diff --git a/examples/agent_examples/plotting_metrics.py b/examples/agent_examples/plotting_metrics.py
new file mode 100644
index 0000000..98b7144
--- /dev/null
+++ b/examples/agent_examples/plotting_metrics.py
@@ -0,0 +1,247 @@
+import re
+from collections import defaultdict
+
+import matplotlib.pyplot as plt
+
+
+def parse_and_plot_run_log(file_path):
+    iterations = []
+    losses = []
+    accuracies_p = []
+    accuracies_g = []
+    accuracies_gt = []
+    new_walks = []
+
+    iter_pattern = r"Finished backprop iter (\d+)"
+    loss_pattern = r"Loss: ([\d.]+)\."  # Note the added \. to catch the trailing period
+    accuracy_pattern = r"Accuracy: <p> ([\d.]+)% <g> ([\d.]+)% <gt> ([\d.]+)%"
+    new_walk_pattern = r"Iteration (\d+): new walk"
+
+    with open(file_path, "r") as file:
+        for line in file:
+            iter_match = re.search(iter_pattern, line)
+            if iter_match:
+                iterations.append(int(iter_match.group(1)))
+
+            loss_match = re.search(loss_pattern, line)
+            if loss_match:
+                losses.append(float(loss_match.group(1)))
+
+            accuracy_match = re.search(accuracy_pattern, line)
+            if accuracy_match:
+                accuracies_p.append(float(accuracy_match.group(1)))
+                accuracies_g.append(float(accuracy_match.group(2)))
+                accuracies_gt.append(float(accuracy_match.group(3)))
+
+            new_walk_match = re.search(new_walk_pattern, line)
+            if new_walk_match:
+                new_walks.append(int(new_walk_match.group(1)))
+
+    fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 12))
+
+    ax1.plot(iterations, losses)
+    ax1.set_xlabel("Iteration")
+    ax1.set_ylabel("Loss")
+    ax1.set_title("Loss over Iterations")
+
+    ax2.plot(iterations, accuracies_p, label="p accuracy")
+    ax2.plot(iterations, accuracies_g, label="g accuracy")
+    ax2.plot(iterations, accuracies_gt, label="gt accuracy")
+    ax2.set_xlabel("Iteration")
+    ax2.set_ylabel("Accuracy (%)")
+    ax2.set_title("Accuracies over Iterations")
+    ax2.legend()
+
+    # Add vertical lines for new walks
+    # for walk in new_walks:
+    #     ax1.axvline(x=walk, color='r', linestyle='--', alpha=0.5)
+    #     ax2.axvline(x=walk, color='r', linestyle='--', alpha=0.5)
+
+    plt.tight_layout()
+    plt.show()
+
+
+def analyse_log_file(file):
+    # Regular expressions to match IDs and Objs lines
+    id_pattern = re.compile(r"IDs: \[([^\]]+)\]")
+    obj_pattern = re.compile(r"Objs: \[([^\]]+)\]")
+    iter_pattern = re.compile(r"Finished backprop iter (\d+)")
+    step_pattern = re.compile(r"^\d{4}-\d{2}-\d{2} \d{2}:\d{2}:\d{2},\d{3}:")
+
+    # Initialize data structures
+    iteration_data = {}
+    current_iteration = None
+    id_to_obj_previous = {}
+    current_step = 0
+
+    with open(file, "r") as file:
+        for line in file:
+            # Check for iteration number
+            iter_match = iter_pattern.search(line)
+            if iter_match:
+                current_iteration = int(iter_match.group(1))
+                current_step = 0  # Reset step counter for new iteration
+                continue  # Proceed to next line
+
+            # Check for step line (assumed to start with timestamp)
+            if step_pattern.match(line):
+                current_step += 1
+
+            # Extract IDs
+            id_match = id_pattern.search(line)
+            if id_match:
+                ids = list(map(int, id_match.group(1).split(",")))
+                continue  # IDs are followed by Objs, proceed to next line
+
+            # Extract Objs
+            obj_match = obj_pattern.search(line)
+            if obj_match:
+                objs = list(map(int, obj_match.group(1).split(",")))
+
+                # Ensure current_iteration is set
+                if current_iteration is None:
+                    continue  # Skip if iteration is not identified yet
+
+                # Store IDs and Objs for this iteration and step
+                if current_iteration not in iteration_data:
+                    iteration_data[current_iteration] = []
+                iteration_data[current_iteration].append((current_step, ids, objs))
+
+    # Now, process the data to find shifts with detailed information
+    shifts = defaultdict(list)  # Key: iteration, Value: list of shift details
+    id_to_obj_current = {}
+
+    sorted_iterations = sorted(iteration_data.keys())
+
+    for idx, iteration in enumerate(sorted_iterations):
+        steps = iteration_data[iteration]
+        # For each step in the iteration
+        for step in steps:
+            step_num, ids, objs = step
+            # For each ID in the batch
+            for batch_idx, (id_, obj) in enumerate(zip(ids, objs)):
+                key = (batch_idx, id_)  # Identify by batch index and ID
+                if key in id_to_obj_previous:
+                    prev_info = id_to_obj_previous[key]
+                    prev_obj = prev_info["obj"]
+                    if obj != prev_obj:
+                        # Environment has changed for this batch member
+                        shifts[iteration].append(
+                            {
+                                "batch_idx": batch_idx,
+                                "id": id_,
+                                "prev_obj": prev_obj,
+                                "new_obj": obj,
+                                "prev_iteration": prev_info["iteration"],
+                                "prev_step": prev_info["step"],
+                                "current_iteration": iteration,
+                                "current_step": step_num,
+                            }
+                        )
+                # Update current mapping
+                id_to_obj_current[key] = {"obj": obj, "iteration": iteration, "step": step_num}
+        # After processing all steps in the iteration, update previous mapping
+        id_to_obj_previous = id_to_obj_current.copy()
+        id_to_obj_current.clear()
+
+    # Output the iterations where shifts occurred with detailed information
+    print("Environment shifts detected with detailed information:")
+    with open("shifts_output.txt", "w") as output_file:
+        for iteration in sorted(shifts.keys()):
+            shift_list = shifts[iteration]
+            if shift_list:
+                output_file.write(f"\nIteration {iteration}: number of shifts = {len(shift_list)}\n")
+                for shift in shift_list:
+                    output_file.write(
+                        f"  Batch index {shift['batch_idx']}, ID {shift['id']} changed from "
+                        f"object {shift['prev_obj']} (Iteration {shift['prev_iteration']}, Step {shift['prev_step']}) "
+                        f"to object {shift['new_obj']} (Iteration {shift['current_iteration']},\
+                        Step {shift['current_step']})\n"
+                    )
+
+
+def plot_loss_with_switches(log_file_path, output_file_path, large_switch_threshold):
+    # Initialize lists to store data
+    iterations = []
+    losses = []
+    large_switch_iterations = []
+    switch_counts = {}
+
+    # Regular expressions to match lines in the log
+    loss_pattern = re.compile(r"Loss: ([\d\.]+)")
+    iteration_pattern = re.compile(r"Finished backprop iter (\d+)")
+    # For the output file with switches
