diff --git a/examples/notebooks/GP_based_exploration_exploitation.ipynb b/examples/notebooks/GP_based_exploration_exploitation.ipynb
index 2a3a45a..8266345 100644
--- a/examples/notebooks/GP_based_exploration_exploitation.ipynb
+++ b/examples/notebooks/GP_based_exploration_exploitation.ipynb
@@ -66,7 +66,7 @@
       "metadata": {
         "id": "kMlU5RrtahRJ",
         "colab_type": "code",
-        "outputId": "49735ea5-f263-4d1a-e707-b869c1615210",
+        "outputId": "016dfc5d-7ca0-41ae-d795-2a6cb3f83888",
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 90
@@ -80,8 +80,8 @@
         {
           "output_type": "stream",
           "text": [
-            "\u001b[K     |████████████████████████████████| 522kB 4.6MB/s \n",
-            "\u001b[K     |████████████████████████████████| 235kB 15.2MB/s \n",
+            "\u001b[K     |████████████████████████████████| 522kB 8.0MB/s \n",
+            "\u001b[K     |████████████████████████████████| 235kB 57.6MB/s \n",
             "\u001b[?25h  Building wheel for gpim (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
             "  Building wheel for gpytorch (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
           ],
@@ -122,8 +122,8 @@
       "metadata": {
         "id": "I9SOvzHAzzAd",
         "colab_type": "code",
-        "colab": {},
-        "cellView": "form"
+        "cellView": "form",
+        "colab": {}
       },
       "source": [
         "#@title Helper functions { form-width: \"10%\" }\n",
@@ -143,6 +143,7 @@
         "\n",
         "def plot_exploration_results(func_val, gp_pred):\n",
         "    for i, (func, pred) in enumerate(zip(func_val, gp_pred)):\n",
+        "        print('Step {}'.format(i+1))\n",
         "        _, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(12, 4))\n",
         "        ax1.imshow(func, origin='bottom')\n",
         "        ax2.imshow(pred[0], origin='bottom')\n",
@@ -150,7 +151,6 @@
         "        ax1.set_title('Input')\n",
         "        ax2.set_title(\"GP prediction\")\n",
         "        ax3.set_title(\"Uncertainty\")\n",
-        "        plt.title('Step {}'.format(i))\n",
         "        plt.show()\n",
         "\n",
         "def mask_edges(imgdata, dist_edge):\n",
@@ -178,7 +178,7 @@
       "metadata": {
         "id": "txfTjqjY62eO",
         "colab_type": "code",
-        "outputId": "dfe9f2ee-1fdc-4cf1-b582-4b1652d9b76c",
+        "outputId": "3bcb9c60-2f84-4173-81b1-b194f955d7a0",
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 374
@@ -203,7 +203,7 @@
         "plt.imshow(Z, origin='bottom')\n",
         "plt.show()"
       ],
-      "execution_count": 4,
+      "execution_count": 3,
       "outputs": [
         {
           "output_type": "display_data",
@@ -235,7 +235,7 @@
       "metadata": {
         "id": "b8quKAseWBrx",
         "colab_type": "code",
-        "outputId": "f65c966d-5c74-4f4e-f897-7501d97915a1",
+        "outputId": "b103f73e-5eaa-497a-b777-b77dc5bf7f97",
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 287
@@ -248,19 +248,19 @@
         "Z_sparse[idx[0], idx[1]] = Z[idx[0], idx[1]]\n",
         "plt.imshow(Z_sparse, origin='bottom', extent=(-10, 15, -10, 15))"
       ],
-      "execution_count": 5,
+      "execution_count": 4,
       "outputs": [
         {
           "output_type": "execute_result",
           "data": {
             "text/plain": [
-              "<matplotlib.image.AxesImage at 0x7f3e3340fda0>"
+              "<matplotlib.image.AxesImage at 0x7fa7bce29208>"
             ]
           },
           "metadata": {
             "tags": []
           },
-          "execution_count": 5
+          "execution_count": 4
         },
         {
           "output_type": "display_data",
@@ -292,7 +292,7 @@
       "metadata": {
         "id": "9wqYYldFVUeE",
         "colab_type": "code",
-        "outputId": "30b6b1fe-f9c1-47ac-92ed-0d0a8a6a3a73",
+        "outputId": "a33ec857-a6cf-4102-ae32-8d0e5f35b1aa",
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 1000
@@ -311,7 +311,7 @@
         "# Run Bayesian optimization\n",
         "boptim.run()"
       ],
-      "execution_count": 6,
+      "execution_count": 5,
       "outputs": [
         {
           "output_type": "stream",
@@ -319,33 +319,33 @@
             "\n",
             "Exploration step 1 / 20\n",
             "Model training...\n",
-            "average time per iteration: 0.0054 s\n",
-            "training completed in 2.9 s\n",
+            "average time per iteration: 0.0034999999999999996 s\n",
+            "training completed in 2.92 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.4938 12.483 ], noise: 0.0\n",
             "Computing acquisition function...\n",
             "Acquisition function max value 0.00043618637800445833 at [24, 24]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.72 s\n",
+            "average time per iteration: 0.0028000000000000004 s\n",
+            "training completed in 2.78 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
             "Exploration step 2 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.00019153401509717767 at [0, 0]\n",
+            "Acquisition function max value 0.00019153401509717735 at [0, 0]\n",
             "Model training...\n",
-            "average time per iteration: 0.0027 s\n",
-            "training completed in 2.73 s\n",
+            "average time per iteration: 0.003 s\n",
+            "training completed in 2.91 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
             "Exploration step 3 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 7.85998357107474e-05 at [24, 0]\n",
+            "Acquisition function max value 7.859983571074751e-05 at [24, 0]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.73 s\n",
+            "average time per iteration: 0.0034999999999999996 s\n",
+            "training completed in 3.19 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
@@ -353,8 +353,8 @@
             "Computing acquisition function...\n",
             "Acquisition function max value 3.838952331017681e-06 at [14, 24]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.72 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.1 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
@@ -362,8 +362,8 @@
             "Computing acquisition function...\n",
             "Acquisition function max value 1.2343484679756108e-06 at [0, 9]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.74 s\n",
+            "average time per iteration: 0.0031 s\n",
+            "training completed in 3.06 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5     4.3877], noise: 0.0\n",
             "\n",
@@ -371,136 +371,136 @@
             "Computing acquisition function...\n",
             "Acquisition function max value 3.117713918235541e-06 at [0, 12]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.71 s\n",
+            "average time per iteration: 0.0031 s\n",
+            "training completed in 3.14 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5     4.5254], noise: 6e-07\n",
             "\n",
             "Exploration step 7 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 1.3321865067956982e-07 at [24, 16]\n",
+            "Acquisition function max value 1.332186506796143e-07 at [24, 16]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.79 s\n",
+            "average time per iteration: 0.0031 s\n",
+            "training completed in 3.19 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [9.7704 4.9434], noise: 0.0\n",
             "\n",
             "Exploration step 8 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 4.264006721880732e-09 at [0, 6]\n",
+            "Acquisition function max value 4.26400672188101e-09 at [0, 6]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.79 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.42 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.4737  2.574 ], noise: 0.0\n",
             "\n",
             "Exploration step 9 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 3.526705640277094e-07 at [6, 10]\n",
+            "Acquisition function max value 3.526705640277043e-07 at [6, 10]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.76 s\n",
+            "average time per iteration: 0.0038 s\n",
+            "training completed in 3.48 s\n",
             "Final parameter values:\n",
             " amp: 0.0456, lengthscale: [12.4044  0.4289], noise: 2.8e-06\n",
             "\n",
             "Exploration step 10 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.00796434736053529 at [2, 10]\n",
+            "Acquisition function max value 0.007964347360535327 at [2, 10]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.75 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.15 s\n",
             "Final parameter values:\n",
             " amp: 0.0782, lengthscale: [ 3.0539 12.3043], noise: 0.0001199\n",
             "\n",
             "Exploration step 11 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.03996832485772589 at [6, 5]\n",
+            "Acquisition function max value 0.03996832485837344 at [6, 5]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.75 s\n",
+            "average time per iteration: 0.0036 s\n",
+            "training completed in 3.3 s\n",
             "Final parameter values:\n",
             " amp: 0.0509, lengthscale: [3.3287 2.8812], noise: 1.9e-05\n",
             "\n",
             "Exploration step 12 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.01205223937156712 at [7, 11]\n",
+            "Acquisition function max value 0.012052239371568555 at [7, 11]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.76 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.25 s\n",
             "Final parameter values:\n",
             " amp: 0.0352, lengthscale: [3.2556 2.4889], noise: 0.0111394\n",
             "\n",
             "Exploration step 13 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.04700731114271303 at [6, 10]\n",
+            "Acquisition function max value 0.047007311155900934 at [6, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.03807792796511834 at [5, 10]\n",
+            "Acquisition function max value 0.03807792797712761 at [5, 10]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.8 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.1 s\n",
             "Final parameter values:\n",
             " amp: 0.0582, lengthscale: [2.0914 2.7036], noise: 1.17e-05\n",
             "\n",
             "Exploration step 14 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.00493484057399061 at [5, 9]\n",
+            "Acquisition function max value 0.004934840573989454 at [5, 9]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.78 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.21 s\n",
             "Final parameter values:\n",
-            " amp: 0.0561, lengthscale: [2.0553 2.5883], noise: 0.0\n",
+            " amp: 0.0561, lengthscale: [2.0553 2.5884], noise: 0.0\n",
             "\n",
             "Exploration step 15 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.00247350921833872 at [5, 11]\n",
+            "Acquisition function max value 0.0024736408874289897 at [5, 11]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.86 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.35 s\n",
             "Final parameter values:\n",
             " amp: 0.0518, lengthscale: [2.116  2.0869], noise: 0.0\n",
             "\n",
             "Exploration step 16 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 2.1298446030533618e-07 at [16, 16]\n",
+            "Acquisition function max value 2.1298446040385374e-07 at [16, 16]\n",
             "Model training...\n",
-            "average time per iteration: 0.0031 s\n",
-            "training completed in 2.89 s\n",
+            "average time per iteration: 0.0034999999999999996 s\n",
+            "training completed in 3.22 s\n",
             "Final parameter values:\n",
             " amp: 0.0492, lengthscale: [2.1066 2.0787], noise: 0.0\n",
             "\n",
             "Exploration step 17 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 1.1866806643775787e-07 at [10, 8]\n",
+            "Acquisition function max value 1.1866806643791965e-07 at [10, 8]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.79 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.16 s\n",
             "Final parameter values:\n",
             " amp: 0.0469, lengthscale: [2.1047 2.0731], noise: 0.0\n",
             "\n",
             "Exploration step 18 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 6.57033694290026e-08 at [10, 19]\n",
+            "Acquisition function max value 6.570336942898757e-08 at [10, 19]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.79 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.2 s\n",
             "Final parameter values:\n",
             " amp: 0.0447, lengthscale: [2.0965 2.0662], noise: 0.0\n",
             "\n",
             "Exploration step 19 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 3.6351884315113657e-08 at [18, 0]\n",
+            "Acquisition function max value 3.635188431516395e-08 at [18, 0]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.79 s\n",
+            "average time per iteration: 0.0031 s\n",
+            "training completed in 3.18 s\n",
             "Final parameter values:\n",
             " amp: 0.0427, lengthscale: [2.089  2.0599], noise: 0.0\n",
             "\n",
             "Exploration step 20 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 2.0013488057763867e-08 at [19, 21]\n",
+            "Acquisition function max value 2.0013488057778055e-08 at [19, 21]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.8 s\n",
+            "average time per iteration: 0.0034999999999999996 s\n",
+            "training completed in 3.2 s\n",
             "Final parameter values:\n",
             " amp: 0.0409, lengthscale: [2.0823 2.0542], noise: 0.0\n",
             "\n",
@@ -525,7 +525,7 @@
       "metadata": {
         "id": "4a6GWAz3WE8Z",
         "colab_type": "code",
-        "outputId": "bd45e4fb-a7c3-4fb6-a3a3-481ffd1d1c6c",
+        "outputId": "4da29e59-2686-4e2b-f973-cb2c23a75bfd",
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 1000
@@ -534,12 +534,19 @@
       "source": [
         "plot_exploration_results(boptim.target_func_vals, boptim.gp_predictions)"
       ],
-      "execution_count": 7,
+      "execution_count": 6,
       "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 1\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -549,10 +556,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 2\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -562,10 +576,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 3\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -575,10 +596,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 4\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -588,10 +616,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 5\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -601,10 +636,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 6\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de7RkZ1nn8d9Tt3Pv7sQ0ITcIYEQzLA3Sg6DoQiEaHZygYxBEJ6hDZISlLkGHwTuCICMqLhg1SFZHkIsBlIwyamRkgBGR5iYwDAQwMQlJX9M51z512c/8Ubux0pz9vKdPnara1fv7WatXn1NP7V1v7drPrvfss8+vzN0FAAAAVEFt0gMAAAAAxoXJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg8kvAEwhMztoZi/Lv/5WM/vsDtfzB2b2S7s7OgBnw8xeYmZ/NOlxVAWT3ylmZneY2VNH/Bi/amZvGuVjAGVhZs80sw+Z2ZqZHcm//kkzs7x+0MzaZrZqZifM7DYz+9pJj9vd3+/uj07dz8yeY2YfOGPZ57n7r49udMB4mJmb2VefcdtE3sPM7L1m9p+2e393/w1339b9eV8eHpNfAJBkZi+U9BpJ/03SQyVdKOl5kr5FUmvgrq9y90VJl0o6IungLjx2Y9h1AJg862NuVXK8QOeA02dzzOy3zOx+M/tnM/vugfp7zewVZvaPZrZsZu8ys/Pz2pPN7O4z1neHmT3VzK6R9BJJP5if6frEeJ8ZMB5mtlfSSyX9pLu/3d1XvO9j7v5sd988cxl3X5f0ZkmPKVjnwfySgtvMbMXM/reZPXyg7mb2fDO7XdLt+W1PM7OPm9lJM/t7M/v6gfs/1sw+mq/rbZJmB2oP6mMzu8zM3mlmR83suJm91sy+TtIfSHpi3s8nB8b5soFln2tmn8/PbN9qZhefMebnmdnt+Rhfd/qsOFB2p/vEzF6Y/2bnXjP70YH6nJm92szuNLMH8vfVubz2hLwnT5rZJ8zsyQPLvdfMXm5m/0fSuqQ3SvpWSa/Ne+21+f1eY2Z35e/DHzGzbx1Yx5fP5prZ5XmvXW9m/2Jmx8zsF/LaV7wvm9l1ZvaRM57rz5rZu0a0Kacek99zxzdJ+qykCyS9StIbznhT+o+SfkzSRZK6kn4vtUJ3/ytJvyHpbe6+6O7fsOujBsrhiZJmJG37zcLMFiU9W9LHgrs9W9Kvq9+XH5f0J2fUn65+715pZo+VdJOkn5D0VZL+UNKtZjZjZi1Jf67+m+r5km6R9B8KxlWX9BeS7pR0uaRLJL3V3T+j/pnsD+b9vG+LZb9D0iskPUP9Y8Wdkt56xt2eJunfSvr6/H7fFTx/oGweKmmv+n3x45JeZ2bn5bXfkvQ4Sd+sfp/9vKTMzC6R9JeSXpbf/iJJ7zCz/QPr/RFJN0hakvQcSe+X9IK8116Q3+fDkq7K1/FmSbeY2ayKPUnSoyU9RdIvm9nXFbwv3yrpEfkPuIPj+eOz2jIVwuT33HGnu7/e3XuSblb/jevCgfob3f1T7r4m6ZckPSN/kwTQn5wec/fu6RsGzvJsmNm3Ddz3RflZ089LWlT/ja7IX7r7+/Izx7+g/lnXywbqr3D3E+6+of4b5x+6+4fcvefuN0valPSE/F9T0u+6e8fd367+G+lWHi/pYkk/5+5r7n7K3T9QcN8zPVvSTe7+0XzM/zUf8+UD93mlu59093+R9Hfqv5kD06Ij6aV5H71b0qqkR1v/UoUfk/TT7n5P3oN/n/fBD0t6t7u/290zd79N0iFJ3zOw3oPu/ml377p7Z6sHdvc3ufvx/D6vVv8H7uha/V9z9w13/4SkT0ja8gRUPsa35eOUmf0b9X/w/YvtbpSqYfJ77rjv9Bf5r2Ol/hvzaXcNfH2n+m+kF4xhXMA0OC7pAhu49tbdvzk/O3pcDz5W/pa773P3h7r7v3f3LwTr/XLfufuqpBPqT0y/oi7p4ZJemE+4T+YT7Mvy+18s6R5394H731nwmJep/8Nwt6AeuXhwvfmYj6t/luy0+wa+XteDjzPAJPXUf28b1FR/wnva8TN64/Q+fIH6lxJt1c8Pl3TdGb35JPVPMp121xbLPYiZvcjMPpNfUnFS/TPQ0fvw2fTazZJ+KP+N749I+tOtLtdCH5Pf6hg82/Qw9Q8GxyStSZo/XcjPBg/+KmfwzRY4V31Q/bOs1+7yer/cd/llEudL+tJAfbC/7pL08nxiffrfvLu/RdK9ki4541KmhxU85l2SHmZb/xFdqp+/pP4b/ekxL6h/CcY9ieWAMvgX9c94DnqEin9QHHRM0ilJj9qidpf6vz0d7M0Fd3/lwH3O7K0HfZ9f3/vz6l8qdF7+g/UDknZyzfxX9LG7/4OktvrXGv+Q+pdIoQCT3+r4YTO70szm1f/Dnrfnl0h8TtKsmf07M2tK+kX1fxVz2mFJlxt/vYpzmLuflPRrkv67mf2AmS2ZWc3MrpK0MMSqv8fMnpRfs/vrkv7B3YvOEL1e0vPM7JusbyHvyyX1J+ddST9lZk0z+371L2/Yyj+qP1l+Zb6OWTP7lrx2WNKl+Xi28hZJP2pmV5nZjPrXFn7I3e842ycOTMDbJP2imV2a9+9TJX2vpLenFnT3TP1r7n/bzC42s7qZPTHvgzdJ+l4z+6789tn8j+cuDVZ5WNIjB75fUr+Hj0pqmNkvS9qzs6dZ+L78x5JeK6lzFpc6VRITmup4o/qRTPep/6udn5Ikd39A0k9K+iP1z+6sSRpMf7gl//+4mX10XIMFxs3dXyXpZ9U/O3M4//eHkv6LpL/f4WrfLOlX1L/c4XHKr8krePxDkp6r/pvX/epfU/ycvNaW9P359yck/aCkdxasp6f+G/5Xq38m7O78/pL0vyR9WtJ9ZnZsi2X/Vv2/CXiH+hPoR0l65rafLTBZL1W/Vz+gfg+9StKz3f1T21z+RZI+qf719Cck/aakWv4D67XqpywcVf9M8M8pnkO9RtIPWD+B6fck/bWkv1L/hNOd6p9lTl4qUaDoffmN6qfPkAGcYA++hAznIjN7r6Q3uTufHgOMiZkdlHS3u//ipMcC4NyXx7IdkfSN7n77pMdTZpz5BQAAmH7/WdKHmfim8alCAAAAU8zM7lD/j+eePuGhTAUuewAAAEBlcNkDAAAAKoPJLwAAACpjrNf8tmzGZ4PIzK953CMLa8A0+txHvhjWV3T/MXffH95pQlqNeZ9r7Su+Q+qSqSwbqu69oD7k5VpWS/zcX0988nc9Xt4biXotzrX3cPGdZOIPLJ3adqlNm6gPvf5w2dFepmeJ1S9v3FvafpWkls36rAWx1HMzxTVJ3fl4v+/Fi0uNYAOmdttefIfalh8Y/K/qic8yq2324jtY/Pjdubine/PFtZnZdrjsvuZGWF+qnQrrM4mx1xIbv6v4WLyRxc/9ZPDkH2jPhstqPd7nWiuJ95G1eNut+NbvsWOd/M5qQd9kTyms33bolsIaMI2url0X1v/W376dTx6aiLnWPj3ha59bWLfN+N3IVuODkq+vh/Vsda142Xb8ZqLEZ7LUFoJ3Kkm1PUth3ffF9e6+ubDeWTrzE1gfrDdb/GaVmjinJpe1bnyHWidRb8dvRrVOXLduoh780GNZamKd+oEsLqcm7n/zsZeWtl8ladYW9ITmNcV3uPKKcPmjj4s/c2E5cX6q+1XBJ2o3Eq/7ajwdmbs3niTt/UK8/j1fWA3rWTNe/4nHxMeME99Q/PiP+rovFdYk6ekXfTysf8f8Z8P6I5vx8WTG4vr9vfhY/Il2/Anm/+PkVYW1//nPV4bL6mPxPnfJ++L3kfoHPxnWb+u8dcue5bIHAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFQGk18AAABUxlijzr7mcY8kzgyVclsW7++WyGcstVTs1LDLR/Vk3utwGcPD8lQaWbIeRZ2lHjxRTiyfGhvKy8xkrSDWqhNn3TbiOFk1NuKdo7cR7FyJbO3GalxvroRlzZwMYtYk1Y8th3XbG+QjS1IWR51FfZclmipLNGU2ZLZ3Si9x0OiN+PFDIzpFy5lfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVMZYc34BVEgqi9dHm7U7SlEOryQpVU9l7QZ1r6VCghPbPRXZOWwdk1Ovq7Zvb2HZe/G+Ud9M1E/FL35jLdhxE/tNcyW+Q2s5HtvMic2w7idOxgNYTOT4pvb7KOLYhstET+Xs9hI930vkng97JO4Ncx41dThLHe/q9bje2fpmzvwCAACgMpj8AgAAoDKY/AIAAKAymPwCAACgMpj8AgAAoDKY/AIAAKAymPwCAACgMsj5LYmra9eF9duyW8Y0EqAkJpkDnMrprcd1byTqiexKD9YfZQBLkmWpx46Xl4bLJMUENerKzttTXE+89vV2/No31uPls8R+H2muxPWZ5fh4UDu5Ftaz9cTgm3FebNaMF/d68barW2LsiXpKlszxTeQAJ3KCOz65qWIqU90aOxsbZ34BAABQGUx+AQAAUBlMfgEAAFAZTH4BAABQGUx+AQAAUBlMfgEAAFAZTH4BAABQGcmANDO7TNIfS7pQ/QDIG939NWZ2vqS3Sbpc0h2SnuHu949uqOc2cnyxG0rVr6msXEsF1gb1VPZjPc7sTNXViOveiMeeJXKAs2aiHjx8Muc3tdl7cV2J5X3nUa7Ywm72rNdN3X2zhfX6RiccS30zzottrMc7X5RPnYqPbi3Hd5g5GY9dJxNBwYmez+bjIN9eK5X9XTz+Vj1uunoipzell9i4HY8fP3VI6CUOCt3ggOWJA0bqcJI83qWO5QW2c+a3K+mF7n6lpCdIer6ZXSnpxZLe4+5XSHpP/j2AyaJfgelCzwJjlv6sH/d73f2j+dcrkj4j6RJJ10q6Ob/bzZKePqpBAtge+hWYLvQsMH5ndc2vmV0u6bGSPiTpQne/Ny/dp/6vbLZa5gYzO2Rmh44ePTrEUAGcjWH7td1NfBwogF01dM924o/4BdC37cmvmS1Keoekn3H35cGau7sKruhx9xvd/YC7H9i/f/9QgwWwPbvRr63G/BhGCkDapZ5tLoxhpMD029bk18ya6jfln7j7O/ObD5vZRXn9IklHRjNEAGeDfgWmCz0LjFdy8mtmJukNkj7j7r89ULpV0vX519dLetfuDw/A2aBfgelCzwLjl4w6k/Qtkn5E0ifN7OP5bS+R9EpJf2pmPy7pTknPGM0QAZyF8fVrbcjMq8TyVg9+NvdEvE0q/qYZH/o8WU/EJjUTUWiNRNRZVE9u9jj2KBUd5EO/rsMtXkG71rNeN3X2FEd21bpxpFatHddba4m8soAl0rxmluM7NO8/FdZ9JY46qy0thvXNpUTU2VxYlrWKA8NatW64bM12vl0lKfN4+Syx8TuJh+94fDzMgoNSYmjpw1nKDo9Xycmvu39AxeN7yo4eFcBI0K/AdKFngfHjZ3QAAABUBpNfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFTGdnJ+AeDspfIXLVGPsnoT4ZHWag1V91ac+Zmlcn5n4ufWi1evLDoyJzZbLXGHdM5vIphz2BzghCEjTyvNa6bOYvG+2VyJ99v6ZiJrdzWuW69436gVx+BKkmbu74T12gNrYb3XTWTp7lkK653FuDF6s2FZjSDnd7Yej61lcT2ll8j27nm88U8lDgqnsviAtdkrPmBlvXjd9UT+c/J4kO3sgMGZXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFQGOb8AtuQmeZDFa6mc3lriZ+sox1eSNYPDU2LdNhPn+Gp2Jixns/GhsTcXj73XSmSGtuJtl0XDT8VapmJ6U6c8Ei+rjzbmF0PwmtSZL36Bsmb84jfW46zd1kr8+LVOcV/UOvGO2Tx5Kqz7cuLBE8eTbM98WG8vpHJ+E+NvFWf1ztXj7dq0RAhyQieRe55a+7rHOb5rWXy83AiCy7MsFSwely2R4+u9nW07zvwCAACgMpj8AgAAoDKY/AIAAKAymPwCAACgMpj8AgAAoDKY/AIAAKAymPwCAACgMsj5BbAzqZzfRN0a8eHHg3xHi2Mpkzm/PhfnVvbm4gfozsXnDbqz8XPvxQ+vrBnkK2fxspbI/PQ4DjXMdka5eS3et7yR6MnNODO1cao4y1aSahvFO5f14h239sBaWO+txvXafJzj21mKm64bL57M+V1sFm+bmVq83eqKt02WCNeOU4SlRMSy1jw+Xq5ks2F9vVu8fNaNx57YNLJuYvDk/AIAAAAxJr8AAACoDCa/AAAAqAwmvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKiMZM6vmd0k6WmSjrj7Y/LbflXScyUdze/2End/96gGOQ2url0X1m/LbhnTSFB14+rZZB5sPf7Z2hpx4Gy49lq8bp+Ncyuz+bjeXYgPjcmc37mwrF4iBzgLHr6WiLVM5QB7LX5sryVyNckB3lW72q8m9VrFr09WT2SutuPQVdvYjOtRT2fxjukrq2E9ledqC3FQb7qnEz05Ez/+TJjzm0rijfXio6HWsvh4tJkI907l+K724vpGtzgX3dvxY6c2jXUT+00iP7rwcbdxn4OSrtni9t9x96vyf5We+AIlc1D0LDAtDop+BcYqOfl19/dJOjGGsQDYBfQsMD3oV2D8hrnm9wVm9k9mdpOZnbdrIwIwKvQsMD3oV2BEdjr5/X1Jj5J0laR7Jb266I5mdoOZHTKzQ0ePHi26G4DR2lbPDvZrp7s+zvEB+Fc7eo/tbqyNa3zAVNvR5NfdD7t7z90zSa+X9Pjgvje6+wF3P7B///6djhPAELbbs4P92mzEf0ACYDR2+h7bmFsY3yCBKbajya+ZXTTw7fdJ+tTuDAfAKNCzwPSgX4HR2k7U2VskPVnSBWZ2t6RfkfRkM7tKkku6Q9JPjHCMAM4CPQtMD/oVGL/k5Nfdn7XFzW8YwVimGjm+2Eoq/3kUxtazqd8bJXJ83eM8WasXL++pdc/PhPXuYirnN15/eyHO3ezOJ+pxbGYYcuypnN9uIq+0Hm93T7yunoj5TeU/lzklOJldPYrH3MV+dZOy4sjV9MZvx6GrvrwS1q2RnFIUrzvx2NaKe9bn46bqzsc7di8+ZEjNOE92tlGc89uo7SyL9rRTvvPtKklrHm+7493FsH5/J74EbrldvPGsHW/3WjssJ7On5aPL+QUAAADOCUx+AQAAUBlMfgEAAFAZTH4BAABQGUx+AQAAUBlMfgEAAFAZTH4BAABQGcOFxwEIpfKfbQK5orsmMXYPcnr7iyeWj2qt+NCVyvHtLMbLtxfj8wLdRM5vIhZT2UyctRuptRM5vlHOqySPX5bk61rqoN6U1Ome4eJYSyHMaU69tN04RDpbXYtXEGXxziSCdFPHi1a8Y6eyvXut4frGEjm/rVrxtmtaIpw7oZPI+e0lduyTvfiAdKIX5/webcf1tc3i1712Kt7ujVPxsbB2Ks759VS2dEF8NGd+AQAAUBlMfgEAAFAZTH4BAABQGUx+AQAAUBlMfgEAAFAZTH4BAABQGUx+AQAAUBnnVM7v1bXrwnoqcxXA9nkt/tnZEqGpqRxgbxSvP5uNQzm7i3G9vRSPvb2YyPGNYy/VXYyzK7NmXLes+PHdErmYnVT+cliOc2InzXeej1wZw+QwZ4me7caZqzZbnLWbyunVTJzNrWYi23suXn+vmeiLRqIn64l6oi8j7URTrnm8bXpZ3LRHu3vC+pF2XD+xuRDWN9aLX/f6xnA5v2oXBPXmon1OkrSx9c1lPswBAAAAu4rJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAq45yKOiPKDNhlQ/x4nIwyq8UROFmrePnefHzoSkaZLSWizOLkH3X2xPE83flEZFQq6qwXjC+RRZYljupZIxH5VEtEDw0TpbUdk4wzOxdOB0Wbb8hNa604csvm5oofeqG4Jkmqxxs/dTzJZhL1RF+kIv4ssd/XgqizzOOFTyWizFZ68bY75XHM2+HO3ri+GR/wjm/Mh/XuevHGnV+Pn3tzvRfWrRPH62kxkTt5/9Y3nwutDgAAAGwLk18AAABUBpNfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFRGMufXzG6S9DRJR9z9Mflt50t6m6TLJd0h6RnuXpCmBmCcxtazieBLb6TyaON6b7Y4t7OzGGd6thfjdXdSOb9LiRzfpUSO71wiu7KeWL5TPP5elAEsqbGReF3iTZfMO/VU4GmCTTLHt4R2u19rwa5n8W6X7GlbWAjrvlRcz/bEWbWp3O+UVH71sPnUqd02yvLtJJpuM4tzek8mcoJXstmwfqSzFNYPn4rrD6zFr52tFU8lG2vhomqsxsdKdeO6L8UZxEW2c+b3oKRrzrjtxZLe4+5XSHpP/j2AcjgoehaYFgdFvwJjlZz8uvv7JJ044+ZrJd2cf32zpKfv8rgA7BA9C0wP+hUYv51e83uhu9+bf32fpAt3aTwARoOeBaYH/QqM0NB/8OburuATw83sBjM7ZGaHjh49OuzDARhS1LOD/drpro95ZADOdDbvsb31xAWWACTtfPJ72MwukqT8/yNFd3T3G939gLsf2L9//w4fDsCQttWzg/3abOzsDwkADG1H77H1+fgP0gD07XTye6uk6/Ovr5f0rt0ZDoARoWeB6UG/AiOUnPya2VskfVDSo83sbjP7cUmvlHS1md0u6an59wBKgJ4Fpgf9CoxfMufX3Z9VUHrKLo8FwC4YV8+mcjm9nsj5nYmzL7sLQc7vfCqnN66394RldfYkAlGXOmF5di6um8Whoe128aG5101s12bqdUnUh8xbLbUhM4pHYTf71VyqBbuedRP50o1ECPTexbDc21d8qVR3sRWvOxXT24t7JpUrXnzV9On1J/oiSxxzsuJtt5nFU62VXpzTW08ENB/rxK/LfafiA96RtXj5jZWZsN5aKd42reV4wzfWumE9pbcUb7sifMIbAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKiOZ8wsAW0nm+Dbjem8mrndni+udhUTmZhxbqc5SIsd3T5zTu7hnI6wvzW6G9czj8a/Wi3M1VzfjLNasmagnjvqJoSXzWIfmiUBWFMukWrt4+9USWblqNePVz8T1zr7i/bY7P1wOb30zkfOb2C9rvUQ9ETfriXztzW5xY2304ozj1V6co9vxuKcPby6F9fvW4pzfkytzYd1W4oNGa7l4488sxxu+vhIfK5XInu7sSeRHF+DMLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDnF8AO5PI1fR6fIesFde7s8X1ZM7vUpwJmi3F2ZOLe06F9QuXVsP6UjNevpvI7YxszMS5llkzkYeaeF08Fcc67CmTbIgc30Q8c9VP55hLjWDXs068Ab0VTwm6e+M82vZS8X7dnYv3O0vk8FoWj73WiferepB/3F8+cUBrxztXu1f83Ne6cc82a/NhfbMXvy5HNuKc3+Nr8fo7y/Hr2nogfu6tk8Xbdub+OEC5troe1j2RPd3Zs7NpbMUPFQAAAKgSJr8AAACoDCa/AAAAqAwmvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKgMcn4B7Iwlcnyb8c/WvVaiPltc68axleouxJmgzaXNsP6QRI7vpQsnw/pSFLYqaaMX5352s+Jt80BrLlz2VCrnd9Q5vsNKZfmOUmKfLjvLpMZG8QasdeONm7Xi/OnOYjxlaC8W7zxRP0tSrR3XG5vxa1PfjJ9bfTORAxy3rCyRA3yqU7xtVrtxjm7N4rGtduLlT2zEB8S1lXjj1x+IX9eZk/Fzn72/OKS5dWIjXNY34g3v+xbDerTPRSZ9mAMAAADGhskvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqY6icXzO7Q9KKpJ6krrsf2I1BARiN3exZr8XZjx5HhioRdavubPH6u/OJLNuF4txJSdq3FGdPXpLI8b187nhYX0qEhj7Qi7N617rFG2em2Q2X3WgMl/OrVNRtom4eP34i0hQDzrZfredqrhbn3dpm3Be9xbgpO4lM1c5i8c6RJfq9Xot3jGwt3vFqnTjnt7EeP35jI35utVNxfXOzWVhb6ySefMLyZpzTu7yWCFFeLh6bJLUSOb4zJ+LXZu5Yp7BWO74cLutZvO5uYp9sB/tcZDc+5OLb3f3YLqwHwHjQs8D0oF+BXcZlDwAAAKiMYSe/LulvzOwjZnbDVncwsxvM7JCZHTp69OiQDwdgSGHPDvZrp5v4PSGAUTur99hOe23MwwOm07CXPTzJ3e8xs4dIus3M/p+7v2/wDu5+o6QbJenAgQNc7QVMVtizg/26Z+Fi+hWYrLN6j13aeyk9C2zDUGd+3f2e/P8jkv5M0uN3Y1AARoOeBaYH/QqMxo4nv2a2YGZLp7+W9J2SPrVbAwOwu+hZYHrQr8DoDHPZw4WS/szMTq/nze7+V7syKgCjQM8C04N+BUZkx5Nfd/+ipG/YxbEAGKFd79nE742yRpy/2Gsm6kF0ZW82vrSxudAO6xfMx38Y9LC5+8P6w2fi5Kn52mZc7y6G9eOt4vpsqzhTU5JUT+T8JvKXkzm/I5bKCY74pAe/i3bSr5a5WsvF+4d1Ejm/c/HO0ZmPt293obiWpWYbHq87S+zXlsj5bSYyjptr8QDrm4nn3ineduudOGc3Szz35VMzYX1zLc7CbS7HB+uZONZc88fibdc6Unw8zU7Ex9Lavr1hvbMn3naJQ2nx4+5sMQAAAGD6MPkFAABAZTD5BQAAQGUw+QUAAEBlMPkFAABAZTD5BQAAQGUM+/HGwFS7unZdWL8tu2VMI5k+bnE8j9cS9cTRJwvSe7K5ONZoz1wcdXbR3HJYf9jM8bB+eTOOOpu1OI6sZXF00N3N84vX3eiGy6oRbxtPnPJIpC4Nb4gos6T4qUupmLcpZ3v3Hl4AAAiESURBVN1MjZMbxXfI4g3Ua8U7RzcVdTYXPHQjEVXWSx1PwrJq7bin6mvxMaG5FmQrSqpvxANobxbvXKfacVxXL4vXvbEZR5nZenwwba7E23b2RLxfzB49FdZ15ERhyTfj2EdfnA/r7aVE/F4QrxfhzC8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg5xfVBo5vglR/GMiD9YTmaq9ZryCXivIBZ2Jcyn3zsW5lBfNPhDWL2kW51ZK0sWNlbDeVJxp2ktsvL2N9cLaXCPOELZa/NieqKde16RU1m4q53eYHOBE9vQ5r5fJThbvm6lM1d7sznN8Jak3V/zapXJ6szgOVl6Px2a9eMeLtoskNdeWwnq9nTigdYqfYLsbL5slwrXbm/FUrbYeb9xWHGuu2RNxdnjjcHy87B4rzj2vLS6Gy/bOS+X8JvbJhdQBZ2uc+QUAAEBlMPkFAABAZTD5BQAAQGUw+QUAAEBlMPkFAABAZTD5BQAAQGUw+QUAAEBlkPMLYCS8FuczpnKAvVlcq8/0wmX3zMQ5vxc048zPh9bjYMwL6/F5g3oiLHfd41DTpVrx+Fu1+LlbfcQ5vqMW5fwmcnwtkRHspX/yQ+r1lJ0szmS1vXHmanfYnN/ZKOc3fm1qm3FPZanZSiLuNdouktRYe0hYr7VbYd26xduum8j59UTOb5bIGG7Fhzs1V+NtP3MiPh5lx+Lc86hna+fvCxfdOG8mrHcSOb+9hfh4WIQzvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKiMoXJ+zewaSa+RVJf0R+7+yuj+n/vIF3V17brC+m3ZLcMMZ6pl910R1msPvX1MI5k+0T4lVXu/OtPZ9mzEE5mriejKZM5v1ijOjmw0u+Gye5px8OX+Rpzzu7/eDut7a3FeaspSbTWsz9eKczdb9fi5J16W4SVihMOcXimZxzrUulNPftjlx+xs+9Xd5e1OcX0mCM9WOuc3yvGVpGw2eHEtsWwzkfMbD12qJ45HwXaRJOvEebGJeO1wv856Q55nDDKEJam+GdebG3HT1Vbj42W2sRE//nnnFdZ6D4lzfjfPi98I2kthWbYQHw+L7PgVMbO6pNdJ+m5JV0p6lpldudP1ARgtehaYHvQrMDrD/DjyeEmfd/cvuntb0lslXbs7wwIwAvQsMD3oV2BEhpn8XiLproHv785vA1BO9CwwPehXYESGuuZ3O8zsBkk3SNKs5kf9cACG8KB+be2d8GgApPAeC5y9Yc783iPpsoHvL81vexB3v9HdD7j7gaZmhng4AENK9uyD+rXBGykwQWf/HmuzYxscMM2Gmfx+WNIVZvYIM2tJeqakW3dnWABGgJ4Fpgf9CozIji97cPeumb1A0l+rH8Nyk7t/etdGBmBX0bPA9KBfgdExT+Ue7uaDmR2VdOfATRdIOja2AZydMo9NKvf4GNv2Pdzd9096EFuZsn6Vyj0+xrZzZRpfaftVmrqeZWw7V+bxlW1sW/bsWCe/X/HgZofc/cDEBhAo89ikco+PsZ2byr7tyjw+xrZzZR9fmZV52zG2nSvz+Mo8tkF8vDEAAAAqg8kvAAAAKmPSk98bJ/z4kTKPTSr3+Bjbuans267M42NsO1f28ZVZmbcdY9u5Mo+vzGP7sole8wsAAACM06TP/AIAAABjM5HJr5ldY2afNbPPm9mLJzGGiJndYWafNLOPm9mhCY/lJjM7YmafGrjtfDO7zcxuz/8/r2Tj+1Uzuyfffh83s++Z0NguM7O/M7P/a2afNrOfzm8vzfabFmXu2TL1az6e0vYs/VoNZe5XqVw9S78ONb6p7dmxT37NrC7pdZK+W9KVkp5lZleOexzb8O3uflUJIjsOSrrmjNteLOk97n6FpPfk30/KQX3l+CTpd/Ltd5W7v3vMYzqtK+mF7n6lpCdIen6+r5Vp+5XelPRsWfpVKnfPHhT9ek6bkn6VytOzB0W/7tTU9uwkzvw+XtLn3f2L7t6W9FZJ105gHFPB3d8n6cQZN18r6eb865slPX2sgxpQML5ScPd73f2j+dcrkj4j6RKVaPtNCXr2LJS5Z+nXSqBfzwL9unPT3LOTmPxeIumuge/vzm8rE5f0N2b2ETO7YdKD2cKF7n5v/vV9ki6c5GAKvMDM/in/tc3Ef+VhZpdLeqykD2k6tl+ZlL1ny96vUvn3Ofr13FH2fpXK37Nl3+dK1a/S9PUsf/C2tSe5+zeq/2uj55vZt016QEW8H9dRtsiO35f0KElXSbpX0qsnORgzW5T0Dkk/4+7Lg7WSbj+cnanpV6mU+xz9inGbmp4t4T5Xqn6VprNnJzH5vUfSZQPfX5rfVhrufk/+/xFJf6b+r5HK5LCZXSRJ+f9HJjyeB3H3w+7ec/dM0us1we1nZk31m/JP3P2d+c2l3n4lVOqenYJ+lUq8z9Gv55xS96s0FT1b2n2uTP0qTW/PTmLy+2FJV5jZI8ysJemZkm6dwDi2ZGYLZrZ0+mtJ3ynpU/FSY3erpOvzr6+X9K4JjuUrnN7pc9+nCW0/MzNJb5D0GXf/7YFSqbdfCZW2Z6ekX6US73P06zmntP0qTU3PlnafK0u/5mOZ2p6dyIdc5NEcvyupLukmd3/52AdRwMweqf5PopLUkPTmSY7PzN4i6cmSLpB0WNKvSPpzSX8q6WGS7pT0DHefyEXxBeN7svq/knFJd0j6iYHrf8Y5tidJer+kT0rK8ptfov41SaXYftOirD1btn6Vyt2z9Gs1lLVfpfL1LP061Pimtmf5hDcAAABUBn/wBgAAgMpg8gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDK+P/LeDtDgWAvawAAAABJRU5ErkJggg==\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -614,10 +656,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 7\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -627,10 +676,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 8\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -640,10 +696,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 9\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -653,10 +716,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 10\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -666,10 +736,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 11\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -679,10 +756,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 12\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de5Skd13n8c+3qqu6+jaXnu7MPTMkhEBMMJEhF0U3rgSCsht0JcAGTVyPkSMe15XdlWV11VXXHFcBd2XVINnJqhAIgsTLAUIWRVaSMAmBTAy5kMxk7tNz6ZmevnfVd/+oZ7Az6ef7zHR1dVXN836dk5Oe+tZT9auq51v17aef/rS5uwAAAIA8KLR6AQAAAMByYfgFAABAbjD8AgAAIDcYfgEAAJAbDL8AAADIDYZfAAAA5AbDLwB0IDPbbma/kXz9vWb21CJv5w/N7JeXdnUA0L4YfjuYme0ys9c3+T5+1cz+tJn3AbQLM3u7mT1kZuNmdjj5+mfMzJL6djObMbNTZnbMzO43s1e2et3u/vfufmnW9czsNjP78hnbvsvdf715qwPak5m9zsz+wcxOJP38/8zstUntJb2yxPd9c3LfE2b2twvU7zSzp8ysZma3NWsdecXwCwCSzOw9kn5P0n+XtE7SWknvkvQ9ksrzrvrb7t4vaZOkw5K2L8F9dzV6GwDOnpmtkPRXkv6npEFJGyX9mqTpZVrCMUkflHRHSv3rkn5G0qPLtJ5cYfg9D5z+DtXMfsfMjpvZ82b2pnn1vzWz3zKzh83spJl9xswGk9r1Zrb3jNvbZWavN7MbJb1P0tuSI11fX95HBiwPM1sp6b9K+hl3/6S7j3nd19z9Fnd/yQeiu09I+qiky1Nuc3tySsH9ZjZmZn9nZlvm1d3M3m1mz0h6JrnszWb2mJmNJkeFXj3v+leZ2aPJbX1cUmVe7UV9bGabzexTZjZiZkfN7PfN7FWS/lDSdUk/j85b52/M2/anzOzZ5EjYfWa24Yw1v8vMnknW+KHTR8WBDvMKSXL3j7l71d0n3f3z7v6NoFe6k8/ZF8zsUNLfPUntejPba2bvM7MjyefoLWl37u5fcPdPSNqfUv+Quz8gaWqpHzgYfs8n10h6StKQpN+W9JEzPpR+XNK/kbRe0pyk/5F1g+7+WUn/TdLH3b3f3b9zyVcNtIfrJHVL+szZbmBm/ZJukfS14Gq3SPp11fvyMUl/dkb9Lar37mVmdpWkuyT9tKQ1kv5I0n3JB25Z0l9I+hPVj1LdK+lfpayrqPoRrd2Stqp+ROsed39S9SPZX0n6edUC2/5zSb8l6WbV3yt2S7rnjKu9WdJrJb06ud4bg8cPtKunJVXN7G4ze5OZrT5dCHrlDtWH5islvVz13vov825zneq9vlHSrZLuNLPM05Gw/Bh+zx+73f3D7l6VdLfqH1xr59X/xN13uvu4pF+WdHPyIQmg/oF1xN3nTl+QHHkdNbNJM/u+edf998mRoGcl9Uu6Lbjdv3b3LyVHjv+z6keSNs+r/5a7H3P3SUm3S/ojd38oORJ1t+o/gr02+a8k6YPuPuvun5T01ZT7vFrSBkn/wd3H3X3K3c/23MVbJN3l7o8ma/5PyZq3zrvOHe4+6u4vSPqi6oMA0FHc/aSk10lySR+WNJL8pGPtQtdPDibdLunfJT07pvrBobefcdVfdvdpd/87SX+t+jeIaDMMv+ePg6e/SH4cK9U/mE/bM+/r3ap/kA4tw7qATnBU0tD8c2/d/buTIz5H9eL3yt9x91Xuvs7d/6W7fyu43W/3nbufUv08vw0L1SVtkfSeZOAeTQbszcn1N0ja5+4+7/q7U+5zs+rfDM+l1CMb5t9usuajqh/JOu3gvK8n9OL3GaBjuPuT7n6bu29S/fSlDaqfh7uQYUm9kh6Z15+fTS4/7XhygOm03Xpxv6NNMPzmx/yjTRdKmpV0RNK46g0t6ds/Mp3fzPM/bIHz1VdUP8p60xLf7rf7LjlNYlAvPsdvfn/tkfSbyWB9+r9ed/+YpAOSNp5xKtOFKfe5R9KFKb9El9XP+1Ufwk+vuU/1UzD2ZWwHdDR3/6bqv7x6+hz+M3vliKRJSd8xrz9XJr/8etrqpGdOu1Ap5/SitRh+8+OdZnaZmfWq/os9n0xOkXhaUsXMfsjMSpJ+SfVzH087JGmrmbGv4Lzl7qOq/6b3/zKzHzWzATMrmNmVkvoyNo/8oNXjlMqqn/v7oLvvSbnuhyW9y8yusbq+pC8HVB/O5yT9nJmVzOxHVD+9YSEPqz4s35HcRsXMviepHZK0KVnPQj4m6SfM7Eoz61b9x7oPufuuc33gQDszs1ea2XvMbFPy782S3iHpweQqL+oVd6+p3qMfMLMLkm02mtmZ57z/mpmVzex7VT8//t6U+y+aWUVSl6RC0qelefVyUjdJpaTO5/AS4YnMjz9R/bvag6r/lvjPSZK7n1A9TuWPVT+6My5pfvrD6cY9amZEruC85e6/LekXJP1H1T/4Dqn+S2e/KOkfFnmzH5X0K6qf7vAaSe8M7n+HpJ+S9PuSjqt+TvFtSW1G0o8k/z4m6W2SPpVyO1VJ/0L1X8h5QfV+fltS/r+SnpB00MyOLLDtF1T/nYA/V32AvlgvPacROB+Mqf7Lpg+Z2bjqQ+9OSe9J6gv1yi+q3pcPmtlJSV+QNP8X2g6q3rv7Vf/l1nclR5QX8mOqH0n+A0nfm3z94Xn1zyeXfbekO5Ovv09YEvbiU8hwPrJ6gPafuvsft3otQF6Y2XZJe939l1q9FgDNZWbXq/45u6nVa0E2jvwCAAAgNxh+AQAAkBuc9gAAAIDc4MgvAAAAcoPhFwAAALmxUAh605St2ytBZOYrXnPRMq4Gy+XpR54L6+fz65712Md0/Ii7D4dXapFyscd7ula2ehlA2zg5c6ht+1XK/oytDsWR1dUVtbA+WBkP6yuKk6m1roy/rzInC+uTtbRo6rqJjPpcLT7W11WIH3u3xX8wsWDpj2+qVkqtSdKJqUpY7zoZr714NH5dsl73uYH4sa+qpL+uklQpzKbWsh776FRPWO8ay3jsR+LHnvYZu6zDb0V9usZ+ILV+/44Fs6DR4W4ovDWsn8+ve9Zj/4J/Mu1P1LZcT9dKfffGW1q9DKBtfPb597dtv0rZn7HHbrou3P7EG+JB4pZX7Qjrbxx4PLU2WJwKtz1WjQfAb0xvDuuPnUr7g4d1R6bjAXB1eSKsX9TzkljsF+kPHt+T4/FfOP7sM68K66vvjwfEwf/9lbCe9bqPvj4ebn/o0p1h/ZU9B1Jr35xcH277109dHtZXfSHjsd8VP/a0z1hOewAAAEBuMPwCAAAgNxh+AQAAkBsMvwAAAMgNhl8AAADkBsMvAAAAcmNZo85e8ZqLzutYKyzs/lp+X/Osx24WZ1sCwNmqre7T2BuvTa2Pr4/fb/p7p8N6bzGuRyZq8bixa3YorH/p+CvC+sO7t4T12ePdYb24aiasH9gYZ55fvmJ/aq2WkWFcqaTn5ErSxPresF56W/prLmW/7r0Zr/vKrjgKrbeQvn3mthn3Pd7gY9c9n1zwYo78AgAAIDcYfgEAAJAbDL8AAADIDYZfAAAA5AbDLwAAAHKD4RcAAAC5wfALAACA3FjWnF8AANAcswOuA99fS62XVk2E218+fCCsby4dC+sVm0utTXk8buyZHQzr/3hkbVjv2tkX1oefrob10ZfHebLf6l4T1jf1jqbWVnXFz/srhg6H9Z1XxM/dgQvjDOOs1/27Lohf95d1j4T1dV0nUmu1jGOsV2Tc98NXlML6gc2VsK57Fr6YI78AAADIDYZfAAAA5AbDLwAAAHKD4RcAAAC5wfALAACA3GD4BQAAQG4w/AIAACA3yPltEzcU3hrW76/du0wrATqAe3Nv36y5tw80QV/vtK674pnU+mA5znt9df+esL61dCSsd1t6lu5Jj7NoT8zFObunxuM815X74/eE/nsfCuszP3FdWD8+HefNFpR+/xd2Hw23XV0aD+vresbC+uhMT1hv9HW/pHwwrK8qTKfW+oKaJE2tip/XFaWpsH5kOs53fiHlco78AgAAIDcYfgEAAJAbDL8AAADIDYZfAAAA5AbDLwAAAHKD4RcAAAC5wfALAACA3MjM+TWzzZL+j6S1klzSne7+e2Y2KOnjkrZK2iXpZnc/3rylnt/I8cVSOK/6tdlZvs28b3KCcZaWsmdXdU3oLcOPptazMlfXFU+G9cHCTFiP1Dw+1lbzuGcKxVpYnx6Mt5/44Wvi+vp4+4G+OG92XfeJ1NrWcpyPXLHZsH5p94GwPuVxVm6jr/twMX7dK8H7Xa/FGcOqxBnDg12nwvpYNc44/vOUy8/myO+cpPe4+2WSrpX0bjO7TNJ7JT3g7pdIeiD5N4DWol+BzkLPAsssc/h19wPu/mjy9ZikJyVtlHSTpLuTq90t6S3NWiSAs0O/Ap2FngWW3zmd82tmWyVdJekhSWvd/fSx+IOq/8hmoW1uN7MdZrZjZGSkgaUCOBeN9utMNePHVQCWVKM9O3ZsblnWCXS6sx5+zaxf9dMnft7dX3SCiLu7tPAftnb3O919m7tvGx4ebmixAM7OUvRrudi7DCsFIC1Nzw4MZv4aDwCd5fBrZiXVm/LP3P1TycWHzGx9Ul8v6XBzlgjgXNCvQGehZ4HllTn8mplJ+oikJ939/fNK90m6Nfn6VkmfWfrlATgX9CvQWehZYPmdzc9IvkfSj0l63MweSy57n6Q7JH3CzH5S0m5JNzdniQDOAf0qSbUmx6QVMqLMsqLSiELDP1mynu2zGb2me19qPetoVyljtyxmbD8WxJWdrFXCbU9Vu8N6qVQN6+Mb4yi0qeH40Vc3Tob17xw6FNZf3p1e39CVHoMmSasK8bnaVY+jyOJHnv269ma8H1WsgdNpCvHrtsrjGLbZ4lhYX1GII+jSZD4id/+ypLRn5gcWda8AmoJ+BToLPQssP/7CGwAAAHKD4RcAAAC5wfALAACA3GD4BQAAQG4w/AIAACA3GH4BAACQG/wtRACdp9k5vo3ePznAaIEuMw0V09N4axn73ezCf0H528Yz9vuRak9q7dnpdeG2z50aCuuTk+WwXuuL82Rt3WxYv3R9/Af0tq3cHda3lo6k1oYzcnwHCs0dxQoZxzmLDb7fzHr6cz+Vsc+N1uJ858PVgbA+FuxzEY78AgAAIDcYfgEAAJAbDL8AAADIDYZfAAAA5AbDLwAAAHKD4RcAAAC5wfALAACA3CDnF0C6ZubNZmXdNlOrc3bJ8UULTHktrI95vF+OVHvD+hPTm1JrD5/YGm775J44B7i4txLWVYp7untoIqxf1H80rL+8+2BYX1ucTK1l5fh2WymsF9Ta94s5xRnKU0HO78FqnOMb7TOS9NipC8P6kem+sC59ecFLOfILAACA3GD4BQAAQG4w/AIAACA3GH4BAACQGwy/AAAAyA2GXwAAAOQGwy8AAAByg5xfAK3RSNZt1rfttSbn+BYyts+6/Vbm/LYyXxlNVXXXWC09c/VQtRxuv2duMKzvmhkK64+PpWe2fn3/xnDbyj/2hPU1T86F9RNb4nFmYkOcpdtTnAnrq4pxTnBf8J5QsmK4bVaOb9Gae5yympH/XM14zxgL3m93zcb7zJdHXx7WH9y9NazPjmbkP6fgyC8AAAByg+EXAAAAucHwCwAAgNxg+AUAAEBuMPwCAAAgNxh+AQAAkBsMvwAAAMiNzJxfM7tL0pslHXb3y5PLflXST0kaSa72Pnf/m2YtshPcUHhrWL+/du8yrQR5t2Q9a2puHm0jebNZ68r6tr7BHF4vZtxBC583y8o4bvL949ws5WfsrAraX+1OrT82tSXc/pGxuL5rbE1Y33diZWptZm9fuO3a5+Os2Z6/eDisT//4dWH9VC3uyZKl5yNLUllxvRRk9RYy3pCanePbqJri12bM00fJvTPxPrNzZH1Y73q8P6wPPRuv7YWUy8/mGd8u6cYFLv+Au1+Z/JfrwRdoM9tFzwKdYrvoV2BZZQ6/7v4lSceWYS0AlgA9C3QO+hVYfo0ca/9ZM/uGmd1lZquXbEUAmoWeBToH/Qo0yWKH3z+QdLGkKyUdkPS7aVc0s9vNbIeZ7RgZGUm7GoDmOquend+vM9X4b9kDaJpFfcaOHovPSwVQt6jh190PuXvV3WuSPizp6uC6d7r7NnffNjw8vNh1AmjA2fbs/H4tF3uXd5EAJC3+M3bVYHH5Fgl0sEUNv2Y2/9fzfljSzqVZDoBmoGeBzkG/As11NlFnH5N0vaQhM9sr6VckXW9mV0pySbsk/XQT1wjgHNCzQOegX4Hllzn8uvs7Frj4I01YS0cjxxcLycp/boaO6dlmZuEW4h9qZeb0dsU/PvZixo+XG80ZrqZn6VotzrX0uYzzPjO2t2pcz1w7OcDnZCn7ddq79NzMBan1vz12abj9V3fHOb+1w5WwXphO3zfK4/F+M9MX7zcTP3JNWD+1Kb79/v6psL6yazKsV2wurBeCvigEGcCdoKr4tal5+hveRK0cbntqIj2XWpJWHojve+DjD4b1NO2drAwAAAAsIYZfAAAA5AbDLwAAAHKD4RcAAAC5wfALAACA3GD4BQAAQG4w/AIAACA3MnN+ASxeVv6zNTPrtt01kgeb8bx5Vk5vpRTXu+N6rZxx+12Nva42m561W5iJc3xtKs4jtdm4nvWqZOYAo2Vmal3aPTOUWt85si7cvvx4/CfNB5+K973JwfT9fnxDuKlOXBLXj3fHPWVrJ8L6FcOHwvr60vGw3m0Z+dkdnuUbKWY8toKlv2v0FmbCbft7p8P6+Pr+sF5627VhXfd8csGLOfILAACA3GD4BQAAQG4w/AIAACA3GH4BAACQGwy/AAAAyA2GXwAAAOQGwy8AAABy47zK+b2h8NawnpW5CmAeV2NZvI1sK4VZvl6Mv2/PyvGt9neH9dkV5bjeF99/LSPnN4jFlCQVp9OzdEun4rzRrq54bYU4DlUWx25KtQZf10b3C6SqqqCxaiW1PjGeXpOkNfvi16b3Uw/F9x9krh5fFd92efN4WF+7ciysb+ofDetXDOwL6xd0xbdfzGjaqC3msjKCs94PrLXHKQsZx0kHLD3Ld1P5aLjt5cMHwvqDV8Tv1Qc2x/u07ln4Yo78AgAAIDcYfgEAAJAbDL8AAADIDYZfAAAA5AbDLwAAAHKD4RcAAAC5cV5FnRFlBiyxKJYqK7Kqmh7XdVaiODOL37pqGVFnM6vjKLOJ4fj2p1fFUWbVOJ1HWclHpVPpt18ZjY9ZdGfErJUzosqK1bjutfh1tazXnaizpimqpoHiVGq9pzfOsRtf3xPWu99ydVg/tTF93/Q16euSpIuHj4T1SwcOhfULynFU2VBGlNmUx+8Zx4IIOUkqaTK1VrC5cNvejCizYlhtXFaUWlHxe0pfIb2+tRS/rq9b9WxYX9EV77NHZvrC+gspl3PkFwAAALnB8AsAAIDcYPgFAABAbjD8AgAAIDcYfgEAAJAbDL8AAADIDYZfAAAA5EZmzq+Z3SXpzZIOu/vlyWWDkj4uaaukXZJudvfjzVsmgLO1dD3rcVZvRt6rz8XZlsrIm7VykLvZG3/fXu2LMzsnhuK3vlMb41zLqbVxUK/3ZgT5zsXrL42mJ3tWD2Ycs/D4sRVnMnJ6Z+N6YS7jsWXl/Fr83OYtB3gpP2NLhao2lY+l1i8dOhxu/8gr45zfmZVxPna1kv7aV/pmwm37S3Gea09xNr5vj/ti78xgQ/V9pTgn+JLywdTaxYpfuqFi/Nz0Kn7eS9bcJOBCxnHS7iAneF0xfl2vrOwO6+u6RsN6Vj5z2l9/OJsjv9sl3XjGZe+V9IC7XyLpgeTfANrDdtGzQKfYLvoVWFaZw6+7f0nSmd9K3iTp7uTruyW9ZYnXBWCR6Fmgc9CvwPJb7Dm/a939QPL1QUlrl2g9AJqDngU6B/0KNFHDv/Dm7i4p9SQtM7vdzHaY2Y6RkZFG7w5Ag6Kend+vM9X0v1UPYHmcy2fs2LH4vFgAdYsdfg+Z2XpJSv6feha9u9/p7tvcfdvw8PAi7w5Ag86qZ+f3a7kY//ILgKZZ1GfswGD8yz8A6hY7/N4n6dbk61slfWZplgOgSehZoHPQr0ATZQ6/ZvYxSV+RdKmZ7TWzn5R0h6QbzOwZSa9P/g2gDdCzQOegX4Hll5nz6+7vSCn9wBKvBcASWLKedZeCrF7PynudjbMrs3J+w2pGVuxcb5x7ObUm3n5yc5xRvG7L0bC+sf9EWB+bqYT150fSM0cn1BduW5yKH1tpPCMHeDIjn3kmfm69Gu8XVs1Xjm+WpfyM7bZZXVxKz/J97ao4U3Xswni/fLYUn7pYO5V+2sXMdHxKxt6xVWG9EL8jqKZ4vz84viKsj8/EWbpresfD+nVrBlJrxf6nwm27LX6/qBTj7Oyqx4+9GOTwStKsxz2bVa8F2dxZR1jXFOIc4IHSkYxbWBz+whsAAAByg+EXAAAAucHwCwAAgNxg+AUAAEBuMPwCAAAgNxh+AQAAkBsMvwAAAMiNzJxfADnlkteCfMmMHF+fmY3rGXmwhWKcJxuZ64m/r59eHWeGrt4Q527euOHJsH5V766wPjIXZ45+rvs7Umtfndwabjsz2h3W547Fz02tFD/vhWKcKWoZGcxonpJqGi5OptYvrRwIt9+9Yk1Yf+HY6rA+eyA9J7h4NN6v9p2Kx5Gjg3G+dbWakf19qDesl0fjvjgyHOcQ+6Xp97++PBpuu6E4FtZXFTLeKzNyfGsZOb3THr9XT2RsPxp8TEx5Y2NmxeL77rXF5YZz5BcAAAC5wfALAACA3GD4BQAAQG4w/AIAACA3GH4BAACQGwy/AAAAyA2GXwAAAOQGOb8AUrgUZPF6NQh3lOQzGTnAGTm/Xi6n1rKSZKul+BrV3jgb8sKVcS7nP+v/Zli/unsqrB+qHg7rB2bTM0WfWLEu3HauJ875raY/rZIk78p4drNyfMn5bRmT1B08/QOF9AxgSeopxD07Oxtn9fbvSb/zlc/PhduOXlQK6+MXxvdtGTm/q78VlrX66bhnj1yRnmEsSbuH0jOQDwzFGcETlXgUm/X4uStZ/F5c9fj9brQW3/7+avyesmt2KP22q3E+c8XifW5j6XhY39x1Mqyn4cgvAAAAcoPhFwAAALnB8AsAAIDcYPgFAABAbjD8AgAAIDcYfgEAAJAbDL8AAADIDXJ+E28cuC2sf25s+7KsI03t4CVhvbDumWVaCZCoZeT81uJsSWVkT0YZw5nbZvCMb/vLxTj3srcwnVGPw3T7fDZj+/Tsy2Ixft7nCvFz463O4c26/wZf27yL947GeEaWbvfx9Neu8pcPh9sO/Og1YX1mVZzzm6XnaJwrXvzio2G9e9N1YX1sOn2cOpWRkzvlGTm/it8vZj1+bBMZ9UMZ4d+PTm4N6w+dvCi1tn98ZbjtQDnOV/6ulXvCerEva/Y5sOClHPkFAABAbjD8AgAAIDcYfgEAAJAbDL8AAADIDYZfAAAA5AbDLwAAAHKD4RcAAAC50VDOr5ntkjQmqSppzt23LcWiWqHVOb5ZyPHFUjhvejYjQ7g4m1Gfir/v338qzqZ8fGpzWK/YrrB+cG5VWH928oLU2sR4Jdy2PBVnsRbm4iRYazSfudE6vu1c+3VWBY0Ema1jtZ7w/goWvzblSpx/PbE2fd/r+cHXhttOrol7stodr83iKFvNdcd9Ubz05WG9ljEteS399sczcn6zXpfx2kRYr1r8uozW4uf2W7PDYf0fTlwc159Pz/nVgfj9qjoQv3BjF8fbD3adCuvS0wteuhR/5OL73f3IEtwOgOVBzwKdg34FlhinPQAAACA3Gh1+XdLnzewRM7t9oSuY2e1mtsPMdoyMjDR4dwAaFPbs/H6dqcV/dhJA053TZ+zosYyf/QOQ1PhpD69z931mdoGk+83sm+7+pflXcPc7Jd0pSdu2beNkL6C1wp6d368rS8P0K9Ba5/QZ+6pXZ5wYC0BSg0d+3X1f8v/Dkj4t6eqlWBSA5qBngc5BvwLNsejh18z6zGzg9NeS3iBp51ItDMDSomeBzkG/As3TyGkPayV92sxO385H3f2zS7IqAM1AzwKdg34FmmTRw6+7PyfpO5dwLQCa6Nx71iRL/+GQFYvx1qWMt5dqnLup6PZrcVZt10Rc7z4er33/wdVh/dOVq8L64wObwvqJ2TjX87FDG1NrfjjODC2fDMsqZTw3NpNRr5LjuxwW8xk7WSvp8en0fW+02htuP+txX6zqj/NmD21Jv/1auRRuO9cT7zdzfXG9azx+P/FCXK/1xn1lcVvIJ9Pf7w5ODoTb7uuP328Gi3GWbSUj5PjgXHz/T0zG71dfD96PJKn8RPrrPvyNOIP45JZ4v3h+YE1Y37tmMKynIeoMAAAAucHwCwAAgNxg+AUAAEBuMPwCAAAgNxh+AQAAkBsMvwAAAMiNRv+8MdDRbii8NazfX7t3mVbShkyyYvr3x54RZZb1nbVX43ge60q/favGuUOl8Thep+dwvPa5jNijJ6Y2h/Un+9eF9dps/OwUj6bH//QdiLftOZLx3IzFz3thKn7uNJfxutWIOmuVE3O9+quRV6fWuwrxvlFQ/Nr1lmbDuq2aSa1NT2dFicVRZBlpXuqajLcvn4pvoDgyGtYro33x7R9Jj4l75uhwuO3XeraE9ZLFPdlXSH/eJWn3zFBY/+qx+P5P7o+j0tZ/K32/qvzlw+G20++8NqyfmI3j96ZrixtjOfILAACA3GD4BQAAQG4w/AIAACA3GH4BAACQGwy/AAAAyA2GXwAAAOQGwy8AAAByg5zfDnHVu94f1r/2h7+wTCs5v+Q6xzeTSVHWbsbWbhm5nZ7x9lMI8h1rcV5p8WSce9l7KL5vy8iO7D4W16uVjNvPiNItnUrPW60cj/NKK8fiGy+dnA7rhek4y1UZ+czyjJzfrDoWbWKyrEd2XpRat75431i9+lRD91+bSe/Z7vH4WFvXZHzbWe8n3cfj/arncLzfz+3dF2+/YTCsD+zuT60d710Rbvtw+cKwXrD4/a6/GD+2b46tjet74lzy/ufj97PKkfT7n339a8JtT26J9wXXFr8AAAddSURBVIuVKyfC+lBpcfssR34BAACQGwy/AAAAyA2GXwAAAOQGwy8AAAByg+EXAAAAucHwCwAAgNxg+AUAAEBukPPbIcjxxbIzSVG2ZpABLEmWkcuZmfcabZ+xbWEizr2sjMRr65osh/Xew0EGsSSPy1Ic26nidPoVipNxVmtxIs44tqnGcnytmrF4cnxbpjRm2vDF9GNaJ7dUwu2PXRLvuIXeeN/rOlpKra14Lt4veg/Ht12tZOQET8T7bWn/8bDua+IcX43GebODO9PX59YbbjvSuzqsP16Oe7qvFNefOTQc1nuejPeL4a/F76eRkau6w/r0K+OA520X7A/rL+s+fM5rkjjyCwAAgBxh+AUAAEBuMPwCAAAgNxh+AQAAkBsMvwAAAMgNhl8AAADkBsMvAAAAcqOhnF8zu1HS70kqSvpjd78juv7TjzynGwpvTa3fX7u3keU01Q3Fm8P6/dVPNHT7bxy4Lax/bmx7Q7f/hp53ptY+P/mnDd12q0X7lNTe+9VyO7eeNakYfH/cSE5vk9lMnGVbGI0zQctjU/EdFDIeW6MZx1GWbi3O2W04h7fRnN4Wvu7nm3P9jC0cH1f/Jx5Mrdf+9bXh/U2sj3N+M/YslcfTX/v+fXFWbOkLj4T14isuDus2G+cEzz2/O6x3vWxLWM/qCvvK11NrK1ZsC7c9eVF6PrIkHRuPc4Iny/H2M8fjHN/BXfErm/XajL0tfb869bL4dfmOzQfD+jUrnw/rF5dGwnqaRR/5NbOipA9JepOkyyS9w8wuW+ztAWguehboHPQr0DyNnPZwtaRn3f05d5+RdI+km5ZmWQCagJ4FOgf9CjRJI8PvRkl75v17b3IZgPZEzwKdg34FmqShc37PhpndLul2SaooPm8FQGu9qF+LAy1eDYAsfMYC566RI7/7JG2e9+9NyWUv4u53uvs2d99WUncDdwegQZk9O79fy0U+SIEW4jMWaJJGht+vSrrEzF5mZmVJb5d039IsC0AT0LNA56BfgSZZ9GkP7j5nZj8r6XOqx7Dc5e5PLNnKACwpehboHPQr0DzmjWY6nsudmY1Imh+2NyTpyLIt4Ny089qk9l4fazt7W9x9uNWLWEiH9avU3utjbYvXTutr236VOq5nWdvitfP62m1tC/bssg6/L7lzsx3uHqc/t0g7r01q7/WxtvNTuz937bw+1rZ47b6+dtbOzx1rW7x2Xl87r20+/rwxAAAAcoPhFwAAALnR6uH3zhbff6Sd1ya19/pY2/mp3Z+7dl4fa1u8dl9fO2vn5461LV47r6+d1/ZtLT3nFwAAAFhOrT7yCwAAACyblgy/ZnajmT1lZs+a2XtbsYaIme0ys8fN7DEz29HitdxlZofNbOe8ywbN7H4zeyb5/+o2W9+vmtm+5Pl7zMx+sEVr22xmXzSzfzSzJ8zs3yaXt83z1ynauWfbqV+T9bRtz9Kv+dDO/Sq1V8/Srw2tr2N7dtmHXzMrSvqQpDdJukzSO8zssuVex1n4fne/sg0iO7ZLuvGMy94r6QF3v0TSA8m/W2W7Xro+SfpA8vxd6e5/s8xrOm1O0nvc/TJJ10p6d7KvtdPz1/Y6pGfbpV+l9u7Z7aJfz2sd0q9S+/TsdtGvi9WxPduKI79XS3rW3Z9z9xlJ90i6qQXr6Aju/iVJx864+CZJdydf3y3pLcu6qHlS1tcW3P2Auz+afD0m6UlJG9VGz1+HoGfPQTv3LP2aC/TrOaBfF6+Te7YVw+9GSXvm/Xtvclk7cUmfN7NHzOz2Vi9mAWvd/UDy9UFJa1u5mBQ/a2bfSH5s0/IfeZjZVklXSXpInfH8tZN279l271ep/fc5+vX80e79KrV/z7b7PtdW/Sp1Xs/yC28Le527f5fqPzZ6t5l9X6sXlMbrcR3tFtnxB5IulnSlpAOSfreVizGzfkl/Lunn3f3k/FqbPn84Nx3Tr1Jb7nP0K5Zbx/RsG+5zbdWvUmf2bCuG332SNs/796bksrbh7vuS/x+W9GnVf4zUTg6Z2XpJSv5/uMXreRF3P+TuVXevSfqwWvj8mVlJ9ab8M3f/VHJxWz9/baite7YD+lVq432Ofj3vtHW/Sh3Rs227z7VTv0qd27OtGH6/KukSM3uZmZUlvV3SfS1Yx4LMrM/MBk5/LekNknbGWy27+yTdmnx9q6TPtHAtL3F6p0/8sFr0/JmZSfqIpCfd/f3zSm39/LWhtu3ZDulXqY33Ofr1vNO2/Sp1TM+27T7XLv2arKVje7Ylf+Qiieb4oKSipLvc/TeXfREpzOwi1b8TlaQuSR9t5frM7GOSrpc0JOmQpF+R9BeSPiHpQkm7Jd3s7i05KT5lfder/iMZl7RL0k/PO/9nOdf2Okl/L+lxSbXk4vepfk5SWzx/naJde7bd+lVq756lX/OhXftVar+epV8bWl/H9ix/4Q0AAAC5wS+8AQAAIDcYfgEAAJAbDL8AAADIDYZfAAAA5AbDLwAAAHKD4RcAAAC5wfALAACA3GD4BQAAQG78fyXZqeuxW5PoAAAAAElFTkSuQmCC\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -692,10 +776,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 13\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -705,10 +796,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 14\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -718,10 +816,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 15\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3deZhkdX3v8c+3ep1eZu/Z2AYUxoyGARkQcHnIVSLmkgtJxA29ZLlBE70mTzC5XjWbIdHr1USM3igqzxBXBE3kSYxKSIgYDDIIhE2cCc44wEx3T88+PT291Pf+UWdMMfb5np6urqpTfd6v5+Ghu751qn61fPt85/TpT5m7CwAAACiCUrMXAAAAADQKwy8AAAAKg+EXAAAAhcHwCwAAgMJg+AUAAEBhMPwCAACgMBh+AaAFmdkmM7s++fqlZvbELG/n42b2+3O7OgAnwszeZWafavY6ioLht4WZ2TYze0Wd7+OPzOyz9bwPIC/M7HVmdq+ZHTazoeTr3zQzS+qbzGzczA6Z2R4zu8PMntfsdbv73e6+Lut6ZvbLZvbt47Z9i7v/Sf1WBzSGmbmZPfe4y5qyDzOzu8zsf8z0+u7+Z+4+o+uzX64dwy8ASDKz6yTdIOn/SlolaaWkt0h6saTOqqt+wN37JJ0saUjSpjm47/ZabwNA81kFs1XO8QLNA8eO5pjZB81sr5n90MxeVVW/y8zeZ2bfNbMDZvZVM1ua1C4xs6eOu71tZvYKM7tM0rskvTY50vVQYx8Z0BhmtkjSeyX9prvf5u4HveIBd7/a3Y8ev427j0r6vKQXpNzmpuSUgjvM7KCZ/YuZnVZVdzN7q5ltkbQluexyM3vQzPaZ2T1mdnbV9c81s+8lt3WLpO6q2rP62MxOMbOvmNmwmY2Y2UfN7KckfVzSRUk/76ta5/VV2/66mW1NjmzfbmZrjlvzW8xsS7LGjx07Kg7k3bE+MbPrkt/s7DSzX6mqLzCzD5nZdjPbn+xXFyS1C5Oe3GdmD5nZJVXb3WVmf2pm/yppVNJnJL1U0keTXvtocr0bzGxHsh++38xeWnUbPz6aa2Zrk167xsx+ZGa7zezdSe0n9stmdpWZ3X/cY/0dM/tqnZ7KlsfwO3+8SNITkpZL+oCkTx+3U/rvkn5V0mpJk5I+knWD7v51SX8m6RZ373P3DXO+aiAfLpLUJWnGOwsz65N0taQHgqtdLelPVOnLByV97rj6lar07nozO1fSTZLeLGmZpE9Iut3MusysU9LfqrJTXSrpVkm/lLKuNkl/J2m7pLWSTpL0RXd/XJUj2d9J+nnxNNv+F0nvk/QaVX5WbJf0xeOudrmk8yWdnVzvlcHjB/JmlaRFqvTFr0n6mJktSWoflHSepItV6bPfk1Q2s5Mk/b2k65PL3yHpy2Y2UHW7b5J0raR+Sb8s6W5Jb0t67W3Jde6TdE5yG5+XdKuZdSvdSyStk/RySX9gZj+Vsl++XdLpyT9wq9fz1yf0zBQIw+/8sd3dP+nuU5JuVmXHtbKq/hl3f8TdD0v6fUmvSXaSACrD6W53nzx2QdVRniNm9rKq674jOWq6VVKfKju6NH/v7t9Kjhy/W5WjrqdU1d/n7nvc/YgqO85PuPu97j7l7jdLOirpwuS/DkkfdvcJd79NlR3pdC6QtEbS77r7YXcfc/dvp1z3eFdLusndv5es+X8na15bdZ33u/s+d/+RpH9WZWcOtIoJSe9N+uhrkg5JWmeVUxV+VdJvufvTSQ/ek/TBGyV9zd2/5u5ld79D0mZJP1d1u5vc/VF3n3T3ienu2N0/6+4jyXU+pMo/uKNz9f/Y3Y+4+0OSHpI07QGoZI23JOuUmT1flX/4/t1Mn5SiYfidP3Yd+yL5daxU2TEfs6Pq6+2q7EiXN2BdQCsYkbTcqs69dfeLk6OjI3r2z8oPuvtid1/l7v/N3f8juN0f9527H5K0R5XB9Cfqkk6TdF0ycO9LBuxTkuuvkfS0u3vV9ben3OcpqvxjeDKlHllTfbvJmkdUOUp2zK6qr0f17J8zQDNNqbJvq9ahysB7zMhxvXHsPbxclVOJpuvn0yRddVxvvkSVg0zH7Jhmu2cxs3eY2ePJKRX7VDkCHe2HT6TXbpb0huQ3vm+S9KXpTtdCBcNvcVQfbTpVlR8GuyUdltRzrJAcDa7+VU71zhaYr76jylHWK+b4dn/cd8lpEkslPVNVr+6vHZL+NBmsj/3X4+5fkLRT0knHncp0asp97pB0qk3/R3RZ/fyMKjv6Y2vuVeUUjKcztgPy4EeqHPGsdrrS/6FYbbekMUnPmaa2Q5Xfnlb3Zq+7v7/qOsf31rO+T87v/T1VThVakvzDer+k2Zwz/xN97O7/JmlclXON36DKKVJIwfBbHG80s/Vm1qPKH/bclpwi8QNJ3Wb2X82sQ9J7VPlVzDGDktYaf72Keczd90n6Y0n/z8xebWb9ZlYys3Mk9dZw0z9nZi9Jztn9E0n/5u5pR4g+KektZvYiq+hN+rJfleF8UtLbzazDzH5RldMbpvNdVYbl9ye30W1mL05qg5JOTtYznS9I+hUzO8fMulQ5t/Bed992og8caIJbJL3HzE5O+vcVkn5e0m1ZG7p7WZVz7v/czNaYWZuZXZT0wWcl/byZvTK5vDv547mTg5sclHRG1ff9qvTwsKR2M/sDSQtn9zBT98t/LemjkiZO4FSnQmKgKY7PqBLJtEuVX+28XZLcfb+k35T0KVWO7hyWVJ3+cGvy/xEz+16jFgs0mrt/QNLvqHJ0ZjD57xOS/peke2Z5s5+X9IeqnO5wnpJz8lLuf7OkX1dl57VXlXOKfzmpjUv6xeT7PZJeK+krKbczpcoO/7mqHAl7Krm+JP2TpEcl7TKz3dNs+4+q/E3Al1UZoJ8j6XUzfrRAc71XlV79tio99AFJV7v7IzPc/h2SHlblfPo9kv6PpFLyD9YrVElZGFblSPDvKp6hbpD0aqskMH1E0jckfV2VA07bVTnKnHmqRIq0/fJnVEmfIQM4gz37FDLMR2Z2l6TPujufHgM0iJltkvSUu7+n2WsBMP8lsWxDkl7o7luavZ4848gvAABA6/sNSfcx+GbjU4UAAABamJltU+WP565s8lJaAqc9AAAAoDA47QEAAACFwfALAACAwmjoOb+d1uXdQWTmWeedkVpD6/rB/U+G9fn8umc99oPau9vdB8IrNUlnqdsXlPqbvQwgNw5M7c5tv0rZ+9iJFXFkdWlR/KGAKzoPhvX+UvoHirXXGBVfzvh8lqmMUzg947MkLOP2sz6JYiq4xuFyWqx2xfB4/HO2vD8e1TqGDof1Wl/35Z2Hwnp3adpPc5YkjZWP/8C9Z9s9Hn9AZK2PPW0f29Dht1u9epG9PLV+x+ZbU2toXZeWrgrr8/l1z3rs/+i3zeSTh5piQalfFy2c6w88A1rXN/Z+Orf9KmXvY3e94eJw+57LBsP6b5z+L2H9kp5tqbXlpXgAzDLq6QOWJB0sx8PrRMb42pYx/HZlTL8Hy+nD/b1ja8NtP/7ky8L6kW+sCOurbohjyLNe9wWvHArrv3p6fPvP63omtfb9o2tSa5J00w/jtdX62NP2sZz2AAAAgMJg+AUAAEBhMPwCAACgMBh+AQAAUBgMvwAAACgMhl8AAAAURkOjzs4674x5HWuF6d1RLu5rnvXYzbLSIwFgZsbX9GrbWy8K6uPh9i9cEkderWiPc36jRNejHmfJ7iuXw/pjE8vD+kOjp4X1oYk4S3dFR/zY1i94OqwPtB1IrfWXxsJtn7t4d1j/1w2Lw/rY9emvuZT9um/IeN1Xte8L6wstPd85a9uzMu777hofu95927QXc+QXAAAAhcHwCwAAgMJg+AUAAEBhMPwCAACgMBh+AQAAUBgMvwAAACgMhl8AAAAURkNzfgEAQH0sWnRYl7/q3tT6so7D4fYberaH9XUdI2G929KPp415nOP7xMSysH7b7vPD+l2PrQvrnc9EKcTS+JqJsP7i520N67+w/Huptays21cPbA7r6/t2hvVaM4yzXvfndcQ5xP2l9Lz6/lKc49s28N34vnsHw/rIRG9Y//C7p7+cI78AAAAoDIZfAAAAFAbDLwAAAAqD4RcAAACFwfALAACAwmD4BQAAQGEw/AIAAKAwyPnNiUtLV4X1O8q3NmglAIBWNNB+SG9efndqvUMebh/ltUpSj3XOal2SdNDHw/rQZJxV+/29K8L6wofita264Z6wvuu3Lg7rW1ctD+sHl3an1taXxsJtT2sfDes/3bkrrE8pft3q/bp3WFtqrc+mwm0XleLs6PUZGcMTGY/9wymXc+QXAAAAhcHwCwAAgMJg+AUAAEBhMPwCAACgMBh+AQAAUBgMvwAAACgMhl8AAAAURmbOr5mdIumvJa2U5JJudPcbzGyppFskrZW0TdJr3H1v/ZY6v5Hji7lAvwKtZS57tstMp7en581mKWVkpmYpB3my3Rbf9or2g2H9zMXDYf3uDUvC+tj1F4X18TVxDvELlw6G9VXt+1Nri0vlcNtFpdnn6M6FrNe9zWZ/nDRr7V0ej6GLSnFG8WzN5BFNSrrO3ddLulDSW81svaR3SrrT3c+UdGfyPYDmol+B1kLPAg2WOfy6+053/17y9UFJj0s6SdIVkm5OrnazpCvrtUgAM0O/Aq2FngUa74SOZZvZWknnSrpX0kp335mUdqnyK5vptrnWzDab2ebh4fjXFgDmTq39Ou5HGrJOABU172NH4o+SBVAx4+HXzPokfVnSb7v7geqau7s0/ck+7n6ju290940DAwM1LRbAzMxFv3baggasFIA0R/vYZfU9NxSYL2Y0/JpZhypN+Tl3/0py8aCZrU7qqyUN1WeJAE4E/Qq0FnoWaKzM4dfMTNKnJT3u7n9eVbpd0jXJ19dI+urcLw/AiaBfgdZCzwKNlxl1JunFkt4k6WEzezC57F2S3i/pS2b2a5K2S3pNfZYI4ATQr0BrmbOeNVndY7FCnh7p1ZURl3VGx56wfsWyB8P66eeNhPW9Z/eE9RWdcdTauT3bwvq6jvT7z4oy67J4FKslaizvsh5bvd7NmcOvu39bSg2Be/ncLgdALehXoLXQs0Djzd9/TgAAAADHYfgFAABAYTD8AgAAoDAYfgEAAFAYDL8AAAAoDIZfAAAAFMZMcn4BAEDBTQU5vpJ01CeDWrzthMfH4gbaD4T1F/f+IKx3lybC+rLSkfj+2+L191l6lm+Rc3yzZL2nytN/qnfNivuMAwAAoHAYfgEAAFAYDL8AAAAoDIZfAAAAFAbDLwAAAAqD4RcAAACFwfALAACAwiDnFwAA1JTjK0mDU+OptccmlofbPjC6NqzvOroorC/rPBTWz16wI6wPdI6G9a6MLN4oy3e+5/hG75us98yox/nLB8txzu+ELKynmd+vCAAAAFCF4RcAAACFwfALAACAwmD4BQAAQGEw/AIAAKAwGH4BAABQGAy/AAAAKAxyfgEAKIBac3z3lNNzfKU4y/eW4QvCbe9+/Kyw3vlMR1gfXx3nxb50/bKw3jtwb1hf1rYnrPdYeh5tW7hl/tXyvomyn6Xs/OeHRk8L6yMTvWFd+tK0l3LkFwAAAIXB8AsAAIDCYPgFAABAYTD8AgAAoDAYfgEAAFAYDL8AAAAoDIZfAAAAFEZmzq+Z3STpcklD7v6C5LI/kvTrkoaTq73L3b9Wr0W2gktLV4X1O8q3NmglKDp6Fmgdc9mvZblGgyzeUY+zcPfEca56ZnJhWI8yWR8eWhNuu+iBzrC+8i/vCeuDb784rP9g9YqwPrSkP6yPdY6E9bKiJ6+1k37LSs8wlqRDwftqy8SScNvbdp8f1u96bF1Yz8p/riXnd5Oky6a5/C/c/ZzkP3aiQH5sEj0LtIpNol+Bhsocft39W5LijzYBkBv0LNA66Feg8Wo55/dtZvbvZnaTmcXHtQHkAT0LtA76FaiT2Q6/fyXpOZLOkbRT0ofSrmhm15rZZjPbPDw8nHY1APU1o56t7tdxP9LI9QH4T7Pax+4emWrU+oCWNqvh190H3X3K3cuSPinpguC6N7r7RnffODAwMNt1AqjBTHu2ul87bUFjFwlA0uz3scuXtfYfVgGNMqvh18xWV337C5IemZvlAKgHehZoHfQrUF8ziTr7gqRLJC03s6ck/aGkS8zsHEkuaZukN9dxjQBOAD0LtA76FWi8zOHX3V8/zcWfrsNaWho5vphOVv5zPdCzQOuYy36d8LIGp9Jzfh+bWB5u/8Do2rD+H6PxqYvDY32ptSm3cNtDZ8bnK4+996KwfvTk9MctSecuHQzrK9oPhvVui9dfmsefGRZnGEtjnp4DvGtyUbjt9/fG+csLH4rzn1fdEOc/b025fP6+WgAAAMBxGH4BAABQGAy/AAAAKAyGXwAAABQGwy8AAAAKg+EXAAAAhcHwCwAAgMLIzPkFMHtZ+c+WkR2JJimn51bOeyXek61qzNv1xMSy1Pptu88Pt7/rsXVhveupjrA+vjg9D7bv1APhtuvP/lFYH+g+FNaf0zMc1s/t2RbW13WMhPU+i/NmS5q/fZOVYRxlIK9q3x9u+7wlQ2H9rg1LwvrY9XH+s95927QXc+QXAAAAhcHwCwAAgMJg+AUAAEBhMPwCAACgMBh+AQAAUBgMvwAAACgMhl8AAAAUxrzK+b20dFVYz8pcBVAQNeb4umdsX07PO53hHaTXsrKhS/Exjcxs6aznhhzg3Jr0Ng1N9qfWH9+zMtx+0YNxlu3Kj9wT1gf/58WpNT813FQXL30yrvduCetr2g+G9cUZh/qycnw7rC2+gXksK8O4z9Lzn8/s2Btu++rl94X1MzfGOcAjE71h/cPvnv5yjvwCAACgMBh+AQAAUBgMvwAAACgMhl8AAAAUBsMvAAAACoPhFwAAAIUxr6LOiDID5pEa48hqkRllNjUVb59Rz3xsHkSlWUaUWVtc94woNLXFkU6WleJGFFrTtNuUVgSRX2ctiWOj7t6wOKwfuf6isD6+ejy19tKVT4fbbujZHtbP6DgQ1peW4nGmlHGsb0Jxzx4tT8a3H0QIdnjcU1kxas2OWWvL+JnTFYySKzOW3l8aCevrO3aH9YmMGLYPp1zOkV8AAAAUBsMvAAAACoPhFwAAAIXB8AsAAIDCYPgFAABAYTD8AgAAoDAYfgEAAFAYmTm/ZnaTpMslDbn7C5LLlkq6RdJaSdskvcbd99ZvmQBmqmE928Qc3kxZWbNZWblRzq6krEdu5Xj78lScGapyRk5wwKcycno74h/7WSm9Tg7wnJrLfu22Sa3rSM9Nfe3Ad8Ptzzo/zgHedXRRWF/WeSi1dvaCHeG2Z7TvCes9QY6uJE1k9OxBj3vumckFYX1oqj+sR1a0pWcvS9LJ7UfC+tJSZ1jvsrins3J6axXdfo9lrN3jtS8q1Wc/M5NnZJOky4677J2S7nT3MyXdmXwPIB82iZ4FWsUm0a9AQ2UOv+7+LUnH/5PsCkk3J1/fLOnKOV4XgFmiZ4HWQb8CjTfbY+Er3X1n8vUuSSvnaD0A6oOeBVoH/QrUUc0ngri7KzgFzsyuNbPNZrZ5eHi41rsDUKOoZ6v7ddzj89AA1N+J7GP37Mk64RqANPvhd9DMVktS8v/Us+Td/UZ33+juGwcGBmZ5dwBqNKOere7XTov/AARA3cxqH7t0KQFOwEzMtlNul3RN8vU1kr46N8sBUCf0LNA66FegjjKHXzP7gqTvSFpnZk+Z2a9Jer+kS81si6RXJN8DyAF6Fmgd9CvQeJk5v+7++pTSy+d4LQDmwNz1rNeU5Vs5VTGQkYUbsYysWbVnZNl2d8fbd3bE9YysWpuMc3rtcHw+tR8+nForjx0Nt800lZEhnJGnmlnPem2y3lMFywGey31sh5W0si09V7Xbdofbn9K+L6zvmeoJ64c9/b57bTzc9qjH75vBqYwc33KcJ/vo0ZPC+j37nxvWHx5ZHdanyunv27MHdqbWJOnypQ+F9fO7nwnrK9vinmnL8eeZZWUQZ/w0mbX8PiMAAADAHGP4BQAAQGEw/AIAAKAwGH4BAABQGAy/AAAAKAyGXwAAABQGwy8AAAAKIzPnFwCm41l5sXXM+VVHRo5vX29Yn1q+MKyPDcQf7TzRH6dPekZUbeeh+LnrGh5LrbUPH4jv+8DBuF5rTnCJYyZ5ZZI6LP292Z2RqZrlRxNLw/rDo6ek1g5MxtnaC9vT3/OS1NMW5wQ/dWRJWH9gKM753b813n7JYxlNHTy1d10Y/7xZtCHO/T6lYyTevjQZ1tsz0nKzsnbno+I9YgAAABQWwy8AAAAKg+EXAAAAhcHwCwAAgMJg+AUAAEBhMPwCAACgMBh+AQAAUBjk/M4Tp3/kQ2H9h2+/rkErwbzhkkdZvRk5vpk5wFn1tvRsSuvoDDctL4pzfg+eHtf3nRnnYo6eGudqWk9c18GOsNyzoz+1tnhrT7ht37b0bSWpbXBfWPcjceaoJjMeG3LrsMfZ2lvGV4X12wY3hvWHHz01tdY1HI8b40vjnwfeF7/vSvvjnur7YXysb+3Dcf51+z/dH9YPv/pF6cWJOCN4shz/vCl7fY9TTmW8L7KUlb4vKCu+7VLGMdiS4uduthnFHPkFAABAYTD8AgAAoDAYfgEAAFAYDL8AAAAoDIZfAAAAFAbDLwAAAAqD4RcAAACFQc5v4pV914T1bxy6uUErmd6tW88L6z98e5xBCDRcOSMHOKNuQfSltce5mBMLu8P64dXx9kefH2fdvvqnHgzrL+7fEta3jS8P61/cnp6nOtw3EG5bbusL6wsz8pnbhsJydg7wVEZmaI2ZokjninNVj8YvvXZNLgrrT44sC+vLHkjvq2WfvCfc9siVF4T1wyvibO8Fe+L31cLHR8L61KNPhHVdeHZY3n9G+mPvX3kg3Pa0BbvDen9pPKy3ZWThRjm8kjThccbyqE+E9f3Bz/LxjIziTotft/5S/Nj6LM53TsORXwAAABQGwy8AAAAKg+EXAAAAhcHwCwAAgMJg+AUAAEBhMPwCAACgMBh+AQAAUBg15fya2TZJByVNSZp09/RwypzLe47vL/XFOYHATDS0ZzPyGc0z6hbUS/G/2709vu2pOAZY/X1xlm1Wju+VvYfC+lD3YFxfvTC19oXVi8Ntx56Ocy97+rvCeulAnKeq8ThzNDPnFzM21/3aFbeFTurYG9bXr9gV1u87vye1dnj1xeG27Rnx0T2DcVZt/5Z4H5mZ41ujyQXptVW9o+G2p3TsCev9pTiHt6S4Z49m5PQOT02G9ccm4lzyB0bXptZ2HY2zowc6D4b1c3u2hfXnd2YEk6eYiw+5+Bl3jxOaAeQJPQu0DvoVmGOc9gAAAIDCqHX4dUnfNLP7zeza6a5gZtea2WYz2zw8PFzj3QGoUdiz1f067mNNWB6AKie0j909Ev96HEBFrac9vMTdnzazFZLuMLPvu/u3qq/g7jdKulGSNm7cmPHJ4gDqLOzZ6n5d1LacfgWa64T2sS/c0EXPAjNQ05Ffd386+f+QpL+RdMFcLApAfdCzQOugX4H6mPXwa2a9ZtZ/7GtJPyvpkblaGIC5Rc8CrYN+BeqnltMeVkr6mySOqF3S593963OyKgD1QM8CrYN+Bepk1sOvuz8pacMcrqXQrnru/c1eAua5Oe/ZKIdXGTm9krytLb79KMu3HGfJlsbiP/zp3B+fGrlnuC+s//2erKfxobB6YCrOzXzkwJrUmo3Gz1spjvSUTdV2Wmjm65qR7yz+JmtGZtuvU57++vZa/MvedR1xZuprV9wX1s/qS99+6/MHwm1/MBLXd29dEtbd4vzrxb3xU9l24GhYP3hSEOQr6ejS9J9Jq3viDOKlbXEueHdGz2U5WI5zfJ+YWBbWb9t9fli/69F1qbXuHXEG8djq+AfWEy9YGdavXvmdsC5Nn01N1BkAAAAKg+EXAAAAhcHwCwAAgMJg+AUAAEBhMPwCAACgMBh+AQAAUBi1frwx0NIuLV0V1u8o39qgleSQxbFWHkWRzeTmg0imyhWC+56M87La9x8J6/1PxfE7kz1x/c7RF4T1f15+Zlj3ckZ00VBXaql/e/y89w7GsUbtB+NIJxuPo4d8Ko6ZU5lP2G2Wo+7aPpn++rdZ/Np0ZtSf1zkY1pcFkV2nd60It13VfXJY/9fSGWF9z1Qc19U2EUeVLdoSv6/HlsR95wvHU2tLO0fDbdssvu8ovk6SRhX37J5yHI/4H+Pxa/PQUHr0oiQtejD95+XKv7wn3Hbw7ReH9a0nx7GQw8sWhvU0HPkFAABAYTD8AgAAoDAYfgEAAFAYDL8AAAAoDIZfAAAAFAbDLwAAAAqD4RcAAACFQc5vi7jgTR8K69/9zHUNWsn8Uugc30wmldLzaDOiKWvOAQ4FWaaSZAcOh/UFO+K1lY72hvXenR1hfbw3zhTN0nkoPdezeyTO6e3aHWccl/bHz42OpueVSpLKccYymmf3ZJ8+MfKy1PryjvQcXkl6blec49tTit97z0wsSa09cjjO8d12eGlYH5+Ms2q9Pc7CtYy3rd/3cFjvWvuisF7al/4z4fH9K8Nt1/XEz02vxT3ZbfHPw++Prwrrmw+sDev79/fE99+fXnvmHXGO76F1cUbxJct2hfVV7fvDehqO/AIAAKAwGH4BAABQGAy/AAAAKAyGXwAAABQGwy8AAAAKg+EXAAAAhcHwCwAAgMIg57dFkOOL3AkygKXsHOCaeHzjPjYW1kt74pvvPhLnanYNdcb33xFnkirjuSmNB7mdGTm8diTOYvXxOFczM8d3ipzfvNq/v1f/8A/np9bHV8Wv/bozdob11T0Hwvr3965IrQ1uWR5u27U7o2cy9O+L6917M/rmvOeH9Y5DcdMufTh9nNo+tSbc9ise/ywdWx2Pav2l+OfdXXvXhfV7H3tOWO97Is41Lwc/Dkc3xLnjl5y5NaxfvvShsL6uYySsp+HILwAAAAqD4RcAAACFwfALAACAwmD4BQAAQGEw/AIAAKAwGH4BAABQGAy/AAAAKIyacn7N7DJJN0hqk/Qpd39/dP0f3P+kLi1dlVq/o3xrLcupq2jdUu1rf2XfNWH9G4durun2f7br6tTaN49+rqbbbrZ6v0VAIFsAAAXMSURBVDbzyYn2bMuaqi0HWBNxHmrpUI3HDdzjcrT+jBxeL8e3nZWRjPw40X7tfOaw1r7nO6n1obdeHN7fk71xFu/BJV1hfddTS1Nrq/4tzrJd+Pl7wrpfvCGslyYyev6+h8O6zv/psNy5PyP7+x/uS621vfHCcNsfrUx/3iTph4sHwnpvW5zt/fjwyrC+6N/jHN+Vfxm/NkNvS39fdS0aDbfduHBbWF/fuSusD7TNboyd9U9wM2uT9DFJr5K0XtLrzWz9bG8PQH3Rs0DroF+B+qnl8MUFkra6+5PuPi7pi5KumJtlAagDehZoHfQrUCe1DL8nSdpR9f1TyWUA8omeBVoH/QrUSU3n/M6EmV0r6VpJ6lZPve8OQA2e1a+l3iavBkAW9rHAiavlyO/Tkk6p+v7k5LJncfcb3X2ju2/sUHyyPIC6yuzZ6n7ttAUNXRyAZ2EfC9RJLcPvfZLONLPTzaxT0usk3T43ywJQB/Qs0DroV6BOZn3ag7tPmtnbJH1DlRiWm9z90TlbGYA5Rc8CrYN+BerHPCNvck7vzGxY0vaqi5ZL2t2wBZyYPK9Nyvf6WNvMnebucYhjk7RYv0r5Xh9rm708rS+3/Sq1XM+yttnL8/rytrZpe7ahw+9P3LnZZnff2LQFBPK8Ninf62Nt81Pen7s8r4+1zV7e15dneX7uWNvs5Xl9eV5bNT7eGAAAAIXB8AsAAIDCaPbwe2OT7z+S57VJ+V4fa5uf8v7c5Xl9rG328r6+PMvzc8faZi/P68vz2n6sqef8AgAAAI3U7CO/AAAAQMM0Zfg1s8vM7Akz22pm72zGGiJmts3MHjazB81sc5PXcpOZDZnZI1WXLTWzO8xsS/L/JTlb3x+Z2dPJ8/egmf1ck9Z2ipn9s5k9ZmaPmtlvJZfn5vlrFXnu2Tz1a7Ke3PYs/VoMee5XKV89S7/WtL6W7dmGD79m1ibpY5JeJWm9pNeb2fpGr2MGfsbdz8lBZMcmSZcdd9k7Jd3p7mdKujP5vlk26SfXJ0l/kTx/57j71xq8pmMmJV3n7uslXSjprcl7LU/PX+61SM/mpV+lfPfsJtGv81qL9KuUn57dJPp1tlq2Z5tx5PcCSVvd/Ul3H5f0RUlXNGEdLcHdvyVpz3EXXyHp5uTrmyVd2dBFVUlZXy64+053/17y9UFJj0s6STl6/loEPXsC8tyz9Gsh0K8ngH6dvVbu2WYMvydJ2lH1/VPJZXnikr5pZveb2bXNXsw0Vrr7zuTrXZJWNnMxKd5mZv+e/Nqm6b/yMLO1ks6VdK9a4/nLk7z3bN77Vcr/e45+nT/y3q9S/ns27++5XPWr1Ho9yx+8Te8l7v5CVX5t9FYze1mzF5TGK3EdeYvs+CtJz5F0jqSdkj7UzMWYWZ+kL0v6bXc/UF3L6fOHE9My/Srl8j1Hv6LRWqZnc/iey1W/Sq3Zs80Yfp+WdErV9ycnl+WGuz+d/H9I0t+o8mukPBk0s9WSlPx/qMnreRZ3H3T3KXcvS/qkmvj8mVmHKk35OXf/SnJxrp+/HMp1z7ZAv0o5fs/Rr/NOrvtVaomeze17Lk/9KrVuzzZj+L1P0plmdrqZdUp6naTbm7COaZlZr5n1H/ta0s9KeiTequFul3RN8vU1kr7axLX8hGNv+sQvqEnPn5mZpE9Letzd/7yqlOvnL4dy27Mt0q9Sjt9z9Ou8k9t+lVqmZ3P7nstLvyZradmebcqHXCTRHB+W1CbpJnf/04YvIoWZnaHKv0QlqV3S55u5PjP7gqRLJC2XNCjpDyX9raQvSTpV0nZJr3H3ppwUn7K+S1T5lYxL2ibpzVXn/zRybS+RdLekhyWVk4vfpco5Sbl4/lpFXns2b/0q5btn6ddiyGu/SvnrWfq1pvW1bM/yCW8AAAAoDP7gDQAAAIXB8AsAAIDCYPgFAABAYTD8AgAAoDAYfgEAAFAYDL8AAAAoDIZfAAAAFAbDLwAAAArj/wP5jiHyB3wr+QAAAABJRU5ErkJggg==\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -731,10 +836,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 16\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -744,10 +856,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 17\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -757,10 +876,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 18\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -770,10 +896,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 19\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -783,10 +916,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 20\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de5ycdZXn8e+p7up7k5CkCQRImpCAxqCo8QLCiKtRnHUWx1lQl3Fxd16io77c2WV3xnXBG8zIuuOos+OooLzCOIoK6sjueIusIg6IBmQgCCZt7HAJ5J6QdKfTlzr7Rz1xKrGf83S6uqqr+vm8X6+8Ul2nfvWcupyq0089fcrcXQAAAEAeFGY7AQAAAKBeaH4BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAuUHzCwBNyMzWmdl1yekLzeyX07yez5jZNTObHQA0LprfJmZmg2b2qhpv44Nm9ve13AbQKMzsTWZ2r5kNmdmO5PQ7zcyS+DozGzWzg2a2x8zWm9mzZjtvd7/L3c/OupyZvdXMfnzM2ne4+7W1yw5oTGZ2gZndbWb7k3r+JzN7URL7rVqZ4W1flmx72Mx+OEn898xsY/Jac7eZrapVLnlE8wsAkszsKkmflPS/JJ0sabGkd0h6maS2iot+1N17JJ0maYekdTOw7dZqrwPA1JnZCZL+r6T/LWmBpFMlfUjS4TqlsEfSJyRdP0luKyV9UeXXn/mS/o+k23mdmDk0v3PAkd9QzewvzWyvmf3azF5bEf+hmX3EzH5qZs+Y2TfNbEESu8jMnjjm+gbN7FVmdrGk90l6Y/Lb5z/X95YB9WFm8yR9WNI73f02dz/gZT9398vd/bfeEN19WNKXJK1Ouc51ySEF683sgJndaWbLKuJuZu8ys82SNifnvc7MHjCzfcnenudWXP75ZnZ/cl1fkdRRETuqjs3sdDP7upntNLPdZvY3ZvZsSZ+RdF5Sz/sq8ryuYu3bzGwg2RN2u5ktOSbnd5jZ5iTHTx3ZKw40mbMkyd1vcfcJdz/k7t9z9weDWmlP3mcfM7PtSX13JrGLzOwJM3ufme1K3kcvT9u4u3/f3b8qadsk4ddIusvdf+zu45L+p8rN+ctn9i7IL5rfueMlkn4paZGkj0r6/DFvSv9e0n+UdIqkcUl/nXWF7v4dSX8h6Svu3uPuz5vxrIHGcJ6kdknfnOoCM+uRdLmknwcXu1zStSrX5QMq782p9HqVa3eVmT1f0k2S3i5poaTPqry3p93M2iT9g6QvqLyX6lZJf5CSV4vKe7S2SupX+U3zy+7+iMp7ku5J6nn+JGv/laSPSLpM5deKrZK+fMzFXifpRZKem1zuNcHtBxrVJkkTZnazmb3WzE48Eghq5XqVm+ZzJa1QubbeX3GdJ6tc66dKukLSDWaWeThSCjvmtCnlF20cP5rfuWOru9/o7hOSblb5jWtxRfwL7r7R3YckXSPpsuRNEkD5DWtXspdFkpTsed1nZofM7HcqLvtfkz1BA5J6JL01uN5/dPcfJXuO/4fKe5JOr4h/xN33uPshSVdK+qy735vsibpZ5Y9gX5r8K0r6hLuPufttkn6Wss0XS1oi6b+5+5C7j7j7VI9dvFzSTe5+f5Lzf09y7q+4zPXuvs/dH5P0A5UbAaCpuPszki6Q5JJulLQz+aRj8WSXT3YmXSnpPyc1e0DlnUNvOuai17j7YXe/U9I/qvwL4vH6vqSXJ3uT21T+BLZNUtc0rguToPmdO54+ciL5OFYqvzEf8XjF6a0qv5EuqkNeQDPYLWlR5TF17n5+ssdnt45+rfxLd5/v7ie7+79x918F1/ubunP3gyof57dksrikZZKuShrufUmDfXpy+SWSnnR3r7j81pRtnq7yL8PjKfHIksrrTXLerfKerCOerjg9rKNfZ4Cm4e6PuPtb3f00lfeqLlH5ONzJ9KncfN5XUZ/fSc4/Ym+yg+mIrTq63qea16Mq7zn+G0lPqfxe/QtJT0TrMHU0v/lRubdpqaQxSbskDanit8lkb3BlMVe+2QJz1T0q72W9ZIav9zd1lxwmsUBHH+NXWV+PS/rzpLE+8q/L3W9R+Q3w1GMOZVqass3HJS1N+eOYrHrepnITfiTnbpUPwXgyYx3Q1JKGc53+5dCCY2tll6RDkp5TUZ/zkj9+PeLEpGaOWKrJj+mdSj63uftqd18o6QMqH8KU9mkPjhPNb378oZmtMrMulf+w57bkEIlNkjrM7F+bWVHS1Sof+3jEdkn9ZsZzBXOWu+9T+S+9/9bM/q2Z9ZpZwczOldSdsTzyu1Yep9Sm8rG/P3H3x1Mue6Okd5jZS6ysO6nLXpWb83FJ7zGzopm9QeXDGybzU5Wb5euT6+gws5clse2STkvymcwtkv6DmZ1rZu0qf6x7r7sPHu8NBxqZmT3LzK4ys9OSn0+X9GZJP0kuclStuHtJ5Rr9uJmdlKw51cyOPeb9Q2bWZmYXqnx8/K0p228xsw5JrZIKSZ0WK+IvTC7TJ+kGSbcnDTpmAA1NfnxB5d9qn1b5r8TfI0nuvl/SOyV9TuW9O0M6+qOVI4W728zur1eyQL25+0cl/RdJf6ryG992lf/o7M8k3T3Nq/2Syntt9kh6oaQ/DLa/QdLbVP6oc6/KxxS/NYmNSnpD8vMeSW+U9PWU65mQ9Hsq/0HOYyrX8xuT8P+T9LCkp81s1yRrv6/y3wR8TeUG+kz99jGNwFxwQOU/Nr3XzIZUbno3SroqiU9WK3+mcl3+xMyeUfnY3Mo/aHta5drdpmRUWdCwvkXlPcmflnRhcvrGivgnJe1T+Q/Z96r82oAZYkcfQoa5yMoDtP/e3T8327kAeWFm6yQ94e5Xz3YuAGrLzC5S+X32tNnOBdnY8wsAAIDcoPkFAABAbnDYAwAAAHKDPb8AAADIDZpfAAAA5MZkQ9Brps3avSMYmXnWC5fXMRvUy6b7toTxufy4Z932A9q7y937wgvNkqx6BfKmketVyq7Z0SVxPc+bNxTG+1oPhvH2o76D5Wim9Jgkecb3r5Qy4uMZh3CWMrZfyLj+1uC2SfHtO5yR267x+EsS9++PH7e2bfHjVu3jvijjcW8L7prRjCNra33b02q2rs1vh7r1Entlanz9hklnQaPJrS1cGsbn8uOeddu/77elfUXtrMuqVyBvGrlepeyaHXzXeeH61742/gKxdy66M4yf0dqRGitaS7h2wkth/KAfDuN7JibC+IjHH3R3WLz9BS1x/kWlx7eOx980/tndvxPGv/3tF4Xx/qvvCePVPu5vX/ijMH56a/p9+/h4fL/W+ran1SyHPQAAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAuVHXUWdnvXD5nB5rhcmtL+X3Mc+67ZYxOxIApmp0Sbe2/nH6WCtfEc9E7e/YFcY7LGNoa6DaUWYDY/GosTuHnhPGB0cWhvH+jt1h/ILuX4bx5a2jqbGs+y3rfs963AavjUeZVfu4dxfix64QtJLdhXjMW61vu66+bdKz2fMLAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByo65zfgEAQG30nHBIF77mwdT4GZ3xTNXzuzaH8XmFeNZuQelzy0uKZ93uL02E8buGnx3GP7PxgjBum7vDuK+M58kWzoln3fb1bEyN9Rbiee5Z93tpdbyfcnBFdTOML+zaFMazHveipcez1mZtu9rbPnD15Oez5xcAAAC5QfMLAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGc34bxNrCpWF8fenWOmUCAGhGJ7Qe0ivn/yI13tf6TLj+5JbDYbzD2sN4i6XvTyt5PMd3xONZuIMji8K4DcRzfPuvuSe+/uvOi+Mr4+2PdKff9sUWt1pnF8fDeF9v+uxmSRruiWfpdll83y9oidf3VPG49yheu6IYP+cWZNz2kZ54H+6nUs5nzy8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMiNzDm/Zna6pL+TtFiSS7rB3T9pZgskfUVSv6RBSZe5+97apTq3MccXM4F6BZrLTNbsM+OdumPfqtT4GZ27wlx6ezeG8XmFeB5tq+J5sZEO8zDe3xHn7iuGwvjgtfEc36z1WdvvLpRSYy0WzzAuqi2Mt7SMhfEJxfddS0ar127FeH0wxzdL1tqsOcBdrfFtKyn9fo9M5RaNS7rK3VdJeqmkd5nZKknvlXSHu6+UdEfyM4DZRb0CzYWaBeoss/l196fc/f7k9AFJj0g6VdIlkm5OLnazpNfXKkkAU0O9As2FmgXq77j2ZZtZv6TnS7pX0mJ3fyoJPa3yRzaTrbnSzDaY2YadO3dWkSqA41FtvY4p/tpJADOr2pod2TdSlzyBZjfl5tfMeiR9TdKfuPtRXxDu7i5NftCJu9/g7mvcfU1fX19VyQKYmpmo12LGsVgAZs5M1GzH/I46ZAo0vyk1v2ZWVLkov+juX0/O3m5mpyTxUyTtqE2KAI4H9Qo0F2oWqK/M5tfMTNLnJT3i7n9VEbpd0hXJ6SskfXPm0wNwPKhXoLlQs0D9ZY46k/QySW+R9JCZPZCc9z5J10v6qpn9kaStki6rTYoAjgP1CjSXGavZg8906q7vPjc1fudZ8TivrnPi4/xPzhiF1tUSj6UK12aMA3tB52AYf+uq+DCtJ848MYyv6Ix3rF/YtSmMzytMf8zbsI+G8T0TExnr4213WTyibkHG45Y1jqyWo9Cy79Xp3e+Zza+7/1hS2rPyldPaKoCaoF6B5kLNAvXHN7wBAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkBs0vAAAAcoPmFwAAALkxlTm/M2bTfVu0tnBpanx96dY6ZgMAwNzRtm1Iy95/T2p88LrzwvWDKxeF8aHueH/ZWCF9Hu1hj2fN7imFYbUovsBLugfC+Mt7xsJ4X8uhML64Jb7tHZbeTo1k3PaBsXhW7Z1DzwnjgyMLw3h/x+4w/vLuR8P4imI8/zmaA5w1x3fC48e1NPm3elfEM544KdjzCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkBs0vAAAAcqOuc37PeuFyrd/ALF8AAGba6JJuDb4zfZavrxgK1/d37ArjbRbPVB329Fm6W8bbwrU/Hjo7jA8cOimMn9a+N4xf0PPLML4gY1dgl8X5R/aX0ucfS9Jdw88O45/ZeEEYt83dYdxXxo974Zz4ce3r3RjGu1rSZ/GWPL7twz4axvdMxOtHfHr7cNnzCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkBs0vAAAAcqOuc36RT2sLl4bx9SVmPwNAtU6YN6y1F9+fGl/WGc/xfVHnljDebvH29wTjYrPm+GbNsi1simfZllYOh/Gu5x4O4/2t8SzbeWFUKin9xo94fMcNjiwK4zYQ3/b+a+6Jr/+69NnPkjS4Mt7+SE+c/1gwy3dM8ZzegbGWMH7n0HPC+ODIwjAu3TLpuez5BQAAQG7Q/AIAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAuZE559fMbpL0Okk73H11ct4HJb1N0s7kYu9z92/VKslmwCzbdHm+7bOBmgWax0zW66LWA7qy787UeClj3uyE4vi2ifYwvmeiJzX28MEl4VrbHM+yXfb+KmfZnlXdLNtojq8kFYJ9iR3m4dr+jnj+sq8YCuOD18a3PWt91vaLivOP7C/Fc37vGn52GM+a/5z1vKlmzu86SRdPcv7H3f3c5B9vokDjWCdqFmgW60S9AnWV2fy6+48k7alDLgBmADULNA/qFai/ao75fbeZPWhmN5nZiTOWEYBaoWaB5kG9AjUy3eb305LOlHSupKckfSztgmZ2pZltMLMNO3fuTLsYgNqaUs1W1uuYDtczPwD/Ylrvsfv2xMelAiibVvPr7tvdfcLdS5JulPTi4LI3uPsad1/T19c33TwBVGGqNVtZr0XFf9wCoDam+x47fwEDnICpmFalmNkpFT/+vqSNM5MOgFqgZoHmQb0CtTWVUWe3SLpI0iIze0LSByRdZGbnSnJJg5LeXsMcARwHahZoHtQrUH+Zza+7v3mSsz9fg1yaGrNsMZms+c+1QM0CzWMm67Vo0skt6XNVN491huvvHl4ZxgeGTwrjnS1jqbHDpbjdGFsW/43BYx84P4xPLB8O46e27w3jWbNsozm+5Xj6nOB5hZZw7YVdm8J4aXW87S1nxoeULuuM5/i+qHNLGO8uxDOQx5T+nDtQim/74Eg8f9kG4jm+/dfE858HUs7nACEAAADkBs0vAAAAcoPmFwAAALlB8wsAAIDcoPkFAABAbtD8AgAAIDdofgEAAJAbmXN+AUxf1vxns3h+IgBMlbtrxNPn1f7s0PJw/Y0bXxbGC5vimauj/emzel965q/Dta84K551u31pbxhf3HEgjC9ri2fdtmS8FJdUCuNFK6bGejK+Kn5FMZ5xvKD3wTB+oCdu5Upe3fvMtvH4+rsK46mxMY/XZs1f9hVDYXzw2vPCuK6+bdKz2fMLAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByY07N+V1buDSMZ81cBQCgWZVkGglmug6OLArX20A8x3fZ++8J41s/dH5qbHx5vK9taeeeMH64FLcr20fiOcAPDi8N46e2xvNme20kjBcK6bevaC3h2qw5wB2tE2F8f2k0jG8e6wzjdw+vDONbD8XPm2Wd6TOUn9fxWLg2K/621WFYj69YEMYHrp78fPb8AgAAIDdofgEAAJAbNL8AAADIDZpfAAAA5AbNLwAAAHKD5hcAAAC5MadGnTHKDMCMsPRxUXXhPrvbR1MqyNVh6c+d/o70kVSS5CuGwvjWD58XxsdXDKfGTmo/GK7dPnpCGL97YHkYbx/oCOO/fNbiMN61Oh4X1t37YBg/rTV9FFqXFcO17Ra3YoWM/ZQjGa8XPzsU33c3bnxZGLfN8Qg8X5n+vMkaVba2+xdh/JKM+32sJ75vPpVyPnt+AQAAkBs0vwAAAMgNml8AAADkBs0vAAAAcoPmFwAAALlB8wsAAIDcoPkFAABAbmTO+TWzmyS9TtIOd1+dnLdA0lck9UsalHSZu++tXZrN79Xtl4fx7x3+Yp0ymXvWFi4N43mb/0zNKntOr8W/91sxfmm0lpbqtj8xEYZ9fDw9lrGWGcHNZSbrtcVM8wrpz80LuzaF60ur47oYOPOkMN7XdiA1dkpxX7j2x/tWhvG2X8dzfJd++O4w/tj7z4+3f8qZYbxYSK9JSVrZvj01dnZxR7h2SWtc00XFrzcjHr/eDI4sCuM2EM/x7b/mnvj6r0uf//zkyhPDtcWeUhhfkvFaW7SM1+IUU9nzu07Sxcec915Jd7j7Skl3JD8DaAzrRM0CzWKdqFegrjKbX3f/kaQ9x5x9iaSbk9M3S3r9DOcFYJqoWaB5UK9A/U33mN/F7v5UcvppSfH3BgKYbdQs0DyoV6CGqv6DN3d3SakHmZnZlWa2wcw27Ny5s9rNAahSVLOV9Tqmw3XODMCxjuc9dtfu+PhJAGXTbX63m9kpkpT8n3o0t7vf4O5r3H1NX1/fNDcHoEpTqtnKei2qva4JAviNab3HLlrIACdgKqZbKbdLuiI5fYWkb85MOgBqhJoFmgf1CtRQZvNrZrdIukfS2Wb2hJn9kaTrJa01s82SXpX8DKABULNA86BegfrLnPPr7m9OCb1yhnOZ05jjWzt5m+ObZc7UbNas3GhpxmxI6+wM44WeeO6l93TFCbRmbH9kNL7+AwfTYweHwrWlwxnHajMHuKHMZL0WZOqx9MOVVhTj50Zv70Nh/OmuuC4OlNJn8e6biNfOLx4K44eXxrlv+9N4ju/YCfHx0APb41m4W3YuDOMn9g6nxt5w+gPh2kt6HwzjS1ri18IOi2u6v2NXGPcV8WvK4LXpc3yz1mdtu7cQzzhut/i1upZzfgEAAIA5geYXAAAAuUHzCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMiNzDm/AFATsznHd+GJYXz0tAVhfPiU+Kufxzvj/QptB+OZo11PpM8MbX18Z7jW9+yN46PxjGHmADcvk6nF0p97XWoL188vjITxbePx83rD0PLU2Oahk8K1o6W4ppedujuMP9YS16z2FcNw8dGeMH7Cr+K6OHhKb2rsW2tXh2uf1/FYGO8r7A/j8wrxfXdh16YwXlodP65bzuwL48s701+Tzu/aHK7Nyr2g6b9PxNcLAAAA5ATNLwAAAHKD5hcAAAC5QfMLAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQG8z5nSPO+OuPhfFfv+eqOmUCJKqY41teH/xunjHnt9DdFcbHlsRzfnefE88J3rcqntNrJ8bzUrUrnhN84sb0maOLMsbwFjLm+Jb2T4RxHx+PN4A5a6gUP7nuHT4zjP/dQy9JjbUNxDU1smQsjLfPz6ip/fEc33mPxq8Zix4+FMYLd/483v5bzksN7TwQzxDeMxHHJ7QvjHdZfNtXFOOaXtD7YBg/0BO3ih2W/poyP2MXa1Fx7rXCnl8AAADkBs0vAAAAcoPmFwAAALlB8wsAAIDcoPkFAABAbtD8AgAAIDdofgEAAJAbzPlNvKbnijD+3YM31ymTyd068MIw/uv33FenTIDZZxlzftXZEYYPnRzH958dzztd+5J4Luar5z8cxr+157lh/Iel1amxrp3xvNTeHd1hXAeH4jhzfueskuL51CMe7w/bOrIwjLdtTn9uLv3Q3eHanX+cPidXkg4t7g3jC7fGNbvwwf1h3O+La7bl2SvDuAUzkg8Nt4Vrd2fM+R3z+La1Kn497LE4XmyJa77b4xnMuyfSZ7o/PRE/p7otnku+qCWeS96jeGZ6Gvb8AgAAIDdofgEAAJAbNL8AAADIDZpfAAAA5AbNLwAAAHKD5hcAAAC5QfMLAACA3Khqzq+ZDUo6IGlC0ri7r5mJpGZDo8/x/YOeZ6paf+kK5gBjDtWspc+VlCRvjedajnVmrD8xnj2ZNcc3q16leE7wDxaelRob645nhnoxflm3rPsuI66MmaOYOTNdr4WM/V0dFs8BPqNzZxhff/Zwamzrh84P1060x8+r9r1hWCc+mr5tKXuOb5aJRzaH8Z5gDvH2A8Vw7cGJeO54POm2emMZWxgcj19z7hx6Vmrs14f6wrXLOnaH8Vf0/CKMn108HMbTzMSXXLzC3XfNwPUAqA9qFmge1CswwzjsAQAAALlRbfPrkr5nZveZ2ZWTXcDMrjSzDWa2YefO+CMTADUX1mxlvY5peh8nAZgxx/ceu7vWH5ADc0O1hz1c4O5PmtlJktab2aPu/qPKC7j7DZJukKQ1a9ZwsBgwu8KarazXE2wB9QrMruN7j31eBzULTEFVe37d/cnk/x2SviHpxTORFIDaoGaB5kG9ArUx7ebXzLrNrPfIaUmvlrRxphIDMLOoWaB5UK9A7VRz2MNiSd9Ixua0SvqSu39nRrICUAvULNA8qFegRqbd/Lr7FknPm8Fccq3aObyXzlAemLvqXrNZ82Cz5slWcd02Hv/hT3E4I7d98VzLO/aviq/fMub47n92vP396XNBW0cybvtEPKuVg0Kbw3TqtSTXYR+b9jbnF+IPgy/s2hRv/5z09Y8uPzlcu/twdxh/+LFTwvj2kXh9X8cLwnjbjqEwPrzshDC+96z0mu1YdCBcu6g1jrdV81opaTxjju+eiTh+93D8enXjxpelxloe7QnXjp0Vz2cuPDd+PTv5hH8O46nXO61VAAAAQBOi+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkRrVfbww0tbWFeEjc+tKtdcokh7JGoSl9xI2PjcdXfTAen9P59EgYn/9IVxj/jsUTqL63MB4NVNoTj1Kb/0j6fonOp+Pb5sOH4njGKDQ0r8Pu2jKWPuqsw+LHvrcQj9Ra1ho/t17V83BqbEX79nDt1tFFYbyrdTSM/7TUH8ZbDreH8ZMOxiPi9venjzKTpGfOSc/vwtO2hmv723aG8aLixyVrlNlwKb5tj0/E48juf2ZpGI/GmS394N3h2sFrzwvjj5+1IIwP9UxvHy57fgEAAJAbNL8AAADIDZpfAAAA5AbNLwAAAHKD5hcAAAC5QfMLAACA3KD5BQAAQG4w57dJvPgtHwvjP/3CVXXKZG5hjm8DC+YA+3g8t9KHhsJ48YndYTyeOCp17+gI42Nd8UzR4nA847jzqfRZvsVte8K1pYPxbfeJeCYomtfO8V59etfLU+P9HfHz/vyuzWG8ryWe87uv1Jka+/nwsnDtwFBfGD84FtdUa3s8+1sWr/efPRRf/+p4Hq1K6bN4x0st4dIxj1uxMcWvF1lzfDePxzOKf3BgVRh/aMeSMD7Rlp7fk+89P1zrKw+G8eWd8Qzk7sL05paz5xcAAAC5QfMLAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGc36bBHN8gQrBDGBJ8tHRMF7aszeMt2asP+GpeM6vt8ZzPW08nrXrh0ZSY6XheNaqj8YzPzF3PbO/S9/99prUuK+MZ0CPPSd+3j6/czCM/9PQWamxLz34onBt+5a4pkbnxfNcWw6lz9mVpJ5tcc2VLjg3jGfN5p7/8/RZuj8pLg/Xrup9Kowva41fr1oszu3u4ZVh/IuPpD9nJKntgZ4wrhPSt188L55Lfmn/g2E8a/b0vEL8nE3Dnl8AAADkBs0vAAAAcoPmFwAAALlB8wsAAIDcoPkFAABAbtD8AgAAIDdofgEAAJAbVc35NbOLJX1SUoukz7n79dHlN923RWsLl6bG15durSadmorylqrP/TU9V4Tx7x68uarrf3X75amx7x3+YlXXPdtq/djMJcdbs83KJ+KZnjp8OI5nrPcDB48zo2PWl+KZpR7NMS5lzDjOuu0ebxuN43jrtW3bkPqvuSc1PnjdeeH2tixfFMaXtbKxPXcAAAWESURBVO0K478a6kuNdT4az/E97S/uDuPP/LuXhvHCeFwXnd/8aRg/eFl8/Z6xq/Ckv03Pf3Te+eHaXz0r/X6TpAO96TOEJaklY+75lkPx9dvm7jB+6vXxY/PYB9Nv3zknbQvXvqL3F2F8ZWs8t7zH4udVmmnv+TWzFkmfkvRaSaskvdnMVk33+gDUFjULNA/qFaidag57eLGkAXff4u6jkr4s6ZKZSQtADVCzQPOgXoEaqab5PVXS4xU/P5GcB6AxUbNA86BegRqp6pjfqTCzKyVdKUkd6qr15gBUgXoFmgs1Cxy/avb8Pinp9IqfT0vOO4q73+Dua9x9TVHtVWwOQJUya5Z6BRoG77FAjVTT/P5M0kozO8PM2iS9SdLtM5MWgBqgZoHmQb0CNTLtwx7cfdzM3i3puyqPYbnJ3R+escwAzChqFmge1CtQOxbOk5zpjZntlLS14qxFkuLBgbOnkXOTGjs/cpu6Ze4eD2GcJU1Wr1Jj50du09dI+TVsvUpNV7PkNn2NnF+j5TZpzda1+f2tjZttcPc1s5ZAoJFzkxo7P3Kbmxr9vmvk/Mht+ho9v0bWyPcduU1fI+fXyLlV4uuNAQAAkBs0vwAAAMiN2W5+b5jl7UcaOTepsfMjt7mp0e+7Rs6P3Kav0fNrZI1835Hb9DVyfo2c22/M6jG/AAAAQD3N9p5fAAAAoG5mpfk1s4vN7JdmNmBm752NHCJmNmhmD5nZA2a2YZZzucnMdpjZxorzFpjZejPbnPx/YoPl90EzezK5/x4ws9+dpdxON7MfmNkvzOxhM/tPyfkNc/81i0au2Uaq1ySfhq1Z6jUfGrlepcaqWeq1qvyatmbr3vyaWYukT0l6raRVkt5sZqvqnccUvMLdz22AkR3rJF18zHnvlXSHu6+UdEfy82xZp9/OT5I+ntx/57r7t+qc0xHjkq5y91WSXirpXclzrZHuv4bXJDXbKPUqNXbNrhP1Oqc1Sb1KjVOz60S9TlfT1uxs7Pl9saQBd9/i7qOSvizpklnIoym4+48k7Tnm7Esk3ZycvlnS6+uaVIWU/BqCuz/l7vcnpw9IekTSqWqg+69JULPHoZFrlnrNBer1OFCv09fMNTsbze+pkh6v+PmJ5LxG4pK+Z2b3mdmVs53MJBa7+1PJ6aclLZ7NZFK828weTD62mfWPPMysX9LzJd2r5rj/Gkmj12yj16vU+M856nXuaPR6lRq/Zhv9OddQ9So1X83yB2+Tu8DdX6Dyx0bvMrPfme2E0nh5XEejjez4tKQzJZ0r6SlJH5vNZMysR9LXJP2Juz9TGWvQ+w/Hp2nqVWrI5xz1inprmpptwOdcQ9Wr1Jw1OxvN75OSTq/4+bTkvIbh7k8m/++Q9A2VP0ZqJNvN7BRJSv7fMcv5HMXdt7v7hLuXJN2oWbz/zKyoclF+0d2/npzd0PdfA2romm2CepUa+DlHvc45DV2vUlPUbMM+5xqpXqXmrdnZaH5/JmmlmZ1hZm2S3iTp9lnIY1Jm1m1mvUdOS3q1pI3xqrq7XdIVyekrJH1zFnP5LUee9Inf1yzdf2Zmkj4v6RF3/6uKUEPffw2oYWu2SepVauDnHPU65zRsvUpNU7MN+5xrlHpNcmnamp2VL7lIRnN8QlKLpJvc/c/rnkQKM1uu8m+iktQq6UuzmZ+Z3SLpIkmLJG2X9AFJ/yDpq5KWStoq6TJ3n5WD4lPyu0jlj2Rc0qCkt1cc/1PP3C6QdJekhySVkrPfp/IxSQ1x/zWLRq3ZRqtXqbFrlnrNh0atV6nxapZ6rSq/pq1ZvuENAAAAucEfvAEAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBu/H/o1Q6br/aQ+wAAAABJRU5ErkJggg==\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -813,7 +953,7 @@
       "metadata": {
         "id": "JJl6HZ1iXLlh",
         "colab_type": "code",
-        "outputId": "f2790a1e-190f-420d-8d3b-69a1d90f60bc",
+        "outputId": "ace99893-35e6-4035-83fe-4d4b5e450742",
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 376
@@ -822,7 +962,7 @@
       "source": [
         "plot_query_points(boptim.indices_all)"
       ],
-      "execution_count": 8,
+      "execution_count": 7,
       "outputs": [
         {
           "output_type": "display_data",
@@ -877,7 +1017,7 @@
       "metadata": {
         "id": "KaFTEQGOYoL9",
         "colab_type": "code",
-        "outputId": "3f34c2f2-5d31-428e-feea-27c20fedc776",
+        "outputId": "f41cd566-de2f-43e7-a93c-bafd755d752c",
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 1000
@@ -896,7 +1036,7 @@
         "# Run Bayesian optimization\n",
         "boptim.run()"
       ],
-      "execution_count": 10,
+      "execution_count": 9,
       "outputs": [
         {
           "output_type": "stream",
@@ -905,41 +1045,41 @@
             "Exploration step 1 / 20\n",
             "Model training...\n",
             "average time per iteration: 0.0029 s\n",
-            "training completed in 2.73 s\n",
+            "training completed in 3.29 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.4938 12.483 ], noise: 0.0\n",
             "Computing acquisition function...\n",
             "Acquisition function max value 0.00028336203452172305 at [22, 22]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.8 s\n",
+            "average time per iteration: 0.003 s\n",
+            "training completed in 2.88 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
             "Exploration step 2 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 7.423826774404483e-05 at [2, 2]\n",
+            "Acquisition function max value 7.423826774404505e-05 at [2, 2]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.76 s\n",
+            "average time per iteration: 0.003 s\n",
+            "training completed in 3.1 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
             "Exploration step 3 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 6.080872698595297e-06 at [22, 2]\n",
+            "Acquisition function max value 6.080872698595256e-06 at [22, 2]\n",
             "Model training...\n",
-            "average time per iteration: 0.003 s\n",
-            "training completed in 2.74 s\n",
+            "average time per iteration: 0.0037 s\n",
+            "training completed in 3.23 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
             "Exploration step 4 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 2.312759257682513e-07 at [13, 22]\n",
+            "Acquisition function max value 2.312759257682585e-07 at [13, 22]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.79 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.1 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
@@ -947,8 +1087,8 @@
             "Computing acquisition function...\n",
             "Acquisition function max value 1.5351946551329146e-07 at [4, 11]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.75 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.21 s\n",
             "Final parameter values:\n",
             " amp: 0.0283, lengthscale: [3.5299 2.6927], noise: 1.13e-05\n",
             "\n",
@@ -956,134 +1096,134 @@
             "Computing acquisition function...\n",
             "Acquisition function max value 0.005164017770974022 at [5, 11]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.79 s\n",
+            "average time per iteration: 0.0040999999999999995 s\n",
+            "training completed in 3.27 s\n",
             "Final parameter values:\n",
             " amp: 0.0845, lengthscale: [12.4423  3.3386], noise: 0.0036011\n",
             "\n",
             "Exploration step 7 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.03392228187050191 at [4, 12]\n",
+            "Acquisition function max value 0.033922281870501 at [4, 12]\n",
             "Model training...\n",
-            "average time per iteration: 0.003 s\n",
-            "training completed in 2.81 s\n",
+            "average time per iteration: 0.0031 s\n",
+            "training completed in 3.36 s\n",
             "Final parameter values:\n",
             " amp: 0.065, lengthscale: [12.4999  1.3219], noise: 0.0038612\n",
             "\n",
             "Exploration step 8 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.027625748882650382 at [7, 11]\n",
+            "Acquisition function max value 0.02762574888264928 at [7, 11]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.82 s\n",
+            "average time per iteration: 0.0034000000000000002 s\n",
+            "training completed in 3.13 s\n",
             "Final parameter values:\n",
             " amp: 0.0648, lengthscale: [12.5     2.7925], noise: 0.014648\n",
             "\n",
             "Exploration step 9 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.056638541941517385 at [2, 11]\n",
+            "Acquisition function max value 0.05663854194151674 at [2, 11]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.8 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.13 s\n",
             "Final parameter values:\n",
             " amp: 0.0563, lengthscale: [2.1531 1.2603], noise: 3.72e-05\n",
             "\n",
             "Exploration step 10 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.0037455977656207524 at [5, 10]\n",
+            "Acquisition function max value 0.003745597765623653 at [5, 10]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.8 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.23 s\n",
             "Final parameter values:\n",
             " amp: 0.0717, lengthscale: [2.2461 2.3553], noise: 1e-07\n",
             "\n",
             "Exploration step 11 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.0016433573414052077 at [4, 9]\n",
+            "Acquisition function max value 0.0016433573414059337 at [4, 9]\n",
             "Model training...\n",
-            "average time per iteration: 0.003 s\n",
-            "training completed in 2.83 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.41 s\n",
             "Final parameter values:\n",
             " amp: 0.0669, lengthscale: [2.2301 2.182 ], noise: 0.0\n",
             "\n",
             "Exploration step 12 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.00019684934764253154 at [6, 9]\n",
+            "Acquisition function max value 0.00019684934764250856 at [6, 9]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.76 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.36 s\n",
             "Final parameter values:\n",
-            " amp: 0.063, lengthscale: [2.1968 2.1249], noise: 0.0\n",
+            " amp: 0.063, lengthscale: [2.1969 2.125 ], noise: 0.0\n",
             "\n",
             "Exploration step 13 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 1.6134030244781497e-06 at [17, 15]\n",
+            "Acquisition function max value 1.6131695861373249e-06 at [17, 15]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.8 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.35 s\n",
             "Final parameter values:\n",
             " amp: 0.0591, lengthscale: [2.1811 2.1136], noise: 0.0\n",
             "\n",
             "Exploration step 14 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 8.470373045932597e-07 at [8, 18]\n",
+            "Acquisition function max value 8.4703730459369e-07 at [8, 18]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.78 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.22 s\n",
             "Final parameter values:\n",
             " amp: 0.0556, lengthscale: [2.1672 2.1036], noise: 0.0\n",
             "\n",
             "Exploration step 15 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 4.4428970965382385e-07 at [22, 16]\n",
+            "Acquisition function max value 4.4428970965401867e-07 at [22, 16]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.88 s\n",
+            "average time per iteration: 0.0034999999999999996 s\n",
+            "training completed in 3.24 s\n",
             "Final parameter values:\n",
             " amp: 0.0526, lengthscale: [2.1555 2.0945], noise: 0.0\n",
             "\n",
             "Exploration step 16 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 2.2735930788181765e-07 at [17, 2]\n",
+            "Acquisition function max value 2.2735930788176005e-07 at [17, 2]\n",
