Repository: pasqal-io/Pulser

Issue:
Drawing the Rydberg radius
Just an idea that might be useful: we could add the option to draw the Rydberg blockade radius around the atoms in the Register, in typical unit-sphere fashion.

Further on, we could even combine this with a routine to extract the maximum Rabi frequency from a sequence, to automatically determine the Rydberg blockade radius. 

Another idea would be to take in the Rydberg radius and spit out the corresponding graph, like we do in MIS problems. Something like a `Register.to_graph(blockade_r)` method.

What do you think @lhenriet , @sebgrijalva , @cdalyac ? 

Discussion:

Patch:
diff --git a/pulser/devices/_pasqal_device.py b/pulser/devices/_pasqal_device.py
index 44e3a5e..cbcd74c 100644
--- a/pulser/devices/_pasqal_device.py
+++ b/pulser/devices/_pasqal_device.py
@@ -81,6 +81,17 @@ class PasqalDevice:
         """
         return (self.interaction_coeff/rabi_frequency)**(1/6)
 
+    def rabi_from_blockade(self, blockade_radius):
+        """The necessary Rabi frequency value to reach a given blockade radius.
+
+        Args:
+            blockade_radius(float): The Rydberg blockade radius, in µm.
+
+        Returns:
+            float: The maximum rabi frequency value, in rad/µs.
+        """
+        return self.interaction_coeff/blockade_radius**6
+
     def validate_register(self, register):
         """Checks if 'register' is compatible with this device.
 
diff --git a/pulser/register.py b/pulser/register.py
index 7192078..f27321f 100644
--- a/pulser/register.py
+++ b/pulser/register.py
@@ -13,7 +13,9 @@
 # limitations under the License.
 
 import matplotlib.pyplot as plt
+from matplotlib import collections as mc
 import numpy as np
+from scipy.spatial import KDTree
 
 
 class Register:
@@ -133,26 +135,41 @@ class Register:
                         [np.sin(theta), np.cos(theta)]])
         self._coords = [rot @ v for v in self._coords]
 
-    def draw(self, with_labels=True):
+    def draw(self, with_labels=True, blockade_radius=None, draw_graph=False,
+             draw_half_radius=False):
         """Draws the entire register.
 
         Keyword args:
             with_labels(bool, default=True): If True, writes the qubit ID's
                 next to each qubit.
+            blockade_radius(float, default=None): The distance (in μm) between
+                atoms below the Rydberg blockade effect occurs.
+            draw_half_radius(bool, default=False): Whether or not to draw the
+                half the blockade radius surrounding each atoms. If `True`,
+                requires `blockade_radius` to be defined.
+            draw_graph(bool, default=False): Whether or not to draw the
+                influence between atoms as edges in a graph. If `True`,
+                requires `blockade_radius` to be defined.
+
+        Note:
+            When drawing half the blockade radius, we say there is a blockade
+            effect between atoms whenever their respective circles overlap.
+            This representation is preferred over drawing the full Rydberg
+            radius because it helps in seeing the interactions between atoms.
         """
         pos = np.array(self._coords)
         diffs = np.max(pos, axis=0) - np.min(pos, axis=0)
         diffs[diffs < 9] *= 1.5
         diffs[diffs < 9] += 2
+        if blockade_radius and draw_half_radius:
+            diffs[diffs < blockade_radius] = blockade_radius
         big_side = max(diffs)
         proportions = diffs / big_side
         Ls = proportions * min(big_side/4, 10)  # Figsize is, at most, (10,10)
 
         fig, ax = plt.subplots(figsize=Ls)
-        ax.scatter(pos[:, 0], pos[:, 1], s=30, alpha=0.7,
-                   c='darkgreen')
-        ax.axvline(0, c='grey', alpha=0.5, linestyle=':')
-        ax.axhline(0, c='grey', alpha=0.5, linestyle=':')
+        ax.scatter(pos[:, 0], pos[:, 1], s=30, alpha=0.7, c='darkgreen')
+
         ax.set_xlabel("µm")
         ax.set_ylabel("µm")
         ax.axis('equal')
@@ -163,4 +180,32 @@ class Register:
             for q, coords in zip(self._ids, self._coords):
                 ax.annotate(q, coords, fontsize=12, ha='left', va='bottom')
 
+        if draw_half_radius:
+            if blockade_radius is None:
+                raise ValueError("Define 'blockade_radius' to draw.")
+            if len(pos) == 1:
+                raise NotImplementedError("Needs more than one atom to draw "
+                                          "the blockade radius.")
+
+            delta_um = np.linalg.norm(pos[1] - pos[0])
+            r_pts = np.linalg.norm(
+                        np.subtract(*ax.transData.transform(pos[:2]).tolist())
+                        ) / delta_um * blockade_radius / 2
+            # A 'scatter' marker of size s has area pi/4 * s
+            ax.scatter(pos[:, 0], pos[:, 1], s=4*r_pts**2, alpha=0.1,
+                       c='darkgreen')
+        if draw_graph:
+            if blockade_radius is None:
+                raise ValueError("Define 'blockade_radius' to draw the graph.")
+            epsilon = 1e-9      # Accounts for rounding errors
+            edges = KDTree(pos).query_pairs(blockade_radius * (1 + epsilon))
+            lines = pos[(tuple(edges),)]
+            lc = mc.LineCollection(lines, linewidths=0.6, colors='grey')
+            ax.add_collection(lc)
+
+        else:
+            # Only draw central axis lines when not drawing the graph
+            ax.axvline(0, c='grey', alpha=0.5, linestyle=':')
+            ax.axhline(0, c='grey', alpha=0.5, linestyle=':')
+
         plt.show()
diff --git a/requirements.txt b/requirements.txt
index 8892b7c..0a4a786 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -9,7 +9,6 @@ pytest-cov
 flake8
 
