diff --git a/examples/demo_explorer.ipynb b/examples/demo_explorer.ipynb
index 83d0a10..6db6dda 100644
--- a/examples/demo_explorer.ipynb
+++ b/examples/demo_explorer.ipynb
@@ -30,11 +30,7 @@
    },
    "outputs": [],
    "source": [
-    "%matplotlib inline\n",
-    "%config InlineBackend.figure_format = 'svg'\n",
-    "\n",
     "import numpy as np\n",
-    "\n",
     "import scqubits as scq"
    ]
   },
@@ -242,40 +238,12 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "sweeping :   0%|          | 0/101 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "57d9639549d74c9398d49d175a64fd55",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "HBox(children=(VBox(children=(FloatSlider(value=0.0, continuous_update=False, description='$\\\\Phi_{ext}/\\\\Phi_…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "0692c9a81d6943d09612dec0ec4417d3",
+       "model_id": "f6b015493ae44dbaaf01167de8ed8d68",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "Output()"
+       "VBox(children=(Tab(children=(HBox(children=(HBox(children=(VBox(children=(Dropdown(layout=Layout(width='165px'…"
       ]
      },
      "metadata": {},
@@ -283,11 +251,7 @@
     }
    ],
    "source": [
-    "explorer = scq.Explorer(\n",
-    "    sweep=sweep,\n",
-    "    evals_count=10\n",
-    ")\n",
-    "explorer.interact()"
+    "explorer = scq.Explorer(sweep=sweep)"
    ]
   },
   {
@@ -445,60 +409,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "sweeping :   0%|          | 0/151 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "sweeping :   0%|          | 0/151 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "1d969fdcb53d432190d3d1467909e2cb",
+       "model_id": "621f8abdfa5640179bf379fa49f985ea",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "HBox(children=(VBox(children=(FloatSlider(value=0.0, continuous_update=False, description='$\\\\Phi_{ext}/\\\\Phi_…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "71ba78c44f2441f78bf06cd15468f2ae",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Output()"
+       "VBox(children=(Tab(children=(HBox(children=(HBox(children=(VBox(children=(Dropdown(layout=Layout(width='165px'…"
       ]
      },
      "metadata": {},
@@ -506,24 +428,13 @@
     }
    ],
    "source": [
-    "explorer = scq.Explorer(\n",
-    "    sweep=sweep,\n",
-    "    evals_count=10\n",
-    ")\n",
-    "explorer.interact()"
+    "explorer = scq.Explorer(sweep=sweep)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -537,7 +448,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.10"
+   "version": "3.9.15"
   },
   "pycharm": {
    "stem_cell": {
diff --git a/examples/demo_gui.ipynb b/examples/demo_gui.ipynb
index f189b3a..d515acd 100644
--- a/examples/demo_gui.ipynb
+++ b/examples/demo_gui.ipynb
@@ -7,9 +7,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%matplotlib inline\n",
-    "%config InlineBackend.figure_format = 'svg'\n",
-    "\n",
     "import scqubits as scq"
    ]
   },
@@ -24,12 +21,12 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "57c401d9bdab40d48b3f1b599ed2950a",
+       "model_id": "33f37c65a18048fc9e8d9f1e6118de2e",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "VBox(children=(HBox(children=(ToggleButtons(description='Qubits:', layout=Layout(width='800px'), options=('Tra…"
+       "VBox(children=(HBox(children=(ToggleButtons(description='Qubits:', options=('Transmon', 'TunableTransmon', 'Fl…"
       ]
      },
      "metadata": {},
@@ -38,12 +35,40 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "6c1cf2046ab2415e90d5bdee40bbc432",
+       "model_id": "bebd7e072c2f4d0ab37a275a6a137de5",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "Output(layout=Layout(width='975px'))"
+       "Tab(children=(HBox(children=(VBox(children=(SelectMultiple(description='States', index=(0, 1, 2, 3, 4), layout…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "def18e4c58184d429dfec22e30007f83",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(HBox(children=(Checkbox(value=False, description='Manual Update', indent=False, layout=Layout(w…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f58f2b06ce794aa1af7799beb8e340fb",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output(layout=Layout(width='100%'))"
       ]
      },
      "metadata": {},
@@ -1115,7 +1140,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -1129,7 +1154,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.10"
+   "version": "3.9.15"
   }
  },
  "nbformat": 4,
diff --git a/examples/demo_hilbertspace.ipynb b/examples/demo_hilbertspace.ipynb
index 2b0a687..7c4a612 100644
--- a/examples/demo_hilbertspace.ipynb
+++ b/examples/demo_hilbertspace.ipynb
@@ -29,13 +29,10 @@
    },
    "outputs": [],
    "source": [
-    "%matplotlib inline\n",
-    "%config InlineBackend.figure_format = 'svg'\n",
-    "\n",
     "import scqubits as scq\n",
     "\n",
     "import numpy as np\n",
-    "import qutip as qt\n"
+    "import qutip as qt"
    ]
   },
   {
@@ -455,7 +452,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "d4c04124bfbf462faa2bbf19bebb0d32",
+       "model_id": "4f61820ee28a477380e0effac8f610d3",
        "version_major": 2,
        "version_minor": 0
       },
@@ -469,7 +466,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "2a1675a4c99143b0bc229a546d5e86d5",
+       "model_id": "4d283e99e02f47ea9ec35101f5bc5796",
        "version_major": 2,
        "version_minor": 0
       },
@@ -517,7 +514,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2020-03-31T11:44:13.722890Z",
@@ -531,13 +528,13 @@
        "array([ 0.   ,  4.284,  8.562, 12.834])"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "hilbertspace.lookup.bare_eigenenergies(osc1)"
+    "hilbertspace.bare_eigenvals(osc1)"
    ]
   },
   {
@@ -549,7 +546,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2020-03-31T11:44:16.331869Z",
@@ -563,13 +560,13 @@
        "(1, 2)"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "hilbertspace.lookup.bare_index(8)"
+    "hilbertspace.bare_index(8)"
    ]
   },
   {
@@ -581,7 +578,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 15,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2020-03-31T11:44:19.844481Z",
@@ -595,13 +592,13 @@
        "7"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "hilbertspace.lookup.dressed_index((2,1))"
+    "hilbertspace.dressed_index((2,1))"
    ]
   },
   {
