7eb5-4ec0-a3dd-f88153eab5f7"
+        "outputId": "f0a5c787-7be1-41c8-92ee-12b7f4bc3ea6"
       },
       "outputs": [
         {
@@ -1001,9 +1004,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "7m0BNR1LuSnl",
-        "outputId": "47adc0b8-155f-4a1d-fad5-eff839843e89"
+        "outputId": "f2c5f955-faa1-43a8-819e-994c79d3e7bd"
       },
-      "execution_count": 27,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -1040,7 +1043,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 28,
+      "execution_count": null,
       "metadata": {
         "id": "1J4JzO3K86be"
       },
@@ -1060,14 +1063,14 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 29,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 454
         },
         "id": "o2G8ZOTk9mXF",
-        "outputId": "739ea7e7-2f72-4ea3-de37-286577cd90ce"
+        "outputId": "c65876e6-26e3-4b80-894e-14307aaa8270"
       },
       "outputs": [
         {
@@ -1087,14 +1090,14 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 30,
+      "execution_count": null,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 465
         },
         "id": "RSA4XCyA9ytm",
-        "outputId": "8714009a-eaaf-4067-86b5-51f6efcb5791"
+        "outputId": "7ffbcb52-62cf-4e50-d721-8cb5dac6dc44"
       },
       "outputs": [
         {
@@ -1128,7 +1131,7 @@
       },
       "source": [
         "In many cases, it is much more pratical (or needed) to import the impedance or wake function data from other sources. A few functions are provided to import data from other codes:\n",
-        " * `read_CST` to read CST text file format into an `Impedance` object.\n",
+        " * `read_CST` to read CST text file format into an `Impedance` or `WakeFunction` object.\n",
         " * `read_IW2D` and `read_IW2D_folder` to read IW2D files into an `Impedance` object, a `WakeFunction` object or directly into a `WakeField` object.\n",
         " * `read_ABCI` to read ABCI output .pot files into a `WakeField` object.\n",
         " * `read_ECHO2D` to read ECHO2D text file format (after matlab post-processing) into a `WakeFunction` object."
@@ -1140,7 +1143,7 @@
         "id": "6RiiszX2Ak9N"
       },
       "source": [
-        "The `Impedance` class also has a `to_wakefunction` method and the`WakeFunction` class has both a `to_impedance` and a `deconvolution` method. They can be used to go from `Impedance` to `WakeFunction` and vice versa using FFT. \n",
+        "The `Impedance` class also has a `to_wakefunction` method and the`WakeFunction` class has both a `to_impedance` and a `deconvolution` method. They can be used to go from `Impedance` to `WakeFunction` and vice versa using FFT.\n",
         "\n",
         "The `deconvolution` method can be used to compute a \"pseudo wake function\" from wake potential data (usually obtained from EM simulation). The computation uses a simple deconvolution method [3] and, of course, the frequency content (and thus the validity) of the ouput impedance or wake function data depends on the input wake potential."
       ]
@@ -1171,7 +1174,7 @@
       "metadata": {
         "id": "kNiAMwZl1ngT"
       },
-      "execution_count": 31,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1182,7 +1185,7 @@
       "metadata": {
         "id": "WwK9iU3dEL7r"
       },
-      "execution_count": 32,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1204,9 +1207,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "6a7vMPd8HPZc",
-        "outputId": "d8fc83b3-7b0c-4b84-9c55-b73042a23a17"
+        "outputId": "c8636619-88f2-4e36-f800-6b09b7f12b38"
       },
-      "execution_count": 33,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -1250,9 +1253,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "mTCAXhd2Tqhg",
-        "outputId": "7963ed51-13ff-472b-d8b8-ebffb1689941"
+        "outputId": "85fa4c1e-3790-42eb-99f9-f75f76216638"
       },
-      "execution_count": 34,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -1285,9 +1288,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "44WQuORRJKLh",
-        "outputId": "48577df0-3d80-4279-fa03-64c0677fdfd8"
+        "outputId": "a325c646-de40-4245-ae69-109ce6b0f33a"
       },
-      "execution_count": 35,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -1306,8 +1309,8 @@
       "cell_type": "markdown",
       "source": [
         "Then the different contributors to the `ImpedanceModel` must be added. This can be done in one of two ways, depending on the type of `WakeField` being added:\n",
-        "* If the `WakeField` is of the lumped type, usually corresponding to a geometric component at a given position in the lattice, then the `add` method is used. \n",
-        "* If the `WakeField` is of the distributed type, usually corresponding to a resistive wall component with an effective radius that already takes beta weighting into account, then the `add_global` method is used. \n",
+        "* If the `WakeField` is of the lumped type, usually corresponding to a geometric component at a given position in the lattice, then the `add` method is used.\n",
+        "* If the `WakeField` is of the distributed type, usually corresponding to a resistive wall component with an effective radius that already takes beta weighting into account, then the `add_global` method is used.\n",
         "\n",
         "In the latter case, the `WakeField` element is added only after the summation of all the lumped type elements added with the add method."