 # tutorials
-networkx
 notebook
 scikit-optimize
 python-igraph
diff --git a/tutorials/applications/Building 1D Rydberg Crystals.ipynb b/tutorials/applications/Building 1D Rydberg Crystals.ipynb
index ae17135..95fc46d 100644
--- a/tutorials/applications/Building 1D Rydberg Crystals.ipynb
+++ b/tutorials/applications/Building 1D Rydberg Crystals.ipynb
@@ -87,8 +87,7 @@
     "    \n",
     "    atom_coords = [((R_blockade/N)*x+40*group,0) for group in range(groups) for x in range(1,N+1)]\n",
     "    reg = Register.from_coordinates(atom_coords, prefix='q')\n",
-    "    \n",
-    "    reg.draw()\n",
+    "    reg.draw(blockade_radius=R_blockade, draw_half_radius=True)\n",
     "    \n",
     "    resonant_pulse = Pulse.ConstantPulse(1500, Omega_max, 0., 0.)\n",
     "    \n",
@@ -119,9 +118,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x18 with 1 Axes>"
+       "<Figure size 720x77.2079 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -133,23 +132,23 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "10.0%. Run time:   0.07s. Est. time left: 00:00:00:00\n",
-      "20.0%. Run time:   0.31s. Est. time left: 00:00:00:01\n",
-      "30.0%. Run time:   0.44s. Est. time left: 00:00:00:01\n",
-      "40.0%. Run time:   0.56s. Est. time left: 00:00:00:00\n",
-      "50.0%. Run time:   0.63s. Est. time left: 00:00:00:00\n",
-      "60.0%. Run time:   0.69s. Est. time left: 00:00:00:00\n",
-      "70.0%. Run time:   0.77s. Est. time left: 00:00:00:00\n",
-      "80.0%. Run time:   0.82s. Est. time left: 00:00:00:00\n",
-      "90.0%. Run time:   0.92s. Est. time left: 00:00:00:00\n",
-      "Total run time:   0.98s\n"
+      "10.0%. Run time:   0.12s. Est. time left: 00:00:00:01\n",
+      "20.0%. Run time:   0.20s. Est. time left: 00:00:00:00\n",
+      "30.0%. Run time:   0.25s. Est. time left: 00:00:00:00\n",
+      "40.0%. Run time:   0.32s. Est. time left: 00:00:00:00\n",
+      "50.0%. Run time:   0.36s. Est. time left: 00:00:00:00\n",
+      "60.0%. Run time:   0.41s. Est. time left: 00:00:00:00\n",
+      "70.0%. Run time:   0.45s. Est. time left: 00:00:00:00\n",
+      "80.0%. Run time:   0.49s. Est. time left: 00:00:00:00\n",
+      "90.0%. Run time:   0.56s. Est. time left: 00:00:00:00\n",
+      "Total run time:   0.60s\n"
      ]
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x17.084 with 1 Axes>"
+       "<Figure size 720x73.279 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -161,23 +160,23 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "10.0%. Run time:   0.08s. Est. time left: 00:00:00:00\n",
-      "20.0%. Run time:   0.17s. Est. time left: 00:00:00:00\n",
-      "30.0%. Run time:   0.26s. Est. time left: 00:00:00:00\n",
-      "40.0%. Run time:   0.34s. Est. time left: 00:00:00:00\n",
-      "50.0%. Run time:   0.43s. Est. time left: 00:00:00:00\n",
-      "60.0%. Run time:   0.50s. Est. time left: 00:00:00:00\n",
-      "70.0%. Run time:   0.59s. Est. time left: 00:00:00:00\n",
-      "80.0%. Run time:   0.73s. Est. time left: 00:00:00:00\n",
-      "90.0%. Run time:   0.86s. Est. time left: 00:00:00:00\n",
-      "Total run time:   1.05s\n"
+      "10.0%. Run time:   0.06s. Est. time left: 00:00:00:00\n",
+      "20.0%. Run time:   0.14s. Est. time left: 00:00:00:00\n",
+      "30.0%. Run time:   0.20s. Est. time left: 00:00:00:00\n",
+      "40.0%. Run time:   0.29s. Est. time left: 00:00:00:00\n",
+      "50.0%. Run time:   0.35s. Est. time left: 00:00:00:00\n",
+      "60.0%. Run time:   0.43s. Est. time left: 00:00:00:00\n",
+      "70.0%. Run time:   0.52s. Est. time left: 00:00:00:00\n",
+      "80.0%. Run time:   0.59s. Est. time left: 00:00:00:00\n",
+      "90.0%. Run time:   0.66s. Est. time left: 00:00:00:00\n",
+      "Total run time:   0.74s\n"
      ]
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x16.7991 with 1 Axes>"
+       "<Figure size 720x72.0567 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -189,16 +188,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "10.0%. Run time:   1.81s. Est. time left: 00:00:00:16\n",
-      "20.0%. Run time:   3.05s. Est. time left: 00:00:00:12\n",
-      "30.0%. Run time:   5.02s. Est. time left: 00:00:00:11\n",
-      "40.0%. Run time:   6.20s. Est. time left: 00:00:00:09\n",
-      "50.0%. Run time:   7.49s. Est. time left: 00:00:00:07\n",
-      "60.0%. Run time:   9.54s. Est. time left: 00:00:00:06\n",
-      "70.0%. Run time:  12.31s. Est. time left: 00:00:00:05\n",
-      "80.0%. Run time:  14.46s. Est. time left: 00:00:00:03\n",
-      "90.0%. Run time:  17.45s. Est. time left: 00:00:00:01\n",
-      "Total run time:  20.40s\n"
+      "10.0%. Run time:   0.97s. Est. time left: 00:00:00:08\n",
+      "20.0%. Run time:   1.44s. Est. time left: 00:00:00:05\n",
+      "30.0%. Run time:   1.96s. Est. time left: 00:00:00:04\n",
+      "40.0%. Run time:   2.70s. Est. time left: 00:00:00:04\n",
+      "50.0%. Run time:   3.37s. Est. time left: 00:00:00:03\n",
+      "60.0%. Run time:   3.85s. Est. time left: 00:00:00:02\n",
+      "70.0%. Run time:   4.34s. Est. time left: 00:00:00:01\n",
+      "80.0%. Run time:   4.84s. Est. time left: 00:00:00:01\n",
+      "90.0%. Run time:   5.63s. Est. time left: 00:00:00:00\n",
+      "Total run time:   6.09s\n"
      ]
     }
    ],
@@ -322,9 +321,9 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x20.5714 with 1 Axes>"
+       "<Figure size 720x88.2376 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -339,7 +338,7 @@
     "\n",
     "reg = Register.rectangle(1,11, spacing=a, prefix='q')\n",
     "print(f'Blockade Radius is: {R_blockade}µm.')\n",
-    "reg.draw()"
+    "reg.draw(blockade_radius=R_blockade, draw_half_radius=True)"
    ]
   },
   {
@@ -426,7 +425,7 @@
     "    ax.fill_between(x, y, alpha=0.4)\n",
     "\n",
     "    y = np.arange(0.0, 5, 0.01)\n",
-    "    x = 2*(1.+170*(y-2.85)**2)\n",
+    "    x = 2*(1.+170*(y-3.06)**2)\n",
     "    ax.fill_between(x, y, alpha=0.4)\n",
     "\n",
     "\n",
@@ -441,7 +440,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEOCAYAAAB1g0unAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAApDklEQVR4nO3de5xcdX3/8ddnb7lCtpBAEMLNQCCC4A21VlxLteIF2mpVvIJoig+sYKV4t5ZfrRUBlaLFqCgqPy+lWFFQS5G1XkBuDQhBMAlCEiD32d3Z2bl/+sf3zO5ks5ucszuzZ3b3/Xw85jEz55w588lhOO/9nsv3a+6OiIhIHG1pFyAiItOHQkNERGJTaIiISGwKDRERiU2hISIisXWkXUCjdXd3+/Lly9MuoyUMDg6yYMGCtMtI3cMPP0ylUmHlypVpl9IS9LsYoW0x4p577tnu7kv2tdyMC42DDz6Yu+++O+0yWkJvby89PT1pl5G6np4eMpmMfhcR/S5GaFuMMLPH4iynw1MiIhKbQkNERGJTaIiISGwKDRERiU2hISIisSk0REQkNoWGiIjEptAQEZHYFBoiIhJbaqFhZnPN7E4zu8/MHjSzfxxjmTlm9l0zW2dmvzGzI1MoVUREImm2NArAn7r7ScDJwCvM7AWjljkX2OXuy4HPAp+e2hJFRKReaqHhQTZ62xk9Ro89eyZwbfT6euA0M7MpKlFEREZJtcNCM2sH7gGWA19w99+MWuRQYCOAu5fNrA84ENg+aj2rgFUAS5Ysobe3t8mVTw/ZbFbbAshkMlQqFW2LiH4XI7Qtkks1NNy9ApxsZt3A983sBHd/YALrWQ2sBlixYoWr18pAPXgG3d3dZDIZbYuIfhcjtC2Sa4mu0d09Y2a3Aa8A6kNjM7AM2GRmHcAiYEcKJYqITGvuTsUrVL26+3M1PMeVWmiY2RKgFAXGPOBl7Hmi+0bg7cDtwOuAn7n76PMeIiItrbbDrniFSnVkhz28846mlb28x858jx19tbLb9OHPU93js8PzvYLvccp4YtJsaRwCXBud12gDvufuPzKzS4C73f1G4KvAN81sHbATeGN65YrITFHbiTtOrpSj7OXhnXG5Wh7euZe9vNvOu36HPe7r+vdRGFSppv1PbpjUQsPd7weeNcb0j9e9zgN/PZV1iUhrcHfKXg478WrYmdfe1x61nXy5WqZULY3s9KMd/nAQ1L2uzQPoKHRw06M3pfwvnV5a4pyGiMwspUqJUrVEsVKkWC1SqpbCjr1SouyjnqMd/vAy0XNtxy6tRaEhIuNyd4rVIvlynkKlQKFcCM/Ro1gtUqwUKVVKw+FQrBQbdvxcWo9CQ2QWq3qV/kI/2VKWXDlHrhQ9yjmGykMUKgUFgOxGoSEyy1S9yr1b7mVXfheZQmZGnaSV5lNoiMwy5WqZpwafYrA8mHYpMg0pNERmma72Ll5+9MspVArDrY1sMTo8Vc4xVBrSSWgZl0JDZJaa0z6HpQuWsnTB0j3mFSoFcqXc8Anv4RPhtUe5QL6SH77qSWYPhYaI7GFO+xzmtM+Jtay773Z5bbESrqKqXVFVrBTHvay29pykGwtJl0JDRCbFzOhq76KrvWvC66jdcFd/30bFK+G57sa+SrWy230cw/OqZUpeGvMGPmkshYaIpK69rZ122mO3buIY3d9TfcjU7hxfu2ktyw9aPm43InG6CWlkv07TgUJDRGYkM6PDOuigA9rHXmZd2zqO7j560t81uiPBsfqfqnUgOLo/qzidEY5edrhPqxT6tVJoiIhMUpu10dbeRiedU/7d43V57u6Uq2Uc3yO4Rj9XPX7wJAoNM5sDXAgcB2wC1gBr3H19kvWIiEhj1FpUUyXpN11NGPfiJuADQB5YYGYDwP3ufmqD6xMRkRbSlnD5VwFvc/e/AQrA84B3ADngjgbXJiIiLSZpS2Me8PvodRFoc/drzWw/YHlDKxMRkZaTtKWxATg0er0ZOCx6/WM0qp6IyIyXtKXxPeDlhENRvcC5wC3AicDchlYmIiJ75w6VElRL4bn+dbU8xrwyVIp7zqvGvxEyUWi4+yfr3l4K3GVmO4GFwJeSrEtEZNaq1HbetR16cWTHvtv0+vflMV5P/V3vE75Oy903mdkzCCfHd7j7zY0rS0SkRVVKUC7U7eiLo16PNa1Y95d9MbQQpqlYoWFmVwDfB37lPnIXiLvvBL7ZpNpERBqv9ld6pRD+Us88XhcEhb2EQnHa7/AbIW5LYx7wHaDLzG4C/hP4qbsPNaswEZG9KhehnA878nJh99fDz4U9l6u/+zm/P6y7Nb1/wzQUKzTc/d3Au83sFOBM4J+A68zsVkKA/NDdtzWtShGZ2SqlsGMv5cNzLQSGn/N1IVDYc+cvUybpifA7gTuBj5jZckKAnA1cbWZ3EgLk2+6+ucF1ish04h6FwFB41F7v8VyA8hBUNZ7GdDGZE+HrgMuBy81sMfAaQogAXNaA2kSk1dTCoJiDUg6Kg+G5Fg611+WhWX/sf6aaVC9XZnYscBGwGLgfONfdd8T87DLgG8DBgAOr3f3zo5bpAX4APBpNusHdL5lMzSKyF5UyFAdCGBQHoZiFQnYkHIqDOiw0y022a8QbgM8Tert9NvBjM/ugu/8sxmfLwPvd/d6oG5J7zOwWd187arlfuPurJ1mniNTL7YR8BvL9UBgYeZRyaVcmLW6yoZF39y9Hr+8ys+8T7hA/aV8fdPcngSej1wNm9hChi5LRoSEiE+EO+T4Y2gm5XeF5KAO5Nlj7g7Srk2lqQqFhZlcSWhe3mdl73P2qaNYOSD6MlJkdCTwL+M0Ys19oZvcBTwAXufuDY3x+FbAKYMmSJfT29iYtYUbKZrPaFkAmk6FSqcyObVHfPUS1PMZ5hTay5XZ6t+6fSnmtRtsiuYm2NH4CPJPQMjjdzN4HPAQ8HfhRkhWZ2ULgP4AL3b1/1Ox7gSPcPWtmryRcnXXM6HW4+2pgNcCKFSu8p6cn0T9mpurt7UXbArq7u8lkMjN3Wwxsge2PRDepFfe5eO/W/ek5aPT/arOTtkVyEwqNqMuQ4W5DzKwLWEkIkmfGXY+ZdRIC4zp3v2GM7+mve32zmX3RzBa7+/aJ1C0yo1QrsKE3hIXIFGnIGIHuXiQa+jXuZ8zMgK8CD7n7FeMssxTY4u4e3VjYRjgEJiL5PgWGTLnYoWFmJwHPAO5199+NMf94d38owXe/CHgr8FszWxNN+zBwOIC7Xw28jnAnehkYAt7orou/RQCYfwAc3QOb7wlXPolMgbgdFr6T0PW5ARUz+zt3/9eol9u3An9BONfQHveL3f2X0fr2tsxVwFV7W0ZkVjvgKPijI6H/idDq6NsU7q0QaZK4LY2LgU8SguNy4FIzOwY4H/hfQg+4tzSlQhHZOzNYdGh4QDhsld0Gg9Ejn1E3HdIwcUPjSODL7r45ulLq9YQxwY9298eaVZyITMDcReGxeHl4X61CoW/khr4dT8C87nBjn+7uloTihkYHUIBwU56ZDQEfVmCITANtbTDvj8ID4PcD8IyeECbFbDgfUnsu9I90G1LOp1q2tKYkV0+dbWY/AX5LuIGvrzkliciUaGuDufuHx1gqpZH+p2p9UZVyUWeFg+E5xn0hMrPEDY3bgA8CnwL6CYMyXWxmvyaEyNroslsRmSnaO8NhrHnd4y9TKdX1cjtGb7e1btDLefV6O0PEHYTpNAAzOxp4TvR4NvDXwAGEK6rWufvxzSpURFpQeye0R+dQ9qZ+fI3dnvN1gyzVD8BUmJr6JbGkgzBtADYA/16bFvUb9VxCiIiI7MkMOueFRxzV6vgj9tWP6lepvY7G/FZrpukmfUe4u/8B+ANw/WTXJSIChPMtXfPDIy73cLisNi54fdDUT6sUR15bFdq7dG4mgYZ0IyIikjoz6OgKjzkxP7O1F571l1HgFKOAKdY9SnXTStFzoW56aWTZWUKhISJiBh1zwmMi3KNu6YujAmas19H73ZYvj0xrcQoNEZHJMosuCugEFkx8PdVqGAtlOGhKde/jvC7WjanSnABSaIiItIq2NmibRIunXu0cTy1Q6gfo2uN9/IBJHBpmdjqhz6mjgT93941Rh4aPuvutSdcnIiJNUDvHQ1dDV9uWrAZ7M/A94PfAUUBnNKud0KmhiIjMYIlCgxAM73L39wH17Zk7gJMbVZSIiLSmpKFxDHD7GNOzgEZnFxGZ4ZKGxhPAsWNMPxVYP/lyRESklSUNjdXAlWb2ouj9MjN7O3Ap8G8NrUxERFpO0r6nLjWzRYRR+uYSer8tAJe5+xeaUJ+IiLSQxJfcuvtHzOyTwEpCS2Wtu2tQYhGRWWBCN/e5ew64u8G1iIhIi0sUGmZ2zTizHMgD64DvuvsTky1MRERaT9KWxhLgxYThXh+Ipp0AGHAP8FfAJWb2Yndf06giRUSkNSS9eupXwI+Bw9z9VHc/FTgMuBn4L+AI4Cbg8oZWKSIiLSFpaFwAXBKd0wCGz298EnhfNE74p9Hd4SIiM1LS0FgIHDLG9KXRPIB+Yhz2MrNlZnabma01swfN7IIxljEzu9LM1pnZ/WamIWVFRFKU9JzG94GvmtnFwF3RtOcRbu67IXp/CvBIjHWVgfe7+71mth9wj5nd4u5r65Y5ndB1yTHA8wk3ED4/Yc0iItIgSUPjPOAK4Ft1ny0D1wAXRe8fAt61rxW5+5PAk9HrATN7CDgUqA+NM4FvuLsDd5hZt5kdEn1WRESmWNI7wnPAeWb2fuDp0eT17j5Yt8yapEWY2ZHAs4DfjJp1KLCx7v2maNpuoWFmq4BVAEuWLKG3tzdpCTNSNpvVtgAymQyVSkXbIqLfxQhti+QmenPfIHB/Iwows4XAfwAXunv/BOtZTegXixUrVnhPT08jSpv2ent70baA7u5uMpmMtkVEv4sR2hbJTWTkvjcApwEHMepEurufkXBdnYTAuM7dbxhjkc3Asrr3h0XTREQkBUlH7vsM4XzGkUAG2DHqkWRdBnwVeMjdrxhnsRuBt0VXUb0A6NP5DBGR9CRtabwNOMvdr2/Ad78IeCvwWzNbE037MHA4gLtfTbhp8JWE7klywDkN+F4REZmgpKHRBqxpxBe7+y8J3Y/sbRkHzm/E94mIyORNZBCmtzSjEBERaX1JWxrdwJvM7GWEq6dK9TPd/b0NqktERFpQ0tBYycjhqeMaW4qIiLS6pDf3vbRZhYiISOubyH0aHYT+pQ4Huupmubt/s1GFiYhI60k6ct9xwA+BowhXPlWidZSAAqDQEBGZwZJePfU5wgh9iwj3TRwPPJdwnuO1jSxMRERaT9LDU88DXuLug2ZWBTqirs0vBv4VeGbDKxQRkZaRtKVhhBYGwDZCj7MQep9d3qiiRESkNSVtaTwAnARsAO4EPmBmFcL4GesaXJuIiLSYpKHxSWBB9PqjwE3AbcB24PUNrEtERFpQ0vs0flr3egNwvJkdAOyK+okSEZEWlC9VyBUrDBbK4blYJleInovl2OuZ0CBM9dx9J4CZLXP3jftaXkREGqtadYZKIRAGo2AYHQ7lamP+rp90aJjZUuBjwDuAeZOuSEREdlOtOrkoFLJRIAwWaiERwmGqjvXECg0z6wa+ALyccCPfvxAusf048AFgLSE0REQkIXcfPnSUjQJhOBymOBT2JW5L45+BU4FrgVcAnwVeRjgpfrq7/7w55YmIzAzFcpVsoUw2H4KhFgq15wYdPWq6uKHxKuAcd/9vM/si4fLa9e5+YdMqExGZRmqthWyhzEAtGOoColiupl1iQ8QNjacRDkHh7hvMLA98uWlViYi0oGrVGSyOhMJAvsxAvjTcWqjMjFzYq7ih0cbuAy5VGLkzXERkxnB3BosVBvKl4VDoz4dWw3Q6jNQscUPDgG+ZWSF6Pxf4spntFhzufkYjixMRaZZ8KVyGum5rti4gQkjM9mDYm7ihce2o999qdCEiIo1WrToDhTL9QyX68yX6h8r0RwFRLFeZO1Tizkd3pl3mtBIrNNz9nGYXIiIyUeVKlf58mb6hEn1DpeGQyOZ1OKnRJn1zn4jIVClXqsPBUP8YLFTSLm3WUGiISMupVp2BfJnMUJFMrkQmCodsPn4fSdIcCg0RSVW+VCGTK7ErFwVErkjfkE5Gt6rUQsPMrgFeDWx19xPGmN8D/AB4NJp0g7tfMmUFikhDuTvZQpldgyEgduaKZHJFhoqz4OaGGSTNlsbXgauAb+xlmV+4+6unphwRaRR3pz9fZtdgkR2DRXYNFtmVK1KqqPkw3SUODTN7A3AacBCjhotNcp+Gu/+PmR2Z9PtFpPVkC2V2ZotsHyywMxtaEWUFxIyUKDTM7DPAhYTR+p4Amv2reKGZ3Rd910Xu/uA4da0CVgEsWbKE3t7eJpc1PWSzWW0LIJPJUKlUtC0ik/1dOFCpOOVqlXLVKVec6qguWDuYHidM28p55m7/XdplTCtJ/7u+DTjL3a9vRjGj3Asc4e5ZM3sl8J/AMWMt6O6rgdUAK1as8J6enikor/X19vaibQHd3d1kMhlti0jS30W2UGb7QIFt2QLbBgr0DZVappvuyZq7/XfkFx+XdhnTStLQaAPWNKGOPbh7f93rm83si2a22N23T8X3i8xWfUMltvbn2TZQYOtAgVxR90DIiKShsRp4C/CJxpeyu2hEwC3u7mZ2CiGwdjT7e0Vmm4F8iS39ebb0F9jSnydf0tVMMr6kodENvMnMXgbcz+493+Lu7427IjP7NtADLDazTcA/AJ3Req4GXge828zKwBDwRveZ0igWSY8Dj+/I8WTfEE/153U3tSSSNDRWMnJ4avSBwEQ7dHc/ax/zryJckisik7RrsMjmzBBPZIbI5or8cp2O8srEJAoNd39pswoRkcapVp1t2QIbd+bYnBnarTUxV+11mYTpcFWciMRQrTpbBwo8tmOQTbuGKMyQ4UWltUzk5r6DgfMJh6qcMAzsF919S4NrE5EYdg0W2bB9kMd2DOoktjRd0pv7XgT8BNgC3B5NfjPwPjP7c3e/fdwPi0jDlCpV/rB9kPXbsuwcLO37AyINkrSlcRnwbeA8d68CmFkbcDVwOfDHjS1PROoN5Es8smWA9dsG1U2HpCJpaJwMnF0LDAB3r5rZFcD/NrIwERnRN1Tiwc19