diff --git a/README.md b/README.md
index 7e3f5d6..9791d91 100644
--- a/README.md
+++ b/README.md
@@ -5,19 +5,30 @@ Feel free to explore all the lectures provided by our special teacher: the Qibo
 ![qibo_teaching](https://github.com/user-attachments/assets/3a6e2b31-5a4b-4e0c-8f05-ce15d68ea971)
 
 
-#### List lectures
-
-| Lecture     |  Topic                          |
-|-------------|---------------------------------|
-| Lecture 1   | Introduction to `Qibo`          |
-| Lecture 2   | The phase kickback trick        |
-| Lecture 3   | The Deutsch-Josza algorithm     |
-| Lecture 4   | The Grover search algorithm     |
-| Lecture 5   | Opening the Grover black-box    |
-| Lecture 6   | Simulating quantum noise        |
-| Lecture 7   | Mitigating the noise            |
-| Lecture 8   | Variational Quantum Eigensolver |
-| Bell inequalities | Exploring multiple Bell-like inequalities |
+#### Lectures description
+
+The lectures are divided into macro-groups, corresponding to similar or related topics.
+In the following table, we give a brief description of the `Qiboedu` contents.
+
+| Lecture                 | Topic                           |
+|-------------------------|---------------------------------|
+| **Introduction**        |                                 |
+| 1_qibo_basics           | First steps with Qibo           |
+| **Query algorithms**    |                                 |
+| 1_phase_kickback        | The phase kickback trick        |
+| 2_deutsch_josza         | The Deutsch-Josza algorithm     |
+| 3_grover                | The Grover search algorithm     |
+| 4_grover_details        | Opening the Grover black-box    |
+| **Entanglement tests**  |                                 |
+| 1_Bell-Wigner           | Simulate Bell-Wigner inequality |
+| 2_Bell64                | Simulate Bell 1964 inequality   |
+| 2_CHSH                  | Simulate CHSH inequality        |
+| **Quantum noise**       |                                 |
+| 1_simulating_noise      | Simulating quantum noise        |
+| 2_error_mitigation      | Mitigating the noise            |
+| **Quantum Machine Learning** |                            |
+| 1_vqe                   | Variational Quantum Eigensolver |
+
 
 
 ## Setup
diff --git a/notebooks/bell_inequalities/1.Bell-Wigner.ipynb b/notebooks/Bell_inequalities/1_Bell-Wigner.ipynb
similarity index 100%
rename from notebooks/bell_inequalities/1.Bell-Wigner.ipynb
rename to notebooks/Bell_inequalities/1_Bell-Wigner.ipynb
diff --git a/notebooks/bell_inequalities/2.Bell64.ipynb b/notebooks/Bell_inequalities/2_Bell64.ipynb
similarity index 100%
rename from notebooks/bell_inequalities/2.Bell64.ipynb
rename to notebooks/Bell_inequalities/2_Bell64.ipynb
diff --git a/notebooks/bell_inequalities/3.CHSH.ipynb b/notebooks/Bell_inequalities/3_CHSH.ipynb
similarity index 100%
rename from notebooks/bell_inequalities/3.CHSH.ipynb
rename to notebooks/Bell_inequalities/3_CHSH.ipynb
diff --git a/notebooks/bell_inequalities/README.md b/notebooks/Bell_inequalities/README.md
similarity index 100%
rename from notebooks/bell_inequalities/README.md
rename to notebooks/Bell_inequalities/README.md
diff --git a/notebooks/Lecture1.ipynb b/notebooks/Introduction/1_qibo_basics.ipynb
similarity index 99%
rename from notebooks/Lecture1.ipynb
rename to notebooks/Introduction/1_qibo_basics.ipynb
index d6a53c2..8c28de2 100644
--- a/notebooks/Lecture1.ipynb
+++ b/notebooks/Introduction/1_qibo_basics.ipynb
@@ -12,14 +12,14 @@
    "source": [
     "# Lecture 1: introduction to `qibo`\n",
     "\n",
-    "<center><img src=\"../figures/qibo_mascotte/qibo.png\" alt=\"drawing\" width=\"400\"/></center>\n",
-    "<center><strong>Fig. 1:</strong> Qibo the mangoose learning Qibo 0.0.1 [DALL-E].</center>\n",
+    "<center><img src=\"../../figures/qibo_mascotte/qibo.png\" alt=\"drawing\" width=\"400\"/></center>\n",
+    "<center>Qibo the mangoose learning Qibo 0.0.1 [DALL-E].</center>\n",
     "\n",
     "### Introduction\n",
     "\n",
     "During this course we are going to use `Qibo`, an open source framework for quantum computing. It provides us with an high level language which can be used to implement algorithms with both circuit-based and adiabatic computation approaches and, once the code is set up, it can be easily executed on various engines, including both classical and quantum hardware. \n",
     "\n",
-    "<center><img src=\"../figures/qibo_ecosystem.svg\" alt=\"drawing\" width=\"800\"/></center>\n",
+    "<center><img src=\"../../figures/qibo_ecosystem.svg\" alt=\"drawing\" width=\"800\"/></center>\n",
     "\n",
     "For more info about the whole framework one can have a look to the [`qibo` webpage](https://qibo.science/).\n",
     "\n",
@@ -49,7 +49,7 @@
    "source": [
     "A crucial step is the backend choice. In qibo four backends are provided, and can be used for different kind of applications.\n",
     "\n",
-    "<center><img src=\"../figures/backends.svg\" alt=\"drawing\" width=\"800\"/></center>\n",
+    "<center><img src=\"../../figures/backends.svg\" alt=\"drawing\" width=\"800\"/></center>\n",
     "\n",
     "The blue backends correspond to classical hardware, while the red one can be selected if we want to execute our algorithm directly on a quantum computer.\n",
     "\n",
diff --git a/notebooks/Lecture8.ipynb b/notebooks/Quantum_machine_learning/1_vqe.ipynb
similarity index 99%
rename from notebooks/Lecture8.ipynb
rename to notebooks/Quantum_machine_learning/1_vqe.ipynb
index 612daed..c008eac 100644
--- a/notebooks/Lecture8.ipynb
+++ b/notebooks/Quantum_machine_learning/1_vqe.ipynb
@@ -7,8 +7,8 @@
    "source": [
     "# Lecture 8: ground state approximation via VQE\n",
     "\n",
-    "<center><img src=\"../figures/qibo_mascotte/qibo_vqe.png\" alt=\"drawing\" width=\"400\"/></center>\n",
-    "<center><strong>Fig. 8:</strong> Qibo the mangoose learning a VQE [DALL-E].</center>"
+    "<center><img src=\"../../figures/qibo_mascotte/qibo_vqe.png\" alt=\"drawing\" width=\"400\"/></center>\n",
+    "<center> Qibo the mangoose learning a VQE [DALL-E].</center>"
    ]
   },
   {
diff --git a/notebooks/Lecture6.ipynb b/notebooks/Quantum_noise/1_simulating_noise.ipynb
similarity index 99%
rename from notebooks/Lecture6.ipynb
rename to notebooks/Quantum_noise/1_simulating_noise.ipynb
index e218a00..d731e5c 100644
--- a/notebooks/Lecture6.ipynb
+++ b/notebooks/Quantum_noise/1_simulating_noise.ipynb
@@ -7,8 +7,8 @@
    "source": [
     "# Lecture 6: simulating quantum noise\n",
     "\n",
-    "<center><img src=\"../figures/qibo_mascotte/qibo_noise.png\" alt=\"drawing\" width=\"400\"/></center>\n",
-    "<center><strong>Fig. 6:</strong> Qibo the mangoose suffering noise [DALL-E].</center>\n",
+    "<center><img src=\"../../figures/qibo_mascotte/qibo_noise.png\" alt=\"drawing\" width=\"400\"/></center>\n",
+    "<center>Qibo the mangoose suffering noise [DALL-E].</center>\n",
     "\n",
     "## Introduction\n",
     "\n",
diff --git a/notebooks/Lecture7.ipynb b/notebooks/Quantum_noise/2_error_mitigation.ipynb
similarity index 99%
rename from notebooks/Lecture7.ipynb
rename to notebooks/Quantum_noise/2_error_mitigation.ipynb
index 26f957b..72cb87d 100644
--- a/notebooks/Lecture7.ipynb
+++ b/notebooks/Quantum_noise/2_error_mitigation.ipynb
@@ -7,8 +7,8 @@
    "source": [
     "# Lecture 7: mitigating the noise\n",
     "\n",