       ],
@@ -1323,7 +1326,7 @@
       "metadata": {
         "id": "g8xUsAhMJD7P"
       },
-      "execution_count": 36,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1348,13 +1351,13 @@
         "res5 = Resonator(time, frequency, Rs=10e6, fr=10e9, Q=60, plane=\"y\")\n",
         "res6 = Resonator(time, frequency, Rs=5e6, fr=5e9, Q=40, plane=\"y\")\n",
         "res7 = Resonator(time, frequency, Rs=5000, fr=20e9, Q=1, plane=\"long\")\n",
-        "res8 = Resonator(time, frequency, Rs=1e6, fr=20e9, Q=1, plane=\"x\") \n",
-        "res9 = Resonator(time, frequency, Rs=1e6, fr=20e9, Q=1, plane=\"y\") "
+        "res8 = Resonator(time, frequency, Rs=1e6, fr=20e9, Q=1, plane=\"x\")\n",
+        "res9 = Resonator(time, frequency, Rs=1e6, fr=20e9, Q=1, plane=\"y\")"
       ],
       "metadata": {
         "id": "Kedgw4xgIaaf"
       },
-      "execution_count": 37,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1379,7 +1382,7 @@
       "metadata": {
         "id": "jmo3VMqSSbMh"
       },
-      "execution_count": 38,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1392,7 +1395,7 @@
       "metadata": {
         "id": "suUswpMhV80N"
       },
-      "execution_count": 39,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1412,7 +1415,7 @@
       "metadata": {
         "id": "vX8UrUcrS9W3"
       },
-      "execution_count": 40,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1435,9 +1438,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "Z4zBdpzaVNBL",
-        "outputId": "9ec76c79-3a01-452c-ceba-e228d7c752a9"
+        "outputId": "eb645631-a55e-4615-eaf6-6efc39d6ab6f"
       },
-      "execution_count": 41,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -1463,9 +1466,9 @@
           "height": 482
         },
         "id": "E4qSNiuPXArM",
-        "outputId": "2261ef6c-a97d-4712-8db1-4f40f5409307"
+        "outputId": "e15e26da-d0dc-4830-efde-315e732fdd38"
       },
-      "execution_count": 42,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -1509,9 +1512,9 @@
           "height": 474
         },
         "id": "mh-1kvsHTCYf",
-        "outputId": "4e274599-bc99-489a-9491-1858e8912031"
+        "outputId": "f9fb5e7f-a3f7-4e39-b306-bffb23554fe5"
       },
-      "execution_count": 43,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -1536,9 +1539,9 @@
           "height": 494
         },
         "id": "mepl3wjFTSln",
-        "outputId": "34dcc4fa-3301-4d58-e6ed-29c0ef8962dd"
+        "outputId": "efdd21f4-b968-4064-df53-6bd9b114cb29"
       },
-      "execution_count": 44,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -1591,7 +1594,7 @@
       "metadata": {
         "id": "He6WbHE7B90V"
       },
-      "execution_count": 45,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1602,7 +1605,7 @@
       "metadata": {
         "id": "oJ2deX8MMVsa"
       },
-      "execution_count": 46,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1626,9 +1629,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "6YU9_XwcLiSq",
-        "outputId": "3fc97d5d-7a67-4645-e52f-778de0aefcac"
+        "outputId": "2383f8df-e411-4772-f4f1-bbcb932c0e83"
       },
-      "execution_count": 47,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -1659,7 +1662,7 @@
       "metadata": {
         "id": "Ekq0ZwZ-FrqN"
       },
-      "execution_count": 48,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -1682,9 +1685,9 @@
           "height": 453
         },
         "id": "KLE_UQK1HeIQ",
-        "outputId": "7ea6e20a-abb0-4726-d511-7c24e31d6507"
+        "outputId": "871a3fcb-b35c-49db-929b-d2df90231356"
       },
-      "execution_count": 49,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -1692,7 +1695,7 @@
             "text/plain": [
               "<Figure size 640x480 with 1 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