@@ -613,7 +610,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 17,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2020-03-31T11:44:52.454767Z",
@@ -627,13 +624,13 @@
        "21.135009003451163"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "hilbertspace.lookup.energy_dressed_index(10)"
+    "hilbertspace.energy_by_dressed_index(10)"
    ]
   },
   {
@@ -649,7 +646,7 @@
  "metadata": {
   "celltoolbar": "Initialisation Cell",
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -663,7 +660,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.10"
+   "version": "3.9.15"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/examples/demo_qutip_fluxoniumreset.ipynb b/examples/demo_qutip_fluxoniumreset.ipynb
index 2231bc3..b33559e 100644
--- a/examples/demo_qutip_fluxoniumreset.ipynb
+++ b/examples/demo_qutip_fluxoniumreset.ipynb
@@ -265,19 +265,25 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Simulation"
+    "## Simulation\n",
+    "\n",
+    "\n",
+    "Note:  evaluating the following cell will likely require several minutes of computation time."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "# initial mixed state\n",
     "thermal_state = 0.5 * (states[0] * states[0].dag() + states[1] * states[1].dag())\n",
     "\n",
-    "tlist = np.linspace(0, 15000, 15000)  # total time\n",
+    "dt = 2 \n",
+    "total_time = 6000\n",
+    "tlist = np.linspace(0, 6000, int(total_time/dt))  # total time\n",
+    "\n",
     "\n",
     "result = qt.mesolve(\n",
     "    H_qbt_drive,  # hamiltonian\n",
@@ -16297,7 +16303,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.8"
+   "version": "3.9.15"
   },
   "vscode": {
    "interpreter": {
diff --git a/examples/scqubits_paper_source_code.ipynb b/examples/scqubits_paper_source_code.ipynb
index 8ddaac0..5f25143 100644
--- a/examples/scqubits_paper_source_code.ipynb
+++ b/examples/scqubits_paper_source_code.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 1,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-07-10T07:02:21.367859Z",
@@ -23,9 +23,6 @@
    },
    "outputs": [],
    "source": [
-    "%matplotlib inline\n",
-    "%config InlineBackend.figure_format = 'svg'\n",
-    "\n",
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
     "import scqubits as scq"
@@ -40,7 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 2,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-07-10T07:02:29.283958Z",
@@ -66,7 +63,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 3,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-07-10T07:02:30.343579Z",
@@ -77,12 +74,26 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "33be25d712c841acbc5e91ce7b81fab2",
+       "model_id": "70ff215ecb2a4bff82509ca1bacfef3c",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "VBox(children=(HBox(children=(ToggleButtons(description='Qubits:', options=('Transmon', 'TunableTransmon', 'Fl…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "1c9a5a92cde244a8b2a35797a014529f",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "VBox(children=(HBox(children=(ToggleButtons(description='Qubits:', layout=Layout(width='800px'), options=('Tra…"
+       "Tab(children=(HBox(children=(VBox(children=(SelectMultiple(description='States', index=(0, 1, 2, 3, 4), layout…"
       ]
      },
      "metadata": {},
@@ -91,12 +102,26 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "fd29c8a15f7c4788b86419994a431ec9",
+       "model_id": "44c12a77e4d94967965594dde0286a64",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "Output(layout=Layout(width='975px'))"
+       "HBox(children=(HBox(children=(Checkbox(value=False, description='Manual Update', indent=False, layout=Layout(w…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "3eb3caedbad44e1f8b67e0d35b555616",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output(layout=Layout(width='100%'))"
       ]
      },
      "metadata": {},
@@ -106,7 +131,7 @@
      "data": {
       "text/plain": []
      },
-     "execution_count": 54,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -117,7 +142,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 4,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-07-10T07:02:30.973822Z",
@@ -139,7 +164,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 5,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-07-10T07:02:31.566655Z",
@@ -155,7 +180,7 @@
        "        39.72096178,  59.76406786,  61.19239859,  85.87012806])"
       ]
      },
-     "execution_count": 56,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -166,7 +191,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 6,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-07-10T07:10:36.438704Z",
@@ -180,363 +205,409 @@
        "Text(-0.15, 0.97, '(a)')"
       ]
      },
-     "execution_count": 57,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
+      "application/pdf": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
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   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 9,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-07-10T07:10:50.492907Z",
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+     "execution_count": 9,
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q+cnatBeb+0HW9y9Vcbi2hQpcRe4knETklvamnwO97xIMcjXcWRG3AS9wJePoVOqSa4b/PLtazVELoDod42113E4dN9kpao3JNrInN+BYR4UU7lwmXWmYhlGDbvrBf4M6ZJ0GWLBU+76tOOaAS3hhl5qAvXdiY51huWUG6mTC4enlMRWmwREwoIe1d3pup56b4zy++c4mPghqjOUrO3eMnKuGJ2r4KLJZyY1xMowf0nBTZX1jahqrhfyqMiiYcq+iKvgPjv+7hp8031dl2xgsJVgqOdO6RHIMfRDJHXPiL05zLS/kV2FoYLjJG/G5kyg+J7+QO9iy2Dpgm6qM5gg1q+LUdtm6FMvTr9wJZ0ZBYhA5ldzWQmEeTPyKk7auMg2hibFPVILA5SijnXKUXEVph9YxVQHtE7Mg+7X7Y1Kp8hgmK+W4FlOs+NWbjCB0ZoJHQXgGLaMK6EGKA0Hr9GRywxZ0RPMqUi6SbzFlF6sqawVh6ZIDYGuJo1ILlSQVyTfP+5rEnGgStbTD6xzSDuKeZJfE1RJHq94l1yFUeQpFkuGMGTQKL7uJ/Xk3jXu2iQmvoyUd6AaroxlEQXAkaipvwOip4yDtjUPJ9oKPyiIznzMDYTJKPt9I8z5CtoDGetjtYLGLjCaSLvTUAgPfGKgmyUe0fZInbym8q8Qmii7SkFqZRDRlxmEsgnzj294OcjWlHTMxhWX4GmJr1E9oiD3jLq+1ycBCWpIzz0wc6WlAlBZvOHLGFx8vTKO1lJSI3Jkngig4xrvKTqNn9nwAtAFzZdCaGbqBJzmozA1Wct8ngI8bA3MLZQi5S6ehQLRjzaX9i2AoVYXICjGt3PaOtFW9pDsDj36Z2QONwg7q7mAOGSVljDFzHavkTs/t1POTjStnJ8pzDkS1Qx1xz0ucmKU7o/N6b54wCCG7ul1Qq6wRQofbOTbe5AO3lcmlmvHhMvsVfVoT7xEkZEx6jPNYmWbP7dST5hIkCoSlZdlQTg0InG5geAZJH/Rss3u3NplJxvNOIg9UIQ+mrnLFYRkHnjk61qbZczv1PCQfPMxDyRvcaD194RhuF8Yd2F/oXDoG07GBngLZCrcUVAKzuKC1cU8zLvvWrLRjxrvC5Kxdh9YFFRuEFlpOxwDZBsWFd9Mc/AgYOuDmukH2rv9CVZH88kBBZKgSusqIdyot4ERpYYLFVwG1XeIt5SpZqDIT8hieLNLHtJbuR/xbF6e92hwHzuS+P6DftsL6DpxNyN69YlCB2pU3VeIQJkS8Yog5oYVt3Lxiq+d26klKC6d8ADGqSAiHA4oiAavIA45My+cSBI9JXTdbeWAN4hbRZB4JlQHnc/CYEXV/Bb+Xwr2iZDl/cAwk5qaoKiSsQUlL3cf7N7ptn9pMxwb6FsmyYEt5eOQbAdVDTpwAV6YejTCB3Qdqm10uZeIieRUBGWeZ4F172otFT13L41iqlTYTiglnRue4UnPFOeYqJS7oAAI2JJAszbHsXKTXsTtE8pCq65I5tDm9p+tAjzqgiWxPBqfWxLPmb0c7tErb4ZbIyRkPax1oXrj4cyNq4SPls3KcWTfupD1xGUqubcISaZ8tfgcsvnfx24vZjSo4BPsWpeGyw7yLMFiYcXCgVMyMUaFJ3MM0Zs/t1HNPd8mTJ7al2kOTg8tvziz4o2pD9rvkMzJDv1IcaFCk71G7LiEM4t0SMjtup46bs2/15u9zgd3zYBwwNjEXfPRUjmN1LWNieSRYbGt52I15/dofGFj8nHa0HbNKzJfNWVNDiGU1QG38te8gxUIu4RkJB/R9DDYge6l16w2KGSJ34cB3M1ZXj+84eMJHH/Bs7rrUuqnkPetBrJJlC8kjvx5+O3C/bF1a28+6K43fmcymnoNVJ3bO6S1LZxn/hIKbCut6tw5puuFJhgyYP538kalQLYpClza595QPPDF7bqeetD2AWxCZAzkSMwEkWINlh/Efu6JAPk2prDz+XGPXlVlajLpD0KQSC2BlR/wxylriOWHs0qCXFBjPHUl20018dBHPZFIrV6UIDe8wqdRjtn2r0SZjDn47aH8LQ/LAOY/eil/aaIarsI5cWEJk8rDpHoc0e26nnrudb0kOKEc5Rx11B8xxkVxW5bCwhVx5FrL2RibCA/G1aQ70KFceopQPijxVmTR/SNtH0cMwQE0pLSRPiQH/p08ZdMnWAopneBxD4gP7RzOwFE9YT6xhLrq+D2u3jz3lrzGrOMsI4klBioG5eOLgzzHiNUQWAhCUwExFVo3pEqWZkBQDl4+MKLvndur5CZd1uKmv+9ZaWZnKxVo0JQStb0XnKOi5bRrHyqJTorOwwUkDMonOawhqeyarzh05f6MQBARV+uQpzqU6biO4g8kuRFqIuhRROkt4TFYH4xuh1Kom2jzICNHcQ2H1AB9RHAD6AUQxEcJ19B3i+wPr0llnrqfv+KQ3hgIcg9bJDhKwvrEwmJJZSMm0vNIOhmL23E49Nf0ZczxpBVneDu3hhoUfMNLHPJuj3dGUAReq6K4duDVjsK2IX4/xybNyf3OnKWbP7dRTJR+B4CPKXLEApN6Nx/JcFHdQ/8jlwq80cieI0xO+OWByRfDJkyjjpuR2x+3U8ZO0VidP1fPfpcxGZboYHA74IbMBMX8ACx1wc/ifw30XBtvEXeuNASqWUptgIUdVQXxLSOr2jP1cOJt73SEcAlZWObpoQh3mSdIu+fGNp43WkpQsR/VVuym1KHcurKzG8gAyrB3Ohmbcsj2zqKQieNrDbfKUwspJYmB7i/neWVsQjWD5rwAV4gxLrE8rtFgWyTcxJiVeGooQsSNLn1DsCrDRlBeHVXsm07GwNz1JpbfGR1AcvDyzXJGOL8xBes9ksHtup540mSyCkKPqCf6yammsxppUlRgrpRHCaFGzt9BeSlACxSFIAut8CheRrhJWOUvtR0DQBjU/umKeBVgHJ3g5v7ErCMYAjrsX9UkTijVFjFT73NP7HDSxwWchmkgRuMAisXJEL7UuNS6kHeh4LMvRqx5A9PDEwZ+b0ZlMT6pDUCKy6A9LG5Na8YRXSbRuu9Exe26nnp8QFIdw+ObfogtLNx7wmoxhFsvI7fDUpa6WqUKuTtj2a02K6JTd9KojDcJYJB7LepSsDFJFgM5Sf1QFNjOhI++UF6xEfJ18lYKIqmhz1lHXZuewzin9TkYb+CNrrShys1xhEUo+WP12Dxdr80xKbGupEvXZnzL29dHzfDjbtMDVceykbfh8M2SZraX2hlW2WAQ66huLFLPTRPNBgq7TUPit7ROD49inHwASBxjcaJDjGS300TLeCBRLCiSs2hiOUysfQd0HaYtSLvXQRO4aD+XEaohxP5VlkVLX6DhGagUEgr9hhJg1IZjdaxQ7yeYgP/NLQPa0bL2DgQ5irjTvGLmA7kXk63MPPzB5BXNf9hnv+Obj9HXvXNO6+Jggf+RH9VkVvDvrrKa6+KjN5M4SJ1TGuzepkPp2tE8GSNjeWc3VR28H678fvR04dgNvtlf0nveMKZNbCyQnmMsuRIWSxALxmP9b3rPVczv1pLcQJJtc5JajYEWLzZqo7sO06XXcYQmUE35XEWMCXYBiTSVTDWsogxLcsMTsuZ167oKPwB1LKgT1Sd1K229xrY5tpBbuSmF4CCdypoNHZ1PR0+52PMFzGBz/Ypcb8FUmJlz2roE85JxV3Bw8rxI09nVpd9xOHTcnz/btk0MHznFDJy93IRJiusHiZlcAZ8HcnPcKihnrLihCYly7Rv88KHSgc2EM2XEXPAfA1SBL4ZYSK4+emHTDN/4WWVh5BoRlb2EyeOwgsLb1KFKQ0mQArk23XKaVxz9EaDqggt+saS9bl47X5fATh82sCwryvo0Kp0pix4CKBke5vpv5k/l37bnt6q0MC+6CVxnBdJUpkjsEbHfRpSc2m1lyzHOwXHMgRvBdgOOqm9udla5b392fQgOmFGSwuHfY2yEl3D3xLPmcKYVfA9lleTjizoBZob8oTKmyuC2MUhFuwnxSjuh7aM3ouZ16blLwHvyiiDIw8TIrFSysj89K38o1ZLX9qs1Ay6ynhqpc5/GrPAToIldJAf5ywZp48CthpQKvjhJQS0ClDqgR+Is68ceKtHtup56fUCqbIrmMxSI4P2JvHAPiUBAnmvUD5sYxIG6I0/GeF/rxkRdlwAQRviKX2kg3bvKBs/gcxPT2ljryIniUM4Si4kM5leMu+pzK5mAr8tUd426ba896WrZ2KXmVURlTr2pptcmeyKSkNcqn1CtvEZA4FJvBuUfa8aUeNxrSfauTJ2y5rOnQrk335uUu5FUSm+QNM7VVtZEs8tzVEjE/onfZnDnad5xvecqJsv0xvDZKH/NYlXGBE++xEo9mOEbf5giLrHvPWGedQWE5mZeIN2JsMukdsZ2DF3m/Sv/MujtsYKF1Z7olbxjY7yGCydQdbbaXpIleWLD1U+tuc4GfMO6mtfaD4HZ45b02CRzmriVH2hy8/U/dBJ6aqczQP/aerI7bqaMeL6Rp4xkWaGecMCnzGOwPk+COq8nIFmbWm9l9b342IAvKBzId3j2Kt+wJM3hMD7ySD+28W26/LOEbzYxjORy/y/E419mZGa+BpeT3WyOw+iQuz2aAM9ccdb3wpl3f0DhmaSHx8+iTTYd8dmKQmbUblPDCeVuPyj14ia3c27C3z705p0+Mo2NLf8I42tbOj9jbLv7C2h68ggg+gdhppqS09m4jP9hO3xbanvTS2h4iOe9sFsk5HXq2yPHFfetus4F1R6KsNG5N78ZEMc+Sd8aOGZiT6wO3g/MrN7PlepaRVCUw10UhpfIOyxGHKm0ClOrZULbXMtWMAzb15lB5DF0nhZTAa/jyz2ChDW5+9Nv2PBf6wIE0EQrZ5H7yVIOcdTEtkmtjLD9pafgyFimVCA7K68kxyL3dAfgjsPtgbTtKS8OXKnjOu+Blv4jHcbVc42MYqqXHh8G89HrQyGuC9CLkLrcfRx7D5SYZFqQcw5XmlnhKUfbOSFsuv+pDUt+npvKGyoehfn2MhIoNiij2EpQby1Ypt+OPe6zK5mDvG5RQ2CFFuZiBBnGiSMaL4CPsQrtV77I6bqeOu6MA93ZoqghdNz1PZEdRXbfM8uFWZg3wSHaVa5sw1nDfwp41wNMeuezoB/drrzgi7U1KiBMwePWbZhnzOUNuQMJzMEsP5X5XGJyaAdal7BaeeqGHK6UdbLXvkiSNUTr2xjFPSwo/eGzKYUcuVzG5zU3mzIkPcMWpGLT7fSTJsASi9cmX7gTW7ridOm5OJvGbf5zCPadtZx6/B+axmKYOXKSTkWcKVAOY8sGCn/koxWT33E49P3HebW/cXavW0r7JHRrIwGQIg6ImVumpUoQ4jQm7AuTfx9vuuJ06qvPOQ1dY+rycDn+7X/eLae+JV+HJUq1pP/OZuGedouyn4mOwdqbe0IS5SnJgMfAWzXmqY/1yLOk8v5cZ1SEf6UM3naSVGsVWGFCt/+PYGscyLWR/NomyaZFngGyDtdQRZln4mKe4jrzRGk6X3LbHEpegoV1dSoxklUoaR7vYSGmXUufHY0o6HjPH3RVng5ckNt6IQsqDAdUK39I8yV45ZHnfl/Xsgm1HFnrbDsN0GKNL4Cy+9912wcZ5P0Jte+U/ga8mYHoBajuSujB1r+Ur1xnE41YsFlmJN+ZwZhQ+R7Bd3qWpeyL47GoZUmr7rV2O0+xyHpMhrTug5JxYd06ge0FnPgeP5t2+TA6drT5cTLdio4V3/uQmd/lCIbpsLO1lVuH3Uzs48QCbww4MXqgZ5MxxgqLEoV9EQgS3iS4Us8hnz2NxUMMza7ah8sLVdihh5f5nZ51NxhhIEJlgINC9t05tBTX9zKY5JvAHLI5pQZxYtR3/WBeIGaxlDDaaedUxL30X225ROJeVmdGFlTEYlRljLzJDdjE2TnzCY5gmHV14iHeyjudgSWYIDSXSfTiLWvlsyfbSlx7ipdi8xlyuwm7sKsjnuPku/bO44ppcPZZtKXBm+SJY0GNzGUI2Ug2RN5ey71OguVelHIlH6oMeoaYZygxfCWrOGn/CLjp2zt0CcCq/LLSLJBlDQtR0UHmfRNsLHMOHHW0/zsXy6OMzs+iY0YU5CA7xc4icy6ssGrYwBYFxE14KAUPSQJlynXEvu/BhFvxRtcnM0lg/FBlfR6sAuVuC5OXenN8Zed9s257u0kj/LjaolIrdNU/Z8ZU9GmKTlnUsxDbojo12bKZlYFfGcLkI2TlyjLgVrkX9Ju+/6zrO0OMkpoStsJNJeROANUvAfHLfdjJRA4ugkFmvDZjDN4PpADGqlDmnXHUrH2uRaWxThIY6Me72694O77NqO6ZMElL0KWTWfAh07DTQHX8ZdPgGKHotegsAB6tz5bXbQFs9t1NPpoxxTJk8I7QHq0zTTjP+0PvYGX7MGGt1wSavTpfTDlEwcC+2gMewAhQTg5m5HKFnjx7BK6/h4v3HvHqVvAnYofvgbG2RWbAy83loFSjHoNvmf+FhRpvtOfTNZ1MG+foRu2jaOXeHxQ6fvO+AZ+gdL1WmChSoY+QpN4jZ6VqSeN12wK2e26nnXtiHt51MIjXsztBC2hnOFC8A1K8Ze1EIT9etpfEDQG1CrxM8N720dTA9Miu/zSl2fExJXHiTVtjQKKoOepJkr8SBaRvTV+5rDrndDD4rjTirqqv/wmY8QZohXd1PQzkw7cD6QqA2dHfX6JazFFLHjxjKOD/DaUfXF8ZAHK7nsDefTBnc67Yf4YCrCZb2LoXtdh8bebAaTCeb44iB5xyrXmzYCKPA0n0nz+65nXpu9h7cm79lx8utKwYPw9IiRz+Uo5ghZpxX09fJJNg2Fif+dd5lFHlN1KyQowTZXrJssmtlTZd8ac6fCD2ZST55Zh1OsSwe06v3GIPNL5YljdC1wz/1qKRCOD6quRoRY9+Vtl3vhVs/jlPqeJnuB5kD8BNIZSOPF3s2fdh1O1ZTtvN4ihdoB+uJv9kt8Nkue6bWcrWWIp+ZraBZDCnwjCOLCIVae/oM+BygXLfFxpHmyFdiSAtACK0zZjiZHtUxedHKE+GdBXs5s+VaklzE9WYTIJ/RWG7t2tPgFLpzEULoVptcxmS7xR47c8jcwgSXgbU3qaR4H+yRFlpskwkitDVcWSzLQeWQVnyh8DigqCbC6xOYDsUnDF6PvJZOJrF4TC2DMkJvY9VrcwNYZmFOOP0KLEPdGEYzHK1yHExuQysz8Cm8/irpfSGBiQirixll+Kgsss6BijlrJc5Bf68kHWrmAjexIdJMCigz0EWBftVnxMw7gDnYWW5cWpTB4dAlmwF5hMRgL/dRfB62PqpqQvVYYUYcZJikTHh7j+JbPbdTTzr94OAJuiNjPAlZmgWRaNowOyJ0L3veO5snbzGRXYZMt0MT9iMBU4pHynk3WITFSX0e87CZhL8rYYbPF0YrEuFZ/JQsd62Ho7AYr+6NRWIYLHze9qVorlBjPa9ciA2i8p7bKcRjdk0g11ZeLotW3ibffMiz4XFhXjAPYrDQrKyjCgd6Tx4nrWiETI7cjHtuD5vxZLV7UBMtHs9nMCdMVAzPiGPtxpTN72zOZpMRg7csDYOnCmyILKWE92WsNrldADYY4