+    switch_iteration_pattern = re.compile(r"Iteration (\d+): number of shifts = (\d+)")
+
+    # Parse the training log file
+    with open(log_file_path, "r") as log_file:
+        current_iteration = None
+        for line in log_file:
+            # Check for iteration number
+            iteration_match = iteration_pattern.search(line)
+            if iteration_match:
+                current_iteration = int(iteration_match.group(1))
+                iterations.append(current_iteration)
+                continue  # Move to the next line
+
+            # Check for loss value
+            loss_match = loss_pattern.search(line)
+            if loss_match and current_iteration is not None:
+                loss = float(loss_match.group(1)[:-1])
+                losses.append(loss)
+                continue  # Move to the next line
+
+    # Parse the output file to get switch information
+    with open(output_file_path, "r") as output_file:
+        for line in output_file:
+            # Check for switch iteration
+            switch_iter_match = switch_iteration_pattern.match(line)
+            if switch_iter_match:
+                iteration = int(switch_iter_match.group(1))
+                num_shifts = int(switch_iter_match.group(2))
+                # Record iterations with shifts exceeding the threshold
+                if num_shifts >= large_switch_threshold:
+                    large_switch_iterations.append(iteration)
+                    switch_counts[iteration] = num_shifts
+
+    # Ensure the lists are aligned
+    iterations = iterations[: len(losses)]
+
+    # Plotting the loss over iterations
+    plt.figure(figsize=(12, 6))
+    plt.plot(iterations, losses, label="Training Loss", color="blue")
+
+    # Add markers for iterations with large switches
+    for switch_iter in large_switch_iterations:
+        if switch_iter in iterations:
+            idx = iterations.index(switch_iter)
+            plt.axvline(x=switch_iter, color="red", linestyle="--", alpha=0.5)
+            # Optionally, add a text annotation for the number of shifts
+            plt.text(
+                switch_iter,
+                losses[idx],
+                f"{switch_counts[switch_iter]} shifts",
+                rotation=90,
+                va="bottom",
+                ha="center",
+                color="red",
+                fontsize=8,
+            )
+
+    plt.title("Training Loss over Iterations with Large Batch Index Switches")
+    plt.xlabel("Iteration")
+    plt.ylabel("Loss")
+    plt.legend()
+    plt.grid(True)
+    plt.show()
+
+
+parse_and_plot_run_log(
+    "/Users/lukehollingsworth/Documents/PhD/SaxeLab/NeuralPlayground/NeuralPlayground/examples/agent_examples/begging_full/run.log"
+)
+# analyse_log_file('/Users/lukehollingsworth/Documents/PhD/SaxeLab/NeuralPlayground/NeuralPlayground/examples/agent_examples
+# /test/run.log')
+# plot_loss_with_switches('/Users/lukehollingsworth/Documents/PhD/SaxeLab/NeuralPlayground/NeuralPlayground/examples
+# /agent_examples/test/run.log',
+# '/Users/lukehollingsworth/Documents/PhD/SaxeLab/NeuralPlayground/NeuralPlayground/examples/agent_examples/
+# test/output.txt', 50)
diff --git a/examples/agent_examples/whittington_2020_debug.py b/examples/agent_examples/whittington_2020_debug.py
new file mode 100644
index 0000000..e63bbde
--- /dev/null
+++ b/examples/agent_examples/whittington_2020_debug.py
@@ -0,0 +1,56 @@
+import importlib
+import os
+
+import numpy as np
+import pandas as pd
+
+from neuralplayground.plotting import PlotSim
+
+# simulation_id = "examples/agent_examples/TEM_test_with_break"
+simulation_id = "TEM_test_witch_break"
+save_path = simulation_id + "/"
+plotting_loop_params = {"n_walk": 200}
+
+training_dict = pd.read_pickle(os.path.join(os.getcwd(), save_path, "params.dict"))
+model_weights = pd.read_pickle(os.path.join(save_path, "agent"))
+model_spec = importlib.util.spec_from_file_location("model", save_path + "whittington_2020_model.py")
+model = importlib.util.module_from_spec(model_spec)
+model_spec.loader.exec_module(model)
+params = pd.read_pickle(os.path.join(save_path, "agent_hyper"))
+tem = model.Model(params)
+tem.load_state_dict(model_weights)
+
+sim = PlotSim(
+    simulation_id=simulation_id,
+    agent_class=training_dict["agent_class"],
+    agent_params=training_dict["agent_params"],
+    env_class=training_dict["env_class"],
+    env_params=training_dict["env_params"],
+    plotting_loop_params=plotting_loop_params,
+)
+
+trained_agent, trained_env = sim.plot_sim(save_path, random_state=False, custom_state=[0.0, 0.0])
+# trained_env.plot_trajectories();
+
+max_steps_per_env = np.random.randint(4000, 5000, size=params["batch_size"])
+current_steps = np.zeros(params["batch_size"], dtype=int)
+
+obs, state = trained_env.reset(random_state=False, custom_state=[0.0, 0.0])
+for i in range(200):
+    while trained_agent.n_walk < params["n_rollout"]:
+        actions = trained_agent.batch_act(obs)
+        obs, state, reward = trained_env.step(actions, normalize_step=True)
+    trained_agent.update()
+
+    current_steps += params["n_rollout"]
+    finished_walks = current_steps >= max_steps_per_env
+    if any(finished_walks):
+        for env_i in np.where(finished_walks)[0]:
+            trained_env.reset_env(env_i)
+            trained_agent.prev_iter[0].a[env_i] = None
+
+            max_steps_per_env[env_i] = params["n_rollout"] * np.random.randint(
+                trained_agent.walk_length_center - params["walk_it_window"] * 0.5,
+                trained_agent.walk_length_center + params["walk_it_window"] * 0.5,
+            )
+            current_steps[env_i] = 0
diff --git a/examples/agent_examples/whittington_2020_example.ipynb b/examples/agent_examples/whittington_2020_example.ipynb
index 2b28d4b..910e01d 100644
--- a/examples/agent_examples/whittington_2020_example.ipynb
+++ b/examples/agent_examples/whittington_2020_example.ipynb
@@ -47,7 +47,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "simulation_id = \"TEM_test\"\n",
+    "simulation_id = \"TEM_begging_full\"\n",
     "save_path= simulation_id + '/'\n",
     "plotting_loop_params = {\"n_walk\": 2000}"
    ]
@@ -297,7 +297,7 @@
     },
     {
      "data": {
-      "image/png": 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H+w4fPlw9e/aU5F9Z79evn9asWaPBgwfrzDPP1KpVq/TBBx+od+/eWrRokdLS0mo9f+zYsXrqqad06qmn6ic/+Yl27typl156SRkZGVq2bJm6detWa/t77rlH69evlyQtW7ZMGzdu1JAhQ5SbmxuYz/Dhw039eQAIn2AbRZ8AOIU+0SfAreiTPX3iHFVAhIXzHFUFBQWSpOLiYt111131btOhQ4dAyNLT07Vo0SJNmzZNr732mhYsWKCWLVtq4sSJmjp1ap2ISdLjjz+u7t2764knntDf/vY3ZWRk6Oc//7nuuusude7cuc727733nhYtWlTrsZrdSGvmwxstwD3CdY4F+gTAKvpEnwC3ok/W+sQeVUCE1Ky2790W3B5VOW3Nr7gDQKiCbRR9AuAU+gTAreiTPThHFQAAAAAAAFyBQ/+ASAvmag/s/wjAaWYbRZ8AOI0+AXAr+mQJC1VAhHl8hjw+c4Uyux0A2MVso+gTAKfRJwBuRZ+sYaEKiDT2qALgZvxGEIBb0ScAbkWfLOEcVQAAAAAAAHAF9qgCIs2Q5AtiWwBwktlG0ScATqNPANyKPlnCQhUQYR7DfzO7LQA4yWyj6BMAp9EnAG5Fn6xhoQqIOE5SBcDNOMkCALeiTwDcij5ZwUIVEGEen/9mdlsAcJLZRtEnAE6jTwDcij5Zw0IVEGnsUAXAzfiFIAC3ok8A3Io+WcJV/wAAAAAAAOAK7FEFRJpP5q/6x66hAJxmtlH0CYDT6BMAt6JPlrBQBUSYx/DIY3hMbwsATjLbKPoEwGn0CYBb0SdrWKgCIo09qgC4Gb8RBOBW9AmAW9EnS1ioAiKNk6kDcDNOBgrAregTALeiT5ZwMnUAAAAAAAC4AgtVUSI/P18dOnSI9DQQDj5PcDfAZehTjKNPiGL0KcbRJ0Qx+hTj6JMlLFQFYfbs2fJ4PMe8LV++PNJTjCt333233njjDdPbP/rooxoxYoTatWsnj8ej/Pz8erdbvHixfvazn6lt27ZKTU1Vbm6uhg4dqqVLl9ozcSAM6JO7hKtPPzR27Fh5PB5ddNFFoU0UcAB9cpdw9amh/8+7du2yZ/KAzeiTu4T7/dPcuXM1aNAgZWdnKzMzU7169dJLL71kbdIIC85RFYI//elP6tixY53Hu3TpErYxn3zySfl8nGnt++6++25ddtllGj58uKntZ8yYocOHD6tPnz7auXPnMbfbuHGjvF6vrr/+euXm5urgwYN67rnn1L9/f73zzjsaOnSoTV9BNc5RBRvRJ3cIV5++79NPP9Xs2bOVmppqYaYmcI4F2IQ+uUO4+1Tf/+fGjRuHMFMT6BNsQp/cIZx9mjVrlq655hpdcMEFuvvuu5WQkKANGzZo27ZtNsy8HvTJEhaqQjBs2DCdddZZjo6ZlJR03G0qKyvl8/mUnJzswIyiz6JFiwKr7RkZGcfcbsyYMRozZkytx37729+qU6dOeuCBB+xfqOKqf7ARfYpOZvtUwzAM/e53v9OVV16pefPmhXdyXLUGNqFP0SnYPjn6/5k+wSb0KTqZ7VNBQYHGjRunG264QX/729+cmRx9soRD/8KgoKBAHo9HM2fO1BNPPKHOnTsrJSVFvXv31ieffBLYbubMmfJ4PPr222/rvMatt96q5ORkHTx4UFLdY5i/P8YDDzwQGOOrr76SJM2fP1/nnXee0tPT1bhxY1188cVat25drTGmTZsmj8ejTZs2KT8/X40bN1Z2drZGjx6tI0eO1NrW4/Fo/PjxeuWVV3TKKacoLS1NZ599tr744gtJ0uOPP64uXbooNTVVAwcOVEFBQZ2v6eOPP9bQoUOVnZ2tRo0aacCAAXUOpzM7J4/Ho5KSEs2ZMyewa+7xdvVs3769PJ7QjgFu1KiRcnJydOjQoZCeD7gFfYqNPj377LNau3at7rrrLtPPAdyOPsVGnyTp8OHDqqqqCuo5gJvRp+ju02OPPaaqqir96U9/kiQVFxfLMNiVyc3YoyoEhYWF2rdvX63HPB6PTjjhhFqPPf/88zp8+LCuu+46eTwe3Xvvvbrkkku0efNmJSUlaeTIkbr55pv18ssv66abbqr13JdfflmDBw9WkyZNGpzLrFmzVFpaqmuvvVYpKSlq2rSp5s6dq2HDhqlTp06aNm2ajh49qgcffFD9+vXTqlWr6py0b+TIkerYsaOmT5+uVatW6amnnlLz5s01Y8aMWtstWbJE//73vzVu3DhJ0vTp03XRRRfp5ptv1iOPPKLf/va3OnjwoO69915dffXVmj9/fuC58+fP17Bhw9SrVy9NnTpVXq9Xs2bN0qBBg7RkyRL16dMnqDk9++yzGjNmjPr06aNrr71WktS5c+cG/6yCVVRUpPLycu3bt0/PPPOM1q5dq8mTJ9s6hiTJ8PhvZrcFGkCfYr9Phw8f1i233KLJkycrNzfXttc9JrONok84DvoU+32SpLy8PBUXFys5OVlDhgzRfffdp65du9o6RgB9gk3oU2z3ae7cuTrppJP07rvv6qabbtL27dvVpEkTjRs3TnfccYe83jDsv0OfrDFg2qxZs2qONK1zS0lJCWy3ZcsWQ5JxwgknGAcOHAg8/uabbxqSjLfeeivw2Nlnn2306tWr1jgrVqwwJBnPPPNM4LGrrrrKaN++fZ0xsrKyjD179tR6fs+ePY3mzZsb+/fvDzy2Zs0aw+v1GldeeWXgsalTpxqSjKuvvrrW83/+858bJ5xwQq3Har7GLVu2BB57/PHHDUlGbm6uUVRUFHj81ltvNSQFtvX5fEbXrl2NIUOGGD6fL7DdkSNHjI4dOxoXXHBBSHNKT083rrrqKiMUZp47ZMiQwP/f5ORk47rrrjOOHj0a0nj1KSwsNCQZB1fdYlRtnGLqdnDVLYYko7Cw0LZ5IDbQp/jp0x//+EejY8eORmlpqWEYhtG+fXvjJz/5SUhjNSTYRtEnHAt9io8+vfTSS0Z+fr4xZ84c4/XXXzduu+02o1GjRkazZs2MrVu3hjTesdAn2IU+xUefsrKyjCZNmhgpKSnG7bffbrz66qvGL3/5S0OSMWnSpJDGOxb6ZA/2qArBww8/rG7dutV6LCEhoc52o0aNqrVift5550mSNm/eXGub3//+9/rmm28CK8YvvfSSUlJSdPHFFx93LpdeeqlycnICH+/cuVOrV6/WzTffrKZNmwYeP/3003XBBRfo3XffrfMa119/fa2PzzvvPL3++uv6//buPD6q+t7/+Hsme0ISiBDWsImAFQVEREWBKBWxVrn6E/S2CrRSbwWrhdoqKlhbBVe0al1aBVo3UIvW2iKiLC4gqKCggiCEfZeshGxzfn9MMpqC4cycZc7MvJ59zKOT5DCfE0xeTL4550xpaalycnJC7z/vvPMardYPGDAgtA/Z2dlHvH/Tpk3q3LmzVq9erQ0bNui2227TgQMHGs0677zz9Pe//12BQKDRSrbZfXLS9OnTNWnSJG3btk2zZ89WdXW1amtrbZ/jM4I3s9sCTaFPQfHap6+++koPP/ywXnjhBaWlpTk6q4HZRtEnHAt9CorXPo0cOVIjR44MvT1ixAgNGzZMgwYN0l133aUnnnjC9pn0CXahT0Hx2qfy8nIFAgFNnz5dv/vd7yQFP8dvvvlGDz/8sCZPntzo87UDfbKGhaoInH766aYuttexY8dGbzdEreG8ZEm6/PLLNXHiRM2ZM0eTJ0+WYRh66aWXNHz4cFPfsP/96hQN50P36NHjiG1PPPFEvfnmm6qoqFBWVpap/fzuPvz3drm5uZKkgoKCo76/4fPcsGGDJGn06NHf+3mUlJQ0ir7ZfXJSnz59Qvd/+tOf6tRTT9WYMWP08ssv2zuIU/9gI/oUFK99uuGGG3TWWWfpsssuc3ROIxy6DpvQp6B47dPRnH322RowYIAWLlzozAD6BJvQp6B47VNGRoYqKip05ZVXNnr/lVdeqfnz52vVqlUaNGiQvUPpkyUsVDnoaKvwkhpduK1du3Y655xzNHfuXE2ePFnLly/X1q1bjzh/+PtkZGS4sp9NbXesP9/wsqv33Xdfo8Wf7/rvV2kwu09uSU1N1cUXX6zp06ersrLSlr/3ELMvXdqwLWAD+hR7fXrnnXc0f/58/eMf/2h0QdPa2lpVVlaqqKhIeXl59j/Z4+WV4TL6FHt9akpBQYHWr1/vzIPTJ7iMPsVmn9q1a6cNGzaodevWjd6fn58vqfFCo23okyUsVHnAqFGjdN1112n9+vWaM2eOMjMz9eMf/ziix+rUqZMkHfUJwbp169SyZctGq+1uaDjkNScnR0OHDrXtcSN9Bb9IVVZWyjAMlZWVObBQZfaIKvvGAmbQp8g40aetW7dKki699NIjPrZjxw516dJFM2bM0I033mjvYLONok9wGX2KjNvPnzZt2tToNCZb0Sd4FH2KjFN96tevnzZs2KAdO3aoa9euoffv3LlTkpxpFH2yxIHL2yNcl112mZKSkvTCCy/opZde0kUXXRRxbNq2bas+ffpo9uzZKi4uDr1/7dq1WrBggS688EKb9tq8fv366fjjj9f999+v8vLyIz6+b9++iB43Kyur0edol7179x7xvuLiYr3yyisqKCgIrbzb5nsv4fg9N8BF9Mk7fTr33HM1b968I26tWrXSaaedpnnz5kX8JLhJ9AkeRZ+80yfp6Pvz73//Wx9//LEuuOAC2+dJok/wLPrkrT6NGjVKkvT000+H3hcIBDRz5kzl5eWpX79+ts+kT9ZwRFUE/vOf/2jdunVHvP+ss85qtEJrVn5+vgoLC/Xggw+qrKws9I0Uqfvuu0/Dhw/XmWeeqZ///Oehly/Nzc3VHXfcYemxI+H3+/XXv/5Vw4cP10knnaSxY8eqffv22rFjhxYtWqScnBy9/vrrYT9uv379tHDhQj344INq166dunTpErrQ39G8/vrr+vTTTyVJNTU1+uyzz/THP/5RknTxxRfrlFNOkSQNHz5cHTp00IABA5Sfn6+tW7dq5syZ2rlzp+bMmRPB38AxcOofbESfwhNLferYseMR13eQpBtvvFGtW7fWiBEjwt5PUzh0HTahT+GJpT5Jwf+Offv21Wmnnabc3Fx98skneuaZZ1RQUKDJkydH8DdgAn2CTehTeGKtT5dcconOO+88TZs2Tfv371fv3r316quv6r333tOTTz7pzAvU0CdLWKiKwJQpU476/pkzZ0YUMim4yrtw4UJlZ2dbXhUfOnSo5s+fr6lTp2rKlClKSUnR4MGDdc899xxxcT63DBkyRMuWLdMf/vAHPfrooyovL1ebNm00YMAAXXvttRE95oMPPqhf/OIXuu2221RZWanRo0c3GbJXXnlFs2fPDr29atUqrVq1SpLUoUOHUMh+9rOf6cUXX9SMGTNUXFysFi1a6IwzztDzzz8femUPW3ExddiIPoUvlvoUFVwMFDahT+GLpT6NGjVKb7zxhhYsWKBDhw6pbdu2GjdunKZOnXrEdWFsQ59gE/oUvljqk8/n06uvvqrbbrtNc+bM0axZs9SjRw89++yz+slPfhLRvh4TfbLEZ0Tz6opAAistLVVubq4OfnCLcpqlm/sz5YfV4qxpKikpicqr9wBIHOE2ij4BcAt9AuBV9MkeHFEFRJ2v/mZ2WwBwk9lG0ScAbqNPALyKPlnBQhUQbYH6m9ltAcBNZhtFnwC4jT4B8Cr6ZAkLVUDUcUQVAC/jN4IAvIo+AfAq+mQFC1VAtAV8wZvZbQHATWYbRZ8AuI0+AfAq+mQJC1VAtJl96dKGbQHATby8MgCvok8AvIo+WcJCFRBtLFQB8DKeaAHwKvoEwKvokyUJv1AVCAS0c+dOZWdny+fjsDvYwzAMlZWVqV27dvL7/cfY2Be8mXpgvkYTCX2CE8Lqk2S+UfQpodAnOMWR51D0KeHQKDiBPrkn4Reqdu7cqYKCgmjvBuLUtm3b1KFDh6Y3YqEK34M+wUmm+iTxRAtHRZ/gNFufQ9GnhEOj4CT65LyEX6jKzs6WJL3Ttaua+ZOivDeIF+WBOp27aVPo66tJnPqH70Gf4ISw+iRx6DqOij7BKY48h6JPCYdGwQn0yT0Jv1DVcChoM3+STp7/HyW3aBHlPUIsqz14UJt/dFHobXOHGpt96dKGbZEo6BPsFFmfJF5eGUdDn2A3Z59D0adEQ6NgJ/rkvoRfqPqu5BYtlJyXF+3dQKIxJAXC2BYJiT4hasw2ij4lLPqEqKFPMIFGISrokyUsVAFRxpl/ALyMI9cBeBV9AuBV9MkaFqqAaONi6gC8jIuBAvAq+gTAq+iTJSxUAdHGQhUAL+OJFgCvok8AvIo+WcJCFRBtnPsHwMs4dh2AV9EnAF5FnyxhoQqINo6oAuBl/EYQgFfRJwBeRZ8s8Ud7BwAAAAAAAACJI6qAqDMMnwyTK+lmtwMAu5htFH0C4Db6BMCr6JM1MX1E1bRp09S/f39lZ2crPz9fI0aM0Pr166O9W0B4jDBviBk0CnGBPsUl+oS4QJ/iEn1CXKBPlsT0QtWSJUs0fvx4LV++XG+99ZZqamp0/vnnq6KiItq7BpjXcP6y2RtiBo1CXKBPcYk+IS7Qp7hEnxAX6JMlMX3q3/z58xu9PWvWLOXn5+vjjz/WoEGDHJ29bvlSHXxnpvypaUpLO07+nDxH5zX4ZuenyknfKkk6lNpNrbsMcGXuro3vqlXtOklSSVkrtcg/yZW5B/d+qOMK9kiSKr7JVVZOb1fm1tXsVlLpAUlSZY+rdMql/+fYLMMI3sxui9gRrUateOlPSto9J/hGbSulpOc7Nuu7asrXKDuvWpJUsSlNma0GuzK37Jv3lZt/SJK0tyhHWced78rcyoOfKrPZLklScd3xatP9dHfmHtgjVWyRKquV8aPR6jFgqKPzzDaKPsWWaPVp3bxn5d/yN9UZhpTcSektOzs267sO7/5AyanFUnVA23Yep4yWZ7ky99De9crL2quApP2Huqhl276uzN2//V21LdgiSdr7Tb4yWvZwZe7hih3KrilRTXWVfKf/P5014meOzqNP8SmaP+N9tnKx9s55RSkpyUoq6KzmLds4Oq/Bjs3L1TxpjZJ8yTrwVSclt+nuytzy3Z+pQ/si+XzS1zvaqXm+O43at+UDndC2XP5kaeu2TGXlnerK3LrSIuV33i6f/Ko6foTO/N/rHJtFn6yJ6YWq/1ZSUiJJysv7/kWjqqoqVVVVhd4uLS2NaNb+f/xJp9y+JvhGreTWOmhnGVJq8L6veKeSape6MrftyVKgefB+QUmxkvS1K3MLfN9+vqorlrTElbnfteO5FyU5t1DFq/4ljmM1yq4+pe2dp87jdte/tbvJbe1lhGLoL5H8dXNdmmqornnwfttdJUrSLFfmBvyGjJz6N6p3yaf3XJlrSFJK8P6quw46vlDFq9YkBrf65N/yN7UZVxR849AWJbn5fZMUvN92V7FStNmduf6AAsfVv/FNkfxa7MrcgD8gNQ/e72bslvSZK3O/a83Df5ccXqiiT4nBzZ/x9s6+X6ff/VXwDRcXEDpKUlL912n1ZvdaISP0nOKE6l3y6WNX5tbJkDKC97tVST5jnStzDRlSevD+1w+8Ksm5hSr6ZE1Mn/r3XYFAQDfeeKMGDhyoXr16fe9206ZNU25ubuhWUFAQ0Tx/dnqkuwogAZlplF19QuLwpaYeeyPgGOgTnBCI9g4gLrj9M15dLf+uAl4QN0dUjR8/XmvXrtV77zX9m7lbbrlFEydODL1dWloaUcjS2vaXalZKkr58plAZrU4I+zEiUbphkU65JbjKv/rxHmpz1sWuzD3w4VyddEPwEPKvnm2rrFx3TjmsqliiblcXS5K2vJCp5Kz+rsxV2VfqNCB4Ss+hmhbOzuKIqoRgplF29enQ9tZSzTZJUtHfCuTzu9OntNpV6nDeN5KkHf/Ik9HM4SN9GvgWqt3o4NxNL+UpEPgfd+YeWKxuNwePyvjqsa7K6jnClbGVW1eo29jg11FWix84P5DfCMY9N/tUW5cvqUiStPu5zkpp7expPA2qdy5Q+zF7JUlfv9Zah5LcOUU4UPye+l4X7MTKp3uqWZsLXZl7ePdcnXpF8FIR695sp0OZA12Zm1L8hXr99HNJ0sFSF05dok9xz+2f8ZKO66ek0rWSpI8e+5GO63tG2I8RidIt/1Cva1ZLktY8eqIO153jytz0Q/PVe3zwZ7yPHy1QdeYwV+b69y1U/98H27jqjq6qSjvTlbkt8z7Q8TcE59akeeRnPPp0VHGxUDVhwgT961//0tKlS9WhQ4cmt01LS1NaWprlmZnZHUKn++UU/FAnjrrM8mOa8Z9bA5KCC1XlxiCdcOE4V+Zu/2CXfApGrKT8PJ168xRX5q75+92S/iZJqm15uU68arIrczfMuEnJtW9IkjLTujk7jIWquGe2UXb1KTW7h1R/6HZtySD1m/x7y49pxlcP/1HpVcHvV2Vfoh433ObK3PVPHZS0UJKU1qKvevziZlfmfvqgX9LTkqSkFoXq8ZNrXZm79tGq0GmGKVkuXH+MJ1pxze0++f3f/mAQMHqoy5XudGLDUwck/UeSlNnyVPX+xa