           "metadata": {}
         }
@@ -1718,9 +1721,9 @@
           "height": 469
         },
         "id": "bOfypKQdHV0W",
-        "outputId": "f0516297-d1b0-41dd-a106-902ded0b059e"
+        "outputId": "8d363dbc-5094-4684-a109-ad3b8f6a4358"
       },
-      "execution_count": 50,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -1728,7 +1731,7 @@
             "text/plain": [
               "<Figure size 640x480 with 1 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
           "metadata": {}
         }
@@ -1757,9 +1760,9 @@
           "height": 453
         },
         "id": "551SPM_4Hiaz",
-        "outputId": "f310518f-14cb-416e-bba2-ea2bb637329d"
+        "outputId": "8e8a98d7-539b-4b57-b5e9-9c6389de448d"
       },
-      "execution_count": 51,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -1767,7 +1770,7 @@
             "text/plain": [
               "<Figure size 640x480 with 1 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
           "metadata": {}
         }
@@ -1776,7 +1779,7 @@
     {
       "cell_type": "markdown",
       "source": [
-        "It is possible to get a correctness estimate of the computed wake potentials using the `reference_loss` method. \n",
+        "It is possible to get a correctness estimate of the computed wake potentials using the `reference_loss` method.\n",
         "\n",
         "It compares the loss factor (and kick factors) computed in time domain and in frequency domain:\n",
         " * The **time domain** (TD) value is computed using the wake potentials and bunch profile stored in the `WakePotential` object (so from the last `track` call).\n",
@@ -1799,22 +1802,22 @@
           "height": 143
         },
         "id": "Slt8inaWHuGb",
-        "outputId": "1612b6cf-1f1e-43a3-bf7c-6b2d49dcc35f"
+        "outputId": "06e2dc1a-0e47-4c5f-e773-4fd467476bdc"
       },
-      "execution_count": 52,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
           "data": {
             "text/plain": [
               "                  TD factor     FD factor  Relative error [%]\n",
-              "Wlong [V/C]    4.255052e+10  4.241868e+10            0.310803\n",
-              "Wxdip [V/C/m]  1.126361e+13  1.155229e+13           -2.498903\n",
-              "Wydip [V/C/m]  1.126395e+13  1.155229e+13           -2.495972"
+              "Wlong [V/C]    4.215846e+10  4.212943e+10            0.068908\n",
+              "Wxdip [V/C/m]  1.123382e+13  1.152660e+13           -2.540089\n",
+              "Wydip [V/C/m]  1.123398e+13  1.152660e+13           -2.538620"
             ],
             "text/html": [
               "\n",
-              "  <div id=\"df-6dda0f54-f6df-4e9f-9193-cbbae1390fef\">\n",
+              "  <div id=\"df-b85457d3-396a-427b-af11-a65ed8efc8bb\">\n",
               "    <div class=\"colab-df-container\">\n",
               "      <div>\n",
               "<style scoped>\n",
@@ -1842,26 +1845,26 @@
               "  <tbody>\n",
               "    <tr>\n",
               "      <th>Wlong [V/C]</th>\n",
-              "      <td>4.255052e+10</td>\n",
-              "      <td>4.241868e+10</td>\n",
-              "      <td>0.310803</td>\n",
+              "      <td>4.215846e+10</td>\n",
+              "      <td>4.212943e+10</td>\n",
+              "      <td>0.068908</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Wxdip [V/C/m]</th>\n",
-              "      <td>1.126361e+13</td>\n",
-              "      <td>1.155229e+13</td>\n",
-              "      <td>-2.498903</td>\n",
+              "      <td>1.123382e+13</td>\n",
+              "      <td>1.152660e+13</td>\n",
+              "      <td>-2.540089</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>Wydip [V/C/m]</th>\n",
-              "      <td>1.126395e+13</td>\n",
-              "      <td>1.155229e+13</td>\n",