             "Model training...\n",
-            "average time per iteration: 0.003 s\n",
-            "training completed in 2.78 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.13 s\n",
             "Final parameter values:\n",
             " amp: 0.0499, lengthscale: [2.1461 2.0863], noise: 0.0\n",
             "\n",
             "Exploration step 17 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 1.245782902251823e-07 at [7, 2]\n",
+            "Acquisition function max value 1.2457829022510775e-07 at [7, 2]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.78 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.22 s\n",
             "Final parameter values:\n",
             " amp: 0.0474, lengthscale: [2.1374 2.0785], noise: 0.0\n",
             "\n",
             "Exploration step 18 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 6.785398277895115e-08 at [13, 12]\n",
+            "Acquisition function max value 6.785398277891345e-08 at [13, 12]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.79 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.19 s\n",
             "Final parameter values:\n",
             " amp: 0.0452, lengthscale: [2.1283 2.0721], noise: 0.0\n",
             "\n",
             "Exploration step 19 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 3.43936868976706e-08 at [18, 20]\n",
+            "Acquisition function max value 3.4393686897700244e-08 at [18, 20]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.79 s\n",
+            "average time per iteration: 0.0034000000000000002 s\n",
+            "training completed in 3.16 s\n",
             "Final parameter values:\n",
             " amp: 0.0432, lengthscale: [2.1214 2.0665], noise: 0.0\n",
             "\n",
             "Exploration step 20 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 1.8140295007838854e-08 at [13, 17]\n",
+            "Acquisition function max value 1.814029500783356e-08 at [13, 17]\n",
             "Model training...\n",
-            "average time per iteration: 0.0031 s\n",
-            "training completed in 2.81 s\n",
+            "average time per iteration: 0.0034000000000000002 s\n",
+            "training completed in 3.21 s\n",
             "Final parameter values:\n",
             " amp: 0.0414, lengthscale: [2.115  2.0618], noise: 0.0\n",
             "\n",
@@ -1107,7 +1247,7 @@
       "cell_type": "code",
       "metadata": {
         "colab_type": "code",
-        "outputId": "49b80329-12cf-453f-820e-8e97af3cbb66",
+        "outputId": "d3a33367-d0f9-48c9-c374-0c5400fcc2a4",
         "id": "PocxSRfOY3mK",
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -1117,12 +1257,19 @@
       "source": [
         "plot_exploration_results(boptim.target_func_vals, boptim.gp_predictions)"
       ],
-      "execution_count": 11,
+      "execution_count": 10,
       "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 1\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1132,10 +1279,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 2\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de5Qk91ne8eet7p7rri5rrWXrYhYcB6L4gBwWY4IhItxs4sSGJMI+hsgJB6GDOUAwAeNAgABBx+HmBMcgY51VDL4BBusEDmAcsCFgw9o4YGKMHSJhCV1Wq73MzrW76s0fXWtGq6n33Z2e7une+n7O0dFsv11Vv66ut/o3NTXPmLsLAAAAaINivwcAAAAATAqTXwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALQGk18AAAC0BpNfAJhBZnbMzH64/vqLzOxju1zPz5jZ9+3t6ABgejH5nWFmdp+ZfdmYt/EDZvbz49wGMC3M7KVm9gEzWzWzR+uvv9nMrK4fM7MtMztnZo+b2bvN7LP2e9zu/nvu/pnZ88zsFWb2+xcse4e7/9D4RgfMBjN7vpn9gZmdqfv7f5nZ59W1J/XOHm/71nrba2b2u+PaDoaY/AKAJDN7laTXSfrPkp4m6VpJd0j6Qklz2576Wnc/IOkGSY9KOrYH2+6Oug4Au2dmV0j6H5L+q6RDkq6X9IOSNic0hMcl/ZSkOye0vVZj8nsZOP8dqZn9mJmdMrP/Z2Yv3Fb/XTP7UTP7IzM7a2bvMrNDde0WM3vggvXdZ2ZfZmYvkPQaSV9bX+n635N9ZcBkmNmVkv6jpG92919y9xUf+hN3f7m7P+kD0N3XJL1F0rMb1nmsvqXg3Wa2YmbvNbNP21Z3M3ulmX1c0sfrx15kZh82s9P1VaDP3vb855jZh+p1vV3SwrbaE/rYzG40s3ea2QkzO2lmP21mf0/Sz0j6grqfT28b5w9vW/YbzewT9ZWve83sugvGfIeZfbwe4+vPXxUHZtzflSR3f6u7l+6+7u6/5e5/GvTOfP25+9dm9kjd74t17RYze8DMXmNmj9Wfqy9v2ri7/7a7v0PS30zgtbYek9/Lx+dL+pikayS9VtKbLvhQ+leS/o2kp0saSPov2Qrd/Tck/SdJb3f3A+7+OXs+amA6fIGkeUnvutgFzOyApJdL+pPgaS+X9EMa9uWHJf3CBfWXaNi7N5nZcyTdLembJD1F0s9Kurf+gJ2T9KuS3qzhValflPTPG8bV0fAK1v2Sjmh4Bett7v5RDa9k/2Hdz1ftsOw/lvSjkm7V8Fxxv6S3XfC0F0n6PEmfXT/vK4PXD8yKv5RUmtk9ZvZCM7v6fCHonTs1nDTfLOnvaNhr/2HbOp+mYe9fL+k2SXeZWXp7EsaPye/l4353f6O7l5Lu0fCD69pt9Te7+0fcfVXS90m6tf6QBDD8gHrM3QfnH6ivvJ42s3Uz++Jtz/3O+srPJyQdkPSKYL2/5u7vq68c/3sNrxzduK3+o+7+uLuvS7pd0s+6+wfqK0/3aPgj1+fV//Uk/ZS79939lyT9ccM2nyvpOkn/zt1X3X3D3S/2XsWXS7rb3T9Uj/l76jEf2facO939tLv/taTf0fCDH5hp7n5W0vMluaQ3SjpR/+Tj2p2eX19cul3Sv617eEXDi0UvveCp3+fum+7+Xkm/puE3jNhnTH4vHw+f/6L+caw0/GA+75Pbvr5fww/SayYwLmAWnJR0zfZ7b939H9ZXeE7qiefKH3P3q9z9ae7+z9z9/wbr/VTfufs5De/ru26nuqRPk/SqesJ9up5g31g//zpJD7q7b3v+/Q3bvFHDb4YHDfXIddvXW4/5pIZXrs57eNvXa3rieQaYWe7+UXd/hbvfoOHtTNdpeB/uTg5LWpL0wW39+hv14+edqi84nXe/ntj/2CdMfttj+9WmZ0jqS3pM0qqGDSzpUz8y3d682z9sgcvVH2p4lfXFe7zeT/VdfZvEIT3xnr7t/fVJST9ST6zP/7fk7m+V9JCk6y+4lekZDdv8pKRnNPwSXdbPf6PhJPz8mJc1vAXjwWQ54LLi7n+h4S+znr+n/8LeeUzSuqS/v61fr6x/Gfa8q+seOu8Z4p7eqcDktz2+zsxuMrMlDX+x55fqWyT+UtKCmf0TM+tJ+l4N73087xFJR8yMYwWXLXc/reFvdv83M/sXZnbQzAozu1nScrJ45KtsGJ80p+G9v+939082PPeNku4ws8+3oeW6Lw9qODkfSPpWM+uZ2ddoeHvDTv5Iw8nynfU6FszsC+vaI5JuqMezk7dK+tdmdrOZzWv4Y9wPuPt9l/rCgVliZp9lZq8ysxvqf98o6WWS3l8/5Qm94+6Vhj37k2b21HqZ683swnvgf9DM5szsizS8X/4XG7bfMbMFSV1JRd23vT1+magxoWmPN2v4XezDGv6W+LdKkrufkfTNkn5Ow6s7q5K2pz+cb9STZvahSQ0WmDR3f62k75D0XRp+0D2i4S+dfbekP9jlat8i6fs1vN3hcyV9XbD945K+UdJPSzql4T3Fr6hrW5K+pv7345K+VtI7G9ZTSvqnGv4Czl9r2M9fW5f/p6Q/l/SwmT22w7K/reHvBPyyhhPoZ+rJ9zACl6MVDX/59ANmtqrhpPcjkl5V13fqne/WsE/fb2ZnJf22pO2/0Pawhr38Nxr+susd9RXlnXy9hleS3yDpi+qv37g3Lw0XsifeQobLkQ0Ds3/e3X9uv8cCtIWZHZP0gLt/736PBcBkmdktGn7u3rDfY8GTceUXAAAArcHkFwAAAK3BbQ8AAABoDa78AgAAoDWY/AIAAKA1dgpBH5trrrnGjxw5MslNAlPtgx/84GPufjh/5uR1lpe9d9WhxrpVyQqSO6osu+MqWH+2bD62eAXZ8unYs9vJRrnbbORb1Wyk8qirl8VP8FG2nyzrybaz5VdPPTC1/SpJy1fP+aHrFxvra2VTvPPQxiCeEgwGnXgAg+YdWCR/b9CSelEmy5dZT4/3Fs/w2EouM+bH/KhNOdr5Lj2XR/s2O9dmp8oiOV8k9XMrD+7YsxOd/B45ckTHjx+f5CaBqWZmTX+idt/1rjqkZ9zxHY31zma8/Mj1jeazYrZsdyM+m3e24jNuZzOrx5/E1o+3n35Ql83Lj/whPuLk07vxJ3n6YdWLl6+CetVJ1t2N61UvqSfLv//t3zm1/SpJh65f1Le943mN9Q+dbfqjgEMfe/ypYf3kYwfDenGieXK9cDLetwsn4+N64VTcU3Nn457srCc9m/RVemwFfVHOZ8d8clwnx30mO98U6fkwOZ9uNH/nUmzG39VkY6vm4m+4+lfE39C9993fs2PPctsDAAAAWoPJLwAAAFqDyS8AAABag8kvAAAAWoPJLwAAAFqDyS8AAABaY6JRZwBmiEnVXHMMjVVx/E6alZvkdhZRws2IWbJZrNHI9SxaqJ/ELg2CnVclOzbL7ExYFifWT66ZJMtXZRxdFMXEFSPEpEmSlclxkUROTbt+1dFDW1c21k+sHwiXX1mbD+u+Fr933bXm/dc7Fy6qubNxz8ydjiOz5k7H+YfF2lY8gCBeUJK8F0+XfKG5XgQ1KY/zymLWMjYYLbqxWOvH9dWN5m2vNdckSWWy7YX4mLQqjt9rXO+ulgIAAABmEJNfAAAAtAaTXwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALQGk18AAAC0Bjm/QODLi38Z1t9d/eKERjJ5nuT8Ko6OzDNVk7NPFeTFVp144558W5/VU2mGcfwEGyXnd5AEJHvyxmT1LCO5k+y8IsnaTV6795ozT9OM4CTP1OaSsVWzfT2o7x09tNGc83tqYzFcfmu9F9Y7q1nOb1BbTXJ8z8XHxdyZOKe3OL0a1m11PaxnfWFJ3qxXC/H6o3VnLZucS9P1J31RbCVZu5txzq+tN2cs+3qy3/txfrNl78tWfEw3me1OBwAAAC4Bk18AAAC0BpNfAAAAtAaTXwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALQGOb9Tos15stOs1fu9kKqFIGOxirMny/kknzHJrqyCyFGPIz/zHN/RYjPzTNAqCe4sk3qQfWlZzm+VhBBnOb+ZJAc4y/lVN8vqbf5YCvOPFWcES5JVST17X6Zcvyr02MZyY31lLc6i9bV4StBNIlujnN/eWrxvu6tJ1uy5jXjjZ86F5WojXj7Lr7ZOfOyE+dvZcZWdL5JzbXYZ05PF03qW3d0LerYXZ0d7kezXLF856fkmXPkFAABAazD5BQAAQGsw+QUAAEBrMPkFAABAazD5BQAAQGsw+QUAAEBrMPkFAABAa6Q5v2Z2o6T/LulaSS7pLnd/nZkdkvR2SUck3SfpVnc/Nb6hXt5anSeLPbOn/Woun2/OrsziZK2Mv7eOcnyzepWcuapOHFzpRVIfew5wvPPCLN8gA1iSNEjqydg8G3uW85vkoVo5Ql5qkAF8MfUi2+/Z2MZgL3u2rAqdXGvO+d1ci5uusxr3bHctfu97q83HTm813vfdc3F4t52LQ4artSBkWJJv9cN6liebnhKinODsfNTNzpVxPcs1t+ywzno6E7w+m89O9PH5plqIlx8cjN+3Jhdz5Xcg6VXufpOk50l6pZndJOnVkt7j7s+S9J763wD2F/0KzBZ6FpiwdPLr7g+5+4fqr1ckfVTS9ZJeLOme+mn3SHrJuAYJ4OLQr8BsoWeBybuke37N7Iik50j6gKRr3f2huvSwhj+y2WmZ283suJkdP3HixAhDBXApRu3X8tzqRMYJYGjUnh2ciX/0D2Dooie/ZnZA0i9L+nZ3P7u95sObxHa8ccPd73L3o+5+9PDhwyMNFsDF2Yt+7RxovncQwN7ai57tXrk0gZECs++iJr9m1tOwKX/B3d9ZP/yImT29rj9d0qPjGSKAS0G/ArOFngUmK5382vBXe98k6aPu/hPbSvdKuq3++jZJ79r74QG4FPQrMFvoWWDy0qgzSV8o6esl/ZmZfbh+7DWS7pT0DjP7Bkn3S7p1PEMEcAn2rl8LV2exOXaqrOJ4nKrM6vHmq37z8lUvWXc3ic9Jon+yKLSRo4GSOLEwRy6JMvMoKuwils8kI5eyfdeNP3YsqFuZHTRJlFmSkeeDJL9vPPasZ8uq0JlzC411X41ffzeLOkt+DaC3FkWdxcddsRZHnfl6HHWWRpklouNOktRLjp255no1Hy9bzcX7vUzqo/7Fhmz7RVYPXp+Vo/VUNR+frLeuuJhp7JOlS7n776s54u5Ld7VVAGNBvwKzhZ4FJo+/8AYAAIDWYPILAACA1mDyCwAAgNZg8gsAAIDWYPILAACA1mDyCwAAgNbYXUAagMteUbjmF5qzNzeS+MYqyQEu+3F+YzEXrDuoSVLVS+rdeGzeGa0+cg5wuPEkaTfNAU5yfpOs3HT7yWu3TjK+IE/VevEbm2aKpvXZ/kj00tQ/19wc3bNxz/WyHN9z8Xs/t9Kcw9w9F+fw2mqc41ttxjnA8iTjeX4+ri/EdV+M61GWb5lk1ZYLo+X8epJbnkpaukgy223QPACrsvNFXC7n49feX9rduZYrvwAAAGgNJr8AAABoDSa/AAAAaA0mvwAAAGgNJr8AAABoDSa/AAAAaA0mvwAAAGiN2Q41BDA2hbmWg5zfqoq/d94s43rVT3KAB83LF1vxsp25uJ7mAPdGzAEuxpcD7FnObpJ3qrI5i1WSPKkry+3MdJL1R9vPxtaLA6At2XeWZRxPu9JUnG3+WO+txMfd3Jl4/8yvxPund7Y5w7k4G+f4+upaXN9Kcn47cdhtluOrxYWwXC3Ex1a1GOT8Jjm+gzTnNzsfhWV5lr2d9kWyfHRYZKer5BJsdi7uL8XLN+HKLwAAAFqDyS8AAABag8kvAAAAWoPJLwAAAFqDyS8AAABag8kvAAAAWoPJLwAAAFqDnF8AO+oUla5eaM7mdE9yesskn7GfZFsGOcCd+WTbm2FZZRzZmWZLVr147N4drW5Fc92SzM40hTfLss1ygEfN+U1ziIN6lkeabTrZ9qzn/FopzZ1pPnbmz8TLz2c5v6eac3wlqXum+XxhZ8+Fy1ZrcQ5wdlza4mJcX4hzfH0xzgGOcnwlaTBCzm+Znc+y81E2k0tjxZMnJC0f5vwm8pzfuD5Y2l1mOld+AQAA0BpMfgEAANAaTH4BAADQGkx+AQAA0BpMfgEAANAaTH4BAADQGkx+AQAA0Bppzq+Z3S3pRZIedfdn14/9gKRvlHSiftpr3P3XxzXIWfCPvuq1Yf29v/5dExoJ2m6verZbVHrKwmpjfZAENG4NOmG9TOpVkPNbbsXZjsVmkpuZ5WrOxcGW2fKdufi1Fb247t3munXiZWXJNY0gQ/iiZDm9SRZvtriK5PWNwJKM4hETjHdlLz9jhzm/zfX50/HOnz8dZ+n2Ht8I68Wp5izf6uxKuGy1EYdzWy+erqQ5vktxvVqKw7/LJOe3XGg+JwzS801WD8vypGU8yQbPWNLTozSOF0mGcfLayzieudHFnAWPSXrBDo//pLvfXP/X6okvMGWOiZ4FZsUx0a/ARKWTX3d/n6THJzAWAHuAngVmB/0KTN4oP//6FjP7UzO728yu3rMRARgXehaYHfQrMCa7nfy+QdIzJd0s6SFJP970RDO73cyOm9nxEydOND0NwHhdVM9u79fNU/H9fQDGZlefseV68z36AP7Wria/7v6Iu5fuXkl6o6TnBs+9y92PuvvRw4cP73acAEZwsT27vV/nr45/QQTAeOz2M7azuDy5QQIzbFeTXzN7+rZ/frWkj+zNcACMAz0LzA76FRivi4k6e6ukWyRdY2YPSPp+SbeY2c0aBlzcJ+mbxjhGAJeAngVmB/0KTF46+XX3l+3w8JvGMJaZRo4vpsVe9WzPSj11oTmbM8v57Zdx+GQ/yfld32qul1vxttOc3zhSNM3l7KQ5wtn44lNvEWWaJnmn6ib1wSCuZznBirNgR1Y1r3/kHN4k79QGo+Wh7sZefsYWpTR/unkvLZyK37v5k/F9/p1TSVbv6eaQ4WptLVw2O+6Kxfg2LFteDOvVcrz8YLkX1xfj89Ug6Pk8Vzwsq+rFy+c5v3HdshjfZAXR8tm2k48RVcnpLHvtTfgLbwAAAGgNJr8AAABoDSa/AAAAaA0mvwAAAGgNJr8AAABoDSa/AAAAaA0mvwAAAGiNNOcXQDt1rdJTe0HObxUHLG6UcW7mxiA+/Qz6zevvJzm/ZZrzO956NRePr5qP910117xviq14v9lcvN/TnN9ekuPrVVwus+VHSOtNtp2GiiZj82K2rwdZKc2fbd5Hc6f74fLF6dWw7kGOryRVq0mWb7Tt5aWwbgcPxtu+Il5+cCAO0x0sJTm+i/GxNVhorqc5vnPJ+STLsk0O26wt0gDtpO1GCuDOxpa9tl227Gx3OgAAAHAJmPwCAACgNZj8AgAAoDWY/AIAAKA1mPwCAACgNZj8AgAAoDWY/AIAAKA1Lquc3+rhZ4X14mkfn9BIgNnXs4GumzvVWO97HD65nuT8rg+SHOB+8+lpsBVvu9xKMjmTnOAiWb6T1pP1BxnGw+03v3brx6GhNoizbC3N4U1CPass9DNbfRIKGm3fRrte40nGsI342vabVa7uavP721ndipdf2wjrVT/OiLZekE+9uBAvm+X4XnkgrA+uiNffPxifb/rL8bE1WEyyxeeba2mObzITS061aY6vZTm8o+T0ZkbddtKStsuW5covAAAAWoPJLwAAAFqDyS8AAABag8kvAAAAWoPJLwAAAFqDyS8AAABa47KKOiPKDNg7PSt1uHu2sb5RxdFBa1UcybVaxvW1fvP6t4IoMEna3Eyi0DaT2KLNsKzBZpwtVMSJUir6WdRaEBnVj7N9PInrsiTuS1kcWLy0lMS8KYtay6LQRmCWjn62uVT0g/2XRbl1476xA8thvSia33tfXgyXrQ7E9cGVQZaYpP6B+JzQX45fW38xPjbKOElNZRBnlpwq5dllyKw+apxYUs/ixML6iOvOTjhVcjppwpVfAAAAtAaTXwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALQGk18AAAC0BpNfAAAAtEaa82tmd0t6kaRH3f3Z9WOHJL1d0hFJ90m61d1PjW+YAC7WXvVs1yod7qw01je6cU7vShUHY67MxfWz88319YU4OLO/FJ/aqiSLtkzqg36S89sPy+qkyzdnkhZlctpOslyLUXN8s6xcS66pDAZxPRp/llGcycYe5NSOy55+xppUzTW/hmop7tl09QeWwnrVaz5uy6W4ZwcHkvpS/N70k/pgIX7vs3oSW64qaEuPI4bzpsuycsec41sM4hUUUUtnY0tfe3Ku3OVfq7iYTj8m6QUXPPZqSe9x92dJek/9bwDT4ZjoWWBWHBP9CkxUOvl19/dJevyCh18s6Z7663skvWSPxwVgl+hZYHbQr8Dk7fZnPNe6+0P11w9LunaPxgNgPOhZYHbQr8AYjXyDk7u7grs6zOx2MztuZsdPnDgx6uYAjCjq2e39evrxXf7RdAB75lI+Y/tbqxMcGTC7djv5fcTMni5J9f8fbXqiu9/l7kfd/ejhw4d3uTkAI7qont3er1cdyn5LA8CY7Ooztje3PLEBArNst5PfeyXdVn99m6R37c1wAIwJPQvMDvoVGKN08mtmb5X0h5I+08weMLNvkHSnpC83s49L+rL63wCmAD0LzA76FZi8NCHN3V/WUPrSPR4LgD2wVz3bkeuqYquxvtY5Fy6/0o1zfM+NkPO71o9DNze24szQ9cX4lo7BVpItmdTLpN5PcoCLQfN1CUtzfuNyJrsiYklWrnWS22W2khdfBfeal2O+Dz3LKB6DvfyM9Y5p62Dza/BiPly+SLJ2M1WvedvlwnhzeMv4pamcH1+Or6QwrzaJqh09pzdpi6xe9JMc3+aPAUlSJ2hpq+J1e3Y+KZMXX6TJ5DsvtqulAAAAgBnE5BcAAACtweQXAAAArcHkFwAAAK3B5BcAAACtweQXAAAArcHkFwAAAK2R5vwCaKeOSVcF3x6vFevh8oeSHODT3aV4+bnmepQBLEmrC3Fo59ZWfOort5JM0iwHuJ9kVw6S5YNcTqvisZmP97ReFMk1k04yvm6SAzzYfc6vlyOGHM+4qiNtXN28//tL8XtTDLJA2Wz7zU/IcnTLudFyeMsRc3o9+2vuo1wqzHJ8R8zpzXKCi0FST3J8u5vxBjpBPTqXSZIng8+OC9/l+8KVXwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALQGOb8AdlRIWrLm8MuDRT9c/qrOWljPcoBP9ZYba6fnFsNlV+bnw/r6Qi+sr23FoZ9lkuM7GCRZt2WSAxzUs5zfNFN01NN+kvNrQdarJGkzCVQNsnwtygCWZFnOr6c7Z6Z5V9q4pnn/Jy2bHpfp9oO3dtSc3SpuWXknfm/THN/RXroUHHpZTm/hSe53ktObrr8f75ssx7e7ntWbX3yxlfRkkZxLF+PzjSe54o2b3dVSAAAAwAxi8gsAAIDWYPILAACA1mDyCwAAgNZg8gsAAIDWYPILAACA1mDyCwAAgNYg5xfAjgqZ5q05XHPJ4vDJZdsK61d0NsL61d3Vxtqp3lK47NkkB3h1fi6sby3EoaD9rfi6QZYDXAyynN+glsRmyke7puEWfyx4kuNbdOPtF71439pm8OKDDOBhPdk5VVy3arZzgKuetHE4yFxNjsv02EpEey/N2S2SnN4s3nrES3mWvfVZXG3Q0+m6E9n7kuUAd+JTsbob8QB7q/EAuueaA6SLrbhns5xeK+PzUdXbXUAzV34BAADQGkx+AQAA0BpMfgEAANAaTH4BAADQGkx+AQAA0BpMfgEAANAaTH4BAADQGiPl/JrZfZJWJJWSBu5+dC8GBWA8LqVnTaaeNYdzLlj8vXOWA7xkm2H9YNGcA3xFN84IvmJuPayvzM+H9Y1+fGos+3FoaZnl+KY5v0FmaJUs61moaHLNI4vNTBbvJDnAnuYAN+eCWj/ODLVBEohaJvsmyQGetEv+jO1Wsqc291XZj/e9B8fd8AlxObS7ONaLXz7N6U2Oy+S1Zz0bHTlRP0t5DnCU+y1JRT9eQWczrnfX4uO+dzYOCu6cbT7mbKs5A3i48mQaagthuTiYBUjvbC/+yMWXuPtje7AeAJNBzwKzg34F9hi3PQAAAKA1Rp38uqTfMrMPmtntOz3BzG43s+NmdvzEiRMjbg7AiMKefUK/nkx+1gZg3C7pM7Zcaf6T4AD+1qi3PTzf3R80s6dKereZ/YW7v2/7E9z9Lkl3SdLRo0dn+w+nA7Mv7Nkn9OvnLNCvwP66pM/Y+c+4np4FLsJIV37d/cH6/49K+hVJz92LQQEYD3oWmB30KzAeu578mtmymR08/7Wkr5D0kb0aGIC9Rc8Cs4N+BcZnlNserpX0K2Z2fj1vcfff2JNRARgHehaYHfQrMCa7nvy6+19J+pw9HAuAMdrrni0szq6cS8IpF4o4/3G5aM6OPNiJc34PdONcyuVeXF+dmwvrW/PxqXNz1BzgMvihXJrzO2IgapLf7EWSd9qN653NJOd3q7ke1STJkhzfIskB9inK+d1Nv/a6pa675nRjfWMQH7f9QXLcJseWB/WoNqyHZVVV/N6XSZZuVcavrcoykJPjVtH6R23JLOc3Pp2puxFvoLcaZ7J3z8TnWztzrrHm/fg8b0uLYb1Yis/F2b5pXO/uFgMAAABmD5NfAAAAtAaTXwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALTGqH/eGJhpX7n09WH9N9fePKGRTB+Xq/TdRz9l31nPKc6o6QUZNktJts9ypzkmTZIOdON6FnW2PtcL64MkCq3sx9lHURSaJW9JHnWWRE5ZHIuURZ15kURGdeL1d4LEqKoXb7voJ2PvxzvPyumJOtuNxW5fzz70UGP93CA+rjfK+LjeKuPjeqtqfvP6QU2S+kkU2WZW72fxg0nd4teeRampiI69JJ4wOeySVEh1tuLjvrseb6BzLj6fRlFmklSdao7XyzLsrBfv9+x0lkUrNuHKLwAAAFqDyS8AAABag8kvAAAAWoPJL9Sm2B8AAAgTSURBVAAAAFqDyS8AAABag8kvAAAAWoPJLwAAAFqDnF+0WptzfDMuaRBk8faTDOBRE1N7NthVTZKWOnFu5WInDs5c7Cb1ubi+lWSKVgtxNmVVNdfLKrlmEcdq5sGZSSapRswBTuJeVXWaX18ny/HtxvU0J3gw29eDlostfe6B+xrrK9VCuPy5Mq6vlXFO8FrVXF9PMoRXB/Nh/Vw/rq8k9bMb8WvzpC82+smxUSQHdiDN+R0kOb6bWc5vfL4sVjbCup9dCevV6mpjzebj90XdeL9Vc3G9nCfnFwAAAAgx+QUAAEBrMPkFAABAazD5BQAAQGsw+QUAAEBrMPkFAABAazD5BQAAQGuQ8wtgR5Vca1Vznu2Gx9mSWx5/b11mebKBIsma7VlzPrGU5/wuZPVunJu53ovr5Vy8b/pB3mxVxvvNgoxgSSqT9y3L+XVL6lkMcVbvNK+/SnJ8O0k9y0v1JEd42i0Vm/q8xfsa66eTnN8sB3ilXAzrZ6vm+plk2VP95bB+urcU1h/bjJevkhzfrUGcJ7uVHFtlEdSTwyrL+U1izVUkx22R5Pza+mZYLzfjerjtpfh9qw7E9f7BOB96a5mcXwAAACDE5BcAAACtweQXAAAArcHkFwAAAK3B5BcAAACtweQXAAAArcHkFwAAAK0xUs6vmb1A0uskdST9nLvfuSejAi7Bc+74ibD+Jz/zHRMayfS7lJ6t3LXizQGUG0lu5qbHuZl9j08/1QjfmxdJsGa3iHOA55L6fCfOzZxPcn77SaZolAOc5fyWSWZoHrSbLJ/FaiZ1L7Kc4OYBFEEGsCQlh5yKfrx80ZmunN9L/YxdskKfPdec1XumWg+3t1KdC+tnqngHnwxyfh8vD4TLPtq5Iq7343pmq4zPN+v9OE92fSOulxbUs54ZMQc4y6+27KSQZH9bN953xfx887JXXxku2786zn/eujL5HLliwjm/ZtaR9HpJL5R0k6SXmdlNu10fgPGiZ4HZQb8C4zPKbQ/PlfQJd/8rd9+S9DZJL96bYQEYA3oWmB30KzAmo0x+r5f0yW3/fqB+DMB0omeB2UG/AmMy9l94M7Pbzey4mR0/ceLEuDcHYATb+/Xk49nNowD22xM+Y0/G96oDGBpl8vugpBu3/fuG+rEncPe73P2oux89fPjwCJsDMKK0Z7f361MOEQYD7KNL/4x9SvIbfwAkjTb5/WNJzzKzTzezOUkvlXTv3gwLwBjQs8DsoF+BMdl11Jm7D8zsWyT9poYxLHe7+5/v2cgA7Cl6Fpgd9CswPuZJvtuebszshKT7tz10jaTHJjaASzPNY5Ome3yM7eJ9mrtP5f1AM9av0nSPj7Ht3jSNb2r7VZq5nmVsuzfN45u2se3YsxOd/D5p42bH3f3ovg0gMM1jk6Z7fIzt8jTt+26ax8fYdm/axzfNpnnfMbbdm+bxTfPYtuM3WgAAANAaTH4BAADQGvs9+b1rn7cfmeaxSdM9PsZ2eZr2fTfN42Nsuzft45tm07zvGNvuTfP4pnlsn7Kv9/wCAAAAk7TfV34BAACAidmXya+ZvcDMPmZmnzCzV+/HGCJmdp+Z/ZmZfdjMju/zWO42s0fN7CPbHjtkZu82s4/X/796ysb3A2b2YL3/PmxmX7VPY7vRzH7HzP6Pmf25mX1b/fjU7L9ZMc09O039Wo9nanuWfm2Hae5Xabp6ln4daXwz27MTn/yaWUfS6yW9UNJNkl5mZjdNehwX4Uvc/eYpiOw4JukFFzz2aknvcfdnSXpP/e/9ckxPHp8k/WS9/25291+f8JjOG0h6lbvfJOl5kl5ZH2vTtP+m3oz07LT0qzTdPXtM9OtlbUb6VZqenj0m+nW3ZrZn9+PK73MlfcLd/8rdtyS9TdKL92EcM8Hd3yfp8QsefrGke+qv75H0kokOapuG8U0Fd3/I3T9Uf70i6aOSrtcU7b8ZQc9egmnuWfq1FejXS0C/7t4s9+x+TH6vl/TJbf9+oH5smrik3zKzD5rZ7fs9mB1c6+4P1V8/LOna/RxMg28xsz+tf2yz7z/yMLMjkp4j6QOajf03Taa9Z6e9X6XpP+bo18vHtPerNP09O+3H3FT1qzR7PcsvvO3s+e7+DzT8sdErzeyL93tATXwY1zFtkR1vkPRMSTdLekjSj+/nYMzsgKRflvTt7n52e21K9x8uzcz0qzSVxxz9ikmbmZ6dwmNuqvpVms2e3Y/J74OSbtz27xvqx6aGuz9Y//9RSb+i4Y+RpskjZvZ0Sar//+g+j+cJ3P0Rdy/dvZL0Ru3j/jOznoZN+Qvu/s764anef1Noqnt2BvpVmuJjjn697Ex1v0oz0bNTe8xNU79Ks9uz+zH5/WNJzzKzTzezOUkvlXTvPoxjR2a2bGYHz38t6SskfSReauLulXRb/fVtkt61j2N5kvMHfe2rtU/7z8xM0pskfdTdf2Jbaar33xSa2p6dkX6VpviYo18vO1Pbr9LM9OzUHnPT0q/1WGa2Z/flj1zU0Rw/Jakj6W53/5GJD6KBmX2Ght+JSlJX0lv2c3xm9lZJt0i6RtIjkr5f0q9KeoekZ0i6X9Kt7r4vN8U3jO8WDX8k45Luk/RN2+7/meTYni/p9yT9maSqfvg1Gt6TNBX7b1ZMa89OW79K092z9Gs7TGu/StPXs/TrSOOb2Z7lL7wBAACgNfiFNwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALQGk18AAAC0xv8HUjfXtpKnXMAAAAAASUVORK5CYII=\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1145,10 +1299,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 3\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3dfZRkd13n8c+3qvppeiYkccYQksAAIho9GjSLoOjBFQRd3KArEUQ3qGtkhaMeQZdFfMQHlhUVD6waJGciyDMoOcoRs1lZZEVkgiBPalg2IYnJzCQz3fPU010P3/2j7mBl0vf77a7qqro19/06Jyc99a1761e37/feX9++/SlzdwEAAAB10Jj2AAAAAIBJYfILAACA2mDyCwAAgNpg8gsAAIDaYPILAACA2mDyCwAAgNpg8gsAM8jMDpjZrxZff7OZ/dOQ6/l9M/v5nR0dgO0ws5eb2R9Oexx1weR3hpnZHWb2tDG/xi+Z2ZvH+RpAVZjZc83sI2Z2yswOF1//uJlZUT9gZhtmdtLMjprZLWb2FdMet7v/tbs/Pnuemb3AzD50zrIvdPdXjm90wGSYmZvZl53z2FTOYWb2ATP7T1t9vrv/urtv6fmcl0fH5BcAJJnZSyS9VtJ/l/RwSZdIeqGkb5I0P/DUV7v7bkmXSzos6cAOvHZr1HUAmD7rY25VcXyDzgNnr+aY2W+a2TEz+39m9h0D9Q+Y2W+Y2d+Z2XEze6+ZXVzUnmpmd5+zvjvM7Glm9kxJL5f0fcWVrk9M9p0Bk2FmD5P0K5J+3N3f5e4nvO/v3f357r5+7jLuflrSWyR9dck6DxS3FNxiZifM7H+b2aMG6m5mLzKz2yXdXjz2LDP7uJmtmNnfmNnXDDz/CWb2sWJdb5e0OFB7UB+b2RVm9h4zO2JmD5jZ68zsKyX9vqQnF/28MjDOXx1Y9kfN7HPFle2bzewR54z5hWZ2ezHG15+9Kg5U3dk+MbOXFL/ZudfMfmigvmRmrzGzO81stTivLhW1JxU9uWJmnzCzpw4s9wEz+zUz+z+STkt6k6RvlvS6otdeVzzvtWZ2V3Eevs3MvnlgHV+8mmtm+4teu87MvmBm95vZzxW1h5yXzew5ZnbbOe/1p83svWPalDOPye/54xsk/ZOkvZJeLemN55yU/qOkH5Z0qaSOpN/NVujufyHp1yW93d13u/vX7viogWp4sqQFSVs+WZjZbknPl/T3wdOeL+mV6vflxyX98Tn1Z6vfu1ea2RMk3SjpxyR9iaQ/kHSzmS2Y2bykP1X/pHqxpHdK+g8l42pK+jNJd0raL+kySW9z98+qfyX7w0U/X7jJsv9W0m9Iulb9Y8Wdkt52ztOeJenfSPqa4nnPCN4/UDUPl/Qw9fviRyS93swuKmq/KenrJX2j+n32s5J6ZnaZpD+X9KvF4y+V9G4z2zew3h+UdL2kPZJeIOmvJb246LUXF8/5qKSrinW8RdI7zWxR5Z4i6fGSvk3SL5jZV5acl2+W9OjiB9zB8fzRtrZMjTD5PX/c6e5vcPeupJvUP3FdMlB/k7t/yt1PSfp5SdcWJ0kA/cnp/e7eOfvAwFWeNTP7loHnvrS4avo5SbvVP9GV+XN3/2Bx5fjn1L/qesVA/Tfc/ai7r6l/4vwDd/+Iu3fd/SZJ65KeVPw3J+l33L3t7u9S/0S6mSdKeoSkn3H3U+5+xt0/VPLccz1f0o3u/rFizP+1GPP+gee8yt1X3P0Lkv5K/ZM5MCvakn6l6KP3STop6fHWv1XhhyX9pLvfU/Tg3xR98AOS3ufu73P3nrvfIumgpO8cWO8Bd/+0u3fcvb3ZC7v7m939geI5r1H/B+7oXv1fdvc1d/+EpE9I2vQCVDHGtxfjlJl9lfo/+P7ZVjdK3TD5PX/cd/aL4texUv/EfNZdA1/fqf6JdO8ExgXMggck7bWBe2/d/RuLq6MP6MHHyt909wvd/eHu/u/d/f8G6/1i37n7SUlH1Z+YPqQu6VGSXlJMuFeKCfYVxfMfIeked/eB599Z8ppXqP/DcKekHnnE4HqLMT+g/lWys+4b+Pq0HnycAaapq/65bdCc+hPesx44pzfO7sN71b+VaLN+fpSk55zTm09R/yLTWXdtstyDmNlLzeyzxS0VK+pfgY7Ow9vptZskfX/xG98flPSOzW7XQh+T3/oYvNr0SPUPBvdLOiVp19lCcTV48Fc5gydb4Hz1YfWvsl6zw+v9Yt8Vt0lcLOlfBuqD/XWXpF8rJtZn/9vl7m+VdK+ky865lemRJa95l6RH2uZ/RJf187+of6I/O+Zl9W/BuCdZDqiCL6h/xXPQo1X+g+Kg+yWdkfTYTWp3qf/b08HeXHb3Vw0859zeetC/i/t7f1b9W4UuKn6wXpU0zD3zD+ljd/9bSRvq32v8/erfIoUSTH7r4wfM7Eoz26X+H/a8q7hF4p8lLZrZvzOzOUmvUP9XMWcdkrTf+OtVnMfcfUXSL0v6H2b2vWa2x8waZnaVpOURVv2dZvaU4p7dV0r6W3cvu0L0BkkvNLNvsL7loi/3qD8570j6CTObM7PvUf/2hs38nfqT5VcV61g0s28qaockXV6MZzNvlfRDZnaVmS2of2/hR9z9ju2+cWAK3i7pFWZ2edG/T5P0XZLelS3o7j3177n/LTN7hJk1zezJRR+8WdJ3mdkziscXiz+euzxY5SFJjxn49x71e/iIpJaZ/YKkC4Z7m6Xn5T+S9DpJ7W3c6lRLTGjq403qRzLdp/6vdn5Cktx9VdKPS/pD9a/unJI0mP7wzuL/D5jZxyY1WGDS3P3Vkn5a/aszh4r//kDSf5H0N0Ou9i2SflH92x2+XsU9eSWvf1DSj6p/8jqm/j3FLyhqG5K+p/j3UUnfJ+k9Jevpqn/C/zL1r4TdXTxfkv6XpE9Lus/M7t9k2f+p/t8EvFv9CfRjJT13y+8WmK5fUb9XP6R+D71a0vPd/VNbXP6lkj6p/v30RyX9N0mN4gfWa9RPWTii/pXgn1E8h3qtpO+1fgLT70p6v6S/UP+C053qX2VOb5UoUXZefpP66TNkACfswbeQ4XxkZh+Q9GZ359NjgAkxswOS7nb3V0x7LADOf0Us22FJX+fut097PFXGlV8AAIDZ958lfZSJb45PFQIAAJhhZnaH+n889+wpD2UmcNsDAAAAaoPbHgAAAFAbTH4BAABQGxO953fv3r2+f//+Sb4kUGm33Xbb/e6+L3/m5M03Fn2pEXygUBb9bEl2eyOpB8v7CMv263HZR1w+X3+yfLSCYSLxd1J6p1z8BBvlTrts2aSebrrkNsATJ/+lsv0qSXsvbvr+K879gLN/dSLZPie6i2H9ZGchrK+3gylFJz5eNDb9QOB/ZcnnFTa6yfK95M1n+9YoPZ0cT9LjwZh7Pu3JZNtZL6qNdmttdiz2Vlw/dezuTXt2opPf/fv36+DBg5N8SaDSzGwrnzw0FUuN3Xry7uADzxbiE6EtlH2OQp8vxnUFy/fm40NXbzGu+3x8Iu7OxfVeUvdmdsAOy+Hk3qf8+7roRNevJyfKbJLSLV8+qklSo5O9drJ8O35zt37oFZXtV0naf8Wc/u79V5TWP3gmXv7WE18V1v/2/keH9c8fKv+k3t6heGK9eDjesRcfiL93iytxfe5UvONl+2XWd7358p7tLGTHk2TdyfEkmxxn763Zjrdd60zcF8218nrrTPLiSU/2Fpphff2i+GD64Xf+zKY9y20PAAAAqA0mvwAAAKgNJr8AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACojYlGnQGYIT2Xb2yUli3J2s2yeK2ZxIU1yuuWRP802nG9l4yt0UiyKZN6L8vl7I6Q+znqJ9JnY6vxJ97n+cvVdsZ7+uf2qdL6Z858ebj87Se/NKzfe2JPWO+slscTLq7E/b5wLN7xdt0fx20tHI2Dglsny49lkmSdeP0+F0dudYN4xdZSsmwWhZZk2WY93UiizBob8XtvnYpDllsn1ktrdirO17NOHIXmS0mkZjfeJ8tw5RcAAAC1weQXAAAAtcHkFwAAALXB5BcAAAC1weQXAAAAtcHkFwAAALXB5BcAAAC1Qc4vEHh64zlh/ZbeOyc0kslzubwT5Du24+xKa8Z1deLDjzWD/MdOvG5vxrmW1o1zLa2TZBQnOb95BnJYlvWi9Y+W+ZnF+Fr2hGnmAFuWj5x8X7Ic3/QJ1XbGW/rMxiWl9X9cuzRc/gsnLgrrJ1eXwnprtbwv51fDRbW4En/vshzf+SPl+caSZCdPxwNI+EJ5hrEkqbMYLDwXL9tLjqVz2QEjLjc68bZtrsdZu821eNuHWb4n4u9LeI6RZJ6M/Uy8T5bhyi8AAABqg8kvAAAAaoPJLwAAAGqDyS8AAABqg8kvAAAAaoPJLwAAAGqDyS8AAABqg5zfiqhznmyV1Xq7u+TdKGs3yWfsJoeXaN2S1AuyeLOc3mhZSeomP/e3krzYMIdXUpJNacnwwrzZJMvWk6zaNMd32sYYtZtumyS/uerWevP6zNplpfXPn9wbLn//8eX4BVbjvNr51fLtO7+a5PiuxMeDuWNrYd1WToR1PxXnzSrJJU8joufLt431kkzzMe92nmV/Z/nWjeR4OVf+/mw+yUeei/cpX1wI672FJE++BFd+AQAAUBtMfgEAAFAbTH4BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG0x+AQAAUBtpzq+ZXSHpjyRdIskl3eDurzWziyW9XdJ+SXdIutbdj41vqOe3WufJYsfseL9GebVZ1m1S9ywLN8ryTXN8R8zhHW3xkZfXKLmf2bJjzNEdtyyv1BrJE7J9Mss7HYOd7NkzvZb+8dQlpfW7Vx8WjmV9dTGszx+Pr5fNB1G7C8fjnp1b3QjrjdU4p7d3PMn53UjWv2tXWA+ztyWpVb5tvBlvt95cXPdW/NqeRd0mjeNZ32QxwMF7byzGOb+WHAy7y/Hy6xfGOcFltnLltyPpJe5+paQnSXqRmV0p6WWSbnX3x0m6tfg3gOmiX4HZQs8CE5ZOft39Xnf/WPH1CUmflXSZpGsk3VQ87SZJzx7XIAFsDf0KzBZ6Fpi8bd3za2b7JT1B0kckXeLu9xal+9T/lc1my1xvZgfN7OCRI0dGGCqA7Ri1X9tan8g4AfSN2rNnVs5MZJzArNvy5NfMdkt6t6SfcvfjgzXv37y36Y0b7n6Du1/t7lfv27dvpMEC2Jqd6Nc5xZ+pDmDn7ETPLl4Y37MLoG9Lk18zm1O/Kf/Y3d9TPHzIzC4t6pdKOjyeIQLYDvoVmC30LDBZ6eTXzEzSGyV91t1/a6B0s6Triq+vk/TenR8egO2gX4HZQs8Ck5dGnUn6Jkk/KOmTZvbx4rGXS3qVpHeY2Y9IulPSteMZIoBtmFy/ZvE4VV9/JM0iS2QxcM0R3tuoUWZ1jkLL3tt03vuO9ex6t6U7jn9JaX11NY7zaq7GmVnzq/EGml8t37kWVjrhsq3VtbDuJ07G9TPJ3yhkx5NWPB3yhThyq7dYvnx3Kd6u3cV4bN35JCotizpLNJI73LqL8es3N8oHYJ0kiixpys5S/NrrFwz3cRXp5NfdP6TyQ8K3DfWqAMaCfgVmCz0LTB6f8AYAAIDaYPILAACA2mDyCwAAgNpg8gsAAIDaYPILAACA2mDyCwAAgNrYSs4vgLpqBPmNzSRcMqlbFroa1RvJz+3Zj/WjvLaU58FOM6M4M+Whefa9CcJ6zUbLX05zgEda+/R1uk0dWtlTWveVOKt2YSX+5iysxNt/caVbWptbjXN47fipsN47dTqse7f8tSWpsRhnHNuu+KOhu7viMNzOrvI8286ueLu2kyzb7ny8Z/aymVy23/eSejdeQaMT9Gyy7ux40EkykNt7hutarvwCAACgNpj8AgAAoDaY/AIAAKA2mPwCAACgNpj8AgAAoDaY/AIAAKA2mPwCAACgNsj5BbApM1Njvjy70oKaJCmrz8V1bwU5wVFNkicZw96MsyE9yen1JAc4y5PNc4iHrNVdls+sOKc2+75WnXdNGyvlebQLx7Ic33j9CytxaOv8sY3SWmMlzvH14yfCem+jHdZtLp7O2K6l+PWX43p3OT5edYOs3s5ivN07S/F+140jhtVrjTfAOs8BHn7d2bE2e+/t3cO9Lld+AQAAUBtMfgEAAFAbTH4BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG0x+AQAAUBvk/ALYXKMhWwqyL5McX5ufD+u+MHxOsM8lOb5z8c/1vVZc9yQ3M62PmiMcvL00Y3jMlzTyJN34GeZx1u5YJdtd0xzbTuiYWivlp/X5lfj9LxyLA10Xj3bC+tzR0+XFlePhsr3TwbJb0FhaDOu2vCusd5fjQNnOcjxdau8qb7x2kuPbWYzrvTTnN66PekywrC3SYPNg0fhQrm58GlFnebie5covAAAAaoPJLwAAAGqDyS8AAABqg8kvAAAAaoPJLwAAAGqDyS8AAABqg8kvAAAAaiPN+TWzGyU9S9Jhd//q4rFfkvSjko4UT3u5u79vXIOcBU9vXhvWb+m+Y0IjQd3tWM82GnE25lx8+PCsnuQER1m+vhCHQ2Y5vr35ZPm5EXN803pYDnOA00jN4SM3tyRL1UwzQUcZfxbTm9THvGmGspPn2EY3zvJdWIm/OYvHumF97uiZsG7HyrN8u6snwmW9E2cINxazHN/lsN7bHS/fWY6PR51dcdN2lsqPOd34pfN6kvObH0/ieibt6RGkOb8L8Yt3l+Js6jJb2SQHJD1zk8d/292vKv6r9cQXqJgDomeBWXFA9CswUenk190/KOnoBMYCYAfQs8DsoF+ByRvlYviLzewfzOxGM7tox0YEYFzoWWB20K/AmAw7+f09SY+VdJWkeyW9puyJZna9mR00s4NHjhwpexqA8dpSzw7260ZvbZLjA/CvhjrHdk6fmtT4gJk21OTX3Q+5e9fde5LeIOmJwXNvcPer3f3qffv2DTtOACPYas8O9ut8Y2mygwQgafhzbGtX/EdfAPqGmvya2aUD//xuSZ/ameEAGAd6Fpgd9CswXluJOnurpKdK2mtmd0v6RUlPNbOr1E+9uUPSj41xjAC2gZ4FZgf9CkxeOvl19+dt8vAbxzCWmUaOL6pix3q22ZDvKc/5jXJ4d6IeZfX6XJLjm9VHzelNjpxRTm+/niwfZt2OO8g3ztVMXz17whgzQzPTzkjezE6eY60nzQdxugvH40zU+ZWNsN5cORnWe8fLX9zb8bqtFTeV7Y5v6fDl+Dat7u44LLeznOX4xjtHJ8jq7S7Ey2Y5vr04gljeipsq3e9HFOUAZ6+d5fz25pL3ltTL8AlvAAAAqA0mvwAAAKgNJr8AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACoDSa/AAAAqI005xdAPXmzoe7DyrMzvTla1m6WpRstn2ZDtkbM8c1yeMeZ4ztmUSanpHxwvWQFaZZu8oRG+fotjqmtPetKcyfLt9/88W64fGv1TFj3E0nO71qwfPJ9b+wqzxSXJNuzO6x3L4hzfju747Dc9q64aTuLSVZvUB81xzfNuk2Oh6Nmb2fHjDAaPHvt9FibLD/ksZQrvwAAAKgNJr8AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACoDSa/AAAAqA0mvwAAAKiN8yrn9xl7XhDW33/iwETGAZwPvGnauLA8oHKaWbu9kXN6s3oSHjnFnN48kzN5QpKVm2bpZjm9aZDw9GRDq/DQt8R6Umut/E20TnXi5U/HOb+99Y14+aBvbCHJ8b1gT/zaF8TLd/bMh/X2cnzASnN+l5Kc3yDLN8vx9daIOb7jvoyZZoOPsGx2OBlTtjdXfgEAAFAbTH4BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG0x+AQAAUBvnVdQZUWbAzvGWaf3C8oydXhK/k8WFjRJHli076o/1PuYoszRSK4j3SeO6uvHgs6SyRppNlMjGN8ZtO+tRZSNzV2u9fOdprMdRZ2on9YQtlOd9NfbsDpf1C5bDemdPkCUmqb07ns60l+Mdr7MUltVdTOpB0lpvPt4xe8lMLD3eJbKWy+LErJstH7xC0pOeRZkl773XHu6AwpVfAAAA1AaTXwAAANQGk18AAADUBpNfAAAA1AaTXwAAANQGk18AAADUBpNfAAAA1Eaa82tmN0p6lqTD7v7VxWMXS3q7pP2S7pB0rbsfG98wAWzVTvVsrymduag8Q3GcOb6S4nDKMefwplG3WZZtVk9zNctXkGZuZjm+yfK9ZOM2PH5zlgb5TjGMt5eFjk5mGIN28hxrLjXawb7TSXa87HvbSqYM83Plq94T5/h2L4iDdNt7ytctSe3l+IDSWYr3y25WD3J8JakX5fyOmuM7aktlx5tO0vNJ/LMF9exYmL13S0LXe63x5fwekPTMcx57maRb3f1xkm4t/g2gGg6IngVmxQHRr8BEpZNfd/+gpKPnPHyNpJuKr2+S9OwdHheAIdGzwOygX4HJG/ae30vc/d7i6/skXbJD4wEwHvQsMDvoV2CMRv6DN3d3BXecmNn1ZnbQzA4eOXJk1JcDMKKoZwf7tbN2asIjA3Cu7Zxj2xv0LLAVw05+D5nZpZJU/P9w2RPd/QZ3v9rdr963b9+QLwdgRFvq2cF+bS3Ff6ACYGyGOsfOzdOzwFYMO/m9WdJ1xdfXSXrvzgwHwJjQs8DsoF+BMUonv2b2VkkflvR4M7vbzH5E0qskPd3Mbpf0tOLfACqAngVmB/0KTF6a8+vuzyspfdsOjwXADtipnvWmtB7l/GbxilnO7xizerNsyTSnN8nFzJbPsnTTrN4gdzNbd5TzKqWRn2qMmMupZHwjSb+vSU5tms88+aDfHT3HuuJvcPb+GvE31xaSsNul8qze3nKc49vZFef4dnbFY2snOb2dxSTHdyEshzm+kuSt8m2b9kxWHzFXPMvpbbTjenNj+OWzY122bbpZLnlzfDm/AAAAwHmByS8AAABqg8kvAAAAaoPJLwAAAGqDyS8AAABqg8kvAAAAaoPJLwAAAGojzfkFUE+9lrR+URAgmQXCJrKc3zC7Ms3pTVaehN1mOb9ZbmYvyOndyvKNZlBMMjml5LWTrFfPgoCTTTtqfnO47UfMO833m8nn/O608D2kOb/JN28uzuL1xfIw3G6S49tdiq/FpTm9cYxwnuMbD0+9uSQ/O+rZES8zpvnU2fFkI952zfV4+eaZpL5ePsDsWJfl/Dba8dg922fL1jvUUgAAAMAMYvILAACA2mDyCwAAgNpg8gsAAIDaYPILAACA2mDyCwAAgNpg8gsAAIDaIOcXwOaaru7FQajsiHmuqSjvNc3xjevWTZbPcnqTrN2s7lk9yeWMF47L1k0Wz+o2SkDzFgSLp3mn3fgJaY5vlnFcdZ5sgzTDOfnetuLrZT5XHnbbm4+CcKXuQrzu7nw8tt5cVg/L6iWzIc9mS8Hw00zzLHc86cksC7e5ES/fWkvqp+O+aa2V15vtJFc8yeltL4Vl9Vrk/AIAAAAhJr8AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACoDSa/AAAAqA0mvwAAAKgNcn4BbKrR6mn3xadL65aErnoSbpnVe0FWb7ebZIIm9V47ySvdSDJJk1xN30jWn2RbhmG3WWhomhmaZBh3sjDduDxWnoxt3DnAMyDKjLVesnN0k3or7gs1yvd7byb9nuS1Zjm7aU5vMnRvJsezePGwLdN86qxnR8wdb2Y5vqfiAc6fjAc4F9SbG/Gy2X5h3dHyoctw5RcAAAC1weQXAAAAtcHkFwAAALXB5BcAAAC1weQXAAAAtcHkFwAAALXB5BcAAAC1MVLOr5ndIemEpK6kjrtfvRODAjAe2+nZ+WZXV1y4MvRr9ZI82q7HP3u3g3zH9ST7cb0dH9qy+sb6XFjvJjnAvfSyQvwEC7Zdlgnq3aSeZIIm35Y0ZjiVZp6WP2HUnN60nuXcTth2z7Hmrkb0Htqd+AU7Sb05/PWybL9J69l+OWJ91PzqMF852+eTzd7YiOutM0l9bbQc34Vj8QDnjpcPsLERH5B8Lj6Wui2E9Y3dw+2TO/EhF9/q7vfvwHoATAY9C8wO+hXYYdz2AAAAgNoYdfLrkv7SzG4zs+s3e4KZXW9mB83s4JEjR0Z8OQAjCnt2sF83VpPPxAQwbts6x260T014eMBsGvW2h6e4+z1m9qWSbjGzf3T3Dw4+wd1vkHSDJF199dWz/8HpwGwLe3awXx/2+EvoV2C6tnWOvWDPZfQssAUjXfl193uK/x+W9CeSnrgTgwIwHvQsMDvoV2A8hp78mtmyme05+7Wkb5f0qZ0aGICdRc8Cs4N+BcZnlNseLpH0J2Z2dj1vcfe/2JFRARgHehaYHfQrMCZDT37d/fOSvnYHxwJgjLbbs4vNtr78gsOl9SzHt5cEa6734sPPWrc8a/d0J87hPdWOsyFPtufjejPOvVxrxK+fxHYqiZuVdcu3XZoJ2oi/Lx7Hao49DzUVbJss4zjLAc42vHWqk/M77DnWOkFOcpLz6+04BNqa2c4zwi3HI+YAj3u/TFcf7bdZz7bjtTeTnN9mkuM7dyrJ+T0eZ/HOH4uDhJvHgj+0zPa53UvxupfjY20j6/my5YZaCgAAAJhBTH4BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG0x+AQAAUBujfrwxMNOe3nhOWL+l984JjaR6FhttfcXSvUMv3/b48HK6F8eNRfXVThyPc3RjV1hfSOpNG+1TYteSXKZ2N4mJ65TXLYlFShLk1EguebhloU7Jtsli3LK4saCeLtuNo8oaWZTZkLFJleGK49w6caSVOkkmVzdZfpSos1Fl+102tCzlLmmLKIavEfSztIUoszhpTHOn4/r8ifjNza/GA2gePRnW/YFj5bVkn2i0kvi8RK85XMYdV34BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQGzOV89u773FhvfHw2yc0Epwv6pzjm1lstHXl4j2l9Z7HPzuf8bmwfqq3ENZP9BZLa0ebu8NldzXi3Mq5KJRzC7pJjm+3F2+bbieu9zbK657FYmaXNIaLxdwx2TwcIBQAAAeGSURBVKaP8lgtyeHNcoCV5PxalmM7C6LvbzPZOSypZyHRUUZ0Y8o7Xpo/PVq+dbS8teM1J4crtc7Er91ai/fruVNxfnNzdS2s+7GVsN49fry01lgsP45Lkic5v92F5Fgar74UV34BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQGzOV80uOLzA5C+rqMa2TpfUsKfdMkoV7ohfnAK/0lkpri0lwZiMJk+0mP/e3kwzj9U586Fxrxe9tvRnXe83yXE8PapKUDF2e5a2OGMca5fRKeRavdcrr+bKj5fhmy1dew9RbKM9N9cU4Wzvbvr4Q77c+X94XvVa8Y/WS/Opx77eZLAfYgl2rEcfsqpHkADfX43qWA9w8Fb+AnT4T1rtrcT1c9/KusN67oPw4L0ntPfGO0d493DeeK78AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACojZFyfs3smZJeK6kp6Q/d/VU7MipgG57eem5Yv6XztgmNpPq207Pz1tTlrd2l6+p6nIm65hth/YTF9V1WHo7ZVBImm2h7nB251o3zTE/OxXmpx5P66VacN9tpBofmLMd3zHmn2abPsmJHWd66SY5vlvOb5fh24u/LpG33HNtrShsPK993GuvL4es1l+bDus8lmasXlC/fWYp33O5CkgMct6R6yWwmafk8oDpprGjxJHY8zAju14fPxu4vnwwgy8+ej/eLxq4gy3fvxeGy63vjnN8zFyWZ6xcOdy4Y+sqvmTUlvV7Sd0i6UtLzzOzKYdcHYLzoWWB20K/A+Ixy28MTJX3O3T/v7huS3ibpmp0ZFoAxoGeB2UG/AmMyyuT3Mkl3Dfz77uIxANVEzwKzg34FxmTsf/BmZteb2UEzO3jkyJFxvxyAETyoXx+o1v2PAB5qsGc766emPRxgJowy+b1H0hUD/768eOxB3P0Gd7/a3a/et2/fCC8HYERpzz6oX78k+wsRAGO07XNsayH+gzYAfaNMfj8q6XFm9mgzm5f0XEk378ywAIwBPQvMDvoVGJOho87cvWNmL5b0fvVjWG5090/v2MgA7Ch6Fpgd9CswPuY+Wl7mtl7M7IikOwce2ivp/okNYHuqPDap2uNjbFv3KHev5P1AM9avUrXHx9iGV6XxVbZfpZnrWcY2vCqPr2pj27RnJzr5fciLmx1096unNoBAlccmVXt8jO38VPVtV+XxMbbhVX18VVblbcfYhlfl8VV5bIP4eGMAAADUBpNfAAAA1Ma0J783TPn1I1Uem1Tt8TG281PVt12Vx8fYhlf18VVZlbcdYxtelcdX5bF90VTv+QUAAAAmadpXfgEAAICJmcrk18yeaWb/ZGafM7OXTWMMETO7w8w+aWYfN7ODUx7LjWZ22Mw+NfDYxWZ2i5ndXvz/ooqN75fM7J5i+33czL5zSmO7wsz+ysw+Y2afNrOfLB6vzPabFVXu2Sr1azGeyvYs/VoPVe5XqVo9S7+ONL6Z7dmJT37NrCnp9ZK+Q9KVkp5nZldOehxb8K3uflUFIjsOSHrmOY+9TNKt7v44SbcW/56WA3ro+CTpt4vtd5W7v2/CYzqrI+kl7n6lpCdJelGxr1Vp+1XejPRsVfpVqnbPHhD9el6bkX6VqtOzB0S/Dmtme3YaV36fKOlz7v55d9+Q9DZJ10xhHDPB3T8o6eg5D18j6abi65skPXuigxpQMr5KcPd73f1jxdcnJH1W0mWq0PabEfTsNlS5Z+nXWqBft4F+Hd4s9+w0Jr+XSbpr4N93F49ViUv6SzO7zcyun/ZgNnGJu99bfH2fpEumOZgSLzazfyh+bTP1X3mY2X5JT5D0Ec3G9quSqvds1ftVqv4+R7+eP6rer1L1e7bq+1yl+lWavZ7lD9429xR3/zr1f230IjP7lmkPqIz34zqqFtnxe5IeK+kqSfdKes00B2NmuyW9W9JPufvxwVpFtx+2Z2b6VarkPke/YtJmpmcruM9Vql+l2ezZaUx+75F0xcC/Ly8eqwx3v6f4/2FJf6L+r5Gq5JCZXSpJxf8PT3k8D+Luh9y96+49SW/QFLefmc2p35R/7O7vKR6u9ParoEr37Az0q1ThfY5+Pe9Uul+lmejZyu5zVepXaXZ7dhqT349KepyZPdrM5iU9V9LNUxjHpsxs2cz2nP1a0rdL+lS81MTdLOm64uvrJL13imN5iLM7feG7NaXtZ2Ym6Y2SPuvuvzVQqvT2q6DK9uyM9KtU4X2Ofj3vVLZfpZnp2cruc1Xp12IsM9uzU/mQiyKa43ckNSXd6O6/NvFBlDCzx6j/k6gktSS9ZZrjM7O3SnqqpL2SDkn6RUl/Kukdkh4p6U5J17r7VG6KLxnfU9X/lYxLukPSjw3c/zPJsT1F0l9L+qSkXvHwy9W/J6kS229WVLVnq9avUrV7ln6th6r2q1S9nqVfRxrfzPYsn/AGAACA2uAP3gAAAFAbTH4BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG/8fvao9OQwvsoIAAAAASUVORK5CYII=\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1158,10 +1319,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 4\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1171,10 +1339,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 5\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de5Qk91ne8efty1z3ptWuV3evbQREcUBOFnEzHBEw2MQ5MiQI+5hETjgIH+w4gElwHK4BgkMA4wQCyFhZBbBsDAbrBAIIBzAEEF4ZBwzG2AHJuq12tKu9ze7M9OXNH11rWqut952dnu6pnvp+ztHRbL9dVb+urrf6tzXVz5q7CwAAAKiDxlYPAAAAAJgUJr8AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACoDSa/AAAAqA0mvwAwhczssJl9f/HzF5nZxza4np8ys+/c3NEBQHUx+Z1iZvaQmX3ZmLfxPWb2c+PcBlAVZvZKM3vAzJbN7Fjx8zeZmRX1w2a2ZmZnzeyEmd1vZp+51eN2999z98/InmdmrzGz379o2de6+/eNb3TAdDCzF5vZH5jZqaK//4+ZfU5Re1bvjGkMe81saRLbqjMmvwAgyczeKOltkv6zpKskHZD0WklfKGlm6Kk/5O47JF0n6Zikw5uw7dao6wCwcWa2S9L/lPRfJe2VdK2k75W0OuGh/CdJH53wNmuHye82cOFvpGb2w2b2tJn9jZm9bKj+O2b2g2b2x2Z22szeZ2Z7i9qtZvboRet7yMy+zMxeKunNkr62uNL1fyf7yoDJMLPdkv6DpG9y91909zM+8Cfu/mp3f9YHoLufk/ROSS8sWefh4paC+83sjJn9rpk9d6juZvY6M/u4pI8Xj73czD5sZieLK1CfNfT8F5nZh4p1vVvS3FDtGX1sZteb2XuLK0jHzezHzezvSPopSZ9f9PPJoXF+/9Cy32BmnyiufN1nZtdcNObXmtnHizH+xIWr4sCU+3RJcvd73b3n7ufd/Tfd/U+D3pktPnc/aWZPFv0+X9RuNbNHzezNZvZU8bn66mgAZvYFGpxP/vt4XyqY/G4fnyvpY5L2SfohSe+46EPpn0v6l5KultSV9F+yFbr7r0v6j5Le7e473P2zN33UQDV8vqRZSe9b7wJmtkPSqyX9SfC0V0v6Pg368sOSfv6i+is06N2bzOxFku6W9I2SrpT005LuKz5gZyT9iqSf1eCq1Hsk/ZOScTU1uIL1sKSDGlzBepe7f1SDK9l/WPTznkss+w8l/aCk2zU4Vzws6V0XPe3lkj5H0mcVz/uK4PUD0+KvJPXM7B4ze5mZXXGhEPTOWzSYNN8s6dM06LXvGlrnVRr0/rWS7pB0l5ld8vakom9/XNLrJfmmvjI8C5Pf7eNhd3+7u/ck3aPBB9eBofrPuvtH3H1Z0ndKur1oNgCDD6in3L174YHiyutJMztvZl889NxvK678fELSDkmvCdb7q+7+geLK8b/X4MrR9UP1H3T3E+5+XtKdkn7a3R8orjzdo8GvXD+v+K8t6cfcvePuvyjpgyXbvEXSNZL+jbsvu/uKu6/3/sFXS7rb3T9UjPnfFWM+OPSct7j7SXf/pKTf1uCDH5hq7n5a0os1mHi+XdJS8ZuPA5d6fnFx6U5J31L08BkNLha98qKnfqe7r7r770r6VQ3+wngpb5D0gLs/uAkvBwnuM9s+jl74wd3PFRd9dwzVHxn6+WENPkj3TWZoQOUdl7TPzFoXJsDu/gWSVNxOMHyh4Ifd/TvWud5P9Z27nzWzExpMTB+5uC7puZLuMLN/NfTYTPF8l/SYuw9fEXq4ZJvXa/CX4W5JPXKNpA9dNObjGly5eqh4+OjQ88/pmecZYGoVV3hfI0nFF1l/TtKPSXrVJZ6+X9KCpAeHfslqkoYvKj1dXHC64GENeuwZiluL3iDpH4z2CrBeXPmtj+GrTTdI6kh6StKyBg0s6VO/etk/9Fx+/YI6+EMNrrLetsnr/VTfFbdJ7JX0+FB9uL8ekfQD7r5n6L8Fd79X0hOSrr3oVqYbSrb5iKQbSr5El/Xz4xpMwi+MeVGDWzAeS5YDthV3/0sNvsx64Z7+i3vnKUnnJf3doX7dXXwZ9oIrih664AY9s/8vuEWD39b+hZkd1eCLt7eY2VF+QzseTH7r4+vM7CYzW9Dgiz2/WNwi8VeS5szsH5lZW9J3aHDv4wVPSjpoZhwr2Lbc/aQG3+z+b2b2T81sp5k1zOxmSYvJ4pGvtEF80owG9/7+kbs/UvLct0t6rZl9rg0sFn25U4PJeVfSG8ysbWZfrcEH5qX8sQaT5bcU65gzsy8sak9Kuq4Yz6XcK+lfmNnNZjarwa9xH3D3hy73hQPTxMw+08zeaGbXFX++XoMrvn9UPOUZvePufQ169q1m9pximWvN7OJ74L/XzGbM7Is0uF/+PZfY/P/S4P78m4v/vkuD7xLcXHxOY5MxoamPn9Xgb7FHNfiW+Bskyd1PSfomST+jwdWdZUnD6Q8XGvW4mX1IwDbl7j8k6Vsl/VsNPuie1OBLZ98u6Q82uNp3SvpuSSc0+JXm1wXbPyLpGzT40svTGtxT/Jqitibpq4s/n5D0tZLeW7KenqR/rMEXcD6pQT9/bVH+35L+XNJRM3vqEsv+lgbfCfglDSbQL9Cz72EEtqMzGnz59AEzW9Zg0vsRSW8s6pfqnW/XoE//yMxOS/otScNfaDuqQS8/rsGXXV9bXFF+huKe4KMX/pN0SlKn+BljYM+8hQzbkZn9jqSfc/ef2eqxAHVhZoclPXoZ9wcD2CbM7FYNPnev2+qx4Nm48gsAAIDaYPILAACA2uC2BwAAANQGV34BAABQG0x+AQAAUBsT/Rfe9u3b5wcPHpzkJoFKe/DBB59y9/35MydvprXg8+3d5U94xr+3sPl8vKufWrbVd6qN+1a5UdY/8tDiFZxeO1bZfpWk5uKit/fsLa03kn/zz7JE2VH2b9LPab9ny2eX8kbdfrL+cPl0bOPuqeTF9eNydlw0grol686OqX7yT3z0yxLLC2uPPnrJnp3o5PfgwYM6cuTIJDcJVJqZlf0TtVtuvr1bn/9pX19a92zy20zqyfLp+iOj/k5r1In9qBPE4APDsnWPWs8+CNPlkxX0R1g+2bb1km2PuG9+/aG3VrZfJam9Z6+uf923lNYXjsbH9czp+PU3unE9mmP1W/G2s0lMb2bE5WdHrM/Fr703W173oCZJ3kqO22bWM/G+sU58Qmwux/X2meS4ORUsezbp2eSlr+6Ot718Q7yCv/nWb7tkz3LbAwAAAGqDyS8AAABqg8kvAAAAaoPJLwAAAGqDyS8AAABqg8kvAAAAamOiUWcApoi77Pxqeb2RxIE1kr9bJ3FiFq0/iyIbNUatypcFstzMxPij0sa3fsvWXXONjrTwePmxveuROOh39njQ75Iaq0lQcMDbcWBrP6vPxE3Zm03qc3G9Mx+fE7pZfaF8/d2FcFH1ZuLX7q3RjvvGWjz21rl4+dmT8fbnni4/Kc2e7ITLWhKft7IvzrDrzyZBwCWqfIoHAAAANhWTXwAAANQGk18AAADUBpNfAAAA1AaTXwAAANQGk18AAADUBpNfAAAA1MZU5fy+pPE1Yf3+/nsmNBLURa2PuX5fOr9SWrZmkq+YZek2R8gBznJ8k3XbiDnBacbxqLLtR7Ic3cyoOb2ZUZdHKetL7eXy/TuTZK62ls7E6z8bB8J6vzzvNe25djupx9MVn42X78/FebG9HXG9szPe/trO8vPh2o74tfeSDOHeTHa+isuN+G1XKzhmJGn2VBwuPvfUWmmtfXw53ni3F9e1K6y2D8wly18aV34BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG1OV87udM1VrnSdbYbXe7+7ytfL8xjzHN84BTnM/o+WTZW2UDOF11LMc4dSoOcNbacw5v5blDI9Tlff7eo3wEqwX57mG5wNJvrJaXuslea6NpKey88lMnPPbnJ+PN7+6GK+/Fy8vBTnBFo893quS+lmQb1y2btxTzSQHuLkWL99Y7ZZv+3z5MSEpzfltrpSvW5Ka6c67NK78AgAAoDaY/AIAAKA2mPwCAACgNpj8AgAAoDaY/AIAAKA2mPwCAACgNpj8AgAAoDbSnF8zu17S/5B0QJJLusvd32ZmeyW9W9JBSQ9Jut3dnx7fULe3WufJYtNsar/2PcztzHI5s6xdtyzXM6hnmZ+9ZN1Zpmj22vpxHurIOb5B3RvTnUU7Uo7vqBnDFbSZPesNqRvE0XYX44/89vxsPNbzQZatJF8rD4yNauupZ2wtfm3ZlT5rJ8vPxznCjW553bLTxbgP6xFPGZ7tvOicVNHs7PVc+e1KeqO73yTp8yS9zsxukvQmSe939xslvb/4M4CtRb8C04WeBSYsnfy6+xPu/qHi5zOSPirpWkm3SbqneNo9kl4xrkECWB/6FZgu9CwweZd1z6+ZHZT0IkkPSDrg7k8UpaMa/MrmUsvcaWZHzOzI0tLSCEMFcDlG7dc1X5nIOAEMjNqz3fPLExknMO3WPfk1sx2SfknSN7v76eGau7sG9yo9i7vf5e6H3P3Q/v37RxosgPXZjH6dsbkJjBSAtDk925pfnMBIgem3rsmvmbU1aMqfd/f3Fg8/aWZXF/WrJR0bzxABXA76FZgu9CwwWenk18xM0jskfdTdf3SodJ+kO4qf75D0vs0fHoDLQb8C04WeBSYvjTqT9IWS/pmkPzOzDxePvVnSWyT9gpl9vaSHJd0+niECuAyb1q/uHsYPpVFmWdxYFlcW5eskkVfeSNbdTLKFsiizZOxpvE8WVxYsbz5ijBqqZvN6tiF1Fsvf/85i3JMzO+Oos9a5JAptba282Emiznq9sC5PejKL0BslYk9K4w+jCMJ+crrwMdcbSdZZvxXvm34rW75833gSIZedraJ1S+uIYSuRTn7d/fdVPr4v3dhmAYwD/QpMF3oWmDz+hTcAAADUBpNfAAAA1AaTXwAAANQGk18AAADUBpNfAAAA1AaTXwAAANTGenJ+AdSRe569GRg1bTZKnhznuqU8w1jZfslygJPI0kpflhh3jnCS4TySbOzj3PYEeEPqzZfXu/Px6+/NxVOC5txMPIBzwfJJTu7IsuzsVvzafKYd1vszcU/3Zsu335tJ9ntS7ye7Pc0BTnZ9I45gTnN+vb3xnN80s72ZbDt57WWqfIoFAAAANhWTXwAAANQGk18AAADUBpNfAAAA1AaTXwAAANQGk18AAADUBpNfAAAA1AY5vwAuzSTLsjNHWv+Y82LrKsuqHXW/T3kWbmjaj8mG1Jsrf3/SPNkkz3Wk/dNPwq09qVt8rc5m4jBcm5sN6/35ePnuYjxd6s6Xj68bZC+vp57m/CZvS3Ya77ezLN245/tRFm+S06ssUz055rLXXoYrvwAAAKgNJr8AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACoDSa/AAAAqA0mvwAAAKgNcn4BlDCp2SyvZpmfwbKSZEk9DKdMl822PVq2pBqjLj/GPNVRs2q3Out2O+cIj5lL6gef6lFNUn5cZu9Nt1u+aFBbz7qtlfT03Fy8+oW43t0Z5wB3dsTbX1ss33fdhXi/9pKc397MiD2xmuU7x4uHOb6SPMvyDVe+Nf3OlV8AAADUBpNfAAAA1AaTXwAAANQGk18AAADUBpNfAAAA1AaTXwAAANQGk18AAADURprza2Z3S3q5pGPu/sLise+R9A2Sloqnvdndf21cg5wGL2neHtbv7/3ChEaCutusnrWGqTEbZF9mmaBZFu8IOcGjZgyn2x53Tu+o9e0seu3bMAN4Uz9jTfJmtI/i48p6yf7txFm9vrJaXstyfpNjvjEf5/TajoWw3r0irq/taYf11V3xtcLOrvLxd3aEi6q3EO/3fivJQO5n54t4+WaSA+zJ6TReODmm+v2wbEkOsG3wlLCeK7+HJb30Eo+/1d1vLv6r9cQXqJjDomeBaXFY9CswUenk190/IOnEBMYCYBPQs8D0oF+ByRvlnt/Xm9mfmtndZnbFpo0IwLjQs8D0oF+BMdno5PcnJb1A0s2SnpD0I2VPNLM7zeyImR1ZWloqexqA8VpXzw7361p/ZZLjA/C3NvQZ21tentT4gKm2ocmvuz/p7j1370t6u6Rbgufe5e6H3P3Q/v37NzpOACNYb88O9+tMI/6CCYDx2OhnbHNxcXKDBKbYhia/Znb10B+/StJHNmc4AMaBngWmB/0KjNd6os7ulXSrpH1m9qik75Z0q5ndrEF+xkOSvnGMYwRwGehZYHrQr8DkpZNfd3/VJR5+xxjGMtXI8UVVbFrPNhqyhfnyepqFm/xiKa0H6x9zjq6PmuM7qlHWP+4s3DGvP8z1zPbLFOYAb/pnbNQ2ye5pdJPM1dVOWO+vxfVw21GmuCTbtTOs9/bGYbqre+P1n98bh9mu7I2PvbXd5bXujni/9ufiN8YbSdZtL+uL+FzbT2aC/STnNz1fBqwX7xslOb8bxb/wBgAAgNpg8gsAAIDaYPILAACA2mDyCwAAgNpg8gsAAIDaYPILAACA2mDyCwAAgNpIc36BOntJ42vC+v3990xoJFug0ZDvDP651FGzdseZpTtiDq+PuLyNM282W/eo285yNUfdflKPMkPDDGDkkkhV6yb7t7PxHF9rz4T1xp4gKFdS/8pdYX11/0JYP7c/nu6s7It7fnVvvG86u8p3ri/0wmUbM3E9Ox311+Ig3jRK91y8fL8dL7+Vl1F9g6dqrvwCAACgNpj8AgAAoDaY/AIAAKA2mPwCAACgNpj8AgAAoDaY/AIAAKA2mPwCAACgNrZVzu9X7HxNWP+NM4cnMg5sH9s6xzfhzYb6u+PszFASTrnRfMYqsDTKdsQs3CCXM80Q7mehnnHZLHlCtv0sVDQzzozkmsve2jTjOVv/THkgrC3E55L+vivC+spVQea4pOUD8XTm/IH4hLOS5Ph2r+iG9dbO8gzkufm1cNl2M8757fXj65Qrq3EQ71p3Nl7/XLz+fjved/1WUM8+B7K896SeLl+22g0tBQAAAEwhJr8AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACoDSa/AAAAqI1tFXVGlBmwebzZ0NqeOCIntMEImk2RRDZlUWVK6patv5fUs0ipoG5JlJglsUjWjZf3LAoteW2pkaLQxhyDts1j1rLjPo3Ra8eRWo1dO0trfsWucNnVJMrs3IF42+euSqLM9sfHXe/K8qgySdqx53xYv2KhvL5jZjVcttWIx7bajadqJ1pxjNyJTjOs988k9RGizryVnI+a8bY9ilGT5BucxXLlFwAAALXB5BcAAAC1weQXAAAAtcHkFwAAALXB5BcAAAC1weQXAAAAtcHkFwAAALWRJqSZ2d2SXi7pmLu/sHhsr6R3Szoo6SFJt7v70+MbJoD12qye9ZZpdW95tqaPGOObZu1Gy2Y5uWlO72jrb3SznN9k/UnWbiPI0rVukpuZ5Og2LHnjutkbG784y66ppO/dGLN2s3VvQc7vpn/GjvASPMnm9rmZeAWt+dJSZ/+IOb4Hkhzf5yT51c+Js3b37z0b1q/ZcTqsH5gvr+9oxtvOnOzEOb6Z5ZX4fVuZjev9+K2RN4Oc33aS49uOp6G9dnw+6SWHZJn1XPk9LOmlFz32Jknvd/cbJb2/+DOAajgsehaYFodFvwITlU5+3f0Dkk5c9PBtku4pfr5H0is2eVwANoieBaYH/QpM3kbv+T3g7k8UPx+VdGCTxgNgPOhZYHrQr8AYjfyFN3d3BXcZmdmdZnbEzI4sLS2NujkAI4p6drhfO6vLEx4ZgItdzmdsb5meBdZjo5PfJ83sakkq/n+s7Inufpe7H3L3Q/v379/g5gCMaF09O9yv7dn4CyoAxmZDn7HNRXoWWI+NTn7vk3RH8fMdkt63OcMBMCb0LDA96FdgjNLJr5ndK+kPJX2GmT1qZl8v6S2SXmJmH5f0ZcWfAVQAPQtMD/oVmLw059fdX1VS+tJNHguATbBZPdtvSef3jhjmG0hzfoO69eNxZTm7jSyHN8jZlaRGN1l/kgPcSLJ0G53y5RtrSY5vltOb5PxmMcC5JAc4ee9GDpAO150cdFkG8RhM9DM2iznOcn7n41DV3o7Z0tr5ffGy5/fF1+JW9sWDz3J8r9p/Kqy/YPdTYf15C8fD+nPa5Tm/c9YJl13xOEj3WGtXWD/fi5dfmolvhznfSvZtFt0dRPmmx1SSA9yfjTfeH2POLwAAALAtMPkFAABAbTD5BQAAQG0w+QUAAEBtMPkFAABAbTD5BQAAQG0w+QUAAEBtpDm/AOrJm9LqGHN+s8xRC+JsR87xzXJ641jONOe3ubbxHN/B8uX1Zpab2YlzgJW8pY0kCzfNZ+5n269wjm+2/BSIcpTT964Zvzf9uThPtrOzvL6yJ77WtnZFWFb3yrgp9+89G9Y/fc9SWL9px+Nh/fkz8fJXNsu334hOZpLO9OfCeuZoO84BnmllJ8zsZJyUo8Wzfm/Fx0V3Lq735jbWs1z5BQAAQG0w+QUAAEBtMPkFAABAbTD5BQAAQG0w+QUAAEBtMPkFAABAbTD5BQAAQG2Q8wvgkvotaWVfeT5lmhma5vjG+Y8j5fx2knUnOb7NZPnGWrx8L6k3V+O6N4NacsmiZfETsvfNkixcz7JyG8n2k8zTkWQ5vVm9lxxYFWce94b1shzkuOzt4MCU1F0sr3d2xD21tive+NzuuGlu2PV0WP/MxaNh/aa5x8L6wVa8/p1BuHi225eSE9Lxxo6wPpsEj1vW9Nm5OMtNj15gdj5JsqV7M0l9gxHJXPkFAABAbTD5BQAAQG0w+QUAAEBtMPkFAABAbTD5BQAAQG0w+QUAAEBtMPkFAABAbZDzC+DSWi6/sjywNo35TbIj1dt43bpJlmyW07uaZEemOb3x8nmOb/Lak3K46Kj5yr1k33bjDVgzzmt1S7YfLpzllY6W4+v9MWYQT4JLjSAytrmWvHfd5L3LMlnb5fXuQrio+gvxtncvng/r18yfCuvPnXkqrGc5vtc04303azOltVWPc3jPeHxcNpOm7kbB4JJWO/FULztfNlfCslrny8fXWIlfu8/GY+8Hx5Qk9eY31rNc+QUAAEBtMPkFAABAbTD5BQAAQG0w+QUAAEBtMPkFAABAbTD5BQAAQG0w+QUAAEBtjJTza2YPSTojqSep6+6HNmNQAMbjcnq21erpyivPlq4ri1Tt9+O/W3eTeqdTnv/Y7cbZkL3VJDsyqdtqPLZ+HDma5qF6etkhWD7N8U3qI+b4NhpZRvEIIcWZNOc3yanNcnyTHOBJu+zPWI8zrKM8VinPZO3Px1OGKG7Wk9mGzcX7fvdsHDb7nJkzYX1/63RY39uIt7+rEQcVN628rzr9eN19j3tmuT8b1k935sL6uZXyDGJJai3H54T22fi4mTlVHi7dOBeHnvdm4/3ai1+6fH5jPbsZ/8jFl7h7nB4NoEroWWB60K/AJuO2BwAAANTGqJNfl/SbZvagmd15qSeY2Z1mdsTMjiwtLY24OQAjCnt2uF+7p85twfAADLmsz9je8vKEhwdMp1Fve3ixuz9mZs+RdL+Z/aW7f2D4Ce5+l6S7JOnQoUPJDVsAxizs2eF+XbzxavoV2FqX9Rk7d8319CywDiNd+XX3x4r/H5P0y5Ju2YxBARgPehaYHvQrMB4bnvya2aKZ7bzws6Qvl/SRzRoYgM1FzwLTg34FxmeU2x4OSPplG8TatCS9091/fVNGBWAc6FlgetCvwJhsePLr7n8t6bM3cSwAxuhye3a21dULrihPWMqyKbMc35VeO6yf65RnU57rJMuuxrmWqyvx8t3z8amx14xzghVkfhZPiKtBHK314mUbcVSrGp34ttA0ozirZzHA2a6JsnyznN8spzerd5OdN0Eb+Yy1vtRcK6+3zsevv7ESLCzJ2xu/UzLKAJYka8UZzPOt8ixZSdrRjHOAdzbi+kIjHmCU45vpePzaTvt8WH+qszOsL53fEdZXz8ZhuQun4qadPxEfN+3j5V+0tLPxF6d972JY787FY2svxsdFGaLOAAAAUBtMfgEAAFAbTH4BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG6P+88bAVHtJ42vC+v3990xoJNUz3+jos3Y+VlrvJNlFq/349HKuH8eRnenMldaeXoujgU7NxvWT7fJ1S9LZZlxfa8RRab3k1GoeX3eI4swaSbJPP06rUr81YpRZI8kyy+px6lMcZ9aLF/aknkWZpctPgSjqrrEWvz5bjQ8uW4h7NuKNOKaukdRnmvF7N2fx2GfSAy/WS+LKVr18fKf68Ws72t0d1h9f3RMvfyaOQmucjM9Hc8fj8c0/GcfE6cnySExPXnt/Nv4c6cQpbtq7uzxmTZL+X8njXPkFAABAbTD5BQAAQG0w+QUAAEBtMPkFAABAbTD5BQAAQG0w+QUAAEBtMPkFAABAbUxVzm//6I1hvXHVxyc0EmwXdc7xzcw31vTC+UdK6/3k787L/dmwfqYXZ+meaJcHPB5vL4bLLgXLSlK7keRiJlG1p+LoSnWCnF5J6nXiehRZ2lyLl+3HEcRK4pnTupJ9MyqLckGjDGBJ6vfCcprj20lClKdAP3j/PMt4bsdTgv5MXO+1y9efHZfNVvzezTXj92YuCcBuWJI3mxxbq4pzhs96+faXenHu+OOdK8L6J8/F9bNn4nPp7In4XL3wVLzv20+cDOvd4ydKa819V4bLdnbGx9TaFfH78ml7yjOGJemDJY9z5RcAAAC1weQXAAAAtcHkFwAAALXB5BcAAAC1weQXAAAAtcHkFwAAALXB5BcAAAC1MVU5v+T4ApMzbx39vZljpfVOEvh6rh+fXk724+zL463yrN6jrd3hsrONOJMz0/P4ukC3F9dPd+Ow3P5avHx/tXz5ZLfKm0kOcJbzm4Qc+4g5v5Zl9Ub1XpxHmtaTHF/vjnbcbDVvSt0g4nplbxy2a904/7qzKz74OjvLD47efJyxvDgbvze7WqthfaER19uKt9+w+MDuKD62loN86uP9OJf8ibU9YX3pXPLDDQAAAAaMSURBVLy8n54J6zOnw7JmTyR9cTJZQbTv9u8NF10+EJ+Qegfi9/XFe+J54b0lj3PlFwAAALXB5BcAAAC1weQXAAAAtcHkFwAAALXB5BcAAAC1weQXAAAAtcHkFwAAALUxUs6vmb1U0tskNSX9jLu/ZVNGBVyGl7ReGdbv775rQiOpvsvp2Vlr6nnt8tDQjse5l+d8Layf6sfZkTsbK6W1to2Wx9rxOFtypRfnoZ7vJPXVuL7ajk+93irPDO23RsvxTeKZR87xVZB3OthAUu+X57FmObzeSerZ8hXL+b3cz1hvuVauKn8Np0/Hx93qrrmw3p1Psr0PlL+3vjc+HxzYeSasXz93Iqxf1ToV1q9sxsfdnMU920uO236QA7zcnw2XXe7G9XOrcY5vYyV+X5or8ditG2cg20Kcyd7aXZ4Pvfz8OMP4zHPDsl5w3VJYv23Hx8L660oe3/CVXzNrSvoJSS+TdJOkV5nZTRtdH4DxomeB6UG/AuMzym0Pt0j6hLv/tbuvSXqXpNs2Z1gAxoCeBaYH/QqMySiT32slPTL050eLxwBUEz0LTA/6FRiTsX/hzczuNLMjZnZkaSm+dwPA1npGvx6P7+kFsPWGe7Z3dnmrhwNMhVEmv49Jun7oz9cVjz2Du9/l7ofc/dD+/ftH2ByAEaU9+4x+vTL75hSAMbrsz9jmjsWJDQ6YZqNMfj8o6UYze56ZzUh6paT7NmdYAMaAngWmB/0KjMmGo87cvWtmr5f0GxrEsNzt7n++aSMDsKnoWWB60K/A+JhnmYubuTGzJUkPDz20T9JTExvA5any2KRqj4+xrd9z3b2S9wNNWb9K1R4fY9u4Ko2vsv0qTV3PMraNq/L4qja2S/bsRCe/z9q42RF3P7RlAwhUeWxStcfH2Lanqu+7Ko+PsW1c1cdXZVXed4xt46o8viqPbRj/vDEAAABqg8kvAAAAamOrJ793bfH2I1Uem1Tt8TG27anq+67K42NsG1f18VVZlfcdY9u4Ko+vymP7lC295xcAAACYpK2+8gsAAABMzJZMfs3spWb2MTP7hJm9aSvGEDGzh8zsz8zsw2Z2ZIvHcreZHTOzjww9ttfM7jezjxf/v6Ji4/seM3us2H8fNrOv3KKxXW9mv21mf2Fmf25m/7p4vDL7b1pUuWer1K/FeCrbs/RrPVS5X6Vq9Sz9OtL4prZnJz75NbOmpJ+Q9DJJN0l6lZndNOlxrMOXuPvNFYjsOCzppRc99iZJ73f3GyW9v/jzVjmsZ49Pkt5a7L+b3f3XJjymC7qS3ujuN0n6PEmvK461Ku2/ypuSnq1Kv0rV7tnDol+3tSnpV6k6PXtY9OtGTW3PbsWV31skfcLd/9rd1yS9S9JtWzCOqeDuH5B04qKHb5N0T/HzPZJeMdFBDSkZXyW4+xPu/qHi5zOSPirpWlVo/00JevYyVLln6ddaoF8vA/26cdPcs1sx+b1W0iNDf360eKxKXNJvmtmDZnbnVg/mEg64+xPFz0clHdjKwZR4vZn9afFrmy3/lYeZHZT0IkkPaDr2X5VUvWer3q9S9Y85+nX7qHq/StXv2aofc5XqV2n6epYvvF3ai93972vwa6PXmdkXb/WAyvggrqNqkR0/KekFkm6W9ISkH9nKwZjZDkm/JOmb3f30cK2i+w+XZ2r6VarkMUe/YtKmpmcreMxVql+l6ezZrZj8Pibp+qE/X1c8Vhnu/ljx/2OSflmDXyNVyZNmdrUkFf8/tsXjeQZ3f9Lde+7el/R2beH+M7O2Bk358+7+3uLhSu+/Cqp0z05Bv0oVPubo122n0v0qTUXPVvaYq1K/StPbs1sx+f2gpBvN7HlmNiPplZLu24JxXJKZLZrZzgs/S/pySR+Jl5q4+yTdUfx8h6T3beFYnuXCQV/4Km3R/jMzk/QOSR919x8dKlV6/1VQZXt2SvpVqvAxR79uO5XtV2lqerayx1xV+rUYy9T27Jb8IxdFNMePSWpKutvdf2DigyhhZs/X4G+iktSS9M6tHJ+Z3SvpVkn7JD0p6bsl/YqkX5B0g6SHJd3u7ltyU3zJ+G7V4FcyLukhSd84dP/PJMf2Ykm/J+nPJPWLh9+swT1Jldh/06KqPVu1fpWq3bP0az1UtV+l6vUs/TrS+Ka2Z/kX3gAAAFAbfOENAAAAtcHkFwAAALXB5BcAAAC1weQXAAAAtcHkFwAAALXB5BcAAAC1weQXAAAAtcHkFwAAALXx/wEiF9Y+WU8qMgAAAABJRU5ErkJggg==\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1184,10 +1359,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 6\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1197,10 +1379,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 7\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de7Rkd1nm8eety7l3bqYNIQk0Aosxw9KgDaKgCxUUGJygYxBEJ17GyAjLG+gweBcvDCMqLhg1SFZHkItclCxlqRFlkAGRDoKEYTSMk5iEXDrpdLrPvS7v/FG7sdLp/b6nq86p2tX7+1krK6frV3vvX+3a76737LPPc8zdBQAAANRBY9oTAAAAACaF5hcAAAC1QfMLAACA2qD5BQAAQG3Q/AIAAKA2aH4BAABQGzS/ADCDzOyQmf1S8fXXmtk/jrie3zGzn9nd2QE4E2b2KjP7vWnPoy5ofmeYmd1qZs/c4238vJm9dS+3AVSFmb3QzD5mZmtmdm/x9Q+ZmRXjh8xs28xWzeyomd1oZv9m2vN2979x9ydkzzOz7zGzD5+y7Evc/dV7NztgMszMzexxpzw2lc8wM/ugmf2nnT7f3X/F3Xf0fD6Xx0fzCwCSzOzlkl4v6b9LeoSkiyS9RNLTJM0NPfW17r4i6VJJ90o6tAvbbo27DgDTZwP0VhXHG3QWOHk1x8x+zcweMLP/Z2bPGRr/oJn9qpn9nZkdN7P3mdkFxdgzzOyOU9Z3q5k908yeLelVkr6juNL1qcm+MmAyzOxcSb8o6Yfc/d3ufsIH/t7dX+zuW6cu4+7rkt4m6Ykl6zxU3FJwo5mdMLP/aWaPHhp3M3upmd0i6ZbiseeZ2SfN7JiZfcTMvmzo+U8ys08U63qnpIWhsYfUsZldZmbvNbMjZna/mb3BzL5U0u9I+uqino8NzfOXhpb9ATP7XHFl+wYze+Qpc36Jmd1SzPGNJ6+KA1V3sk7M7OXFT3buMrPvHRpfNLPXmdltZvZg8bm6WIw9tajJY2b2KTN7xtByHzSzXzaz/yVpXdJbJH2tpDcUtfaG4nmvN7Pbi8/hm8zsa4fW8YWruWZ2oKi1q83sX8zsPjP7qWLsYZ/LZnaVmd10ymv9cTN73x7typlH83v2+CpJ/yjpQkmvlfTmUz6U/qOk75N0saSupN/KVujufybpVyS9091X3P3Ld33WQDV8taR5STv+sDCzFUkvlvT3wdNeLOnVGtTlJyX9wSnjz9egdi83sydJuk7SD0r6Ikm/K+kGM5s3szlJf6zBh+oFkt4l6T+UzKsp6U8k3SbpgKRLJL3D3T+rwZXsjxb1fN5plv0GSb8q6QUanCtuk/SOU572PElPlvRlxfO+OXj9QNU8QtK5GtTF90t6o5mdX4z9mqSvlPQ1GtTZT0rqm9klkv5U0i8Vj79C0nvMbP/Qer9b0jWS9kn6Hkl/I+llRa29rHjOxyVdUazjbZLeZWYLKvd0SU+Q9I2SftbMvrTkc/kGSY8pvsEdns/vn9GeqRGa37PHbe7+JnfvSbpegw+ui4bG3+LuN7v7mqSfkfSC4kMSwKA5vc/duycfGLrKs2FmXzf03FcUV00/J2lFgw+6Mn/q7h8qrhz/lAZXXS8bGv9Vdz/q7hsafHD+rrt/zN177n69pC1JTy3+a0v6TXfvuPu7NfggPZ2nSHqkpJ9w9zV333T3D5c891QvlnSdu3+imPN/LeZ8YOg5r3H3Y+7+L5L+WoMPc2BWdCT9YlFH75e0KukJNrhV4fsk/Yi731nU4EeKOvguSe939/e7e9/db5R0WNJzh9Z7yN0/4+5dd++cbsPu/lZ3v794zus0+IY7ulf/F9x9w90/JelTkk57AaqY4zuLecrM/q0G3/j+yU53St3Q/J497j75RfHjWGnwwXzS7UNf36bBB+mFE5gXMAvul3ShDd176+5fU1wdvV8PPVf+mruf5+6PcPd/7+7/N1jvF+rO3VclHdWgMX3YuKRHS3p50XAfKxrsy4rnP1LSne7uQ8+/rWSbl2nwzXC3ZDzyyOH1FnO+X4OrZCfdPfT1uh56ngGmqafBZ9uwtgYN70n3n1IbJ4/hCzW4leh09fxoSVedUptP1+Ai00m3n2a5hzCzV5jZZ4tbKo5pcAU6+hw+k1q7XtJ3Fj/x/W5Jf3i627UwQPNbH8NXmx6lwcngPklrkpZODhRXg4d/lDP8YQucrT6qwVXWK3d5vV+ou+I2iQskfX5ofLi+bpf0y0VjffK/JXd/u6S7JF1yyq1MjyrZ5u2SHmWn/yW6rJ4/r8EH/ck5L2twC8adyXJAFfyLBlc8hz1G5d8oDrtP0qakx55m7HYNfno6XJvL7v6aoeecWlsP+Xdxf+9PanCr0PnFN9YPShrlnvmH1bG7/62kbQ3uNf5ODW6RQgma3/r4LjO73MyWNPjFnncXt0j8k6QFM/t3ZtaW9NMa/CjmpHskHTB+exVnMXc/JukXJP0PM/t2M9tnZg0zu0LS8hirfq6ZPb24Z/fVkv7W3cuuEL1J0kvM7KtsYLmoy30aNOddST9sZm0z+zYNbm84nb/ToFl+TbGOBTN7WjF2j6RLi/mcztslfa+ZXWFm8xrcW/gxd7/1TF84MAXvlPTTZnZpUb/PlPQtkt6dLejufQ3uuf91M3ukmTXN7KuLOnirpG8xs28uHl8ofnnu0mCV90j6kqF/79Ogho9IapnZz0o6Z7SXWfq5/PuS3iCpcwa3OtUSDU19vEWDSKa7NfjRzg9Lkrs/KOmHJP2eBld31iQNpz+8q/j//Wb2iUlNFpg0d3+tpB/X4OrMPcV/vyvpv0j6yIirfZukn9PgdoevVHFPXsn2D0v6AQ0+vB7Q4J7i7ynGtiV9W/Hvo5K+Q9J7S9bT0+AD/3EaXAm7o3i+JP2VpM9IutvM7jvNsn+pwe8EvEeDBvqxkl6441cLTNcvalCrH9aghl4r6cXufvMOl3+FpE9rcD/9UUn/TVKj+Ib1Sg1SFo5ocCX4JxT3UK+X9O02SGD6LUl/LunPNLjgdJsGV5nTWyVKlH0uv0WD9BkygBP20FvIcDYysw9Kequ789djgAkxs0OS7nD3n572XACc/YpYtnslfYW73zLt+VQZV34BAABm33+W9HEa3xx/VQgAAGCGmdmtGvzy3POnPJWZwG0PAAAAqA1uewAAAEBt0PwCAACgNiZ6z++FF17oBw4cmOQmgUq76aab7nP3/fkzJ2+uvewLC+eNvoLkjirr9eMnROO9XrzpfrLuhDWS6wKt+NTp7fgvh3srzrXvN4PxUSLxhxfPdk1yK1y2vPXHvJWuwnfinVj7fGXrVZKay8vePv+C0vH28XjnNrbiPwrYn4+P++5S+cHZP/Xvrp0qed8byd8rbG0mr207PnD77bjmO8tx4TWWy89JF8yvhcue29gIxxcs3rYlJ4Wu4te+2o/f1/s68R9x3FibLx2bO5G8LxvJMbcYz217X/zat++447Q1O9Hm98CBAzp8+PAkNwlUmpnt5C8PTcXCwnl68sGXlj+hl33YxA1qc207HLcHV0vH+g8cC5ftr8UfNpnGUvx3LRr7vygc71x8fji+dWH5h4UkbZ1T/kHcbycfhElz2tyK37fWZryC1kY83tyK33frJl1O0DzblH9H5S8/+rOVrVdJap9/gS576Y+Vjl/y13HNLX7uSDi+8bi477/vy8uP642Lsvc9Hl66Jz7uz/+nTji+eEf5+USSNh8R1/w9Ty77uzAD808+Wjr2nY/9eLjs81Y+HY4/rh2fL9oWf7N9Xy8+H35kM35fD931tHD8U4dP90fxBi79q/iNXbn57nB89YmPCMfv+Ib4m5Zbf+wVp61ZbnsAAABAbdD8AgAAoDZofgEAAFAbNL8AAACoDZpfAAAA1AbNLwAAAGpjolFnAGaImTzIl0yiJ/dWlsObTc7i5W0ujjXy+Xi8l2RTdpbi7XcXRs9LzfJQsyg078T7zhvJeJpJWuEg31nnCvNyG0nMnK/FebOt9fjgaq2X10VrPTkukuM2yyieOxZHnTWOr4fjrXMW4uWT+XV65XFjW0nRdpLrkP0kB67nSW54OCp1PMlv9jhKzXrl22904q1nx1y2vAX7PVzvSEsBAAAAM4jmFwAAALVB8wsAAIDaoPkFAABAbdD8AgAAoDZofgEAAFAbNL8AAACojZnK+X1W46pw/Mb+uyY0E9QFx9wYxs2DHSNI2JpJ9mMybkmOb38xy/lNcnwX49fWXSofTyI35XHcqawXjzebSRZsdslkmvnPGE9nOxxubCQ5v0Fka2st3nQjOW7nj8d5r80HN8NxX41zfq17XjIeDqvTLS+MzSTndzMp6o7HRdtIcst7Htd0Lynabj/JRQ/emixbWltb4XCjEy+f5ZaXrne0xQAAAIDZQ/MLAACA2qD5BQAAQG3Q/AIAAKA2aH4BAABQGzS/AAAAqA2aXwAAANTGTOX8ns2ZquTJVlPt93sU/zjFb52tGW/csxzfuTinVwvz4XBvKc7t7CwnuZ3LWc5v+ViWs5vsmjRP1ZtJUG8ynOU3+3irR8Ti48Oz7O1eHJra2IxzgFsb5ZmsrbV4282tOM91/sEk6/ZEHCTsSZ6sJa89y5Pt98p3/FY/brU6ac5vXLTtZHJJyavj8fz6WdEGb531k9zwbhyg3MjelyRGuHS9oy0GAAAAzB6aXwAAANQGzS8AAABqg+YXAAAAtUHzCwAAgNqg+QUAAEBt0PwCAACgNtKcXzO7TNLvS7pIgzS3a9399WZ2gaR3Sjog6VZJL3D3B/Zuqme32ufJYldUqV6zvNf0W+8ok9Tiha0Vn9psLs7p9fk4B7i7FK9/O8vxXQ6Hw5zfPNgyyVPdjsf7rSSXM8mKJaj3zOxmzbqkKDK2347fHEtq1raSvNn18kzW7kK87mhZSWofjzOGfW09HE8lx3VWdv3+ODm/yXgUpCup43EGcieZey/J8fVkPBxNtu29eO5K8pWz9ZfZyZXfrqSXu/vlkp4q6aVmdrmkV0r6gLs/XtIHin8DmC7qFZgt1CwwYWnz6+53ufsniq9PSPqspEskXSnp+uJp10t6/l5NEsDOUK/AbKFmgck7o3t+zeyApCdJ+piki9z9rmLobg1+ZHO6Za4xs8NmdvjIkSNjTBXAmRi3Xre34z8XCmB3jVuz/TVqFtiJHTe/ZrYi6T2SftTdjw+Pubur5M4Ld7/W3Q+6+8H9+/ePNVkAO7Mb9To3l9yYCmDX7EbNNpapWWAndtT8mllbg6L8A3d/b/HwPWZ2cTF+saR792aKAM4E9QrMFmoWmKy0+bXBr3++WdJn3f3Xh4ZukHR18fXVkt63+9MDcCaoV2C2ULPA5KVRZ5KeJum7JX3azD5ZPPYqSa+R9Idm9v2SbpP0gr2ZIoAzMLF6zaLMxk68agTfmzeTqLN2FnUWR5n1lubD8e5KkCclqZtEnXWyqLPlIN8niR3Kon/6m8l4K4k9il96Oj08zO7VrEkeRNX128n1rqRu1OmGw6318tiqubkk6mwtzrRqPrgRjvtWHIWWxR96ck5JI7uC6WdRZ5seRy9ue7zxdpIHtu3xa8ui1rrJ8mkc2TiS1z5q1Fna/Lr7h1X+OfaNo20WwF6gXoHZQs0Ck8dfeAMAAEBt0PwCAACgNmh+AQAAUBs0vwAAAKgNml8AAADUBs0vAAAAamMnOb8AcOayvNckJzgaTzM7Lfm+fiHO8e0vxbmbnaUkN3Ml3nx3JQ7G7EU5v0mmpvXiIN5ekrfaT3J8+83kfWuM/r4OjBjcCcmkKFK2n7z3SupKnU443NwozwFuJxnD7eNJTu9qkvPbK88YliQtLcbLJ/nWGe+Vv76NXnw+WevH56OtpCSayUlhK8kRznKGe/0kVz2Yn2U5vYlo3ePgyi8AAABqg+YXAAAAtUHzCwAAgNqg+QUAAEBt0PwCAACgNmh+AQAAUBs0vwAAAKgNcn4BTEeS9+pBXqw14zDabNwX41zN7nJ8auwsx3PvLMfhlL2VOJO0sVSel9rvxtcsep14vL+a7PfkU8GTSyY+XlwqxmGSWuXHXpbxbO0479W34izeRpDz20ryn5urW/G2N+Kc34xl2d6t7MBOhrvlr28zyfnNcnY3PT6fNRSfTzaTot7qJ7nmSc7vXkZzZ+eTUXOAufILAACA2qD5BQAAQG3Q/AIAAKA2aH4BAABQGzS/AAAAqA2aXwAAANQGzS8AAABqg5xfAHsjy/FNxq0RfG/einMvFS0rqb8Y51p2l+LlOyvx3Lsr/XC8ua8Tji8uluepbm/Hp+3trXjf9JOs135r9PzlWZcdk9Xn8maQ89tOrndldbVWnuMrSY2t4LhONm3rcc6vtuOasVZcFz4/F45nx73FJS0F+dvr3Xjba/04g3gtC99OrHm8/RO9hXC800ty1XvBvkv2m02p5rjyCwAAgNqg+QUAAEBt0PwCAACgNmh+AQAAUBs0vwAAAKgNml8AAADUBs0vAAAAaiMNjzOz6yQ9T9K97v7E4rGfl/QDko4UT3uVu79/ryY5C57VuCocv7H/rgnNBHU3MzWbfevdDJ7QjHMnvR2f2voLcc5vZzHJ+V0Kh9Vf6YXj5y1vhuP7FsozT9da8dwf2IjH+3PJvkuiXpXFclY4K7eKOb67Wq8mqVUerNpPcnw9y/n1JLQ1yOINc7slWSfOEC5PLy4sxlm1ntR8ll9tcUnLOuXLr3XinN3VJGd3PckBzs6lJ/qLyfbj9W914vNpuG88eeeS4yLPi48XL93sDp5zSNKzT/P4b7j7FcV/tW58gYo5JGoWmBWHRL0CE5U2v+7+IUlHJzAXALuAmgVmB/UKTN449/y+zMz+wcyuM7Pzd21GAPYKNQvMDuoV2COjNr+/Lemxkq6QdJek15U90cyuMbPDZnb4yJEjZU8DsLd2VLPD9bq9vTbJ+QH4VyN9xvZWqVlgJ0Zqft39HnfvuXtf0pskPSV47rXuftDdD+7fv3/UeQIYw05rdrhe5+aWJztJAJJG/4xtrlCzwE6M1Pya2cVD//xWSTfvznQA7AVqFpgd1Cuwt3YSdfZ2Sc+QdKGZ3SHp5yQ9w8yu0CB95FZJP7iHcwRwBqhZYHZQr8Dkpc2vu7/oNA+/eQ/mMtPI8UVVzEzNZpmrQf5jluPr8/F4byHOM+0sxXPrrsTZle2V7XD8i1dWw/F9c+U5wA8045DhE/Nxpmc/yQnut5JczeTnhWnuJn9a6SF2tV5N4f5NM5yTzFXvxTm/jSirN6lZ9ZM82GR5W4izavvz8XGf5Vc3uvH8GlvlK9joxNt+sBfX7PF+nAPcSyZ/rBefM9aSnN9ONz5wGsHbbtn7mtmj8wWnIQAAANQGzS8AAABqg+YXAAAAtUHzCwAAgNqg+QUAAEBt0PwCAACgNmh+AQAAUBtpzi9QZ89qXBWOk+88hiTn15vl46Y4d9KTTM/uYrx8N8v5XYrzTs9f2QjHL1o6Ho6f1y5fvmFxbua9Cyvh+Fo7zhTNsmCznN8sLxV7yxrlx0f+3iVvXj8+7tOs3kgrPvBsMTlul+Is3P5cdmDHw804ulvNIOd3bWsuXHa1G+fsnujHr73jcSuX5fwe3Y7Ht7fj9S9GOb/d5JjJPgcayTE54vmGK78AAACoDZpfAAAA1AbNLwAAAGqD5hcAAAC1QfMLAACA2qD5BQAAQG3Q/AIAAKA2zqqcXzJZsdtqf8yMEdvp4+a9Nsq/N8/ySrNMz95CPLleHKspXw6CLSVduLQejl+6cCwcP7dVnvPbTYJ4F+c64fhqO87d9GC/S5JnWbCYrigHOnvrskzVTLC8N5Oc3cU461YLcVZufzlevt+Oj2tLMopbm/F4c6N8/Vubce74sU6cs3uiF2cYb1q8/vs6++Ltb8UnvN5W/N41ggxk6yU5v9n5JjkmR/2c4covAAAAaoPmFwAAALVB8wsAAIDaoPkFAABAbdD8AgAAoDZofgEAAFAbZ1XUWe1jqYAJMh8jB007iKhpBk9I4rb6c/H39d0k6qybRJ01l+Kos/2Lq+H4JfMPhOP7GuVRZ1ns0VI7jjpTM37fshi5NC5risaOYavwa9uxqLCykk3ivrJYKgVxZr4Qtxv9MWPW+ovx+j06n0hqdOLX3l6LI7ta6+X7ZnMrntuJbhzT9mAvjkJrWDy3o53leP1b8TlFm3HUWXOrfN9Zpxcua0nNZu/bqJdwufILAACA2qD5BQAAQG3Q/AIAAKA2aH4BAABQGzS/AAAAqA2aXwAAANQGzS8AAABqI835NbPrJD1P0r3u/sTisQskvVPSAUm3SnqBu8fBlQAmYtdq1n3sLN9QlusZBM5m2Y+9+TiXsjufLL8Qv+7Fxe1w/OKFB8Pxy9r3h+MLVp7Ve7S9Ei671I7nptZ4Ob9pPvPZkJU7Qbv9GRuVbBIHGy+sHWSyzrdLx3rL5WOS1GsnB15yvugn5wRLMoxba3F2dzvZN+21IOM4yck9vh3n7B7txjm9TcVv7H1b8fLH1+PtN4MMY0lqbpaPZTm/6fvaynKAR/uM2smV30OSnn3KY6+U9AF3f7ykDxT/BlANh0TNArPikKhXYKLS5tfdPyTp6CkPXynp+uLr6yU9f5fnBWBE1CwwO6hXYPJGvef3Ine/q/j6bkkX7dJ8AOwNahaYHdQrsIfG/oU3d3cFfzHczK4xs8NmdvjIkSPjbg7AmKKaHa7X7c7ahGcG4FRn8hnbO0HNAjsxavN7j5ldLEnF/+8te6K7X+vuB9394P79+0fcHIAx7ahmh+t1rh3/kgSAPTPSZ2xzHzUL7MSoze8Nkq4uvr5a0vt2ZzoA9gg1C8wO6hXYQ2nza2Zvl/RRSU8wszvM7PslvUbSs8zsFknPLP4NoAKoWWB2UK/A5KU5v+7+opKhb9zluQDYBROr2SQz1JL4RU8yQ6MV9Fvx9+39dpIdORdvujcfT35lYSsc/+K54/F480Q4vmDlmaOfb67HyzbLM4IlybJczOySyLg5vlnW7F6qYAbxrtarS+qXv8gs59e6cSarN+O82ijnt7MctxvdxfjAy/Kns/NNaz1+8Y3t+LXbRlxX7dXyk0pjM578eic+IZ3oxjm8vSR8+8hGnA2+uR5vv70Wr7+9Ub7zbSveb9kxlZ3LPV68FH/hDQAAALVB8wsAAIDaoPkFAABAbdD8AgAAoDZofgEAAFAbNL8AAACoDZpfAAAA1Eaa8wugxqaYyerN8u/Nfcyc395ckgO8EGd+njMX5/zub8U5vvubG+F4NP19jc1w2YVmeUawJKkRB6ImkaGoul75G9hIDg31k4IPalKSeotBzu9KHMi6vZzkuSaX6pJ4azU68XGf5vyuxjU7t1b+p6Ubm/Fr3+iU7zdJOt6Jc363+/H6H9yIl++vxttvZTm/a8G+287emCTnt5UcF60k4LlssyMtBQAAAMwgml8AAADUBs0vAAAAaoPmFwAAALVB8wsAAIDaoPkFAABAbdD8AgAAoDbI+QVQzkfLUNyRMfJkvZnk9CbZkP25ZAPt+HXvm4uzdi9orobj5zbi+TWDnbPciDOGW40krzTJ+c3el73OAba9PObOdq445zfJulUnDgK2Vtwy9JbKx7dX4gNne19yYCWX6vqb8WtrJ1m1tp2EIB87Hg63Vi8oHWtux1m2m514v6525sPxtW58Qltdi3N+W8fj+c0dT/btavm+863tcFlrJTm/SWa7t0YLo+fKLwAAAGqD5hcAAAC1QfMLAACA2qD5BQAAQG3Q/AIAAKA2aH4BAABQGzS/AAAAqA1yfgGUsilGrnqQhZvn/MbrzsZtLs7K3deOs3bPacQ5wPsacS5nL8i6XbBOuGzb4txLGzOnNz0mZjmmd9ydM21usm75a2gmOb++HR9bNh8ft93F8szWTpLz29kXDuf500l2dpYXq15cN/0TcXZ3a70867axHef0djpx1m2W43tiK1n/ejscXzwR75u54/G+aZ0Isnw7cc6vls4Jh3tzyfvWHO2Ew5VfAAAA1AbNLwAAAGqD5hcAAAC1QfMLAACA2qD5BQAAQG3Q/AIAAKA2aH4BAABQG2Pl/JrZrZJOSOpJ6rr7wd2YFM5c/+7Hh+ONR9wyoZmgyiZas0FW7Y4Emav9NOc3HvfkzNdoxXNfbMZ5qEuNOAe4pTjXsxGE6TaSHN9o2UoY57joJ8smx8WsOeN6dck6Qc7vVnzsqFueVStJWlmKF18qv57WWY5X3dmXvLfpWxs/Ic2LTXKCfSuu6cZ2eTa4xbHh6vfi65AbnTind307Hre1+Hwzdzwc1sKx+AU0jm+UjnknOaba8cm4F780WTs5pkvsxh+5+Hp3v28X1gNgMqhZYHZQr8Au47YHAAAA1Ma4za9L+gszu8nMrjndE8zsGjM7bGaHjxw5MubmAIwprNnheu101qYwPQBDzugztrdGzQI7Me5tD0939zvN7Isl3Whm/8fdPzT8BHe/VtK1knTw4MGK34wGnPXCmh2u13P2XUK9AtN1Rp+x85ddRs0COzDWlV93v7P4/72S/kjSU3ZjUgD2BjULzA7qFdgbIze/ZrZsZvtOfi3pmyTdvFsTA7C7qFlgdlCvwN4Z57aHiyT9kQ3iiFqS3ubuf7YrswKwF6hZYHZQr8AeGbn5dfd/lvTluzgXjOE9q+eE41dNaB6orjOuWdf4Wb3jiH4ulUR2evIzLY9jL9VoxNmRc404u3JO8fJNi8Mr+16eq9lPXlzfk7zS7C3d6/FMluVbE6N+xlqv/P1vdJJ924vzXH0uPm47i+Xb7i7H2+7uS8Jwk5q3flzU3YV4eW8nJ4VMUFhZ9HZWs9u9eG5bW/H70lqPzxlzx+MJzj2wHY7bifJftPTkmNL8XDjcm4/3jbVGy/kl6gwAAAC1QfMLAACA2qD5BQAAQG3Q/AIAAKA2aH4BAABQGzS/AAAAqI1x/7wxKuKqx9007SnMpGc14hC4G/vvmtBMKmovU6eyuDIrf4I3kjivLOqsEb8wS8abSZTZuPrB+nvJjuskL977SXRQ8tKy2KZxxzE6c6kRJEs1OvGb61kO3nzcMnQXg7GlpOaW4/jA7HzR7cRP6C7GcWH9hTgurLEQZ6X1m+V1lySZpU/oJTXb7cSvbfuXqsYAAAf1SURBVG4jXn7uRBxH1jq2EY772nr5YCOJZlxMYh/nw2E1W0mUWgmu/AIAAKA2aH4BAABQGzS/AAAAqA2aXwAAANQGzS8AAABqg+YXAAAAtUHzCwAAgNqYqZxfMlmx2zhmYpblfgainN6xZRnBac5vsvoxw2jzLN44m3LTyzNPNz3OxdzuJ6f1JDM0zXZOx5MnjHFMZbLjdU+PyaoIonytn2TtBlm1ktRLsnB7i+X7t78UH/OLy9vheFaT61tx1m0vyfnt7psLxxfOPy8c7yyV7xuPN52GX/f7SVZuJx5vbsWbb6/G740dXwvHe1vlG2gsLYXLdpOc316S8zs3R84vAAAAEKL5BQAAQG3Q/AIAAKA2aH4BAABQGzS/AAAAqA2aXwAAANQGzS8AAABqY6ZyfslkBSYsygVtxJmpY2euBsNZTm+WA5yOJ3rJdYNNj0+t6x4Hb673y7Mr1/px8OV2Lw4V9V7yvgU5sYPxJCt2zBjfcZbfuwTh2RHtv7Tm2nHWbS/IspWk7kL5mC2VZ1dL0spiXBPNRnxgbm0lc1uKa3L73Hh8bn+S87tSvnx/Lj4yG8lrSyXZ3Y04Qlmttfi98bX1ZPvlr8+WFsNFo/0m5Tm/i6147mW48gsAAIDaoPkFAABAbdD8AgAAoDZofgEAAFAbNL8AAACoDZpfAAAA1AbNLwAAAGpjrJxfM3u2pNdLakr6PXd/za7MCjgDz2pcFY6TD/2vdrVmk7zXLAd4LMmqfcxNe7KC7X586syyeE/049zME/3y6xLHesvhsuvdOKtV4+b8ZmG62XFBGO+OjVKv0aHrreS9X44zWbtLcYZ0b7H8zZ1b6ITLnr+wEY5nOb+ri3HNbSwHIcSSts6JrwXO7Y/rbuvc8uWzrNp2K35tlhVdkvNr5bHhkqRGNyn6XrwCWyh/gb6yFC7bWYn3e28hfu2Lc/FxVWbkK79m1pT0RknPkXS5pBeZ2eWjrg/A3qJmgdlBvQJ7Z5zbHp4i6XPu/s/uvi3pHZKu3J1pAdgD1CwwO6hXYI+M0/xeIun2oX/fUTwGoJqoWWB2UK/AHtnzX3gzs2vM7LCZHT5y5Mhebw7AGIbrtdNZm/Z0ACSGa7a3Rs0COzFO83unpMuG/n1p8dhDuPu17n7Q3Q/u379/jM0BGFNas8P12m7Hv+ABYE+d8Wdsc5maBXZinOb345Ieb2aPMbM5SS+UdMPuTAvAHqBmgdlBvQJ7ZOSoM3fvmtnLJP25BjEs17n7Z3ZtZgB2FTULzA7qFdg75j650EUzOyLptqGHLpR038QmcGaqPDep2vNjbjv3aHev5P1AM1avUrXnx9xGV6X5VbZepZmrWeY2uirPr2pzO23NTrT5fdjGzQ67+8GpTSBQ5blJ1Z4fczs7VX3fVXl+zG10VZ9flVV53zG30VV5flWe2zD+vDEAAABqg+YXAAAAtTHt5vfaKW8/UuW5SdWeH3M7O1V931V5fsxtdFWfX5VVed8xt9FVeX5VntsXTPWeXwAAAGCSpn3lFwAAAJiYqTS/ZvZsM/tHM/ucmb1yGnOImNmtZvZpM/ukmR2e8lyuM7N7zezmoccuMLMbzeyW4v/nV2x+P29mdxb775Nm9twpze0yM/trM/vfZvYZM/uR4vHK7L9ZUeWarVK9FvOpbM1Sr/VQ5XqVqlWz1OtY85vZmp1482tmTUlvlPQcSZdLepGZXT7peezA17v7FRWI7Dgk6dmnPPZKSR9w98dL+kDx72k5pIfPT5J+o9h/V7j7+yc8p5O6kl7u7pdLeqqklxbHWpX2X+XNSM1WpV6latfsIVGvZ7UZqVepOjV7SNTrqGa2Zqdx5fcpkj7n7v/s7tuS3iHpyinMYya4+4ckHT3l4SslXV98fb2k5090UkNK5lcJ7n6Xu3+i+PqEpM9KukQV2n8zgpo9A1WuWeq1FqjXM0C9jm6Wa3Yaze8lkm4f+vcdxWNV4pL+wsxuMrNrpj2Z07jI3e8qvr5b0kXTnEyJl5nZPxQ/tpn6jzzM7ICkJ0n6mGZj/1VJ1Wu26vUqVf+Yo17PHlWvV6n6NVv1Y65S9SrNXs3yC2+n93R3/woNfmz0UjP7umlPqIwP4jqqFtnx25IeK+kKSXdJet00J2NmK5LeI+lH3f348FhF9x/OzMzUq1TJY456xaTNTM1W8JirVL1Ks1mz02h+75R02dC/Ly0eqwx3v7P4/72S/kiDHyNVyT1mdrEkFf+/d8rzeQh3v8fde+7el/QmTXH/mVlbg6L8A3d/b/FwpfdfBVW6ZmegXqUKH3PU61mn0vUqzUTNVvaYq1K9SrNbs9Nofj8u6fFm9hgzm5P0Qkk3TGEep2Vmy2a27+TXkr5J0s3xUhN3g6Sri6+vlvS+Kc7lYU4e9IVv1ZT2n5mZpDdL+qy7//rQUKX3XwVVtmZnpF6lCh9z1OtZp7L1Ks1MzVb2mKtKvRZzmdmancofuSiiOX5TUlPSde7+yxOfRAkz+xINvhOVpJakt01zfmb2dknPkHShpHsk/ZykP5b0h5IeJek2SS9w96ncFF8yv2do8CMZl3SrpB8cuv9nknN7uqS/kfRpSf3i4VdpcE9SJfbfrKhqzVatXqVq1yz1Wg9VrVepejVLvY41v5mtWf7CGwAAAGqDX3gDAABAbdD8AgAAoDZofgEAAFAbNL8AAACoDZpfAAAA1AbNLwAAAGqD5hcAAAC1QfMLAACA2vj//qcuKQABTR0AAAAASUVORK5CYII=\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1210,10 +1399,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 8\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1223,10 +1419,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 9\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1236,10 +1439,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 10\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1249,10 +1459,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 11\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1262,10 +1479,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 12\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de5SddX3v8c93T2Yy19yHhISESBLQgBAxeJeFVSxSW2wrVms92HpEj7q0q1iPVaqtl+rxiC0uPa0onOAFRcQLy7IUylHRYoGAcieAkqskmUzIdZLMZX/PH/uJbsI832due+9nz/N+rZWVmf3dz96/eWZ/9/7OM898trm7AAAAgCIoNXoBAAAAQL0w/AIAAKAwGH4BAABQGAy/AAAAKAyGXwAAABQGwy8AAAAKg+EXAJqQma0zs48lH7/UzDZM8Hb+zcz+fmpXB2A8zOwDZvalRq+jKBh+m5iZbTSzV9T4Pv7BzL5ay/sA8sLMXm9mt5vZQTPbmXz8DjOzpL7OzAbN7ICZ7Tazm83smY1et7v/1N1Pybqemb3ZzH52zLZvd/eP1m51QH2YmZvZymMua8hrmJn92Mz++1iv7+7/5O5juj6vy5PH8AsAkszsEkmXS/rfkhZJWijp7ZJeLKmt6qqfcvduSSdI2ilp3RTc94zJ3gaAxrMKZquc4xs0DRw9mmNmnzazJ83scTN7VVX9x2b2CTO7w8z2mdn3zGxeUjvHzLYec3sbzewVZnaepA9I+rPkSNc99f3KgPows9mSPiLpHe7+LXff7xW/cPc3uvuRY7dx9wFJ10g6LeU21yWnFNxsZvvN7CdmdmJV3c3snWb2qKRHk8tebWa/NLM9ZnabmZ1edf3nmNndyW1dK6m9qvaUPjazpWb2bTPrM7N+M/ucmT1L0r9JemHSz3uq1vmxqm3famaPJUe2bzCzxces+e1m9miyxs8fPSoO5N3RPjGzS5Lf7DxhZn9ZVe8ws8vMbJOZ7U1eVzuS2guSntxjZveY2TlV2/3YzD5uZv8paUDSVyS9VNLnkl77XHK9y81sS/I6fJeZvbTqNn57NNfMlie9dpGZbTazXWb2waT2tNdlM7vQzO465mv9GzP7Xo12ZdNj+J0+ni9pg6QFkj4l6cpjXpT+m6S/knS8pGFJn826QXf/gaR/knStu3e7+xlTvmogH14oaaakMb9YmFm3pDdK+kVwtTdK+qgqfflLSV87pv4aVXp3tZk9R9JVkt4mab6kL0i6wcxmmlmbpO+q8qI6T9J1kv40ZV0tkr4vaZOk5ZKWSPqGuz+kypHsnyf9PGeUbX9P0ickvU6V54pNkr5xzNVeLeksSacn1/v94OsH8maRpNmq9MVbJH3ezOYmtU9Leq6kF6nSZ++TVDazJZL+XdLHksvfK+l6M+utut03SbpYUo+kN0v6qaR3Jb32ruQ6d0pak9zGNZKuM7N2pXuJpFMkvVzSh8zsWSmvyzdIekbyA271er48rj1TIAy/08cmd/+iu49IulqVF66FVfWvuPv97n5Q0t9Lel3yIgmgMpzucvfhoxdUHeU5ZGZnV133vclR08ckdavyQpfm39391uTI8QdVOeq6tKr+CXff7e6HVHnh/IK73+7uI+5+taQjkl6Q/GuV9C/uPuTu31LlhXQ0z5O0WNLfuvtBdz/s7j9Lue6x3ijpKne/O1nz3yVrXl51nU+6+x533yzpR6q8mAPNYkjSR5I+ulHSAUmnWOVUhb+S9B5335b04G1JH/yFpBvd/UZ3L7v7zZLWSzq/6nbXufsD7j7s7kOj3bG7f9Xd+5PrXKbKD9zRufr/6O6H3P0eSfdIGvUAVLLGa5N1ysxOVeUH3++PdacUDcPv9LH96AfJr2OlygvzUVuqPt6kygvpgjqsC2gG/ZIWWNW5t+7+ouToaL+e+lz5aXef4+6L3P2P3P1Xwe3+tu/c/YCk3aoMpk+rSzpR0iXJwL0nGbCXJtdfLGmbu3vV9Tel3OdSVX4YHk6pRxZX326y5n5VjpIdtb3q4wE99XkGaKQRVV7bqrWqMvAe1X9Mbxx9DC9Q5VSi0fr5REkXHtObL1HlINNRW0bZ7inM7L1m9lBySsUeVY5AR6/D4+m1qyX9efIb3zdJ+uZop2uhguG3OKqPNi1T5clgl6SDkjqPFpKjwdW/yql+sQWmq5+rcpT1gim+3d/2XXKaxDxJv6mqV/fXFkkfTwbro/863f3rkp6QtOSYU5mWpdznFknLbPQ/osvq59+o8kJ/dM1dqpyCsS1jOyAPNqtyxLPaM5T+g2K1XZIOS1oxSm2LKr89re7NLnf/ZNV1ju2tp3yenN/7PlVOFZqb/GC9V9JEzpl/Wh+7+39JGlTlXOM/V+UUKaRg+C2OvzCz1WbWqcof9nwrOUXiEUntZvYHZtYq6VJVfhVz1A5Jy42/XsU05u57JP2jpP9jZq81sx4zK5nZGkldk7jp883sJck5ux+V9F/unnaE6IuS3m5mz7eKrqQve1QZzoclvdvMWs3sT1Q5vWE0d6gyLH8yuY12M3txUtsh6YRkPaP5uqS/NLM1ZjZTlXMLb3f3jeP9woEGuFbSpWZ2QtK/r5D0h5K+lbWhu5dVOef+M2a22MxazOyFSR98VdIfmtnvJ5e3J388d0JwkzsknVT1eY8qPdwnaYaZfUjSrIl9mamvy1+W9DlJQ+M41amQGGiK4yuqRDJtV+VXO++WJHffK+kdkr6kytGdg5Kq0x+uS/7vN7O767VYoN7c/VOS/kaVozM7kn9fkPQ/Jd02wZu9RtKHVTnd4blKzslLuf/1kt6qyovXk6qcU/zmpDYo6U+Sz3dL+jNJ3065nRFVXvBXqnIkbGtyfUn6f5IekLTdzHaNsu1/qPI3AderMkCvkPT6MX+1QGN9RJVe/ZkqPfQpSW909/vHuP17Jd2nyvn0uyX9L0ml5AfWC1RJWehT5Ujw3yqeoS6X9FqrJDB9VtIPJf1AlQNOm1Q5ypx5qkSKtNflr6iSPkMGcAZ76ilkmI7M7MeSvuruvHsMUCdmtk7SVne/tNFrATD9JbFsOyWd6e6PNno9ecaRXwAAgOb3PyTdyeCbjXcVAgAAaGJmtlGVP557TYOX0hQ47QEAAACFwWkPAAAAKAyGXwAAABRGXc/5XbBggS9fvryedwnk2l133bXL3Xuzr1l/bdbuHSXevAs4al+5P7f9Kkmz57X4wiXHvsHZ7+wvd4TbD5bjkaCtFL9pYE/pUGqto1QOt806EhdvLQ1nnMFZzngviVLG+7/MyHgripbg9ksTeh+L+vGMr30koz5QTv/uNfIxJ0mP3n9k1J6t6/C7fPlyrV+/vp53CeSamY3lnYcaoqPUrRd0/1GjlwHkxk37/m9u+1WSFi5p1edvWJ5a/9H+1eH2Gwfmh/Xlnf1h/WU9D6bWnt22L9y201rC+oCPhPW+kXh8PujxuNNl8ZDV2xKP37NLae8bI8209B9I8mAoY9/uLR8O6/cMpr9XRyMfc5L0ypM2jNqznPYAAACAwmD4BQAAQGEw/AIAAKAwGH4BAABQGAy/AAAAKAyGXwAAABRGXaPOAABAbRwot+vWA89MrV9z71nh9u2PtIf1206OI69azkiPA+udfVe47ZyMPNdHh2aH9UZHap0RRLmVSvFxxtaMmLdaK2ekKPeNxDnFeX3MVWwY9VKO/AIAAKAwGH4BAABQGAy/AAAAKAyGXwAAABQGwy8AAAAKg+EXAAAAhcHwCwAAgMJoqpzfc0sXhvWby9fVaSUoCh5zAJrFYHmGNh+al1qf+Vicqbr0Y7eF9c0felFcPzn9vvf0xPd92IfCelaOb6PzZBfPvjO11lPKyqJtbM7viHtYH/B4VMzrYy7CkV8AAAAUBsMvAAAACoPhFwAAAIXB8AsAAIDCYPgFAABAYTD8AgAAoDAYfgEAAFAYTZXzO50zVcmTzSf2O4Bm0VYa1rKO3an1n6yMs2y3XBpnqh7J2H5J+57UWrvFOb6HvTWsbzs8J6w3Ok92YFb6OJWVoyuLy7XWYvECOjO+d418zEX3HeHILwAAAAqD4RcAAACFwfALAACAwmD4BQAAQGEw/AIAAKAwGH4BAABQGAy/AAAAKIzMnF8zWyrpy5IWSnJJV7j75WY2T9K1kpZL2ijpde7+ZO2WOr2RJ4upQL8CzWUqe7a7dFhndz+cWh85PT7etXHl/LC+vLM/rL+s58HU2qKWI+G2u0fKYT3KEJakIysamyfbacOptRaLM4wbrZRxHLS3Jc4pbuRjLrrvyFiO/A5LusTdV0t6gaR3mtlqSe+XdIu7r5J0S/I5gMaiX4HmQs8CdZY5/Lr7E+5+d/LxfkkPSVoi6QJJVydXu1rSa2q1SABjQ78CzYWeBepvXOf8mtlySc+RdLukhe7+RFLarsqvbEbb5mIzW29m6/v6+iaxVADjMdl+HfT414AAptZke3bv7pG6rBNodmMefs2sW9L1kv7a3fdV19zdVTlX6Wnc/Qp3X+vua3t7eye1WABjMxX92mbtdVgpAGlqenb2vJY6rBRofmMafs2sVZWm/Jq7fzu5eIeZHZ/Uj5e0szZLBDAe9CvQXOhZoL4yh18zM0lXSnrI3T9TVbpB0kXJxxdJ+t7ULw/AeNCvQHOhZ4H6y4w6k/RiSW+SdJ+Z/TK57AOSPinpm2b2FkmbJL2uNksEMA70K9BcpqxnO0plPbttX2p90Zw7wu33z2oL6z2lwbA+r5R+znG7xcfaRkpDYX1t1+Nh/cBpM8P6b1bMDusru+K/ScqK1IriwLKixBqt1eLTZXpK8eOikY+53pY4Ii9N5vDr7j+TZCnll0/oXgHUBP0KNBd6Fqi/fP84AgAAAEwhhl8AAAAUBsMvAAAACoPhFwAAAIXB8AsAAIDCYPgFAABAYYwl5xcAAOTcDJnmltLflrzb0nN4JamsOGs3PZHtdytIs788HG7ZV45zerOc2bUxrJ8z63BYXzpjd0Y93jdRFm5Wjm7ezbTWsD63lH4cNesxN6Q4x7dV8b5rtTgnOA1HfgEAAFAYDL8AAAAoDIZfAAAAFAbDLwAAAAqD4RcAAACFwfALAACAwmD4BQAAQGGQ8wsAwDRgsjBTtpSZ0xsbVpzZurecntn64NDscNtb9p0a1h872BvWF3fsDevnzHo4rM8rxXmz3Rl5sjMy8miRLxz5BQAAQGEw/AIAAKAwGH4BAABQGAy/AAAAKAyGXwAAABQGwy8AAAAKg+EXAAAAhUHOLwAABVCWh/Uhj3N8B3worP9mOH2k+NH+1eG237hvbVhv39Ae1tevOhLWu9fE9VWtfWE9S4tN32OJRzK+71G+c99IvF/2l+P85J6M/OXelnhtaabvdwsAAAA4BsMvAAAACoPhFwAAAIXB8AsAAIDCYPgFAABAYTD8AgAAoDAYfgEAAFAYmTm/ZnaVpFdL2unupyWX/YOkt0o6Goz3AXe/sVaLbAbnli4M6zeXr6vTSlB09CzQPKayX8vyMJM1ymOVsjNZ+0Z6wvrmoXmptfv3Lg63bX8kzvFd+vHb4vv+0IvC+rZnzgnrh70lrE9nWfnO+zMeN/cNzkqtZeU7bxyYH9aXd/aH9Zf1PBjWpSdGvXQsR37XSTpvlMv/2d3XJP94EQXyY53oWaBZrBP9CtRV5vDr7rdK2l2HtQCYAvQs0DzoV6D+JnPO77vM7F4zu8rM5k7ZigDUCj0LNA/6FaiRiQ6//ypphaQ1qpxQcVnaFc3sYjNbb2br+/om997ZACZsTD1b3a+Dfrie6wPwOxN6jd3VH5+7CaBiQsOvu+9w9xF3L0v6oqTnBde9wt3Xuvva3t7eia4TwCSMtWer+7XN4j9AAVAbE32NXTC/uH+0BYzHhIZfMzu+6tM/lnT/1CwHQC3Qs0DzoF+B2hpL1NnXJZ0jaYGZbZX0YUnnmNkaSS5po6S31XCNAMaBngWaB/0K1F/m8Ovubxjl4itrsJamRo4v8oKerYNyudErmLgS722UJ1PZr2V5mMka5bFK2Zmsjxw4LqyXzFNrB4fbwm0PLU3PJ5akLR+Mc3yPrIz/RmFZRxyo0WnDYb3FWsN6Mysrfj7rG7GwfuuBZ6bWrrn3rHDbrHzn206Ov68tZ2Q9F28Y9VKeBQEAAFAYDL8AAAAoDIZfAAAAFAbDLwAAAAqD4RcAAACFwfALAACAwmD4BQAAQGFk5vwCRXZu6cKwTr5zk6p1Tq+n553WnMWZnJlfOznATWvI40zWKI9VGkMm64Y4k/XQsvSs3pUrt4fbPv+0X4X18qnx4/rk7p1h/ezuh8P6/Ja4Z0vT+FjhSMbz1YDHo+LmQ/NSazMfix8zSz92W3zbH4rznTefnH7fken73QQAAACOwfALAACAwmD4BQAAQGEw/AIAAKAwGH4BAABQGAy/AAAAKAyGXwAAABTGtMr5JZMVU43HDEaVleObkaXrk8gBtqwc36ycXnKAp62yLMxkjfJYpTFksn48zmTdcml6JmvXMwfDbc+ff29YX9a6O6zPaxkI672l4bDeafE4VFbcFyOe3lctlu+eacl4Tui09PxmSVrWkf69+cnKw+G20WNGko5kbB/ddyTf3xEAAABgCjH8AgAAoDAYfgEAAFAYDL8AAAAoDIZfAAAAFAbDLwAAAApjWkWdEUsFYEwmG9c1MhKWfSQj6ixje3n69p4Rm2QtLRn1jK89Y3ui0PKrJFenpUd6ZcVC/WTF5GKpDp+cvv1ps38Tbnv6zG1h/YQZcVRZa0ZflD2u7y/Htz+kuN4exIV1WtxTHdYW1msdlVbKOA7a2xJHM57d/XBqbeT0+LY3rpwf1pd39k/4viM8SwEAAKAwGH4BAABQGAy/AAAAKAyGXwAAABQGwy8AAAAKg+EXAAAAhcHwCwAAgMLIzPk1s6skvVrSTnc/LblsnqRrJS2XtFHS69z9ydotE8BYFaFnLcjUlCSVMupZWbalrKzbjJzelqG4fvhIWPah4PY9I2M4vufMfWOecQtZ+54c4HGZyn5ttTiTNSsTdej0+HGflcl6Uteu1NrLeh4Mt12ckePbaa1hfcDjnts6HI87DwwuDes7hmaH9YWte1Nrz87IMD5xRvx80K2ZYX2yOcCtGTnEPaU4h/jZbftSa4vm3BFue3B2/H3pCnKrJam3JeP5JsVY9tg6Secdc9n7Jd3i7qsk3ZJ8DiAf1omeBZrFOtGvQF1lDr/ufqukY98W5gJJVycfXy3pNVO8LgATRM8CzYN+BepvosfKF7r7E8nH2yUtnKL1AKgNehZoHvQrUEOTPvnK3V3BaWZmdrGZrTez9X19fZO9OwCTFPVsdb8O+uE6rwzAscbzGtvfP7HzH4Gimejwu8PMjpek5P+daVd09yvcfa27r+3t7Z3g3QGYpDH1bHW/tll7XRcI4Lcm9Bo7fz5/TAiMxUQ75QZJFyUfXyTpe1OzHAA1Qs8CzYN+BWooc/g1s69L+rmkU8xsq5m9RdInJZ1rZo9KekXyOYAcoGeB5kG/AvWXmfPr7m9IKb18itcCYApMl54Ns3yzcnrb4kxQ6+wI694Zn/LhrfH9W5TTK6m072BYL+9JzwwtHxwIt5VnnPdZzsrxzdg+a99jXKayX0uyMJM1ymOVpEVzbw/r+2fHea89pcHUWlYea3dGju+Q4p7KyvH94YHTwvr1m9eE9V19s8L6ccel9+zrT1wfbnt+9wNhvX1G/LW31Pj9ymZmfG/mBtnd3RavvZzxfS0pfr5ptfgxmX67AAAAQEEw/AIAAKAwGH4BAABQGAy/AAAAKAyGXwAAABQGwy8AAAAKg+EXAAAAhZGZ8wsAuTMjfuqyrs6wPrRodlgfWBzn/B6eO7njBh39c8J616b09c3YtivcNsoIliQfycjxzeJZOcFBPjNqqiQLM1mjPFZpLJmsQxn3n57JmpXHOuTxfe8eiet3HF4R1r+79fSwfuDnvWH9hPuGw/rO56Zvf2v3qnDbNe2bw/rCljgXfEZGFm6L1fY4Z0npPT/TajtmTvRr48gvAAAACoPhFwAAAIXB8AsAAIDCYPgFAABAYTD8AgAAoDAYfgEAAFAYDL8AAAAoDHJ+p4lnfPaysP74uy+p00qAKVJKz460GXGuZXlWnPN78ISOsN5/anxcYGjFobDe3jEY1nc/0R3W5943K7W2oDUj0/PxjBze/QfienmSOcBZsm4/I4sWExflsUq1zWQtK35cDnicIfzo0NywftOu1WF950Nxju/xD8U5wh3fuyOs98x/YWrtkV3Hhds+0rsorJ/U+khY72yJ9238jJEtK4M5qpcV93sp4xhsq2U834XV6H4BAACAgmD4BQAAQGEw/AIAAKAwGH4BAABQGAy/AAAAKAyGXwAAABQGwy8AAAAKg5zfaYIcX0w7FvxsPiN+6hrpbA3rAwvin/uHVw2E9bef/tOwflbH42H92yc+N6x/X2em1tp3xxnFs3d1hXUNxBnFNc/5Rc24PMxczcprrWUma9Z97xiJb/vnB1eF9bsfXxbWF9wTZxzPevjJsK65cc5w1/bh1Fr/lp5w29sXnxTWT525NazPLh0J692aGdaHFX9v9pbj3PLtI+nf9/3ltnDbnlJ824ta4vzn2aX49tNw5BcAAACFwfALAACAwmD4BQAAQGEw/AIAAKAwGH4BAABQGAy/AAAAKAyGXwAAABTGpHJ+zWyjpP2SRiQNu/vaqVgUnq68Pc44vP7ArLB+4cq7pnI5aFJN1bMeZI66T+6m02MpJUkdHXH25JkdG8P6OR1xXuqe8kNh/cZ5p6bWhjrjnF+1xk/rZnHeaTlj31pWDnBLxs7FmI23X4flerJ8OLXel5Gle9Djx06XpWfZStK8ILM1TpKVfjV0XFj/2a4VYb19Q3tYn3fv3rA+8sCGsJ6l8/E9qbU5Dy8It/35kuVh/axZcW74iTPitbeW4u/bAY+zdO8bjOeLm/Y9O7X2+MH54bYndu4O6+fOuj+sr5mZvt8jU/EmFy9z911TcDsA6oOeBZoH/QpMMU57AAAAQGFMdvh1STeZ2V1mdvFoVzCzi81svZmt7+vrm+TdAZiksGer+3XQ0399CqAuxvUa29/PW1MDYzHZ0x5e4u7bzOw4STeb2cPufmv1Fdz9CklXSNLatWsnd6IegMkKe7a6X2e3LKBfgcYa12vsGWe00bPAGEzqyK+7b0v+3ynpO5KeNxWLAlAb9CzQPOhXoDYmPPyaWZeZ9Rz9WNIrJcV/lgegYehZoHnQr0DtTOa0h4WSvpPE5syQdI27/2BKVgWgFuhZoHnQr0CNTHj4dfdfSzpjCtdSaG+5881h/cqzHg3rP8jY/n2fvSy19vi7Lwm3xfTQdD1bTj990YfiXMqWg3FOb/uTcVbuju3dYf36E84K6/2z4xzfH+99Vlgv756ZWmsdiP+oyY7E+6Y8HGd+RvtdktQS5wRjakykXw+VS2Em64/2rw633zgQZ7Iu64gzWc/uSc+bXdSyL9x202BvWH98R7y2RRviJGH/xQNhfcaihWF9ePuOsD7yUPpr9Nzj45zcx0/rCutbV84L6/vL8S/xs/KZs/Kfbz3wzLB+3b1nptY6Ho7zl+9cGT9Xt54Zf1+XzLg9rKch6gwAAACFwfALAACAwmD4BQAAQGEw/AIAAKAwGH4BAABQGAy/AAAAKIzJvr0xpsiVZ62r7fZxMlNhnVu6MKzfXL6uTispoHIc2eWl9J/N7ciRcNvS3oNhvXtrHHV25P44nucHI3EC1U3z4mig8pPpUWaSNPuhltRa17b4a/P9GfWhjKgzNK0D5fYwluqae+MXgvZH4sf9basOxws4Pb308llx1FjJ4ueDtrb4cXvwuM6w3npexovg7vhrazkSR3KVT1qcWtt3Ylt83z3x81lPS8Z+z7An47n2V0PHhfW7nlwW1qM4sxM+cVu47ZZLXxTWNz8rjnk7OGdiYyxHfgEAAFAYDL8AAAAoDIZfAAAAFAbDLwAAAAqD4RcAAACFwfALAACAwmD4BQAAQGE0Vc4vmazpXvzaT4f1//zWe+u0kuZS5MdM7gXZlJ6RW6n9B8Jy29b0HF1JWjAyJ6x39Mc5vUOdcY5w64CH9a5th9K33bY73LZ8MM75lWfsO8s4JhLkL6OxBssztPlQei7qzMfiHN+lH4szWTd/KM5k3Xpy0Dezwk21om1nWD/nxMfC+n+cfXJYP3hCV1hfcE9c77njybC+f9UpqbX+58Y9t/akTWH9We3bwnqWDUPzw/pNe54d1h95Is4BnhE8JWx/T/yYOZyRHb2iqy+s99hQWE/DsxgAAAAKg+EXAAAAhcHwCwAAgMJg+AUAAEBhMPwCAACgMBh+AQAAUBgMvwAAACiMpsr5JZM1HTm+KBSPc3L98JGwbv17wnrbkTg7snVXnOPrbfFTqw0Ox/V96Vm95X374/seim87K8fXWmp8TISc4JppKw1rWUd6DvRPVsaZqlsujTNZj2Rs/4zO/tTa/NJAuO3sUtxzfzrvzrDe2xb3xY3dp4b1PYcWhPUZFzwvrD95SvrjetnJvwm3PX/BfWF9RWv6fpWkAY+fb352IM5AvvHBeN/03B3nQw91p9cOvSDOHT9/5cNh/ezuuN7bEr8WpOFZCAAAAIXB8AsAAIDCYPgFAABAYTD8AgAAoDAYfgEAAFAYDL8AAAAoDIZfAAAAFMakcn7N7DxJl0tqkfQld//klKwKGIdzSxeGdfKhfydXPZuV91ouT/y2s3KABwfj7feOxPWBOLPUzOLtR+KvrTycntWbufZSxn1nyfq+ZH1tmDLj7dfu0uEwF3Xk9Ph7u3Hl/LC+PMjxleJM1sUz4vzpbmsL612lfWG9Z9Yvw/rMZfH9f9dOD+tbV8wK68cdl56v/AeL4xzfM9s3h/V5pfj5aNNwvO82DsTf1/ZH4xzfRZffFta3/l16PvTJx+8Mt33lnHjfnNK6N6z3lGaG9TQTPvJrZi2SPi/pVZJWS3qDma2e6O0BqC16Fmge9CtQO5M57eF5kh5z91+7+6Ckb0i6YGqWBaAG6FmgedCvQI1MZvhdImlL1edbk8sA5BM9CzQP+hWokZr/wZuZXWxm681sfV9fX63vDsAkVPfroB9u9HIAZKju2aNk0lUAAASySURBVL27M85VByBpcsPvNklLqz4/IbnsKdz9Cndf6+5re3t7J3F3ACYps2er+7XN4j+CAFBT436NnT2vpW6LA5rZZIbfOyWtMrNnmFmbpNdLumFqlgWgBuhZoHnQr0CNTDjqzN2Hzexdkn6oSgzLVe7+wJStDMCUomeB5kG/ArVjnpGHOaV3ZtYnaVPVRQsk7arbAsYnz2uT8r0+1jZ2J7p7Ls8HarJ+lfK9PtY2cXlaX277VWq6nmVtE5fn9eVtbaP2bF2H36fdudl6d1/bsAUE8rw2Kd/rY23TU973XZ7Xx9omLu/ry7M87zvWNnF5Xl+e11aNtzcGAABAYTD8AgAAoDAaPfxe0eD7j+R5bVK+18fapqe877s8r4+1TVze15dned53rG3i8ry+PK/ttxp6zi8AAABQT40+8gsAAADUTUOGXzM7z8w2mNljZvb+RqwhYmYbzew+M/ulma1v8FquMrOdZnZ/1WXzzOxmM3s0+X9uztb3D2a2Ldl/vzSz8xu0tqVm9iMze9DMHjCz9ySX52b/NYs892ye+jVZT257ln4thjz3q5SvnqVfJ7W+pu3Zug+/ZtYi6fOSXiVptaQ3mNnqeq9jDF7m7mtyENmxTtJ5x1z2fkm3uPsqSbcknzfKOj19fZL0z8n+W+PuN9Z5TUcNS7rE3VdLeoGkdyaPtTztv9xrkp7NS79K+e7ZdaJfp7Um6VcpPz27TvTrRDVtzzbiyO/zJD3m7r9290FJ35B0QQPW0RTc/VZJu4+5+AJJVycfXy3pNXVdVJWU9eWCuz/h7ncnH++X9JCkJcrR/msS9Ow45Lln6ddCoF/HgX6duGbu2UYMv0skban6fGtyWZ64pJvM7C4zu7jRixnFQnd/Ivl4u6SFjVxMineZ2b3Jr20a/isPM1su6TmSbldz7L88yXvP5r1fpfw/5ujX6SPv/Srlv2fz/pjLVb9Kzdez/MHb6F7i7meq8mujd5rZ2Y1eUBqvxHXkLbLjXyWtkLRG0hOSLmvkYsysW9L1kv7a3fdV13K6/zA+TdOvUi4fc/Qr6q1pejaHj7lc9avUnD3biOF3m6SlVZ+fkFyWG+6+Lfl/p6TvqPJrpDzZYWbHS1Ly/84Gr+cp3H2Hu4+4e1nSF9XA/Wdmrao05dfc/dvJxbnefzmU655tgn6VcvyYo1+nnVz3q9QUPZvbx1ye+lVq3p5txPB7p6RVZvYMM2uT9HpJNzRgHaMysy4z6zn6saRXSro/3qrubpB0UfLxRZK+18C1PM3RB33ij9Wg/WdmJulKSQ+5+2eqSrnefzmU255tkn6VcvyYo1+nndz2q9Q0PZvbx1xe+jVZS9P2bEPe5CKJ5vgXSS2SrnL3j9d9ESnM7CRVfhKVpBmSrmnk+szs65LOkbRA0g5JH5b0XUnflLRM0iZJr3P3hpwUn7K+c1T5lYxL2ijpbVXn/9RzbS+R9FNJ90kqJxd/QJVzknKx/5pFXns2b/0q5btn6ddiyGu/SvnrWfp1Uutr2p7lHd4AAABQGPzBGwAAAAqD4RcAAACFwfALAACAwmD4BQAAQGEw/AIAAKAwGH4BAABQGAy/AAAAKAyGXwAAABTG/wd8W/ZUu79PcgAAAABJRU5ErkJggg==\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1275,10 +1499,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 13\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1288,10 +1519,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 14\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1301,10 +1539,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 15\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1314,10 +1559,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 16\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1327,10 +1579,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 17\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1340,10 +1599,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 18\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de5yddXXv8e+aPfeZhGQyMSEkMOQK4WLUKHKx1SoWe2yxF6xWPdh6Sj3Vl+2r2B6P1UrFth6rbfWlpy0KDdWqFLHCaX1ZEeuFxiJBwIABAiFhEnK/YDKXzGWv88d+opswz3omM7Nv83zer1demdlr/5699t7P2nvNM8+sbe4uAAAAIA+aap0AAAAAUC00vwAAAMgNml8AAADkBs0vAAAAcoPmFwAAALlB8wsAAIDcoPkFgAZkZhvM7EPJ1y8zs0enuJ2/M7P3z2x2AE6Fmb3XzD5T6zzygua3gZnZdjN7VYVv4zoz+1wlbwOoF2b2BjO7x8wGzGxf8vXvmpkl8Q1mNmJmx8zskJndaWbn1Dpvd/+uu6/Jup6ZvdXM7j5p7dvd/frKZQdUh5m5ma086bKavIeZ2bfM7H9M9vru/ufuPqnr8748fTS/ACDJzK6V9HFJfylpsaRFkt4u6VJJrWVX/Yi7d0taKmmfpA0zcNvN090GgNqzEnqrOscTNAucOJpjZh81s8Nm9qSZvaYs/i0z+wsz+76Z/djMbjezniT2cjPbedL2tpvZq8zsCknvlfTryZGuB6t7z4DqMLPTJH1Q0u+6+5fc/aiX3O/ub3L34yevcfdBSZ+XdH7KNjckpxTcaWZHzezbZnZWWdzN7B1mtlXS1uSy15rZA2Z2xMw2mtmFZdd/gZn9INnWLZLay2LPqmMzW2ZmXzaz/WZ20Mw+aWbnSvo7SRcn9XykLM8Pla39bTN7PDmyfYeZLTkp57eb2dYkx0+dOCoO1LsTdWJm1ya/2dltZr9ZFu8ws4+Z2Q4zeyZ5X+1IYi9NavKImT1oZi8vW/ctM/szM/tPSYOSPivpZZI+mdTaJ5PrfdzM+pP34fvM7GVl2/jJ0Vwz60tq7Woze8rMDpjZHyex57wvm9lVZnbfSff1D8zs9go9lA2P5nf2uEjSo5J6JX1E0o0nvSn9d0m/Jel0SWOSPpG1QXf/mqQ/l3SLu3e7+/NnPGugPlwsqU3SpN8szKxb0psk3R9c7U2SrlepLh+Q9E8nxV+nUu2uNbMXSLpJ0u9IWiDp7yXdYWZtZtYq6Ssqvan2SLpV0q+m5FWQ9K+Sdkjqk3SGpC+6+xaVjmR/L6nneROs/TlJfyHp9Sq9VuyQ9MWTrvZaSS+WdGFyvZ8P7j9QbxZLOk2lunibpE+Z2fwk9lFJL5J0iUp19keSimZ2hqR/k/Sh5PJ3S7rNzBaWbfctkq6RNEfSWyV9V9I7k1p7Z3KdeyWtS7bxeUm3mlm70l0maY2kV0r6EzM7N+V9+Q5JZyc/4Jbn84+n9MjkCM3v7LHD3T/t7uOSblbpjWtRWfyz7v6Quw9Ier+k1ydvkgBKzekBdx87cUHZUZ4hM/uZsuu+Ozlq+rikbpXe6NL8m7t/Jzly/McqHXVdVhb/C3c/5O5DKr1x/r273+Pu4+5+s6Tjkl6a/GuR9DfuPuruX1LpjXQiL5G0RNIfuvuAuw+7+90p1z3ZmyTd5O4/SHL+30nOfWXX+bC7H3H3pyT9h0pv5kCjGJX0waSOvirpmKQ1VjpV4bck/Z6770pqcGNSB2+W9FV3/6q7F939TkmbJP1C2XY3uPvD7j7m7qMT3bC7f87dDybX+ZhKP3BH5+r/qbsPufuDkh6UNOEBqCTHW5I8ZWbnqfSD779O9kHJG5rf2WPPiS+SX8dKpTfmE/rLvt6h0htpbxXyAhrBQUm9VnburbtfkhwdPahnv1Z+1N3nuftid/8ld38i2O5P6s7dj0k6pFJj+py4pLMkXZs03EeSBntZcv0lkna5u5ddf0fKbS5T6YfhsZR4ZEn5dpOcD6p0lOyEPWVfD+rZrzNALY2r9N5WrkWlhveEgyfVxol9uFelU4kmquezJF11Um1eptJBphP6J1j3LGb2bjPbkpxScUSlI9DR+/Cp1NrNkn4j+Y3vWyT980Sna6GE5jc/yo82nanSi8EBSQOSOk8EkqPB5b/KKX+zBWar76l0lPXKGd7uT+ouOU2iR9LTZfHy+uqX9GdJY33iX6e7f0HSbklnnHQq05kpt9kv6Uyb+I/osur5aZXe6E/k3KXSKRi7MtYB9eAplY54ljtb6T8oljsgaVjSigli/Sr99rS8Nrvc/cNl1zm5tp71fXJ+7x+pdKrQ/OQH62ckTeWc+efUsbv/l6QRlc41/g2VTpFCCprf/Hizma01s06V/rDnS8kpEo9Jajez/2ZmLZLep9KvYk7YK6nP+OtVzGLufkTSn0r6v2b2a2Y2x8yazGydpK5pbPoXzOyy5Jzd6yX9l7unHSH6tKS3m9lFVtKV1OUclZrzMUnvMrMWM/sVlU5vmMj3VWqWP5xso93MLk1ieyUtTfKZyBck/aaZrTOzNpXOLbzH3bef6h0HauAWSe8zs6VJ/b5K0i9K+lLWQncvqnTO/V+Z2RIzK5jZxUkdfE7SL5rZzyeXtyd/PLc02OReScvLvp+jUg3vl9RsZn8iae7U7mbq+/I/SvqkpNFTONUpl2ho8uOzKo1k2qPSr3beJUnu/oyk35X0GZWO7gxIKp/+cGvy/0Ez+0G1kgWqzd0/IukPVDo6szf59/eS/pekjVPc7OclfUCl0x1epOScvJTb3yTpt1V68zqs0jnFb01iI5J+Jfn+kKRfl/TllO2Mq/SGv1KlI2E7k+tL0jclPSxpj5kdmGDtN1T6m4DbVGqgV0h6w6TvLVBbH1SpVu9WqYY+IulN7v7QJNe/W9Jmlc6nPyTp/0hqSn5gvVKlKQv7VToS/IeKe6iPS/o1K01g+oSkf5f0NZUOOO1Q6Shz5qkSKdLelz+r0vQZZgBnsGefQobZyMy+Jelz7s6nxwBVYmYbJO109/fVOhcAs18ylm2fpBe6+9Za51PPOPILAADQ+P6npHtpfLPxqUIAAAANzMy2q/THc6+rcSoNgdMeAAAAkBuc9gAAAIDcoPkFAABAblT1nN/e3l7v6+ur5k0Cde2+++474O4Ls69Zfa3W5u3TGnELzC5Hdbhu61WS5vUU/PSl6W/rR8fbw/XHPW4J2iz+0MDuwnBqrMPiUywt47MeihmfzzKecQrneMb2CxnbL1i8vinYvmdse8jjbR+r4fMmSS0qhvHR4DhqpXOfk5H7I5tHJqzZqja/fX192rRpUzVvEqhrZjaZTx6qiXZ16aLCq2udBlA3vjF+S93WqySdvrRZ//D/Tk+N/8exteH6bUPxJ94v73jOaOhn+dmuR1Jj57aOhGvbJ/xAwp8aLI6G8UPFuEEbyGiyujKarJ6m+BflnU0nf6ryTw1nfNL4lpG0z5wp+fbAOWF8us/bZV2PhvElhcEw/vR4Z2rs7oE14drp5v6K7h+F8Yv7dkxYs5z2AAAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkRlVHnQEAgMo4VmwPR0t9ZvOl4frmx9JHVknSN1fHI69aLhxPjS0s/DBcO6cpHlW2bTSeF1vpcWDRGDdJWt6SPm/2aDGe87txcFUYr/TzNn5+fBz0oq7Hw/g9AytTY//w0MXh2krucyUTTyfkyC8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMiNhprze3nTVWH8zuKtVcoEp6KRn7dGzh1AvhwvNmv78ILUeNMTHeH6M6/bGMa3Xx/PbN2+Ov22B7rjdmNkPJ7z+93B1WG80rNwmy6M8zute3Nq7LjH9z16zqTKP287VvaE8ZXt3fH64fT1tdznIhz5BQAAQG7Q/AIAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAudFQc35n80zV2TxPltwBoPJam8a0rP1Qanx8+XC4vv/9l4Tx8eVDYTy67RbFc3KPeyGM9wezZKXKz5PtXx3f/vGu9PxbLL7vi1t/HMbHzp7m87YinmF8VvC8SdKCwrEpry+uiPeZp66Lcy9m5N7XfjCMp+HILwAAAHKD5hcAAAC5QfMLAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQGzS/AAAAyI3MOb9mtkzSP0paJMkl3eDuHzezHkm3SOqTtF3S6939cOVSnd2YJ4uZQL0CjWUma7bDRnRB+87U+CtXPRLm8ujCRWF8zby9YTy67TlN8azbgnsYj2YIS5WfJ5t1+202nhorWHzflrbGs2ovXv5kGD+wpCuMP3/+rjB+WfejYXxZxpzf9u4tqbHCBfHzvm1lbxhf3nEgjF/WFeeeZjJHfsckXevuayW9VNI7zGytpPdIusvdV0m6K/keQG1Rr0BjoWaBKstsft19t7v/IPn6qKQtks6QdKWkm5Or3SzpdZVKEsDkUK9AY6Fmgeo7pXN+zaxP0gsk3SNpkbvvTkJ7VPqVzURrrjGzTWa2af/+/dNIFcCpmG69jup4VfIEUDLdmn3mUPqv3gH81KSbXzPrlnSbpN9392d9ELW7u0rnKj2Hu9/g7uvdff3ChQunlSyAyZmJem1RWxUyBSDNTM2e1lOoQqZA45tU82tmLSoV5T+5+5eTi/ea2elJ/HRJ+yqTIoBTQb0CjYWaBaors/k1M5N0o6Qt7v5XZaE7JF2dfH21pNtnPj0Ap4J6BRoLNQtUX+aoM0mXSnqLpM1m9kBy2XslfVjSP5vZ2yTtkPT6yqQI4BRQr0BjoWYldWaMA3thx/Yw/ubz4tO0nlreE8ZXdMZ/k3RJ59Yw3m7pI736x7vDtQ8PLQ3jB4bjUWa97QNh/MLO/jCeNcpsYSFuFec1DafGFs+9P1w7MCfedpeNhfHewtRO9clsft39bkmWEn7llG4VQEVQr0BjoWaB6uMT3gAAAJAbNL8AAADIDZpfAAAA5AbNLwAAAHKD5hcAAAC5QfMLAACA3JjMnF8AAFDnhrxVm4fTZ8betfWccH3rlo4wvvPc+WH8rAsOpcYWFo6Ga1uCObmTsb5rWxj/2e5HwviijFm3CwrxHOIjxbRpddI9gyvCtbdtWRfGW7d0hvGta4bC+AVzdoXxYvuOMN5i8SzdDmtNjXU2jYdrxz1+XAsWz29u1tTm/HLkFwAAALlB8wsAAIDcoPkFAABAbtD8AgAAIDdofgEAAJAbNL8AAADIDZpfAAAA5EZDzfm9vOmqMH5n8dYqZYJyPC8AUHsjxWb1D/ekxgvb2sP1yz60MYzv+ODFYfyR5YtSY4tangnX7hxJz1uSnhqK40s7Dofxn8mY85s1x7czY9btQU+fUxw9J5JUeCKer7zs+vh52X59/LzsOmdeGB/x/B0Hzd89BgAAQG7R/AIAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAudFQc36ZF1ufeF4AoPbamsbU134wNT6+Yihc3//+S8L4yFnDYbyjMJoau+9YX7j264+dG8ZbtsazcMdWD4bx7gvj3Jc3PxjGO+Mxv2q39Dm/0XMiScWM5+Wp6+Lnpbgivu9Ztx/lLknjHs9AHvT0x/ZQMd72gMdtaJeNhfHeQsYTk4IjvwAAAMgNml8AAADkBs0vAAAAcoPmFwAAALlB8wsAAIDcoPkFAABAbtD8AgAAIDcy5/ya2U2SXitpn7ufn1x2naTflrQ/udp73f2rlUqyEVzedFUYZxYuqoWaBRrHTNZrV9OwLup8PDW+99y54foHFi0N46e1xfNoF7QMpMYeObooXJs1x/fM6zaG8e3XXxzG+1f3hPHh7vhYYFPGscKeYN7sZV2PhmtHL4hn1W5b2RvGl3ccCOOXdG4N4/Oa4vt23ONZu4+OtqXGvj1wTrh229D07tsrun8UxtNM5sjvBklXTHD5X7v7uuQfb6JA/dggahZoFBtEvQJVldn8uvt3JB2qQi4AZgA1CzQO6hWovumc8/tOM/uhmd1kZvNnLCMAlULNAo2DegUqZKrN799KWiFpnaTdkj6WdkUzu8bMNpnZpv3796ddDUBlTapmy+t1VMermR+An5rSe+yRg8Vq5Qc0tCk1v+6+193H3b0o6dOSXhJc9wZ3X+/u6xcuXDjVPAFMw2RrtrxeW5T+RwwAKmeq77HzFjDACZiMKVWKmZ1e9u0vS3poZtIBUAnULNA4qFegsiYz6uwLkl4uqdfMdkr6gKSXm9k6SS5pu6TfqWCOAE4BNQs0DuoVqL7M5tfd3zjBxTdWIJeGxhxf1AtqFmgcM1mvLSpqSWEwNX5hZ3+4ftfQvDC+d2hOGN9uC1JjTebh2uN98d8YPHXdJWG8uCL9fktSX/vBMN5u8fnSLRbP4m1RenxNy0i4dsHc+8P4wJy4VeuyeA5vT8Yc3zaLt793PM5/4+Cq1NhnNl8arm1+rDOMf3N1/Ly2XDgexqUdE17KCUIAAADIDZpfAAAA5AbNLwAAAHKD5hcAAAC5QfMLAACA3KD5BQAAQG7Q/AIAACA3Muf8Anl2edNVYZz5zpiQxzNDp8U4ZoF00Z6343hvuPZ7284O422PdITxx1ekz+q9aPWT4dorzns4jB8/J25XVnftDeOXdT0axnsK8RzfJlkYLwR12Z3xUfGdzfEM5GL4rEoKZgxLUlPGcc6s7Q97vH77cDDf+Yl4nznzuo3xtq+/OI6vTr/tCK+iAAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBu0PwCAAAgN2bVnF9msmKmsc/MUpWcwzup24/nesqCmaLTzZ05wbNWUaaRYCbrnpG54frmJ9vD+LIPxTNZd/zpJamxjnNHw7VXzPthGF/c/EwYX9CUPmNYknqa4v2+3VrC+HREM4ClrCm92dcYz3hNGNN4GB/2scwMIme0HUmNFVcMhWufui59nymtHwzjfe0Hw3gaXgUBAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyYVaPOGEsFQFLlR5lljSqr5fajMWlS9mPDKLSG1SRXq6U/v4tbfxyuH+sbDuP974/HUo2tSh9Ltbb76XDtOa37w/iiQrxftqg1jBcV7/eDxXgU27hGwnhB6XXX2RSPUWvOGGVWVPx6MOhxbgfG41FnR4txfiMZx0nP7+hPjb35vO+Ha59eeVoYX95xIIxf1vVoGE/DqxwAAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMiNzDm/ZnaTpNdK2ufu5yeX9Ui6RVKfpO2SXu/uhyuXJoDJykXNVnqOb8asW2uO53KqKWPWbsbcTY/iWTOAs+JZc4BRVTNdr9Gee1ZbPDP14hVPhvH9S7rD+LqenamxizqfCNfOm+ahuGeK8azbQ8W4ZvvH5ofxfWNzwviC5mOpsXNa4sd9USFuxUYzXu8eHW0L498eOCeMbxvqDeNL2p4J4+u7tqXGXjP3wXBta8b85TlN8fzl3kLGa3GKyexuGyRdcdJl75F0l7uvknRX8j2A+rBB1CzQKDaIegWqKrP5dffvSDp00sVXSro5+fpmSa+b4bwATBE1CzQO6hWovqn+omGRu+9Ovt4jadEM5QOgMqhZoHFQr0AFTfsP3tzdpfQPnjaza8xsk5lt2r8//uxuAJUX1Wx5vY7qeJUzA3CyU3mPPXSowufCA7PEVJvfvWZ2uiQl/+9Lu6K73+Du6919/cKFC6d4cwCmaVI1W16vLYr/iAJAxUzpPbanhwFOwGRMtVLukHR18vXVkm6fmXQAVAg1CzQO6hWooMzm18y+IOl7ktaY2U4ze5ukD0u63My2SnpV8j2AOkDNAo2DegWqL3POr7u/MSX0yhnOBcAMmDU1W8FZvtbaGsaburvi9Z2d8Q20ZLy0jsSzK31gMDVWPDYQrx2Lt50p63HPmIGMUzOT9TqqJj09nr5v/nBwWbh+/1A8x3dhR/osW0k6ryN9zu/iQrzfjmTMp94+FtfUI8fj+/bI0JIwfs/BvjC+8+C8ML50wZHU2FuW/le49mUd6XNyJWlc8WzujYOrwvhnNl8axpsfi1/Pxlanvx5JUvsF6a85vzQnnvO7pDm+b+0Wn37XrMrN+QUAAABmBZpfAAAA5AbNLwAAAHKD5hcAAAC5QfMLAACA3KD5BQAAQG7Q/AIAACA3Muf8ArV2edNVYfzO4q1VygSNImuOb6FnfhgfXxp/FPvgGR1hfKQrPq7QOhDP0u3cNZQaK+zcH64tHk6fNypJxYwZw2hcA8V23TO4MjV+25Z14frWLfG818fXpO+XkrS2e3dqbLBtV7h2j8fzXG8//MIwfmf/mjB+dF88w7hjR0sY731sPIz3vzB9Nvg3u84J165q3RPGWyy+7e3DC8J40xPx69WZ122Mt3/9xWF81+r0GcjFOVlzfOM2tM3i52WqOPILAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByo6Hm/DLvNd3Zn/hYGH/yXddWKZOZl+fnFROzQiGMN3Wnz9yUpPEzesP4gefHM0EPn+9hXL3Hw7AfjGeazn84/fZ747GZKozFM0Htxz8O4z46Ft8A6tbxYnM487WQMe912fXTm/f69Jr0ea9HuuLbfmxkcRj/2vZzw3jbN+aG8WW747poHhwJ4y1f3xTGhxakPzaPHX5euLa/J57T29dyIIyf0ZYx23tFPJ/5qesuCePjKwbD+OLW9NeUJsWvlaOe8bwofq0v2NSO4XLkFwAAALlB8wsAAIDcoPkFAABAbtD8AgAAIDdofgEAAJAbNL8AAADIDZpfAAAA5EZDzfmdzfNe33bvW8P4jS/eEMYbeY4vMKFofmPGnF/r7AzjQ6fH8cNr49mUr7rkwTD+mvmbw/jXj5wfxr+mdamxzgNx7nMPxDOObTCe2anxeO6mFzNmHKNmWpvGtKz9UGp8fPlwuL7/fRnzXpfH82KXBPNmm6wYrn1mPJ4DPHQsno3dsyfefsdXvh/Gm88+K4x7bzyLt2tv+u3v3DU/XHvvorPD+OJ5z4Tx9Z3bwvj4+fFxzieWLwzjPa0DYXxJ6+HU2N7xeGa6dCyMLi7E+2x3U7xfpOHILwAAAHKD5hcAAAC5QfMLAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQGzS/AAAAyI1pzfk1s+2SjkoalzTm7utnIqk8yprjW9yzKozfdmxuGL9q5X2nmhJmodlSs5Yx51ct8UvbSHf8c7/3jIbxV897OIy/riueXTnuPwrj/95zbmpspKs9XOttLWE867HzaL6ypNKug2o41XrtsBFd0L4zNf7KVY+Et/fowkVhfNVp+8P4+R39qbG5djxc22LxftXUEs/xPT433m/nLu8L42PbtofxLN1b02flzv1RT7j2W4tXhvELutKfU0m6qH17GL9y7gNhfH9XPBt8+2hvGN88sDQ19o3ja8O153TvCeOv6I5fK89vjferNDPxIRevcPcDM7AdANVBzQKNg3oFZhinPQAAACA3ptv8uqSvm9l9ZnbNRFcws2vMbJOZbdq/P/6VCYCKC2u2vF5HNbVfJwGYMaf0HvvMIU5JASZjuqc9XObuu8zseZLuNLNH3P075Vdw9xsk3SBJ69ev50PhgdoKa7a8XudaD/UK1NYpvceuuqCDmgUmYVpHft19V/L/Pkn/IuklM5EUgMqgZoHGQb0ClTHl5tfMusxszomvJb1a0kMzlRiAmUXNAo2DegUqZzqnPSyS9C9mdmI7n3f3r81IVgAqgZoFGgf1ClTIlJtfd98m6fkzmEuuve3et4bxG1+8NYx/LWP9H33iY6mxJ991bbgWs8OsqtliPPNT4/Ef/rQMxevtcDwr9+tHzotvX/Ec4Kz1fqgtNZaVu8b4o6fZoB7rtcnifa8QxJssPh05a86v3MJw29E4t6w5voVFzwvj43v3hfHiQ+kzlHsXvShcu23NvDD+9Fnzw3hrx7YwflpT/NhJA2H07oHVYfz2R9J309ZHOsK131tzdhhveX68Xywp3B/G0zDqDAAAALlB8wsAAIDcoPkFAABAbtD8AgAAIDdofgEAAJAbNL8AAADIjel+vDFmyI0v3lDZ9S+e1uZnrcubrgrjdxZvrVImOBU+Ho818oHBMN7x9FAYn7elO4zf2RRPoPrGgnPCuB9MH2VWuv300USdu4fDtTYYx4tjY2FcnjFKDXVryFu1eXhpavyurfF+mTWWauc58cit5RceSI0t7D4arl1QOBbG558Wj+N6pi/O3a6MPxyv7eBIGG/JGJ84vnxJauzostZwbVN3XLNzCnE86yjmqMdj5vaMx693Pzp6ehhveSz9sV92/cZw7Y4PXhzG+9f0hPHhOVM7hsuRXwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBsNNeeXmazpLv21j4bx//zSu6uUSWPJ8z5T94J5sx6P3JQPxnN8m58+FMYXFOLjAh0H28P4aGccbxmMZ+l27k7Pv+Xpw+FaPxrPS/WMeaVoXCPFZvUPp89FLWyL98usmazbr49nsu5aMy/9trvjWbPLW/eF8dcueyiMf+VnLwzju5al5yZJvffHc4Ln3X0wjB95zerU2P6XxjV36fInw/ja9p1hPMu2sc4wftePzwvjm/fFc36LzenP7dN/eEm4dnxlPJN9ecf+MN5uU5tLzpFfAAAA5AbNLwAAAHKD5hcAAAC5QfMLAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQGw0155eZrOmY44tZx4KfzYMZwJLkIyNhvHgonpXbPDoaxk/bG8/N9Jb4pdVGx8K4gjnFxYF4LmbWfVfGnF8vxvNYUb/amsbU154+j7a4Ip5//dR18UzW4op434tue15TvF/OabIwfuXc+8N476qjYfwr3evC+I6hpWG8+aqLwvjhc9Nj566J5/T+Um9835Y3PxPGRxU/dhsHV4XxW7e8MIy332ULT54AAAYzSURBVB+/3mlu8JpxyZFw6VV98fzmSzq3hvGeQiGMp+HILwAAAHKD5hcAAAC5QfMLAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQGzS/AAAAyI1pzfk1syskfVxSQdJn3P3DM5IVcAoub7oqjDMf+qfyUrOeNct2+HgYt4z1dvRYnEDG7EkvZswpHgvmADOnNzdOtV67m4Z1WdejqfHRC+L9ctvK3jC+vONAGI9msvZm1ESntcbxlnj2dpul329JalkS181tF8V1s2Pl/DB+9oL02eG/uvgH4doXte0K41mzbHdmjA3fMRQ/r4XHO8L4kr/cGMaf+kD6fOgLnrc7XPvqufGc35Utw2G809rDeJopH/k1s4KkT0l6jaS1kt5oZmunuj0AlUXNAo2DegUqZzqnPbxE0uPuvs3dRyR9UdKVM5MWgAqgZoHGQb0CFTKd5vcMSf1l3+9MLgNQn6hZoHFQr0CFVPwP3szsGjPbZGab9u/fX+mbAzAN5fU6qvi8WAC1V16zRw7F57UCKJlO87tL0rKy75cmlz2Lu9/g7uvdff3ChQuncXMApimzZsvrtUVtVU0OwLOc8nvsvJ74D6MAlEyn+b1X0iozO9vMWiW9QdIdM5MWgAqgZoHGQb0CFTLlUWfuPmZm75T07yqNYbnJ3R+escwAzChqFmgc1CtQOeZevZmQZrZf0o6yi3olxYMDa6eec5PqOz9ym7yz3L0uzwdqsHqV6js/cpu6esqvbutVariaJbepq+f86i23CWu2qs3vc27cbJO7r69ZAoF6zk2q7/zIbXaq98eunvMjt6mr9/zqWT0/duQ2dfWcXz3nVo6PNwYAAEBu0PwCAAAgN2rd/N5Q49uP1HNuUn3nR26zU70/dvWcH7lNXb3nV8/q+bEjt6mr5/zqObefqOk5vwAAAEA11frILwAAAFA1NWl+zewKM3vUzB43s/fUIoeImW03s81m9oCZbapxLjeZ2T4ze6jssh4zu9PMtib/z6+z/K4zs13J4/eAmf1CjXJbZmb/YWY/MrOHzez3ksvr5vFrFPVcs/VUr0k+dVuz1Gs+1HO9SvVVs9TrtPJr2JqtevNrZgVJn5L0GklrJb3RzNZWO49JeIW7r6uDkR0bJF1x0mXvkXSXu6+SdFfyfa1s0HPzk6S/Th6/de7+1SrndMKYpGvdfa2kl0p6R7Kv1dPjV/capGbrpV6l+q7ZDaJeZ7UGqVepfmp2g6jXqWrYmq3Fkd+XSHrc3be5+4ikL0q6sgZ5NAR3/46kQyddfKWkm5Ovb5b0uqomVSYlv7rg7rvd/QfJ10clbZF0huro8WsQ1OwpqOeapV5zgXo9BdTr1DVyzdai+T1DUn/Z9zuTy+qJS/q6md1nZtfUOpkJLHL33cnXeyQtqmUyKd5pZj9Mfm1T8195mFmfpBdIukeN8fjVk3qv2XqvV6n+9znqdfao93qV6r9m632fq6t6lRqvZvmDt4ld5u4vVOnXRu8ws5+pdUJpvDSuo95GdvytpBWS1knaLeljtUzGzLol3Sbp9939x+WxOn38cGoapl6lutznqFdUW8PUbB3uc3VVr1Jj1mwtmt9dkpaVfb80uaxuuPuu5P99kv5FpV8j1ZO9Zna6JCX/76txPs/i7nvdfdzdi5I+rRo+fmbWolJR/pO7fzm5uK4fvzpU1zXbAPUq1fE+R73OOnVdr1JD1Gzd7nP1VK9S49ZsLZrfeyWtMrOzzaxV0hsk3VGDPCZkZl1mNufE15JeLemheFXV3SHp6uTrqyXdXsNcnuPETp/4ZdXo8TMzk3SjpC3u/ldlobp+/OpQ3dZsg9SrVMf7HPU669RtvUoNU7N1u8/VS70muTRszdbkQy6S0Rx/I6kg6SZ3/7OqJ5HCzJar9JOoJDVL+nwt8zOzL0h6uaReSXslfUDSVyT9s6QzJe2Q9Hp3r8lJ8Sn5vVylX8m4pO2Sfqfs/J9q5naZpO9K2iypmFz8XpXOSaqLx69R1GvN1lu9SvVds9RrPtRrvUr1V7PU67Tya9ia5RPeAAAAkBv8wRsAAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkxv8HrfhSt1eUFDgAAAAASUVORK5CYII=\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1353,10 +1619,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 19\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de5SkdX3n8c+3qu/dc+9mhpnpYei5OgOCOIogRozginEXkw2ox2Rx4wnxxBw3u2SNa0JAMQnHjdFkk02CgR3WRDSoRHaTRQGJSlDicFFA5sYwV4a5D8z0ZXq6+7t/1DOmGfr5Vk9XV/VT/bxf53Do6U89Vb96qr5V3376qW+buwsAAADIg8JULwAAAACoFZpfAAAA5AbNLwAAAHKD5hcAAAC5QfMLAACA3KD5BQAAQG7Q/AJAHTKz9Wb26eTrt5jZpglez1+a2Y2TuzoAyC6a3zpmZtvN7Ioq38bNZvY31bwNICvM7H1m9qiZ9ZrZ/uTrXzczS/L1ZjZoZsfN7LCZ3W9mq6d63e7+PXdfVe5yZvZBM3v4tG0/7O63VG91QDaZ2WVm9oiZvZTU8z+b2RuS7FW1Msm3fW1y231m9k9j5D9rZo+b2ctmts3Mrq/WWvKI5hcAJJnZDZL+RNJ/l7RA0nxJH5b0ZklNoy76GXfvkLRY0n5J6yfhthsqvQ4A42dmMyX9X0n/Q9JcSYskfVLSiRot4bCkz0u6dYy1NUq6R9JfSZol6b2S/tjMLqjR2qY9mt9p4NRPqGb2R2Z2xMyeN7OrRuX/ZGZ/aGb/kvwU+Q0zm5tkl5vZ7tOub7uZXWFm75T0CUnvTY50/ai29wyoDTObJelTkn7d3b/q7se85Al3/4C7v+oN0d37JH1J0nkp17k+OaXgfjM7ZmbfMbNzRuVuZh8xsy2StiTfe7eZPWlmR5OjQq8ddfnXJUeCjpnZVyS1jMpeUcdm1m1mXzezA2Z2yMz+zMxeI+kvJV2S1PPRUev89Khtf9XMtiZHwu41s4WnrfnDZrYlWeOfnzoqDtSZlZLk7ne5+7C797v7t9z9x0GtNCfvszvNbF9S361JdrmZ7TazT5jZweR99ANpN+7uD7j730l6YYx4rqSZkr6YvA79UNKzktZM7i7IL5rf6eNiSZskdUr6jKTbT3tT+g+SfkXS2ZKGJP1puSt09/sk/YGkr7h7h7vzUyemq0skNUv6xng3MLMOSR+Q9ERwsQ9IukWlunxS0t+elr9HpdpdY2avk3SHpF+TNE+loz73Jm+4TZL+XtIXVXpjvFvSv09ZV1GlI1o7JC1V6YjWl939WZWOZH8/qefZY2z7s5L+UNK1Kr1W7JD05dMu9m5Jb5D02uRy/ya4/0BWbZY0bGZ3mtlVZjbnVBDUyq0qNc0XSlquUm393qjrXKBSrS+SdJ2k28ys7OlIp3P3fZLukvQfzaxoZpdIOkdS1U7DyBua3+ljh7t/wd2HJd2p0hvX/FH5F939aXfvlXSjpGuTN0kApTesg+4+dOobyZHXo2bWb2Y/M+qyv5UcCdoqqUPSB4Pr/Qd3/25y5Ph3VDqS1D0q/0N3P+zu/ZKul/RX7v5ociTqTpV+Bfum5L9GSZ9395Pu/lVJP0y5zTdKWijpv7p7r7sPuPt43zQ/IOkOd388WfN/S9a8dNRlbnX3o+6+U9JDKjUCQF1x95clXSbJJX1B0oHkNx3zx7p8cjDpekn/OanZYyodHHrfaRe90d1PuPt3JP2DSj8gTsRdKjXWJyR9T9LvuPuuCV4XTkPzO328eOqL5NexUumN+ZTRRbNDpTfSzhqsC6gHhyR1jj731t0vTY74HNIrXyv/yN1nu/sCd/937v5ccL0/rTt3P67SeX4Lx8pVOrJzQ9JwH00a7O7k8gsl7XF3H3X5HSm32a3SD8NDKXlk4ejrTdZ8SKUjWae8OOrrPr3ydQaoG+7+rLt/0N0Xq3T60kKVzsMdS5ekNkmPjarP+5Lvn3IkOcB0yg69st7HxUofov2ySr+xbZK0VtLHzOznzvS6MDaa3/wYfbRpiaSTkg5K6lWpoCX99Femo4t59JstMF19X6UjLFdP8vX+tO6S0yTm6pXn+I2ur12Sfj9prE/91+bud0naK2nRaacyLUm5zV2SlqR8iK5cPb+gUhN+as3tKp2CsafMdkBdc/eNKn149dQ5/KfXykFJ/ZLWjqrPWcmHX0+Zk9TMKUs09jm95ZwnabO7f9PdR9x9k0pHka8qsx3GieY3P37JzNaYWZtKH+z5anKKxGZJLWb2c8knTH9XpXMfT9knaamZ8VzBtOXuR1X6pPf/NLNfNLMZZlYwswsltZfZPPIuK41TalLp3N8fBL+6/IKkD5vZxVbSntTlDJWa8yFJHzWzRjP7BZVObxjLv6jULN+aXEeLmb05yfZJWpysZyynzjO80MyaVfq17qPuvv1M7ziQZWa22sxuMLPFyb+7Jb1f0g+Si7yiVtx9RKUa/ZyZnZVss8jMTj/n/ZNm1mRmb1Hp/Pi7U26/aGYtkhokFZI6bUziJyStsNK4MzOzZcl1/XiS7n7u0dDkxxdV+qn2RZU+Jf5RSXL3lyT9uqS/VunoTq+k0dMfThXuITN7vFaLBWrN3T8j6b9I+phKb3z7VPrQ2W9LemSCV/slSTepdLrD6yX9UnD7GyT9qqQ/k3REpXOKP5hkg5J+Ifn3YZVGH3095XqGJf1blT6Qs1Olen5vEn9b0jOSXjSzg2Ns+4BKnwn4mkoN9DK9+pxGYDo4ptKHTR81s16Vmt6nJd2Q5GPVym+rVJc/MLOXJT0gafQH2l5UqXZfUOnDrR9OjiiP5ZdVOpL8F5Leknz9BUlKTqX6FZU+mP6ypO+oVJN/Xdldxin2ylPIMB1ZaYD237g7hQPUiJmtl7Tb3X93qtcCoLrM7HKV3mcXT/VaUB5HfgEAAJAbNL8AAADIDU57AAAAQG5w5BcAAAC5QfMLAACA3BhrCHrVdHZ2+tKlS2t5k0CmPfbYYwfdvav8JWuvyZq9paIRt8D0ckxHMluvkjR7btHPXpz+tn5suCXc/oTHLUGzxX80cEZxIDVrsfgUS5OFuZf5+yxDZU7hHC5z/cUy199g8fbR+sutfcDj667249YRPG6S1KSRMB8MjqMen8LnnCRtfGpwzJqtafO7dOlSbdiwoZY3CWSamaX9idop16J2XVy4YqqXAWTGAyN3Z7ZeJensxQ36X//n7NT8oeNrwu239cd/8b6n9VWjoV/hbR0/Sc1WNcZNTMuYf5DwXw2U+WvdB4eHw7y3TJPVXqbJ6iwWwzxaf7m1bzoZr63aj9tb29NGEZcsbOgP8xeGWlOz7/SuDret5nNOki5ZumPMmuW0BwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBu0PwCAAAgN2o66gwAAFTH8ZEWPdy7KjW//elLw+2Lm+K53g+t6g3zxvPTx43Nm/HjcNtZhXiW7LahpjB/6Phr4+2rPFKrp2EwNXtpJJ7z+3Dv2jAv97gVNseP27dX9IW5zo/jdW3bwnxDX09qVunaH1o58edcydjTCTnyCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkBs0vAAAAcqOu5vxeWbgmzO8fubtGK8GZqOfHrZ7XDiBfBkeK2nlibmpuz7WF2y+5+ZEw3/7pS+J8xbzUrLcjbjeGR+J5rdH8Ymnq58nOnvFUajbg8X3fPpC+36Tyj9s5N5V53G6JH7dty+MZyOc274+3D2Yo29YK117mObdzZfrzPcKRXwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBt1Ned3Os9Unc7zZFk7AFRfY2FYi5qPpObDPf3h9rtujGflDvf0hXl3y+H0tWkk3HbAi2Fe9Vm4FcwwlqS+9vR2qtHi+76o+WiYDy0dCPOdvxc/biPL4sftnOBxk6R5xeNh3tN6MDV7aHl82zs+Ga/dl8Xzl5c0x2tPw5FfAAAA5AbNLwAAAHKD5hcAAAC5QfMLAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQG2Xn/JpZt6T/LWm+JJd0m7v/iZnNlfQVSUslbZd0rbunDxhEiHmymAzUK1BfJrNm22xQF7TsTM3fvnxTuJbNXWeF+cpZ+8P8/JbdqdnsQjzrts/jfGnLoTAfKTPDuNJ5suVuv9mGU7Oiebjt4qZ4Vu2blz0X5vsXzgjzi+bsCvPLOuLnRXeZOb/t7RvTw/PCTbVtWWeYRzOEJemy9njtacZz5HdI0g3uvkbSmyR9xMzWSPq4pAfdfYWkB5N/A5ha1CtQX6hZoMbKNr/uvtfdH0++PibpWUmLJF0t6c7kYndKek+1FglgfKhXoL5Qs0DtndE5v2a2VNLrJD0qab67702iF1X6lc1Y21xvZhvMbMOBAwcqWCqAM1FpvZ7UiZqsE0BJpTX70uGhmqwTqHfjbn7NrEPS1yT9pru/PDpzd1fpXKVXcffb3H2du6/r6uqqaLEAxmcy6rVRzTVYKQBpcmp21tyyH+MBoHE2v2bWqFJR/q27fz359j4zOzvJz5YUnwkPoCaoV6C+ULNAbZVtfs3MJN0u6Vl3/+NR0b2Srku+vk7SNyZ/eQDOBPUK1BdqFqi98fyO5M2SflnSU2b2ZPK9T0i6VdLfmdmHJO2QdG11lgjgDFCvQH2hZiW1WZxf1Lo9zH9pbUuY7142J8yXt8UH1i9u2xrmLZY+qm3XcEe47TN9i8J8f388yqyzJR7TtrZtT5iXG2XWVYxbxdmF9M+HdM18Ity2d0Z83e0Wn8feWSyGeZqyza+7Pywp7Wn59gndKoCqoF6B+kLNArXHX3gDAABAbtD8AgAAIDdofgEAAJAbNL8AAADIDZpfAAAA5AbNLwAAAHKDv4UIAMA00OdN+tHAktT8wS2rw+2bNraG+a7Vc8P8nPMPp2ZdxWPhto3BnNzxWNe+Lczf2jEY5vPLzLqdVxzzr0v/1NGR9EHFG/p6wm3vfvaiMG/Y2BbmW1b2h/n5M+I5v2rZEcaNFs/SbbWm1KytMBxuO+zxfi1ac5g3aGJzfjnyCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkBs0vAAAAcqOu5vxeWbgmzO8fubtGK8FoPC7AaWwKjyt4ZfNSUb9OjhS158Sc1Lz4fEu4ffctj4T5jk9dEuZblp2Vms1vTJ8/LEm7B+MZwjv743xJa/qMYUl6a8fGMJ9diOumoPQ5vpLUN5LeTm3tT98vklR4Lp6vvORT8eOy/Zb4cdn7mllhPuD5Ow6av3sMAACA3KL5BQAAQG7Q/AIAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByo67m/DIvNpt4XJA7UznHt5xK18ac4LrVVBjWkub0ebcjPf3h9rtuvDTMB5cOlLn9odTsiePnhNvet3lNmDduiWfhfndlX5i3nH8yzGd0PBPfvsV1sXMofb5yQR5ue7J7ML7um+LHxZf3hnn0nJCkljL3bdjj9fd5+vPi8Eh83b0et6Htlv6ckqTOYjHM02T4FRwAAACYXDS/AAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBulJ3za2Z3SHq3pP3ufl7yvZsl/aqkA8nFPuHu/1itRdaDKwvXhDmzcFEr1CxQPyazXtsLA7q4bWtqfvA1HeH2jy/oDvPZzfGc4K6m46nZxmPzw20btsZzfJfc/EiY7/jUJWG+sWdBmHc2HAvz3YNzw3zT8fT7N+TxccZ1y7eHecOKeFbuBTN3h/ll7ZvCfHYhXt8Jj2ftbhlqTM0eOh7Pb97W3xnmPa0Hw/xtHT8J8zTjOfK7XtI7x/j+59z9wuQ/3kSB7FgvahaoF+tFvQI1Vbb5dffvSor/PAiAzKBmgfpBvQK1V8k5v79hZj82szvMLP3v+gHICmoWqB/UK1AlE21+/0LSMkkXStor6bNpFzSz681sg5ltOHDgQNrFAFTXuGp2dL2e1Ilarg/Av5rQe+zRQ/G5oQBKJtT8uvs+dx929xFJX5D0xuCyt7n7Ondf19XVNdF1AqjAeGt2dL02qrm2iwQgaeLvsbPnMcAJGI8JVYqZnT3qnz8v6enJWQ6AaqBmgfpBvQLVNZ5RZ3dJulxSp5ntlnSTpMvN7EJJLmm7pF+r4hoBnAFqFqgf1CtQe2WbX3d//xjfvr0Ka6lrzPFFVlCzqIiV+YWgc17pZJrMem3SiLob+lLztW17wu139sezbA/0x3OCt9u81KxgHm47uHQgzHfefGmYDy2LZxC3FwfD/Inj54T5fZvjebWNm9PnFJ84N/78xLvWxgf23zH7qTBf0RjPwl1QDGM1W9wK7huO993DvatSs9ufjh+3wub2MH9oZW+YN54/HObSjrFvt8xWAAAAwLRB8wsAAIDcoPkFAABAbtD8AgAAIDdofgEAAJAbNL8AAADIDZpfAAAA5EbZOb+YHq4sXJOaMaM4XbTfJPZdbk3lrNtyc3iRWy5pOBinu3swnuP7/W3nhnnzpvRZtpK0ZVn6PNs3rng+3PZda54J8/5VjWG+pPVwmC9uivOHX1oR5g3PtcS3/8lHUrPtt1wSbjuy1uLrbjgS5t0N8WtCs8X7bkTx69mAx9e/80T688qeawu3Peem9P0mSds/He+7nSvj53QaXkUBAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBuTKs5v8xkTZfn+14J9hsmxINhq+NhwdzPqZwxjEwbkYUzWfecmB1u3/B8PMu2+5Z4JuuOT6XPZG1dfTLc9qo5PwrzBcWXw7zNhsL8hBfDfN/JWWH+veX9Yb7zpktTs5FlfeG2y1v3h/msQrzvCmoK8/JzfON9V7T49WxRc/oc4pGeeL/t+GT6fpMkX9Yb5kua4/nNaTjyCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkxrQadcZYKgDjUukosmqr5vqiMWqoawW5Wix9rNWi5qPh9kPnDoT5rhvjsVTDy9NHeq3peCHcdkXjoTCfX4yP1RXLHMs7OhKPC7uobXuYH1rVHua7lsxJzdbO2Btue3Hb1jCfUYhrts/j+/bScPx6cmykMcyHFY+JW9OyJzW77rwfhNvuWp6+3ySpp/VgmF/WvinM03DkFwAAALlB8wsAAIDcoPkFAABAbtD8AgAAIDdofgEAAJAbNL8AAADIDZpfAAAA5EbZOb9mdoekd0va7+7nJd+bK+krkpZK2i7pWnc/Ur1lAhivSa1Zq+DnY0+fN1p15ebklpt1W+Z+WzGee6kyczk1PBzGHuWVzgCudN9UqtxzaiqfN1NgMuvVJBWDh29x0+Fw+0t6ng/zgwvjWbcXzdmVml3atiXcdm6Fh+KOjQyF+eGRuN05NNwR5q3FeJbua2emz7pd1xbv1+6G9PnIkjSiuCa3nWwJ8+/0ro637+8M8+6W+Kn3umBG8lUzfhxuW5wRvx7NKMT7vbPca3GK8Tzd1kt652nf+7ikB919haQHk38DyIb1omaBerFe1CtQU2WbX3f/rqTTf1y8WtKdydd3SnrPJK8LwARRs0D9oF6B2pvoLxrmu/upv9f3oqT5k7QeANVBzQL1g3oFqqjiD7y5u0tKPWnDzK43sw1mtuHAgQOV3hyACkU1O7peT+pEjVcG4HRn8h576HC+zpcGJmqize8+MztbkpL/70+7oLvf5u7r3H1dV1fXBG8OQIXGVbOj67VRzTVdIICfmtB77LxKPzUG5MREK+VeSdclX18n6RuTsxwAVULNAvWDegWqqGzza2Z3Sfq+pFVmttvMPiTpVklXmtkWSVck/waQAdQsUD+oV6D2ys75dff3p0Rvn+S1AJgEmanZas5zrXBWrTU1hXmhI55nam1t8e03lnlpHYxnV/rx46nZSG9/vO1QfN0Vzwmutuh5Mw1nAE9mvQ6qoF1D6c/NZ/oWhdsfHIif950tvWG+ti191u2CYjzL9mSZp+WOoXie68bBxWFe7r5//+C5Yb7n4OwwXzD35dSss/tYuG1PYzx/eaDMvnmkb0WY3/70pWFe2Bw/7sMr4seu+bXprzkrZhwKt11YZk5vo8Wn3zWoenN+AQAAgGmB5hcAAAC5QfMLAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQGzS/AAAAyI2yc36BqXZl4Zowv3/k7hqtBJlR4Rzf4px4Zudw91lh3reoNcxPtsXHFRr74nm1bbvT52oW9xwMtx05cjTOy8wYno6zdPOid6RFj/YtT83vfvaicPvGZ+P51VtWxTOm13TsTc3WNr0QbvuiN4b53x99fZh/c+fqMD92oCPMW3fEt9+1aTjMX7wofd89Oqsn3Pb8ll1h3mJDYb59YF6Y23Px43rOTY/E13/LJWG+a+Xc1Gy4I36tbrR4Tm+zxY/LRHHkFwAAALlB8wsAAIDcoPkFAABAbtD8AgAAIDdofgEAAJAbNL8AAADIDZpfAAAA5EZdzfll3mu6c//0s2H+/EdvqNFKJl+eH9e6VsV5sVaMZ0MWOtrDfHhxV5gfvCCeCXrkPA9zzTsRxn64OcznPj0j/aoL8dzM4lA8j9SOvhTmHm/OHOAMGxwpaueJ9JmrhW3xfOruWyqb9/rCqvT52Ufb49vePLggzP/f9jVh3vjArDBfvDd+Yjf2Dsb5tzaEef+89H2z8Ug8N3zXnHhOb0/T/jBf1FxmtndPPJ95582XhvnwsvS545K0oOnlMI+cLPOC06D4tb5oEzuGy5FfAAAA5AbNLwAAAHKD5hcAAAC5QfMLAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQG3U153c6z3v90A8/GOa3v2F9mNfzHF/gjJWZ82ttbWHef3acH1kTz/G94tIfhflVc54K828dPS/Mv+kXpmath+K1zzwYzzi2vnhmp07Ec3x9pMrHTJgjPGGNhWEtaj6Smg+fOxBuv+vGMvNey8yLXRjMmy1Y/LgeH24J877j8WzsRWXm+Lbd82iYN5x7Tph7VzwbvH1/+v3bvTt99rIkPTZ/aZgvaIhnc69r2xbmw+fFNftcT3zfOpuPh/nCpvTn3L7heGZ60Y6FeVchfs52FOLnRRqO/AIAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyoaM6vmW2XdEzSsKQhd183GYvKo3JzfEdeXBHmXzs+M8yvWf7YmS4J01Bd1ayl/2xuZvG2jfFL22BH/HO/zz0Z5u+Y/UyYv6c9nos57D8J8/vmrknNTrY1hdt6c2OYW5kZyfGEY9TSmdZrmw3qgpadqfnbV2wMb2/zWWeF+cpZ+8P8grYdqdlMOxFu22jxnN5iQzwn+MSsuKZn9iwN86Ft28O8nI7N81KzGUvjOb/fXhC/v5/ftivM39Savt8laeHMJ8L8QEc8O3z7YGeYP9XXnZp9+8TqcNuV7fFz6oqO+LX2NU2DYZ5mMv7Ixdvc/eAkXA+A2qBmgfpBvQKTjNMeAAAAkBuVNr8u6Vtm9piZXT/WBczsejPbYGYbDhw4UOHNAahQWLOj6/Wk4l9TAqi6M3qPfenwUI2XB9SnSk97uMzd95jZWZLuN7ON7v7d0Rdw99sk3SZJ69at43QyYGqFNTu6XmfaXOoVmFpn9B678vxWahYYh4qO/Lr7nuT/+yXdI+mNk7EoANVBzQL1g3oFqmPCza+ZtZvZjFNfS3qHpKcna2EAJhc1C9QP6hWonkpOe5gv6Z5k5FCDpC+5+32TsioA1UDNAvWDegWqZMLNr7tvk3TBJK4l1z70ww+G+e1v2BLm95XZ/mN/+tnU7PmP3hBui+mh7mrW47meoeF4Zmhjf3zddiSelfuto2vLLCCeTVl2+yPps3wb+suc1jkU33d3TgutB3VXr2UULH7eFSyuyXLP2qZj8fbl5vgW58czjof3xfNoR55On6HcNf/14bbbVs4O871L54R5Y+v2MO8qxnPRR9Qf5g8Pps8wlqR7NqY/TZuejWcI//Oq+LYbL4hfz+YX4xnGaRh1BgAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkRqV/3hiT5PY3rK/u9m+o6OqnrSsL14T5/SN312glOBM+XGYsUm9fmLe+EI/Xmf1sR5jfX4gnUD0wb3WY+6HmMJ/zk/TRRG1747Xb8fi+e5kxcFVXyQg7hPq8ST8aWJKaP7h1Vbh9ubFUu1bPDfOe1x5MzRZ0vBxuO694PMznzuoN85eXxmsvvCf+43jNBwfDvHEkHrY2vOzs1OzlJemjCyWp0DEQ5m2FeG1lJplpoEzNHRieGeZPH1sY5o2b0vd99y2PhNvu+NQlYb5rVfycG5gxsWO4HPkFAABAbtD8AgAAIDdofgEAAJAbNL8AAADIDZpfAAAA5AbNLwAAAHKD5hcAAAC5UVdzfpnJmu7Nv/hHYf7PX/2tGq2kvuT5OVPPys2q9b54Fm7DC4fDvLMQD85sPdQa5ifbWsK8sS+euxnN8m3cE6+93IxjPzkU52XmmSK7To4UtefEnNS8uC1+3pabybr90/FM1j2rZqeH8ehsrWjaF+Y/t/iZMP/GW88P8z3d6ftFkjofj/fN7IcPhPnRq5anZgcvjl+v3rLsuTBf07I7zMvZMRTftweOrQ3zp/anzzCWpJGG9NeMFz52abjt8PL49aqnNd7v7YWJzQ3nyC8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMiNuprzy0zWdMzxRa54PNtxZOBEvP3hI2FcPDEY5rP2t4e5N8YvrVZm1q6COcUj5eb4lrnv5WYko341FYa1pDl9DrQvi587O2+OZ7L6st4wX9pyKDWbXShTU2Vma18984kwn7/8pTC/p/11Yf58f3eYN1z7pjA/sjo9W7t6V7jt1fOeDPOehvi+DXi87x7pWxHmX/nJ68O85cm2MNeMYDb4JUfDTd977lNhfln7pjCfVSiGeRqO/EUMaI8AAAYXSURBVAIAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyoaM6vmb1T0p9IKkr6a3e/dVJWBZyBKwvXhDnzof9Vbmq2wjnA5ebwWm8871QWz910D+Ziqsws3jJzen0kvu6qK7PvMX5nWq8dhYFwLurJ8+KZqNuWdYZ5T+vBMI9uu7MY33abNYV5S+PJePvC5jBvXBjXzd0Xx3WzY/ncMO+Zlz5f+efnxzOKL2x+Icznltl3u8uMDd/W3xXmxa2tYb7wM4+E+c6b0udDXzA/vm9XzHgmzHsa4vnQHRavPc2Ej/yaWVHSn0u6StIaSe83szUTvT4A1UXNAvWDegWqp5LTHt4oaau7b3P3QUlflnT15CwLQBVQs0D9oF6BKqmk+V0kafTf7NudfA9ANlGzQP2gXoEqqfoH3szsejPbYGYbDhw4UO2bA1CB0fV6UvF5sQCm3uiaPXo4Pq8VQEklze8eSd2j/r04+d4ruPtt7r7O3dd1dcUnXQOoqrI1O7peG9Vc08UBeIUzfo+dPTf+YBSAkkqa3x9KWmFm55pZk6T3Sbp3cpYFoAqoWaB+UK9AlUx41Jm7D5nZb0j6pkpjWO5w93hmBYApQ80C9YN6BarHys2bnNQbMzsgaceob3VKigcHTp0sr03K9vpY2/id4+6ZPB+ozupVyvb6WNvEZWl9ma1Xqe5qlrVNXJbXl7W1jVmzNW1+X3XjZhvcfd2ULSCQ5bVJ2V4fa5uesr7vsrw+1jZxWV9flmV537G2icvy+rK8ttH488YAAADIDZpfAAAA5MZUN7+3TfHtR7K8Ninb62Nt01PW912W18faJi7r68uyLO871jZxWV5fltf2U1N6zi8AAABQS1N95BcAAAComSlpfs3snWa2ycy2mtnHp2INETPbbmZPmdmTZrZhitdyh5ntN7OnR31vrpndb2Zbkv/Pydj6bjazPcn+e9LM3jVFa+s2s4fM7Cdm9oyZ/afk+5nZf/UiyzWbpXpN1pPZmqVe8yHL9Splq2ap14rWV7c1W/Pm18yKkv5c0lWS1kh6v5mtqfU6xuFt7n5hBkZ2rJf0ztO+93FJD7r7CkkPJv+eKuv16vVJ0ueS/Xehu/9jjdd0ypCkG9x9jaQ3SfpI8lzL0v7LvDqp2azUq5Ttml0v6nVaq5N6lbJTs+tFvU5U3dbsVBz5faOkre6+zd0HJX1Z0tVTsI664O7flXT4tG9fLenO5Os7Jb2nposaJWV9meDue9398eTrY5KelbRIGdp/dYKaPQNZrlnqNReo1zNAvU5cPdfsVDS/iyTtGvXv3cn3ssQlfcvMHjOz66d6MWOY7+57k69flDR/KheT4jfM7MfJr22m/FceZrZU0uskPar62H9ZkvWazXq9Stl/zlGv00fW61XKfs1m/TmXqXqV6q9m+cDb2C5z94tU+rXRR8zsZ6Z6QWm8NK4jayM7/kLSMkkXStor6bNTuRgz65D0NUm/6e4vj84yuv9wZuqmXqVMPueoV9Ra3dRsBp9zmapXqT5rdiqa3z2Sukf9e3Hyvcxw9z3J//dLukelXyNlyT4zO1uSkv/vn+L1vIK773P3YXcfkfQFTeH+M7NGlYryb93968m3M73/MijTNVsH9Spl+DlHvU47ma5XqS5qNrPPuSzVq1S/NTsVze8PJa0ws3PNrEnS+yTdOwXrGJOZtZvZjFNfS3qHpKfjrWruXknXJV9fJ+kbU7iWVzn1pE/8vKZo/5mZSbpd0rPu/sejokzvvwzKbM3WSb1KGX7OUa/TTmbrVaqbms3scy4r9ZqspW5rdkr+yEUymuPzkoqS7nD336/5IlKYWY9KP4lKUoOkL03l+szsLkmXS+qUtE/STZL+XtLfSVoiaYeka919Sk6KT1nf5Sr9SsYlbZf0a6PO/6nl2i6T9D1JT0kaSb79CZXOScrE/qsXWa3ZrNWrlO2apV7zIav1KmWvZqnXitZXtzXLX3gDAABAbvCBNwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMiN/w9MJkc/lph3awAAAABJRU5ErkJggg==\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1366,10 +1639,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 20\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -1395,7 +1675,7 @@
       "cell_type": "code",
       "metadata": {
         "colab_type": "code",
-        "outputId": "cdfaf48a-081a-4202-c4b1-6926285d58d7",
+        "outputId": "a2c7d58e-ead2-4291-838f-f726c240b58b",
         "id": "tZmJ2CZ_Y3mP",
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -1405,7 +1685,7 @@
       "source": [
         "plot_query_points(boptim.indices_all)"
       ],
-      "execution_count": 12,
+      "execution_count": 11,
       "outputs": [
         {
           "output_type": "display_data",
@@ -1446,7 +1726,7 @@
       "cell_type": "code",
       "metadata": {
         "colab_type": "code",
-        "outputId": "d0bdef04-0b61-43d9-83b4-48ba0d5ed2d5",
+        "outputId": "5104d8ea-56b7-415a-c6ea-da48971d012f",
         "id": "3d1QXIV0aoLh",
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -1474,33 +1754,33 @@
             "\n",
             "Exploration step 1 / 20\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.72 s\n",
+            "average time per iteration: 0.0031 s\n",
+            "training completed in 3.02 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.4938 12.483 ], noise: 0.0\n",
             "Computing acquisition function...\n",
             "Acquisition function max value 0.00043618637800445833 at [24, 24]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.75 s\n",
+            "average time per iteration: 0.0031 s\n",
+            "training completed in 3.13 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
             "Exploration step 2 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.00019153401509717767 at [0, 0]\n",
+            "Acquisition function max value 0.00019153401509717735 at [0, 0]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.74 s\n",
+            "average time per iteration: 0.0031 s\n",
+            "training completed in 2.99 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
             "Exploration step 3 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 7.85998357107474e-05 at [24, 0]\n",
+            "Acquisition function max value 7.859983571074751e-05 at [24, 0]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.75 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.12 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
@@ -1508,8 +1788,8 @@
             "Computing acquisition function...\n",
             "Acquisition function max value 3.838952331017681e-06 at [14, 24]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.79 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.19 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
@@ -1517,8 +1797,8 @@
             "Computing acquisition function...\n",
             "Acquisition function max value 1.2343484679756108e-06 at [0, 9]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.82 s\n",
+            "average time per iteration: 0.0031 s\n",
+            "training completed in 3.15 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5     4.3877], noise: 0.0\n",
             "\n",
@@ -1526,574 +1806,574 @@
             "Computing acquisition function...\n",
             "Acquisition function max value 3.117713918235541e-06 at [0, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.7243011081333845e-06 at [1, 12]\n",
+            "Acquisition function max value 2.7243011081334387e-06 at [1, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.4319704557246484e-06 at [2, 12]\n",
+            "Acquisition function max value 2.431970455724662e-06 at [2, 12]\n",
             "Finding the next max point...\n",
             "Acquisition function max value 2.1684534717324683e-06 at [3, 12]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.83 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.23 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5     1.3805], noise: 0.0101073\n",
             "\n",
             "Exploration step 7 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.03555616525106402 at [3, 12]\n",
+            "Acquisition function max value 0.03555616525106401 at [3, 12]\n",
             "Finding the next max point...\n",
             "Acquisition function max value 0.03555023951099941 at [2, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.035549659495392356 at [4, 12]\n",
+            "Acquisition function max value 0.03554965949539235 at [4, 12]\n",
             "Finding the next max point...\n",
             "Acquisition function max value 0.035531999477792446 at [1, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.03553085049323774 at [5, 12]\n",
+            "Acquisition function max value 0.03553085049323773 at [5, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.03550180383943132 at [0, 12]\n",
+            "Acquisition function max value 0.035501803839431315 at [0, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.035500107616884616 at [6, 12]\n",
+            "Acquisition function max value 0.03550010761688461 at [6, 12]\n",
             "Finding the next max point...\n",
             "Acquisition function max value 0.03545802895223529 at [7, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.03540542142041827 at [8, 12]\n",
+            "Acquisition function max value 0.03540542142041826 at [8, 12]\n",
             "Model training...\n",
-            "average time per iteration: 0.003 s\n",
-            "training completed in 2.82 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.21 s\n",
             "Final parameter values:\n",
             " amp: 0.0062, lengthscale: [12.5     1.9374], noise: 0.0033619\n",
             "\n",
             "Exploration step 8 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.02355096993039402 at [2, 12]\n",
+            "Acquisition function max value 0.02355096993039476 at [2, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.023526315268002446 at [1, 12]\n",
+            "Acquisition function max value 0.023526315268003382 at [1, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.023082658217907857 at [3, 12]\n",
+            "Acquisition function max value 0.023082658217907826 at [3, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.023022840893334756 at [0, 12]\n",