2uzP3wkRny6UlJUnrHwep3/S9cmbv6wb1KrX/+5EsfqoE3uvP3vPCWu+TXF5Kk1OyOzg+kT3EtGj/jZaTny1//U15y5g/Ua+Qoy49pxhf/2CqfVkuSWvQaqB9cOsmVuSufPKzk+lZknnCuBl/7W1fmLr3dkK/+OZTvuHN1/h9+58rcdY9NkK/+1O/crFbODqNPlsT0QpVhGLr++us1b948LV68WF26dIn2LgFh42Lq8YtGIR5wMdD4RJ8QD+hTfKJPiAf0yZqYXqgaP368nn/+eb322mvKzs7W7t3Biwbn5uYqIyMjynsHmMQRVXGLRiEu8BvBuESfEBfoU1yiT4gL9MmSmL6Y+uOPP66SkhINGTJEbdu2Dd3mzJkT7V0DzDPCvCFm0CjEBfoUl+gT4gJ9ikv0CXGBPlkS00dUGRwnhzhgGD4ZJlfSzW4Hb6BRiAdmG0WfYgt9QjygT/GJPiEe0CdrYnqhCogLhsI49c/RPQGAI5ltFH0C4Db6BMCr6JMlLFQBURbOEZ90DIDbzDaKPgFwG30C4FX0yRoWqoBoM3xSgIupA/Aos42iTwDcRp8AeBV9siSmL6YOAAAAAACA+MERVUCUGUbwZnZbAHCT2UbRJwBuo08AvIo+WcNCFRBthi+Mi6lzaCgAl5ltFH0C4Db6BMCr6JMlLFQB0cZCFQAv44kWAK+iTwC8ij5ZwjWqAAAAAAAA4AkcUQVEmWH4ZJhcSTe7HQDYxWyj6BMAt9EnAF5Fn6xhoQqINqP+ZnZbAHCT2UbRJwBuo08AvIo+WcJCFRBlvOofAC/jVWsAeBV9AuBV9MkaFqqAqPPV38xuCwBuMtso+gTAbfQJgFfRJytYqAKijVf9A+BlvGoNAK+iTwC8ij5ZwkIVEGWc+gfAyzh0HYBX0ScAXkWfrGGhCog2jqgC4GX8RhCAV9EnAF5FnyzxR3sHAAAAAAAAAIkjqoCoMwyfDJMr6Wa3AwC7mG0UfQLgNvoEwKvokzUsVAFRxjWqAHgZ11gA4FX0CYBX0SdrWKgCoo1rVAHwMq6xAMCr6BMAr6JPlsT8NaqWLl2qH//4x2rXrp18Pp9effXVaO8SEJaGw0LN3hA76BPiAX2KT/QJ8YA+xSf6hHhAn6yJ+YWqiooK9e7dW4899li0dwUAGqFPALyKPgHwKvoEIOZP/Rs+fLiGDx/u+txdRevUvv7+nlULVLyr3JW5VQcXhu7XlS7QO9PdWWusPfy6AvX3U8vmadWf092ZWz5PAQVP3K3dPk/rH3Xn8/UVf6KAP/gZl5Sud3YYp/7FrWj1qeLAOqn+S6W2YrnW/vWvrswt2fMvda7/fv1m2+t6d+pBV+bmNFsW6kRF8XKte+bPrsyt2vPmt/c3LdSq+3JdmVtXtCR0v3TXWucHcuh6XIpWn0oq1qtd/f3K6rVa+vtJrsxtlvwfta5/JlNR8h99+kSWK3N18A3V1Pcp6cCz+vxP37gyNnBorqrrn+UHKv+ud+/d48rczMCqUI/Lt74j6VZnB9KnuBStPknSwc3vy6j/GjbKXtHSuxz+OaBepu9NGYXB+xXrXtCaR6pcmWt88zfV1t9POjBbn9y92ZW5aVqiQP23pb/kr/rk98WuzE1J/kQNl4Sq2P+Zs8PokyUxv1AVrqqqKlVVffuNX1paGtnj7PxISgneP/WWxZIWW943M07St1dbG3TXFklPuTJXMqSk4L2Tf18h6WmX5kqB+rWpE35aKr8x26Wphmrq5+YudvZJJa/6hwZ29Sm77Z7Q9+spozYptfpeO3bvmOr6GKrLD36N9rnuoHx63ZW5tQqoNi3YxhMHlyut5hFX5tb8oE41vuDne8qoIiW7NDfQv0Y19feTSr92fB6vWgPJvj7lZh8O3T9+3A75tMPyvplhSFJa8H7XcQFJL7kyV1Koxz1+Vq6kwFxXRgb8hmrygve7jTckvdnk9naqrX/+1O0k53+JS5/QwK5Gte24SUoLfr2ceuMm+bTJlv07llpJRnJwbs/R5UrW31ybG8gJ3u/2S0M+LWlye7sEJKn+uIeTb5eS9IpLcw0Z9SsgOc1rmt7YIvpkTcyf+heuadOmKTc3N3QrKCiI6HF8DatUgFVGmDfELbv6BNiKPkH0CR5Fn1CPRsFz6JMlCXdE1S233KKJEyeG3i4tLY0oZEl5p0pVn0qSlt97nrLbDbBtH5tS/PVsDbxze3DuHe2U3PbHrsxNO/CcTp4U/M3Y+ieylJx/pStzq3Y9r17/VylJWvdkprLbjHJn7p631PPEXZKkPTVtdYKDs8LpEx2Lb3b1qXh/O6kmeJTCJy8er9yu/8+2fWxKycan1e/aA5KkT/+Sp+rUga7M9Ve8qZNvD3biw+fT1ab3da7M3bPiFfW7fqck6dO/Fii112WuzK3Z/Kb6Xv25JOlQWmfH55ltFH2Kb3b1affBlmq/Nfjv6+d/b6fqtNNs28em+Er+rd6T6iRJXzyVooy2/+PK3Krdb+jEqw5Jkj5/OkvZbX7kytyairnqek3wu/LrmT6V63xX5qbsX6W+/7tXkrTpixz1cngefUIDuxq1p6iTTqwLniq76oGuqstz+qs4KK1moU68Mfhc5vO/5ior7xJX5pbvfk4n/1+wjV8+41NSyiBX5sq/RMfXP13b+Kjk87vzHCo1sFQdfxVs1L6dqZ74GY8+HV3CLVSlpaUpLS3N8uO07NRL/vrD9Fr94EL1HXOR5cc0Y9Fd2+WrPxQ0Jf+HKrzZnWs7fHxPqZL0giTJn3Gx+l73W1fmrnwwoCTNlCQZeaPUY8LNrsxd/0SG/IHg59uq/dnODuMaVahnV59yW58qnz6SJGW0Gqpe11xj+THN+OyRg/LpL8G57S7TgOtvcmXuojvbyqcnJEnGcWPU82cuLVStrZav7hlJ0uHjLtSAm651Ze4nMw7JH/hCkpTb3oUn0FxjAbKvT607/FDpWiNJyu16hU685peWH9OMTx44Xsm1f5IkpeaMV+//c6cTy25LV3LgOUmS4b9UJ/3qNlfmrplRKb/+KUlKTvmxzvn1/a7MXfjrO5QceF6SlNnKhV9W0CfUs6tRmV3OkIyVkqSanB9ryK3jLT+mGasef1g+Ba+xmZb/U538yxtcmbv87oCS9KwkqS7lp+o/eYorc1ffPV4+LZAkJaWdrz6Tp7kyd82M38mvf0iSstuc4eww+mRJwi1UAV5jSDJMLqWz4g7AbWYbRZ8AuI0+AfAq+mRNzC9UlZeXa+PGjaG3N2/erNWrVysvL08dO3aM4p4BJnFEVdyiT4gL/EYwLtEnxAX6FJfoE+ICfbIk5heqPvroIxUWFobebjg3efTo0Zo1a1aU9goIh6/+ZnZbxAr6hPhgtlH0KZbQJ8QH+hSP6BPiA32yIuYXqoYMGSLD7HlTgBcZ5k/949jQ2EKfEBfMNoov9ZhCnxAX6FNcok+IC/TJEr+VP7xw4UJdeOGFatWqlVJSUpSUlHTELTk55tfCAEeF88qldMw8+gTYgz45g0YB1tEnZ9AnwDr6ZE3EhXnllVc0atQoBQIBderUST179iRYQCS4RpXt6BNgI66xYDsaBdiEPtmOPgE2oU+WRFydO++8UxkZGXrttdd07rnn2rlPQGIJZymdJXdT6BNgI7ONok+m0SjAJvTJdvQJsAl9siTihar169frqquuImCARYbhk2FyJd3sdomOPgH2Mdso+mQejQLsQZ/sR58Ae9AnayJeqDruuOOUmZlp574ACYxA2Yk+AXajUXaiUYCd6JOd6BNgJ/oUqYgXqv7f//t/WrhwoWprazlvGbDACONV/3gBFHPoE2Afs42iT+bRKMAe9Ml+9AmwB32yJuJX/bv77rvVvHlzjRo1Slu3brVzn4CE0nBYqNkbjo0+AfahT/ajUYA96JP96BNgD/pkjell8q5dux7xvpqaGi1fvlyvvvqqmjdvrtzc3CO28fl8+vrrr63tJQA0gT4B8DIaBcCr6BMALzK9UBUIBOTzNV7tS05OVseOHUNvG0c5bu1o7wPwHbzqn2X0CXAQr1pjGY0CHEKfLKNPgEPokyWmF6qKiooc3A0gcfGqf9bRJ8A5vGqNdTQKcAZ9so4+Ac6gT9ZwhTwg2gxf8GZ2WwBwk9lG0ScAbqNPALyKPlkS8cXUu3btqj/96U9NbvPYY48d9bxnAN8KGL6wbjg2+gTYhz7Zj0YB9qBP9qNPgD3okzURL1QVFRWpuLi4yW2Ki4u1ZcuWSEcAQEToEwAvo1EAvIo+AfACR0/9KykpUVpampMjgNjHqX9RQZ8Akzh0PSpoFGACfYoK+gSYQJ8sCWuhaunSpY3eLioqOuJ9klRXV6dt27bpueeeU/fu3a3tIRDnDCN4M7stjo4+Ac4w2yj61DQaBdiPPtmDPgH2o0/WhLVQNWTIkNDLl/p8Ps2ePVuzZ88+6raGYcjn82n69OnW9xKIZ2ZfurRhWxwVfQIcwssr24JGAQ6gT7agT4AD6JMlYS1UTZkyRT6fT4Zh6M4779TgwYM1ZMiQI7ZLSkpSXl6eCgsLdeKJJ9q1r0BcMuSTIXOHfJrdLhHRJ8AZZhtFn5pGowD70Sd70CfAfvTJmrAWqu64447Q/SVLlmjs2LG6+uqr7d4nIKEYhk+GyXOTzW6XiOgT4AyzjaJPTaNRgP3okz3oE2A/+mRNxBdTX7RokZ37ASQuTv2zHX0CbMSh67ajUYBN6JPt6BNgE/pkid/qA+zatUszZszQ1VdfrUsuuURXX321ZsyYoV27dtmxf6Y89thj6ty5s9LT0zVgwACtWLHCtdmAVQ2HhZq9wTz6BFhHn5xDowBr6JNz6BNgDX2yJuIjqqRgPG666SZVVVXJ+M7l6p999lndeuutuv/++3XddddZ3smmzJkzRxMnTtQTTzyhAQMG6KGHHtKwYcO0fv165efnOzobsAVHVDmCPgE24TeCjqBRgA3okyPoE2AD+mRJxAtVL774oq6//nq1bNlSt956q8455xy1bt1ae/bs0dKlS/Xwww+HPj5y5Eg797mRBx98UOPGjdPYsWMlSU888YTeeOMNPfPMM7r55psdm7v782U64aLg/dJVL+uD7Wscm/VdvuJXQvezDs3V2ocPuTI3qfotBeq/iyp3/1vvTG/rylz/zlmhucaWWfroNztcmZuhT1V7Wo0kacdX/1QP3eDYLC6mbr9E79PBrUvU8K9eoOQ1vTfFnd9+ptW+qsP1X6N1FU9o+YyNrszN8r2jgAKSJN/eJ/XJH+pcmVtbMU+BpGpJUtmOF/XW7emuzPXt+UCBM4P3D279zPF5XAzUfoncqOJtH9R/t0rVX7+kdTOKHZnz36p3/VM1/uD3a1LFs/rqOXeeT/hTXlR1fY+TNFOf3bfXlbky3gndrdj6pj64t5crY5MqPwndr9y/zvF59Ml+idwnSTq05yPV+YLfs+l1/9K6uZWOzfouo/z50HpFzf5ZWj/TlbGqO/iy6hoaVTZXXzxU485cY0Ho8w34FujdWye4Mjcr86PQ3AM7lzk6iz5ZE/FC1b333quWLVtq9erVateuXej9PXr00KBBgzRmzBj17dtX99xzj2MRq66u1scff6xbbrkl9D6/36+hQ4dq2bKjf+FVVVWpqqoq9HZpaWlEs5PK1kjJwS/zfrctk+TsF3oDQ5KSgvdPHH1IaZrrytw6STUZwft9fl0svzHDnbk+Q3U5wfsnTQjIbyx0Za5kyGgW/O/bfr3DP3waPilgMlBcbM+URO9Tmw4HpKTg10qPMXuUotcjepxwVckntQn+CNr1Bkl6y5W5kkInsve905BfLj27k6SkYCcGTy+W33jUnZk+QzX1WUqu2O38PLONok+mxWKj7OpTXu52VbUP3u/5023y65mIHidc1b461dYfhNH5pt2SXnBlbmsp1Kce1xlK0XxX5gYkBdKC9/uMPqyUwN2uzJUU+umiZYv9zs+iT7aLxT5J9jWqbdf1Umbw/kkTN8mnzRE9TrgCMkI/4/W8rFwZcuc5RcEAqSYveL/Hr6uUpBddmVsnyahvRbdfSH696cpcQ5KRGrzfpmO1w8PokxURX6Pqyy+/1MiRIxsF7Ls6dOigyy+/XF9++WXEO3cs+/fvV11dnVq3bt3o/a1bt9bu3Ud/8j5t2jTl5uaGbgUFBY7tH2CGEeYNx0afAPvQJ/vFYqPoE7yIPtkvFvsk0Sh4D32yJuIjqpo3b66srKwmt2nWrJmaN28e6QhH3HLLLZo4cWLo7dLS0ohCVm78QHV7vpYkrXzgdGV27G7bPjYlsO8l9b6lXJL0xTNZymr7I1fmVu54SyePPihJWvZIcxmdf+7K3LS9D+mUW4On8Wx/JkllNUNdmZud9Kk6jgsenl+yPdXZYYbP/Eo6K+6mJHqfdm5toYLDwd9kb5iVr0OBAbbtY1PyWr2q9lcGfx2449WASsvc+X7NbPmOOl0S/Gd+07M+GSVjXZlbtn+eTr3hG0nSh3e2kFEwxpW5xrZFKrzmU0lSZU3rY2xtx0CTjaJPpsVio+zqU11lrqTtkqTNL3WScs+zaxebVLPnVXWctE+StOOvLZXc8YeuzD1U8qK6jAn2afM8yX/oAlfm1lYsVc/RwctDrHgmR8kdrndlbvnGf+q8X66VJO0s6eD8QPpku1jsk2Rfo0qLu0nGAUnSxqe6KqOzO43y7Z2ttlcFj/DZtSBNyh3nytzq7X9Xp+tLJEk7n85WIMOdny0r9r2oE68M3v9qjlQRGObK3Ky0j9TzquB/3z1FKerp5DD6ZEnEC1UXX3yxXn/9dd11111KTj7yYWpqavT666/rkksusbSDTWnZsqWSkpK0Z8+eRu/fs2eP2rRpc9Q/k5aWprS0NMuzW3QbINUED1FMOuFinXXT/1h+TDPeuzNVfj0pSarJvEq9bpjkytwV05opuf7w/KxOl+r0m//PlbmfTvpQPr0vSTpcfaZOe+ARV+auuW2SpH9LkjJan+roLK6lbr9E71N2/hnya4MkqTplmM6+9XbLj2nG53/eo2StlCQZ1QN0xq+fdGXu6pk/kV8fSZJ82aep769+58rchTcXK0X11w1sU6gf/sGdLi6+47D8geC1qdI79XF8HtcCtV8sNsquPvmyO0v6XJJk5PXSib+6pcnt7bJmeq2S9DdJUp3vx/rBT9zp4tqHdkh6T5KUXHO2et30J3fmzvhj6PPN6/I/6vXrMa7MffuOUknBharmXZx9/iTRJyfEYp8k+xqV26avpOCrC/oyz1fPkb+2/JhmfDVns6TgJU58bQer+yjnro/7XV/c94V8Cl7TLpDcXz+48Q+uzF38m4NKCwQvEVFa+UMNud+dUx1X3XOb/JojScrJH+zoLPpkTcSn/t17773KysrS+eefr+XLlzf62LJly3T++ecrOztb06dPt7yT3yc1NVX9+vXT22+/HXpfIBDQ22+/rTPPPNOxuYCtOPfPdvQJsBF9sh2NAmxCn2xHnwCb0CdLIj6iqm/fvqqurtYnn3yigQMHKjk5WS1bttT+/ftVW1srSWrbtq369u3b6M/5fD59/fXX1vb6OyZOnKjRo0frtNNO0+mnn66HHnpIFRUVoVeIALzOMHwyTB7yaXa7REefAPuYbRR9Mo9GAfagT/ajT4A96JM1ES9UBQIBpaSkqGPHjo3e/98X3jMMo8m3rRo1apT27dunKVOmaPfu3erTp4/mz59/xMX3AK8y+9KlDdvi2OgTYB9eXtl+NAqwB32yH30C7EGfrIl4oaqoqMjG3bBmwoQJmjBhQrR3A4gMF6myHX0CbMRFFmxHowCb0Cfb0SfAJvTJkogXqgDYg1P/AHgZh64D8Cr6BMCr6JM1tixUffHFF1q3bp0qKip01VVX2fGQQOLgiCpH0SfAIn4j6CgaBVhAnxxFnwAL6JMlEb/qnyStXLlSffr00cknn6zLL79cY8aMCX1s6dKlyszM1D//+U+r+wjEOV/oHOZj3cQ5zKbRJ8Au9MkJNAqwA31yAn0C7ECfrIh4oerzzz/Xueeeq82bN+vXv/61hg8f3ujj55xzjlq2bKmXXnrJ8k4C8azhsFCzNxwbfQLsQ5/sR6MAe9An+9EnwB70yZqIF6qmTp0qSfr44491//33q3///o0+7vP5dOaZZ2rlypXW9hCIcyxU2Y8+AfahT/ajUYA96JP96BNgD/pkTcQLVUuWLNFll12mbt26fe82HTt21K5duyIdASQGI8wbjok+ATaiT7ajUYBN6JPt6BNgE/pkScQXUy8rK1N+fn6T21RWVqquri7SEUBC+Pb8ZHPb4tjoE2Afs42iT+bRKMAe9Ml+9AmwB32yJuKFqoKCAq1Zs6bJbT755BMdf/zxkY4AEoJhmH9ZUoMVd1PoE2Afs42iT+bRKMAe9Ml+9AmwB32yJuJT/y666CItWLBACxcuPOrH586dq+XLl2vEiBGRjgASA6f+2Y4+ATaiT7ajUYBN6JPt6BNgE/pkScRHVE2ePFkvv/yyLrzwQo0ePVq7d++WJP35z3/WsmXL9MILL6hz586aOHGibTsLxKPgarv5bXFs9Amwj9lG0SfzaBRgD/pkP/oE2IM+WRPxQlWrVq20ZMkSXXXVVXr66adD758wYYIkacCAAXrhhReUm5trfS+BOMY1quxHnwD7cI0F+9EowB70yX70CbAHfbIm4oUqSeratavef/99rV69WsuXL9c333yjnJwcDRgw4IiXMgVwdBxR5Qz6BNiD3wg6g0YB1tEnZ9AnwDr6ZI2lhaoGffr0UZ8+fex4KCAB+epvZrdFOOgTYJXZRtGnSNAowAr65CT6BFhBn6wwvVD1s5/9LKIBPp+v0WGjABozDF8Yr/pHyI6GPgHOMdso+vT9aBTgDPpkHX0CnEGfrDG9UDVr1qyjvt/n88k4yvFqDe8nYsAxhPNqDxwaelT0CXCQ2UbRp+9FowCH0CfL6BPgEPpkiemFqs2bNzd6OxAI6IYbbtDy5ct1ww036JxzzlHr1q21Z88eLV26VH/605905plnasaMGbbvNBBPOKLKOvoEOIffCFpHowBn0Cfr6BPgDPpkjemFqk6dOjV6e/r06frwww/16aefqm3btqH39+jRQ4MGDdLYsWPVt29fvfzyy/rtb39r3x4DcYYDqqyjT4Bz+IWgdTQKcAZ9so4+Ac6gT9b4I/2DTz/9tEaOHNkoYN/Vvn17jRw5Un/5y18i3jkgMfgkw+SNi+2ZQp8AO9Enu9EowC70yW70CbALfbIi4lf92759u9LT05vcJj09Xdu3b490BJAQOPXPfvQJsA+HrtuPRgH2oE/2o0+APeiTNREfUdWhQwfNmzdPhw8fPurHDx06pHnz5qlDhw4R79yx3HXXXTrrrLOUmZmp5s2bOzYHcJIR5g3HRp8A+9An+9EowB70yX70CbAHfbIm4oWqa665Rps2bdLAgQP12muv6cCBA5KkAwcO6NVXX9XZZ5+toqIijRs3zrad/W/V1dW6/PLL9ctf/tKxGYDTGlbbzd5wbPQJsA99sh+NAuxBn+xHnwB70CdrIj7176abbtJXX32lmTNn6tJLL5Uk+f1+BQIBSZJhGBo7dqxuuukme/b0KH7/+99L+v6XVXXSoZ1rpaRqSVLVuoX6YHqJK3Ort70dWnWt3b9AHz7ZwpW5hw68oEpfcHJdzYv64I6vXZmbnb9UdfX309ss1Rd3jXFlblrGhwr4aiVJZXv+LekBV+bCHonep5K9byhQfz8r6RV9cd8WV+YmpX2outDvPz7U8rt/7crczBYfhbroq/hIn93n3H/XRnNr31KgfrJ/93/079+0cmVu8r5lqqvvU+WW1a7MhL0SuVF1B9d8+9tjY4VW/2m8K3P9KW+qruH71Tdbnz+9w5W5SZkfqOH35YbxgbbPf8qVuYGS+aF/Bw7v+Zfev6vSlbnJ+5eptv7z3f/1Ikm/cmUu7JPIfZKksrKVavie9VW+oY1z3ZlrFL8VamOg4i198dhEV+bW+N8JtaK68h2tnHKjK3ObJb0TanJ6+TtaeP0f3Jmb+l7ofsmu5a7MRGQiXqjy+/16+umndfXVV2v27Nn67LPPVFJSotzcXPXu3VtXXXWVhgwZYuOu2qOqqkpVVVWht0tLSyN6nOTKNfK3C/6gcPYdC+XX27bs37HU+QIyMoOrrv1v2KRkTXNlbvVQQ4H2wZj84DcVkpa4MleSlBSc2+aXPknvuza2tv7/W/Z1do4RCN7MbotjS/Q+dexzSEoL3u/0i0Py6107du+YAvJJKcH7BVf45de/XZqr0HUou1wuJeufrsyVJPmDC3NnTKpQsvGkOzN9gdB/32aZzv+wbbZR9Mm8WGyUXX1KbX0o1Il21+yTtMCGvTPDkJKDzyc6TDDk00KXphqSPzi34xUBpbr0i6/jehuhLp505QGlyJ2ftuskKTt4v1uXvY7Po0/2i8U+SfY1qnmLz0PfO12v2qYkPWHH7h1TjSSlBr9Q217iV5LecGVuQJJR3+SuV0ppxn9cmWv4jNBzmT4TauXXs67MDciQkoL327eqcXQWfbIm4oWqBoMHD9bgwYPt2BdXTJs2LbRKD3hDOK/2wKGh4aBPgB3MNoo+hSuWGkWfEC53ikCfnBJLfZJoFLyIPllheaHKbjfffLPuueeeJrf58ssv1bNnz4ge/5ZbbtHEid8eSllaWqqCgoKwH6dZn1Ok2k8lSSsfP0dpOWdHtD/hqv3mRfW9ebMkadWsTkrp8L+uzK386iGdenuFJOnLP2eprrq/K3OzWi1S558H72//m+Q7ONCVucm+D9X+f4PHVG1bI3V3cFbA8Clg8txks9vBGbHSp22fp6r9ZcGLoG55IUNJh9z5fq1JXaIuY4NfoxufCai6+iJX5qal/FvH118q46vZUqrvYlfmHi5+S71+FTydZsVjWTrU7GpX5qaVvKtzfr1WklQRaO34PLONok/R52Sj7OrT/u0t1bpsvyRp09/z5UvpE/ZjRMR4U12uCR7ZtO2vfvmaDXVlrO/wO2o/Kjh3+3M+5faa5MrcXcv/pl5X75EkrXkuTzW57ny+/pIPder/BU8337Ml3/F59Cl2xMpzqJq6zpLWSZK2z22rlDaXRLQ/4arc/rg6XhtsxZYXpWT9yJW5h8tfDz2HWv83Sb7hrswNHFqg3uOCP2t9PCNZlZlXujI3p+5tnfLLnZKkbZvSdIKDs+iTNZ5bqJo0aZLGjBnT5DZdu3aN+PHT0tKUlpYW8Z9v0Lr7yaG1z4KhP1a3c92J2Pq5ByQFr2/Q6uTh6jHyZ67Mff+P2+TT3yRJtYFLNfCOqa7M/fCeKyStkCSVl/XXgFtnuTJ31eTrlVR/OkJeC3ee3MH7YqVPma3OlPSmJKmkfJDO/t0jlh/TjDUz75D0giQp5bif6NSxd7gz99nm8ul5SVJau//VyT91p0/v3DxJ0r8kSYHm5+nC6e5cT2LZHwKSggtVue36uDITscHJRtnVp9wuQ5VU/0NgavOROunnN1h+TDOW33mTpHmSpPKS/9EZN9znytwvZ41Xcv1phv6WQ9Xhgl+4MvebDWXy15+ylF4wUqdf784C2eLfTJW0VZKU0eoUV2YiNsTKc6iM3J5qWKhS3gB1G+nO9Ta/ev4bNTyHSm8xSt3/151rNq15vLX8+mtwbrtrdPIvf+fK3IW/nSyfXpEkVR43QkPvvd2VuR/9pkp+42VJUk6L012Zich4bqGqVatWatXKnQvSAl5gBHwyAuZW0s1uB2fQJyQis42iT9FHo5Bo6FPsoE9INPTJGs8tVIVj69at+uabb7R161bV1dVp9erVkqRu3bqpWbNm0d05wCRDvuBFqE1ui9hAnxAvzDaKPsUWGoV4QJ/iE31CPKBP1sT0QtWUKVM0e/bs0Nt9+wZfnm3RokWefDUK4KgM6dvX6jaxLWICfULcMNso+hRTaBTiAn2KS/QJcYE+WeKP9g5YMWvWLBmGccSNgCGWGIYvrBtiA31CvKBP8YlGIR7Qp/hEnxAP6JM1MX1EFRAXOKIKgJfxG0EAXkWfAHgVfbKEhSogygJhXKPK7HYAYBezjaJPANxGnwB4FX2yhoUqINo4ogqAl/EbQQBeRZ8AeBV9soSFKiDKWKcC4GU8zwLgVfQJgFfRJ2tYqAKiLJyL6HGxPQBuM9so+gTAbfQJgFfRJ2tYqAKizDCCN7PbAoCbzDaKPgFwG30C4FX0yRoWqoCo89XfzG4LAG4y2yj6BMBt9AmAV9EnK1ioAqKMI6oAeBm/EQTgVfQJgFfRJ2tYqAKijIUqAF7GEy0AXkWfAHgVfbKGhSogyriYOgAv42KgALyKPgHwKvpkDQtVQJSZfenShm0BwE28vDIAr6JPALyKPlnDQhUQbaxUAfAynmkB8Cr6BMCr6JMlLFQBURaQTwGTr/ZgdjsAsIvZRtEnAG6jTwC8ij5Zw0IV4AWspAPwMhoFwKvoEwCvok8RY6EKiLLgK0KYvZi6wzsDAP/FbKPoEwC30ScAXkWfrGGhCogyLlEFwMu4xAIAr6JPALyKPlnDQhUQZcHVdvPbAoCbzDaKPgFwG30C4FX0yRoWqoAo44gqAF7GbwQBeBV9AuBV9MkaFqqAaAtIRsD8tgDgKrONok8A3EafAHgVfbLEH+0diFRRUZF+/vOfq0uXLsrIyNDxxx+vqVOnqrq6Otq7BoTFkC+sG7yPPiGe0Kf4Q6MQL+hT/KFPiBf0yZqYPaJq3bp1CgQCevLJJ9WtWzetXbtW48aNU0VFhe6///5o7x5gGqf+xR/6hHjCoevxh0YhXtCn+EOfEC/okzUxu1B1wQUX6IILLgi93bVrV61fv16PP/64KxGrPbgn9EV1aPPb2vDKFsdnSlLd7iXfvrFtsdb/xZ0VWKNsvoz6zzg79T9ac+86V+Y2y10Rup/bc4XWPTvYlblZJx9QneokSYfL3nd0FhdTjz9R71PtntD9zPT1Wj3r947PlKTAwXe+3YeyRfriRXf+iakpfjvU47p9b2j5o6WuzM3J+rYNWb739dkff+PK3IyKr0L3yw9sdHweFwONP9FsVNm+otBZDhXbl2jltB2OzmuQnLZUDT8OpGYs1UfT3fl+TU/7KNSn2r0favGUW12Zm1rzbujvuWzLa3rnV9tcmZuZURS6X71/s+Pz6FP8ifZzKNUUh+766tZow8v3Oj9TklH8thrOAQuUzNf6pypdmVt7+EMF6n/mqSx5U1/NbebK3EzfstDcZsYHWv67m1yZm+3/Qkb933NN5SZHZ9Ena2J2oepoSkpKlJeX1+Q2VVVVqqqqCr1dWhrZDzSHi94L/e11GfGmfHozoscJlyFJScH7BeeuU2rdelfmduhXp9rU4P0u1+6TtM+VuQFJDUdDtv2hJLnzREuSauv//7iznD3UmCOqEoObfcppVhw6sbvbmCJJRRE9TkT8wW/Y43+6Sz79zbWxRv3cblcWy6/XXZvb8PmefNUBJes19+bW//uTVfu146P4jWBiOFaj7OqTv2qLjMzg/RN/tUbSmogeJ1wBGaEuHj/2GyW71AlDCs3t+pNSddNLrswNCvbp1Ot2ya9/uz1WzXJ3Oz6KPiUGN59DqWpl6G77S76W5Py/s5IUUG3o3/a2Yw5I+ocrcyWFGtVjfJF8esCVkW2GSzX1c3uP2a6kgPO9CDJkZATv5WSVODyJPlkRs9eo+m8bN27UI488omuvvbbJ7aZNm6bc3NzQraCgIKJ5Rh3nScMeRpg3xB63+wTYiT7FPzONok8Il9+FnzLoU/xz/zkUV7aGPeiTNZ47ourmm2/WPffc0+Q2X375pXr27Bl6e8eOHbrgggt0+eWXa9y4cU3+2VtuuUUTJ04MvV1aWhpRyFpf+FttfnmWJCk9u418Se4cJlmxe40ykoNHUR0u7qL0vN6uzN216TW16RI8BLV0d5Iy0ju7Mres4kO1PCt4v2qLlJLpzhNjo/agktKC/1Dt3XGqursyFV4XK32q7TJSG5+eK0kqq22j3OOOD/sxIlGy9xO1bL1LklRR1l7NWvZzZe7BncuU2z54tOU3G9optflJrsyt2rVS+S0PSZL2bc1U8+NOd2XuoUMHlB44IElKG3qpKzMRG5xslF19Su0/Uuvrf2FfU9tCqZnHhf0YkSjf9b5a9wp+v+7Z0EzZxw1wZ27pR8o/Ifhb+12f5CipxdmuzK3a95E6dCqTJG3/KlMpzXq5MremfL9yW5VLkipOPMOVmYgNsfIcKqP3ndox7wlJklHTQ8nN24b9GJE4vGeZ0lsEn8uU7slXs6wfuDK3vGKjMtODZ8ocqumk7DYDXZm7/bN31DpzvyRp985UZWX1cWVubeVWtUivb9RJ57kyE5Hx3ELVpEmTNGbMmCa36dq1a+j+zp07VVhYqLPOOktPPfXUMR8/LS1NaWlpVndT7Xqdqna9TrX8OLGihyYee6M45fQiVcAI3sxui+iJlT6dfvE1kq6x/Dgw78Ro74CDzDaKPkWfk42yq099LrxCuvAKy49jhTs//h1l7tjozHVn6T466FPsiJXnUJ3PvFg682LLj4OmdR85PnQ/XhtFn6zx3EJVq1at1KpVK1Pb7tixQ4WFherXr59mzpwpvxvHGANIWPQJgJfRKABeRZ8AhMNzC1Vm7dixQ0OGDFGnTp10//33a9++by/u3aZNmyjuGRAeXvUv/tAnxBNetSb+0CjEC/oUf+gT4gV9siZmF6reeustbdy4URs3blSHDh0afczgvzZiCK/6F3/oE+IJr1oTf2gU4gV9ij/0CfGCPlkTs8dRjhkzRoZhHPUGxBJe9S/+0CfEE/oUf2gU4gV9ij/0CfGCPlkTs0dUAfGCI6oAeBm/EQTgVfQJgFfRJ2tYqAKijIUqAF7GEy0AXkWfAHgVfbKGhSogylioAuBlPNEC4FX0CYBX0SdrWKgCooyFKgBexhMtAF5FnwB4FX2yJmYvpg4AAAAAAID4whFV31F78GC0dwExLpKvIY6oghn0CVZF+jXEbwRxLPQJdnDyORR9Smw0ClbRJ/exUPUdm390UbR3AQkoUH8zuy0SE31CtJhtFH1KXPQJ0UKfYAaNQjTQJ2sSfqHKMIJrmOWBuijvCeJJw9dTw9cXEAn6BCfQJ9iBPsEpNAp2oFFwAn1yT8IvVJWVlUmSzt20Kcp7gnhUVlam3NzcJrfh1D98H/oEJ5npk8Sh6zg6+gSn2fkcij4lHhoFJ9En5yX8QlW7du20bds2ZWdny+fzhfVnS0tLVVBQoG3btiknJ8ehPfQOPl/zDMNQWVmZ2rVrZ277SHYQcY8+mcfna164fZJoFI5En8zj8w0Pz6FgBxplHp+vefTJPQm/UOX3+9WhQwdLj5GTk5MQ39QN+HzNMXOkgsQRVfh+9Cl8fL7mmO2TxG8EcXT0KXx8vubZ/RyKPiUeGhU+Pl9z6JM7En6hCog2LqYOwMu4GCgAr6JPALyKPlnDQhUQZUb9/8xuCwBuMtso+gTAbfQJgFfRJ2tYqLIgLS1NU6dOVVpaWrR3xRV8vs7g1D84ge/X+Obm58uh67Ab36/xjT4h1vE9G9+89jMefTo6n8FrKwJRUVpaqtzcXD065m1lpDYz9Wcqq8s1YdZ5KikpSahzyAG4L9xG0ScAbqFPALyKPtmDI6qAKOOIKgBexm8EAXgVfQLgVfTJGhaqgChjoQqAl/FEC4BX0ScAXkWfrGGhCvAEEgXAy2gUAK+iTwC8ij5FioUqIMrMvnRpw7YA4CZeXhmAV9EnAF5Fn6xhoQqINl/9zey2AOAms42iTwDcRp8AeBV9ssQf7R2IB0VFRfr5z3+uLl26KCMjQ8cff7ymTp2q6urqaO+abR577DF17txZ6enpGjBggFasWBHtXXLMtGnT1L9/f2VnZys/P18jRozQ+vXrHZtnhPk/IByJ0CcpcRrldp+k8BoFhCsRGkWfnEOf4CT6FD/oU+xhocoG69atUyAQ0JNPPqnPP/9cM2bM0BNPPKHJkydHe9dsMWfOHE2cOFFTp07VJ598ot69e2vYsGHau3dvtHfNEUuWLNH48eO1fPlyvfXWW6qpqdH555+viooKR+YFwrwB4Yj3PkmJ1Si3+yTRJzgr3htFn+gTYhd9ih/0Kfb4DMNgCc8B9913nx5//HFt2rQp2rti2YABA9S/f389+uijkqRAIKCCggJdf/31uvnmm6O8d87bt2+f8vPztWTJEg0aNMi2xy0tLVVubq4eGLtQGalZpv5MZXWFJs0cqpKSEuXk5Ni2L0gs8dQnKbEb5VSfpPAbRZ9gl3hqFH2iT4gv9Ck+0Cfv44gqh5SUlCgvLy/au2FZdXW1Pv74Yw0dOjT0Pr/fr6FDh2rZsmVR3DP3lJSUSJJj/z2NMG+AVfHSJ4lGOd0niT7BffHSKPpEnxB/6FN8oE/ex0KVAzZu3KhHHnlE1157bbR3xbL9+/errq5OrVu3bvT+1q1ba/fu3VHaK/cEAgHdeOONGjhwoHr16uXMDBlh3QAr4qlPUmI3yo0+SeE1CrAqnhpFn+gT4gt9ig/0KTawUNWEm2++WT6fr8nbunXrGv2ZHTt26IILLtDll1+ucePGRWnPYZfx48dr7dq1evHFF50b4gvzBog+waU+SfQJEaFRiY0+wcvoU2KjT7EhOdo74GWTJk3SmDFjmtyma9euofs7d+5UYWGhzjrrLD311FMO7507WrZsqaSkJO3Zs6fR+/fs2aM2bdpEaa/cMWHCBP3rX//S0qVL1aFDB8fmhHPIJ+vtaECfghK1UW71STLfKPqE76JR9Ik+wavoE32iT97HQlUTWrVqpVatWpnadseOHSosLFS/fv00c+ZM+f3xcbBaamqq+vXrp7ffflsjRoyQFDxc8u2339aECROiu3MOMQxD119/vebNm6fFixerS5cuTk8M42VJSRmC6FNQojXK/T5J5htFn/AtGkWf6BO8ij7RJ/rkfSxU2WDHjh0aMmSIOnXqpPvvv1/79u0LfSweVqQnTpyo0aNH67TTTtPpp5+uhx56SBUVFRo7dmy0d80R48eP1/PPP6/XXntN2dnZofO0c3NzlZGRYfs8jqiCk+K9T1JiNcrtPkn8RhDOivdG0Sf6hNhFn+IHfYo9LFTZ4K233tLGjRu1cePGIw4hNIzY/9IbNWqU9u3bpylTpmj37t3q06eP5s+ff8TF9+LF448/LkkaMmRIo/fPnDnzmIcJR8II44gq80deAUHx3icpsRrldp8k842iT4hEvDeKPtEnxC76FD/oU+zxGfHwXQbEoNLSUuXm5urun72p9NQsU3/mcHWFJj8zTCUlJcrJyXF4DwEksnAbRZ8AuIU+AfAq+mQPjqgCooxT/wB4GYeuA/Aq+gTAq+iTNSxUAVHGqX8AvIxD1wF4FX0C4FX0yRoWqoAoC9TfzG4LAG4y2yj6BMBt9AmAV9Ena1ioAqKMI6oAeBm/EQTgVfQJgFfRJ2tYqAKijCOqAHgZvxEE4FX0CYBX0SdrWKgCoo7LqQPwMi4HCsCr6BMAr6JPVrBQBUQZy1QAvIynWQC8ij4B8Cr6ZI0/2jsAbygqKpLP59OYMWNM/5kxY8bI5/OpqKjI9J8ZMmSIfD5f+DsYxwI+I6wbkGjoU3TRJ+D70afook9A02hU9NAna1iogq1mzZoln8+nWbNmRXtXYoYR5g1AZOhTZOgT4Dz6FBn6BLiDRoWPPlnDqX+QJLVv315ffvmlcnNzo70rCYdT/4Cm0afo4tB14PvRp+iiT0DTaFT00CdrWKiCJCklJUU9e/aM9m4kJLMvXdqwLZBo6FN08fLKwPejT9FFn4Cm0ajooU/WcOpfnDh48KCSkpJ00UUXNXr/6tWr5fP55PP5tHHjxkYfGzJkiDIyMlRVVdXk+cuff/65LrroImVnZys3N1cXXnih1q5de8R2Y8aM0dixYyVJY8eODc092vnKNTU1uuOOO9S5c2elpaWpe/fu+vOf/2zhbyB2GWH+D4g19Cm20SfEM/oU2+gT4h2Nil30yRqOqIoTLVq0UO/evfXuu++qrq5OSUlJkqRFixaFtlm0aJG6desmSTp8+LCWL1+us846S2lpad/7uGvXrtXAgQNVXl6uSy+9VCeccIJWrFihgQMHqnfv3o22HTFihIqLi/Xaa6/pkksuUZ8+fb73ca+88kqtWLFCw4cPV1JSkubOnavx48crJSVF48aNs/A3EZvIE+IZfYp9NArxij7FPvqEeEajYht9ihwLVXGksLBQq1at0scff6zTTz9dUjBc3bt3V2VlpRYtWhQKxAcffKCqqioVFhY2+ZgTJkxQaWmpnn32Wf3kJz8JvX/y5MmaNm1ao22/G7ERI0Y0+eoS27dv19q1a5WTkyNJuuGGG9SrVy898MADCRcxTv1DIqBPsYtD1xHv6FPsok9IBDQqNtEnazj1L440BOmdd96RJNXV1Wnp0qUqLCxUYWHhESvvUvDQ0O+zdetWLVmyRKecckqjgEnBiDVv3jzifZ02bVooYJLUo0cPDRw4UOvXr1dZWVnEjxuLeNU/JAL6FLvoE+IdfYpd9AmJgEbFJvpkDQtVcWTQoEFKSkoKBWrVqlUqKSnRueeeq8LCQu3evVtffvmlpGDEMjIyNGDAgO99vE8//VSSdPbZZx/xsWbNmjV52Oex9OvX74j3dejQQZJUXFwc8ePGokCYNyAW0afYRZ8Q7+hT7KJPSAQ0KjbRJ2s49S+O5OTk6NRTT9X777+vmpoaLVq0SD6fT4WFhTp06JCkYLw6deqkFStWaPDgwUpNTf3exyspKZEk5efnH/XjrVu3trSv/y05OfjlWFdXF/HjxiJO/UMioE+xi0PXEe/oU+yiT0gENCo20SdrWKiKM4WFhVq5cqVWrFihxYsX66STTlKrVq0kSV26dNGiRYt0wgknqKam5pjnLufm5kqS9u7de9SP79mzx96dT1AsVCFR0KfYxBMtJAL6FJvoExIFjYo99MkaTv2LMw1hWrBggd59912de+65oY+de+65Wrx4cej85qbOXZYUesWH995774iPlZeXa/Xq1Ue8v+GVKBJtxdwKTv1DoqBPsYk+IRHQp9hEn5AoaFTsoU/WsFAVZ84++2wlJyfr8ccfV1lZWaOIFRYWav/+/Xr66aeVlZWl/v37N/lYHTt21KBBg/TZZ5/pueeea/Sxu++++6jnGefl5UmStm3bZv2TSRBGmP+LxMqVK3XhhReqefPmysrK0hlnnKG5c+fa/JkATaNPsYk+IRHQp9hEn5AoaFTsoU/WcOpfnGnWrJn69++vZcuWye/3a/DgwaGPNazE79u3T8OGDVNKSsoxH++xxx7TwIEDdfXVV+vVV1/VCSecoBUrVmjlypU655xz9O677zba/swzz1RGRoYeeughHTx4MHRI6m233WbjZxlfwnm1h0gytmjRIg0bNkzp6em64oorlJ2drVdeeUWjRo3Stm3bNGnSpAgeFQgffYpNZhtFnxDL6FNsok9IFDQq9tAnaziiKg41xKpv376NXl60Xbt26t69u6RjHxLaoFevXnr//fd1wQUXaP78+Xr00UeVmpqq999/X127dj1i+7y8PL388svq3r27/vKXv+j222/X7bffbvlzimcBXyCsWzhqa2s1btw4+f1+LV26VE899ZQeeOABffrpp+revbsmT56sLVu2OPSZAUeiT7GHPiFR0KfYQ5+QSGhUbKFP1vgMw+DqXUAUlJaWKjc3V9dd84rSUrNM/Zmq6gr9+a+XqaSk5KivqvHfFixYoGHDhmns2LF65plnGn1s9uzZGjNmjH7/+99rypQpEX0OAOJXuI2iTwDcQp8AeBV9sgen/gFRFpChgMmDPs1u12Dx4sWSpPPPP/+Ijw0bNkyStGTJkrAeE0BiMdso+gTAbfQJgFfRJ2tYqAKirKrmkAyfuW2raw5JCq7Uf1daWprS0tKO2H7Dhg2SpBNOOOGIj7Vp00bNmjULbQMAR2O2UfQJgNvoEwCvok/WsFAFRElqaqratGmjmbOvDuvPNWvWTAUFBY3eN3XqVN1xxx1HbFtSUiJJys3NPepj5eTkhLYBgO+KpFH0CYAb6BMAr6JP9mChCoiS9PR0bd68WdXV1WH9OcMw5PM1Xp4/2mo7AFgRSaPoEwA30CcAXkWf7MFCFRBF6enpSk9Pd+zxG1bav29VvbS0VC1atHBsPoDY5mSj6BMAK+gTAK+iT9b5o70DAJzTcO7y0c5T3r17t8rLy496fjMAOI0+AfAq+gTAqxKlTyxUAXFs8ODBkoIvY/rf3nzzzUbbAICb6BMAr6JPALwqUfrkMwwjvNdDBBAzamtr1aNHD+3YsUPLly9Xnz59JAUPFT399NNVVFSk9evXq3PnzlHdTwCJhz4B8Cr6BMCrEqVPLFQBcW7RokUaNmyY0tPTdcUVVyg7O1uvvPKKtmzZovvvv1+TJk2K9i4CSFD0CYBX0ScAXpUIfWKhCkgAK1as0NSpU/XBBx+opqZGJ598siZOnKhRo0ZFe9cAJDj6BMCr6BMAr4r3PrFQBQAAAAAAAE/gYuoAAAAAAADwBBaqAAAAAAAA4AksVAEAAAAAAMATWKgCAAAAAACAJ7BQBQAAAAAAAE9goQoAAAAAAACewEIVAAAAAAAAPIGFKgAAAAAAAHgCC1UAAAAAAADwBBaqAAAAAAAA4AksVAEAAAAAAMATWKgCAAAAAACAJ/x/z6A1Czoyu0oAAAAASUVORK5CYII=",
       "text/plain": [
        "<Figure size 1200x1200 with 32 Axes>"
       ]
@@ -341,19 +341,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Zero-shot performance: 88.75%\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -363,12 +356,10 @@
     }
    ],
    "source": [
-    "training_dict[\"params\"] = training_dict[\"agent_params\"]\n",
-    "del training_dict[\"agent_params\"]\n",
+    "# training_dict[\"params\"] = training_dict[\"agent_params\"]\n",
+    "# del training_dict[\"agent_params\"]\n",
     "agent = training_dict[\"agent_class\"](**training_dict[\"params\"])\n",
     "agent.plot_run(tem, model_input, environments)\n",
-    "print(f\"Zero-shot performance: {np.mean(agent.zero_shot) * 100:.2f}%\")\n",
-    "\n",
     "cumulative_accuracy = [(sum(agent.correct_model[0][:i+1]) / (i+1)) for i in range(len(agent.correct_model[0]))]\n",
     "plt.plot(cumulative_accuracy, marker='o')\n",
     "plt.show()"
@@ -389,7 +380,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
        "<Figure size 1500x1000 with 60 Axes>"
       ]
@@ -399,7 +390,7 @@
     },
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 1500x1000 with 60 Axes>"
       ]
@@ -409,7 +400,7 @@
     },
     {
      "data": {