PLYzN2PuxpbpKWlo9AFHAQ+Pmn4UkGlEQSIyYqhY4b5NGR7dPqiwkJaQNDS+A3zVzC4Gfh1NexHwacJhKxFpAHfnkS1Z7tuU0WEoaSlJQ+NiwIBr6j5bAv4N+GAD6xKZtYaKFX69fjtb+gtplyKyh6Q39xWBC8zsQ8DTo8nr3T3X8MpEZqFMrkjvw9vUSaC0rAnd3BeFxG8bXIvIrDaQL3HrQ1t1U560tH2GhpndCLzF3fuj1+NKMnLfjPXww3DDDWlXAcDhGzbA7bp15k2PP05+aAg+9am0SxmXu/Pk1ixPn4IWRsfgNsoLljT9e6aDVtkW2098Dluf/YK0y4glTktjByOdEapr8n158EH48IfTrgKAo9MuoEWsqr1okf8uYzHg2LSLkNQ88PbzZ05ouPs5dW//AdhUf58GgJkZsKzBtU1Pxx4LH2yNawIee/xxjjj88LTLSN11111HvlDg3He8I+1SxrV51xCZoam5s7sjt4Py/AOn5LtaXatsi23Pen7aJcSW9JzGo8AhwNZR0w+I5rU3oqhp7YQTWuYwyKO9vRyhIU758u23k8lkOLdF/ruMZf0j29i0a2hKvktDnI7QtkiuLeHyxtjjZiwE8pMvR2R26p7fmXYJIrHEammY2ZXRSwc+ZWb1l9i2A6cwRWOHi8xERy9ZyNon+qnqPj5pcXEPT50YPRtwPFCsm1cE7iV0ZigiE7BwTgcnHraI+zb2pV2KyF7FCo3aiH1m9jXgAnfvb2pVIrPQM562iGy+zPptg2mXIjKuROc03P0cBYZI8zz/6AM54dD90y5DZFyJQsPMPmlm540x/Twz+3+NK0tk9nrmYd289LglzOtKep2KSPMl/VW+lbHHzbgHeNvkyxERgEMWzeNVJz6NFUsXYpZ2NSIjkobGQcC2MabvAA6efDkiUtPV0cZzjjiAV554CIcfMD/tckSA5KHxOPDiMaafCmyafDkiMtqieZ38yTGLeeWJSzly8Xza1PKQFCW9I/xLwGfNrAv4WTTtNOBThIGYRKRJuud38cdPX8zJy8r8fkuW9duy5EvqEVemVtLxNC43s8XAlUBXNLkIfN7dL02yLjO7Bng1sNXdTxhjvgGfB14J5Ahjk9+b5DtEZqL5XR2ctKybEw9dxObMEOu3ZXmyL6/hYGVKJB5Pw90/ZGb/BKyMJj3k7tkJfPfXgauAb4wz/3TgmOjxfMLogNOnVy+RJmtrM5YdMJ9lB8wnX6rwhx2DPLYjx45scd8fFpmgiQ7CNAjcNZkvdvf/MbMj97LImcA33N2BO8ys28wOcfcnJ/O9IjPR3M52jlu6P8ct3Z9soczGnTke36kAkcZLHBpm1kHoa+pwRg5RAeDu47UaJuJQYGPd+03RtD1Cw8xWEQ2bsGTJEnp7extYxvSVzWa1LYBMJkOlUpl122IOcIhDsVKlFD3coa2cZ+7236VdXkvQtkguUWiY2XHAD4GjCP1QVaJ1lIAC4x9qaip3Xw2sBlixYoX3qDtwAHp7e9G2gO7ubjKZzKzfFuVKlS0DBe6789dUDj6egXw57ZJSp67Rk0va0vgc4Ua+k4GnoudFhPMNH21gXQCb2X1gp8OiaSIyAR3tbRzaPY/fd7XTc9LTGCyUebIvz5b+PE/15TU2ucSSNDSeB7zE3QfNrAp0uPu9ZnYx8K/AMxtY243Ae8zsO4QT4H06nyHSOAvmdLD8oIUsP2ghAJlckS39BbYO5NnaX1CIyJiShoYRLn+FcGf4ocDDhPMNyxOtyOzbQA+w2Mw2EYaS7QRw96uBmwmX266LvvOcsdckIo3QPb+L7vldrFi6H+5O/1CZbdkQINuyBQYLlbRLlBaQNDQeAE4CNgB3Ah8wswrwLsLOPTZ3P2sf8x04P2F9ItIAZsai+Z0smt/J8oP2A2CoWGHbQAiQ7dkCuwaLGjRqFkoaGp8Eap3gfBS4CbgN2A68voF1iUiLmdfVzuEHzufwA8MuoFJ1duWK7MgW2ZEtsGOwqJPrs0Ds0DCzTuASot5s3X0DcLyZHQDsiloGIjJLtLcZixfOYfHCOUBojRTKFXYOFnd76LDWzBI7NNy9ZGZHEcYJr5++s+FVici0NKejnUMWzeOQRfOGp+VLFTK5EjsHi+zKhSBRi2T6Snp46lrC+Yu/b0ItIjIDze1sZ+midpYumjs8rVSpksmVyOSK7MqV2JUr0pcrUdZJkpaXNDQWAG82s5cR7tfYbTBjd39vowoTkZmrs72NJfvNYcl+c4anuTsDhTJ9UYhkciUyQyWyapW0lKShcTxQ62n26FHz9CeCiEyYmbH/3E72n9vJsrpBp8qVKn1DIUD6hkr05cJzrqhzJWlI2jX6S5tViIjIWDra2zhw4RwOXDhnt+nFcgiTvqES/fkQJv35kk68N9mEerkVEUlbV8eeh7ggnC8ZyJdDmESB0j9UZiBf0n0lDTCRXm5PB95DODz1cnffaGbvBB5191sbXaCISBKd7W0csKCLAxbs1gk31aqTLZYZyJdDmAyV2LqrDTrbNAJiAkl7uX0zcDXwFeBPibr9ANqBiwGFhoi0pLa2kXMmh3aHS4J7H++g59mHUSxXGciXGMiXo0eJ/ui5VFHzpF7SlsbFwLvc/TtR66LmDsKNfyIi005Xx9jnTSDcZ1ILkmxhJFQG8uVZGShJQ+MY4PYxpmeB/SdfjohIa5nb2c7czvY9zp1ACJRsoUy21kIphEuEs4XyjD3klTQ0ngCOBR4bNf1UYH1DKhIRmSZqgbJ4jBZKqVJlMGqZZAvl8DoKmMFCedqelE8aGquBK+sOTS0zsxcDlwKfaGRhIiLTWWd723B386O5O0N1rZTBQvQ6CpdWvgcl6X0al5rZIuAWYC6hh9sCcJm7f6EJ9YmIzDhmxvyuDuZ3dRD1PL+bStXJFWshUmEwCpNsocxgscxQMb1DX0mvnjoc+Bihi/SVQBuwFhg0s8Pd/fHGlygiMru0txn7ze1kv7mdY86vVJ3BYplc1EKpD5hcMbRUmtXveNLDU48Ch7j7VuDu2kQzOzCa197A2kREZAztdZcPj6VaDYe/BgtlBouV4UNetaAZLJQn3DnkRIZ7HeubFgL5CVUgIiIN1dZmLJjTwYI54+/iC+VKCJBisnMosULDzK6MXjrwKTPL1c1uB04B1sT+VhERSdWcjnbmdLTzRwv2PFG/N3FbGidGz0bo6bZYN69I6Pn2skTfLCIi006s0Kj1bmtmXwMucPf+plYlIiItKeklt+c0qxAREWl9E+nl9g3AacBBhEtuh7n7GQ2qS0REWlDS+zQ+A1xIuKnvCTRan4jIrJK0pfE24Cx3v74ZxYiISGtr2/cieyy/plFfbmavMLOHzWydmX1wjPlnm9k2M1sTPd451npERGRqJA2N1cBbGvHFZtYOfAE4ndAlyVlmtnKMRb/r7idHj6804rtFRGRikh6e6gbeZGYvA+4HSvUz3f29CdZ1CrDO3TcAmNl3gDMJfVmJiEgLShoaKxk5PHXcqHlJT4ofCmyse78JeP4Yy73WzE4FHgHe5+4bRy9gZquAVQBLliyht7c3YSkzUzab1bYAMpkMlUpF2yKi38UIbYvkkt6n8dJmFTKOHwLfdveCmf0NcC1hbPLRda0mHDpjxYoV3tPTM6VFtqre3l60LaC7u5tMJqNtEdHvYoS2RXJJz2k00mZgWd37w6Jpw9x9h7sXordfAZ4zRbWJiMgY4nZYeGOc5RLe3HcXcIyZHUUIizcCbxr1vYe4+5PR2zOAhxKsX0REGizu4akdjf5idy+b2XuAnxJ6yr3G3R80s0uAu939RuC9ZnYGUAZ2Amc3ug4REYkvboeFTelzyt1vBm4eNe3jda8/BHyoGd8tIiLJpXlOQ0REphmFhoiIxKbQEBGR2BQaIiISm0JDRERiU2iIiEhsCg0REYlNoSEiIrEpNEREJDaFhoiIxKbQEBGR2BQaIiISm0JDRERiU2iIiEhsCg0REYlNoSEiIrEpNEREJDaFhoiIxKbQEBGR2BQaIiISm0JDRERiU2iIiEhsCg0REYlNoSEiIrEpNEREJLZUQ8PMXmFmD5vZOjP74Bjz55jZd6P5vzGzI1MoU0REIqmFhpm1A18ATgdWAmeZ2cpRi50L7HL35cBngU9PbZUiIlKvI8XvPgVY5+4bAMzsO8CZwNq6Zc4EPhG9vh64yszM3X28lW7cuJGenp6mFDzdZDIZuru70y4jdWvWrKFcLut3EdHvYoS2RXJphsahwMa695uA54+3jLuXzawPOBDYXr+Qma0CVkVvCz//+c8faErF089iRm2rWWzxz3/+c22LQL+LEdoWI1bEWSjN0GgYd18NrAYws7vd/bkpl9QStC1GaFuM0LYYoW0xwszujrNcmifCNwPL6t4fFk0bcxkz6wAWATumpDoREdlDmqFxF3CMmR1lZl3AG4EbRy1zI/D26PXrgJ/t7XyGiIg0V2qHp6JzFO8Bfgq0A9e4+4Nmdglwt7vfCHwV+KaZrQN2EoJlX1Y3rejpR9tihLbFCG2LEdoWI2JtC9Mf7iIiEpfuCBcRkdgUGiIiEtuMDg0ze7+ZuZktTruWtJjZZ8zsd2Z2v5l938y6065pqu2ru5rZwsyWmdltZrbWzB40swvSrilNZtZuZv9rZj9Ku5a0mVm3mV0f7SseMrMXjrfsjA0NM1sGvBx4PO1aUnYLcIK7PxN4BPhQyvVMqZjd1cwWZeD97r4SeAFw/izeFgAXAA+lXUSL+DzwE3c/DjiJvWyXGRsahL6qLgZm9Zl+d/8vdy9Hb+8g3A8zmwx3V+PuRaDWXc2s4+5Puvu90esBwo7h0HSrSoeZHQa8CvhK2rWkzcwWAacSrlbF3Yvunhlv+RkZGmZ2JrDZ3e9Lu5YW8w7gx2kXMcXG6q5mVu4o60U9Rj8L+E3KpaTlc4Q/Kqsp19EKjgK2AV+LDtd9xcwWjLfwtO1GxMz+G1g6xqyPAB8mHJqaFfa2Ldz9B9EyHyEcnrhuKmuT1mNmC4H/AC509/6065lqZvZqYKu732NmPSmX0wo6gGcDf+vuvzGzzwMfBD423sLTkrv/2VjTzexEQnLeZ2YQDsfca2anuPtTU1jilBlvW9SY2dnAq4HTZuEd9XG6q5k1zKyTEBjXufsNadeTkhcBZ5jZK4G5wP5m9i13f0vKdaVlE7DJ3WutzusJoTGmGX9zn5n9AXiuu8/KnizN7BXAFcBL3H1b2vVMtajPskeA0whhcRfwJnd/MNXCUmDhr6hrgZ3ufmHK5bSEqKVxkbu/OuVSUmVmvwDe6e4Pm9kngAXu/vdjLTttWxoS21XAHOCWqOV1h7ufl25JU2e87mpSListLwLeCvzWzNZE0z7s7jenV5K0iL8Frov6AdwAnDPegjO+pSEiIo0zI6+eEhGR5lBoiIhIbAoNERGJTaEhIiKxKTRERCQ2hYaIiMSm0BARkdgUGiJNZmZf15gNMlMoNGTainbGHj1KZrY1GmTo/KiPpSTr6jWzq5pU6gXAlPRrZGYHmdk3zexJMyuY2VNRtxCjl7vazD5X9/4EM/t3M9sefe4RM/tHM5s3FXXL9KHQkOnuv4FDgCMJPRv/EPhH4Bd76955Krl7397GJ2iwfyNsj5cDRwN/Dtxev0DUB9UZwH9G7/+E0EW6A38FnAB8lBB0tyk4pJ5CQ6a7grs/5e6b3X2Nu18B9BC6er4Ywk7SzC42s/VmNmRmvzWz4b/8zezrwEsII9nVWi5HjtX6GH2oKVrmi2b2z9Ff6VvN7DIza5vkZxaY2TfMLGtmW8zsQ2b2o6jWvekCjiD0MzXP3e9z95+OWuZ5hP7IfhmNbPg14EZ3f727/4+7/97dvwe8EFjBXno8ldlHoSEzjrs/APwEeG006Z+Ac4HzCUO+fgr4kpm9Kpp/AeGv8a8R/ko/hN0HbtqXNxPGKvlj4D3AhcAbJvmZywlB9pfAnxKG4Hzx3lYYBcAtwFnATcDZZnarmR04atG/AG6KRnR8HrAc+PTo9bn7VkKvuGft498is4hCQ2aqtcDR0SGqvyN0+/wTd3/U3f8/8GVCiODufUARyEWtlqfcvZLku9z94+7+SPQX+m2Ertgn9JlokKR3AB9w91uiXnnPZd+jzF0BbHf3u919o7t/FDgYuGjUcmcSHZoijD0Dofv4sTxCaLmIAOoaXWYuIxyjX0kYaOcnZlbfpXMn8IcGfdf9o94/ARw0ic88nVDfnbWZ7j5oZg+Mt7Jo8LFziQ7J1ckAT6tbbjnhXEftkNVA9HwAkBtj1QcAs250PxmfQkNmqpWEcQFqrenXAI+PWqa0j3VUCeFTb6yrskavx9l3K34in9mbvwJ+7+6F2oToCrITCBcH1PwFcKu7D0bvb49qeQ3hJPporwF+OYm6ZIbR4SmZcczsBOAVhGEr1wIF4Ah3Xzfq8Vjdx4qEQZrqbSOc36h3UrPqrrOesCN/Xm2Cmc0nBMB4DgRGXy12NrAQ+HbdtPpDU7j7DuBK4KNm9rT6D0fDBD+HcE5IBFBoyPQ3x8yWmtnTzOwkM/s7oBe4B7jM3QeAy4DLzOwdZrbczE42s/PMbFXdev4AnBJdNbU4upLpZ8DpZnaGma0wsyvYfbzxpnD3LHAN8GkzO83MVgJfIfz/Ot6oaXcAx5jZ35vZsWZ2HvA5wnmRxwHMbAnwAupaHtH5kysJ//7bzOzZ0fT3AV8CPgJsjk6yiyg0ZNr7M+BJwqGnWwn3H3wCOLXuEMzHomkXAQ8SrjB6LfBo3XouI7Q21hJaGIcTdty1x68Ix/+/38x/TJ2LgF8ANxJOkt8P3A3kx1n+28CHgHcTAvNs4G3ufnndMq8B7nL3LaO+5zHCVVzHAu+Npl9BuHz3Xwjbt+lhKdODhnsVmQbMbA5h5/6ZUUGQZB0/AH7l7pc2tDiZVXQiXKQFmdmzgOMJV1DtB3wgev7uJFb7K3Y/vyGSmFoaIi0oCo0vE+7ILgNrgIvc/Z406xJRaIiISGw6ES4iIrEpNEREJDaFhoiIxKbQEBGR2BQaIiISm0JDRERiU2iIiEhs/wezm93w7hQfrQAAAABJRU5ErkJggg==\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -479,16 +478,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "10.0%. Run time:   1.18s. Est. time left: 00:00:00:10\n",
-      "20.0%. Run time:   2.38s. Est. time left: 00:00:00:09\n",
-      "30.0%. Run time:   4.58s. Est. time left: 00:00:00:10\n",
-      "40.0%. Run time:   6.17s. Est. time left: 00:00:00:09\n",
-      "50.0%. Run time:   7.47s. Est. time left: 00:00:00:07\n",
-      "60.0%. Run time:   8.73s. Est. time left: 00:00:00:05\n",
-      "70.0%. Run time:   9.83s. Est. time left: 00:00:00:04\n",
-      "80.0%. Run time:  11.35s. Est. time left: 00:00:00:02\n",
-      "90.0%. Run time:  13.25s. Est. time left: 00:00:00:01\n",
-      "Total run time:  14.88s\n"
+      "10.0%. Run time:   0.20s. Est. time left: 00:00:00:01\n",
+      "20.0%. Run time:   0.44s. Est. time left: 00:00:00:01\n",
+      "30.0%. Run time:   0.71s. Est. time left: 00:00:00:01\n",
+      "40.0%. Run time:   0.95s. Est. time left: 00:00:00:01\n",
+      "50.0%. Run time:   1.15s. Est. time left: 00:00:00:01\n",
+      "60.0%. Run time:   1.39s. Est. time left: 00:00:00:00\n",
+      "70.0%. Run time:   1.82s. Est. time left: 00:00:00:00\n",
+      "80.0%. Run time:   2.41s. Est. time left: 00:00:00:00\n",
+      "90.0%. Run time:   2.88s. Est. time left: 00:00:00:00\n",
+      "Total run time:   3.60s\n"
      ]
     }
    ],
@@ -628,9 +627,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 567x36 with 1 Axes>"
+       "<Figure size 567x154.416 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -640,7 +639,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -654,16 +653,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "10.0%. Run time:   3.65s. Est. time left: 00:00:00:32\n",
-      "20.0%. Run time:   7.43s. Est. time left: 00:00:00:29\n",
-      "30.0%. Run time:   9.90s. Est. time left: 00:00:00:23\n",
-      "40.0%. Run time:  11.89s. Est. time left: 00:00:00:17\n",
-      "50.0%. Run time:  13.47s. Est. time left: 00:00:00:13\n",
-      "60.0%. Run time:  15.10s. Est. time left: 00:00:00:10\n",
-      "70.0%. Run time:  16.60s. Est. time left: 00:00:00:07\n",
-      "80.0%. Run time:  18.08s. Est. time left: 00:00:00:04\n",
-      "90.0%. Run time:  19.60s. Est. time left: 00:00:00:02\n",
-      "Total run time:  20.65s\n"
+      "10.0%. Run time:   1.46s. Est. time left: 00:00:00:13\n",
+      "20.0%. Run time:   2.70s. Est. time left: 00:00:00:10\n",
+      "30.0%. Run time:   3.62s. Est. time left: 00:00:00:08\n",
+      "40.0%. Run time:   4.66s. Est. time left: 00:00:00:06\n",
+      "50.0%. Run time:   5.55s. Est. time left: 00:00:00:05\n",
+      "60.0%. Run time:   6.62s. Est. time left: 00:00:00:04\n",
+      "70.0%. Run time:   7.76s. Est. time left: 00:00:00:03\n",
+      "80.0%. Run time:   9.08s. Est. time left: 00:00:00:02\n",
+      "90.0%. Run time:  10.34s. Est. time left: 00:00:00:01\n",
+      "Total run time:  11.79s\n"
      ]
     },
     {
@@ -694,7 +693,6 @@
    "source": [
     "a = 3.5\n",
     "reg = Register.rectangle(1, 10, spacing=a, prefix='q')\n",
-    "reg.draw()\n",
     "\n",
     "delta_0 = -4 * 2*np.pi\n",
     "delta_f = 10 * 2*np.pi\n",
@@ -702,6 +700,8 @@
     "t_rise = 600\n",
     "t_stop = 2500\n",
     "t_end = 3000\n",
+    "R_blockade = MockDevice.rydberg_blockade_radius(Omega_max)\n",
+    "reg.draw(blockade_radius=R_blockade, draw_half_radius=True)\n",
     "\n",
     "#\n",
     "hold = ConstantWaveform(t_rise, delta_0)\n",
@@ -753,9 +753,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWsAAAChCAYAAAABQp4eAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAvE0lEQVR4nO2de3gkZZ2o36+quvqWnkxuk8wNGGYGlIHhqmdXhEcFFAUvHI/u4iqyugcRfcQVVARZryDsAiqKKLgeL6DorgrqOaLcXGRxBxBYmAGGGYcZ5pZ70kn6Vl3V3/mj0530JOl0p6u7vnTqfZ48SXVd8vavqn9d9V2FlBIfHx8fH7XRvBbw8fHx8ZkfP1n7+Pj4LAL8ZO3j4+OzCPCTtY+Pj88iwE/WPj4+PosAw2uBajj77LPlvffe67WGzxLgxRdfBOCoo47y2MRnCSHKrVxUyXpwcNBrBZ8lgq7rXiv4+JSwqJK1j0+jWL9+vdcKPj4l+GXWPj4+PouAprqzllKSkzmcnENO5sjlcjO20TQNTWjomo4mNIQoW0zUND4quajmM5vLzh07AdiwcUNDXebyORT/uvHep9EunidrIYQOPAHsl1KeW8k+UkqyThbLtkhn0ySzSWzHxnbs0u2QJcGRUiIOKcM3dANDN4gEIoQCIUzDJKAHqgqqSj4quajmU43LaGYUgH2j+/zYNNhFNR9VXITXY4MIIT4BnAIsmy9Zn3jSifLu++4mk80UX9M1HUM30IWOplVfqpPL5XCkg+3YODmn+HowEGRZaBkRM4JpmDNOgmVbJK0kY+kxT31UclHNRyUX1XxUclHNxyuXI644ok3eLkfn2tfTO2shxBrgHOAa4BPzbV/4JmsJtbjmoGkaGhoBPVDyetbJMjgxSC6Xw9ANYsEYhm5gOzbjmXFsx0bTNEzDbLiPrumYhgmAZVs4OcczFz82fmwW4uLHZqYL0AmMzrWv18UgXwM+BcTm2kAIcRFwEcDqNatnvMl6EdADBPQAWSfLeGqcPUN7sGwL0zBZEVtBLBQjYDTGpeADkEgnGBgfIJVNIZFEzAjt0XZCesiPjYux2f2X3QAcsf6Iql2aPTa1uPixKeuSLLeNZ8laCHEu0C+l/LMQ4nVzbSelvA24DeD4E49vSJmNlJK0nSaejDORmUATGrFQDF3TcaTDaHKU4eQwLcEWWsOthAKhulZiHOoSDASJBCMAONJheGKYQQY982nG2Jim6YpPM8bGLR8/NtXhWZm1EOIrwPsAGwgBy4BfSCnfO9c+x594vPztQ7+tq1cqm2JoYoh0Nk1AD2Dq5qwnSUqJ5Vhk7SzhYJj2SDthM+yJi2o+Krmo5qOSi2o+Krk0ymc6qz+5erW8XR6Ya73nFYwAk3fWl89XwVjPZJ2xMwxPDJOwEpi6WSy/qgTLsbCyFtFglPZoO8FA0DMX1XxUclHNRyUX1XxUcqmHz2zMl6y9LrP2HNuxGUmMEE/HMTSDlmD1lQmmbmLqJmk7zd6RvbSGWmmLtmHo1YXXDRfVfFRyqcbnpZ0vAbBuw7q6+SzW2DTCRyUXN31qQYlkLaX8A/CHRv/fpJWkL94HAqJmtOYyqZARQuqSicwEE9YE3bHuYjlYo11U81HJpRKfUCjUMJ/FFptG+qjkUqtPrSiRrBuN7dgMJYYYT48TCoQwNPfCIIQgbIZxcg4HRg8QC8XoaOmY8xu4ni6q+ajkMp/PyjUrG+qzmGLTaB+VXBbi49r/VaHMulLcKLNOWSl6470gIByoX2XB9P+HgJ5YD+FgeMa6Rrqo5qOSi2o+Krmo5qOSy3w+1TBfmfWSGshpNDHKvpF9BIxAw05k2Axj6ib7R/cTT8Y9dVHNRyWXQ322bt3Krh27PPNROTZe+6jkUs7HbZZEMUgul2NoYoh4Ok40GEUTjf2O0jWdSDDCwPgA6WwagPHMuCcuqvmo5DLdZ5RRNKnRF+/zY6Ogj0ouh/pYtkVHS8eCuqOXo+mTte3Y9I33kclmFlwT7Aaa0AiZIXYN5u/WDms/zJOLSkUflVwKPj2re9g7vJf4YNyPjaI+KrkUfFpCLYxnxrFyFt2xblfLsZu6GCTrZDkwegDLtoiYjamxLefSG+/F0AwMzaA33jtj1K6l6qOSi2o+Krmo5qOSy3QiZoSsnc89WTvr2nGbNlkXEnVO5hpafjWXS1+8D4BQIEQoECJHjt4xby4ulXxUcpnuM7J/hIneCT82ivqo5DIbBZ8DcfcSdlMm60KihnzQvHbpi/chhCBoTPV6Chl5r0ZfXCr5qORyqE+0JUowEvTMR+XYeO2jkks5Cj5uJeymS9a2Y3Nw9CBSypIT6YlLzqZvLN8of7burUEjiETSO9ZbMrbtUvBRyWU2n1hHjFjH1GCQfmzU8FHJpRIKPgfiB2r+AmmqZJ3L5egb78ORjud31DmZY3B8cN4vjZARQkrJwMQAOTlzWqBm9FHJRTUflVxU81HJpRoKPn3jfbNO/VUpTZWshyaGyGQznpdRA4wkRsjYmYq+NEKBEJlshpHEyJLwUcllLp/BvYMM