vP2UI4yoDjtSXbSjGGWZjgwegpcH8JbB/gQQPTIa82htdh0DRKd5eY9MpC8hwxde2guzoXmELyBmhRFPwq5X98L0QwoDQ1JEY6nG8KOPbSt58pzjxYxtZmmx/w+ssT7tCmw4jqj7mVPXtY5pIpcwfMnL384yL/dczv19APKdojY2w2RpzA9Uy/tKbBibdmZAod52GTC2z0xwzoLmQfPvkze4CFCjxG1hFXpGHOQAHX2YPCrRjk96mEzlfdteLgeeS8uDTxkvmmgM5VKCWFiwd+24a2O22NHLaoEQ9AhHgx4SCm8F1U6f4wrnEm67hytjqmKDFYGSfEVJCN05DHgtEEzb/6s2XM79dwcZXzzldcNKdsh6IWbw7wcD1+ZhS/xAl4ON1tL4Y4TIGEM0mjfjNs2/9vNuGWand0TM6KzcjebJSYTYxgY5AaTEDRFQ5qZUiTNDCJ9YsZto//thsU0Fk6QwAmP/IBpsW2Fv+Nj7W2uCy71JPaOo0fpBDosn8Dj+VbIZGVcSeSFHheRt0459G9HXRx3xXRtjgHG+oDvxRt6wAwzjcMYAsHkLvi8Mvc4qdNzO/X0D3vZh7ecjaAo22kwMgDzysXY20OFwRV30wxZldDbyYDuqHthCIOoutTTivIsTWoVoUtsqh0gE5okageKPBptk+6Fp1V49pM3P0Jq6gqgbO6G8GweXZNnOsU/ota2onq7AvaJx4UHbOScLXA8UUPA6YIe+LDjATbrsBnKyjRLEY41MaEfGVra0rsNfzTtrrE2/fm1WZYidSOXoNSjBz3AaIYEXOZh8pQV6Wgz8N4KZmgTLXLWYsGDdy9BXYYsqwlgk2qHkdc69ySmHk7R0PrGeAKGgqaUdZtrf6ym+nKWZJlu2xzb9tEwpQ9J5fV2yRMmtYHEN73XdA4pdHN3HZTRczv1pCfL61oabwzh+KRek95BWFj2I1cdTEgc1GUtxAmN6hYu8CFxBHkKs0l0Uw4IW+raGhtwA1lcnpd+Q26gc9a4LqTl4f0kbmEesaklZDMGgQAjdwCWvc4JH8KANZ8BTHys1/h6NmrHou3osrf9w4dklsHXU56JTs7ie9cd1mHyCNesGyRgZfEE6zTH2yenHO2CTs7hj1tiSqNXoJcoYIVwE4ZHzChn6C2x+syemGJ23B477sGOPqVWA48EJnpOshzt7R43RuPEdA65C38n7yWWU4F+YrEL8whEW5qSXXC753bq6Ydp7MCL/z3W99/XfOCJZR4pC3wbeRAmkHIO/FKdULzLUfTB6rmdemqqWCdbAI4EKb2n13KkzkJCLPrGz4GJ63qrHO9sg+cryo3RLk1Dj8z2m5IaCoDMp2yaBeElEwPePsEMJ6TuhOBXmPJexeVm+IDmuyW5cIatILQcZ4ncSRVS25LbVv+bLbllnZ19OdNfX5hNbjssjg/icmuDiS/lH3CoGe/tWRQAZlyrXbB5SvE3Jp8wUFw+JSA2X1mZKsEU/EI440+Ahz0tls214u38aXLqfP7hsJWVWXi202K7IZ5XYPkQP0GbbB7kbivaW/7fT5tsJuTtKtqhne835I5ldneP7P2Zu8OaA1ZfN3/qYD9QMxldfGqK41aX0e65nXpqJcxRJik8CZ/mGL/Z+OLihekN/QRo2zBsxzjskNTCfcREkeCLU7aaeFuY2BkpIjPUCE4WYZRFR7c9RK1/yTs53um21NTQQCsd9NX5xw7ymVjm7sSYwZ11BwIGxqziNYM6DQsa0tw505lJefTICqCsPA1AiUsn+HIV0j9jfMkOwtg0z2SEK/N4A4AKoCy4AV7StQ6tZd9di21GI9Ym8lLqNICZgzsSgaVj3pyAhss+TK6yMJGXMmPNZL4PgFtkCcIVnHC9m1h3+DlJUtC1NRTV2yPdSp9QdFIAWO0xZQJgEEaqRwnfynizSIx5xErnJuUusdlzO/WkCW/wU7F6Mr1DIq6ebekseFq4p8lx7qGrLWQzT+REjnMgy5Vx5kNy4mqHRjO+k8ZagIZLjYXH0qyUmjFGMeG8uHNIZRwpQzSS7sk6EG3i+bIsj9hJ2jrMNOgRND3oHpH1JZ5sll26G2Y4E2PnPxSEUQmxGikwcgQdvamz2XM79SRTKiz5wPwdBpUYxZGtZaGZaYpugLt0pUNVvO6htfzrcdd7ZcJC2EuFZZque3YHzQLQ7nd0ghzi14iRgfOFZ4V4K/Jr99xOPZUlTZjGKqlIBHXlG0781nW3HPdsHXZI6VC5hxN4B2sc5OSCtrYhKFjyUM5sY4eNM0vO0DP3mVfuSEyJAafjikMsv1IEBmqXO2nl6iZQisYDUJl9m97DIo+QouMsB0bQfHBWXnkDiMkxbN7g2HHD5q9NnxlXWGnMIcc30GL2i17XFHODrecAA6lrPYqZo5mVQtgMAj2OWuZ4CM26PKQ/lOpnWnzjWwUEJi99iFXOFRK+yfuOG2mdntupp++g2C6HvyKNBbw268fkRw7jsQmIyVbeo7oTBhckeHIEwVPwt+C0/Bkww8vxDmS2O26njpuz3f3mpnG4p+Cs3fGFZKMnzERoqiAAlqH3S7GZVdwVChpN6idkw6YmN/48UsdMHbc+R9CJWpSJ4kemOx2L0e65nXpqjZPUCCiXgWHC32oB9jyvg5G+KsuL9ar7YQc/WkfDki613JZwe12WAE90rz88ZtWogGO8zW9ZYVAGs+ZCTp3kCEQ+yXEy3tGEldlFXWCCR5quPbFtz/eZE9tEmK6e7d2u3EkuvD2H95wOZt7K3szb0VyaMNI88fXzE2ti257vtya2eXDD6XZ07AesiWkg3Gi66Zu/n6pOIoq6I4O3wnPjK/CsNKC9MmBwnKq2em6nnpu9v/fm7gayOZKBX1icB47ZfkE4npKStNLKQGXWnlBuFQYiMjtq0LkKVc4KWUTaI8eWw74yqqES06kXiafe52s7/TbJtx2C2xhXmIcyp9bxzUz0FccU+pjJYMYtSdDquJ06MjzA4m60jpfBxHG4XPOw2GdD7ppmM8ZwN8p47OhBbi8IsMIsTiqgi9/H13P3ZB9kq+N26rjLnBpoJnGts2ahluswgxQuyzA5ybK0CEnDqGK+gG/gTXrRsxNF9iIadvxj4VaKE9Qw4xT+xxjfvhTsrNQHzYhgMIHbaqB8DQZfb4z30M4Gx3Wx8gn5IquicS0y96d0JUkfqJNHh0y/fWWwnCKHWjB0wLvAU8zxKOj60fe3iZ1NAldS50IDHtSAF6jBfikN/Cx4Y0UsNfBiFj3KSferpb4HuGbIx3GKOUBSdDORFTzC2sT5BEgYkaeeqB0Mhe/xcoP7uWzOjDssjfKr1EntCxFxaGV2M3ThUlOTyK4j1AMzWlohw+AtsjlIFQnGM+KgDz2lHtMQb1paSXHZyuNCEvyQJ2QgHZ+QYulrsyJsomSTH4eMGMTlIcLfMy0b5Sh6KFG2jaGkABneLfoe4Td6bqeeZP9dizVMgTWWj9YiEiximCPs6eRVILBGyvIlrbRw04ozkvayZ3zIwPDKXlYHKp3ukX1hRHQKOIkOsrRQ1FOFTM2E9pYgCwrqlRQe2AzOpLoCqlI1dsCH5MJq51Tkzn/v7TecBl61IaCbsCRCo+PA9D/uio50WEKn53bq6dM7m7B5DMriWz/BOmwe4W0K2RsvC8NIaV7p6GFJjsrgXtfzskk2N3oXE8kbKcfNrhjmxjJOS62hJZ5KTQBj2jBLtXaw8c/Mof01NxWpPC+i234MdKYShyw3eG9Yee1205nTczv19GN2ZhjO2aPiM7jnuF9qUrB449pATYMtgAmBHzN4iqJnyTtpPFEPLjHYWuN+d7ZtV2wb9N2GxTYWtudqe+sLDUtNwBMejOZwMvt4HNWJgByS1M+04rFXArDtim2FVgQbbc7v8HiPVxsk/M6VxfMZlFOTBnRkdrbkbveMH6Grh1LYPbdTz81ZOG/+OrODz06seon1HkxIzExwZgV77l6IwGyGIU2y9OCThb3aq229bVu/MNToUH6bxHuc2mLgP8I5TBbh7g2ZAai75I0ybymVTI+FqW8SM6CpY6TgPXvD6LmdempRs9EjvWzoRMIw3VDjDCYuPpicdmnqOROCAX+AVKx8epFTc04a42cw2Ry8CqYVNTjAzYrJ2skseKwFM/as4jgFGZk6jVV/v1H/fbbbMcfunpa9P/d9IG3Drh3OsIM4PwAdJhi4O0VmbGFh0QiMaGsAGS7CEBsjjG8ma/KYkOW539NnSBJ5u2SQe+vgMWpUDtpZWQis3tiG2XM79dwkebyMMYqMMyBZQwWwnnC4WZRDwC7sR1O0dep5nMwQ/ZGAzn0AtSv4rbj2NjQZ5cT6z4Pzi/WUtSbwx4iFTUJtwvpeE4CAq1leAPzBXaco+Q6SDy7SHzUBrJ7bqad/ws0+s2ZvUskzem+8+5TjDVvWHso2vr4UOoQCOLNOCMaWVQ5CPDjHmYq45MIMOyyu2wgPsYoPy9ISAhvgdYC3rotq8hA9ib02gq0T3KC/+5Ex/jqRkr+fUl4bf5ZBpnshkJG5AjT32Qy0uMTOpIEL7TZ3sKEY1IHKdVWUIrEZo6cHV1qp+z1tjt22rfxN6sLCp0fODnCSPpKaZp7KmFy+u9Rmz+3Uk9k9HD3qikjNjoJ1nTt0kcF8qmjfb+FlM20yz4VgrOdgOcpf5SEM1gD5hlYJe7g1JUqB9T3Y0huz05McQcEiYNGdcrOEds/t1FOJ3eSmQ5eYwKBMkmZghg5dh9DyHhceBQrcn4o8k0RcBuSpWbH0xtUEkx0uNYY5scYUj/gqyO1qLc2xVjEtPLKpGbiONTRN5/cbF8deuJuI9nHrdUAt5yBCHgJ8E+ZaK/uDn8L0cwYw5R1YzNGTVimCglamVh/1ZsB1m0A9XaGHreTXs34nPGoHPL39NXkKl74UsYXOn1LkXz7MZRAGGQclJYV/Ldk+2sqbKKS1FNnoNi2iaTsXHvk2KbRNi23KZ7DDh2A/lkhXJj94HhRTJlW5O0N7AaP6Huw3em6nnq7jbbvSHmpbGL82fxvUEzJVUQDQtrxvxjIdghRFXEKW49CzVWzGUpXmCGiZmr/Nh1DJ5SHwHR4SoRfE7azF8/bJWnNi/fbWwJIqtQ6Htlmxx/osjriUKDXmiobBiYW/Xbg8RaflIpI9jACL1PdQl0OUTFp181d6591cTYaP0dXA27KEOvNS0Xzgs9Nxe+y4JwjirzCiNMYhx34z3SeL7tlo0xf+CZNi2wh/S8vcoFuYXYAPySAUndrBMtbqf7M18Yw5WguTjqtruW0r/91GxbYUdnDAjuF8v1Ux7YS3N2TGflcW5OD6mZFUKPOchZ7GYyuht0lrh/PaPrEptgVaF7KrVMDKTb3Bq4xYPvfGjx5Zk0OFjIDDyuDXLi8Vg/LC/O73UhhhC5PP2dTvW42fac7cvSwz3HQjGfhSXsUluslylqwIIJJgjgvrOhwcw+y4PXY8zEhjuioDzNwbPiq0fwxxuh6g6S8uPFJKbzsx75gVFGQP4vLm7Yu40RgzdnNbeK2xTspUK8y6XiVojaxJ5Jm0XPvCM3tup55a9hAOPQviDp4smEHPWlncw2UTZkhn6e584o5PYuFtGo2o0TrWi+8tis7Q/9aSxWzVZ2JEK/cXDwe8A5Ga5K8lrvJ79rngnIoTi7GjK67WfFSxO5XmOUDII4qaxiw5Tr1FD28bmJPbXUd2z+3UU7UDUMLTrwISADqJetnRN4+C2oR1nTEZk9t7HFFmpeEbDl50YkseA7JiIiuNicirYBeBMD1IqokVV3F4nMn5bqwI1GYmOu1cUwUyVQ2I5wy2BWJcbqzI7Lmderok3+btDmZbAL+2uklnE1Ecw9V4lqodtOhEllz6Y7rra4ubUOguy4+XmQoLfvM8fofLOcxvYXUTLh8eYIP9BWfWVC8obmFxJmozPrkJBEhr5QaZHIuED7EfhgQ2ZmJ7ujI6/1h66uVuic09TULpEDyDDC61fph/8rKuCxBIPpVpYLiKZLAwft+jRjMc+2cayzUpzzxZwlKjlLbAa9LU0MF78UhhVYm5doVosnkKuMAEgiJrEIkPgUMFl4sdItXvR8y1aYDdHTdzn2Vh9lHi1YST1niQX8PZPq4m/KAvngoY1OrOlvBe4rQnb7EOIg/EcShzSgRx0tndlpg9t1NPn3/ajNIlHgZN+QkLaBo1d+PKDIot3JOXz4hkFAG+B5CAIy2tgaUk2NqHbvrZyGyj+Hcjsw23tkNtRxBEYpMm2tTPpGIGaVtaFIMHEUh35LNpeqIUlBvcL2TRFK7WNlPb72jksQjVQ97iczv2OVtn1hZQaoKJLUuU7fqquBMXfMbcy4UB6Jl4PHjEou5Zmg7m2xZi5Zl8kyM6tM9lYQZnuy/xIjeWJ8oCRMb67LNS6sLTxYNX11+OGi9Wz+3Uc3O2mN/cBCbnlKqzIf2+Y55balOISyLGwY5P+QOEClNukDp2zK2e26mnVg3DOI1aLkB17nzsN1JRBQZvQ2KqLw/qSBQ18ExRKqIiLR4h18YXjp3b8s7dx5NQ32euTAPkbdXYwZV1im06xCZ+OdsHpvO8Dut4bGxwTrkMMsb1IrfYsXoRLVK8ElrkumQT6GxM/H7csJHA8cdsT3RhQhO5Yi2zyekb4IMm2dhhMdeJsDyOhYU88JJCY94Hz2fV0g4Cc6I1HlX56JoureJBceUkBW+44RVbSYvWGu6tQ7hMcrYw2ZRhpYL5jRQ5y83nu93+YM5dA206fEtLIrKuNnRTll9uzF3g5lFjFBw4zGGOvOyCfFAbuzZOufxr/3UuPPn1h6Psr0815RBXuSOGFc3BTSXnw3FwPWpkE6mFG6GOZ2k5ix6GGICzin2C49CvF4Xg5SeqxYze0PoU0cvJ+7zEGksVCdKgwXt8ag66p8F7D8P+xSzBf39qIXAvrArWBB5ihDsitaZoNSL8fsLuzuPsntup52ZzmTeX+VRW4A7UaoIzETPMnRHxthe5P7fxgNRD1bCXF/4JTJ4vPLFLjMDfpLEb60cD7lll061ZmjbRySMKoKwzv6OMQSOCpQjNHDxuwx3/oQURpRXWSDgSBI6iyPKERM7AJzQJBx4+ZeGES1SIkM/D6bKPra31aB2yZW1hkQlaC8/lWgbVMpKO0TIM3MKCTdQ1qGLXgeep+biXRjbcWpsZmiTyB2DTgkIvfmsG71aWAcRcQ0nwcRhmYLfeQ8NEyQmZZOhazftZRWkexAkGY6pW0+MjuOcDhoRHZOjiuiO5tWMiE4+Lk7FgSFveC4Bwjqiak2kHiukO1NuGYUkyhkOwbMrkkgKDQiw1TYZPrp56LpwTuWkG3bVihmeZbEO2MMCQeaVIkLFusOWSY6YVmjKdGVWNIqcbGRiBbyxVx6gaOek16bEIZqaxM3Asv7XmCayDxSejmNMOOyX3XPBe98kIT5c81SjbC7Z1si3ZN5sQ2zA4oWbTf1uZHxckrwlLCaMJ2aeedpbmyaPiaG4ljZRdgHPQcOFpeJtnOezJMYmmAV2awcxLZZhrJEAFaOZdT3oTG+gO/X3GnnaXS1qhKlmiTDyp3498WwwvJ53YgyGPazMFeKwcrgNsBFAjQenvGNwDr3PYmuWNrowy7PKChKq8etTS8GlNvmky0++0fLYt83YK7EDEwoBIY0Q9sxYURjdIpdI3m3S4PMJ0R5eGGCj0YI6XGD7GWPNejdXwaD1SZDKolRzDsLRvnllGK5AiJr3GE99aVW0KAQfWKsq1nxUWqPS1EFcTK54z15sqy91B3XzJUGv8SawaTF7RSvrS3CStBDad+a/H7bWAo1jFY4Z/Emr5GXNiGggn9G74+AvHObD6T2FCK3R6phD1/G2Q0vPoRok7LfX4xJaYhmdhIiKGC8uV2FZ5aWCS7EmD4nm0zQpWLM1EpMCZO0Xi8Pd9q8gMeDj006SqK/P6gkQmoIgQOZYZe7yxuRPJc3mb5fKuzeuj0DwhDJlB3tLQ/SLTa/YYqElXF2aPYBhh8OCKdrmnWs4J1yGbnamLZnQ926yNpU9tZHIzab78Pi8Ukd9v/UGVX++XmDTO5mYmWfrIqhbxIpth2JzBNeGGwV9qrC0fWl3rxIhdlxtnYR00J8I116ZxX2hEMjjNkO1rjnUr3GV7O5qn0jkW49TD446xtk27xn8j80KZHygxh8lUQZ1OvA7qX2S8MnjwvsfA+3cZL+Qb4lElgs/AmgqCRvSoH2IO8OpojJMEJkuCHsUpBh8KDPDmOO/DYvfcTj39TAw7ucLZYeBDYA5C0duGoZn1oebogqMrkXeyJa4vZmUAU/aihwZT8Gy/6aEu3atMeF8LRS0sDIQUP5FW4GSU1pKErdg4akLukshqkPzSRMvasDrr3K9DG62Ts3SpE7jfx8t1jKGuaj9jVljiE/CqoLAEZKlrMd/mWzaJskmNRYBueztmYMCyE85+jxlD0Gc7NMYmJg5RsFjF0sNBkWmrdAt4hJecNe8lf414jcfIbf7+jYbWNp3O/oHt96+slcRaMknodJVg984OAoN9rF8BOWBi8s4OTHNi257vNyeOgfC2Ecw8wIXWhLmTVa717Jn3iPfU37nBI2VwSYAZDVgDz3K9WOSo0PjBHAc5/s/kocRLiwgjGcutuPBsQ/nOYzI+BO5oVovUx9gvmsFn946Hyff1pJXdpbWQKBHZ0HWvU8hn8JCaYCPcrrH2II8D/yakO1sqlmu+EEGpc43LhyMUWXa37OVijXCQx0dt9roy3dGxVZb5cbdVTP98YeogMGSMCsXE6ka/LOEji405FMvwf5fmDoq8JU+RFwtW/G3biXaIosUpF2ZGO2zcJtguS/hIKZaCPjObJ291uGDp95mPW6ANs+taUtPnW8TJI8CKhUcG1YJnivJxpQV0m9eec+xzbSqYg8smiN9OpcmNSkHyXojZcD5pxIJUUk5wRvshsd1zO/XcHMP/5juSTv6AzRMWojOUo3J9DmpBI+HWg4ume+6RL5OpLSRfTtKDncfg7ZfwKX3AVnKwA8tTzPt7qVbAh0O/bELlWkjDnq7cHpwFyMqi850JXfyWN5OYeWTL8rF/AqRN2PX2Vuz4yrrtTBlkIGIUjOZi6nsRUyO4YFNdmxYvzOKRm2h52LDzQmRIJ5n/PBzCZEGZ7Jn12I+28uoktPL6ImFC+gSscXnCbKGs5c42PzJJj01CLMKyNo1n0ADOKC+ElzG0/P+AyaidxoYQ0PLUkyrazOQCNs89IUaeweKE8ozBEfgRdHbg1o2n2yls34/ONt568XTblT4C5zYTs7mVZ4Mti700PYSnJmfhzRM98kqHJJd8mzTNI16mq700PUSEBssRQI2YlnjUVzbcdY9E2pRz4f6j1CUrFDnBhZecPW1LuUsr10HyAdUE3zUkPckWVxFkivIRYrDylQa+i1MBjYCiijllc2FgtEvRgPGe9d2GWpAGh3GsvenDwX8T1O3dCtOVXhHItUiXTaQ8jmAQiqWminX3AG5E/UgIxFITbKPdCnQ3eE0RGtP0TZVt125CywEd5o8HZstx9QbVB4wFr7S4abDVcTt11MNIJU0WI+v8KXStPUvfrEklYN2gLqqtlehPY0JgC6xbpmeRJHOBZ0V4PhpeVihrzZRnREyz4EbRTed/BVLMLklWXaxHhhmpssXGHYnJ0l6dOb08huXjhA0q37Xs7JVks23bL9qtv2NHbdPoWirDri0NbJi07e0Tr9pJg3Bo3rpoKC/kKeCs/dJYZwesKt7M6b2J9cym5d+sjIaqvHBcVd4ZRT1sH8k2/zZVWDfCkefkK2slXOQwhNY/sQyBi+2mh7NylHeZaSQpM0BWTyabTpJnpkybdqt+IlWRgcsylIDxnKW+CXpFZmDlW/ETq+N26rjZFubNtUeVRaOxYLHOAnQDgJH1/BfdEZa9QHthid4aH88mv5wRMAjEMuRdkH+m/TKZyaxd+oSdF6xVDZVLa8GzRc1L2JFfHlFaFl2qsT9cvPHSjXMHnG249WLRtku00DULXW6MxcJrg6kHx2V7Hyyua0VNIr/UMxOZI0ThAsxDqsm/ec6AzQhs9rBOlXlEMQAHKoliB3zIBewsYQIbKuMGLBZHV9qqolkSJvGr/naRLwMZi5iCvBIuLPqqrBa/32T9yxlbDc56cGGjyzrfzLbWtg12bKJhP5fiW4OeNjn2hxdCw4ErewUGfOEo0twZMUufIJwJh+uG2TbZthH2jKJhQRc6adzUiUwBBsJhLpqyT7BMzFDfXTd4IVFJM49/9dkFl1vvsaR9V63zALqgOBz4EBYfcGVRpDk5QoDl1qI4ltI6ehQVx+/O4SGGhSzfvvTM5WRTTItUL7HSpr1zTJhrUQz7s/aAKMxtYiVNvnAMltm8aFF0uMm5CotEG1NyftVmPAyzQccShl+rz/MhMIZdvX5M0eKjBQ5QWEvfjfGYjsBCdwTTXHh9A0TuWiiz3AD5hNMe8lqkdak7IjInXi3UWPITvyUqbRJf14aYFmcZwbDQ9M3FXjZnYrX6HaDK+9WzVRbtfoX1YLGDxwjlK+tnaC6yrsCAD626swMMKXlUGeTCgyBqLdgMdUiit6J9woj4EF4VL7ofUkvLjhHbMGcDl82FbR9gIchFfAOWaBWRA5yUmPdT8Lyol8H1cKXh2I8u2iBnQ+LCs4sNUyrGHt5xDS21w0yfjLdtki23YOnJRYrbuT9BcXvMkihtuxcWrbAJyDKcsDjaTt1SLplX6FHDQtfirB5Q2LhyKAVLbMG3aRQG7JAVQLvclEb/HKSk7RlRdsft1NHfFLDD/F5UhU9hiXSoNT8S3KScsjFeiG5Mmc2DOf00ISAJmmArzZNpLo216iSZxUc3GwsX8gvHWJv21zGHlu28G+ME1QRZlzrngekDwkwFHmBE03u4xe65nXqSEwFhY2OFL17dlpPUgYlMvoY1BKvo1HggjwY8yYWK7BvEK3NCmzpVeAaW+hAUB1uOaXH6ZwTphLYCwqHDDX9T64HMZ8B2IdjksEud61B5OJPZ7U1qxibdNqpMzMDKpRgQucsWqLQyWobxxyqpeoRPnhC4cSvHX8biAIZpS2wL4SC2ge4/gHM2cLnhI3OvdOV5rMnlg6+D1jK5Rq9ltb0jl2aYpOQHsM7ELzeAZLoxC9GuN95XytqZUEieKctzP+bb+Q3yMSXud3k5aGdj48KIeM3EDajIpRUMXk+ahm3ZSNfqmf7C0pi4SA0V6cRo6HrW62Nsl8M14abBX4jReVy5BBg4Anbp/Z9cjAwbjmP0Wt9vZtBmfDSb48w6qPtDuIGCh3TwwvR+QmtMSXCgjQLEjxTleK60cmzZ2sd+LM00Ara9+GYjYAO7TcZt5+OYQ9YBhGUv9GuwADIwQIrQFzg7ADrg4j6FZsft1HFz0P7Np7XuboFpHVbmeNukxqYprnn4aEvusWkS/WrRtTsC/hFXPfJ8M+A53MoImz23U09m7jQewh7wfBqvRJhJb9SxcNaFTouDLmQJdvTdjqd7IR15CCwD1t4EMFV6fPdwSo0MVEmGGGLifQni5aTGbFugyq2GrtlzO/XcB7pzXdIIYDh3rbapt2e6TDu3EE0TPPaGFTbEcmHt306j0kgDy/ktsHt6cthBUxt7lwSpHEtr207PlFmGb2XER669pxpxCcbZ9VY5y854xsP0TH4C60z0cgNupre3LlQl41w7Zc6SX5aPsiUffTLTcttG/rtxzgQuP4Jlbkp+6+Izl5MbCjJJ8U3eAUIMziNmLTK2x7pcMo5Rp/qguXbP7dTTN4CmSXPR2sD2pbtKmRXLMxZUS1I5Un03C61d/DWZ8tJtJRUaOEKp4UzzYrc3j2y7xsQ0PQtNYOzijmUZ1DhDUYci8Ox3gZcno4dB3ROapLkN4U0Y6KmrUB/SmigIqwLXtSkVtklxzISDgAZaLmT9Fqy9+fTNDczbMPj9+GFDghOosNn2MdapyJwULQ7XGRrpQXOkAca9sva0Drbdczv13MSXSkzRxVKMECP0dqRvFqg4hh7fMvEbepla5BHaLO4fEDBpmIK8FHOpsI4lg0FYHH1N15oLs8MJerDN4shqs8Sr6OQdF8Day9BetAuDbDZO28jrAaEFm0cwwl7n9tK12YtNM2/7bx0csFI7OB+Bxy2Z/c99tcYQazwq4Do9t1PPzdabN0/J8MWBFz/my+RJ6Zr39SKlZbDQJly9CbKw9maOOMSc8iZiTgH8Bz2F2WmBQoEeYo2POWvRahXaPGXl4//15Lw+o3KN4xn07RZn1Tm6Z2qT69GZjGKhdhgIpLgEMOVlBxP4jgmQ42SedpiqtJCM8T7SnilTpVdUaxg3YDrhlYtBJs1YysZUap4nptSjBLVbNlNxAdUA35XZrXDTMzcbAivKjRn35H02MiksyGUuw1+E9opdaGgZlWo8t1R5aqOkqsfO6xWez2QeI8xvD/siLHLqkzsugtA8dyXxiMhjnzEJyOfASrFrkcNRaFtFPY2x9Gvp1pDUtJW4ceNPo1SN/EeemuPxN45eCy2pU8TmzMtsIDUrymmlIXlIDjozs6aH09VLAM+Y3DdXFdAswRYavlx5w+2uIKVwAcCYU+YHl2hFTuPkvhSv6IJWB9DkOu4W4t3qdFecaVHX5jSKzFxoIjOItx4FNq2ygx4m0ixJn6FOQlPK4OJhsXdNz62FwRzorUjbxq0AcIXJbEL3otwsLdLyGSOLsC3VcF/S6ztRw8QBh7abJnMhZsQK5YP2ZAoXIpSp7mnQ+BBwnbZbp/wJZNgAsxAyLOuxG5VeKnRmgPcMxqx8yLDx5X37g2OSsti+3nm8uCSNZcqNeOO4WdrpuZ16+h6n7UXaBJ/PKEMoLb8w5fR4XdyCHAkb6GzwcrHEQJ5VWXeTVxjzQgi8Cr+z38kgzbUBedHc+U/+BDdMkFm4A5lYyzKyaiXJf59aTshame5iM23/T6izraGe/2KGWxZuQXKkWSk7XipLMs+8V9o1OY8HdyY2fv8atFeV4wxYzORWbGpyOkKVKS/cZSlJ7j8ssUNlG9MG9mJTZs/t1HOzteDNBTXbibVVZmWS0qDfLwuuXmuTLPo3G1I8kDBpy9ocJQrdSW0qq8DD6KtLaFEfD+9sdFzoxZYMItxbn1yGhRVP6l6LjNtdjOVp9qyO6dEctbnW2x0ZfMj+jBHKwzJ8fZjbRmkbd11EMfBnKUrb3rftT9telGxAQK/wASx9VkBQ4lrtSIOGj7VvsA7B+6LeIbc3a2Pdi6E7umFr0po9Xxs1bCDw1qWxiH9Al23tdHwBm558uyrb2um5AnbY6Tv1wp5qj6Datmeh4baG881FBtOxsod+ZSrA4DfNArVlsB7OSLzDiwcYcaHBNElrcwF2qZNI3XlB6Z4S/dGqeTBnQeIx0IHaB3WTA4SEeF4wIiJjysEEMB77QNs9t1PPTa5A5cV1YCzkZqNMvXaF2Sv4uyRIEOPMXQ9bdTD6mYDqnQAx9zSdzuYh5Ygby+/3eR8VzfhkMF09XJNmYomLMRQaOrqy1IRKbffcTj03ubgMDgHJYU28MyDprfJgbeClmcGaQvm1VJj3Mdanr927spXaVlNPawwVW6og1pjqUMOLirwHA82JN+1+oiD2DHz/UNujZ9MQG2sWjjTmGT4Tb1LGSOO3qnKkIunrsI5UU6yNsVfa6HJBa+WSY6HMfFw0FKErSaYFtiU/xDkWrERakV64Vw+71jBBPR2RfsBkkwWaMAa6H+h8i/XlS4faEm+XGvaed3uhuVO//KG2v+Wm0yBnlRUERE7mAOUgNhHWAj80HkLYddrsuZ16+qBnw5iDyXxIyRL6l8eV0JfF7To46sjQwUtlEb2uY8xrGkbnVdxYgiBLQW/uYvPkDU1sHnN0pSN8BjcfL+LePKbShskIg5xyg8HvlW40RxjOP/0Q3my622+z53bqudmD8+YOpYd1JjL+gF6YM+0Ct2k619SIKFfWe8cglsF7OtqxCzQCt2GBIyVhmsYnamEr0cIxdmDOBi4HhfkQuAOzSZ5thxqNxUf0uDkJ1o5VUXi0P+3J1sYEuGNqreKlwS/KjE+CGJB5YOVO3VL5CASecpiatBA1rGl9c5XAMSam5fkBhTZV1DWMppVf4no7qmxqp60shl7dCgY7T7d/x4Eqc1XJ8//+8pfL7/42Xv7pXy/4n0u4/DP++zf89wf+edsgP4aXdSIvifWzmhwQBw3lgkywKrfWXx9aK2+gm3oB6f0z7ttvArx3eHwRVOY60l37wx//5c+X/3r535A+U/qw/eHyu7/78//9X3/683/5w+8vf/rX7S/6CwUfE44fvTf96e3yu/8cL3/3fy5/LxKF67j82wajc8XYjTjuP/6+lVxOP377/RbxK3/B/4bL3wSMXubfSj/+e5nXhNdsv/9l+91/YnL15RdoIvr+8t+3f7z8u/DvL//t8ssft//4y/b32/72wvrunebw/u13rZ++nZPBfvw3/cbbo/F2buFEyR65f/td66dv5yFX6cd/f+PtyXj75BFN8Jb58Pa71k/fzhxb6cd/f+Pt+ePbwdOZOPGg3m8PrZ+9vbDkHPslWQqfv70Yb888NNJOS+6+9dO357b3Ew3//O3VeDvZVnkY9lvTp++tUzp9/sJmvHDwFoWYW3l4513rp68dSfvx3/Ibb+8f317DuLYo2TL3+HbX+tnba6h7P/77G28fxtuBSn02Xvpy//a71k/fzhM77Md/42+8fT6+vXGRsap7edCyW1O8oTrem3kbME9cPEzRfetj9xHlIMjjmN63PnQvobDe52kQ7lsfu6cOegBUeQCm+9bH7mp8Txh+3/rYnWUASziB7n3rY/fZWT/whJL3rQ/da5KQ7QnW7lsfuxtm9tH4PnTfofPO2jJOh66SYwVeyOP8p3ZLr2CfH4xkoZdUa58yvM/ZsDthEoec15OfhHlv/4owsV1nBXGqovPPmbR3YeKkuuQpBybvhLlr/4IwrITZexg1yfJ/zsLdCdOp6pF1aR6FeW//ijBSIGDw0ncuyacM3r0w4KUMVp1U5r35K6LAkShBylY8ZfnuxUgEl0ai+CjHe/tXBEkYQe56iYF4zhDeCxOIikWDnvfCvLd/RZgQr6Ew3iBr9ykjeSfMEH8nSsTqTpb35i+Iwku5sICY+QnQecpg3knC23gl3vooyXvzFySprObXWg/CE58ynneS5MqzWEUuG7qT5L35C5LA6JZZeDycMP+cIb13ksiV+qEq02hXG3n3K4HMrh4zOo3286/wVrgx0jH002j/8CtNip4cYzSN9g+/kkn2WT359Cvv7R9+JcqdVIfFmUb7+Vcmval8mIX5sfn8C6zD0MMB3fNj8/kX4DF1AMYOr/Nj84cZuWMt91N4b2zT5Y/qLVMXT56n8yjHDd7+4SkvG90D3k1vPeL9UGr8p976X6CPPXQwRjAbxmDu/vA3/l/lODHWNXEJhr4BL1lCNk0mEdwbknpN42TxWSbhfj38/0pQEp1VUtnR43MSAMZeIUFjdSBejMG7HZ8cg/CSMRiDN9ZmaEGd40kJ6iskKNBCEIg28U9Lz45BfIUEQGz8KPCdnp6F+goJKrdhJ733NuazErxCEwssOY+J0qur+Sc0sQYWty2RsZvYfkQCsDxm9kde1fwji/EEibw2ulReCtbm9+DRCRGfEOBFkHwCxC8LELnjtwAPnxmB0BbA4RMCxJdMwRkNnxmB9IopOIPhUwK8ZApOWPiUDrxiBM5Q+P0CPCLhU+9fAISsx1SwINtsvJP7WyR4RMInJHgZEj1C4XNjkF5iDR6x8KkxyHW8HgyfG4P8Egke0fApCWJ+CTN7hMPnxmC8ZAwe8fA5CeICbvgkHrxiDB4R8ScA6QSJDVqB9lAn09u+w1E7Q+JTEryEG50h8esSvAqQzpD4zBjE2BdA4jNjUOtLJDhB4jNjgIFbAIlPSTBewlFPkPjUWshlASQ+JUFaAInPwcFLGNIJEgv0cjIHgnfNfkvk6AyJz0jwGm/tDIlPjcFLGNIZEr8uwcsA6QSJT81CfwkcnCDxGQngWS2AxGckKGMugMSnNLG8BJBOkPicBK8wTCdIfA6QVkBiitcZW+mjp/zbPPUViniGxKckeEn86AyJz0jwGpftDInPSPAihnSCxGckeBEgnSDx6xIkSPASs3CCxGfGoPcVjvMzEpSX+GxnSHxqNbZXrIUTJD4HBwscZ14snrE8KuAp/SYiLthUeUqAl8SzT4D4lAAvCSCd8PAZAV7krj3C4TMCvIgcPaLhMwK8CIoewfDrAiReCPd6LHxKCdtLuNkjFD6lA+X1myo/gEOPQNgBCjX2CpYaxk/sqTwnwAJm+JQAL4ljn4DwKQFeEjU6AeFTArzERzsB4TMCvIYRnYDwqRF4CQ6dgPDrAmQyp9cD4XPL8BWuwSMQPvP+XF8StXsEwsoatDMP/N1DMvC3AeFzAiwAwucEWMAInxLgJcHrExA+JcBLQkUnIHxKgJc4ZicgfEaA1/ChExA+p4QvwaFHIPy6AJlVw18OhD+AQ6d8Q/xpYFUWSBN/Agh/QIBTvuH3C3DKN3xKgAWu8Q8IcMo3fEaAl6zCc77hUyOwIvf6CQFeQ4jO+YbfvgpO+YZffn9h0dH79+9FJe4KSmxbrflas5yVTIlVLfTUT+U1lXctvx4ttfHWEz3NdP+79+1SRGKvAXGch2H1inMtCJ6wwbdeWAoiU3w+sOmh4HkrAZG0BMRRUwJCsA4IT/jw5z9oyweB+QkAj4dPMI5rsz7JhUBf0m+fXzUO0+prec4pJC2hqq99b/Ff2zhkc7B2TvzspKpxbFZfyxNcs4UqZVD1vXdNn3xvzKyjg1XFhf3cGdn9za3A6R9RCr7vb35v+uTNrMETa8gzjTY+ebNxIHafYShN6LVL/Zl9it+b/Den0K8ZGMaKr/Ozo7gPgYTPTpS5S6dOUBU58Gusn99aUe+/+5WVZoogC/AfIP3/A92efdsKZW5kc3RyZWFtCmVuZG9iagoxMiAwIG9iagoyMTc3MQplbmRvYmoKMTAgMCBvYmoKWyBdCmVuZG9iagoxOSAwIG9iago8PCAvTGVuZ3RoIDUxMCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFU0lyBDEIu/cr+ECqzGr7PZNK5dD5/zUS7klOMG4QEmhqDBmSQz5UJRGnDvnUy8d5+rksd2dmLh8luk1CXpeWioaop9gSRRqF5+1SIXPKSilUA+11ZaIuOIVdDLufh5iXlInNkLXEhxEZWO4oCrw8xV79hdkccl+aqFkmaimBLh0u4QRdKpETMiS2MqQrnpnwuSTRtjB1UMXmeNJU0KYaxCKMYnChWsGsQM0woPbEF0PNHFBNnZDHTc2W6RDTL7W6wlF/egI0iRKxGzVqP3MCr5ycxAeTVH+oJfZNrmm7qXdsLcwoLnW11oCKIz7AlusI3ILrCT0Lwxc9S7yvSOu1Bi7ENSe0n8Wnz75EPofJ/0u9T9c7QoX7+7RmPHWO4t2J2TYI/IAtwhdNEmO2ZxzSYSGP4623x17Xd/ttbtjNw5j44wisT8fqFYKCAcdxbVy/49r8gszGpjRmASeg1iCb3dYCCOeoIbrr7tGMOGeuzgwnYoVhFadHQYMoinMStePY7f3Vs++TgQ1ryc7ai+RLPPoG8PPMm/tPaWBdkIrtMKNfgqanQ/rCMegViAWxmNYx2xWdmVIss4RY1Cb+cOzO3WsGXvHezniG1xGLGzKjh1lh/NN3j9JPQNGljdrRyKUzzL47IxvWkh27D1/iUQHxW9GjkXq/fgGZ7tBrCmVuZHN0cmVhbQplbmRvYmoKMjAgMCBvYmoKPDwgL0xlbmd0aCAzNzYgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRZJJbgUxCET3fQou8CUzeThPoiiLn/tv86A7ysICMRRF4TmGDJkhL1XJCJlny6deObZMcj+Xntt7X7qHeHp76887KT6X2HDxdcTUxM+Qj8tsSAwVcyzgFoY9laEzjJ45JdzFtmJXZUCLUHGlAjLut/24fD4RsMMPSPRaocWDGywRg7dhsieZHNbcUmFLb9oGueakbzGQamGbj7XuwdODFFRoHnqWqNc+yURFh+QtaLJsFrNI0CHnKmAH2dl8j7yQxm9la7GyrMgiHfEpr9V6vSque0uKIonCIOBXMDW6mBBL7fGzwqyHZivkrLqdIhe1Qe/adRSIacWZpdW3sDF6iokigx4iypDBTO1zQV6fcx3UiJT7jMizU2wtQVg7bdgPViX06mo/wLayUezrPlZktK314u1Z/Zn26p7U2tN936XgnO5C99QeV7Zo3J4FQ+FmdotLZpAx66s5q2j9wvOo5OOUHohc//p9f+t/r7/19/X1C/Lrj7gKZW5kc3RyZWFtCmVuZG9iagoyMSAwIG9iago8PCAvTGVuZ3RoIDk1IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE3NuQ2AMAwF0D5TeAQf2Ir3QYgC9m/xAQpN/JT87xgiIIjGoUZgPmGnIepxcdckMbhCCyySoFnxa2xmPzFrKJctdTVfl7CWec1zkHS+/+xmSr3Fr75cdo4HZVckkQplbmRzdHJlYW0KZW5kb2JqCjIyIDAgb2JqCjw8IC9MZW5ndGggNDM0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDWSS24kQQhE93UKjpBAkp/z9Gg0C8/9t35B2VJXgxIIgoA1hg2r1N+ctn3YH3/kzjz2v708m4xlmdcq3OKWfZ4aZVHD5lkW49pcYb6DiCo9QXA3H069Wwey3GZYBpkHmEnXz+NT9uvxkxY8E6rV0Dx8njhCuZZDqBsWVK9quDK/abmnBZh5B2VTDAYAp2BwLB1uQV1tRWLgXdpNp2KSM5gwYQkd5YJ78AYVG0KXuRe4R9U5t8V+OcQGyenTXOJeevMdcSCrTlsi8XqBEtEaUdNyOHLE4SVu93H0SheahkLAfZr1wrQUYE6UYFszX7P7Oa2gS7R4hlYtjQFy3WP8ViRNhq05W2+3tSYiCnogIfZGU92UIyYD6xKCWlkGZ/3ycrPKQWOGWdd72XgQnSJK3cRfZBNBkoXIxUiFpAV6lTdhqPrui5vnvTwdzef596hnTp1e5uulhGa4lCpHbKZrbdFrnTo02d095V1dk7xiTcqtlV1dp88GvKX1gr/6Dl/L/JpBL1GdEeO3xsUSFF+3UWXVh4g8en+9HmyUK3aqfvkKL38OQhP9zqh5/34DCNSnrwplbmRzdHJlYW0KZW5kb2JqCjIzIDAgb2JqCjw8IC9MZW5ndGggODggL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTY3LDYBACETvVEEJsHyEfozxsPZ/FTZGvTBvQvLGiZBQrY65oWfgzhBR/epIxQkj9ANnb9r8IWZFVSkqi5H1c8gyTZC0Hy1Hz7xAlWtswgnHDXhYG2EKZW5kc3RyZWFtCmVuZG9iagoyNCAwIG9iago8PCAvTGVuZ3RoIDEzNCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1TzkOwzAM2/0KfqCAKCe2/J4UQYf0/2tEpR1iCRSv+DIYpuNFwhlgX3izcdsL+ja61UZL0obkB442A166PvTuQ5hjEpdmspJBG9rIlVfp2fNLnUKUoJmXsR4kohhuf43Ty0TF0kgjE4SHIq9auu5SlVDlZJRV5VvNf/9ytE87b8rpLEsKZW5kc3RyZWFtCmVuZG9iagoyNSAwIG9iago8PCAvTGVuZ3RoIDgwIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2NwQnAMAwD/5rCI9iJozT7lNKHs/+3DqSlH3EIdKKqqLBmtErhOOQ0WLcsJry4UJsEjPoj70zK1QdrGHgVm9IdKGM9xHYGblwPGD4WiAplbmRzdHJlYW0KZW5kb2JqCjI2IDAgb2JqCjw8IC9MZW5ndGggNDMzIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDWSS45dQQhD53cVbKCl4lO/9bwoyiC9/2mOuekRqApsY1hj2LC57MvdZm1b99gvf3JEP30/sbKziGNf05z/bZ/H1yE3r7Dc5uG2XM/gnWmnzD1tJwWq5s9P84SfDmvwTJI+DIacwF6rkTzfsqLNnXigSVpiNWnQDCiv875gKyY/UWSzLDYj7GM5Vo/yeWq+2d+nnGxdy4PYcjihdnWnRIEZFxPQGgw3Mxu3bI7J9NNqEwcieUPLTSsPtIAEozNsVnvApJkXRj8bFvTeabnQC5JqwYU37wB3MTSM1JerO2ZYBT9rE7cFXlZrSbwtvEh+S/rxvpoxt78vzFkJYqCtHSt80dy1R/PIzzwh73Eo8XKGkNhNEl2TTZAC5TqHmP9ju6zMzzVVuH6CCwjNM33b5QOKra2BV20+dGhJfGIcjmq13NApJbPosn5u7fP86buj+fvRcPIRNGzKq3OQ7NLRpSxBApYqxuhFK4vQopUtaqgNWU93+m7m6tUIXesXnSK2r/cggpFUEeOnx1mAULRgoXYMaels6LSUSY1qpU7dr17hac/An5fvjJ709z/U/6VrCmVuZHN0cmVhbQplbmRvYmoKMjcgMCBvYmoKPDwgL0xlbmd0aCA1MjEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPZRJDtxADAPvfoU+MICWXtzvSRDkMPn/NUXZyWEguReJItmz3M2t0j4RNtNth9vPuHKlDZb+XOWzs6ptgwM1bxt124+rNtlcVvexcXvH6Uc7ymLZ98nGbbWJO7lNvPtMHVvO7UhbMS2ppvjjyjGeFSos3xanbJ5kJ5aqsDLdJp2jhs1ydlT2TBpyYjHCHbZyGkur1C2c6rMsktprWgy67tk13dbNChOsMyy9bLtqJgU2CHNG05L3E8Ee1VmBVCeKydYRJ8NVxWGKPuJHsyxhH4tsLBswsRIuDxBdCKYnnDAjGCfsdnym8vfLBwxT7XBva2eox8zmfRRVF7vZfeBluDqjmc4zRTXjA21KOsFl7fH+eh5lS/TVURYoLq3oWppSKIdU7E6FX9hBh4p/WPIsUBKlM91zqqM8kPAvY2XsjtFKdkafGQMVNXuaNHqqQcbYZfIg3EMhy3ksNZk0BDYgBBwZP/DPTRk4d3REu3pXmPmDYRD4E6/aaM2uGkfXlDvkXrWlnRykxTnlIhpAIg8kQg0DXwa6fq9IkCyhZ49rclQ8XkOXQOGAqWDqwGfR7yJuvlyowmQ1Nk87DQZAKKOBQVPc9dqMpHANT6AA9oAorCPSmgyRpPjaj+suITtrC9AOc9TaGHg3Z9TiTMkOemYIX/3wgrPKvp3p0X///xF8r9/Xr79/XMbICmVuZHN0cmVhbQplbmRvYmoKMjggMCBvYmoKPDwgL0xlbmd0aCAzMTYgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPVI5bgQxDOvnFXyCddvv2SBIsfl/G9ILpBkJEi2R1PRaWKjRJw1jC1/2KF34fVr1t4KtzcTPQqxhFl6IOIhyRDOOIc7G6wli0gfJyVn7E1l7PcpqBV/fLAaxD6rjTqgdep0HvTjTDW0O33Pj6/H+ZF6LiAOPZtQbd0edgbNa3GRH07TR9qY2VoYVcrEhMkudLjIwWJOJUV81uWkPvai8qpPcHJOXmnjcbRzeHjArdDosGEvCrRJNtA2hu0kn0KcvwYNZBecyOeysKlJufDwPmjAraSFln5RZxj07kdzRtCebnTJ1KK0jaCo3m5E2pWztKXIqCXLZG594SSvLYZeIpMXFI6bLiDw6kSE5IYa5DkkP2CmdmHgdSu9ok189IbNHeGoiNip4jrmGHxDyvn/QfyI3f57vP0N7dBsKZW5kc3RyZWFtCmVuZG9iagoyOSAwIG9iago8PCAvTGVuZ3RoIDM2MCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1UTluRTEI7N8puEAksxqf50dRiuT+bWbwTwXCMJtrLVkSWz5UJdNl65JPfRxzjn4fy5rO9MiHi/YWdXk9mil2RK0lTXS1NMd8xvvGKFUK5RTGWLEYIjvK4nEwRhMrCRCgwXYuxRjXGSXAyo7BLk1ygqwihdxVZ8RU84XqNm6plhaon/X1eN9J5JLaLQH+i5YOmry2o3zqlcXOHLqwoRDCm3FHEAN630z+U3o935MYxP4+bsHGA6XFS+U0dYCbTvwA02B4IcygwkBemlBmKroPaoEk+OKgQ8jh0JP71u55gWa4+rkdo8VuVM91nBELvFRMgJ/cWPQ4WqAhdwk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       "text/plain": [
-       "<Figure size 720x360 with 3 Axes>"
+       "<Figure size 1000x500 with 3 Axes>"
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      },
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@@ -10549,7 +11051,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 11,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-07-10T07:11:10.274025Z",
@@ -10559,1397 +11061,403 @@
    "outputs": [
     {
      "data": {
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-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
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@@ -12801,7 +12611,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 12,
    "metadata": {
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@@ -12834,7 +12644,7 @@
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   {
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-   "execution_count": 65,
+   "execution_count": 13,
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@@ -12848,7 +12658,7 @@
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   {
    "cell_type": "code",
-   "execution_count": 66,
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    "metadata": {
     "ExecuteTime": {
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@@ -12887,7 +12697,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 15,
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@@ -12910,7 +12720,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 16,
    "metadata": {
     "ExecuteTime": {
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@@ -12946,7 +12756,7 @@
   },
   {
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@@ -12962,7 +12772,7 @@
        "version_minor": 0
       },
       "text/plain": [
-       "Parallel compute bare eigensys [num_cpus=4]"
+       "Parallel compute bare eigensys for subsystem Transmon_2 [num_cpus=4]"
       ]
      },
      "metadata": {},
@@ -12976,7 +12786,7 @@
        "version_minor": 0
       },
       "text/plain": [
-       "Parallel compute bare eigensys [num_cpus=4]"
+       "Parallel compute bare eigensys for subsystem Transmon_3 [num_cpus=4]"
       ]
      },
      "metadata": {},
@@ -12990,7 +12800,7 @@
        "version_minor": 0
       },
       "text/plain": [
-       "Parallel compute bare eigensys [num_cpus=4]"
+       "Parallel compute bare eigensys for subsystem Oscillator_1 [num_cpus=4]"
       ]
      },
      "metadata": {},
@@ -13054,7 +12864,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 18,
    "metadata": {},
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@@ -13115,7 +12925,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
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    "metadata": {},
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@@ -13126,7 +12936,7 @@
        "version_minor": 0
       },
       "text/plain": [
-       "Parallel compute bare eigensys [num_cpus=4]"
+       "Parallel compute bare eigensys for subsystem TunableTransmon_2 [num_cpus=4]"
       ]
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      "metadata": {},
@@ -13140,7 +12950,7 @@