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BAAAAAAAgdWhaAQAAAAAAIHVoWgEAAAAAACB1aFoBAAAAAAAgdWhaAQAAAAAAIHVoWgEAAAAAACB1aFoBAAAAAAAgdWhaAQAAAAAAIHVoWgEAAAAAACB1aFoBAAAAAAAgdWhaAQAAAAAAIHVoWgEAAAAAACB1aFoBAAAAAAAgdXLtHkDouEek7lnx1/nvC/5H/EUCfoIv77+edWpitTw9m1ClNyWtSahWev237EvKZmfGXudv9L9jrxG6KfvpxGp5/8cSq6UrVidUqJhQHQd8XlJn/GXWfuDM+IsE5unlxGo9msC6G/quty32GiSj4a31nrLdXux1Zl3kx16jbq/kSpVej/+1C+X3S2idqg5If2Jfdb7+SVnFv6965J4PxV6j7vvJlTrz52sTq/W/zlqdTKHSgPTPZEOSbl/7CamzO/Y6/yv+LUHd/3XNI8kVuyK5UnpidQJF0rGz4l9aAQAAAAAAIHVoWgEAAAAAACB1aFoBAAAAAAAgdWhaAQAAAAAAIHVoWgEAAAAAACB1aFoBAAAAAAAgdWhaAQAAAAAAIHVoWgEAAAAAACB1aFoBAAAAAAAgdWhaAQAAAAAAIHVoWgEAAAAAACB1aFoBAAAAAAAgdWhaAQAAAAAAIHVoWgEAAAAAACB1aFoBAAAAAAAgdWhaAQAAAAAAIHVoWgEAAAAAACB1aFoBAAAAAAAgdWhaAQAAAAAAIHVoWgEAAAAAACB1aFoBAAAAAAAgdWhaAQAAAAAAIHVoWgEAAAAAACB1aFoBAAAAAAAgdWhaAQAAAAAAIHVy7R6AmUmSBrYnU680MJhMIUl+gi/vQCmxUpLeTKhObVKEc2S6CZ+3P/BWIvUGVUykjiRVE5tDkgYHkquV2GtYqzNdsyFF1o6E3tJ3JPgmW9bbidXS28nlI4l0hDXIhvTmmwm9BqUE32OT28JpIMmlo5pQMavVma75SHpfleT7q8rJlSoN7EiyWDJ1ytM7G1LkuSe1b07uY4f8pBoNtWLJ1UpwZ9XubHjW5hH813/9l/r6+to5BKTc1q1btddee7V7GIkjGxjNdM2GRD6wc2SDbGBk0zUfZAOjma7ZkMgHdq7d2Wh706parerll1/W7Nmz5XleO4eClDEzvfnmm5o3b54ymen3TVaygZFM92xI5AOtkQ2ygZFN93yQDYxkumdDIh9oLS3ZaHvTCgAAAAAAAGg2PVvJAAAAAAAASDWaVgAAAAAAAEgdmlYAAAAAAABIHZpWAAAAAAAASB2aVgAAAAAAAEgdmlYAAAAAAABIHZpWAAAAAAAASB2aVgAAAAAAAEgdmlYAAAAAAABIHZpWAAAAAAAASB2aVgAAAAAAAEgdmlYAAAAAAABIHZpWAAAAAAAASB2aVgAAAAAAAEgdmlYAAAAAAABIHZpWAAAAAAAASB2aVgAAAAAAAEgdmlYAAAAAAABIHZpWAAAAAAAASB2aVgAAAAAAAEgdmlYAAAAAAABIHZpWAAAAAAAASJ1cnA8+ODioUqkUZwlA+XxenZ2d7R7GuJEPJMHFfJANJIFsAK25mA2JfCAZLuaDbCAJcWYjtqbV4OCgurreKWl7XCUASVJvb6+ee+45pxYQ8oGkuJYPsoGkkA2gNdeyIZEPJMe1fJANJCXObMTWtKp1c7dL+ntJPZI6JXUEf3Y1Heeajrsit+9qPGg2cpNCcJNs8Gch8jCFpttErw8fo/m4+fatHq9TUqEi5Xx1FIrKd5aVzVWUz5eUV0lZ+cqrpLyKyqmqvErqUFE5+cqrrLyKkds0bl9QSRn5KqiovMpDjrOqBLePHtcev0MlFVRUNqg10uPnVVLW91UolpUflLyqpEFJRUl+8GdRUiX4sxQ5Hs/1gy0erzT69TuKtUvFl3YEV5eDP3dEHvrtyHF4/euSrtu2TaVSyZnFQ4rmY6WkWWrM+ZykGZHjaBaaM5ILrg90BpeMhs7rsWYiHzxcIbh0NN0+r5Hz1ykpa1JnSR2ForI5X/nOkvL50rA5WQiOh875Sv36nHx1NB2H83zonC8On+fB43eopKwqKqgc1Ko9fvP9Ciqpwy8pW6moUDTlonO5eb77yV+/oyiVfWmw2JjzYUaix2W1zs5bkr7qWD4a2bhMtbWj1ZrQKhPN+WjKxmhzOJqX8PpCcPudrTOdamRnpKwVatnwshUVOkvKd5ZqGcm0nrNDj8M1pLFWhMdZ+epQUQWVhx035nl0zjc/ZnnENapeq1hUoWjKViSv1ft5eDwoqdXaEsf1FalcCtaNijToD89HNAet1pPX5Xo2Zmn4nG/eQ420hkSy0fz+3zyHJ3tf1fK4Iq9QVC7nK99ZVr6zqGymec6PNs9brQOjzfPoce0xh+6/wseP7r8itYpF5Xyr7aui7+eTva8qje/6cqmWix3FWjaa5390DXlbw9eT7ZrO+6qmzxw7fV/X8DVkpH3TSOtJc15i+swR576q+fY5+erwSyoUy8pWVNtXhZOspKHzvLgL18f8mWNq76ui+6YZar2HiuYl5s8ck7yvGjrPw71SdM4X69c35vbO92I7+wzfei8W82eOGPZb5SAfg8XGmhDNRHQNabWevK54sxHr1wNrwhkWbpS6WhznRri+qWnlRS6ZyCUbXHJqZCr8M6/GwhGGpdUH7lyL41bXddYWEK+zKK+zJC9XUSZfUiZ4A8+qpKw6lJWvrDqUU045+cqppA5lg8mcVT44ziujvDLBZPYix1JenrLKBMdSVp4KMuVVDRalqgryg8fJqqCsspLyyqigjLIy5eWpIE9Z31OhKOXzkudHXptK5PWqRF7DSvD6ZILjTOTYC34e2ciPOaPaxPeDP6vB7arB43mRx7TI45nU4dUu5Uj5covyaipfDn6UbguzEc3CDI0tF5EFZKzZaJWPrBr5iC4Q4XF0gxZd58IM1de2YAHpLMoLMlLLhq+MikE2fGVVrGeklo/aotChnDqUDeZ2VnllguNMbQ7LD+azgmNrOrYgL1XlVQ2iXg2yZvV8FOqZs1rmfE/ZildbQMINTocam53w9fIjr2U0H37kdY9OUF+1uS7V57qqkftUI7erBMfhYwaXDk8qe40hhLnIamgsy5Eff/imbpGHdVOrDxOjrSEzIsdjzEbz2hFewnUjXEOaN1/NG7Gd5qWxufK6ahnJ5HxlMs35qK0htSRU6utGbfOVq68hYT4amQiPVc9Kba1QcFxVXhZZQ3zl5Ckf5KP2VP3IuhFmzlO+6DWaVsXgefqR1ylcN7LB9eFrG05QL7g+/FmEk9LUyEE4WcM1xFcjc4r8nNT4+ZWDdaMS5CMsGd60HCkf5kOR8m6vHeFEG2suWt1G48/GZOyrWh7XmlZehy+vs6RMZ16ZjB/sq4r1/VS4hjTWjdp+qkO5oKkU7q0qwd7Kq68htSGHebFIXqrKKhPsp8KM+JE1JKu8/GBtCdeOam3tKHq1plU+yEZF8eyrTI39VLhuhPkwDVs3ymEugmyEe6toLsKy4TSIrhVluW5X9lUT+MwRNrfCS/O6MdIH+GF7KLXIyOR85ohzX1V7TItkrravKhRVa1qF60b4wTu6bkQz0ryxia4h0QkaZiTmzxxTe1810r6p1RoSzU5MnzkmfV9VVEZ+kI9isG7U8jF03RjpM3kleL/3lFU2+HxuQXYUHGeCjFRre6Vgr1V7eo3P5LF95ohjX1VtrBvR/VS0fDQX0bWiovj3VZyIHQAAAAAAAKlD0woAAAAAAACpQ9MKAAAAAAAAqZPAOa3CM31JtW88WnDpUOOLyOGXLMMvXFZU+6Zk+G38gEUu0e8wh3f1IncNv8OcVeM8Mp4aX8pUcOwFt821GE74Z/h964qkcu375VYqykplWa6iar6kqkry5MtXSb6K8lSVr5IqwRnPMioro6Kq8uWpJC84H4OC40xwVjQLTgRqKqoanPyzqpL84NhXWRWVlVNVZVVUUUVZVVWWr3L9/FZVlVRVNjiPSVGmrG+1c1oNxngi9lLweOXgUolc/KZLtXHZYbXLSCfR3dmJ2IvN0805gxr6bfnwOJyI4ZeRw28Yh5Mx/DZ+R+OuzdmIfo85es6kMB9hFqLfaw7PlxF+Lzp8zOj5M6JxDc9jU1HtROzlUi0bOV9WKqmar+WiNodrE8QPji04v1VGZVVVUSbIggW5kEqqypcFZ+LMqqqqSrLIcTXIkR8koHZcUVkVZVUJEuMrU89H7V75IB8lmTp8U7ZSy8ekn4i9OR9lNTIyUj6aslG2kU+iu7MTsYcRd1f4rKP56FBjkocnV4quG9F8jDEbUuML+1IjD+H6Es7x8JwzzXENsxIuadHhhMflIBvZiqxcqmUj56uaac5H+B5fkqmirMryVJQF60ZGJfmRdSMbrBUK5n41WEOykcfMqlpfN2prSC0fuSATJfkKz5HYWDdq2cjIlC9a/dwkk3oi9mJwfUnD146qRs1GOVw3RsjHaCdidz8b0e1b+KYe3cw0b2LC/dQYs+FF/pzMfVXLuFYi60ZZ1VJRXsavv8fX1o2i/OANtKKisirLVDsfnBesFV4wmbLBsakoX75MZVWDE1RXVW65blRUlq+KMvJVCf6WDW7RWC/CtaO2r8oXTTlf8Z6IPVw3KhrzulEOcrHDWu+nRjsRu9vZkHZtXzXKZ45oPsK7mhonC5Ma5/epRv4e3i7MS/iY4XHMnzni3FeF+cgHnzlywb6qfk6ruE7EHvNnjqm9r5IaG5jwuPnNeshEVKyfOSZ5X1UN5nn4eaO2btTOb2WqylNRmeA2mWHrRu38oqqvFZVgDQlzUVLzupENdlmVYN0oJfGZI8Z9VXRNGM+J2OPORmxNKzPTrFmztH37dZP3oL5S89s6m5Y2tNGsWbNkZqPfMEUa+fjS5D1ouKK2WZiNFAwFci8fjWxcM3kPmpLJaEpNTCGyISk1+6rwc39Ztd/OhfZyLRtSDPuq8ENdCt6w+cyRLq7lI7Z9VQqywb4qXeLMRmxNK8/ztH37dm3dulXd3d1xlcE0NzAwoL6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       "text/plain": [
        "<Figure size 1500x1000 with 48 Axes>"
       ]
@@ -419,7 +410,7 @@
     },
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
        "<Figure size 1500x1000 with 36 Axes>"
       ]
@@ -429,7 +420,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1500x1000 with 36 Axes>"
       ]
@@ -439,7 +430,7 @@
     },
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 1500x1000 with 60 Axes>"
       ]
@@ -449,7 +440,7 @@
     },
     {
      "data": {
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       "text/plain": [
        "<Figure size 1500x1000 with 60 Axes>"
       ]
@@ -459,7 +450,7 @@
     },
     {
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lpbb33ntbLBbr8W2jOBV7NiKRiNXX12e9Tn19vVVXV/f4tlG8ijkfd9xxh0my//iP/+iw/apVq0ySHXvssT2+bRSnYslG8pNTDz74YOqyhoYGi0Qitt9++3X4hNHbb79tkuz444/v8W33VkV3wOx77rlH8XhcF154oYYMGdLptt7vBEajUU2dOlWXXXaZzEyzZ8/W17/+da1fv17Tp0/XLbfcEvTQ05SXl0uSysrKsv7+0Ucf1fXXX68f/ehH+sMf/qBYLJbP4aEPKuZsbN26VX/605/06U9/WqNHj9ZTTz2lG2+8UQsXLtSyZcvyOj70PcWcDZfkfT777LNT1wMyFXs2xo0bp02bNmnVqlVpl69YsUKbNm3S5MmT8zVE9EHFnI/NmzdLkkaNGtVh++Rly5YtUzQazcMI0dcUQzaampr05z//WaFQSAcffHDq8uXLlysajeqEE07ocLzhESNG6IADDtAzzzxTsOOCBW33K8w+5plnnpEkTZo0KafrXXPNNfrLX/6iuXPn6uqrr069GLZv365Jkybpsssu0+mnn676+nrfx5zp+eef19///ncdccQRGjRoUNZt/v3f/z3t56FDh+ruu+/W1KlTAx8f+qZizsaKFStkZho2bJi+8IUv6NFHH0273gknnKDf/OY3GjhwYOBjRN9TzNnIxsx01113SZLOO++8wMeGvqvYs7Fw4UKdcsop+tznPqfTTz9dw4YN0zvvvKPf//73Ou6443TbbbcFPj70XcWcj7322kuStG7dug7XSV7W0tKit956SwcddFDg40Tf0hez8f777+tnP/uZWltb9f777+uxxx7Thg0bNG/ePI0ePTq13dq1ayVJY8aMyVpnzJgxWrNmjdavX6/99tvP93EWXE8/utTa2mpz5861uro6q6iosMmTJ9s//vGP3V7vlltusREjRlgkErEjjzzSnnvuuZ4OxczMDjzwQJNkb7zxRpevE4/HbY899rD9998/6wGuHn74YZNkN998c+qyoD4mt3XrVjvwwAOtpKSkQ20zszvvvNMWL15s77zzjjU2NtratWvtmmuuscrKSguHw/bCCy90+7Zdcn2uFi9ebAcccIBFIhEbN26cLVmyxPcx9QVk48m0bYPMRvI7+6WlpTZkyBB78MEHbdu2bfb666/btGnTTJLNmDGj27fdGfKRO7LxZNq2Qc8bmZ588kmTZMccc0y3bzMbv7Pwu9/9zk444QQbPHiwSepwXJpiRDaeTNs2H9lYtWqVjRkzxiSlTiNGjLB7772327ebye9seMfqPd1www2+jbk3Ih9Ppm0bZD7eeuut1B8geeedd1KXNzc322mnnZZ6zS1btqzbt2/mfzbmzZtnBxxwgFVVVdmgQYNs8uTJ9uyzz/ZojH0B2XgybdvuZOPVV19Nez8tLy+3G2+8scNYvv/975sk+8UvfpG1zsyZM01S1mOM5crPfMRiMbviiits3LhxVlVVZUOHDrWzzjrL3nvvvZzG1ONPHt1www36yU9+onvvvVejRo3S3LlzNXXqVK1evVoVFRVZr/PrX/9al156qW677TaNHz9eP/7xjzV16lStWbNGe++9d0+HlLM1a9bo448/Vn19va6++uoOv//Xv/4lSbv9E+E91djYqNNOO01vvPGGvv/97+u4447rsM25556b9vPo0aM1d+5c7bPPPpo9e7auueYaPfzww76NKdfnatmyZTrzzDN1/fXX69RTT9WvfvUrffGLX9SKFSs0btw438bVF5AN/+wuG62trZKkeDyu2267TdOnT5ck1dbWavHixRo7dqx+85vf6KabbtKwYcN8Gxf56B6y4Z+uzBuZ7rzzTknS7NmzfRtHEFnYuXOnjjnmGM2YMUPnn3++b2PtzciGf7qSjSVLlmjmzJk69dRT9fDDD2vEiBFav369rr32Wp1zzjl67bXXdMMNN/RoHEFkY9OmTWnX+cMf/qDZs2frS1/6Uo/G2tuRD//sLh+jRo3S9773PV177bU65JBDdPrpp2vgwIF64okn9M4772j48OF65513VFLS/SOgBJGNsWPH6pZbbtF+++2nxsZGLVy4UCeeeKLefPNNfeITn+j2WHs7stFz48aNk5kpHo9rw4YNuv/++/Wf//mfWrZsmRYvXtylQwL4ye987Nq1SytWrNDcuXN16KGH6uOPP9bFF1+sadOm6cUXX+z6wLrTBUtqbW21uro6u/HGG1OXbd261SKRSKdH4D/yyCPtW9/6VurneDxu9fX1dv311/dkOGZmdtxxx5kke+KJJ7p8naefftr5vzje06xZs1LX8ft/ARobG+2EE04wSTZnzpycr9/S0mIVFRU2ePDgnK/bmVyfqxkzZtgpp5ySdtn48ePtwgsv9HVcvR3ZyG82Hn300dQnj7Id/Pe8884zSfb73/8+59vvDPnIHdko7LyxdetWq6ystNraWtu5c2fOt+kSZBbWrVvXLz55RDbym40PPvjABg4caIcffrjF4/G038XjcTv88MOttLTU1q9fn/Pte+Vjnpg+fbpNmjSpR+Ps7chHYeaOX/7yl3bkkUdaZWWl1dTU2Mknn2yvvfaajRs3ziTZW2+9lfPtJ+UjG9u2bTNJ9vjjj3d7nL0d2QjugNk33HCDSbKf/exnqctuueUWk2Q33XRT1usk/5LtP//5zx7ddj7y8fzzz5uknOa5Hh0we926ddq8ebOmTJmSumzgwIEaP368li9fnvU6sVhML730Utp1SkpKNGXKFOd1cnH00UdLkp544okuX6e2tlaS9KUvfUnW9hfosp7uvvvuHo8vm8bGRk2bNk1Lly7VFVdcoR/84Ac51ygtLdWgQYO0c+dO38bVnedq+fLladtL0tSpU315bvsSsuGPrmbjgAMOkCRVVVVlPfhv8nv8jY2Nvo2NfHQP2fBHd+eN++67T42NjTrzzDNVVVXly1jIgj/Ihj+6mo1ly5Zp27ZtmjhxYodPT5SUlOjYY49VPB7XK6+80u2x5CMbW7Zs0ZIlS3z9JGFvRD78kevc8fWvf13PPfecdu3apYaGBj322GMaPXq01q5dqz333DPrAbW7Ih/ZiMVi+vnPf66BAwfq0EMP7dY4+wKyEZwTTzxRkvSXv/wldVnyWEfJYx9lWrt2rcLhsIYPH97t283Xumrbtm0KhUK7PVamV4+aR8kj8WceRX3IkCGp32X64IMPFI/Hc7pOLmbNmqXS0lL9/Oc/T328zSX5FwIOOugg1dbW6sUXX1Rzc3OPx5CLxsZGTZ8+XUuXLtXll1+uH/7wh92q884772jz5s0aOXKkb2PrznO1efPmwJ7bvoRs9Fwu2dh///01fPhwbd++Xe+++26H369evVqSyEcvQDZ6rifzRvIra34eKJss+INs9Fwu2Uj+lVrX/Upe7v1LQLnKRzbuvfde1dTU6PTTT+/2OPsC8tFzfu1z/Pa3v1U0GtVXv/rVbo8lyGw8+uijqq6uVkVFhRYuXKilS5emDgBejMhGcDZu3ChJaf8xPWHCBIXDYS1dulRmlrb9+vXrtWbNGh199NE9+ppbPuaOpqYmXXnllTrzzDNTjbuuyKl5dN9996m6ujp16i1PrNfo0aN1xRVX6IMPPtDJJ5+c9a8ENDU16Uc/+pHmz58vqe1PU/7bv/2b1q9fr8svvzzr/Xrttdf0/vvv+zrWpqam1Jv4pZdeqhtvvLHT7Tdv3qz33nuvw+Vbt27VrFmzJEkzZ870dYzoGrJR2GyEQiFddNFFkqTvfe97qWMgSdJTTz2lP/zhDxo5cqSOOOIIX8eJ3SMbhc2G16pVq7RixQp96lOf0mc/+1lfx4XckY3CZmP8+PEqLS3Vb3/72w6fLlq1apV++9vfqqqqSuPHj/d1nH6766679LWvfc15XJO+inwUfu5oaGjocNnrr7+uyy67TLW1tbrqqqt8HaNfjj/+eK1atUrLli3TSSedpBkzZvj+eBYS2fD3uXz55Zez3tZHH32k733ve5Kkz3/+86nLa2trdcYZZ+itt97S7bffnrrczDRnzhxJ6vXHaWxubtaMGTNkZrr11ltzum5OLbFp06alTaLJTuGWLVs0dOjQ1OVbtmzRYYcdlrXGXnvtpdLSUm3ZsiXt8i1btqiuri6X4Thdd911ampq0sKFC3XAAQdo0qRJGjdunMrLy7Vu3To9/vjj+vDDD3XdddelrnP11VdrxYoV+slPfqIlS5bo2GOP1d5776333ntPr776ql5++WUtX77c1wOIXXTRRVq6dKnq6upUU1OTCo/XrFmzUp+WeOONN3TCCSfoc5/7nMaMGaNPfOIT2rBhg/74xz/qww8/1KRJk3TFFVf4Nr7uPFd1dXWBPre9FdkobDYk6dJLL9Wjjz6qX/7yl1q9erWOPfZYbdq0Sb/73e8UiUR01113+XqwO/LRNWSj8NlICuJTRxJZ6C6yUdhs7Lvvvrryyiv1gx/8QEcccYROO+00jRgxQm+//bYefPBBxWIx/eQnP8npf2QzBZ2Nv/3tb1qzZo1+/etfd3uMvRX5KPzccdlll2nFihU64ogjNHjwYK1du1aPPPKISkpK9OCDD/boD5AEmY0BAwZo9OjRGj16tCZMmKAxY8bozjvvTO3Y93Vkw99sLFy4UI8++qiOPvpoDR8+XJWVlVq/fr2WLFminTt36itf+YrOPPPMtOssWLBATz75pL75zW/q8ccf1+jRo/XUU0/p2Wef1Re+8AWdccYZPRpTkPlINo7Wr1+vP//5z7nPcV0+OlIWyQN0eQ8YtW3bti4doOvb3/526ud4PG777LOPLwfo8nrhhRfs3HPPtdGjR1tlZaVFIhEbOXKkzZw505YuXdph+5aWFrv99tvt6KOPttraWotEIjZ8+HA76aST7NZbb7UdO3aktvXjAF0TJ07c7UHBvPXfeecdO++88+zQQw+1Pffc08rKymzQoEF27LHH2m233WYtLS3deZg6letzNWPGDDv11FPTLjvqqKP61QGBzch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       "text/plain": [
        "<Figure size 1500x1000 with 60 Axes>"
       ]
@@ -469,7 +460,7 @@
     },
     {
      "data": {
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       "text/plain": [
        "<Figure size 1500x1000 with 60 Axes>"
       ]
@@ -479,7 +470,7 @@
     },
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 1500x1000 with 60 Axes>"
       ]
@@ -510,15 +501,15 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/lukehollingsworth/Documents/PhD/SaxeLab/NeuralPlayground/NeuralPlayground/neuralplayground/comparison/metrics.py:529: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.\n",
-      "  rotationalCorrVals[angle] = stats.pearsonr(autoCorrMiddleRescaled.ravel()[~allNans], rotatedA.ravel()[~allNans])[0]\n",
-      "/Users/lukehollingsworth/Documents/PhD/SaxeLab/NeuralPlayground/NeuralPlayground/neuralplayground/comparison/metrics.py:529: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.\n",
-      "  rotationalCorrVals[angle] = stats.pearsonr(autoCorrMiddleRescaled.ravel()[~allNans], rotatedA.ravel()[~allNans])[0]\n"
+      "/Users/lukehollingsworth/Documents/PhD/SaxeLab/NeuralPlayground/NeuralPlayground/neuralplayground/comparison/metrics.py:271: RuntimeWarning: Standard deviation of data is too small to estimate ellipse with meaningful precision.\n",
+      "  E.estimate(ellipse_fit_coords)\n",
+      "/Users/lukehollingsworth/Documents/PhD/SaxeLab/NeuralPlayground/NeuralPlayground/neuralplayground/comparison/metrics.py:271: RuntimeWarning: Standard deviation of data is too small to estimate ellipse with meaningful precision.\n",
+      "  E.estimate(ellipse_fit_coords)\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
diff --git a/neuralplayground/agents/whittington_2020.py b/neuralplayground/agents/whittington_2020.py
index 96175c6..de65e8d 100644
--- a/neuralplayground/agents/whittington_2020.py
+++ b/neuralplayground/agents/whittington_2020.py
@@ -256,34 +256,13 @@ def update(self):
         self.final_model_input = model_input
 
         forward = self.tem(model_input, self.prev_iter)
-        # chunk = [[step[0][0], np.argmax(step[1][0]), step[2][0]] for step in model_input]
         for i in range(len(model_input)):
-            # self.logger.info(chunk[i])
             ids = [step["id"] for step in model_input[i][0]]
             objs = [int(np.argmax(step)) for step in model_input[i][1]]
             actions = model_input[i][2]
             self.logger.info("IDs: " + str(ids))
             self.logger.info("Objs: " + str(objs))
             self.logger.info("Actions: " + str(actions))
-        # if self.prev_iter is None:
-        #     with open('OG_log.txt', 'a') as f:
-        #         f.write('Walk number: ' + str(self.global_steps) + '\n')
-        #         for c in model_input:
-        #             f.write('ID: ' + str(c[0]) + '\n')
-        #             f.write('Observation: ' + str([np.argmax(a) for a in c[1]]) + '\n')
-        #             f.write('Action: ' + str(c[2]) + '\n')
-        #         f.write('prev_iter: ' + str(self.prev_iter) + '\n')
-        # else:
-        #     with open('OG_log.txt', 'a') as f:
-        #         f.write('Walk number: ' + str(self.global_steps) + '\n')
-        #         for c in model_input:
-        #             f.write('ID: ' + str(c[0]) + '\n')
-        #             f.write('Observation: ' + str([np.argmax(a) for a in c[1]]) + '\n')
-        #             f.write('Action: ' + str(c[2]) + '\n')
-        #         f.write('prev_iter.L: ' + str(self.prev_iter[0].L) + '\n')
-        #         f.write('prev_iter.a: ' + str(self.prev_iter[0].a) + '\n')
-        #         f.write('prev_iter.M: ' + str(self.prev_iter[0].M) + '\n')
-        #         f.write('prev_iter.x: ' + str([torch.argmax(x) for x in self.prev_iter[0].x]) + '\n')
 
         # Accumulate loss from forward pass
         loss = torch.tensor(0.0)
@@ -346,10 +325,6 @@ def update(self):
             self.accuracy_history["gt_accuracy"].append(acc_gt)
         self.iter += 1
 
-        # if self.iter % 10 == 0:
-        #     print("Iteration: ", self.iter)
-        #     print("Accuracies: ", acc_p, acc_g, acc_gt)
-
     def initialise(self):
         """
         Generate random distribution of objects and intialise optimiser, logger and relevant variables