-              "      <td>-2.495972</td>\n",
+              "      <td>1.123398e+13</td>\n",
+              "      <td>1.152660e+13</td>\n",
+              "      <td>-2.538620</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
               "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6dda0f54-f6df-4e9f-9193-cbbae1390fef')\"\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b85457d3-396a-427b-af11-a65ed8efc8bb')\"\n",
               "              title=\"Convert this dataframe to an interactive table.\"\n",
               "              style=\"display:none;\">\n",
               "        \n",
@@ -1912,12 +1915,12 @@
               "\n",
               "      <script>\n",
               "        const buttonEl =\n",
-              "          document.querySelector('#df-6dda0f54-f6df-4e9f-9193-cbbae1390fef button.colab-df-convert');\n",
+              "          document.querySelector('#df-b85457d3-396a-427b-af11-a65ed8efc8bb button.colab-df-convert');\n",
               "        buttonEl.style.display =\n",
               "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-6dda0f54-f6df-4e9f-9193-cbbae1390fef');\n",
+              "          const element = document.querySelector('#df-b85457d3-396a-427b-af11-a65ed8efc8bb');\n",
               "          const dataTable =\n",
               "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                     [key], {});\n",
@@ -1964,9 +1967,9 @@
           "height": 455
         },
         "id": "x78w3o2PUVCn",
-        "outputId": "17b68450-ef53-4211-ea48-b530e2856e2b"
+        "outputId": "90e61e06-beae-4f19-dc1a-d44c06562ab7"
       },
-      "execution_count": 53,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -2016,7 +2019,7 @@
       "metadata": {
         "id": "ulvOkezR8P7u"
       },
-      "execution_count": 54,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -2037,7 +2040,7 @@
       "metadata": {
         "id": "OU0Bp9nl86gK"
       },
-      "execution_count": 55,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -2060,7 +2063,7 @@
       "metadata": {
         "id": "hGoqDrSF8pP9"
       },
-      "execution_count": 56,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -2074,7 +2077,7 @@
       "metadata": {
         "id": "PPp2R9N1_Opd"
       },
-      "execution_count": 57,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -2094,7 +2097,7 @@
       "metadata": {
         "id": "hp0KDeK_8eRu"
       },
-      "execution_count": 58,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -2114,7 +2117,7 @@
       "metadata": {
         "id": "3pLMRtwd9i8l"
       },
-      "execution_count": 59,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -2139,9 +2142,9 @@
           "height": 453
         },
         "id": "gxRvybqr97ev",
-        "outputId": "c0f7701a-2430-4d3e-8ce0-deb4d56111db"
+        "outputId": "b3b18bca-7b0d-49a8-aa0e-162349e409b4"
       },
-      "execution_count": 60,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -2149,7 +2152,7 @@
             "text/plain": [
               "<Figure size 640x480 with 1 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
           "metadata": {}
         }
@@ -2168,9 +2171,9 @@
           "height": 469
         },
         "id": "euJV_hIg-L2F",
-        "outputId": "e001e54a-168e-421e-ca2d-ae986298bbc1"
+        "outputId": "159e6294-991a-44e6-e758-4df2cf473147"
       },
-      "execution_count": 61,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -2178,7 +2181,7 @@
             "text/plain": [
               "<Figure size 640x480 with 1 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
           "metadata": {}
         }
@@ -2206,9 +2209,9 @@
           "height": 453
         },
         "id": "Y4FUlUcM-nH8",
-        "outputId": "66330c1f-261e-4b2f-f874-6e44d503aa00"