        "version_minor": 0
       },
       "text/plain": [
-       "Parallel compute bare eigensys [num_cpus=4]"
+       "Parallel compute bare eigensys for subsystem TunableTransmon_3 [num_cpus=4]"
       ]
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      "metadata": {},
@@ -13154,7 +12964,7 @@
        "version_minor": 0
       },
       "text/plain": [
-       "Parallel compute bare eigensys [num_cpus=4]"
+       "Parallel compute bare eigensys for subsystem Oscillator_2 [num_cpus=4]"
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@@ -13213,422 +13023,441 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "FutureWarning: `subsys_list` is deprecated. Use `subsystem_list` instead.\n",
+      " c:\\users\\drjen\\onedrive\\coding\\pycharmprojects\\scqubits\\scqubits\\utils\\misc.py: 195"
+     ]
+    },
     {
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@@ -15184,7 +15021,7 @@
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@@ -15203,7 +15040,7 @@
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@@ -15214,7 +15051,7 @@
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@@ -15222,25 +15059,13 @@
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-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "UserWarning: By default all methods that involve calculations of the t1 coherence times/rates, return a sum of upward (i.e., excitation), and downward (i.e., relaxation) rates. To change this behavior, parameter total=False can be passed to any t1-related coherence methods. With total=False, only a one-directional transition between levels i and j is used to calculate the required t1 time or rate.\n",
-      "See documentation for details.\n",
-      "This warning can be disabled by executing:\n",
-      "scqubits.settings.T1_DEFAULT_WARNING=False\n",
-      "\n",
-      " /home/pgroszko/Dropbox/1_research/libs/scqubits/scqubits/core/noise.py: 1187"
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    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 26,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-07-04T22:34:31.517919Z",
@@ -15320,7 +15145,7 @@
        "0.25580751799518137"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -15335,7 +15160,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 27,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-07-04T22:34:34.029431Z",
@@ -15349,7 +15174,7 @@
        "33726.40283983535"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -15366,7 +15191,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 28,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-07-04T22:34:58.196288Z",
@@ -15376,3482 +15201,3781 @@
    "outputs": [
     {
      "data": {
+      "application/pdf": 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        "</svg>\n"
       ],
       "text/plain": [
-       "<Figure size 1200x1350 with 6 Axes>"
+       "<Figure size 800x900 with 6 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -18863,7 +18987,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 29,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-07-04T22:35:11.262358Z",
@@ -18873,1610 +18997,1867 @@
    "outputs": [
     {
      "data": {
+      "application/pdf": 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        "</svg>\n"
       ],
       "text/plain": [
-       "<Figure size 1200x450 with 2 Axes>"
+       "<Figure size 800x300 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
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    ],
@@ -20504,7 +20885,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -20522,7 +20903,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -20531,7 +20912,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -20545,7 +20926,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -20611,32 +20992,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "d30e4e7c309d4480a4c21548ca8f5eec",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "HBox(children=(VBox(children=(FloatSlider(value=0.0, continuous_update=False, description='$\\\\Phi_{ext}/\\\\Phi_…"
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-     "metadata": {},
-     "output_type": "display_data"
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-       "model_id": "5d07293275b34180bb82be71dca44c9c",
+       "model_id": "e43af49059ea4c0c90abf2a4d7b5f0c9",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "Output()"
+       "VBox(children=(Tab(children=(HBox(children=(HBox(children=(VBox(children=(Dropdown(layout=Layout(width='165px'…"
       ]
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      "metadata": {},
@@ -20644,11 +21011,7 @@
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    ],
    "source": [
-    "explorer = scq.Explorer(\n",
-    "\tsweep=sweep,\n",
-    "\tevals_count=10\n",
-    ")\n",
-    "explorer.interact()"
+    "explorer = scq.Explorer(sweep=sweep)"
    ]
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@@ -20660,7 +21023,7 @@
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-   "execution_count": 36,
+   "execution_count": 35,
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@@ -20674,7 +21037,7 @@
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+   "execution_count": 36,
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@@ -20696,7 +21059,7 @@
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@@ -20718,7 +21081,7 @@
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+   "execution_count": 38,
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@@ -20742,7 +21105,7 @@
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+   "execution_count": 39,
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@@ -20783,7 +21146,7 @@
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+   "execution_count": 40,
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@@ -20816,7 +21179,7 @@
   },
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-   "execution_count": 43,
+   "execution_count": 41,
    "metadata": {
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      "end_time": "2021-07-04T22:49:25.665940Z",
@@ -20852,7 +21215,7 @@
  "metadata": {
   "celltoolbar": "Initialisation Cell",
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
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@@ -20866,7 +21229,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.9"
+   "version": "3.9.15"
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