-    "<center><img src=\"../figures/qibo_mascotte/qibo_mit.png\" alt=\"drawing\" width=\"400\"/></center>\n",
-    "<center><strong>Fig. 7:</strong> Qibo the mangoose mitigating noise [DALL-E].</center>\n",
+    "<center><img src=\"../../figures/qibo_mascotte/qibo_mit.png\" alt=\"drawing\" width=\"400\"/></center>\n",
+    "<center>Qibo the mangoose mitigating noise [DALL-E].</center>\n",
     "\n",
     "## Introduction\n",
     "\n",
diff --git a/notebooks/Lecture2.ipynb b/notebooks/Query_algorithms/1_phase_kickback.ipynb
similarity index 99%
rename from notebooks/Lecture2.ipynb
rename to notebooks/Query_algorithms/1_phase_kickback.ipynb
index 589983d..1498d1a 100644
--- a/notebooks/Lecture2.ipynb
+++ b/notebooks/Query_algorithms/1_phase_kickback.ipynb
@@ -7,8 +7,8 @@
    "source": [
     "# Lecture 2: the phase kickback trick\n",
     "\n",
-    "<center><img src=\"../figures/qibo_mascotte/qibo_boomerang.png\" alt=\"drawing\" width=\"400\"/></center>\n",
-    "<center><strong>Fig. 2:</strong> Qibo experimenting the kickback [DALL-E].</center>\n",
+    "<center><img src=\"../../figures/qibo_mascotte/qibo_boomerang.png\" alt=\"drawing\" width=\"400\"/></center>\n",
+    "<center>Qibo experimenting the kickback [DALL-E].</center>\n",
     "\n",
     "### Introduction\n",
     "\n",
@@ -19,7 +19,7 @@
     "\n",
     "In some situations, we could also need some more qubits, which we call **ancillas**. The **ancilla** is typically an extra qubit of your system, which can be useful for many reasons.\n",
     "\n",
-    "<center><img src=\"../figures/ancillas.png\" alt=\"drawing\" width=\"600\"/></center>\n",
+    "<center><img src=\"../../figures/ancillas.png\" alt=\"drawing\" width=\"600\"/></center>\n",
     "\n",
     "In a nutshell, the phase kickback is a process in which we apply a controlled operation on a target qubit using another qubit as control, but amazingly we get a modification only in the control qubit!\n",
     "\n",
@@ -192,7 +192,7 @@
     },
     {
      "data": {
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AQE3g0OB0/vx5bd++Xdu3b5f0x3Lj27dv15EjRyT9cZvd4MGDbf2feOIJHTx4UM8++6z27t2rWbNm6ZNPPtFTTz3liPIBAAAA1BAODU6bN29Wu3bt1K5dO0lSbGys2rVrp7i4OEnS8ePHbSFKkpo2baqvv/5aK1euVNu2bTV9+nT9+9//ZilyAAAAAFeVQ59x6tKliwzDKHH7ggULih2zbdu2q1gVAAAAANi7pp5xAgAAAABHIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmCEwAAAACYIDgBAAAAgAmHB6eZM2cqMDBQrq6uCg0N1caNGy/bPzExUbfccovq1KmjgIAAPfXUU/r9998rqVoAAAAANZFDg1NSUpJiY2MVHx+vrVu3qm3btoqIiNCJEyeK7b9w4UI9//zzio+P1549e/TOO+8oKSlJL7zwQiVXDgAAAKAmcWhwmjFjhkaMGKHo6Gi1atVKc+bMUd26dTVv3rxi+69fv1533XWXHn74YQUGBuqee+7RoEGDTGepAAAAAOBKOCw45eXlacuWLQoPD/9vMU5OCg8PV0pKSrFj7rzzTm3ZssUWlA4ePKhly5apZ8+eJR4nNzdXmZmZdi8AAAAAKItajjpwRkaGCgoK5Ovra9fu6+urvXv3Fjvm4YcfVkZGhv7yl7/IMAxdvHhRTzzxxGVv1UtISNDEiRMrtHYAAAAANYvDF4coizVr1mjKlCmaNWuWtm7dqsWLF+vrr7/Wyy+/XOKYcePG6dy5c7bX0aNHK7FiAAAAANWBw2acvL295ezsrPT0dLv29PR0+fn5FTtmwoQJevTRRzV8+HBJUps2bZSdna3HHntML774opyciuZAq9Uqq9Va8ScAAAAAoMZw2IyTi4uLQkJClJycbGsrLCxUcnKywsLCih2Tk5NTJBw5OztLkgzDuHrFAgAAAKjRHDbjJEmxsbGKiopS+/bt1aFDByUmJio7O1vR0dGSpMGDB8vf318JCQmSpF69emnGjBlq166dQkNDdeDAAU2YMEG9evWyBSgAAAAAqGgODU6RkZE6efKk4uLilJaWpqCgIC1fvty2YMSRI0fsZpjGjx8vi8Wi8ePH67ffflPDhg3Vq1cvTZ482VGnAAAAAKAGsBg17B63zMxMeXp66ty5c/Lw8HB0OUC1d/z4cU0dN1UdG3RUA/cGji4H17hTWaf0/anv9VzCc2rUqJGjywEAXOPKkg2uqVX1AAAAAMARCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmyhWcVq9eXdF1AAAAAECVVa7g1KNHDzVv3lz/+Mc/dPTo0YquCQAAAACqlHIFp99++00xMTFatGiRmjVrpoiICH3yySfKy8ur6PoAAAAAwOHKFZy8vb311FNPafv27frxxx918803a+TIkWrcuLHGjBmjHTt2VHSdAAAAAOAwV7w4RHBwsMaNG6eYmBidP39e8+bNU0hIiDp27Khdu3ZVRI0AAAAA4FDlDk75+flatGiRevbsqSZNmmjFihV66623lJ6ergMHDqhJkyYaMGBARdYKAAAAAA5RqzyDRo8erY8++kiGYejRRx/VtGnT1Lp1a9v2evXq6dVXX1Xjxo0rrFAAAAAAcJRyBafdu3frzTffVL9+/WS1Wovt4+3tzbLlAAAAAKqFct2qFx8frwEDBhQJTRcvXtTatWslSbVq1VLnzp2vvEIAAAAAcLByBaeuXbvq9OnTRdrPnTunrl27lmlfM2fOVGBgoFxdXRUaGqqNGzdetv/Zs2c1atQoNWrUSFarVTfffLOWLVtWpmMCAAAAQFmU61Y9wzBksViKtJ86dUr16tUr9X6SkpIUGxurOXPmKDQ0VImJiYqIiNC+ffvk4+NTpH9eXp66d+8uHx8fLVq0SP7+/jp8+LC8vLzKcxoAAAAAUCplCk79+vWTJFksFg0ZMsTuVr2CggLt3LlTd955Z6n3N2PGDI0YMULR0dGSpDlz5ujrr7/WvHnz9PzzzxfpP2/ePJ0+fVrr169X7dq1JUmBgYFlOQUAAAAAKLMy3arn6ekpT09PGYYhd3d323tPT0/5+fnpscce0wcffFCqfeXl5WnLli0KDw//bzFOTgoPD1dKSkqxY5YuXaqwsDCNGjVKvr6+at26taZMmaKCgoISj5Obm6vMzEy7FwAAAACURZlmnObPny/pj1meZ555pky35f1ZRkaGCgoK5Ovra9fu6+urvXv3Fjvm4MGD+vbbb/XII49o2bJlOnDggEaOHKn8/HzFx8cXOyYhIUETJ04sd50AAAAAUO5V9a4kNJVXYWGhfHx89PbbbyskJESRkZF68cUXNWfOnBLHjBs3TufOnbO9jh49WokVAwAAAKgOSj3jFBwcrOTkZNWvX1/t2rUrdnGIS7Zu3Wq6P29vbzk7Oys9Pd2uPT09XX5+fsWOadSokWrXri1nZ2dbW8uWLZWWlqa8vDy5uLgUGWO1Wkv8rikAAAAAKI1SB6fevXvbAkifPn2u+MAuLi4KCQlRcnKybX+FhYVKTk5WTExMsWPuuusuLVy4UIWFhXJy+mOy7JdfflGjRo2KDU0AAAAAUBFKHZz+9xmikp4nKqvY2FhFRUWpffv26tChgxITE5WdnW1bZW/w4MHy9/dXQkKCJOlvf/ub3nrrLY0dO1ajR4/W/v37NWXKFI0ZM6ZC6gEAAACA4pTre5wqSmRkpE6ePKm4uDilpaUpKChIy5cvty0YceTIEdvMkiQFBARoxYoVeuqpp3TbbbfJ399fY8eO1XPPPeeoUwAAAABQA5Q6ONWvX/+yzzX9r9OnT5e6gJiYmBJvzVuzZk2RtrCwMG3YsKHU+wcAAACAK1Xq4JSYmHgVywAAAACAqqvUwSkqKupq1gEAAAAAVVapg1NmZqY8PDxsP1/OpX4AAAAAUB2U6Rmn48ePy8fHR15eXsU+72QYhiwWiwoKCiq0SAAAAABwpFIHp2+//VbXXXedJGn16tVXrSAAAAAAqGpKHZw6d+5c7M8AAAAAUN2V+3uczpw5o3feeUd79uyRJLVq1UrR0dG2WSkAAAAAqC6czLsUtXbtWgUGBuqNN97QmTNndObMGb3xxhtq2rSp1q5dW9E1AgAAAIBDlWvGadSoUYqMjNTs2bPl7OwsSSooKNDIkSM1atQo/fTTTxVaJAAAAAA4UrlmnA4cOKCnn37aFpokydnZWbGxsTpw4ECFFQcAAAAAVUG5glNwcLDt2ab/tWfPHrVt2/aKiwIAAACAqqTUt+rt3LnT9vOYMWM0duxYHThwQHfccYckacOGDZo5c6ZeeeWViq8SAAAAAByo1MEpKChIFotFhmHY2p599tki/R5++GFFRkZWTHUAAAAAUAWUOjgdOnToatYBAAAAAFVWqYNTkyZNrmYdAAAAAFBllfsLcCVp9+7dOnLkiPLy8uzaH3jggSsqCgAAAACqknIFp4MHD6pv37766aef7J57slgskv74TicAAAAAqC7KtRz52LFj1bRpU504cUJ169bVrl27tHbtWrVv315r1qyp4BIBAAAAwLHKNeOUkpKib7/9Vt7e3nJycpKTk5P+8pe/KCEhQWPGjNG2bdsquk4AAAAAcJhyzTgVFBTI3d1dkuTt7a1jx45J+mMBiX379lVcdQAAAABQBZRrxql169basWOHmjZtqtDQUE2bNk0uLi56++231axZs4quEQAAAAAcqlzBafz48crOzpYkTZo0Sffff786duyoBg0aKCkpqUILBAAAAABHK1dwioiIsP184403au/evTp9+rTq169vW1kPAAAAAKqLK/oeJ0k6evSoJCkgIOCKiwEAAACAqqhci0NcvHhREyZMkKenpwIDAxUYGChPT0+NHz9e+fn5FV0jAAAAADhUuWacRo8ercWLF2vatGkKCwuT9McS5S+99JJOnTql2bNnV2iRAAAAAOBI5QpOCxcu1Mcff6x7773X1nbbbbcpICBAgwYNIjgBAAAAqFbKdaue1WpVYGBgkfamTZvKxcXlSmsCAAAAgCqlXMEpJiZGL7/8snJzc21tubm5mjx5smJiYiqsOAAAAACoCkp9q16/fv3s3q9atUrXX3+92rZtK0nasWOH8vLydPfdd1dshQAAAADgYKUOTp6ennbv+/fvb/ee5cgBAAAAVFelDk7z58+/mnUAAAAAQJV1RV+Ae/LkSe3bt0+SdMstt6hhw4YVUhQAAAAAVCXlWhwiOztbQ4cOVaNGjdSpUyd16tRJjRs31rBhw5STk1PRNQIAAACAQ5UrOMXGxuq7777Tl19+qbNnz+rs2bP64osv9N133+npp5+u6BoBAAAAwKHKdaveZ599pkWLFqlLly62tp49e6pOnTp66KGH+AJcAAAAANVKuWaccnJy5OvrW6Tdx8eHW/UAAAAAVDvlCk5hYWGKj4/X77//bmu7cOGCJk6cqLCwsAorDgAAAACqgnLdqpeYmKgePXoU+QJcV1dXrVixokILBAAAAABHK1dwatOmjfbv368PP/xQe/fulSQNGjRIjzzyiOrUqVOhBQIAAACAo5U5OOXn56tFixb66quvNGLEiKtREwAAAABUKWV+xql27dp2zzYBAAAAQHVXrsUhRo0apalTp+rixYsVXQ8AAAAAVDnlesZp06ZNSk5O1jfffKM2bdqoXr16dtsXL15cIcUBAAAAQFVQrhknLy8v9e/fXxEREWrcuLE8PT3tXmU1c+ZMBQYGytXVVaGhodq4cWOpxn388ceyWCzq06dPmY8JAAAAAKVVphmnwsJC/fOf/9Qvv/yivLw8devWTS+99NIVraSXlJSk2NhYzZkzR6GhoUpMTFRERIT27dsnHx+fEselpqbqmWeeUceOHct9bAAAAAAojTLNOE2ePFkvvPCC3Nzc5O/vrzfeeEOjRo26ogJmzJihESNGKDo6Wq1atdKcOXNUt25dzZs3r8QxBQUFeuSRRzRx4kQ1a9bsio4PAAAAAGbKFJzee+89zZo1SytWrNCSJUv05Zdf6sMPP1RhYWG5Dp6Xl6ctW7YoPDz8vwU5OSk8PFwpKSkljps0aZJ8fHw0bNgw02Pk5uYqMzPT7gUAAAAAZVGm4HTkyBH17NnT9j48PFwWi0XHjh0r18EzMjJUUFAgX19fu3ZfX1+lpaUVO2bdunV65513NHfu3FIdIyEhwe75q4CAgHLVCgAAAKDmKlNwunjxolxdXe3aateurfz8/AotqiRZWVl69NFHNXfuXHl7e5dqzLhx43Tu3Dnb6+jRo1e5SgAAAADVTZkWhzAMQ0OGDJHVarW1/f7