7h1suM9iiI1XPiq5VEsoECJtpRmaGFrwMZomWY8mRomn4563+gAYS40xnh6vyiViRhhPjzOeGm9qH5VcyvkEI8FimXWjfBZLbLzwUclloUSDUeKp+II7zjRFsk5ZKQYmBpRI1KlsiqHE0ILGvQ2bYYYSQ6StdFP6qOQyn8+hZdb19llMsWm0j0outVLoOJPKpKred9Ena9ux6Y33EjbDnjaIh3zlx8DYAOHAwlw0oREKhBiYGHClckQlH5VcVPNRyUU1H5Vc3EATGmEzTO949S1WFn2yHkoMgcD1kbUWQqF8TNf0BR9D13SQuFLWppKPSi6V+Ay8PMDAywMN8VlssWmkj0oublHwqbb8elEn66SVZDw9rkSFYspKkcgkXJn2J2SGmMhM5EfzagIflVwq9Qm3hAm3zO+7FGPTKB+VXNwmbIYZT4+TzJSdI7cEz5K1EGKtEOIhIcRzQohtQohLq9nfdmz64n2eN9GDyUe18QFXXUKBEIMTgwt6dFPJRyWXanxa2ltoaa9sLJmlFptG+KjkUi/CZpi+8b6Ki0O8vLO2gcuklMcAfwV8RAhxTKU7jyRGlCn+KNTu1vKodiiFR6XR5Oii9lHJRTUflVxU81HJpV5UWzzjWbKWUh6UUj45+fc48DywupJ9M3aGeDquRPGHZVuMZ8brMutxMBDMj+BlW4vSRyWXan0G9gwwsKd8mXUtPos5NvX2Ucml3oQCIeLpOJlsZt5tlSizFkIcAZwIbJll3UVCiCeEEE8MDeYL5IcnhpW4owYYTY3WzUUIga7pVd0JqOSjkku1PuFlYcLLKk8WSyk29fZRyaXeCCEwdIPhxPC823qerIUQLcDPgY9LKccOXS+lvE1KeYqU8pSOzg5S2RQJK6FEWXU6myaRSdR1DJKQESJpJYsDrC8WH5VcFuLT0tZCS1t1458vldjU00cll0YRMkIkMgmAsknN02QthAiQT9R3Sil/Uck+QxNDmPrMAVwajZSSkeRIQ1wCRoDR1Cjl5stUyUclF9V8VHJRzUcll0ZjBkyA9nLbeNkaRAD/Cjwvpbypkn1yMkc6m551tK1Gk7EzZLKZhriYuknaSpOx5y7XUslHJZeF+vTv7qd/d7/rPs0Qm3r5qOTSaCa/oMqWu3l5Z30q8D7gDUKIpyd/3lJuByfnENADjbGbh/H0eENdDN1gPD33GAcq+ajkslCf6PIo0eVR132aITb18lHJxSPK1np6VksnpXwEENXsk8vlPB+jGvKDnycyCaLBhX2YF4KpmyStJLZjz5jXTSUflVxq8Vlooi7n0yyxqYePSi4eUjZZe17BWBVVpfb6kbJS5EtxGocQAoEgac3s8aSSj0outfhIKRdcntnssamHj0ouqrKokrVQIFtLKYmn4p7c4ZsBk3gqXpJEVPJRyaVWn2rbWc/n00yxcdtHJReVWVzJusHfvLORsTM40nG1Z1Wl6ELHkU5JpYhKPiq51OoTbYsSbVv4I3kzx8ZtH5VcVGZRJWsVSFpJdNH4i6qALvSSwWhU8lHJpVafaGuUaGtt5afNGhu3fVRyURk/WVeBlJJEJuFp00HTMJnITBTLVFXxyeVyyri4EZtcLlfTfHnTfZotNm76qBYblVGiCnSxkHWyONLxdJIDTWjkZI6sk5/aXhWfpJVUxsWN2Ay+nJ9/ccURK2r2abbYuOmjWmxU6MMxF36yroJ0No2mwMOIQBS7yqriM5oaVcbFjdhU29W8nE+zxcYtVIyNysna+ygtIhKZhBKdcgJGgGQ2qZTPUGJIGRc3YhNpjRBprX1Oz2aMjZs+qsVGZfw760ke+8/HuO7q6+g90MuxJxzLF274AivXrCyul1JiOVbdJ+XNZrNc/+nreXHbi/Qf6Of6713P8a86vmQbXejFtqH17kTw/H8/zw+/+UN2PLcDXdc57pTj+PBnPkxHV0dxGw2NRCaBvqy+lUR7/rKHG668gYN7DwKw4ZgNfPgzH+bw9YcXt3ErNjknX16t6ZXdz9x565386Fs/4trbruWkvz6p+HqjYtO7v5cLz76QUHhqLKB3feBd/N3Ff1dcbuR1A5BOpfnujd/l4d89jG3bHHnUkdzwgxuK6xsVmwd/8yA3f/Hm4rKUkkw6wzfu+gYbN20EJisZsymklA1pdfb73/ye73z1O/T39tO9spuPfPIj8+7jJ2tgZHiEyy++nKuvu5rTzzidW2+6lSs+egU/uPsHxW3sXHWTW9bCphM38Y73voNrLrtm1vVCCOyc3ZB25xNjE7z5f72Zz576WXRd51vXfoubrr6Ja7495eZIB0HeqZ53SR1dHVx101V0r+oml8vx67t+zVc++RW+/YtvF7dxKzaDeysvsz6w9wB//P0fae+aOQ5Po2JT4OeP/hzdmD35NfK6Afj6F75Ozslx2z23EWuNseuFXSXrGxWbN5z7Bt5w7huKy7+/+/f85Ds/YcMxG4qvFRJ0I85Tf28/V//j1dx020285nWv4ZGHHuHTl3waTqWt3H5LKlm/sPUFvvjpL7J3915Ofd2pCCFYe8Raelb1sH7jes465ywAPvTxD3HGiWfw0s6XWLdhHUCxYsYtdj6/k69+7qsc2HOAV532KoQQrFy7kgs/diHnve88oPwsGXbORkj3PnTlfKbz1vPfyqf+/lOlLo6NROI47ozdUs6lZdlkWbIETdOKd9klPi7EJtYeq8gH4JZrbuED//gBvnnNN2e6NCg2Z7/z7Ir2b9R1c8a5Z7DlD1v40f0/ItqSv4sv3MUWXRp43Uzn/l/dzxlvO2PWO2jbcS9Zz5VvTjvjNGLLYpz6+lMBOO0NpxGOhMnsz6wtd7wlU2adtbJc9qHLOOe8c3jw6Qc585wzeeDeBwD4y4t/YeMrpy6kcCTMmsPXsGvH1J1AJptxrcY6m83yxUu/yBnnnsG/PfJvnPbG03jk/keqOobt2NjSnbv9any2/nkrh284vOS1jJ3B0AwyTu0dCypxeedr3slbT3krt37lVv7mH/5mxjHciE1h8oH5fB7+3cMEAgFeffqrZz1Oo2NzwZsu4L1nvJcbP3sj8ZH4jGM06rrZvnU7K1au4I5b7uDdp72bi8+7mEfuK3VtdGwA+g70sfXPWznzrWfOWKcJzbXOMeXyzTGbj2Hd+nX8x33/geM4PPS7hzBNE17Bi+WOuWSS9bNPPYudtXnPB99DIBDgzLecyabNmwBIJVO0xEpr/1tiLSQmEsXltJ12bfaKF/77BWzb5rz3nYcRMDjtjadx1KajqjqGk3NcK5qp1GfX9l3c+e07+YdP/EPJ65ZtYRqmKxd6JS4/f/Tn/OLRX3DJlZew/pXrZxzDjdg4toNjO2V9kokk37/5+1x8xcVzHqdRsWlta+Xmu27mh7/7Id/46TdIJVNcf8X1M99Xg66bwb5Bdu/cTSQW4c4H7+SSKy/hhqtu4OVdLxf3b/R1A/m76k0nbaJnTc+MdYZukLbdmZCgXL7RdZ1z3nkOV116FX991F9z1aVXceW1V0InZf/5kknWA30DrOhZUfLos3J1vgIxHAmXJGaAiYmJ4uMbgOM4aJo74RoaGKJjRUeJy4pV1bXnlUhysrZOG9X4HHj5AFdfcjUXX3Exx558bMk6RzoYmuFKEqg0NqFIiHPefQ43XHkDo0OjJevciM3QvqH8TxmfO751B2ecewY9q2d+8As0KjbhSJijNh2Fbui0dbZxyZWX8OSjT5JMlLZwaNR1YwZNDMPgPRflk9XmV23m+Fcfz5OPPlnc1ovr5oFfP8BZbztr1mNoQqt4pvH5KJdvtjyyhZu/cjO33XUb/7Xjv7j9p7fzpU9/CbZQ9o6t4uwjhGgTQmwWQpxU+FnoG/GCzhWd9Pf2l/RS6j3QC8D6o9az4/kdxddTyRT79uzjyI1HAvnaYzcb7rd3tjPUP1TiMnCw8kGDpJTInASJK72u5vPpO9DHFf/7Ct7zoffMeHyUMl/maGgGuVyuZp9qYiNz+Vr9wf7BEh83YhPriBHriJX1eXrL09zz43s4/3Xnc/7rzmewd5BrL7+Wn/3rz4ouXsWmUIkoc6WDNzXqull31LrZpEpcGh2bbU9tY2hgiNe+8bWzHkMTGk7OcSU25fLN9ue2c+KrT+SYzcegaRqbjt/EsSccC/v5H+WOWVH2EUJ8CXgGuBm4cfLnhrI7KcbmkzajGzo/+T8/IZvN8uC9D7L1v7cC8Po3vZ6dL+7kgd8+QCad4fav387GV2wsVi66dSdS4JUnvBJd17nnznuwszaP3P8I27duL663LAsrkx/a1s7aWBmr5KTnZK544eeo3a2cz2DfIFd88Aredv7bOOfd58zYd7qLGz7lXJ589El2Pr8Tx3FITCT4zr98h5ZlLRx25GGz+tTiEo6FCcfCZX2u++51fPuX3+aWf7+FW/79Ftq72vnYP32Mt57/1hkutfpA+di88MwL7H1pL7lcjrHRMW697lY2v2oz0djU02Ejr5vjTj6OrpVd3PXdu3Bsh21PbeOZx57h5NecPMPFDZ/5PlMA999zP68987VEouWb37oRm3L5ZtPmTTz1+FNs3zZ57ra+wNOPPw2t7ChzSEQl3yJCiO3AcVJKV+dvF0KcDXwd0IHvSimvK7f9MZuPkXf8+o4F/7/nnnmOL1/xZfbuydfOAhy27jAuufwStjyyhev/6Xp69+fbWX/+hs+zau0qIN8S5MDoAVfbWL+47UW+/vmvc+DlfM01wKrDVnHhxy7kgjddQP+B0imlvn/v94uP21knS99YHwDdy7pdqb2ey8cIGNzxrTtK2u8C3P3Y3SUu4UCYVDblis9cLkcefSQ//OYPGewbJBgKctSxR/H3l/49Rx59ZHFft2Lj2A4AuqGXPVfTueBNF/Dxz3+82M66kbE5fMPhfP/m7zM6PEokGuGkvz6JD37ig7R3TjUnbOR1c+HHLmT3zt187XNf46UdL9G9spv3f+z9nHrGqSUujYjNhR+7ECtjcf7rz+ezN32WE//qxDmPkbSSrFq+ypXYlMs3P/3BT/nx937M8OAwbe1tvOuCd/G1vq+dJG+XT811vEqT9c+BD0spq5+Ubu5j6sCLwFnAPuBx4Hwp5XNz7VNtsh5NjnLftvvYMbCDjV0bOWvTWSyPLC+u/9xln6N7ZTeXXH5J2eNk7Ay98d6ak3U8Fefh7Q/z0tBLrOtYx+lHn05ruBWAG666gc7uzhkJYDYs26J/rB8EdMW6FjQOcDmXanwKLmEz/6Grh48Xsdny+BYGJwaJrYr5sanQpRof1WJTIGkl6WntWZBLrfnm5C+fXDZZV9q84SvAU0KIrUCx6lZK+bYK95+NVwM7pZS7AIQQdwFvB+ZM1tUwmhzlyl9eWRzUfNuBbTz04kNce961JQGshJysvUwtnopz3W+vYyw9RtAIsr1vO4/uepQr3nxFycVesQ8SgViQVz1cCqjiU2tsZFpiGiZDzw35samjSwGvfaazEBc3881cVFpj9gPgeuA6psqsb6zxf68G9k5b3jf52pxYaYv4UL7tqMxJ9u7Yy9jwGJAf0nLvjr2MjeSX73v2PtrT7RweOZxloWV0R7tpT7dz/5P3A/my4MRYolg2nLWy7N2xl8R4vlWIlbHYu2MvyfF8bbpjOfTv7ieTzH9XZdNZ+nf3Y6Wsolv/7n6s9ORyKr+cTec70zyy7RE6rU56Ij20BFtYE1lDp9XJH5/7Y/74tkMynsTO5muj0xNp+nf3Fx/HU+OpkmU7YZM4mCBn58vXkvEk/bv7i8N6JuIJ+ndPVXAkRhPF2bof3v4wRsZgc3gzLcEWOqIdBDIBtjyxpRjrbCZLamxqjN/xofFirz6AscExhvYNAfnKrORwklR/isLnL94fZ3j/cHH7eF+ckQMjxeXRvlFGDo4UfVoyLRwdPrroE7Ni/OmpPxW3T0+kifdNtRse3j9MvL90eWxgbMqnP8nE4ERx/eDeQcaHxudcHnh5gInhCR7e/jBj6THWhdexzFxGR7SDsfQYWx7fQmJ0qsVQMp4kEc8v53I5+nf3k4znr5Wck19Oj6cRCHJOjsTBBOnxdPFc9+/uJz2RX7azdumyNbmcSPPw9ofJpDNsDm+m0+ykI9qBlbbY8viW4rVX+H9zXXuZZIb+3f3YmXzvRTtlM/TyELZVeq3Nd+09/Hw+NodFDuPowNF0RboYS4/xn8/8Z8m1l81k57z2ACZGJhjeO1ysBLXGLIb3Tl0rh15rc117hXO1MbKR9YH1xXP1p6f/VPG1BzDaO8po7+jUtbBvgP79U769e3sZODBVWXlwz0EGDw6WLN//2P3EU3G6WrrYENjAhsgG4qk49227j/0v7We4f8pn/679jPRP/f99f9nH6ODU/5+LSu+sk1LKm+ffzH2EEBcBFwGsXLVynq2n2Dm4E0M3sKbNQWnoBnuG9xSXL/3UpbR3z+wiXA/2juydUQ4W0AO8PJxvd3rp1ZcyNjjWEJeXhl7C1EtHFwvoAQYnpi7Aj37mo8Uvpkb4zIiNFiiWr15+zeUlH7Z6uwSNIJrU0NFBQNAIlsTmsi9fVtOUX9X6HDoSnGmYRZ/Lr7kcK22VJJt6sWd4z4zigaAR5ED8AHRT9EnEEyRGErMcwV0K5+pQn954b9EFKPmSrxf7R/fP6rJzYCev6XwNAF+48Qv5bXftX9D/qDRZ/1EI8RXgV5QWgzw59y7zsh+Y3r1yzeRrJUgpbwNug3yZdWtH/vFGaIK1G6d21zStZHnDig3cffBuukJdAOREjh32Dt6x8h0AGAGjZPuAGShZNoNmcTmVTWGYRsk4EYFQoGTZDJmly+HS5dVdq7l34F46zPwASCmRYl92H2d35bsJh1pChFqmKvEOXS60ToB8b61ANECgJVAcaOjQUeIOnekkujxanLF7Xcc67u27l2xwqgt9r93LCStPKC4Xmq7NtbyscxlAccjNSHsEkZ2q3m9dUfoY2tpdury8e3nx74JPR3BqcKjd9m5e0fOK4nLbqtJhE9pXt8+6XPRZEaElOtXRqXNtZ8n2hy53HdZVdNnet51cIEeECCOMkLEzxFbFivETQpScW03TSpf1/HI6m2ZifAJN14iujBKK5s+nbugl2xuB0mtr+rVW8NkfnPpojNljxFbFMMP5JD7ftReMBIs+WGCEDTo6OzDM/Me/0mvv8NHDeb7/eRLBBAmRT8YZO0P3iu6S/1fu2oP88LNGi8HgeP4Lx1xm0h6dOp+VXnvrBvOxGQ4OF1uWZOwMHT0dJddHuWsPYHlP6XLX6i5C5tT771lb2o5+5eErZyyv6l/FY4OPAdCv9xddNnRtYPW60gKD1UeWLq9Zv4ZKqLQY5ETgr4BryDfZuxH4ZYX7zsXjwEYhxDohhAn8LfkvA1c4a9NZtIZbGZgYYCw9xsDEAK3hVs7aNHuD+PmYXr62EE4/+nSWhZYxlBhiIjPBUGKIZaFlnH706bX5LGCYh7q5qOZTg8uu1C72Zff5sWmEiyI+tbi4nW9m1aqwNcjnDnlJBy6QUh5R0z8X4i3A1yaP9z0p5ezDzE2y0NYgOwd2sqFrw4za2UpxuzXI7qHdHNFxxIya9Epxs1bfLRe3avX92NTfx4/N3LjRGmSh+Wa+1iCVJuvLpi0GgNOBZ6WUn67YxAVqbWe9UOrRzroW6tFetlYXN9vLuuEDtcWmUPlWKCqoxaXZYuOmiyqxKeBmO+tqcaXpnpSypOWHEOKfgcdqdFs0eDk/3GxM93FrvJKFcmhsVPKpxWX4QL72vtY5GEuWmyQ2bqBabKajkst0Fnrb0Ab0uSmiMkomawkI7+fSK7oUllXxqTE2y7qWuedSWG6S2LjqUlhWaEw5lVymU1GyFkI8y1RoBXAEMFR4XUq5uT56aiCEQBc6OZlTInELIRCayHdwaMAURPO56LqOnbPRNE0JHzdiU2i5UatLM8bGLReVYgP5jjq6pivhMhuV3lmfW1eLRYCu6+RyuYrn5Ks3AqHMRaULnWwuq0SZI7gTm2wm36wxEKztPTVjbNxCtdjkZA5DV3fyrErLrPfMv1VzEzJCTGQmlDmZKt0BmIZJIpmgJdgy/8YNwI3YFHq41VJmDc0ZG7dQLTa2YxMLxebf0CPUyDyLgGAgyFi6MT0MK8HQDVfn0quFoBHEztkE9eqbO9UDN2JzaKeehdKMsXEL1WKTk7kFNdlrFH6yrhBVHtUKGJrRsFmq58PQ8y66PvcEv43EjdgEI+58aJsxNm6hWmwAZZ6cZ0NdM8Vwa/5FN5BSKuWjCx2JGk5uxaYwCFIgVHuZdbPFxi1Uiw2o9Tk/FDVqyxYBQghM3XRtjrZacKRDyAzlHyMV8MmRIxqM4uQcr1Vci81I7wgjvbUPHtWMsXEL1WITDASVKc+fDT9ZV0E0GCXrZOffsM5k7SyRQEQpn45ohzIubsRmeffyGQP+LNSn2WLjpo9qsVEZP1lXQSgQcmV+tlqRSEKBkFI+y8PLlXFxIzZm2CyOalerT7PFxk0f1WKjMn6yroKAHih2jvGKQsecgB5QyidiRpRxcSM2VtoqDuZfq0+zxcZNH9ViozJ+sq4CIQTRYBTLdnXe4KqwbIuWYEu+N5pCPpqmKePiRmwOnT2kFp9mi42bPqrFRmX8ZF0lETOCI72rEHGkQ9gMK+mjkkutPst7ls8YlL4Wn2aKjds+KrmozKJK1rVOWusGQSOILnRParAd6aALvaThvko+KrnU6mOGTMzQwsusmzk2bvuo5KIyiytZ1zhbixsIIWgNt5KxGzM/4XSsrEVruLXkcU0lH5VcavWxUlZxQlo3fJopNm77qOSiMosqWSPVuLsOm2GklA11kVIikbNOgKCSj0outfiM9o0y2jfqqk+zxKYePiq5qIonyVoI8S9CiBeEEM8IIX4phFheyX6apmE53lVEFAjogYa3VbUci4gZmbU7rEo+KrnU4tPW00ZbT9v8G1bh0yyxqYePSi4eUrbczas76/uAYyfHwX4R+EwlO+markQDeoBYKNZQl/lGBFPJRyWXhfoEQoEFdzVv9tjUy0clF49QL1lLKX8vpSz0d/0voKK52DWhEQqEPG3mUyBoBAkGgg1xsRyr2E14Mfio5LJQn0wyQya5gLLuJRCbevmo5NJoJksMUuW2UaHM+gPAb+daKYS4SAjxhBDiiaHBITpaOpQoChFC0BZpa4hL1s6yPLy8bCWISj4quSzUJ94fJ94fd92nGWJTLx+VXBqNlbUAhsttU7dkLYS4XwixdZaft0/b5irABu6c6zhSytuklKdIKU/p6OwgHAgTNaOks+l6qVdMKBAiGozWtRY7baeJmJGKusKq5KOSy0J82la20bayujLrpRKbevqo5NIo0naaaDAKUDap1S1ZSynPlFIeO8vPPQBCiAvJTxf2d7LKKuD2lnbsnK1Ey5Dl4eV1c5FS4uQclkeWL0oflVyq9QkEA1VN6bWUYlNvH5Vc6o2UEtuxaY+2z7utV61BzgY+BbxNSpmsdv+gEaQ11Era9v7u2jRMYsFYXe70M9kMsWAM06i8c4ZKPiq5VOuTTqRJJyr3XkqxqbePSi71Jp1N0xpqJRiYv+zcqzLrbwIx4D4hxNNCiG9Xe4C2aBtIsHPej8vbGslPAeVmDywn54CA5dHli9pHJZdqfMYGxhgbqGwat6UWm0b4qORSLwo+7S3z31WDd61BNkgp10opT5j8ubjaYxi6QXdrtxJl14Zm0BXrctUlnU3T2dKJLqqf8kglH5VcqvFpX9VO+6rKPkRLLTaN8FHJpV6krBTdsW50rTIfFVqDLJiIGSEWipHKlm3x0hDCZphoMErKqt0lbaVpCbbUNLiMSj4quVTqY5gGhjl/Z4mlGJtG+ajk4jYpK0UsFCMSrLz35KJO1gAd0Q5likPaovnWA7U8uhUejdpaFtZ7TlUflVwq8UlPpElPlL+rW6qxaaSPSi5uUfDpjHVWtd+iT9aGbtDT2kPKSnk6gDlMProt6yKVXZhLTuZIZ9N0tXS58qimko9KLpX4jA2OMTY4d5n1Uo5NI31UcnGDnMyRslL0xHoqLv4osOiTNeQfl7paukhaVTcscd8lEKYj2rGgR7eUlaIj2kHIdK/9p0o+KrnM59O+up321XOXWS/l2DTaRyWXWklmknTFuggHqy+OaYpkDfka3tZQqxIJe1l4GbFQrCqXpJUkFooRC7s/VoFKPiq5lPMxAgZGYPYy66UeGy98VHJZKIlMgtZwa7GlS7U0TbIG6GjpIBgIKlHh2BZtI2gEK2vTm00TDASL5XPN7qOSy1w+c5VZ+7Hxzkcll2pJZ9OEzBAdLR0LPkZTJWtN0/JNYYTueZM+TWh0xjoRQpTtOpu202hCo6ulC03U73So5KOSy1w+s5VZ+7Hxr5uFUPDpjnWjaQv38f6duIyhG6xcvnLeE9oQF82ge1k3SGYdSSxjZxAIupdV3tayWXxUcpnNp2NNBx1rpu6C/Nio4aOSSyUUfFa2rqx53OymS9aQH8h81fJVAJ7fYQf0AN2t3UgpS748Cl3le5b1NHTwc5V8VHI51MfGRjd0z3xUjo3XPiq5lKPgs6p1FQFjYWOjT6cpkzVMJWxNaJ6XYRcuLsh/eaSzaTQ0zy4qlXxUcpnukx5PMzoy6sdGUR+VXGaj4ONWooYmTtYwlbBNw/S8lUhAD9DT2kPWyWLnbHpavb2oVPJRyaXgY6QNxgbHPPdRMTaq+KjkMp1EJkHAyOcetxI1gPfvrM4YusHKZSsZmhgino4TMSOeVDrkZI60lWZ913oAxjPjnrmo5qOSS8GnbVUba0NrMQzDj42iPiq5FHySmSSt4VY6WjpqqkycjaZP1pBvJdK1rAvTMOkf7ydshjG0xr11J+eQslJ0xbqKbSxDyZAnLqr5qOQy3aenrcdzH1Vjo4KPSi5z+bjNkkjWBVojrZiGSW+8l6zIEg7Uf1CXlJUCAauXry7pteSFi2o+Krkc6pNOpBlJj9DW3ubHRjEflVzK+bhNU5dZz0bYDLO2fS0RM8JEZqJuA0A5OYeJ9AQRM8LatrWznsRGuajmo5LLXD4DvQMM9A403GcxxMYrH5VcKvVxE6HC1FiVcvyJx8vfPjTn3LpVk7SS9MX7QEDICLkyeaaUMt9cUEB3rLviIRDr4aKaj0ou8/nYdv5DbhgzHz6Xemwa7aOSSy0+87H6k6tXy9vlgbnWe5qshRCXATcAXVLKwfm2dztZA9iOzUhihHg6jqEZNU2imbbT2I5Na6iVtmhb1TXTbrqo5qOSi2o+Krmo5qOSixs+5VA2WQsh1gLfBV4BnOxVsi6QsTMMTwyTsBKYulnVHG2WY2FlLaLBKO3R9ormU6uXi2o+KrlU4zM8OAxAe2f52WKWYmwa4aOSSz18ZkPlZP3vwJeAe4BTvE7WBVLZFEMTQ6SzaQJ6AFM3Z318klJiORZZO0s4GKY90u76LBSVuqjmo5LLQn1efO5FAI465ihXfZohNvXyUcmlUT7TUTJZCyHeDrxBSnmpEGI3ZZK1EOIi4CKA1WtWn/zYs4/V3U9KSdpOE0/GSVgJBIKgEUTXdBzpkLEySCTRYJTWcCuhgHvlYdW4AEr5qOQCtcUm5+QHutf0yuvgl0ps3PZRyQUaH5sCniVrIcT9QM8sq64CrgTeKKWMz5esp9OIO+tDyTpZxlPj9I/3Y9kWpmGyIraCWCjmau+kSl0S6QTDiWFS2RQSScSM0B5tJ2pGPfHxYzO3jx+buX382MxEuTtrIcRxwANAof/3GuAA8GopZW+5fY87/jj5mwd/Q0CvbwCllNg5G8u2kFKiazqxYAxDN7Adm/HMOLZjo2kapmE23EcTWrHMzbItnJzjmUuzxmZoYAiAjq7Kxx9eKrFxw8WPzUyXI644YqO8Xe6ca7uGd4qRUj4LrCgsV3NnbegGQggm0hPF13RNx9ANdKEvqHtnLpfDkQ62Y5dMyhkyQ3S2dBIxI5hGablWl+zCsi2SVpLxzLinPlJKZVygeWIzX7JeyrFx2wX82ExOO1Y2B3rezrqaZH3KKafIJ554AiklWSdL1smSslKksqn8YC7OLA3gpxczzfJWDd0goAcIB8KEzTABPUBAD1RVPqWSj0ouqvlU41KYnFXTND82DXZRzaeBLmWFPE/W1VBI1nMhpSQnczg5h5zMIaVk+vsTQiCEQBMauqajCa2ulQYq+ajkopqPSi6q+ajkoppPHVzKrmyqsUGEEOhCV2KGCFDLRyUXUMtnNpfe3nz1SU/PbHXkjffxCpVcQC2fRrssubFBfHwqobe3t5iwfXxUYFEVgwghBoA9Df63ncxT8N/kLOX3v5TfOyzt9+/Fex+UUp4918pFlay9QAjxhJTyFK89vGIpv/+l/N5hab9/Fd+7Xwzi4+Pjswjwk7WPj4/PIsBP1vNzm9cCHrOU3/9Sfu+wtN+/cu/dL7P28fHxWQT4d9Y+Pj4+iwA/Wfv4+PgsAvxkPQdCiHcJIbYJIXJCiFMOWfcZIcROIcR2IcSbvHJsFEKIzwsh9gshnp78eYvXTvVGCHH25PndKYS4wmufRiKE2C2EeHbyXM89vkOTIIT4nhCiXwixddpr7UKI+4QQOyZ/t3npCH6yLsdW4H8CD09/UQhxDPC3wCbgbOBbQgjv+77Wn69KKU+Y/Pl/XsvUk8nzeQvwZuAY4PzJ876UeP3kuVaqrXGd+D75z/J0rgAekFJuJD+ks+df2H6yngMp5fNSyu2zrHo7cJeUMiOlfAnYCby6sXY+debVwE4p5S4ppQXcRf68+zQhUsqHgeFDXn478IPJv38AvKORTrPhJ+vqWQ3snba8b/K1ZuejQohnJh8ZPX8krDNL9RwXkMDvhRB/npxWbynSLaU8OPl3L9DtpQw02ah71VJu6jEp5T2N9vGSeaZhu5X85MZy8veNwAcaZ+fTYF4rpdwvhFgB3CeEeGHy7nNJIqWUQgjP2zgv6WQtpTxzAbvtB9ZOW14z+dqiptJYCCFuB35TZx2vacpzXClSyv2Tv/uFEL8kXyy01JJ1nxBipZTyoBBiJdDvtZBfDFI9vwL+VggRFEKsAzYC9Z9y3UMmL9YC55GvfG1mHgc2CiHWCSFM8hXKv/LYqSEIIaJCiFjhb+CNNP/5no1fAe+f/Pv9gOdP2kv6zrocQojzgG8AXcD/FUI8LaV8k5RymxDiZ8BzgA18RErplDtWE/DPQogTyBeD7AY+5KlNnZFS2kKIjwK/A3Tge1LKbR5rNYpu4JeTM5oYwI+llPd6q1RfhBA/AV4HdAoh9gGfA64DfiaE+CD5YZnf7Z1hHr+7uY+Pj88iwC8G8fHx8VkE+Mnax8fHZxHgJ2sfHx+fRYCfrH18fHwWAX6y9vHx8VkE+Mnax8fHZxHgJ2sfHx+fRYCfrH2WNEKIIw4Zx/jyyfG7/yCE+KoQ4gkhxPNCiFcJIX4xOb7xl7109lma+D0YfXzmxpJSniKEuJR8d+OTyQ+l+RchxFellEPe6vksJfw7ax+fuSmMB/IssE1KeVBKmQF2UTrQk49P3fGTtY8PiGl/B6b9nZn8nZv2d2HZfyr1aSh+svbxgcOFEF1CCA04nfzgTT4+SuHfHfj4wBDwQ/Ijzj0AXIB/I+OjGP6oez5LGiHEEcBvpJTHeu3i41MO/+7Bx8fHZxHg31n7+Pj4LAL8O2sfHx+fRYCfrH18fHwWAX6y9vHx8VkE+Mnax8fHZxHgJ2sfHx+fRcD/B4kyrlWEMRvVAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<Figure size 432x36 with 1 Axes>"