+        "outputId": "500613c6-f4b9-4f2e-dcca-dbdba92cf23b"
       },
-      "execution_count": 62,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -2216,7 +2219,7 @@
             "text/plain": [
               "<Figure size 640x480 with 1 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
           "metadata": {}
         }
@@ -2235,9 +2238,9 @@
           "height": 453
         },
         "id": "2aZ_w8Uz-dps",
-        "outputId": "1284b1ab-b89a-4594-b42f-bf4f96843b4a"
+        "outputId": "d1fd7d8d-b746-42f1-e24f-9d3d2fa219c2"
       },
-      "execution_count": 63,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -2245,7 +2248,7 @@
             "text/plain": [
               "<Figure size 640x480 with 1 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
           "metadata": {}
         }
@@ -2273,9 +2276,9 @@
           "height": 453
         },
         "id": "8Qo5oo4q9pSl",
-        "outputId": "35fe7975-42c0-4a63-a7ca-12ae1d7ce7d6"
+        "outputId": "59e39316-040b-4327-931c-779085d9b191"
       },
-      "execution_count": 64,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -2283,7 +2286,7 @@
             "text/plain": [
               "<Figure size 640x480 with 2 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
           "metadata": {}
         }
@@ -2302,9 +2305,9 @@
           "height": 469
         },
         "id": "HU-652g0-EE7",
-        "outputId": "70178f29-a990-4819-81af-d6c0b2a7ea5b"
+        "outputId": "eb4b55e0-0bc4-4e30-b9bc-b45f3e4c5069"
       },
-      "execution_count": 65,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -2312,7 +2315,7 @@
             "text/plain": [
               "<Figure size 640x480 with 2 Axes>"
             ],
-            "image/png": "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\n"
+            "image/png": "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\n"
           },
           "metadata": {}
         }
@@ -2351,7 +2354,7 @@
       "metadata": {
         "id": "VRrOdaWVBJcB"
       },
-      "execution_count": 66,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -2360,7 +2363,7 @@
         "length = 1 # Length of the resistive pipe to consider in [m].\n",
         "rho = 1e-6 # Effective resistivity to consider in [ohm.m] as in [1].\n",
         "radius = 10e-3 # Beam pipe radius to consider in [m].\n",
-        "types=[\"Wlong\",\"Wxdip\",\"Wydip\"] # Wake types to consider. \n",
+        "types=[\"Wlong\",\"Wxdip\",\"Wydip\"] # Wake types to consider.\n",
         "nt=50 # Number of turns to consider for the long range wakes.\n",
         "x3=None # Horizontal effective radius of the 3rd power in [m], as Eq.27 in [1]. The default is radius.\n",
         "y3=None # Vertical effective radius of the 3rd power in [m], as Eq.27 in [1]. The default is radius."
@@ -2368,13 +2371,13 @@
       "metadata": {
         "id": "n3Xkq6WkbAUl"
       },
-      "execution_count": 67,
+      "execution_count": null,
       "outputs": []
     },
     {
       "cell_type": "markdown",
       "source": [
-        "The effective resistivity and radius, taking into account the betatron function averaging, as defined in [1] can be computed using the `PhysicalModel` class. "
+        "The effective resistivity and radius, taking into account the betatron function averaging, as defined in [1] can be computed using the `PhysicalModel` class."
       ],
       "metadata": {
         "id": "xbj2GR6Q8kb-"
@@ -2388,7 +2391,7 @@
       "metadata": {
         "id": "SFYyHmhT4U70"
       },
-      "execution_count": 68,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -2417,7 +2420,7 @@
       "metadata": {
         "id": "og4vC8Bj5F0U"
       },
-      "execution_count": 69,
+      "execution_count": null,
       "outputs": []
     },
     {
-- 
GitLab