773riiSfsliQv7XLk3t7ecnZ2Vnp6ul17enq6/Pz8ivT/9ddflZqaql69etnaLt0mWKtWLe3bt0/Nmze3G2O1Wu3qBQAAAICyKlNwioqKKtL217/+tdwHd3FxUUhIiJKTk21LihcWFio5OVkxMTFF+rdo0UI//fSTXdv48eOVlZWl119/ndvwAAAAAFwVZQpO8+fPr/ACYmNjFRUVpfbt26tDhw5KTExUdna2oqOjJUmDBw+Wv7+/EhIS5OrqqtatW9uN9/LykqQi7QAAAABQUcoUnK6GyMhInTx5UnFxcUpLS1NQUJCWL19uWzDiyJEjcnIq1/f0AgAAAECFcHhwkqSYmJhib82TpDVr1lx27IIFCyq+IAAAAAD4H0zlAAAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmKgSwWnmzJkKDAyUq6urQkNDtXHjxhL7zp07Vx07dlT9+vVVv359hYeHX7Y/AAAAAFwphwenpKQkxcbGKj4+Xlu3blXbtm0VERGhEydOFNt/zZo1GjRokFavXq2UlBQFBATonnvu0W+//VbJlQMAAACoKRwenGbMmKERI0YoOjparVq10pw5c1S3bl3Nmzev2P4ffvihRo4cqaCgILVo0UL//ve/VVhYqOTk5EquHAAAAEBN4dDglJeXpy1btig8PNzW5uTkpPDwcKWkpJRqHzk5OcrPz9d1111X7Pbc3FxlZmbavQAAAACgLBwanDIyMlRQUCBfX1+7dl9fX6WlpZVqH88995waN25sF77+V0JCgjw9PW2vgICAK64bAAAAQM3i8Fv1rsQrr7yijz/+WJ9//rlcXV2L7TNu3DidO3fO9jp69GglVwkAAADgWlfLkQf39vaWs7Oz0tPT7drT09Pl5+d32bGvvvqqXnnlFa1atUq33XZbif2sVqusVmuF1AsAAACgZnLojJOLi4tCQkLsFna4tNBDWFhYieOmTZuml19+WcuXL1f79u0ro1QAAAAANZhDZ5wkKTY2VlFRUWrfvr06dOigxMREZWdnKzo6WpI0ePBg+fv7KyEhQZI0depUxcXFaeHChQoMDLQ9C+Xm5iY3NzeHnQcAAACA6svhwSkyMlInT55UXFyc0tLSFBQUpOXLl9sWjDhy5IicnP47MTZ79mzl5eXpwQcftNtPfHy8XnrppcosHQAAAEAN4fDgJEkxMTGKiYkpdtuaNWvs3qempl79ggAAAADgf1zTq+oBAAAAQGUgOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACACYITAAAAAJggOAEAAACAiSoRnGbOnKnAwEC5uroqNDRUGzduvGz/Tz/9VC1atJCrq6vatGmjZcuWVVKlAAAAAGoihwenpKQkxcbGKj4+Xlu3blXbtm0VERGhEydOFNt//fr1GjRokIYNG6Zt27apT58+6tOnj37++edKrhwAAABATeHw4DRjxgyNGDFC0dHRatWqlebMmaO6detq3rx5xfZ//fXX1aNHD/39739Xy5Yt9fLLLys4OFhvvfVWJVcOAAAAoKao5ciD5+XlacuWLRo3bpytzcnJSeHh4UpJSSl2TEpKimJjY+3aIiIitGTJkmL75+bmKjc31/b+3LlzkqTMzMwrrL7iZGVlKTs729FloJqoV6+e3N3dHV2GTVZWlnLzcnX87HHl5OY4uhxc485dOKfcvFxlZWWpXr16ji7Hhj/HUdGq2p/lEp9zVKyq8hm/lAkMwzDt69DglJGRoYKCAvn6+tq1+/r6au/evcWOSUtLK7Z/Wlpasf0TEhI0ceLEIu0BAQHlrBoA4GhzPprj6BIAANVIVlaWPD09L9vHocGpMowbN85uhqqwsFCnT59WgwYNZLFYHFgZyiIzM1MBAQE6evSoPDw8HF0OUOH4jKO64zOOmoDP+bXHMAxlZWWpcePGpn0dGpy8vb3l7Oys9PR0u/b09HT5+fkVO8bPz69M/a1Wq6xWq12bl5dX+YuGQ3l4ePAHEao1PuOo7viMoybgc35tMZtpusShi0O4uLgoJCREycnJtrbCwkIlJycrLCys2DFhYWF2/SVp5cqVJfYHAAAAgCvl8Fv1YmNjFRUVpfbt26tDhw5KTExUdna2oqOjJUmDBw+Wv7+/EhISJEljx45V586dNX36dN133336+OOPtXnzZr399tuOPA0AAAAA1ZjDg1NkZKROnjypuLg4paWlKSgoSMuXL7ctAHHkyBE5Of13YuzOO+/UwoULNX78eL3wwgu66aabtGTJErVu3dpRp4BKYLVaFR8fX+S2S6C64DOO6o7POGoCPufVm8Uozdp7AAAAAFCDOfwLcAEAAACgqiM4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmHD4cuRASTZu3KiUlBSlpaVJkvz8/BQWFqYOHTo4uDLg6jpz5oy+/PJLDR482NGlAACA/4/lyFHlnDhxQv3799cPP/ygG264wfadXunp6Tpy5IjuuusuffbZZ/Lx8XFwpcDVsWPHDgUHB6ugoMDRpQBXJC8vT0uWLCnyS7A777xTvXv3louLi4MrBIDS41Y9VDkjR45UQUGB9uzZo9TUVP3444/68ccflZqaqj179qiwsFCjRo1ydJlAuWVmZl72lZWV5egSgSt24MABtWzZUlFRUdq2bZsKCwtVWFiobdu2afDgwbr11lt14MABR5cJXDXp6emaNGmSo8tABWLGCVWOu7u71q5dq3bt2hW7fcuWLerSpQv/uMQ1y8nJSRaLpcTthmHIYrEw44RrWvfu3VWvXj2999578vDwsNuWmZmpwYMH68KFC1qxYoWDKgSuLu4eqH54xglVjtVqVWZmZonbs7KyZLVaK7EioGK5u7vrxRdfVGhoaLHb9+/fr8cff7ySqwIq1g8//KCNGzcWCU2S5OHhoZdffrnE/waAa8HOnTsvu33fvn2VVAkqC8EJVU5kZKSioqL02muv6e6777b9pZuZmank5GTFxsZq0KBBDq4SKL/g4GBJUufOnYvd7uXlJW4GwLXOy8tLqampat26dbHbU1NT5eXlVblFARUoKChIFoul2D+vL7Vf7u4CXHsITqhyZsyYocLCQg0cOFAXL160PTycl5enWrVqadiwYXr11VcdXCVQfg8//LBycnJK3O7n56f4+PhKrAioeMOHD9fgwYM1YcIE3X333XYL/SQnJ+sf//iHRo8e7eAqgfK77rrrNG3aNN19993Fbt+1a5d69epVyVXhauIZJ1RZmZmZ2rJli91KTCEhIcXe9gEAqHqmTp2q119/XWlpabbfvBuGIT8/Pz355JN69tlnHVwhUH4RERHq2LGjxo8fX+z2HTt2qF27diosLKzkynC1EJxQJWVkZGjevHnFLmE7ZMgQNWzY0MEVAleGzzhqkkOHDtl9zps2bergioAr9/nnnys7O1t//etfi91+5swZLV26VFFRUZVcGa4WghOqnE2bNikiIkJ169ZVeHh4kds7cnJytGLFCrVv397BlQLlw2cckI4ePar4+HjNmzfP0aUAQKkQnFDl3HHHHWrbtq3mzJlT5KFKwzD0xBNPaOfOnUpJSXFQhcCV4TMOsFQzqj9+OVD9EJxQ5dSpU0fbtm1TixYtit2+d+9etWvXThcuXKjkyoCKwWccNcHSpUsvu/3gwYN6+umnCU6otvjlQPXDqnqocvz8/LRx48YS/1G5ceNG261NwLWIzzhqgj59+pS4VPMlLNWMa1lpfjmA6oXghCrnmWee0WOPPaYtW7YUu4Tt3LlzWY4c1zQ+46gJGjVqpFmzZql3797Fbt++fbtCQkIquSqg4vDLgZqH4IQqZ9SoUfL29tZrr72mWbNm2aa4nZ2dFRISogULFuihhx5ycJVA+fEZR00QEhKiLVu2lBiczP7BCVR1/HKg5uEZJ1Rp+fn5ysjIkCR5e3urdu3aDq4IqFh8xlFdff/998rOzlaPHj2K3Z6dna3Nmzerc+fOlVwZUDEeeOABBQUFadKkScVu53ucqh+CEwAAAFBG/HKg5iE4AQAAAIAJJ0cXAAAAAABVHcEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAA14yTJ0/qb3/7m2644QZZrVb5+fkpIiJCP/zwg6Q/vhtoyZIlZd5vYGCgEhMTK7ZYAEC1whfgAgCuGf3791deXp7effddNWvWTOnp6UpOTtapU6ccXRoAoJpjxgkAcE04e/asvv/+e02dOlVdu3ZVkyZN1KFDB40bN04PPPCAAgMDJUl9+/aVxWKxvf/111/Vu3dv+fr6ys3NTbfffrtWrVpl22+XLl10+PBhPfXUU7JYLLJYLLZt69atU8eOHVWnTh0FBARozJgxys7Otm2fNWuWbrrpJrm6usrX11cPPvhgpVwLAEDlIzgBAK4Jbm5ucnNz05IlS5Sbm1tk+6ZNmyRJ8+fP1/Hjx23vz58/r549eyo5OVnbtm1Tjx491KtXLx05ckSStHjxYl1//fWaNGmSjh8/ruPHj0v6I3D16NFD/fv3186dO5WUlKR169YpJiZGkrR582aNGTNGkyZN0r59+7R8+XJ16tSpMi4FAMAB+AJcAMA147PPPtOIESN04cIFBQcHq3Pnzho4cKBuu+02SX884/T555+rT58+l91P69at9cQTT9hCUGBgoJ588kk9+eSTtj7Dhw+Xs7Oz/vWvf9na1q1bp86dOys7O1vLli1TdHS0/u///k/u7u4Vfq4AgKqFGScAwDWjf//+OnbsmJYuXaoePXpozZo1Cg4O1oIFC0occ/78eT3zzDNq2bKlvLy85Obmpj179thmnEqyY8cOLViwwDbT5ebmpoiICBUWFurQoUPq3r27mjRpombNmunRRx/Vhx9+qJycnAo+YwBAVUFwAgBcU1xdXdW9e3dNmDBB69ev15AhQxQfH19i/2eeeUaff/65pkyZou+//17bt29XmzZtlJeXd9njnD9/Xo8//ri2b99ue+3YsUP79+9X8+bN5e7urq1bt+qjjz5So0aNFBcXp7Zt2+rs2bMVfMYAgKqAVfUAANe0Vq1a2ZYgr127tgoKCuy2//DDDxoyZIj69u0r6Y9AlJqaatfHxcWlyLjg4GDt3r1bN954Y4nHrlWrlsLDwxUeHq74+Hh5eXnp22+/Vb9+/a78xAAAVQozTgCAa8KpU6fUrVs3ffDBB9q5c6cOHTqkTz/9VNOmTVPv3r0l/fGsUnJystLS0nTmzBlJ0k033aTFixfbZowefvhhFRYW2u07MDBQa9eu1W+//aaMjAxJ0nPPPaf169crJiZG27dv1/79+/XFF1/Ynov66quv9MYbb2j79u06fPiw3nvvPRUWFuqWW26pxKsCAKgsBCcAwDXBzc1NoaGheu2119SpUye1bt1aEyZM0IgRI/TWW29JkqZPn66VK1cqICBA7dq1kyTNmDFD9evX15133qlevXopIiJCwcHBdvueNGmSUlNT1bx5czVs2FCSdNttt+m7777TL7/8oo4dO6pdu3aKi4tT48aNJUleXl5avHixunXrppYtW2rOnDn66KOPdOutt1biVQEAVBZW1QMAAAAAE8w4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmPh/aIB7S+dE+Q4AAAAASUVORK5CYII=\n",
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",
       "text/plain": [
        "<Figure size 1000x375 with 1 Axes>"
       ]
@@ -227,7 +227,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
        "<Figure size 1000x375 with 1 Axes>"
       ]
@@ -305,7 +305,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
        "<Figure size 1000x375 with 1 Axes>"
       ]
diff --git a/notebooks/Lecture3.ipynb b/notebooks/Query_algorithms/2_deutsch_josza.ipynb
similarity index 99%
rename from notebooks/Lecture3.ipynb
rename to notebooks/Query_algorithms/2_deutsch_josza.ipynb
index f10016b..cfb817b 100644
--- a/notebooks/Lecture3.ipynb
+++ b/notebooks/Query_algorithms/2_deutsch_josza.ipynb
@@ -7,8 +7,8 @@
    "source": [
     "# Lecture 3: Deutsch-Josza algorithm\n",
     "\n",
-    "<center><img src=\"../figures/qibo_mascotte/qibo_dj.png\" alt=\"drawing\" width=\"400\"/></center>\n",
-    "<center><strong>Fig. 3:</strong> Qibo the mangoose cheking if a target is balanced [DALL-E].</center>\n",
+    "<center><img src=\"../../figures/qibo_mascotte/qibo_dj.png\" alt=\"drawing\" width=\"400\"/></center>\n",
+    "<center>Qibo the mangoose cheking if a target is balanced [DALL-E].</center>\n",
     "\n",
     "\n",
     "## Introduction\n",
@@ -16,7 +16,7 @@
     "One of the first algorithms in which quantum computing has been proven to be more effective than classical computing is the Deutsch-Josza algorithm. \n",
     "\n",
     "The goal of this algorithm is to understand if a target function $f$ is constant or balanced.\n",
-    "<center><img src=\"../figures/dj.svg\" alt=\"drawing\" width=\"800\"/></center>\n",