+       "<Figure size 403.2x154.416 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -765,7 +765,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEOCAYAAAB1g0unAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAo7UlEQVR4nO3deZwcdZ3/8ddnjtyQERIIQjDBYCCC4AF4rDguqyuIsLu6Kp7gkcUTXFm8XZdd1xUBlUXFqCgeP49ldUVBXRYY1wu5NqCEw0CAJEDunpmemb4/vz++1TOdSU9SNdM91TPzfj4e/ejq6urqT4qm3vOt4/s1d0dERCSOtrQLEBGRqUOhISIisSk0REQkNoWGiIjEptAQEZHYOtIuoNG6urp8xYoVaZfREgYGBpg/f37aZaTu/vvvp1wus2rVqrRLaQn6XYzQthhxxx13bHf3xftabtqFxsEHH8ztt9+edhktoaenh+7u7rTLSF13dzeZTEa/i4h+FyO0LUaY2SNxltPhKRERiU2hISIisSk0REQkNoWGiIjEptAQEZHYFBoiIhKbQkNERGJTaIiISGwKDRERiS210DCzOWZ2q5ndZWb3mNk/1Vlmtpl938zWm9nvzWxZCqWKiEgkzZZGHvhzdz8OOB54mZk9d9QybwV2ufsK4LPApye3RBERqZVaaHiQjV52Ro/RY8+eCVwdTV8DnGJmNkkliojIKKl2WGhm7cAdwArgC+7++1GLHApsBHD3kpn1AgcC20etZzWwGmDx4sX09PQ0ufKpIZvNalsAmUyGcrmsbRHR72KEtkVyqYaGu5eB482sC/iRmR3j7n8cx3rWAGsAVq5c6eq1MlAPnkFXVxeZTEbbIqLfxQhti+Raomt0d8+Y2c3Ay4Da0NgMLAU2mVkHsBDYkUKJIiJTmrtT9jIVr+z+XAnPcaUWGma2GChGgTEXeAl7nui+Fngz8DvgVcBN7j76vIeISEur7rDLXqZcGdlhD++8o3klL+2xM99jR18p7zZ/+PNU9vjs8Ptexvc4ZTw+abY0DgGujs5rtAE/cPefmtlFwO3ufi3wNeBbZrYe2Am8Nr1yRWS6qO7EHWewOEjJS8M741KlNLxzL3lpt5137Q57zOna11EYVKik/U9umNRCw93vBp5ZZ/7Ha6ZzwN9OZl0i0hrcnZKXwk68Enbm1dfVR3UnX6qUKFaKIzv9aIc/HAQ109X3ADryHVy34bqU/6VTS0uc0xCR6aVYLlKsFCmUCxQqBYqVYtixl4uUfNRztMMfXiZ6ru7YpbUoNERkTO5OoVIgV8qRL+fJl/LhOXoUKgUK5QLFcnE4HArlQsOOn0vrUWhMV5dfzrLbb4ebbkq7ktSds2EDuXwePv7xfS88Ayx7+OHh34W7h51/uTD8136xXKToxeHDPvUYMCd6TGVtmTYqXemfb9h2wtFsff4z0i4jFoXGdPWlL7HsvvvSrqIlvLk68c//nGYZLWNZzfR02flPdfee+9cKDUnZe97DhttuY/ny5WlXkrqrrrqKXC7HO9/5zrRLaQnrH1pP5UkVCuVi2qWkrlVaGtuffVTaJcSm0Jiu3vlOHunpYbnuduWbN91EJpPhnTo8BcCm6C7ofDnPrtwuMvkM2UKWwdIgg6VBhopDM+YkdMeGDkrLZ8a/tVEUGiIz1Oz22SyZv4Ql85fs8V6+nGewODh8wnv4RHj1UcqTK+eGz4PIzKHQEJE9zG6fzez22bGWdffdLq8dPqkeXVFVKBfGvKy2+pykGwtJl0JDRCbEzJjVPotZ7bPGvY7qDXe1922UvRyea27sK1fKu93HMfxepUTRi3Vv4JPGUmiISOra29pppz126yaO0f091YZM9c7xdZvWseKgFWN2IxKnm5BG9us0FSg0RGRaMjM6rIMOOqC9/jLr29ZzRNcRE/6u0R0J1ut/qtqB4Oj+rOJ0Rjh62eE+rVLo10qhISIyQW3WRlt7G510Tvp3j9XlubtTqpRwfI/gGv1c8fjBkyg0zGw2cD5wFLAJWAusdfcHk6xHREQao9qimixJv+lKwrgX1wEfAHLAfDPrB+5295MbXJ+IiLSQtoTLvxx4k7v/HZAHTgDeAgwCtzS4NhERaTFJWxpzgT9F0wWgzd2vNrP9gBUNrUxERFpO0pbGQ8Ch0fRm4LBo+mdoVD0RkWkvaUvjB8BLCYeieoC3AjcAx6KOMkVEJpc7lItQKYbn2ulKqc57JSgX9nxvjC7w60kUGu7+yZqXFwO3mdlOYAHw5STrEhGZscrVnXd1h14Y2bHvNr/2danO9OTf9T7u67TcfZOZPZ1wcnyHu1/fuLJERFpUuQilfM2OvjBqut68Qs1f9oXQQpiiYoWGmV0G/Aj4jfvIXSDuvhP4VpNqExFpvOpf6eV8+Es982hNEOT3EgqFKb/Db4S4LY25wPeAWWZ2HfBfwC/cfahZhYmI7FWpAKVc2JGX8rtPDz/n91yu9u7n3P6w/sb0/g1TUKzQcPd3AO8wsxOBM4F/Ab5jZjcSAuQn7r6taVWKyPRWLoYdezEXnqshMPycqwmB/J47f5k0SU+E3wrcCnzEzFYQAuRs4Eozu5UQIN91980NrlNEphL3KASGwqM6vcdzHkpDUNF4GlPFRE6ErwcuBS41s0XAKwghAnBJA2oTkVZTDYPCIBQHoTAQnqvhUJ0uDc34Y//T1YR6uTKzpwEXAIuAu4G3uvuOmJ9dCnwTOBhwYI27f37UMt3Aj4EN0awfuvtFE6lZRPaiXIJCfwiDwgAUspDPjoRDYUCHhWa4iXaN+EPg84Tebp8F/MzMPujuN8X4bAl4v7vfGXVDcoeZ3eDu60Yt9yt3P32CdYpIrcGdkMtArg/y/SOP4mDalUmLm2ho5Nz9K9H0bWb2I8Id4sft64Pu/jjweDTdb2b3ErooGR0aIjIe7pDrhaGdMLgrPA9lYLAN1v047epkihpXaJjZ5YTWxc1m9m53vyJ6awckH0bKzJYBzwR+X+ft55nZXcBjwAXufk+dz68GVgMsXryYnp6epCVMS9lsVtsCyGQylMvlmbEtaruHqJTqnFdoI1tqp2fr/qmU12q0LZIbb0vj58AzCC2DU83sfcC9wFOBnyZZkZktAP4TON/d+0a9fSfwFHfPmtlphKuzjhy9DndfA6wBWLlypXd3dyf6x0xXPT09aFtAV1cXmUxm+m6L/i2w/YHoJrXCPhfv2bo/3QeN/l9tZtK2SG5coRF1GTLcbYiZzQJWEYLkGXHXY2adhMD4jrv/sM739NVMX29mXzSzRe6+fTx1i0wrlTI81BPCQmSSNGSMQHcvEA39GvczZmbA14B73f2yMZZZAmxxd49uLGwjHAITkVyvAkMmXezQMLPjgKcDd7r7fXXeP9rd703w3S8A3gj8wczWRvM+DBwO4O5XAq8i3IleAoaA17rr4m8RAOYdAEd0w+Y7wpVPIpMgboeFbyN0fW5A2cz+3t3/Perl9o3AXxHONbTH/WJ3/3W0vr0tcwVwxd6WEZnRDlgOT1oGfY+FVkfvpnBvhUiTxG1pXAh8khAclwIXm9mRwLuA/yP0gHtDUyoUkb0zg4WHhgeEw1bZbTAQPXIZddMhDRM3NJYBX3H3zdGVUq8mjAl+hLs/0qziRGQc5iwMj0UrwutKBfK9Izf07XgM5naFG/t0d7ckFDc0OoA8hJvyzGwI+LACQ2QKaGuDuU8KD4A/9cPTu0OYFLLhfEj1Od830m1IKZdq2dKaklw9dbaZ/Rz4A+EGvt7mlCQik6KtDebsHx71lIsj/U9V+6IqDkadFQ6E5xj3hcj0Ejc0bgY+CHwK6CMMynShmf2WECLrostuRWS6aO8Mh7Hmdo29TLlY08ttnd5uq92gl3Lq9XaaiDsI0ykAZnYE8Ozo8Szgb4EDCFdUrXf3o5tVqIi0oPZOaI/OoexN7fgauz3nagZZqh2AKT859UtiSQdhegh4CPiP6ryo36jnEEJERGRPZtA5NzziqFTGHrGvdlS/cnU6GvNbrZmmm/Ad4e7+MPAwcM1E1yUiAoTzLbPmhUdc7uFwWXVc8NqgqZ1XLoxMWwXaZ+ncTAIN6UZERCR1ZtAxKzxmx/zM1h545l9HgVOIAqZQ8yjWzCtGz/ma+cWRZWcIhYaIiBl0zA6P8XCPuqUvjAqYetPR692WL43Ma3EKDRGRiTKLLgroBOaPfz2VShgLZThoijWv40wXasZUaU4AKTRERFpFWxu0TaDFU6t6jqcaKLUDdO3xOn7AJA4NMzuV0OfUEcBfuvvGqEPDDe5+Y9L1iYhIE1TP8TCroattS1aDvR74AfAnYDnQGb3VTujUUEREprFEoUEIhre7+/uA2vbMLcDxjSpKRERaU9LQOBL4XZ35WUCjs4uITHNJQ+Mx4Gl15p8MPDjxckREpJUlDY01wOVm9oLo9VIzezNwMfClhlYmIiItJ2nfUxeb2ULCKH1zCL3f5oFL3P0LTahPRERaSOJLbt39I2b2SWAVoaWyzt01KLGIyAwwrpv73H0QuL3BtYiISItLFBpmdtUYbzmQA9YD33f3xyZamIiItJ6kLY3FwAsJw73+MZp3DGDAHcDfABeZ2QvdfW2jihQRkdaQ9Oqp3wA/Aw5z95Pd/WTgMOB64L+BpwDXAZc2tEoREWkJSUPjPOCi6JwGMHx+45PA+6Jxwj+N7g4XEZmWkobGAuCQOvOXRO8B9BHjsJeZLTWzm81snZndY2bn1VnGzOxyM1tvZnebmYaUFRFJUdJzGj8CvmZmFwK3RfNOINzc98Po9YnAAzHWVQLe7+53mtl+wB1mdoO7r6tZ5lRC1yVHAicRbiA8KWHNIiLSIElD41zgMuDbNZ8tAVcBF0Sv7wXevq8VufvjwOPRdL+Z3QscCtSGxpnAN93dgVvMrMvMDok+KyIikyzpHeGDwLlm9n7gqdHsB919oGaZtUmLMLNlwDOB349661BgY83rTdG83ULDzFYDqwEWL15MT09P0hKmpWw2q20BZDIZyuWytkVEv4sR2hbJjffmvgHg7kYUYGYLgP8Eznf3vnHWs4bQLxYrV6707u7uRpQ25fX09KBtAV1dXWQyGW2LiH4XI7QtkhvPyH2vAU4BDmLUiXR3PyPhujoJgfEdd/9hnUU2A0trXh8WzRMRkRQkHbnvM4TzGcuADLBj1CPJugz4GnCvu182xmLXAm+KrqJ6LtCr8xkiIulJ2tJ4E3CWu1/TgO9+AfBG4A9mtjaa92HgcAB3v5Jw0+BphO5JBoFzGvC9IiIyTklDow1Y24gvdvdfE7of2dsyDryrEd8nIiITN55BmN7QjEJERKT1JW1pdAGvM7OXEK6eKta+6e7vbVBdIiLSgpKGxipGDk8d1dhSRESk1SW9ue/FzSpERERa33ju0+gg9C91ODCr5i139281qjAREWk9SUfuOwr4CbCccOVTOVpHEcgDCg0RkWks6dVTnyOM0LeQcN/E0cBzCOc5XtnIwkREpPUkPTx1AvAidx8wswrQEXVtfiHw78AzGl6hiIi0jKQtDSO0MAC2EXqchdD77IpGFSUiIq0paUvjj8BxwEPArcAHzKxMGD9jfYNrExGRFpM0ND4JzI+mPwpcB9wMbAde3cC6RESkBSW9T+MXNdMPAUeb2QHArqifKBERaUG5YpnBQpmBfCk8F0oM5qPnQin2esY1CFMtd98JYGZL3X3jvpYXEZHGqlScoWIIhIEoGEaHQ6nSmL/rJxwaZrYE+BjwFmDuhCsSEZHdVCrOYBQK2SgQBvLVkAjhMFnHemKFhpl1AV8AXkq4ke/fCJfYfhz4ALCOEBoiIpKQuw8fOspGgTAcDpMcCvsSt6Xxr8DJwNXAy4DPAi8hnBQ/1d1/2ZzyRESmh0KpQjZfIpsLwVANhepzg44eNV3c0Hg5cI67/4+ZfZFwee2D7n5+0yoTEZlCqq2FbL5EfzUYagKiUKqkXWJDxA2NJxMOQeHuD5lZDvhK06oSEWlBlYozUBgJhf5cif5ccbi1UJ4eubBXcUOjjd0HXCozcme4iMi04e4MFMr054rDodCXC62GqXQYqVnihoYB3zazfPR6DvAVM9stONz9jEYWJyLSLLliuAx1/dZsTUCEkJjpwbA3cUPj6lGvv93oQkREGq1ScfrzJfqGivTlivQNleiLAqJQqjBnqMitG3amXeaUEis03P2cZhciIjJepXKFvlyJ3qEivUPF4ZDI5nQ4qdEmfHOfiMhkKZUrw8FQ+xjIl9MubcZQaIhIy6lUnP5cicxQgcxgkUwUDtlc/D6SpDkUGiKSqlyxTGawyK7BKCAGC/QO6WR0q0otNMzsKuB0YKu7H1Pn/W7gx8CGaNYP3f2iSStQRBrK3cnmS+waCAGxc7BAZrDAUGEG3NwwjaTZ0vgGcAXwzb0s8yt3P31yyhGRRnF3+nIldg0U2DFQYNdAgV2DBYplNR+musShYWavAU4BDmLUcLFJ7tNw9/81s2VJv19EWk82X2JntsD2gTw7s6EVUVJATEuJQsPMPgOcTxit7zGg2b+K55nZXdF3XeDu94xR12pgNcDixYvp6elpcllTQzab1bYAMpkM5XJZ2yIy0d+FA+WyU6pUKFWcUtmpjOqCtYOpccK0rZRjzvb70i5jSkn63/VNwFnufk0zihnlTuAp7p41s9OA/wKOrLegu68B1gCsXLnSu7u7J6G81tfT04O2BXR1dZHJZLQtIkl/F9l8ie39ebZl82zrz9M7VGyZbronas72+8gtOirtMqaUpKHRBqxtQh17cPe+munrzeyLZrbI3bdPxveLzFS9Q0W29uXY1p9na3+ewYLugZARSUNjDfAG4BONL2V30YiAW9zdzexEQmDtaPb3isw0/bkiW/pybOnLs6UvR66oq5lkbElDowt4nZm9BLib3Xu+xd3fG3dFZvZdoBtYZGabgH8EOqP1XAm8CniHmZWAIeC17tOlUSySHgce3THI471DPNGX093UkkjS0FjFyOGp0QcCE+3Q3f2sfbx/BeGSXBGZoF0DBTZnhngsM0R2sMCv1+sor4xPotBw9xc3qxARaZxKxdmWzbNx5yCbM0O7tSbmqL0uEzAVrooTkRgqFWdrf55HdgywadcQ+WkyvKi0lvHc3Hcw8C7CoSonDAP7RXff0uDaRCSGXQMFHto+wCM7BnQSW5ou6c19LwB+DmwBfhfNfj3wPjP7S3f/3ZgfFpGGKZYrPLx9gAe3Zdk5UNz3B0QaJGlL4xLgu8C57l4BMLM24ErgUuD5jS1PRGr154o8sKWfB7cNqJsOSUXS0DgeOLsaGADuXjGzy4D/a2RhIjKid6jIPZt7eWTn4LS5G1umpqSh0QssB+4fNX85kGlEQSIyYqhQ5q5NGTZsH1BYSEtIGhrfA75mZhcCv43mvQD4NOGwlYg0gLvzwJYsd23K6DCUtJSkoXEhYMBVNZ8tAl8CPtjAukRmrKFCmd8+uJ0tffm0SxHZQ9Kb+wrAeWb2IeCp0ewH3X2w4ZWJzECZwQI9929TJ4HSssZ1c18UEn9ocC0iM1p/rsiN927VTXnS0vYZGmZ2LfAGd++LpseUZOQ+ERnh7vxm/Q4FhrS8OC2NHYx0RqiuyUWaYOPOIXYOFNIuQ2Sf9hka7n5Ozct/BDbV3qcBYGYGLG1wbSIzxubMUNoliMTSlnD5DcCiOvMPiN4TkXEolnVYSqaGpKFh1B83YwGQm3g5IjNT17zOtEsQiSXW1VNmdnk06cCnzKz2Ett24EQmaexwkenoiMULWPdYHxXdxyctLu4lt8dGzwYcDdSesSsAdxI6MxSRcVgwu4NjD1vIXRt70y5FZK9ihUZ1xD4z+zpwnrv3NbUqkRno6U9eSDZX4sFtA2mXIjKmROc03P0cBYZI85x0xIEcc+j+aZchMqZEoWFmnzSzc+vMP9fM/rlxZYnMXM84rIsXH7WYubOSXqci0nxJf5VvpP64GXcAb5p4OSICcMjCubz82CezcskCzNKuRmRE0tA4CNhWZ/4O4OCJlyMiVbM62nj2Uw7gtGMP4fAD5qVdjgiQPDQeBV5YZ/7JwKaJlyMioy2c28mfHbmI045dwrJF82hTy0NSlLSX2y8DnzWzWcBN0bxTgE8RBmISkSbpmjeL5z91EccvLfGnLVke3JYlV9Sd5DK5ko6ncamZLQIuB2ZFswvA59394iTrMrOrgNOBre5+TJ33Dfg8cBowSBib/M4k3yEyHc2b1cFxS7s49tCFbM4M8eC2LI/35jQcrEyKxONpuPuHzOxfgFXRrHvdPTuO7/4GcAXwzTHePxU4MnqcRBgd8KRxfI/ItNTWZiw9YB5LD5hHrljm4R0DPLJjkB1Z9ZYrzTPeQZgGgNsm8sXu/r9mtmwvi5wJfNPdHbjFzLrM7BB3f3wi3ysyHc3pbOeoJftz1JL9yeZLbNw5yKM7FSDSeIlDw8w6CH1NHc7IISoA3H2sVsN4HApsrHm9KZq3R2iY2WpgNcDixYvp6elpYBlTVzab1bYAMpkM5XJ5xm2L2cAhDoVyhWL0cIe2Uo452+9Lu7yWoG2RXKLQMLOjgJ8Aywn9UJWjdRSBPGMfamoqd18DrAFYuXKld3d3p1FGy+np6UHbArq6ushkMjN+W5TKFbb057nr1t9SPvho+nOltEtK3Zzt95FbdFTaZUwpSVsanyPcyHc88ET0vJBwvuGjDawLYDO7D+x0WDRPRMaho72NQ7vm8qdZ7XQf92QG8iUe782xpS/HE705DTUrsSQNjROAF7n7gJlVgA53v9PMLgT+HXhGA2u7Fni3mX2PcAK8V+czRBpn/uwOVhy0gBUHLQAgM1hgS1+erf05tvblFSJSV9LQMMLlrxDuDD8UuJ9wvmFFohWZfRfoBhaZ2SbCULKdAO5+JXA94XLb9dF3nlN/TSLSCF3zZtE1bxYrl+yHu9M3VGJbNgTItmyegXw57RKlBSQNjT8CxwEPAbcCHzCzMvB2ws49Nnc/ax/vO/CuhPWJSAOYGQvndbJwXicrDtoPgKFCmW39IUC2Z/PsGiho0KgZKGlofBKodoLzUeA64GZgO/DqBtYlIi1m7qx2Dj9wHocfGHYB5Yqza7DAjmyBHdk8OwYKOrk+A8QODTPrBC4i6s3W3R8CjjazA4BdUctARGaI9jZj0YLZLFowGwitkXypzM6Bwm4PHdaaXmKHhrsXzWw5YZzw2vk7G16ViExJszvaOWThXA5ZOHd4Xq5YJjNYZOdAgV2DIUjUIpm6kh6euppw/uIfmlCLiExDczrbWbKwnSUL5wzPK5YrZAaLZAYL7BossmuwQO9gkZJOkrS8pKExH3i9mb2EcL/GboMZu/t7G1WYiExfne1tLN5vNov3mz08z93pz5fojUIkM1gkM1Qkq1ZJS0kaGkcD1Z5mjxj1nv5EEJFxMzP2n9PJ/nM6WVoz6FSpXKF3KARI71CR3sHwPFjQuZI0JO0a/cXNKkREpJ6O9jYOXDCbAxfM3m1+oRTCpHeoSF8uhElfrqgT7002rl5uRUTSNqtjz0NcEM6X9OdKIUyiQOkbKtGfK+q+kgYYTy+3pwLvJhyeeqm7bzSztwEb3P3GRhcoIpJEZ3sbB8yfxQHzd+uEm0rFyRZK9OdKIUyGimzd1QadbRoBMYGkvdy+HrgS+Crw50TdfgDtwIWAQkNEWlJb28g5k0O7wiXBPY920P2swyiUKvTnivTnStGjSF/0XCyreVIraUvjQuDt7v69qHVRdQvhxj8RkSlnVkf98yYQ7jOpBkk2PxIq/bnSjAyUpKFxJPC7OvOzwP4TL0dEpLXM6WxnTmf7HudOIARKNl8iW22h5MMlwtl8adoe8koaGo8BTwMeGTX/ZODBhlQkIjJFVANlUZ0WSrFcYSBqmWTzpTAdBcxAvjRlT8onDY01wOU1h6aWmtkLgYuBTzSyMBGRqayzvW24u/nR3J2hmlbKQD6ajsKlle9BSXqfxsVmthC4AZhD6OE2D1zi7l9oQn0iItOOmTFvVgfzZnUQ9Ty/m3LFGSxUQ6TMQBQm2XyJgUKJoUJ6h76SXj11OPAxQhfpq4A2YB0wYGaHu/ujjS9RRGRmaW8z9pvTyX5zOuu+X644A4USg1ELpTZgBguhpdKsfseTHp7aABzi7luB26szzezA6L32BtYmIiJ1tNdcPlxPpRIOfw3kSwwUysOHvKpBM5AvjbtzyPEM91rvmxYAuXFVICIiDdXWZsyf3cH82WPv4vOlcgiQQrJzKLFCw8wujyYd+JSZDda83Q6cCKyN/a0iIpKq2R3tzO5o50nz9zxRvzdxWxrHRs9G6Om2UPNegdDz7SWJvllERKacWKFR7d3WzL4OnOfufU2tSkREWlLSS27PaVYhIiLS+sbTy+1rgFOAgwiX3A5z9zMaVJeIiLSgpPdpfAY4n3BT32NotD4RkRklaUvjTcBZ7n5NM4oREZHW1rbvRfZYfm2jvtzMXmZm95vZejP7YJ33zzazbWa2Nnq8rd56RERkciQNjTXAGxrxxWbWDnwBOJXQJclZZraqzqLfd/fjo8dXG/HdIiIyPkkPT3UBrzOzlwB3A8XaN939vQnWdSKw3t0fAjCz7wFnEvqyEhGRFpQ0NFYxcnjqqFHvJT0pfiiwseb1JuCkOsu90sxOBh4A3ufuG0cvYGargdUAixcvpqenJ2Ep01M2m9W2ADKZDOVyWdsiot/FCG2L5JLep/HiZhUyhp8A33X3vJn9HXA1YWzy0XWtIRw6Y+XKld7d3T2pRbaqnp4etC2gq6uLTCajbRHR72KEtkVySc9pNNJmYGnN68OiecPcfYe756OXXwWePUm1iYhIHXE7LLw2znIJb+67DTjSzJYTwuK1wOtGfe8h7v549PIM4N4E6xcRkQaLe3hqR6O/2N1LZvZu4BeEnnKvcvd7zOwi4HZ3vxZ4r5mdAZSAncDZja5DRETii9thYVP6nHL364HrR837eM30h4APNeO7RUQkuTTPaYiIyBSj0BARkdgUGiIiEptCQ0REYlNoiIhIbAoNERGJTaEhIiKxKTRERCQ2hYaIiMSm0BARkdgUGiIiEptCQ0REYlNoiIhIbAoNERGJTaEhIiKxKTRERCQ2hYaIiMSm0BARkdgUGiIiEptCQ0REYlNoiIhIbAoNERGJTaEhIiKxKTRERCQ2hYaIiMSWamiY2cvM7H4zW29mH6zz/mwz+370/u/NbFkKZYqISCS10DCzduALwKnAKuAsM1s1arG3ArvcfQXwWeDTk1uliIjU6kjxu08E1rv7QwBm9j3gTGBdzTJnAp+Ipq8BrjAzc3cfa6UbN26ku7u7KQVPNZlMhq6urrTLSN3atWsplUr6XUT0uxihbZFcmqFxKLCx5vUm4KSxlnH3kpn1AgcC22sXMrPVwOroZf6Xv/zlH5tS8dSziFHbagZb9Mtf/lLbItDvYoS2xYiVcRZKMzQaxt3XAGsAzOx2d39OyiW1BG2LEdoWI7QtRmhbjDCz2+Msl+aJ8M3A0prXh0Xz6i5jZh3AQmDHpFQnIiJ7SDM0bgOONLPlZjYLeC1w7ahlrgXeHE2/Crhpb+czRESkuVI7PBWdo3g38AugHbjK3e8xs4uA2939WuBrwLfMbD2wkxAs+7KmaUVPPdoWI7QtRmhbjNC2GBFrW5j+cBcRkbh0R7iIiMSm0BARkdimdWiY2fvNzM1sUdq1pMXMPmNm95nZ3Wb2IzPrSrumybav7mpmCjNbamY3m9k6M7vHzM5Lu6Y0mVm7mf2fmf007VrSZmZdZnZNtK+418yeN9ay0zY0zGwp8FLg0bRrSdkNwDHu/gzgAeBDKdczqWJ2VzNTlID3u/sq4LnAu2bwtgA4D7g37SJaxOeBn7v7UcBx7GW7TNvQIPRVdSEwo8/0u/t/u3spenkL4X6YmWS4uxp3LwDV7mpmHHd/3N3vjKb7CTuGQ9OtKh1mdhjwcuCradeSNjNbCJxMuFoVdy+4e2as5adlaJjZmcBmd78r7VpazFuAn6VdxCSr113NjNxR1op6jH4m8PuUS0nL5wh/VFZSrqMVLAe2AV+PDtd91czmj7XwlO1GxMz+B1hS562PAB8mHJqaEfa2Ldz9x9EyHyEcnvjOZNYmrcfMFgD/CZzv7n1p1zPZzOx0YKu732Fm3SmX0wo6gGcB73H335vZ54EPAh8ba+Epyd3/ot58MzuWkJx3mRmEwzF3mtmJ7v7EJJY4acbaFlVmdjZwOnDKDLyjPk53NTOGmXUSAuM77v7DtOtJyQuAM8zsNGAOsL+Zfdvd35ByXWnZBGxy92qr8xpCaNQ17W/uM7OHgee4+4zsydLMXgZcBrzI3belXc9ki/osewA4hRAWtwGvc/d7Ui0sBRb+iroa2Onu56dcTkuIWhoXuPvpKZeSKjP7FfA2d7/fzD4BzHf3f6i37JRtaUhsVwCzgRuiltct7n5uuiVNnrG6q0m5rLS8AHgj8AczWxvN+7C7X59eSdIi3gN8J+oH8CHgnLEWnPYtDRERaZxpefWUiIg0h0JDRERiU2iIiEhsCg0REYlNoSEiIrEpNEREJDaFhoiIxKbQEGkyM/uGxmyQ6UKhIVNWtDP26FE0s63RIEPvivpYSrKuHjO7okmlngdMSr9GZnaQmX3LzB43s7yZPRF1CzF6uSvN7HM1r48xs/8ws+3R5x4ws38ys7mTUbdMHQoNmer+BzgEWEbo2fgnwD8Bv9pb986Tyd179zY+QYN9ibA9XgocAfwl8LvaBaI+qM4A/it6/WeELtId+BvgGOCjhKC7WcEhtRQaMtXl3f0Jd9/s7mvd/TKgm9DV84UQdpJmdqGZPWhmQ2b2BzMb/svfzL4BvIgwkl215bKsXutj9KGmaJkvmtm/Rn+lbzWzS8ysbYKfmW9m3zSzrJltMbMPmdlPo1r3ZhbwFEI/U3Pd/S53/8WoZU4g9Ef262hkw68D17r7q939f939T+7+A+B5wEr20uOpzDwKDZl23P2PwM+BV0az/gV4K/AuwpCvnwK+bGYvj94/j/DX+NcJf6Ufwu4DN+3L6wljlTwfeDdwPvCaCX7mUkKQ/TXw54QhOF+4txVGAXADcBZwHXC2md1oZgeOWvSvgOuiER1PAFYAnx69PnffSugV96x9/FtkBlFoyHS1DjgiOkT194Run3/u7hvc/f8BXyGECO7eCxSAwajV8oS7l5N8l7t/3N0fiP5Cv5nQFfu4PhMNkvQW4APufkPUK+9b2fcoc5cB2939dnff6O4fBQ4GLhi13JlEh6YIY89A6D6+ngcILRcRQF2jy/RlhGP0qwgD7fzczGq7dO4EHm7Qd9096vVjwEET+MxTCfXdWn3T3QfM7I9jrSwafOytRIfkamSAJ9cst4JwrqN6yKo/ej4AGKyz6gOAGTe6n4xNoSHT1SrCuADV1vQrgEdHLVPcxzoqhPCpVe+qrNHrcfbdih/PZ/bmb4A/uXu+OiO6guwYwsUBVX8F3OjuA9Hr30W1vIJwEn20VwC/nkBdMs3o8JRMO2Z2DPAywrCV64A88BR3Xz/q8UjNxwqEQZpqbSOc36h1XLPqrvEgYUd+QnWGmc0jBMBYDgRGXy12NrAA+G7NvNpDU7j7DuBy4KNm9uTaD0fDBD+bcE5IBFBoyNQ328yWmNmTzew4M/t7oAe4A7jE3fuBS4BLzOwtZrbCzI43s3PNbHXNeh4GToyumloUXcl0E3CqmZ1hZivN7DJ2H2+8Kdw9C1wFfNrMTjGzVcBXCf+/jjVq2i3AkWb2D2b2NDM7F/gc4bzIowBmthh4LjUtj+j8yeWEf//NZvasaP77gC8DHwE2RyfZRRQaMuX9BfA44dDTjYT7Dz4BnFxzCOZj0bwLgHsIVxi9EthQs55LCK2NdYQWxuGEHXf18RvC8f8fNfMfU+MC4FfAtYST5HcDtwO5MZb/LvAh4B2EwDwbeJO7X1qzzCuA29x9y6jveYRwFdfTgPdG8y8jXL77b4Tt2/SwlKlBw72KTAFmNpuwc//MqCBIso4fA79x94sbWpzMKDoRLtKCzOyZwNGEK6j2Az4QPX9/Aqv9Dbuf3xBJTC0NkRYUhcZXCHdkl4C1wAXufkeadYkoNEREJDadCBcRkdgUGiIiEptCQ0REYlNoiIhIbAoNERGJTaEhIiKxKTRERCS2/w8ZH8fLed5+VQAAAABJRU5ErkJggg==\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -779,21 +779,21 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "10.0%. Run time:   1.71s. Est. time left: 00:00:00:15\n",
-      "20.0%. Run time:   3.12s. Est. time left: 00:00:00:12\n",
-      "30.0%. Run time:   4.99s. Est. time left: 00:00:00:11\n",
-      "40.0%. Run time:   6.63s. Est. time left: 00:00:00:09\n",
-      "50.0%. Run time:   8.18s. Est. time left: 00:00:00:08\n",
-      "60.0%. Run time:   9.71s. Est. time left: 00:00:00:06\n",
-      "70.0%. Run time:  11.01s. Est. time left: 00:00:00:04\n",
-      "80.0%. Run time:  12.69s. Est. time left: 00:00:00:03\n",
-      "90.0%. Run time:  13.98s. Est. time left: 00:00:00:01\n",
-      "Total run time:  15.40s\n"
+      "10.0%. Run time:   5.21s. Est. time left: 00:00:00:46\n",
+      "20.0%. Run time:   7.61s. Est. time left: 00:00:00:30\n",
+      "30.0%. Run time:  10.91s. Est. time left: 00:00:00:25\n",
+      "40.0%. Run time:  15.14s. Est. time left: 00:00:00:22\n",
+      "50.0%. Run time:  21.00s. Est. time left: 00:00:00:21\n",
+      "60.0%. Run time:  23.79s. Est. time left: 00:00:00:15\n",
+      "70.0%. Run time:  29.51s. Est. time left: 00:00:00:12\n",
+      "80.0%. Run time:  31.96s. Est. time left: 00:00:00:07\n",
+      "90.0%. Run time:  34.27s. Est. time left: 00:00:00:03\n",
+      "Total run time:  36.58s\n"
      ]
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 720x360 with 1 Axes>"
       ]
@@ -805,7 +805,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1008x216 with 2 Axes>"
       ]
@@ -817,9 +817,8 @@
     }
    ],
    "source": [
-    "a = 3\n",
+    "a = 2.8\n",
     "reg = Register.rectangle(1,9, spacing=a, prefix='q')\n",
-    "reg.draw()\n",
     "\n",
     "# Parameters in rad/µs and ns\n",
     "\n",
@@ -829,6 +828,8 @@
     "t_rise = 600\n",
     "t_stop = 2500\n",
     "t_end = 3000\n",
+    "R_blockade = MockDevice.rydberg_blockade_radius(Omega_max)\n",
+    "reg.draw(blockade_radius=R_blockade, draw_half_radius=True)\n",
     "\n",
     "#\n",
     "hold = ConstantWaveform(t_rise, delta_0)\n",
@@ -843,8 +844,6 @@
     "seq.add(sweep, 'ising')\n",
     "seq.add(stay, 'ising')\n",
     "\n",
-    "#print(seq)\n",
-    "#seq.draw()\n",
     "phase_diagram(seq)\n",
     "\n",
     "simul = Simulation(seq, sampling_rate=0.4)\n",
diff --git a/tutorials/applications/Using QAOA to solve a MIS problem.ipynb b/tutorials/applications/Using QAOA to solve a MIS problem.ipynb
index e90df90..c1bec08 100644
--- a/tutorials/applications/Using QAOA to solve a MIS problem.ipynb
+++ b/tutorials/applications/Using QAOA to solve a MIS problem.ipynb
@@ -15,7 +15,6 @@
    "source": [
     "import numpy as np\n",
     "import igraph\n",
-    "import networkx as nx\n",
     "\n",
     "import matplotlib.pyplot as plt\n",
     "\n",
@@ -146,9 +145,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAREAAADlCAYAAAB04MM1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAA27ElEQVR4nO29ebBkd3Xn+Tl3z+XtS1XpvdKCtpKQqJJHErSx1OwDNDIxjo4OzOChxz1D9zS4YcBu43bERPd42gttmo4J4ybAxk0bPLanAbfLgxEYWSA7hFqSpRJCVRKlokq1vn3J9a6/+SMrn6pevXwvX273Zr77iaiot2TePPnuvSfP93fO7xxRSpGSkpLSKlrcBqSkpPQ3qRNJSUlpi9SJpKSktEXqRFJSUtoidSIpKSltkTqRlJSUtkidSEpKSlvsCSciIreKSFVEvhy3LSkpSUREviwiF0VkXUReEpH/penn7oViMxH5FpABziilPhC3PSkpSUNEXgucVEq5InIIeBT4B0qpp3d67sBHIiLyPmAV+E7MpqSkJBal1A+VUm7928v/bm7muQPtRERkGPg/gY/HbUtKStIRkd8VkTJwArgIfKOZ5w20EwF+Dfh9pdS5uA1JSUk6Sql/DgwBDwBfA9ztn1HD6KZRnebNb3uz+sp/+UpTj33+B89z26HbePi7D3Nh9cJvfvyXP87pU6e5sHrhf+yymQNBoVJgZmyGvJOP25QtKVaLXFi9kFj7+pXzK+cB+OX//Ze57dBtv3Zh9QIAM780M6O+oC5s9Zy+ciLLS8tNP/bxv3mcs6+c5f677wegVCoRhREv/f2XePi7D3fLxIFB0zTCKGzqsVEUEamIMAo3/g+jED/0UUoRqeja44uGiGDqJrqmo2s6mmgb/2va9kFyGIWISEvvLWVnwjDkzI/PNPXYvnIiu+EDH/wA7/2Z9258/7nf+RxnXznLb376N2O0qn/QRMMP/at+FkURfujjhz5lr0zFr+AH/oaTUEpt3NgigiYaCAjX3uwKBQoiFVHPEF75fE00TMMkY2bIWllM3cTUzQ3n4od+7fgpbbO4sMjffu9vedt//zacjMNjjz7Gn331z/jdL/xuU8+P1YmIyCjwe8Bd1FaDf14p9Xirx1suLnP02FGOXzrOHfvv4KHDDzGeHwcgl8vh2A4TkxOdMH3gUSiqfpVitUjZK1P2yrh+TSKLCLquY2omGSvTlYhAKUUYhRTcAqvl1Q1HY5s2WStL2S3jBR6O6aQRSQtcea8czBzk4S88zCc//kkiFTE7O8u/+fV/wzve/Y6mjhVrnYiIfAl4TCn1eyJiAVml1Gqjxx++57D6y7/+yy1/t1xc5sN/9GFWyis4pkPVrzKWHeOz7//shiNJ2Z4oinB9l5JXYqm4hG3YTA5NbjgMQ48/cA3CAD/ymVudo+yXyVpZhuwhslYW27R3lEEprd0r262JxPYXF5ER4EHg9wGUUt52DmQnjh47ykp5hX3D+xjJjLBveB8r5RWOHjvaIYsHkyAMKLklLq1d4seLP+b82nmKbhHLtMg5OfJOnoyZSYQDATB0g4yZIefkyNk5LMOi4BY4v3aeHy/+mEtrlyi5JYIwiNvUxNLpeyXOK+MmYAH4AxE5DDwNfFQpVbryQSLyIeBDADOzMw0PdvzScRzTAQWz3iznrfM4psOJSye69w76FKUUVa/KSmWFilcBajdn1spuSAM3aCq7FzuaaLXzTu19uYFLaa12CWWsDGOZMRwrlTxXcvzScTJGhll3lgvWBSKJ2rpX4oz9DOAngP+olLoHKAGf3PwgpdTnlVL3KqXu3W494479d1D1qyCwYqxwe/V2DN/g0P5DXXsD/UYQBqyWVzmzdIbza+cJooCcXftEtw277280EcE27I33FEQB59fOc2bpDKvl1TQ6ucyh8UPcHdxNQS8QSW1RvOpXW75X4oxEzgHnlFJPXP7+v7CFE2mWhw4/xDd/+E3m1udwTIdX/Fe4z7iPI0NHOmFr36JUbYG0UCmw7q6joWFbNo44Oz5vq6xKP2HpFpZuEaqQ5eIyi8VFhu1hhjJDe3ZB9tyZc+wv7eeRzCPMl+evWhN56PBDLR0zNieilLokImdF5Hal1IvAW4EXWj3eeH6cz77/sxw9dpQTl05waP8h3vO69zB3ao7Hv/s4973xPgwjGbq+F9Qly2JpEdd3MQyDnJXb1Y2TZCeiodFsUkAXnaydRSlFOSizvrKObdpM5ibJ2JkuW5oMoijimSeeQdM13vHud3B/+f6r7pUrM5m7Je676heAr1zOzJwC/ud2DjaeH+eDb/zgVT+bODzB4vwijz78KPf95H2MjI208xJ9QcWrsFxepuJVsA27papOhSLBPgTkso27eYoIjuGAUaszOb92noyVYTw7TsYaXGdSKpZ44rEnOHT3Ia6bvQ7Y+l5plVidiFLqWeDebr/O5PQkD77tQb7/2PeZuX6Gm29ranNi3+H6LsulZUpuCcu0yNutl4QrpTB1s4PWdRZTN5uORBo939RNvNDj/Mp5cnaO8dw4tml30Mr4OXfmHC8df4k3PPgGsrlsV15jzyTVLdvigbc+gFtxefy7jxMEg7PI5gc+C+sLnF05ixu65J08lm61dcxIReia3iELO4+u6buORLbC0i3yTh43dDm7cpaF9QX8wN/5iQkniiKefvxpFuYWeNM73tQ1BwLxy5meIiLcefjOgZE3SinWKmssFhfRNX3Xax7b0cz+lTjRNK2jazaO4aB0RdErslZdYzI/yUhmpC8XX7eSL91kTzmROoMgb7zAY6G4QMWrkLWyHd9HopRK9N4UTZpfWG0WESFjZohUxGJxkZJXYio/hWW0F9X1kl7Il80k9yrpMv0qb5RSrJZXObt8liAMyNv5rt3suiRYznTRNk008naeIAw4u3z2qr07SaWX8mUze9aJwKvy5tY7buXRhx9lbWUtbpO2xQs8LqxdYLG4SMbKYBtdXAQUEr0mUt8h3E1swyZjZVgsLnJh7QJe4HX3BVukVCzx6MOPcuDgAe65/56ey9A97UTq1OXNsaeP8fJLL8dtzpasV9Z7En3Aq1ImyesBmqZ1RdJc8zqbopL1ynpXX2+3nDtzjif+5gne8OAberL+sRWpE7lMUuVNFEUsrC8wvz7f/ejjMqEKE53erWPqJqFqrnFSu9Sjkvn1eRbWF4iiaxst9ZI45ctmUidyBUmTN0EYcHH9IuvVdfJOd6OPza/rGNuXxScBx3B6uh9GE428k2e9us7F9Yux7cWJW75sJnUiW5AEeeP6LudWzuEHPjk719PXDlXYFxWcGSvTs0jkSnJ2Dj/wObdybqNRU69IgnzZTOpEGhCnvClWi5xbOYeu6Rvb3HuKIjH9Q7bD0A06UG/WEo7poGs651bOUawWu/56SZIvm0mdyDb0Wt4opVgprXBp7RKO5cS3LiFgan2wJqKZHalabfn1dRPHcri0domV0krXXidp8mUzybImofRC3iilWC4ts1RcImfnYqvRCKIAS7cSd6FuhaZp2IZNEMW3CK6LTs7OsVRcYqm41PFsURLly2aSf6UkhG7KG6UUS8UlVsor5OzOla63QhAGZMzkr4fUyZiZ2JsNiQg5O8dKeYXl0nJHHEmS5ctmUieyC7ohb5RSLBYWWa2sdnTvS6v0y6JqnbgWVzcjIuSsmiNZLCy25UiSLl82k2zrEkqn5E09AlmrrpG387E7kJpR/bGoWifOxdXNiAh5O89ada3liKQf5MtmUifSIu3Km/oaSD0CSQL17f/tthHoJZZuoWv6llP24qIekSyXmp/Y2E/yZTOpE2mDduTNanmVldJKIiRMHTdwGbKHEmNPM9Q//ZPUnX5D2pRWmsra9Jt82Uzs1oqILiLPiMhfxG1Lq+xW3hSrxY0sTJJu2EhFZJ3++QSsk7NziYpE4NXF1qXi0rZ1JP0oXzYTuxMBPgocj9uIdmlW3ri+y9z6HBm7O+MnW2VjTKXef+0B6/uJkrZdX0TI2Bnm1ueuqWztZ/mymVidiIjMAv+A2jzevmcneROEARfXLmIZVuJ6dXihR87K9V0oDbV6kZyVwwuTt1VfFx3LsLi0fmkjFd3v8mUzcVv/H4B/CTSMRUXkQyLylIg8tbS41DPD2mEreRNFEXOFOYBE7pANwoAhZyhuM1pmyBmKvV6kEfWm0nOFOV45/Urfy5fNxDmL9z3AvFLq6e0e1+wEvKSxWd7Mr85T9arx7IVpBqEnbQa6hW3YiR5xYekWLzz9Aq+cfaXv5ctm4oxE3gj8tIicBv4YeIuIfDlGezpOXd4ceM0Bvv/o91FusjR7HS/wEjW0uxXqg76T2H2sWq7yzGPPcGDmAPtv20/R7f6GvV4SmxNRSv2KUmpWKXUj8D7gEaXUB+Kyp1t4gUdoh9zzU/fw8g9e5vyPz8dt0jX4kc9YdixuM9pmLDuGHyVr3MP8+XleeOoF7rr/LiYPTJK1sywUFhLp7Fol7jWRgUYpxUJxAUM3sG2b1/3k6/Bdn+efeJ4wiL9UGyCMQnSJqeVAh3FMB110wij+v20URbz4zIusLq5yz0/dg52pSUVNNAzdYKG4kLhsUqskwokopR5VSr0nbjs6zVplbWOUJdTkzY2HbmT2llmeeewZiuvxh7Vu4DKaGU1UurlVRITRzGjshWd1+TKxf4LbDt+GaFf/bW3DpuJVEtevtVUS4UQGES/wWCoukbWuXUAbnRjl8BsPxy5vlFJEKmppVm9SyTt5IhXF9im/Wb40ImtlWSwuDoSsSZ1IF7hSxjTqi2paZuzyxg1chp3hvl5Q3YyhGww7wz2PRhrJl0YMkqxJnUgX2CxjGhG3vAmjkOHMcE9fsxcMZYZ62qhoJ/nSiEGRNakT6TB+4LNYXNxSxjQiDnnjhz6WYfV1bUgjHMPBNmz8sPuZmmblSyOyVpaFYn8PEU+dSIdZLa+ia/quxzv0Wt54gcdkfnIgFlQ3IyJM5ie7ut6wW/nSCE00dE1ntbzaWQN7SOpEOojru6xV11qe2dIreeMFHrZp91UHs92SsTLYpt0VR9KqfGmEYzisVdd6Pn6iU6ROpIMsl5YxdKPtT/duyxsv9JjI988WglaZyE90fFNeu/JlK0QEQzd21cQoSaROpENUvAolt9SxyXHdkjdVv0rOyvVVM+ZWyZgZclaOql9t+1idki+NcAyHklui4lU6etxekDqRDqCUYrm8jGV2tq1gp+WNUoogChjPj3fIwuQznh8niIK20qidli+NsEyL5XL/RSOpE+kAVa9Kxat0rTdpp+RN1a8y4owMZEamEbZhM+KMtByNdEO+NMLSLSpehYrbX9FI6kTaRCnFYmmx6zdmu/ImUhGhChnNjXbHwAQzmhslVOGuWih2W740wjZsFkvtjZzoNakTaZOqX8X13Z40GmpH3lS8ClP5qUQ2ROo2pm4ymZtser2hV/JlK0zdxPXd2Pf/7IbUibRJoVLAMHpbNr5beeMGLo7lDGR1arOMZEewTXvHm7OX8qURhmGwXu6fKtbUibRBEAasu+uxNDduVt5EKiKIAqbyUwNZWNYsIsL00DRBFGwpa+KSL1th6zbr7npi2z1uJnUibVB0i2hosd2czcibildhMjeJZfTPQKpuYRkWE9mJa2RNnPJlK0QEDa1vOqClTqRFlFKsllexrfgzHY3kTSpjrmWzrEmCfNkK27JZLa/2xQJrnI2aD4rIX4vICyLyQxH5aFy2tELVqxJEQWJGP2yWN37gpzJmC+qyxgs8TjxzIhHyZSt00QmigKrXfqFct4kzEgmATyil7gTeAHxYRO6M0Z5dsVJZSZxE2JA3N8/y9HefxgmdxNmYBPyqz6knT5GbyCVCvjTCMixWKjuP4Yyb2LrRKKUuAhcvf10QkePADPBCXDY1SxAGVLwKOTsZg7g3Yw6Z3P/g/Zx89iTV9So333Zz3CYlhnNnzvHS8Zd44M0PUApLrFfXE3seLd2i5JYIwiDRjaMSsSYiIjcC9wBPbPG7xA2vSnIOv+JXcCyH/eP7mxrruVfYamzlRH4Cx3Ko+MmtEFWoRF9vkAAnIiJ54KvAx5RS1yTHkzi8qlAtJPKTwQ99NNHYN7QPTdN2HOu5V2g0tlLTan8rQXrSwKgVTN2kUC3Ebca2xD2L16TmQL6ilPpanLY0SxRFlNxS1/bJtEoYhXihx/6R/dc4uK3Geu4Vzp05t+3YSkM3ODB6AC/0EjFqYjN1SRNFzZfs95o4szMC/D5wXCn17+OyY7e4votCJSrjoZSi4lfYN7Sv4R6ezWM9B13ebCVfGmEbNvuG9lHxK4lLqYpI4iVN3GM0f47a+MxnL/97d4z2NEXJK2FoyZEySilKXomJ3MSOox/2irxpJF+2I+/kmchNUPJKiXMkhmZQdstxm9GQOLMzf0OiRzBfi1KKoltMTNq07kDGsmOM5Zofg1mXN99/7PvMXD8zUNmbevblDQ++YddDs0ezo0QqYqW8Qs7KJSbatAyLgltgPD+eGJuuJPaF1X7CC2q6ebdNmLtF2Sszlh1jPLf7JkODJm92I18aISKM58YZzYxS9pLzya+JVlvzSuigq2TcDX1CL2eZbIdSipJbYtgZZjzX+qfToMibVuRLI0SEifwEw84wJTdZ0iYp199mUieyCypeBV2Pt8y9LmFGs6NMDnVm5EM/Z292yr60gogwOTTJaHY0MWskuq4ntv9q6kR2QcWvYGrxNfW5cg2knQhkK/pN3nRCvmxHXdqMZccS4UhMzUxsUVzqRJokiiJc30XX4olEwijcyMJM5Ce6ssDWL/Kmk/JlO+rSpp61ibOORNd0vMBLZL1I6kSaJM6KRj/0qQZV9g/v31UWplWSLG+6IV92Yiw3xv7h/VSDaqzXgVIqkZW1qRNpkiAKYkmvVfwKkYqYHZvdsQ6kkyRN3nRbvuxE3skzOzZLGIWxyQoRSeTiaupEmiSORdWSW8IyLGZGZ2IZ85AUedMr+bITtmEzOzaLZdRK0XtNUhdXUyfSJNWg2rNF1UhFFN0iw84wB4YPxL7Zr5PyZmVlhX/ygX/CLTO3cP/d9/P1//fr2z4+DvmyHYZucGD4AMPOMEW3uKsxFO1iaibVIHlNilIn0iR+4PekyMwNXCp+hemhaaaGp2L71N1Mp+TNr/7ir2JaJsdePMbvfP53+JVP/AovHn/xmsfFLV+2Q9M0poanmB6apuJXeravRRMNP0jXRPqSKIqIVNTVNZFI1XYHG7rBwbGDieyL2q68KZfKfOPoN/ilf/VL5PI57v979/P2d72dr/7JV696XFLky04MZ4Y5OHYQXdNrO227HJWICJGKYk83byaZZydhdPviqEcfk/lJrhu5LjF7cxrRqrw59fIpdEPn5lte3avz2rtey4snXo1EkiZfdqK+ZjWRm+hZVJK0lgWpE2mCMAq74v03Rx8j2ZFEbrDailbkTalYYmho6KqfDQ0PUSqWEi1fdkJEGM2N9iwqSZ1IH9JpKaOUouJVKHvlvok+tmK38iaXz1EoXN2lq1Ao4GScvpAvO3FlVFL2ylS87vQn6eVibjP059nqMZ08aVW/Sskrkbfz3DBxQ19FH41oVt685ubXEAYhp14+tfGzp554ilw21zfyZSfqUckNEzeQt/OUvBJVv3MZFaVU6kT6kTAK277RvcCj6BaxDZuD4weZGh6s4drNyJtsLsu73vMufvvXf5tiocgf/t4f8t1HvsvHfvljfSVfmsHUTaaGpzg4fhDbsCm6xY5s5dc0LZUzVyIi7xSRF0XkpIh8Mk5btiMIg5bTu37oU3JLaJrGzNgMB0YPxFI41guakTe//ulfp1gscvetd/OZT3+GT/2HT3HHnXfEYG1vsA2bA6MHmBmbQdM0Sm6prdJ1TbTEzeiNrYpJRHTgs8DbgXPAkyLy50qpxM2dUUrtqgebUrWemGEUYhkW141eR8bKdM/AhLG5c9rYdWMcPXaU45eOc3vmdt7/c+/nc1/83MBFH9uRMTPMjs1S8SosFhcpuSV0Tcc27N1FuULiUrxxlkLeD5xUSp0CEJE/Bt5LAodXRSpCmvAiYRTiBi6Rihh2hhnODO/+IhkQ6vLmqSef4kvf+hJPB09zp3Ynz0bP8q3Mt7hf3U+WveNE6mSsmjNxA5f1yjrr1XU00bANu+kd4opkOZE45cwMcPaK789d/lnf4QUeJa8Wpo5nx7lx4kamh6dxTGdPOpA6IsIL/gu8FLzEW/S34Nouq8OrrFRWOHrsaNzmxYaI4JgO08PT3DhxI+PZ8Zrs9Uo7rpsIkkYiu0VEPgR8CGBmNhk+RimFF3o1bSq1UHVqaGrPO42tOH7pOKP6KOv6OlmVZY01HNPhxKUTcZuWCAzdYDQ3ykh2hKpfZaW8Qskrgar9ztKtxF9TTTsRERkDDl75HKXU37Xx2ucvH6/O7OWfXYVS6vPA5wEO33M4NhccqWhjWz5AzsoxmZ/ENuzYN8glmUPThzh19hSns6e5tXorhjKo+lUO7T8Ut2mJQkTIWBkyVoYgDHADl0K1UHMosCF5kkhTV7+I/Brwj4GXYUOQKeAtbbz2k8CtInITNefxPuD9bRyvowRhgB/5hGFIyS3hhR6TuUmyThZbt/u2IKrX3K7dzuP248wV5giMgOsK11HOlnno8ENxm5ZYDN3A0A1ydq7WUS90KVfLFNwCZb/Whb7eqjMJH2DNWvCPgJuVUh3rWa+UCkTkI8DDgA58USn1w04dfxd2EEbhhsNQqjbdzjIshuwhslaWrJWlGlTJWntvIbAdyqUyQTXgN37uNzh67CgnLp3gFv8WPvxTH2Y8v/sxF3sRTdPIaBkyZobx/Dhr1TUyRoacnaPslSlWixvXrK7rmJqJruk9lUDNOpHngVFgvpMvrpT6BvCNZh8fRiHFavHK56NpWq2G4/Lf7MosysYqtqrJkSi6tnxdEw3TMDcchqmbmLp5VaRR9auJHmOYVJ558hnuue8e8vk8H3zjBwFwqy6Pf+9xbpy9MV7j+hARwdZthpwhJocmgdoOcz/08UO/VmrvV6h4lWuqWjtwr+Qa2dWsE/kN4BkReR7YuJuUUj/d5PM7gmM6vGbqNYRRSKQiwiisRRGhj1IKhbpq5VpEEAQRwdRrHlrXdDTRNr5uxmObupm4UuOkszi/iOM45IevbuloOzbT+6Y5e+YsB2842ODZKY2IVHRVpbOmadiajW3aV7XPrEfYnbpXgJONbGrWiXwJ+C3gB0Csd1NdL/YSXdM7nlar9ygJVbjh+esnGQXRFn9mjdqnSP0k1z9ZdKmd7KSs0yileO7p53jgrQ9s+ftDdx/ikW8+wszBmcTYDP1xTqIoaqqeREQ6eq+oLzS+AZp9hbJS6v/uiDV9SDtjIqIowo98gjCg4lU2OoZHKtpYoq5Pfq9/EtT/38yVnyD1x284N7kszXQTx3DIWBkM3cDUzJ7fqKdPnmb2xllMa+u9QZqmcei1hzj+g+O89vBre2ob9Pc5EZHYxpY0olkn8piI/Abw51wtZ9pJ8fYNmmhNRSJX1o9UvMpGkxpBQEAXHUM3cIzu1JMopQhVSNEtslZdA1XTurZhkzEzGxdxN2sPgiDg1MlTvOWd2yfuZm+Y5eSLJ6lWqziO0xVbYDDPSVJmQddp1oncc/n/11/+X4DXADd03KIEst3aSRRFuIFLyS1RdIu1HZZXXJx5u3djHkQEQwwM7erTGkTBVRexrum1hWQ7i210Nl39/LPPc9fhu5q6IY7cd4RjTx7j9Q+8fsfH7oZBPyf9Gok8uul7Hbips6Ykl82ef7tioKR9SgAY2tUXcaQi1t11VqurQK1wbsgZartwrlwqU1grcOTeI009fnRsFARWl1cZHR9t+XVhb52TfnUixSu+NoEHgT/pvDnJRNM0BKHsllmtrNaGF10uS86a2cSXJW9GE42MWdtVXN9xXForbZTwj2XHWirhr6d0d8ORe4/w+Pce503veNOungc12+ul4nvhnNQdYtLeW1NORCn16Su/F5FPAf+tKxYljCAMKFQLXFi7QKQiMmaGnNUwZd53iAi2YW+UVHuBx4W1C+iiM5oZJe/km4pOGqV0d6KVlG8QBhSrRVYrq4QqxNTMPXFOVKQYyY4QhEEiKlXrtGrJGDDXSUOSRP0Tbq28xlp1DQ2NYWeYSlDpy16ou8EyLCwswihkubzMYmmRYWeYocxQw8XHnVK6O9FMylcpRTWoUqgUrto+72jdW5RNCvVzUvJKVLwKLy+8zIgzwkh2JBGbPpvdO/MDXt0zI8CNwFL950qp13XHvN5Sb6A8X5in6lcxDZO8na+dJIHiWrEP9j13Bl3TyVpZlFKUvTKFagHLsJjMT17TYGmnlO5ObJfyrTv0xeIibuBiaAY5Kxf7jRMLCibyE2StLCW/xNrSGrZpMz00TdaOb0tGs7fEe7pqRQKoeBUWigtUvAq2YV8zPMrQjMT1cegF9d4XUGv1eGH1ArZpM5GfIGNmmk7p7sRWKd+KX2GpuITru1iG1dOsShJRSmFoRm3Hr5kBsyZ1zq6cJWNlmMpPxdJBr9k1kTPdNiQuXN9lsbhIoVrANmv7ErZikJoqt0p9X5EXeJxfOU/OynHhpQtNp3R3op7yPfL3jrBcXKbklbB0i5w9OOsd7VAvSb8Sy7CwDAs3cDmzdKa2ryY/iW32rm1A8nJfPcIPfObW5ji9dJpqUN1oZdgITdOwTTtxnbbjoB4VrBfWuTR/CS2vtdV8uE5uuLYz9cTpE7iBS97OD/waVLPU+/U2WjOqR8/VoMrppdPMrc31bG7vnnMiSilWSiucWjxFwS2Qt/MbqbWdyJgZ/Ch5A5Xj4pUXXuGOI3dQdIucWTrDamm1JcmnlGK1tMqZpTPMHJrhwokLGxIqpYYf+U1dpxkzQ97OU3ALnFo8xUpppesyfI8sE9bwAo9L65eoeBVyVm7XlZoZK8NaZW2P/dW2Zm1pDcu2yA7VFvQiFbFUWqLkl5jKTzUdQXiBx3xhHtd3yVpZNFtjbGqM+XPzTM9Od/Mt9BVhGDa93iEiZK0sURQxX5in6BbZN7yva1HdnohE6tHH6cXTBGHAkDPUUqn35tLlvYpSipeff5mb73p1MLcmGjk7RxAGnF05u2NUUo8+zq6cJYxCcnZuo7L0+tuu55WTrxBFafuFK9nt9adpGkPOEH7oc3rxdNeikoG/K9qNPq7EMix0TSdSUSJLqXvFxTMXmZqZwjCvvXxsw8ZU5rZRyZXRR8bKXPO31DSN62+9njMvnuGmO/bM7oqGRKq2/b/VSMIxHSK9e1FJLHeCiPw7ETkhIs+JyNdFZLQbr7NWXms7+rgSESFv5zsyDrFfCYOQi6cvMnvzbMPHbI5K1ivrG79br6xvGX1sZnpmmtXFVTx37/6t63iBx5A91FYGbHNUslbefvj6ro7dsSPtjm8Dd10uUnsJ+JVOHjyKIubW5ri4dpGsle3oIl3OyhFEyRpj2Et+fPzH3HTnTU1d0PXt7vOFeebW5phbm2O+ME/GzDTVufzW193KyecaNtTaMwRR0LFiMsd0yFpZLq5dZG5triOSMRYnopT6llKqfid+n9q4iI4QhAHnV8+zVlljODPc8YY8tmkncoBQL6iWq5QKJcanm2+yrImGYzq8vPAyLy++TMa8Vr40Ij+SB4HCaqFVk/sepWqNjjo5LkLTNIYzw6xV1ji/er7t2b5JEPY/D/xlo1+KyIdE5CkReWphYWHbA7l+reDGC7yr+k12Ek2rhepeuPfC7B899yNufd2tu3qOF3hcXL1YK1TTTC6sXtjV3+6Wu2/h5A/2bjTihV5N9nWhO13eqUnzM0tncP3WG5F3zYmIyF+JyPNb/HvvFY/5VSAAvtLoOEqpzyul7lVK3Ts1NdXw9QqVAmeWzqBretdLf4ecocRNZu82GyndfPNhdcktcXHtIrqm45gOjumgazoXVy9ScktNHcOyrY2U717ED/2GVdSdIGNl0DWdM0tnKFRai/i6lp1RSr1tu9+LyD+mtifnraoNbVBP384X5snZuZ40bEnqJLJuUU/pvu4nm9tnqZRivbrOcmmZjJm56pyYuokmGgvFBYIwYCQ7suPxrr/tev7ue3/H5HWTiWrs3As6LWW2op51PL96nulwetczgeLKzrwT+JfATyulyq0eRynFYnGR+cI8Q85Qzzo+GbpBxsrsGUmzXUp3M0opVsorrJRWyFlbO3Vd08maWVYqK6yUd65duDLlu5fwQm+jB2u30TWdIWeI+cI8C4WFXa35xeXWfwcYAr4tIs+KyOd2ewClFAuFBZZKSww57aW/WmEsM7YnUr3NpHTrKKVYLi+zVlkja23fXUxEyJpZ1iprrFZ2LpffiylfL/AYy4z17PVEhCFniKXSEovFxaYdSSzFZkqpW9p8PvPr86xWVtvOn7eKYzkYmkGoQnRJVs/LTtJsSlcpxXJpmUK10HS/j7ojWa+sE0UR47nxbZ9XT/need+du34f/UaoQgzNwLF6u4dIRBiyh1guLRNFEdPD0zuey74TmPUIZLWyGksEUkdEGM2O4nqDO16z2ZRuPQIpVAvk7N01DKrv8yi6xR0jkr2U8nU9l9HsaCzXdz0iWa2sNhWR9J0TWSwuslxeTkSDmrydJyIa2JqRZlK69TWQ9cp6WwPPM2ZmQ9psx15I+SqliIhiv8bzdn5D2mxHXzmRIApYKi7FJmE2Y+gGw/Ywbjh40UizKd316jrrlfW2WxZeuUayXUn2Xkj5uqHLsD0cezPmurRZKi4h/6s0XJzpLydyeQ9MEhxInaHMEEEwWDUjW+3S3YqSW2K5tLzjImqz1B3JSmVl2zqSQd/lGwQBw9nhnR/YA+rSBmjYl6GvnEgSZ244poNt2h3p7JUUmknpeoHHYnGRjJnp6DkRERzDYbG42DCFPsgpXz/0sU07UbVIl89vQ6/eV04kaQ4EajZN5iZxg8GQNM2kdIMoYG59DlM3u1Kbo2s6pm4yvz7fsB3loKZ83cBlMjeZxGu9YdjXV04kqWTszMAUn+2U0o1UxGKhttDWzebVpm7WMnHFBSK19fU7aLt868VlGbv3HdvbIXUiHWI8O47n97cTaSalu1JawQ3cnvRAdUwH13dZKa1s+ftBS/l6vsd4dncl50kgdSIdImNlyNk5qkE1blNaZqeUbqFaoFAttJXK3S1ZK0vBLVCsFrf8/aCkfKtBlZydi2VuTLukTqSDjOfGCcKgL+tGdkrp+qFf21AXw0WeMTMslZa2XLwehJSvUoogDBjP9V8UAqkT6Si2aTPijPRdNLJTSre+0dHQjFh6y2qioWt6w+rJfk/5VoMqI85ITwdOdZLUiXSY0ewoYRQ2XAxMIjuldAvVwsYoy7iwDRsv8LaUNf2c8o1URBiFjGZH4zalZVIn0mFMw2QyP0nZa7nDQU/ZKaXrhz4r5ZVEaHXHdFguL28pa/o15Vv2ykzlpzCN/h3TmjqRLjCSGSFjZfqidmS7lG7cMmYzO8mafkv5ukFtZMbm4fH9RvxXxgAiIkzlpwjCINGyZqeUbhJkzGa2kzX9lPKNVEQQBkzlp5JYWLYrUifSJSzDYiI/kWhZs11K1w99lsvxZGN2wjEdlspLW47u6JeUb9krM5mfTJSDbpVYnYiIfEJElIhMxmlHt0iyrNkppbteWUcXPREyZjOaaOjoW+727YeU76DImDqxXSEichB4B/BKXDZ0m6TKmp1Sul7gUXALidoEthnbtCm4hS23GiQ55TtIMqZOnB8zn6HWrLn/KrN2gWVYTA1NUXaTI2t2SumuVlYxNCPRF7mIoIvOamn1mt8lNeWrlKLslpkaunY+cT8TV7f39wLnlVLHmnjsxvCqpcWlHljXeYYzw4xkRpqetdJNdkrpVv0qJbeU6CikjmM6lP3ylsV9SUz5lr0yI5mRgZExdeIaXvWvgP+jmeNcObxqYnKiW+Z2nYn8BI7lUPXjrWbdKaW7Ul7B0vvnU9LUzIYb9JKU8q36VRzLYSLfv9dwI7rmRJRSb1NK3bX5H3AKuAk4JiKnqc3h/TsR2d8tW5KApmnsG9oHEFsDo51SutWgmriU7k5YhoUXeFs656SkfP3QR0TYN7RvIIdv9fwdKaV+oJSaVkrdqJS6ETgH/IRS6lKvbek1hm5wYOQAXuARqq2b7XST7VK69UmC/eRA6pi6yXJpecsCtLhTvqEK8QKP/cP7Y++Z2i0Gzy0mHNu02Te8j4pb6elu351Sum7g4gVeVxsNdQtTN/FDf8tMTZwpX6UUFbfCvuF9fbu5rhlidyKXI5Lte9IPGHknz0R+gpJb6okjaabxcrFa7OtPSk00CtWtZUscKV+lFCW3xER+grwT/3iTbhK7E9mrjGZHGcuNUfK670h2SukGUUDRK/bVgupmbMOm6Ba37Mna65SvUoqSV2IsN8ZYrndjMOMidSIxISKM58YZzYxS8rqX+m2m8XLZLSNIoutCdkJE0NAoVbf+W/Yy5VvySoxlx/q2ydBuSZ1IjIgIE/kJRpwRim6xKxHJTo2XlVKsVdb6oi5kJyzDYq261vDv2O2Ur1KKoltkxBnZca7wIJE6kZgRESaHJhnLdl7aNNN4uRpUa0PJuzD6odfomk6kooZ7lbqZ8t2QMNkxJocSOfKha6ROJAHUpc1Ydqyji63NzNJdr6xjav2XkWmEoRmsVRqP4exGyre+iFqXMHvJgUDqRBJDXdrUszbt1pE0M0s3iAKqfrUva0MaYRkWVb/acOhVp1O+oQo3sjAT+Yk950AgdSKJYyw3xv6R/VS9asuVrc3O0vWC5Owr6TTbtV/oVMrXD32qXpX9I/v3RBamEakTSSB5J8/s2CxhFLa016aZWbpQG8htaP1bG9IIXdO33ezYiZRv1a8SqYjZsdmBrwPZidSJJBTbtJkdm8U0zF3t/m0mpQu1vhZlr9yXFao7YekWZa+8bQ+XdlK+JbeEaZjMjM4MdCVqs6ROJMEYusGB4QMMO8MUq8WmGhvtlNKt4wYuCjWQGr7+nnaajbzblG+kIorVIsPOMAeGD/R1hW8nSZ1IwtE0janhKaaHp6l4lW21fjMp3Tplr4wu/Z/WbYQmGhW3su1jdpPydQOXildheniaqeGpgdyN2yrpX6JPGM4Mc3D8IIZuUHS3jkqaSenCqx22BikrsxnLsJoq4Nsp5RupiKJb21d0cPzgwDUU6gSpE+kjLMPiupHrmMxPXhOVNJPSreOHPpGKEtmEuVNoohGpCD/aPsO1Xcq3Hn1M5ae4buS6gXa67TC4V9GAIiKMZkevikrCKGwqpVsniPpz6HgrBOG1YyU2sznluzn6GMmODOTaUadInUifcmVUcubUGUb2j6Abza1xVPzKnlgU1ERrKkVeT/mePnGail/ZGG2ZRh/NkTqRPkZEyFt5SpdK3Hr7rZS80pZNizfj+u5A1odsxtCNputshvcNs7SwhKUsbhi/IY0+dkGcc2d+QUROiMgPReRTcdnR7zz/7PO87p7XMT0yzcGxg9i6TbFabJjejFSEF3gDseFuJwzN2Fj/aYQX1kZy2rrN69/wes6dONfXw7XjIK6REW8G3gscVkq9FvjtOOzod8qlMoW1AvuuqzWAtk2bA6MHmBmbQdd0im7xmtL5IAxgj33AbjVu0w99im4RXdOZGZvhwOgBpqenQWB1ebX3RvYxcUUi/xvwm0opF0ApldyZhwnmmSef4Z777rnm5xkrw8zoDDMjM0Ct9WE1qKKUqt1Qe2NNdYP64qpSimpQ3RgGPjMyw8zozFXzho/ce4Rnn3o2DjP7lricyG3AAyLyhIh8V0Tui8mOvmVxfhHHccgPN963kbEzzI7NMjs+S9bIUvJKLBeXEW3vhCKaaJTdMmW3TMkrkTWyzI7PMjs2S8a+dli57dhM75vm7OmzMVjbn3RtdU1E/grYapbMr15+3XHgDcB9wJ+KyGvUFnlHEfkQ8CGAmdmZbpnbVyileO7p53jgrQ/s+FgRwTEdnBGH8XCcl4KXWK+sU/JKmLrZ131Vd8ILPdzQJYxCZsdnydv5prJSh+4+xCPffISZgzNoepp72ImeD69SSv1XarNmvqZq/DcgAiYbHGcgJuC1wx98/g9415vfxU37buJj//xjnD55mtkbZzGt3S0AGrpBxspw/fj17B/aj6EZlL3aJ7QbuH1fO6KUwg1cSl6JslfG0AxmhmeYHppmNDvadFpb0zQOvfYQx58/3vAxruvyiV/4BPfffT+3HbyNtz/wdh759iOdeit9RVx5vj8D3gz8tYjcBljAnhobsRv2HdjHR3/xozz6nUeplCucOnmKt7zzLbs+ThRFtUpVTcOxHBzLIYzC2o3n1m48hUIXHcuw+qKitZ5tClWIIGStLOP2OLZhb2Sg6t3idpOynb1hlpMvnqRareI4zjW/D4OQ62au46v/31eZmZ3hO9/6Dv/s5/8Z3/nb73Dw+oMde3/9QFxO5IvAF0XkecADPriVlEmp8e6H3g3AsWeOceHcBe46fFdLNQyRiq5ZVNU1nayVJWtlN27Iile5an+OpmmYmpmItHAYhfiRv1FdqolG3s6TsTLbOr4wCnddYHfkviMce/IYr3/g9df8LpvL8olPfmLj+7e/8+1cf/31PPfsc6kT6QVKKQ/4QByv3c/4vo/v+xsp3d2yU8tFTbTa+onpMJodxQ/9jRaKVb+K67kbn+h1x6KJ1pWiLKXUxt6XKIo2XtfUTXJWDsd0MDQDUzebev1WnMjo2OhGynd0fHTbxy7ML3Dq5VPcfuj2Xb3GIDD4ZYsDxNyFOdpZF4pU1PQNLyJYhoWFRdbKbjw/CIMNx+IGLq7vEnF1MZdS6lXncvnl5IriFFUPh9SrzmKzXRoahmFc5TAM3WhZYjXTi2Urjtx7hMe/9zhvesebGj7G930+8qGP8A/f9w+55bZbWnqdfiZ1In3C4vwihmGgpHXVF0XRqzdwC2iiXeNY4FVHEEYhkaqtu0RRtLHRT6GuWrQVkY1hWYZmoGkamtT+6Zre8eimbl8rXJnyPXjjtTIliiL+xT/9F1imxb/9d/+2XVP7ktSJ9AH1lO70/mnm5uZaPk4YhVdFBJ1CRNBFT8SayVZomtaw+3szNEr5KqX4xC98goWFBf7wT/8Q09yb5fLJX35P4eSJk0wfmAYgDEOq1SpBsPMW9834ob8nN5VpojXVEqDh8xukfD/58U/yo5d+xJf+ny+RyVxbuLZXSCORhLJcXObosaOcuHiCV776Co9+89GN333tT7/Gx3/541dlB5pC0ZVIJPEIbdfAzN4wyws/fIEnV5/kxOIJ9mv7+fJ/+jK2bXPk0JGNx/3Wv/8tfuYf/UybBvcXqRNJIMvFZT78Rx9mpbzCnfqdqNcrHnzzg3z2/Z9lPN/6kOiI5hdWB4121oKgdk7+5JU/Ybw6zo/MH/Gs/ywP/lb752QQSOVMAjl67Cgr5RVm87OM6WOYwyYr5RWOHjsat2l9iSBtRyJHjx3lfPU8WSvLfms/+4b3pefkMmkkkkCOXzqOYzpoaKxr69xSvYXrtetZPL7IY9XHWj5uxasQREFiF0C7RRiFGJpx1W7d3bL440Xu0+7DVCaj4SgVvYJjOpy4dKKDlvYnqRNJIHfsv4Nnzz6Lm3GZt+aZZ5659Tl+9o6f5YE37rzprhELhQXKXhnb2FsDl9zAJWtmmRqeavkYp/72FN9+8tvsy79a6Ff1qxzaf6gTJvY1qZxJIA8dfoix7Bhz63OsVdaYW59jLDvGQ4cfitu0vqQTQ7rSc9KYNBJJIOP5cT77/s/WsjOXTnBo/yEeOvxQ2wt4Glrf79RtlXazUt06J4NA6kQSynh+nA++8YOdPai0n6XoSxQdyUp15ZwMAKmc2UOYurknI5FIRXtiREZcpE5kD6Fr+p6MRKIo2nMZqV4i/fTJJCJLaJyL246WUYwjLMf2+oKgYaJobTdau0SMobHS89cVNCL8WD1o3Oe+XYRlFag3b/mrfnIi/Y6IPKWUujduO+JiL7//QX7vqZxJSUlpi9SJpKSktEXqRHrL5+M2IGb28vsf2PeeromkpKS0RRqJpKSktEXqRFJSUtoidSI9RkT+tYicF5FnL/97d9w2dRsReaeIvCgiJ0Xkk3Hb02tE5LSI/ODy+X4qbns6Tbom0mNE5F8DRaXUb8dtSy8QER14CXg7tfGpTwI/q5R6IVbDeoiInAbuVUoN5JTHNBJJ6Tb3AyeVUqcuDy37Y+C9MduU0kFSJxIPHxGR50TkiyIyFrcxXWYGOHvF9+cu/2wvoYBvicjTIvKhuI3pNKkT6QIi8lci8vwW/94L/EfgZuAIcBH4dJy2pvSEn1JK/QTwLuDDIvJg3AZ1knR/dBdQSr2tmceJyBeAv+iyOXFzHrhydNzs5Z/tGZRS5y//Py8iX6cm8b4Xr1WdI41EeoyIHLji2/8BeD4uW3rEk8CtInKTiFjA+4A/j9mmniEiOREZqn8NvIMBO+dpJNJ7PiUiR6jp5NPAP43Vmi6jlApE5CPAw4AOfFEp9cOYzeol+4CvX+6sZgB/pJT6ZrwmdZY0xZuSktIWqZxJSUlpi9SJpKSktEXqRFJSUtoidSIpKSltkTqRlJSUtkidSEpKSlukTiQlJaUtUieS0jFE5EYRef6K73/xcv+UR0XkMyLylIgcF5H7RORrIvIjEfm/4rQ5pX3SitWUXuEppe4VkY8C/xX474Bl4GUR+YxSaile81JaJY1EUnpFfb/MD4AfKqUuKqVc4BRXb9BL6TNSJ5LSaeSKr80rvnYv/x9d8XX9+zQi7mNSJ5LSaW4QkSkR0YAHqW26Sxlg0k+AlE6zBPxnartXvwP8T6QfVgNNuos3pWOIyI3AXyil7orblpTekX5CpKSktEUaiaSkpLRFGomkpKS0RepEUlJS2iJ1IikpKW2ROpGUlJS2SJ1ISkpKW/z/n8bo7yL6pHoAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<Figure size 288x234 with 1 Axes>"
+       "<Figure size 288x235.447 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -162,40 +161,7 @@
     "G = pos_to_graph(pos) \n",
     "qubits = dict(enumerate(pos))\n",
     "reg = Register(qubits)\n",
-    "reg.draw()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "A  = np.matrix([[0, 1, 1, 1, 1], [1, 0, 1, 0, 0], [1, 1, 0, 0, 0], [1, 0, 0, 0, 0], [1, 0, 0, 0, 0]])\n",
-    "G_nx = nx.from_numpy_matrix(A)\n",
-    "fig,ax1 = plt.subplots(figsize = (4,4))\n",
-    "nx.draw(G_nx,\n",
-    "        pos,\n",
-    "        edge_color='blue', \n",
-    "        ax=ax1,\n",
-    "        width=1,\n",
-    "        linewidths=1,\n",
-    "        node_size=250,\n",
-    "        node_color='g',\n",
-    "        alpha=1.,\n",
-    "        labels={node:node for node in G_nx.nodes()}\n",
-    "        )"
+    "reg.draw(blockade_radius=Chadoq2.rydberg_blockade_radius(1), draw_graph=True, draw_half_radius=True)"
    ]
   },
   {
@@ -223,7 +189,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -249,7 +215,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -265,7 +231,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -285,12 +251,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -328,7 +294,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -356,7 +322,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -365,7 +331,7 @@
        "-3"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -376,7 +342,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -403,7 +369,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -428,12 +394,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
diff --git a/tutorials/simulating_sequences.ipynb b/tutorials/simulating_sequences.ipynb
index 956bd25..0ba41cf 100644
--- a/tutorials/simulating_sequences.ipynb
+++ b/tutorials/simulating_sequences.ipynb
@@ -31,12 +31,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 720x701.948 with 1 Axes>"
       ]
@@ -67,7 +67,14 @@
     "                                  \n",
     "reg = Register.from_coordinates(coords, prefix='atom')\n",
     "\n",
-    "reg.draw()"
+    "reg.draw(blockade_radius=R_interatomic, draw_half_radius=True, draw_graph = True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We use the drawing capabilites of the `Register` class to highlight the area **half** the blockade radius away from each atom, which makes it so that overlapping circles correspond to interacting atoms. This is further fleshed out by the graph edges drawn using the `draw_graph` option."
    ]
   },
   {


Test patch:
diff --git a/pulser/tests/test_devices.py b/pulser/tests/test_devices.py
index 849ff74..0aea375 100644
--- a/pulser/tests/test_devices.py
+++ b/pulser/tests/test_devices.py
@@ -63,6 +63,12 @@ def test_mock():
 def test_rydberg_blockade():
     dev = pulser.devices.MockDevice
     assert np.isclose(dev.rydberg_blockade_radius(3*np.pi), 9)
+    assert np.isclose(dev.rabi_from_blockade(9), 3*np.pi)
+    rand_omega = np.random.rand() * 2*np.pi
+    assert np.isclose(
+        rand_omega,
+        dev.rabi_from_blockade(dev.rydberg_blockade_radius(rand_omega))
+        )
 
 
 def test_validate_register():
diff --git a/pulser/tests/test_register.py b/pulser/tests/test_register.py
index 90d7021..ae25eda 100644
--- a/pulser/tests/test_register.py
+++ b/pulser/tests/test_register.py
@@ -62,3 +62,17 @@ def test_drawing():
     reg = Register.triangular_lattice(3, 8)
     with patch('matplotlib.pyplot.show'):
         reg.draw()
+
+    reg = Register.rectangle(1, 8)
+    with patch('matplotlib.pyplot.show'):
+        reg.draw(blockade_radius=5, draw_half_radius=True, draw_graph=True)
+
+    with pytest.raises(ValueError, match="to draw the graph."):
+        reg.draw(draw_graph=True)
+
+    with pytest.raises(ValueError, match="'blockade_radius' to draw."):
+        reg.draw(draw_half_radius=True)
+
+    reg = Register.square(1)
+    with pytest.raises(NotImplementedError):
+        reg.draw(blockade_radius=5, draw_half_radius=True)