+    "<center><img src=\"../../figures/dj.svg\" alt=\"drawing\" width=\"800\"/></center>\n",
     "Since we want to use the quantum computing to tackle the problem, we use to formalize it in the following way.\n",
     "\n",
     "1. let's consider a function $f$ which takes as input a bitstring $x$ and returns one single value between zero and one: $$ f(x): \\{0,1\\}^N \\to \\{0,1\\};$$\n",
@@ -28,7 +28,7 @@
     "We are going to implement the DJ algorithm considering $N$-long input bitstrings. To do this, we need to initialize an $N+1$ qubits circuit, in which the first $N$ qubits (also called **input register**) are used to encode the bitstring, while the last qubit is used as ancilla. \n",
     "\n",
     "We denote the input register state with $|x\\rangle$ and the ancilla state with $|y\\rangle$.\n",
-    "<center><img src=\"../figures/dj-circ.png\" alt=\"drawing\" width=\"500\"/></center>\n",
+    "<center><img src=\"../../figures/dj-circ.png\" alt=\"drawing\" width=\"500\"/></center>\n",
     "\n",
     "At this point, we apply the following steps:\n",
     "1. we prepare the **input register** in the $|0\\rangle^{\\otimes N}$ and the ancilla into the $|1\\rangle$;\n",
@@ -198,7 +198,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 1000x375 with 1 Axes>"
       ]
@@ -350,7 +350,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 1000x375 with 1 Axes>"
       ]
@@ -484,7 +484,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
        "<Figure size 1000x375 with 1 Axes>"
       ]
@@ -591,7 +591,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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5+ZVMkbchJSVF19Ov6+1+kapbq4Gjyyl1Tp75Te8ueVMpKSkEKQAAADhMmQ1SN5/491c3224VjpydnW2rWWazuWQKvEN1azVQY/+/O7oMAAAAAPkosw+bCAgI0KFDh5STk5Orfd++fapataoaN27soMoAAAAAlHdlIkglJyfr2LFjysrKsrWFhITo7NmzWrt2ra0tJSVFa9as0bPPPpvv/VMAAAAAUBwcfmnf3LlzlZqaqqSkJEnShg0b9Pvvv0uShg0bJg8PD4WHh2vJkiWKj49XvXr1JP0RpNq0aaP+/fvr6NGjqlmzpj766CNlZ2eX2gdJAAAAACgfHB6kPvzwQ508edL289q1a22rTC+99JI8PDzyHWc2m7Vp0ya9+eabmj17ttLT09W6dWtFRUWpSZMmdqkdAAAAQMXk8CCVkJBQaJ+oqChFRUXlaa9Ro4YWLlyohQsXFn9hAAAAAFCAMnGPFAAAAACUJgQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBDg9SFotFY8eOlZ+fn1xdXRUUFKQtW7YUaezWrVvVoUMH1axZU56engoMDNSyZctKuGIAAAAAFZ3Dg1RYWJimT5+uvn37atasWTKbzerSpYt27959y3Hr16/Xk08+qczMTL3zzjuKiIiQq6urQkNDNWPGDDtVDwAAAKAiquzIg+/fv18rV65UZGSkRo8eLUkKDQ1Vs2bNNGbMGMXExBQ4du7cufL19dX27dvl7OwsSRoyZIiaNm2qqKgovfHGG3Y5BwAAAAAVj0NXpKKjo2U2mzV48GBbm4uLiwYOHKg9e/bo1KlTBY69cuWKatSoYQtRklS5cmXVrFlTrq6uJVo3AAAAgIrNoUHq8OHDaty4sapXr56rPTAwUJIUGxtb4Nj27dvr559/1rhx43T8+HGdOHFCkydP1sGDBzVmzJiSLBsAAABABefQS/uSk5Pl6+ubp/1mW1JSUoFjx40bp/j4eEVEROjdd9+VJFWtWlWff/65nnvuuVse12KxyGKxSJLS0tJut3wAAAAAFZRDV6TS09NzXZp3k4uLi217QZydndW4cWOFhITos88+0/Lly9WqVSu99NJL2rt37y2PO2XKFHl4eMjDw0N+fn53dhIAAAAAKhyHrki5urraVob+LCMjw7a9IEOHDtXevXt16NAhVar0Rx7s2bOn/v73v2vEiBHat29fgWPDw8M1cuRISX+sSBGmAAAAABjh0BUpX19fJScn52m/2VZQwMnMzNSiRYv09NNP20KUJDk5Oempp57SwYMHlZmZWeBxnZ2dVb16ddsHAAAAAIxwaJAKCAhQXFycrly5kqv95mpSQEBAvuMuXLigGzduKDs7O8+2rKws5eTk5LsNAAAAAIqDQ4NUSEiIsrOzNX/+fFubxWLR4sWLFRQUJH9/f0lSYmKijh07Zuvj7e0tT09PrVu3LtfK07Vr17RhwwY1bdqUR6ADAAAAKDEOvUcqKChIPXr0UHh4uM6dO6dGjRppyZIlSkhI0KJFi2z9QkNDtWvXLlmtVkmS2WzW6NGj9fbbb6tNmzYKDQ1Vdna2Fi1apN9//13Lly931CkBAAAAqAAcGqQkaenSpRo3bpyWLVumS5cuqXnz5tq4caPatm17y3H//ve/Vb9+fc2aNUsTJ06UxWJR8+bNFR0dre7du9upegAAAAAVkcODlIuLiyIjIxUZGVlgn507d+bb/uKLL+rFF18socoAAAAAIH8OvUcKAAAAAMoighQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwyHCQOnTokH788Ufbz19++aW6deumt956S5mZmcVaHAAAAACURoaD1JAhQxQXFydJ+u2339S7d29VrVpVa9as0ZgxY4q9QAAAAAAobQwHqbi4OAUEBEiS1qxZo7Zt22rFihWKiorS559/Xtz1AQAAAECpYzhIWa1W5eTkSJK2bt2qLl26SJL8/f2VkpJSvNUBAAAAQClkOEi1atVK7777rpYtW6Zdu3bp6aefliTFx8fLx8en2AsEAAAAgNLGcJCaOXOmDh06pKFDh+rf//63GjVqJEmKjo7Www8/XOwFAgAAAEBpU9nogObNm+d6at9NkZGRMpvNxVIUAAAAAJRmt/UeqdTUVC1cuFDh4eG6ePGiJOno0aM6d+5csRYHAAAAAKWR4RWpI0eO6PHHH5enp6cSEhI0aNAg3XXXXVq7dq0SExO1dOnSkqgTAAAAAEoNwytSI0eOVP/+/fXrr7/KxcXF1t6lSxd9++23xVocAAAAAJRGhoPUgQMHNGTIkDzttWvX1pkzZwwXYLFYNHbsWPn5+cnV1VVBQUHasmVLkcevWrVKDz30kNzc3OTp6amHH35Y27dvN1wHAAAAABSV4SDl7OysK1eu5GmPi4uTl5eX4QLCwsI0ffp09e3bV7NmzZLZbFaXLl20e/fuQse+88476tOnj/z9/TV9+nS9++67at68uU6fPm24DgAAAAAoKsP3SHXt2lWTJk3S6tWrJUkmk0mJiYkaO3asunfvbmhf+/fv18qVKxUZGanRo0dLkkJDQ9WsWTONGTNGMTExBY7du3evJk2apGnTpumNN94wehoAAAAAcNsMr0hNmzZN165dk7e3t9LT09WuXTs1atRI1apVU0REhKF9RUdHy2w2a/DgwbY2FxcXDRw4UHv27NGpU6cKHDtz5kzVqlVLI0aMkNVq1bVr14yeCgAAAADcFsNBysPDQ1u2bNGGDRs0e/ZsDR06VJs2bdKuXbvk5uZmaF+HDx9W48aNVb169VztgYGBkqTY2NgCx27btk2tW7fW7Nmz5eXlpWrVqsnX11dz5841ekoAAAAAYIjhS/tuevTRR/Xoo4/e0cGTk5Pl6+ubp/1mW1JSUr7jLl26pJSUFH3//ffavn27JkyYoDp16mjx4sUaNmyYnJyc8n0gxk0Wi0UWi0WSlJaWdkfnAAAAAKDiKVKQmj17dpF3OHz48CL3TU9Pl7Ozc572m49VT09Pz3fczcv4Lly4oJUrV6pXr16SpJCQEN1///169913bxmkpkyZookTJxa5TgAAAAD4syIFqRkzZuT6+fz587p+/bo8PT0lSampqapataq8vb0NBSlXV1fbytCfZWRk2LYXNE6SnJycFBISYmuvVKmSevXqpQkTJigxMVF16tTJd3x4eLhGjhwp6Y8VKT8/vyLXDAAAAABFukcqPj7e9omIiFBAQIB++eUXXbx4URcvXtQvv/yiFi1aaPLkyYYO7uvrq+Tk5DztN9sKCjh33XWXXFxcdPfdd8tsNufa5u3tLemPy/8K4uzsrOrVq9s+AAAAAGCE4YdNjBs3TnPmzFGTJk1sbU2aNNGMGTP09ttvG9pXQECA4uLi8ryXat++fbbt+alUqZICAgJ0/vx5ZWZm5tp2876q23mnFQAAAAAUheEglZycrBs3buRpz87O1tmzZw3tKyQkRNnZ2Zo/f76tzWKxaPHixQoKCpK/v78kKTExUceOHcs1tlevXsrOztaSJUtsbRkZGfr000913333cbkeAAAAgBJj+Kl9jz/+uIYMGaKFCxeqRYsWkqT//ve/evXVV/XEE08Y2ldQUJB69Oih8PBwnTt3To0aNdKSJUuUkJCgRYsW2fqFhoZq165dslqttrabNfzzn/9UXFyc6tSpo2XLlunkyZPasGGD0dMCAAAAgCIzHKQ++eQT9evXT61atZKTk5Mk6caNGwoODtbChQsNF7B06VKNGzdOy5Yt06VLl9S8eXNt3LhRbdu2veU4V1dXbd++XWPGjNEnn3yitLQ0BQQE6KuvvlJwcLDhOgAAAACgqAwHKS8vL23atElxcXG2y+2aNm2qxo0b31YBLi4uioyMVGRkZIF9du7cmW+7t7e3oqKibuu4AAAAAHC7bvuFvI0bN77t8AQAAAAAZZnhIDVgwIBbbv/kk09uuxgAAAAAKAsMB6m/vp8pKytLP/30k1JTU9WxY8diKwwAAAAASivDQWrdunV52nJycvTqq6+qYcOGxVIUAAAAAJRmht8jle9OKlXSyJEjNWPGjOLYHQAAAACUasUSpCTpxIkT+b6oFwAAAADKG8OX9o0cOTLXz1arVcnJyfrqq6/Ur1+/YisMAAAAAEorw0Hq8OHDuX6uVKmSvLy8NG3atEKf6AcAAAAA5YHhILVjx46SqAMAAAAAygzD90h17NhRqampedqvXLnC488BAAAAVAiGg9TOnTuVmZmZpz0jI0PfffddsRQFAAAAAKVZkS/tO3LkiO3PR48e1ZkzZ2w/Z2dn6+uvv1bt2rWLtzoAAAAAKIWKHKQCAgJkMplkMpnyvYTP1dVVc+bMKdbiAAAAAKA0KnKQio+Pl9VqVYMGDbR//355eXnZtlWpUkXe3t4ym80lUiQAAAAAlCZFDlJ169aVJOXk5JRYMQAAAABQFhQpSK1fv15PPfWUnJyctH79+lv27dq1a7EUBgAAAAClVZGCVLdu3XTmzBl5e3urW7duBfYzmUzKzs4urtoAAAAAoFQqUpD68+V8XNoHAAAAoKIz/B4pAAAAAKjoirQiNXv27CLvcPjw4bddDAAAAACUBUUKUjNmzCjSzkwmE0EKAAAAQLlXpCAVHx9f0nUAAAAAQJlxR/dIWa1WWa3W4qoFAAAAAMqE2wpSixYtUrNmzeTi4iIXFxc1a9ZMCxcuLO7aAAAAAKBUKtKlfX82fvx4TZ8+XcOGDdNDDz0kSdqzZ4/eeOMNJSYmatKkScVeJAAAAACUJoaD1Lx587RgwQL16dPH1ta1a1c1b95cw4YNI0gBAAAAKPcMX9qXlZWlVq1a5Wlv2bKlbty4USxFAQAAAEBpZjhIvfzyy5o3b16e9vnz56tv377FUhQAAAAAlGaGL+2T/njYxObNm9WmTRtJ0r59+5SYmKjQ0FCNHDnS1m/69OnFUyUAAAAAlCKGg9RPP/2kFi1aSJJOnDghSapZs6Zq1qypn376ydbPZDIVU4kAAAAAULoYDlI7duwoiToAAAAAoMy4oxfyAgAAAEBFZHhFKiMjQ3PmzNGOHTt07tw55eTk5Np+6NChYisOAAAAAEojw0Fq4MCB2rx5s0JCQhQYGMi9UAAAAAAqHMNBauPGjdq0aZMeeeSRkqgHAAAAAEo9w/dI1a5dW9WqVSuJWgAAAACgTDAcpKZNm6axY8fq5MmTJVEPAAAAAJR6hi/ta9WqlTIyMtSgQQNVrVpVTk5OubZfvHix2IoDAAAAgNLIcJDq06ePTp8+rffee08+Pj48bAIAAABAhWM4SMXExGjPnj164IEHSqIeAAAAACj1DN8j1bRpU6Wnp5dELQAAAABQJhgOUu+//75GjRqlnTt36sKFC7py5Uquj1EWi0Vjx46Vn5+fXF1dFRQUpC1bthjeT6dOnWQymTR06FDDYwEAAADACMOX9nXu3FmS9Pjjj+dqt1qtMplMys7ONrS/sLAwRUdH6/XXX9c999yjqKgodenSRTt27NCjjz5apH2sXbtWe/bsMXRcAAAAALhdhoPUjh07Ctz2448/GtrX/v37tXLlSkVGRmr06NGSpNDQUDVr1kxjxoxRTExMofvIyMjQqFGjNHbsWI0fP97Q8QEAAADgdhi+tK9du3a5Pi1atND//vc/vfnmmxoxYoShfUVHR8tsNmvw4MG2NhcXFw0cOFB79uzRqVOnCt3H1KlTlZOTYwtiAAAAAFDSDAepm7799lv169dPvr6++vDDD9WxY0ft3bvX0D4OHz6sxo0bq3r16rnaAwMDJUmxsbG3HJ+YmKj3339fH3zwgVxdXQ0dGwAAAABul6FL+86cOaOoqCgtWrRIV65cUc+ePWWxWPTFF1/ovvvuM3zw5ORk+fr65mm/2ZaUlHTL8aNGjdKDDz6o3r17GzquxWKRxWKRJKWlpRkaCwAAAABFXpF69tln1aRJEx05ckQzZ85UUlKS5syZc0cHT09Pl7Ozc552FxcX2/aC7NixQ59//rlmzpxp+LhTpkyRh4eHPDw85OfnZ3g8AAAAgIqtyEHqP//5jwYOHKiJEyfq6aefltlsvuODu7q62laG/iwjI8O2PT83btzQ8OHD9fLLL6t169aGjxseHq7Lly/r8uXLha56AQAAAMBfFTlI7d69W1evXlXLli0VFBSkuXPnKiUl5Y4O7uvrq+Tk5DztN9sKWi1aunSp/ve//2nIkCFKSEiwfSTp6tWrSkhI0PXr1ws8rrOzs6pXr277AAAAAIARRQ5Sbdq00YIFC5ScnKwhQ4Zo5cqV8vPzU05OjrZs2aKrV68aPnhAQIDi4uLyvMh33759tu35SUxMVFZWlh555BHVr1/f9pH+CFn169fX5s2bDdcDAAAAAEVh+Kl9bm5uGjBggHbv3q0ff/xRo0aN0vvvvy9vb2917drV0L5CQkKUnZ2t+fPn29osFosWL16soKAg+fv7S/ojOB07dszWp3fv3lq3bl2ejyR16dJF69atU1BQkNFTAwAAAIAiMfxC3j9r0qSJpk6dqilTpmjDhg365JNPDI0PCgpSjx49FB4ernPnzqlRo0ZasmSJEhIStGjRIlu/0NBQ7dq1S1arVZLUtGlTNW3aNN991q9fX926dbvtcwIAAACAwtxRkLrJbDarW7dutxVgli5dqnHjxmnZsmW6dOmSmjdvro0bN6pt27bFURoAAAAAFLtiCVJ3wsXFRZGRkYqMjCywz86dO4u0r5srVgAAAABQkgzfIwUAAAAAFR1BCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgkMODlMVi0dixY+Xn5ydXV1cFBQVpy5YthY5bu3atevXqpQYNGqhq1apq0qSJRo0apdTU1JIvGgAAAECF5vAgFRYWpunTp6tv376aNWuWzGazunTpot27d99y3ODBg/XLL7/opZde0uzZs9W5c2fNnTtXDz30kNLT0+1UPQAAAICKqLIjD75//36tXLlSkZGRGj16tCQpNDRUzZo105gxYxQTE1Pg2OjoaLVv3z5XW8uWLdWvXz99+umneuWVV0qydAAAAAAVmENXpKKjo2U2mzV48GBbm4uLiwYOHKg9e/bo1KlTBY79a4iSpOeff16S9MsvvxR7rQAAAABwk0OD1OHDh9W4cWNVr149V3tgYKAkKTY21tD+zpw5I0mqWbNmsdQHAAAAAPlx6KV9ycnJ8vX1zdN+sy0pKcnQ/j744AOZzWaFhITcsp/FYpHFYpEkpaWlGToGAAAAADh0RSo9PV3Ozs552l1cXGzbi2rFihVatGiRRo0apXvuueeWfadMmSIPDw95eHjIz8/PWNEAAAAAKjyHBilXV1fbytCfZWRk2LYXxXfffaeBAwcqODhYERERhfYPDw/X5cuXdfnyZcOrXgAAAADg0Ev7fH19dfr06TztycnJklSk1aIffvhBXbt2VbNmzRQdHa3KlQs/JWdnZ9tKmNlsNlg1AAAAgIrOoStSAQEBiouL05UrV3K179u3z7b9Vk6cOKHOnTvL29tbmzZtkru7e0mVCgAAAAA2Dg1SISEhys7O1vz5821tFotFixcvVlBQkPz9/SVJiYmJOnbsWK6xZ86c0ZNPPqlKlSrpm2++kZeXl11rBwAAAFBxOfTSvqCgIPXo0UPh4eE6d+6cGjVqpCVLlighIUGLFi2y9QsNDdWuXbtktVptbZ07d9Zvv/2mMWPGaPfu3dq9e7dtm4+Pjzp16mTXcwEAAABQcTg0SEnS0qVLNW7cOC1btkyXLl1S8+bNtXHjRrVt2/aW43744QdJ0tSpU/Nsa9euHUEKAAAAQIlxeJBycXFRZGSkIiMjC+yzc+fOPG1/Xp0CAAAAAHty6D1SAAAAAFAWEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAY5PEhZLBaNHTtWfn5+cnV1VVBQkLZs2VKksadPn1bPnj3l6emp6tWr67nnntNvv/1WwhUDAAAAqOgcHqTCwsI0ffp09e3bV7NmzZLZbFaXLl20e/fuW467du2aOnTooF27dumtt97SxIkTdfjwYbVr104XLlywU/UAAAAAKqLKjjz4/v37tXLlSkVGRmr06NGSpNDQUDVr1kxjxoxRTExMgWM/+ugj/frrr9q/f79at24tSXrqqafUrFkzTZs2Te+9955dzgEAAABAxePQFano6GiZzWYNHjzY1ubi4qKBAwdqz549OnXq1C3Htm7d2haiJKlp06Z6/PHHtXr16hKtGwAAAEDF5tAVqcOHD6tx48aqXr16rvbAwEBJUmxsrPz9/fOMy8nJ0ZEjRzRgwIA82wIDA7V582ZdvXpV1apVK7QGq9Vq+3NaWprRUyh26enpkiRLZobSLdcdXE3pY8nMkPTHPJWG/78AAABQfvz598s/54T8ODRIJScny9fXN0/7zbakpKR8x128eFEWi6XQsU2aNMl3vMVikcVikSSdP3/e1u7j42PsBErQ0Bl9HV1Cqfboo486ugQAAACUY9evX5e7u3uB2x16aV96erqcnZ3ztLu4uNi2FzRO0m2NlaQpU6bIw8NDHh4eatSokeG6AQAAAFRsDl2RcnV1ta0M/VlGRoZte0HjJN3WWEkKDw/XyJEjJf1xmeCFCxdUpUoV1ahRQyaTydhJlHNXrlyRn5+fkpKS8lyCieLDPNsPc20fzLN9MM/2w1zbB/NsH8xzwaxWq65f/+P2mpo1a96yr0ODlK+vr06fPp2nPTk5WZLk5+eX77i77rpLzs7Otn5Gxkp/rGT9eTXL09PTSNkVSnZ2tiTJzc1Nbm5uDq6m/GKe7Ye5tg/m2T6YZ/thru2DebYP5vnWbnU535859NK+gIAAxcXF6cqVK7na9+3bZ9uen0qVKun+++/XwYMH82zbt2+fGjRoUKQHTQAAAADA7XBokAoJCVF2drbmz59va7NYLFq8eLGCgoJsT+xLTEzUsWPH8ow9cOBArjD1v//9T9u3b1ePHj3scwIAAAAAKiSHXtoXFBSkHj16KDw8XOfOnVOjRo20ZMkSJSQkaNGiRbZ+oaGh2rVrV65HEL722mtasGCBnn76aY0ePVpOTk6aPn26fHx8NGrUKEecTrnk7OysCRMm5PtgDxQf5tl+mGv7YJ7tg3m2H+baPphn+2Cei4fJWtgD0ktYRkaGxo0bp+XLl+vSpUtq3ry5Jk+erODgYFuf9u3b5wlSkvT777/rjTfe0ObNm5WTk6P27dtrxowZPIkPAAAAQIlyeJACAAAAgLLGofdIAQAAAEBZRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQ59jxRKn9OnTys2NlZJSUlKT0+Xq6ur/Pz8FBAQoNq1azu6vArj6tWrunTpkurUqePoUso0q9WqPXv26PDhw/l+px9++GGZTCZHlwkUGd9pACg9CFKQJMXExGjMmDHas2ePJOV5Z5fJZFKbNm00depUPfLII44osUKZPXu2xo8fr+zsbEeXUmatXr1ab775pn7//fc832fpj+907dq1FRkZqV69ejmgworl1KlTio+PV9u2bR1dSpnFd7r04Xt95y5fvqyvvvqqwH8cePrpp+Xp6enoMiuEn376SYcOHVJoaKijSykzuLQP2rp1q9q3b6+zZ88qIiJCW7Zs0c8//6wTJ07o559/1tatWzV58mSdP39eHTt21NatWx1dMnBLK1euVO/evVWvXj19+umnOn78uNLS0pSdna20tDQdP35cy5YtU7169fTiiy9q5cqVji653Fu6dKk6dOjg6DLKLL7TpRPf6zsTGRkpf39/vfTSS5oxY4a2bt2q//73v9q6datmzJihl19+Wf7+/vrggw8cXWqF8OWXX6p///6OLqNM4YW8UJs2bVS5cmVt27ZNzs7OBfbLzMxUhw4dlJ2drb1799qxwvJh6dKlRe67fv16rVu3jhWp2/TAAw+obt26Wr9+faF9n3nmGSUmJurIkSN2qKziioiIYJX1DvCdLp34Xt++uXPnavjw4erbt6/++c9/qmXLlnJycrJtz8rK0oEDBzRv3jytWLFCM2fO1LBhwxxYcfnH99k4Lu2Djhw5otmzZ98yRElSlSpVFBYWphEjRtipsvIlLCxMJpMp30ty8sN9DrcvLi5Ow4cPL1Lf559/XkOHDi3hisqnSZMmFbnvrl27SrCS8o/vtP3wvbaP2bNnKzQ0VFFRUflud3Jy0sMPP6yHH35YlSpV0pw5cwhSt2HAgAFF7vvDDz+UYCXlE0EKqlGjho4fP16kvsePH1eNGjVKuKLyqUaNGgoICNDUqVML7bto0SJ9/PHHdqiqfPL19dXBgwc1cODAQvseOHBAvr6+dqiq/HnnnXf4xwE74TttP3yv7ePUqVN67LHHitS3bdu2Wr16dQlXVD5FRUXJyclJVapUKbRvVlaWHSoqXwhSsF2b7OPjo0GDBsnd3T1Pn2vXrmn+/PmaOXOmXn/9dfsXWQ4EBgbq2LFjatmyZaF9v/76aztUVH794x//0L/+9S9VqVJFr776qpo2bZqnz7Fjx/TRRx9pwYIFeu+99xxQZdnn7e2tFi1aaNmyZYX2nTZtGvc53AG+0/bD99o+6tevr82bNxfpHwe++eYb1a9f3w5VlT/+/v5q1qyZvvrqq0L7vvvuu5owYYIdqio/CFLQ5MmTlZiYqFGjRmns2LFq3LixfH195ezsLIvFouTkZMXFxenGjRvq0aOHJk+e7OiSy6TAwEB98803OnfunLy9vW/Z19PTk0ef34E333xTly5d0vTp0zV37ly5ubnJx8fH9p0+c+aMrl+/rsqVK2v06NEaO3aso0suk4KCgnTw4EHdfffdhfZ1c3OzQ0XlF99p++F7bR+jRo3SoEGDlJGRoddee00tW7ZUzZo1bdtTUlJ08OBBzZs3Txs3btT8+fMdWG3ZFRQUpB07dhSpL6urxvGwCdjs379f0dHRio2NVXJysu0RpL6+vgoICFBISIgCAwMdXWaZlZaWppSUFPn5+eW6oRYlJykpSV988UWB3+nnnnuO96PdgYiICI0bN04JCQmFBv/ly5dr0aJFRf4LHfnjO13y+F7bz8cff6y3335bFy9elCSZzWZVqVJFmZmZys7OltVq1V133aXJkyfr1VdfdXC1ZdO8efM0depUffvtt/L3979l340bN+rzzz/X4sWL7VRd2UeQAgAAgENkZGRox44dOnz4cL7/ONCxY0e5uLg4ukwgXwQpAADKoKysLNsvnaxyA4D98UJe2GzdulWDBw9W69atVbt2bd11112qXbu2WrdurUGDBmnLli2OLrFcYJ5Ll40bNxp6PCzgKDdu3NDChQv15JNPysvLSy4uLqpRo4ZcXFzk5eWlTp06acGCBTx5qwRkZWXpypUrzC2AXFiRgtLS0tSzZ099/fXXcnNzU0BAgHx9feXi4qKMjAwlJycrNjZWaWlpCg4O1po1a7jB9jYwz6UTLyC0j40bN2rt2rX65JNPHF1KmZSSkqInn3xSsbGxaty4sQIDA/P892P//v2Ki4vTAw88oM2bN8vLy8vRZZdZN27cUFRUlFavXq3Dhw/b7uGRpLvuuksBAQHq2bOnwsLCWA20g+XLl+uTTz7R9u3bHV1KucY8G8dT+6C33npL27dv1/z58xUaGprvXwpZWVlaunSphg0bprfeekuzZs1yQKVlG/OMiuyHH37QkiVLCFK3aeTIkTp58qS2bNmixx9/vMB+27ZtU8+ePTV69GgtWbLEjhWWH38NrU899VS+oXXIkCH66KOPCK12cPLkSV5+bAfMs3EEKWj16tV68803b/kuBycnJw0cOFDx8fFauHAhv+DfBubZfho0aFDkvpcvXy7BSoDi8dVXX+nNN9+8ZYiSpMcff1yjR4/Whx9+aKfKyh9CK4CiIkhBV65c0d/+9rci9fX399fVq1dLuKLyiXm2n8TERNWuXVvNmzcvtO/x48eVmppa8kWVQwRW+8nMzFS1atWK1LdatWrKzMws4YrKL0KrfZjNZkeXUCEwzyWLIAU9+OCDmj9/vvr27XvLe3LS0tI0f/58tWjRwo7VlR/Ms/3ce++98vT01IYNGwrte/MeKRhHYLWfRx55RLNmzVK3bt1u+Z6o06dPa9asWXr00UftWF35Qmi1D7PZrIYNG+qJJ54otO/Bgwe1f/9+O1RV/jDPJYsgBU2dOlVPPPGEmjRpopdfflktW7aUr6+vnJ2dZbFYlJycrIMHD2r58uW6ePGitm7d6uiSyyTm2X4CAwO1cuVKZWdn869xJYjAaj8zZ87UY489piZNmuiZZ55Rq1at8v3vx8aNG1W1alVNnz7d0SWXWYRW+2jevLkqVaqkOXPmFNo3IiKCX/BvE/NcsghS0MMPP6yYmBi99dZbmjZtmm7cuCGTyWTbbrVaVblyZT3xxBOKiIjQgw8+6MBqyy7m2X569+6tnJwcnT9/XrVq1bpl365duxb5kkvkRmC1n6ZNmyo2NlYRERFau3atVq9enaePl5eXQkND9dZbb/GdvgOEVvsIDAzUJ598IovFImdn50L785Dp28M8lywef45crl69qh9//DHP28WbNWum6tWrO7q8coN5RnmwZcsWrVixQlOmTCk0sP744486dOiQ+vXrZ6fqyrekpKQ8//3w8/NzdFnlxunTp22h9dy5c3m2e3l5qXv37oTWO3DgwAFt2rRJr732WqFPPUxMTFR8fLzatWtnp+rKD+a5ZBGkkMvp06cVGxurpKQk21/Qfn5+CggIuOUlDjCGebYf5hoVzdWrV3Xp0iXVqVPH0aWUC4RWAAUhSEGSFBMTozFjxmjPnj2S8i7tmkwmtWnTRlOnTtUjjzziiBLLBebZfphr+yKwlh68ZNp+CK32wTzbB/NsHPdIQVu3blWXLl1Ut25dRUREKDAwMM/LB/fu3auoqCh17NhRX331VZGe/oLcmGf7Ya7th8CKimz27NmEVjtgnu2DeTaOFSmoTZs2qly5srZt23bLGxEzMzPVoUMHZWdna+/evXassHxgnu2HubaPPwfWgQMH3jKwnjx5ksB6B5YuXVrkvuvXr9e6dev4ZcgOWP2zD+bZPphn4whSUNWqVTV79my98sorhfZdsGCBRowYoevXr9uhsvKFebYf5to+CKz2U6lSJZlMpiI/UctkMvHL0G0itNoH82wfzHPJ4tI+qEaNGjp+/HiR+h4/flw1atQo4YrKJ+bZfphr+zhy5Ihmz55d6CN1q1SporCwMI0YMcJOlZU/NWrUUEBAgKZOnVpo30WLFunjjz+2Q1XlU1hYmOHQCuOYZ/tgnksWQQp66aWXNGPGDPn4+GjQoEFyd3fP0+fatWuaP3++Zs6cqddff93+RZYDzLP9MNf2QWC1n8DAQB07dkwtW7YstO/XX39th4rKL0KrfTDP9sE8lyyCFDR58mQlJiZq1KhRGjt2rBo3bpzn5YNxcXG6ceOGevToocmTJzu65DKJebYf5to+CKz2ExgYqG+++Ubnzp2Tt7f3Lft6enry1K07QGi1D+bZPpjnksU9UrDZv3+/oqOjFRsbm+edGQEBAQoJCVFgYKCjyyzzmGf7Ya5LVmZmpvr166dVq1apcuXKhQbWZcuWqUqVKo4uu0xKS0tTSkqK/Pz85OTk5OhyyrUJEyZo8uTJOnPmTKGh9f/+7//04YcfKj4+3k7VlR/Ms30wzyWLIAUAuCMEVpQnhFb7YJ7tg3kuWQQpAAAAADCokqMLAAAAAICyhiAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAlFnnz5/Xq6++qjp16sjZ2Vm1atVScHCwvv/+e0mSyWTSF198YXi/9erV08yZM4u3WABAucILeQEAZVb37t2VmZmpJUuWqEGDBjp79qy2bdumCxcuOLo0AEA5x4oUAKBMSk1N1XfffacPPvhAHTp0UN26dRUYGKjw8HB17dpV9erVkyQ9//zzMplMtp9PnDih5557Tj4+PnJ3d1fr1q21detW237bt2+vkydP6o033pDJZJLJZLJt2717tx577DG5urrK399fw4cPV1pamm37Rx99pHvuuUcuLi7y8fFRSEiIXeYCAGB/BCkAQJnk7u4ud3d3ffHFF7JYLHm2HzhwQJK0ePFiJScn236+du2aunTpom3btunw4cPq3Lmznn32WSUmJkqS1q5dq7/97W+aNGmSkpOTlZycLOmPANa5c2d1795dR44c0apVq7R7924NHTpUknTw4EENHz5ckyZN0v/+9z99/fXXatu2rT2mAgDgALyQFwBQZn3++ecaNGiQ0tPT1aJFC7Vr1069e/dW8+bNJf1xj9S6devUrVu3W+6nWbNm+sc//mELRfXq1dPrr7+u119/3dbnlVdekdls1scff2xr2717t9q1a6e0tDRt2rRJ/fv31++//65q1aoV+7kCAEoXVqQAAGVW9+7dlZSUpPXr16tz587auXOnWrRooaioqALHXLt2TaNHj9a9994rT09Pubu765dffrGtSBXkhx9+UFRUlG0lzN3dXcHBwcrJyVF8fLw6deqkunXrqkGDBnr55Zf16aef6vr168V8xgCA0oIgBQAo01xcXNSpUyeNGzdOMTExCgsL04QJEwrsP3r0aK1bt07vvfeevvvuO8XGxur+++9XZmbmLY9z7do1DRkyRLGxsbbPDz/8oF9//VUNGzZUtWrVdOjQIX322Wfy9fXV+PHj9cADDyg1NbWYzxgAUBrw1D4AQLly33332R557uTkpOzs7Fzbv//+e4WFhen555+X9EdASkhIyNWnSpUqeca1aNFCR48eVaNGjQo8duXKlfXEE0/oiSee0IQJE+Tp6ant27frhRdeuPMTAwCUKqxIAQDKpAsXLqhjx45avny5jhw5ovj4eK1Zs0ZTp07Vc889J+mPe522bdumM2fO6NKlS5Kke+65R2vXrrWtKL344ovKycnJte969erp22+/1enTp5WSkiJJGjt2rGJiYjR06FDFxsbq119/1Zdffmm7r2rjxo2aPXu2YmNjdfLkSS1dulQ5OTlq0qSJHWcFAGAvBCkAQJnk7u6uoKAgzZgxQ23btlWzZs00btw4DRo0SHPnzpUkTZs2TVu2bJG/v78efPBBSdL06dNVo0YNPfzww3r22WcVHBysFi1a5Nr3pEmTlJCQoIYNG8rLy0uS1Lx5c+3atUtxcXF67LHH9OCDD2r8+PHy8/OTJHl6emrt2rXq2LGj7r33Xv2///f/9Nlnn+nvf/+7HWcFAGAvPLUPAAAAAAxiRQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABv1/AilRUQqkgyAAAAAASUVORK5CYII=",
       "text/plain": [
        "<Figure size 1000x375 with 1 Axes>"
       ]
@@ -676,7 +676,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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5+fmVTJEAgHIlOTlZN9Ju6O3+4apbq4Gjyyl1Tp39Te8ue1PJyckEKQDlXpkNUree+PdXt9oKCkfOzs621Syz2VwyBQIAyq26tRqosf/fHV0GAMCByuzDJgICAnT48GFlZ2fnaN+/f7+qVq2qxo0bO6gyAAAAAOVdmQhSSUlJOn78uDIzM21twcHBOnfunNavX29rS05O1rp16/Tss8/mef8UAAAAABQHh1/aN3/+fF2+fFmJiYmSpE2bNun333+XJA0fPlzu7u4KCwvTsmXLFBcXp3r16kn6I0i1adNGAwYM0LFjx+Tp6amPPvpIWVlZPEgCAAAAQIlyeJD68MMPderUKdvP69evt60yvfTSS3J3d89znNls1pYtW/Tmm29q7ty5SktLU+vWrRUREaEmTZrYpXYAAAAAFZPDg1R8fHyhfSIiIhQREZGrvWbNmlq8eLEWL15c/IUBAAAAQD7KxD1SAAAAAFCaEKQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAY5PEhZLBaNGzdOfn5+cnV1VVBQkLZt21aksdu3b1eHDh3k6ekpDw8PBQYGasWKFSVcMQAAAICKzuFBKjQ0VDNnzlS/fv00Z84cmc1mde3aVXv37i1w3MaNG/Xkk08qIyND77zzjqZOnSpXV1eFhIRo1qxZdqoeAAAAQEVU2ZEHP3DggFavXq3w8HCNGTNGkhQSEqJmzZpp7NixioqKynfs/Pnz5evrq507d8rZ2VmSNHToUDVt2lQRERF644037HIOAAAAACoeh65IRUZGymw2a8iQIbY2FxcXDRo0SNHR0Tp9+nS+Y69evaqaNWvaQpQkVa5cWZ6ennJ1dS3RugEAAABUbA4NUkeOHFHjxo1Vo0aNHO2BgYGSpJiYmHzHtm/fXj///LPGjx+vEydO6OTJk5oyZYoOHTqksWPHlmTZAAAAACo4h17al5SUJF9f31ztt9oSExPzHTt+/HjFxcVp6tSpevfddyVJVatW1eeff67nnnuuwONaLBZZLBZJUmpq6u2WDwAAAKCCcuiKVFpaWo5L825xcXGxbc+Ps7OzGjdurODgYH322WdauXKlWrVqpZdeekn79u0r8LjTpk2Tu7u73N3d5efnd2cnAQAAAKDCceiKlKurq21l6M/S09Nt2/MzbNgw7du3T4cPH1alSn/kwV69eunvf/+7Ro4cqf379+c7NiwsTKNGjZL0x4oUYQoAAACAEQ5dkfL19VVSUlKu9ltt+QWcjIwMLVmyRE8//bQtREmSk5OTnnrqKR06dEgZGRn5HtfZ2Vk1atSwfQAAAADACIcGqYCAAMXGxurq1as52m+tJgUEBOQ57uLFi7p586aysrJybcvMzFR2dnae2wAAAACgODg0SAUHBysrK0sLFy60tVksFi1dulRBQUHy9/eXJCUkJOj48eO2Pt7e3vLw8NCGDRtyrDxdv35dmzZtUtOmTXkEOgAAAIAS49B7pIKCgtSzZ0+FhYXp/PnzatSokZYtW6b4+HgtWbLE1i8kJER79uyR1WqVJJnNZo0ZM0Zvv/222rRpo5CQEGVlZWnJkiX6/ffftXLlSkedEgAAAIAKwKFBSpKWL1+u8ePHa8WKFUpJSVHz5s21efNmtW3btsBx//73v1W/fn3NmTNHkyZNksViUfPmzRUZGakePXrYqXoAAAAAFZHDg5SLi4vCw8MVHh6eb5/du3fn2f7iiy/qxRdfLKHKAAAAACBvDr1HCgAAAADKIoIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMMhwkDp8+LB+/PFH289ffvmlunfvrrfeeksZGRnFWhwAAAAAlEaGg9TQoUMVGxsrSfrtt9/Up08fVa1aVevWrdPYsWOLvUAAAAAAKG0MB6nY2FgFBARIktatW6e2bdtq1apVioiI0Oeff17c9QEAAABAqWM4SFmtVmVnZ0uStm/frq5du0qS/P39lZycXLzVAQAAAEApZDhItWrVSu+++65WrFihPXv26Omnn5YkxcXFycfHp9gLBAAAAIDSxnCQmj17tg4fPqxhw4bp3//+txo1aiRJioyM1MMPP1zsBQIAAABAaVPZ6IDmzZvneGrfLeHh4TKbzcVSFAAAAACUZrf1HqnLly9r8eLFCgsL06VLlyRJx44d0/nz54u1OAAAAAAojQyvSB09elSPP/64PDw8FB8fr8GDB+uuu+7S+vXrlZCQoOXLl5dEnQAAAABQahhekRo1apQGDBigX3/9VS4uLrb2rl276ttvvy3W4gAAAACgNDIcpA4ePKihQ4fmaq9du7bOnj1ruACLxaJx48bJz89Prq6uCgoK0rZt24o8fs2aNXrooYdUrVo1eXh46OGHH9bOnTsN1wEAAAAARWU4SDk7O+vq1au52mNjY+Xl5WW4gNDQUM2cOVP9+vXTnDlzZDab1bVrV+3du7fQse+884769u0rf39/zZw5U++++66aN2+uM2fOGK4DAAAAAIrK8D1S3bp10+TJk7V27VpJkslkUkJCgsaNG6cePXoY2teBAwe0evVqhYeHa8yYMZKkkJAQNWvWTGPHjlVUVFS+Y/ft26fJkydrxowZeuONN4yeBgAAAADcNsMrUjNmzND169fl7e2ttLQ0tWvXTo0aNVL16tU1depUQ/uKjIyU2WzWkCFDbG0uLi4aNGiQoqOjdfr06XzHzp49W7Vq1dLIkSNltVp1/fp1o6cCAAAAALfFcJByd3fXtm3btGnTJs2dO1fDhg3Tli1btGfPHlWrVs3Qvo4cOaLGjRurRo0aOdoDAwMlSTExMfmO3bFjh1q3bq25c+fKy8tL1atXl6+vr+bPn2/0lAAAAADAEMOX9t3y6KOP6tFHH72jgyclJcnX1zdX+622xMTEPMelpKQoOTlZ33//vXbu3KmJEyeqTp06Wrp0qYYPHy4nJ6c8H4hxi8VikcVikSSlpqbe0TkAAAAAqHiKFKTmzp1b5B2OGDGiyH3T0tLk7Oycq/3WY9XT0tLyHHfrMr6LFy9q9erV6t27tyQpODhY999/v959990Cg9S0adM0adKkItcJAAAAAH9WpCA1a9asHD9fuHBBN27ckIeHhyTp8uXLqlq1qry9vQ0FKVdXV9vK0J+lp6fbtuc3TpKcnJwUHBxsa69UqZJ69+6tiRMnKiEhQXXq1MlzfFhYmEaNGiXpjxUpPz+/ItcMAAAAAEW6RyouLs72mTp1qgICAvTLL7/o0qVLunTpkn755Re1aNFCU6ZMMXRwX19fJSUl5Wq/1ZZfwLnrrrvk4uKiu+++W2azOcc2b29vSX9c/pcfZ2dn1ahRw/YBAAAAACMMP2xi/Pjxmjdvnpo0aWJra9KkiWbNmqW3337b0L4CAgIUGxub671U+/fvt23PS6VKlRQQEKALFy4oIyMjx7Zb91XdzjutAAAAAKAoDAeppKQk3bx5M1d7VlaWzp07Z2hfwcHBysrK0sKFC21tFotFS5cuVVBQkPz9/SVJCQkJOn78eI6xvXv3VlZWlpYtW2ZrS09P16effqr77ruPy/UAAAAAlBjDT+17/PHHNXToUC1evFgtWrSQJP33v//Vq6++qieeeMLQvoKCgtSzZ0+FhYXp/PnzatSokZYtW6b4+HgtWbLE1i8kJER79uyR1Wq1td2q4Z///KdiY2NVp04drVixQqdOndKmTZuMnhYAAAAAFJnhIPXJJ5+of//+atWqlZycnCRJN2/eVOfOnbV48WLDBSxfvlzjx4/XihUrlJKSoubNm2vz5s1q27ZtgeNcXV21c+dOjR07Vp988olSU1MVEBCgr776Sp07dzZcBwAAAAAUleEg5eXlpS1btig2NtZ2uV3Tpk3VuHHj2yrAxcVF4eHhCg8Pz7fP7t2782z39vZWRETEbR0XAAAAAG7Xbb+Qt3HjxrcdngAAAACgLDMcpAYOHFjg9k8++eS2iwEAAACAssBwkPrr+5kyMzP1008/6fLly+rYsWOxFQYAAAAApZXhILVhw4ZcbdnZ2Xr11VfVsGHDYikKAAAAAEozw++RynMnlSpp1KhRmjVrVnHsDgAAAABKtWIJUpJ08uTJPF/UCwAAAADljeFL+0aNGpXjZ6vVqqSkJH311Vfq379/sRUGAAAAAKWV4SB15MiRHD9XqlRJXl5emjFjRqFP9AMAAACA8sBwkNq1a1dJ1AEAAAAAZYbhe6Q6duyoy5cv52q/evUqjz8HAAAAUCEYDlK7d+9WRkZGrvb09HR99913xVIUAAAAAJRmRb607+jRo7Y/Hzt2TGfPnrX9nJWVpa+//lq1a9cu3uoAAAAAoBQqcpAKCAiQyWSSyWTK8xI+V1dXzZs3r1iLAwAAAIDSqMhBKi4uTlarVQ0aNNCBAwfk5eVl21alShV5e3vLbDaXSJEAAAAAUJoUOUjVrVtXkpSdnV1ixQAAAABAWVCkILVx40Y99dRTcnJy0saNGwvs261bt2IpDAAAAABKqyIFqe7du+vs2bPy9vZW9+7d8+1nMpmUlZVVXLUBAAAAQKlUpCD158v5uLQPAAAAQEVn+D1SAAAAAFDRFWlFau7cuUXe4YgRI267GAAAAAAoC4oUpGbNmlWknZlMJoIUAAAAgHKvSEEqLi6upOsAAAAAgDLjju6RslqtslqtxVULAAAAAJQJtxWklixZombNmsnFxUUuLi5q1qyZFi9eXNy1AQAAAECpVKRL+/5swoQJmjlzpoYPH66HHnpIkhQdHa033nhDCQkJmjx5crEXCQAAAAClieEgtWDBAi1atEh9+/a1tXXr1k3NmzfX8OHDCVIAAAAAyj3Dl/ZlZmaqVatWudpbtmypmzdvFktRAAAAAFCaGQ5SL7/8shYsWJCrfeHCherXr1+xFAUAAAAApZnhS/ukPx42sXXrVrVp00aStH//fiUkJCgkJESjRo2y9Zs5c2bxVAkAAAAApYjhIPXTTz+pRYsWkqSTJ09Kkjw9PeXp6amffvrJ1s9kMhVTiQAAAABQuhgOUrt27SqJOgAAAACgzLijF/ICAAAAQEVkeEUqPT1d8+bN065du3T+/HllZ2fn2H748OFiKw4AAAAASiPDQWrQoEHaunWrgoODFRgYyL1QAAAAACocw0Fq8+bN2rJlix555JGSqAcAAAAASj3D90jVrl1b1atXL4laAAAAAKBMMBykZsyYoXHjxunUqVMlUQ8AAAAAlHqGL+1r1aqV0tPT1aBBA1WtWlVOTk45tl+6dKnYigMAAACA0shwkOrbt6/OnDmj9957Tz4+PjxsAgAAAECFYzhIRUVFKTo6Wg888EBJ1AMAAAAApZ7he6SaNm2qtLS0kqgFAAAAAMoEw0Hq/fff1+jRo7V7925dvHhRV69ezfExymKxaNy4cfLz85Orq6uCgoK0bds2w/vp1KmTTCaThg0bZngsAAAAABhh+NK+Ll26SJIef/zxHO1Wq1Umk0lZWVmG9hcaGqrIyEi9/vrruueeexQREaGuXbtq165devTRR4u0j/Xr1ys6OtrQcQEAAADgdhkOUrt27cp3248//mhoXwcOHNDq1asVHh6uMWPGSJJCQkLUrFkzjR07VlFRUYXuIz09XaNHj9a4ceM0YcIEQ8cHAAAAgNth+NK+du3a5fi0aNFC//vf//Tmm29q5MiRhvYVGRkps9msIUOG2NpcXFw0aNAgRUdH6/Tp04XuY/r06crOzrYFMQAAAAAoaYaD1C3ffvut+vfvL19fX3344Yfq2LGj9u3bZ2gfR44cUePGjVWjRo0c7YGBgZKkmJiYAscnJCTo/fff1wcffCBXV1dDxwYAAACA22Xo0r6zZ88qIiJCS5Ys0dWrV9WrVy9ZLBZ98cUXuu+++wwfPCkpSb6+vrnab7UlJiYWOH706NF68MEH1adPH0PHtVgsslgskqTU1FRDYwEAAACgyCtSzz77rJo0aaKjR49q9uzZSkxM1Lx58+7o4GlpaXJ2ds7V7uLiYtuen127dunzzz/X7NmzDR932rRpcnd3l7u7u/z8/AyPBwAAAFCxFTlI/ec//9GgQYM0adIkPf300zKbzXd8cFdXV9vK0J+lp6fbtufl5s2bGjFihF5++WW1bt3a8HHDwsJ05coVXblypdBVLwAAAAD4qyIHqb179+ratWtq2bKlgoKCNH/+fCUnJ9/RwX19fZWUlJSr/VZbfqtFy5cv1//+9z8NHTpU8fHxto8kXbt2TfHx8bpx40a+x3V2dlaNGjVsHwAAAAAwoshBqk2bNlq0aJGSkpI0dOhQrV69Wn5+fsrOzta2bdt07do1wwcPCAhQbGxsrhf57t+/37Y9LwkJCcrMzNQjjzyi+vXr2z7SHyGrfv362rp1q+F6AAAAAKAoDD+1r1q1aho4cKD27t2rH3/8UaNHj9b7778vb29vdevWzdC+goODlZWVpYULF9raLBaLli5dqqCgIPn7+0v6IzgdP37c1qdPnz7asGFDro8kde3aVRs2bFBQUJDRUwMAAACAIjH8Qt4/a9KkiaZPn65p06Zp06ZN+uSTTwyNDwoKUs+ePRUWFqbz58+rUaNGWrZsmeLj47VkyRJbv5CQEO3Zs0dWq1WS1LRpUzVt2jTPfdavX1/du3e/7XMCAAAAgMLcUZC6xWw2q3v37rcVYJYvX67x48drxYoVSklJUfPmzbV582a1bdu2OEoDAAAAgGJXLEHqTri4uCg8PFzh4eH59tm9e3eR9nVrxQoAAAAASpLhe6QAAAAAoKIjSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADHJ4kLJYLBo3bpz8/Pzk6uqqoKAgbdu2rdBx69evV+/evdWgQQNVrVpVTZo00ejRo3X58uWSLxoAAABAhebwIBUaGqqZM2eqX79+mjNnjsxms7p27aq9e/cWOG7IkCH65Zdf9NJLL2nu3Lnq0qWL5s+fr4ceekhpaWl2qh4AAABARVTZkQc/cOCAVq9erfDwcI0ZM0aSFBISombNmmns2LGKiorKd2xkZKTat2+fo61ly5bq37+/Pv30U73yyislWToAAACACsyhK1KRkZEym80aMmSIrc3FxUWDBg1SdHS0Tp8+ne/Yv4YoSXr++eclSb/88kux1woAAAAAtzg0SB05ckSNGzdWjRo1crQHBgZKkmJiYgzt7+zZs5IkT0/PYqkPAAAAAPLi0Ev7kpKS5Ovrm6v9VltiYqKh/X3wwQcym80KDg4usJ/FYpHFYpEkpaamGjoGAAAAADh0RSotLU3Ozs652l1cXGzbi2rVqlVasmSJRo8erXvuuafAvtOmTZO7u7vc3d3l5+dnrGgAAAAAFZ5Dg5Srq6ttZejP0tPTbduL4rvvvtOgQYPUuXNnTZ06tdD+YWFhunLliq5cuWJ41QsAAAAAHHppn6+vr86cOZOrPSkpSZKKtFr0ww8/qFu3bmrWrJkiIyNVuXLhp+Ts7GxbCTObzQarBgAAAFDROXRFKiAgQLGxsbp69WqO9v3799u2F+TkyZPq0qWLvL29tWXLFrm5uZVUqQAAAABg49AgFRwcrKysLC1cuNDWZrFYtHTpUgUFBcnf31+SlJCQoOPHj+cYe/bsWT355JOqVKmSvvnmG3l5edm1dgAAAAAVl0Mv7QsKClLPnj0VFham8+fPq1GjRlq2bJni4+O1ZMkSW7+QkBDt2bNHVqvV1talSxf99ttvGjt2rPbu3au9e/fatvn4+KhTp052PRcAAAAAFYdDg5QkLV++XOPHj9eKFSuUkpKi5s2ba/PmzWrbtm2B43744QdJ0vTp03Nta9euHUEKAAAAQIlxeJBycXFReHi4wsPD8+2ze/fuXG1/Xp0CAAAAAHty6D1SAAAAAFAWEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAY5PEhZLBaNGzdOfn5+cnV1VVBQkLZt21aksWfOnFGvXr3k4eGhGjVq6LnnntNvv/1WwhUDAAAAqOgcHqRCQ0M1c+ZM9evXT3PmzJHZbFbXrl21d+/eAsddv35dHTp00J49e/TWW29p0qRJOnLkiNq1a6eLFy/aqXoAAAAAFVFlRx78wIEDWr16tcLDwzVmzBhJUkhIiJo1a6axY8cqKioq37EfffSRfv31Vx04cECtW7eWJD311FNq1qyZZsyYoffee88u5wAAAACg4nHoilRkZKTMZrOGDBlia3NxcdGgQYMUHR2t06dPFzi2devWthAlSU2bNtXjjz+utWvXlmjdAAAAACo2h65IHTlyRI0bN1aNGjVytAcGBkqSYmJi5O/vn2tcdna2jh49qoEDB+baFhgYqK1bt+ratWuqXr16oTVYrVbbn1NTU42eAgCgAklLS5MkWTLSlWa54eBqSh9LRrqkP+aJv1MBlEV//m/Xn3NCXhwapJKSkuTr65ur/VZbYmJinuMuXboki8VS6NgmTZrkOd5ischisUiSLly4YGv38fExdgIAgApp2Kx+ji6hVHv00UcdXQIA3LEbN27Izc0t3+0OvbQvLS1Nzs7OudpdXFxs2/MbJ+m2xkrStGnT5O7uLnd3dzVq1Mhw3QAAAAAqNoeuSLm6utpWhv4sPT3dtj2/cZJua6wkhYWFadSoUZL+uEzw4sWLqlKlimrWrCmTyWTsJMq5q1evys/PT4mJibkuwUTxYZ7th7m2D+bZPphn+2Gu7YN5tg/mOX9Wq1U3bvxx6banp2eBfR0apHx9fXXmzJlc7UlJSZIkPz+/PMfdddddcnZ2tvUzMlb6YyXrz6tZHh4eRsquULKysiRJ1apVU7Vq1RxcTfnFPNsPc20fzLN9MM/2w1zbB/NsH8xzwQq6nO/PHHppX0BAgGJjY3X16tUc7fv377dtz0ulSpV0//3369ChQ7m27d+/Xw0aNCjSgyYAAAAA4HY4NEgFBwcrKytLCxcutLVZLBYtXbpUQUFBtif2JSQk6Pjx47nGHjx4MEeY+t///qedO3eqZ8+e9jkBAAAAABWSQy/tCwoKUs+ePRUWFqbz58+rUaNGWrZsmeLj47VkyRJbv5CQEO3ZsyfHIwhfe+01LVq0SE8//bTGjBkjJycnzZw5Uz4+Pho9erQjTqdccnZ21sSJE/N8sAeKD/NsP8y1fTDP9sE82w9zbR/Ms30wz8XDZC3sAeklLD09XePHj9fKlSuVkpKi5s2ba8qUKercubOtT/v27XMFKUn6/fff9cYbb2jr1q3Kzs5W+/btNWvWLJ7EBwAAAKBEOTxIAQAAAEBZ49B7pAAAAACgLCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCHvkcKpc+ZM2cUExOjxMREpaWlydXVVX5+fgoICFDt2rUdXV6Fce3aNaWkpKhOnTqOLqVMs1qtio6O1pEjR/L8Tj/88MMymUyOLhMoMr7TAFB6EKQgSYqKitLYsWMVHR0tSbne2WUymdSmTRtNnz5djzzyiCNKrFDmzp2rCRMmKCsry9GllFlr167Vm2++qd9//z3X91n64ztdu3ZthYeHq3fv3g6osGI5ffq04uLi1LZtW0eXUmbxnS59+F7fuStXruirr77K9x8Hnn76aXl4eDi6zArhp59+0uHDhxUSEuLoUsoMLu2Dtm/frvbt2+vcuXOaOnWqtm3bpp9//lknT57Uzz//rO3bt2vKlCm6cOGCOnbsqO3btzu6ZKBAq1evVp8+fVSvXj19+umnOnHihFJTU5WVlaXU1FSdOHFCK1asUL169fTiiy9q9erVji653Fu+fLk6dOjg6DLKLL7TpRPf6zsTHh4uf39/vfTSS5o1a5a2b9+u//73v9q+fbtmzZqll19+Wf7+/vrggw8cXWqF8OWXX2rAgAGOLqNM4YW8UJs2bVS5cmXt2LFDzs7O+fbLyMhQhw4dlJWVpX379tmxwvJh+fLlRe67ceNGbdiwgRWp2/TAAw+obt262rhxY6F9n3nmGSUkJOjo0aN2qKzimjp1Kqusd4DvdOnE9/r2zZ8/XyNGjFC/fv30z3/+Uy1btpSTk5Nte2Zmpg4ePKgFCxZo1apVmj17toYPH+7Aiss/vs/GcWkfdPToUc2dO7fAECVJVapUUWhoqEaOHGmnysqX0NBQmUymPC/JyQv3Ody+2NhYjRgxokh9n3/+eQ0bNqyEKyqfJk+eXOS+e/bsKcFKyj++0/bD99o+5s6dq5CQEEVEROS53cnJSQ8//LAefvhhVapUSfPmzSNI3YaBAwcWue8PP/xQgpWUTwQpqGbNmjpx4kSR+p44cUI1a9Ys4YrKp5o1ayogIEDTp08vtO+SJUv08ccf26Gq8snX11eHDh3SoEGDCu178OBB+fr62qGq8uedd97hHwfshO+0/fC9to/Tp0/rscceK1Lftm3bau3atSVcUfkUEREhJycnValSpdC+mZmZdqiofCFIwXZtso+PjwYPHiw3N7dcfa5fv66FCxdq9uzZev311+1fZDkQGBio48ePq2XLloX2/frrr+1QUfn1j3/8Q//6179UpUoVvfrqq2ratGmuPsePH9dHH32kRYsW6b333nNAlWWft7e3WrRooRUrVhTad8aMGdzncAf4TtsP32v7qF+/vrZu3Vqkfxz45ptvVL9+fTtUVf74+/urWbNm+uqrrwrt++6772rixIl2qKr8IEhBU6ZMUUJCgkaPHq1x48apcePG8vX1lbOzsywWi5KSkhQbG6ubN2+qZ8+emjJliqNLLpMCAwP1zTff6Pz58/L29i6wr4eHB48+vwNvvvmmUlJSNHPmTM2fP1/VqlWTj4+P7Tt99uxZ3bhxQ5UrV9aYMWM0btw4R5dcJgUFBenQoUO6++67C+1brVo1O1RUfvGdth++1/YxevRoDR48WOnp6XrttdfUsmVLeXp62rYnJyfr0KFDWrBggTZv3qyFCxc6sNqyKygoSLt27SpSX1ZXjeNhE7A5cOCAIiMjFRMTo6SkJNsjSH19fRUQEKDg4GAFBgY6uswyKzU1VcnJyfLz88txQy1KTmJior744ot8v9PPPfcc70e7A1OnTtX48eMVHx9faPBfuXKllixZUuS/0JE3vtMlj++1/Xz88cd6++23denSJUmS2WxWlSpVlJGRoaysLFmtVt11112aMmWKXn31VQdXWzYtWLBA06dP17fffit/f/8C+27evFmff/65li5daqfqyj6CFAAAABwiPT1du3bt0pEjR/L8x4GOHTvKxcXF0WUCeSJIAQBQBmVmZtp+6WSVGwDsjxfywmb79u0aMmSIWrdurdq1a+uuu+5S7dq11bp1aw0ePFjbtm1zdInlAvNcumzevNnQ42EBR7l586YWL16sJ598Ul5eXnJxcVHNmjXl4uIiLy8vderUSYsWLeLJWyUgMzNTV69eZW4B5MCKFJSamqpevXrp66+/VrVq1RQQECBfX1+5uLgoPT1dSUlJiomJUWpqqjp37qx169Zxg+1tYJ5LJ15AaB+bN2/W+vXr9cknnzi6lDIpOTlZTz75pGJiYtS4cWMFBgbm+u/HgQMHFBsbqwceeEBbt26Vl5eXo8sus27evKmIiAitXbtWR44csd3DI0l33XWXAgIC1KtXL4WGhrIaaAcrV67UJ598op07dzq6lHKNeTaOp/ZBb731lnbu3KmFCxcqJCQkz78UMjMztXz5cg0fPlxvvfWW5syZ44BKyzbmGRXZDz/8oGXLlhGkbtOoUaN06tQpbdu2TY8//ni+/Xbs2KFevXppzJgxWrZsmR0rLD/+GlqfeuqpPEPr0KFD9dFHHxFa7eDUqVO8/NgOmGfjCFLQ2rVr9eabbxb4LgcnJycNGjRIcXFxWrx4Mb/g3wbm2X4aNGhQ5L5XrlwpwUqA4vHVV1/pzTffLDBESdLjjz+uMWPG6MMPP7RTZeUPoRVAURGkoKtXr+pvf/tbkfr6+/vr2rVrJVxR+cQ8209CQoJq166t5s2bF9r3xIkTunz5cskXVQ4RWO0nIyND1atXL1Lf6tWrKyMjo4QrKr8IrfZhNpsdXUKFwDyXLIIU9OCDD2rhwoXq169fgffkpKamauHChWrRooUdqys/mGf7uffee+Xh4aFNmzYV2vfWPVIwjsBqP4888ojmzJmj7t27F/ieqDNnzmjOnDl69NFH7Vhd+UJotQ+z2ayGDRvqiSeeKLTvoUOHdODAATtUVf4wzyWLIAVNnz5dTzzxhJo0aaKXX35ZLVu2lK+vr5ydnWWxWJSUlKRDhw5p5cqVunTpkrZv3+7okssk5tl+AgMDtXr1amVlZfGvcSWIwGo/s2fP1mOPPaYmTZromWeeUatWrfL878fmzZtVtWpVzZw509Ell1mEVvto3ry5KlWqpHnz5hXad+rUqfyCf5uY55JFkIIefvhhRUVF6a233tKMGTN08+ZNmUwm23ar1arKlSvriSee0NSpU/Xggw86sNqyi3m2nz59+ig7O1sXLlxQrVq1CuzbrVu3Il9yiZwIrPbTtGlTxcTEaOrUqVq/fr3Wrl2bq4+Xl5dCQkL01ltv8Z2+A4RW+wgMDNQnn3wii8UiZ2fnQvvzkOnbwzyXLB5/jhyuXbumH3/8MdfbxZs1a6YaNWo4urxyg3lGebBt2zatWrVK06ZNKzSw/vjjjzp8+LD69+9vp+rKt8TExFz//fDz83N0WeXGmTNnbKH1/PnzubZ7eXmpR48ehNY7cPDgQW3ZskWvvfZaoU89TEhIUFxcnNq1a2en6soP5rlkEaSQw5kzZxQTE6PExETbX9B+fn4KCAgo8BIHGMM82w9zjYrm2rVrSklJUZ06dRxdSrlAaAWQH4IUJElRUVEaO3asoqOjJeVe2jWZTGrTpo2mT5+uRx55xBEllgvMs/0w1/ZFYC09eMm0/RBa7YN5tg/m2TjukYK2b9+url27qm7dupo6daoCAwNzvXxw3759ioiIUMeOHfXVV18V6ekvyIl5th/m2n4IrKjI5s6dS2i1A+bZPphn41iRgtq0aaPKlStrx44dBd6ImJGRoQ4dOigrK0v79u2zY4XlA/NsP8y1ffw5sA4aNKjAwHrq1CkC6x1Yvnx5kftu3LhRGzZs4JchO2D1zz6YZ/tgno0jSEFVq1bV3Llz9corrxTad9GiRRo5cqRu3Lhhh8rKF+bZfphr+yCw2k+lSpVkMpmK/EQtk8nEL0O3idBqH8yzfTDPJYtL+6CaNWvqxIkTRep74sQJ1axZs4QrKp+YZ/thru3j6NGjmjt3bqGP1K1SpYpCQ0M1cuRIO1VW/tSsWVMBAQGaPn16oX2XLFmijz/+2A5VlU+hoaGGQyuMY57tg3kuWQQp6KWXXtKsWbPk4+OjwYMHy83NLVef69eva+HChZo9e7Zef/11+xdZDjDP9sNc2weB1X4CAwN1/PhxtWzZstC+X3/9tR0qKr8IrfbBPNsH81yyCFLQlClTlJCQoNGjR2vcuHFq3LhxrpcPxsbG6ubNm+rZs6emTJni6JLLJObZfphr+yCw2k9gYKC++eYbnT9/Xt7e3gX29fDw4Klbd4DQah/Ms30wzyWLe6Rgc+DAAUVGRiomJibXOzMCAgIUHByswMBAR5dZ5jHP9sNcl6yMjAz1799fa9asUeXKlQsNrCtWrFCVKlUcXXaZlJqaquTkZPn5+cnJycnR5ZRrEydO1JQpU3T27NlCQ+v//d//6cMPP1RcXJydqis/mGf7YJ5LFkEKAHBHCKwoTwit9sE82wfzXLIIUgAAAABgUCVHFwAAAAAAZQ1BCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFACizLly4oFdffVV16tSRs7OzatWqpc6dO+v777+XJJlMJn3xxReG91uvXj3Nnj27eIsFAJQrvJAXAFBm9ejRQxkZGVq2bJkaNGigc+fOaceOHbp48aKjSwMAlHOsSAEAyqTLly/ru+++0wcffKAOHTqobt26CgwMVFhYmLp166Z69epJkp5//nmZTCbbzydPntRzzz0nHx8fubm5qXXr1tq+fbttv+3bt9epU6f0xhtvyGQyyWQy2bbt3btXjz32mFxdXeXv768RI0YoNTXVtv2jjz7SPffcIxcXF/n4+Cg4ONgucwEAsD+CFACgTHJzc5Obm5u++OILWSyWXNsPHjwoSVq6dKmSkpJsP1+/fl1du3bVjh07dOTIEXXp0kXPPvusEhISJEnr16/X3/72N02ePFlJSUlKSkqS9EcA69Kli3r06KGjR49qzZo12rt3r4YNGyZJOnTokEaMGKHJkyfrf//7n77++mu1bdvWHlMBAHAAXsgLACizPv/8cw0ePFhpaWlq0aKF2rVrpz59+qh58+aS/rhHasOGDerevXuB+2nWrJn+8Y9/2EJRvXr19Prrr+v111+39XnllVdkNpv18ccf29r27t2rdu3aKTU1VVu2bNGAAQP0+++/q3r16sV+rgCA0oUVKQBAmdWjRw8lJiZq48aN6tKli3bv3q0WLVooIiIi3zHXr1/XmDFjdO+998rDw0Nubm765ZdfbCtS+fnhhx8UERFhWwlzc3NT586dlZ2drbi4OHXq1El169ZVgwYN9PLLL+vTTz/VjRs3ivmMAQClBUEKAFCmubi4qFOnTho/fryioqIUGhqqiRMn5tt/zJgx2rBhg9577z199913iomJ0f3336+MjIwCj3P9+nUNHTpUMTExts8PP/ygX3/9VQ0bNlT16tV1+PBhffbZZ/L19dWECRP0wAMP6PLly8V8xgCA0oCn9gEAypX77rvP9shzJycnZWVl5dj+/fffKzQ0VM8//7ykPwJSfHx8jj5VqlTJNa5FixY6duyYGjVqlO+xK1eurCeeeEJPPPGEJk6cKA8PD+3cuVMvvPDCnZ8YAKBUYUUKAFAmXbx4UR07dtTKlSt19OhRxcXFad26dZo+fbqee+45SX/c67Rjxw6dPXtWKSkpkqR77rlH69evt60ovfjii8rOzs6x73r16unbb7/VmTNnlJycLEkaN26coqKiNGzYMMXExOjXX3/Vl19+abuvavPmzZo7d65iYmJ06tQpLV++XNnZ2WrSpIkdZwUAYC8EKQBAmeTm5qagoCDNmjVLbdu2VbNmzTR+/HgNHjxY8+fPlyTNmDFD27Ztk7+/vx588EFJ0syZM1WzZk09/PDDevbZZ9W5c2e1aNEix74nT56s+Ph4NWzYUF5eXpKk5s2ba8+ePYqNjdVjjz2mBx98UBMmTJCfn58kycPDQ+vXr1fHjh1177336v/9v/+nzz77TH//+9/tOCsAAHvhqX0AAAAAYBArUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAw6P8DBddRUS8e3z8AAAAASUVORK5CYII=\n",
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",
       "text/plain": [
        "<Figure size 1000x375 with 1 Axes>"
       ]
diff --git a/notebooks/Lecture4.ipynb b/notebooks/Query_algorithms/3_grover.ipynb
similarity index 99%
rename from notebooks/Lecture4.ipynb
rename to notebooks/Query_algorithms/3_grover.ipynb
index 1de2a15..ecfe319 100644
--- a/notebooks/Lecture4.ipynb
+++ b/notebooks/Query_algorithms/3_grover.ipynb
@@ -7,8 +7,8 @@
    "source": [
     "# Lecture 4: Grover search algorithm\n",
     "\n",
-    "<center><img src=\"../figures/qibo_mascotte/qibo_coffee.png\" alt=\"drawing\" width=\"400\"/></center>\n",
-    "<center><strong>Fig. 4:</strong> Who put sugar in Qibo's coffee? [DALL-E].</center>\n",
+    "<center><img src=\"../../figures/qibo_mascotte/qibo_coffee.png\" alt=\"drawing\" width=\"400\"/></center>\n",
+    "<center>Who put sugar in Qibo's coffee? [DALL-E].</center>\n",
     "\n",
     "## Introduction\n",
     "\n",
@@ -224,7 +224,7 @@
     "\n",
     "Now the problem is set up and we can focus on the Grover implementation. \n",
     "\n",
-    "<center><img src=\"../figures/grover-circ.png\" alt=\"drawing\" width=\"800\"/></center>\n",
+    "<center><img src=\"../../figures/grover-circ.png\" alt=\"drawing\" width=\"800\"/></center>\n",
     "We need to follow some steps:\n",
     "\n",
     "1. we prepare a system of $N+1$ qubits into the $|0\\rangle^{\\otimes N} |1\\rangle$ state. The ancilla gate is the one prepared as usual into $|1\\rangle$;\n",
diff --git a/notebooks/Lecture5.ipynb b/notebooks/Query_algorithms/4_grover_details.ipynb
similarity index 99%
rename from notebooks/Lecture5.ipynb
rename to notebooks/Query_algorithms/4_grover_details.ipynb
index 0bccc64..c4bc962 100644
--- a/notebooks/Lecture5.ipynb
+++ b/notebooks/Query_algorithms/4_grover_details.ipynb
@@ -7,8 +7,8 @@
    "source": [
     "# Lecture 5: more about Grover implementation\n",
     "\n",
-    "<center><img src=\"../figures/qibo_mascotte/qibo_detective.png\" alt=\"drawing\" width=\"400\"/></center>\n",
-    "<center><strong>Fig. 5:</strong> Qibo the mangoose investigating Grover's details [DALL-E].</center>\n",
+    "<center><img src=\"../../figures/qibo_mascotte/qibo_detective.png\" alt=\"drawing\" width=\"400\"/></center>\n",
+    "<center>Qibo the mangoose investigating Grover's details [DALL-E].</center>\n",
     "\n",
     "### Introduction \n",
     "\n",
@@ -27,7 +27,7 @@
     "\n",
     "### Back to Grover circuit\n",
     "\n",
-    "<center><img src=\"../figures/grover_details.png\" alt=\"drawing\" width=\"800\"/></center>"
+    "<center><img src=\"../../figures/grover_details.png\" alt=\"drawing\" width=\"800\"/></center>"
    ]
   },
   {
@@ -165,7 +165,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
        "<Figure size 1000x375 with 1 Axes>"
       ]
@@ -195,7 +195,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
        "<Figure size 1000x375 with 1 Axes>"
       ]
@@ -221,7 +221,7 @@
     "\n",
     "Now we are going to add to the circuit the oracle operator step by step.\n",
     "\n",
-    "<center><img src=\"../figures/oracle_layers.png\" alt=\"drawing\" width=\"800\"/></center>\n",
+    "<center><img src=\"../../figures/oracle_layers.png\" alt=\"drawing\" width=\"800\"/></center>\n",
     "\n",
     "We can study what is happening to the system by setting an extra variable to the `build_oracle` function:\n",
     "\n",
@@ -272,7 +272,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
        "<Figure size 1000x375 with 1 Axes>"
       ]
@@ -295,7 +295,7 @@
     "\n",
     "Now we do the same modular study of the diffusion operator.\n",
     "\n",
-    "<center><img src=\"../figures/diffusion_layers.png\" alt=\"drawing\" width=\"800\"/></center>\n",
+    "<center><img src=\"../../figures/diffusion_layers.png\" alt=\"drawing\" width=\"800\"/></center>\n",
     "\n",
     "Similarly to what we did with the oracle, we can set the `depth` variable as follows:\n",
     "\n",
@@ -345,7 +345,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 1000x375 with 1 Axes>"
       ]
@@ -375,7 +375,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
        "<Figure size 1000x375 with 1 Axes>"
       ]