+            "Acquisition function max value 0.023022840893335145 at [0, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.022143672176758826 at [4, 12]\n",
+            "Acquisition function max value 0.02214367217675933 at [4, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.02079227198184439 at [5, 12]\n",
+            "Acquisition function max value 0.020792271981844926 at [5, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.019116953793129957 at [6, 12]\n",
+            "Acquisition function max value 0.019116953793129818 at [6, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.017696511363776028 at [2, 13]\n",
+            "Acquisition function max value 0.017696511363772587 at [2, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.01767519177189761 at [1, 13]\n",
+            "Acquisition function max value 0.017675191771894652 at [1, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.017381239859685815 at [3, 13]\n",
+            "Acquisition function max value 0.01738123985968239 at [3, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.017323416499821033 at [0, 13]\n",
+            "Acquisition function max value 0.017323416499817786 at [0, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.017225868673643483 at [7, 12]\n",
+            "Acquisition function max value 0.017225868673643282 at [7, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.016746472085780454 at [4, 13]\n",
+            "Acquisition function max value 0.016746472085777436 at [4, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.015831358218710907 at [5, 13]\n",
+            "Acquisition function max value 0.015831358218707722 at [5, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.015233178827106801 at [8, 12]\n",
+            "Acquisition function max value 0.015233178827106867 at [8, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.014692981164690012 at [6, 13]\n",
+            "Acquisition function max value 0.014692981164687048 at [6, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.013399814432128192 at [7, 13]\n",
+            "Acquisition function max value 0.013399814432125491 at [7, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.01324522077770052 at [9, 12]\n",
+            "Acquisition function max value 0.013245220777700139 at [9, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.012706526435452297 at [2, 11]\n",
+            "Acquisition function max value 0.012706526435452533 at [2, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.012697336433315085 at [1, 11]\n",
+            "Acquisition function max value 0.012697336433315366 at [1, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.012471970468582515 at [3, 11]\n",
+            "Acquisition function max value 0.012471970468582703 at [3, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.012451873373116722 at [0, 11]\n",
+            "Acquisition function max value 0.012451873373117059 at [0, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.01202387147706862 at [8, 13]\n",
+            "Acquisition function max value 0.012023871477066218 at [8, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.012003241586322691 at [4, 11]\n",
+            "Acquisition function max value 0.01200324158632281 at [4, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.011349497763479733 at [10, 12]\n",
+            "Acquisition function max value 0.011349497763479375 at [10, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.011326454287788544 at [5, 11]\n",
+            "Acquisition function max value 0.011326454287788716 at [5, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0106330030089854 at [9, 13]\n",
+            "Acquisition function max value 0.010633003008983306 at [9, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.010481501708763889 at [6, 11]\n",
+            "Acquisition function max value 0.010481501708763942 at [6, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.009608534003366606 at [11, 12]\n",
+            "Acquisition function max value 0.009608534003366581 at [11, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.009517476469193825 at [7, 11]\n",
+            "Acquisition function max value 0.009517476469193573 at [7, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.009284734702920702 at [10, 13]\n",
+            "Acquisition function max value 0.009284734702918813 at [10, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.008487109831014096 at [8, 11]\n",
+            "Acquisition function max value 0.008487109831014134 at [8, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.008058962085220705 at [12, 12]\n",
+            "Acquisition function max value 0.008058962085220785 at [12, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.008022557829754699 at [11, 13]\n",
+            "Acquisition function max value 0.008022557829753307 at [11, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.007441238066815936 at [9, 11]\n",
+            "Acquisition function max value 0.00744123806681601 at [9, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.007142820263804004 at [2, 14]\n",
+            "Acquisition function max value 0.007142820263800595 at [2, 14]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.007120571262478951 at [1, 14]\n",
+            "Acquisition function max value 0.0071205712624755665 at [1, 14]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.007060169556360105 at [3, 14]\n",
+            "Acquisition function max value 0.007060169556356721 at [3, 14]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0069949376038271355 at [0, 14]\n",
+            "Acquisition function max value 0.00699493760382373 at [0, 14]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.8 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.31 s\n",
             "Final parameter values:\n",
             " amp: 0.0054, lengthscale: [12.5     0.7563], noise: 0.0033252\n",
             "\n",
             "Exploration step 9 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.023164908094205225 at [2, 12]\n",
+            "Acquisition function max value 0.023164908094205308 at [2, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.02301566670152137 at [1, 12]\n",
+            "Acquisition function max value 0.023015666701521546 at [1, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.022838326794586358 at [3, 12]\n",
+            "Acquisition function max value 0.02283832679458633 at [3, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.022409570733546318 at [0, 12]\n",
+            "Acquisition function max value 0.022409570733546606 at [0, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.022050859012321372 at [4, 12]\n",
+            "Acquisition function max value 0.022050859012321226 at [4, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.02085139784983946 at [5, 12]\n",
+            "Acquisition function max value 0.020851397849839193 at [5, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0193181968718334 at [6, 12]\n",
+            "Acquisition function max value 0.01931819687183301 at [6, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.017549873219158817 at [7, 12]\n",
+            "Acquisition function max value 0.017549873219158324 at [7, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.015653386191237732 at [8, 12]\n",
+            "Acquisition function max value 0.015653386191237205 at [8, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.013731342461216217 at [9, 12]\n",
+            "Acquisition function max value 0.013731342461215646 at [9, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.011871277928559099 at [10, 12]\n",
+            "Acquisition function max value 0.011871277928558533 at [10, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.01013892311993871 at [11, 12]\n",
+            "Acquisition function max value 0.010138923119939263 at [11, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.00857613576505052 at [12, 12]\n",
+            "Acquisition function max value 0.008576135765050018 at [12, 12]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.78 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.29 s\n",
             "Final parameter values:\n",
             " amp: 0.003, lengthscale: [12.5    0.887], noise: 0.0062726\n",
             "\n",
             "Exploration step 10 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.030571375307494732 at [2, 12]\n",
+            "Acquisition function max value 0.030571375307494996 at [2, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.03051788798160064 at [1, 12]\n",
+            "Acquisition function max value 0.030517887981600936 at [1, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.030300148992238977 at [3, 12]\n",
+            "Acquisition function max value 0.030300148992239206 at [3, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.030146643591855614 at [0, 12]\n",
+            "Acquisition function max value 0.030146643591857182 at [0, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.029711381783339395 at [4, 12]\n",
+            "Acquisition function max value 0.029711381783340825 at [4, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0288262524129539 at [5, 12]\n",
+            "Acquisition function max value 0.028826252412954032 at [5, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.02767870212180683 at [6, 12]\n",
+            "Acquisition function max value 0.027678702121806464 at [6, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.026313134354391716 at [7, 12]\n",
+            "Acquisition function max value 0.026313134354392895 at [7, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.02478125187936235 at [8, 12]\n",
+            "Acquisition function max value 0.024781251879362663 at [8, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.02313834965866954 at [9, 12]\n",
+            "Acquisition function max value 0.023138349658669795 at [9, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.021439472193589597 at [10, 12]\n",
+            "Acquisition function max value 0.021439472193590423 at [10, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.01973587318765648 at [11, 12]\n",
+            "Acquisition function max value 0.01973587318765599 at [11, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.01807216626487239 at [12, 12]\n",
+            "Acquisition function max value 0.01807216626487189 at [12, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0164844324036489 at [13, 12]\n",
+            "Acquisition function max value 0.016484432403648806 at [13, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.014999380598952589 at [14, 12]\n",
+            "Acquisition function max value 0.014999380598953031 at [14, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.014734021918814042 at [2, 11]\n",
+            "Acquisition function max value 0.014734021918714629 at [2, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.014704484044424277 at [1, 11]\n",
+            "Acquisition function max value 0.014704484044324995 at [1, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.014662735393319762 at [3, 11]\n",
+            "Acquisition function max value 0.014662735393221455 at [3, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.014576006574172847 at [0, 11]\n",
+            "Acquisition function max value 0.014576006574074905 at [0, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.014492390636717482 at [4, 11]\n",
+            "Acquisition function max value 0.014492390636621479 at [4, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.01422832990140233 at [5, 11]\n",
+            "Acquisition function max value 0.014228329901309754 at [5, 11]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.84 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.25 s\n",
             "Final parameter values:\n",
             " amp: 0.0659, lengthscale: [12.5     0.6904], noise: 0.0003119\n",
             "\n",
             "Exploration step 11 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.025402768786589876 at [0, 11]\n",
+            "Acquisition function max value 0.025402768786605363 at [0, 11]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.77 s\n",
+            "average time per iteration: 0.0038 s\n",
+            "training completed in 3.25 s\n",
             "Final parameter values:\n",
             " amp: 0.0635, lengthscale: [ 1.6852 12.1302], noise: 5.26e-05\n",
             "\n",
             "Exploration step 12 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.023776017714465913 at [5, 7]\n",
+            "Acquisition function max value 0.02377601771446778 at [5, 7]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.02371799108846863 at [5, 6]\n",
+            "Acquisition function max value 0.023717991088471006 at [5, 6]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.8 s\n",
+            "average time per iteration: 0.0031 s\n",
+            "training completed in 3.2 s\n",
             "Final parameter values:\n",
             " amp: 0.047, lengthscale: [1.5966 3.3399], noise: 4.1e-06\n",
             "\n",
             "Exploration step 13 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.011353427317409919 at [5, 12]\n",
+            "Acquisition function max value 0.01135342731741009 at [5, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.007249755860507315 at [5, 13]\n",
+            "Acquisition function max value 0.007249755860507426 at [5, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.002861741437418193 at [6, 12]\n",
+            "Acquisition function max value 0.002861741437418252 at [6, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0025724071175583004 at [6, 11]\n",
+            "Acquisition function max value 0.0025724071175583143 at [6, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.002425545859371053 at [5, 14]\n",
+            "Acquisition function max value 0.0024255458593710998 at [5, 14]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0019332207079820717 at [6, 13]\n",
+            "Acquisition function max value 0.0019332207079821358 at [6, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0012327664998364532 at [6, 10]\n",
+            "Acquisition function max value 0.0012327664998364333 at [6, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0009831595208244373 at [5, 10]\n",
+            "Acquisition function max value 0.0009831595208243133 at [5, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.000802808364681596 at [6, 14]\n",
+            "Acquisition function max value 0.0008028083646816168 at [6, 14]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0005542376039924385 at [5, 15]\n",
+            "Acquisition function max value 0.0005542376039924593 at [5, 15]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.000236576801767854 at [6, 15]\n",
+            "Acquisition function max value 0.00023657680176786397 at [6, 15]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.74 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.31 s\n",
             "Final parameter values:\n",
             " amp: 0.0437, lengthscale: [1.689  2.3258], noise: 0.0\n",
             "\n",
             "Exploration step 14 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.008370908621161932 at [5, 10]\n",
+            "Acquisition function max value 0.008370908621161844 at [5, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0027613296018676858 at [6, 10]\n",
+            "Acquisition function max value 0.0027613296018676476 at [6, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.001961682589620397 at [6, 11]\n",
+            "Acquisition function max value 0.001961682589620317 at [6, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0014637069983832627 at [4, 10]\n",
+            "Acquisition function max value 0.0014637069983832436 at [4, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.001362793125425467 at [5, 12]\n",
+            "Acquisition function max value 0.001362793125425396 at [5, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.001147182206065027 at [5, 9]\n",
+            "Acquisition function max value 0.0011471822060649863 at [5, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0005782200299382068 at [6, 9]\n",
+            "Acquisition function max value 0.0005782200299381838 at [6, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0004460209165354839 at [4, 9]\n",
+            "Acquisition function max value 0.0004460209165354622 at [4, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.00020956367237845745 at [6, 12]\n",
+            "Acquisition function max value 0.00020956367237845506 at [6, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 8.36564223538163e-05 at [4, 11]\n",
+            "Acquisition function max value 8.365642235381e-05 at [4, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 4.645248158098938e-05 at [7, 9]\n",
+            "Acquisition function max value 4.645248158098743e-05 at [7, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 4.110120687136041e-05 at [7, 10]\n",
+            "Acquisition function max value 4.11012068713583e-05 at [7, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.2434078918046356e-05 at [5, 13]\n",
+            "Acquisition function max value 2.243407891804782e-05 at [5, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.8976445353496136e-05 at [3, 9]\n",
+            "Acquisition function max value 1.8976445353494943e-05 at [3, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.1447850267470595e-05 at [6, 8]\n",
+            "Acquisition function max value 1.1447850267470351e-05 at [6, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 9.638058943339757e-06 at [4, 8]\n",
+            "Acquisition function max value 9.638058943339296e-06 at [4, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 8.800301960304983e-06 at [7, 8]\n",
+            "Acquisition function max value 8.800301960304116e-06 at [7, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 6.16490709571258e-06 at [3, 10]\n",
+            "Acquisition function max value 6.164907095711821e-06 at [3, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 4.58942845540598e-06 at [3, 8]\n",
+            "Acquisition function max value 4.589428455405438e-06 at [3, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 3.6025443424573977e-06 at [5, 8]\n",
+            "Acquisition function max value 3.6025443424572012e-06 at [5, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.925265233770757e-06 at [8, 8]\n",
+            "Acquisition function max value 1.925265233770581e-06 at [8, 8]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.78 s\n",
+            "average time per iteration: 0.0031 s\n",
+            "training completed in 3.3 s\n",
             "Final parameter values:\n",
             " amp: 0.0421, lengthscale: [1.7275 2.396 ], noise: 0.0\n",
             "\n",
             "Exploration step 15 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.008837362424498046 at [5, 10]\n",
+            "Acquisition function max value 0.008837362424497862 at [5, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0024910680041332726 at [6, 10]\n",
+            "Acquisition function max value 0.0024910680041331686 at [6, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0018056604922411408 at [6, 11]\n",
+            "Acquisition function max value 0.0018056604922410653 at [6, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0011732303033831692 at [4, 10]\n",
+            "Acquisition function max value 0.0011732303033830825 at [4, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0011181119126112233 at [5, 9]\n",
+            "Acquisition function max value 0.0011181119126111574 at [5, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0008590497271451763 at [5, 12]\n",
+            "Acquisition function max value 0.0008590497271451268 at [5, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.00036094098488669707 at [4, 9]\n",
+            "Acquisition function max value 0.00036094098488667105 at [4, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0003121031272871073 at [6, 9]\n",
+            "Acquisition function max value 0.00031210312728708906 at [6, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.00012107823693411463 at [6, 12]\n",
+            "Acquisition function max value 0.00012107823693409967 at [6, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 3.9510443379948404e-05 at [4, 11]\n",
+            "Acquisition function max value 3.951044337994819e-05 at [4, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.2374956717328272e-05 at [3, 9]\n",
+            "Acquisition function max value 1.2374956717326022e-05 at [3, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 9.846485807694271e-06 at [5, 13]\n",
+            "Acquisition function max value 9.846485807693729e-06 at [5, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 5.969494992633535e-06 at [4, 8]\n",
+            "Acquisition function max value 5.969494992632871e-06 at [4, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 3.317665365152293e-06 at [3, 10]\n",
+            "Acquisition function max value 3.3176653651514123e-06 at [3, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.762131898980885e-06 at [3, 8]\n",
+            "Acquisition function max value 2.7621318989805936e-06 at [3, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.443712782516939e-06 at [7, 10]\n",
+            "Acquisition function max value 2.4437127825164716e-06 at [7, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.236219049008333e-06 at [5, 8]\n",
+            "Acquisition function max value 2.2362190490077027e-06 at [5, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.1760080586357732e-06 at [6, 8]\n",
+            "Acquisition function max value 1.1760080586356479e-06 at [6, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 3.7108061711865833e-07 at [19, 18]\n",
+            "Acquisition function max value 3.71080617118616e-07 at [19, 18]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.75 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.28 s\n",
             "Final parameter values:\n",
             " amp: 0.0399, lengthscale: [1.7235 2.375 ], noise: 0.0\n",
             "\n",
             "Exploration step 16 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.00825491708029471 at [5, 10]\n",
+            "Acquisition function max value 0.008254917080294868 at [5, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.002199967665715145 at [6, 10]\n",
+            "Acquisition function max value 0.0021999676657151156 at [6, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0016131312360975255 at [6, 11]\n",
+            "Acquisition function max value 0.0016131312360973754 at [6, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0010218422679175321 at [4, 10]\n",
+            "Acquisition function max value 0.0010218422679174471 at [4, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0009497524532951825 at [5, 9]\n",
+            "Acquisition function max value 0.0009497524532951765 at [5, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0007859417165034972 at [5, 12]\n",
+            "Acquisition function max value 0.0007859417165032392 at [5, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0002905613604407098 at [4, 9]\n",
+            "Acquisition function max value 0.00029056136044070154 at [4, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.00025021250026449745 at [6, 9]\n",
+            "Acquisition function max value 0.0002502125002644877 at [6, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.00010160776300143144 at [6, 12]\n",
+            "Acquisition function max value 0.00010160776300138883 at [6, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 3.225495524274987e-05 at [4, 11]\n",
+            "Acquisition function max value 3.225495524273003e-05 at [4, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 8.684142161407036e-06 at [3, 9]\n",
+            "Acquisition function max value 8.684142161405437e-06 at [3, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 7.492910311848283e-06 at [5, 13]\n",
+            "Acquisition function max value 7.492910311844258e-06 at [5, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 4.004165714197353e-06 at [4, 8]\n",
+            "Acquisition function max value 4.0041657141968924e-06 at [4, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.3462803214669946e-06 at [3, 10]\n",
+            "Acquisition function max value 2.3462803214661476e-06 at [3, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.7588963953128651e-06 at [3, 8]\n",
+            "Acquisition function max value 1.7588963953126313e-06 at [3, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.7319333028076376e-06 at [7, 10]\n",
+            "Acquisition function max value 1.7319333028069803e-06 at [7, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.5246554826121084e-06 at [5, 8]\n",
+            "Acquisition function max value 1.5246554826116578e-06 at [5, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 7.532292725108847e-07 at [6, 8]\n",
+            "Acquisition function max value 7.532292725105713e-07 at [6, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.0765788162178204e-07 at [18, 0]\n",
+            "Acquisition function max value 2.0765788162177527e-07 at [18, 0]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.78 s\n",
+            "average time per iteration: 0.0034000000000000002 s\n",
+            "training completed in 3.23 s\n",
             "Final parameter values:\n",
             " amp: 0.0379, lengthscale: [1.7201 2.3561], noise: 0.0\n",
             "\n",
             "Exploration step 17 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.007717966548216005 at [5, 10]\n",
+            "Acquisition function max value 0.007717966548215646 at [5, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.001946095080968685 at [6, 10]\n",
+            "Acquisition function max value 0.0019460950809685454 at [6, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0014434763988108099 at [6, 11]\n",
+            "Acquisition function max value 0.001443476398810717 at [6, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0008909010215909568 at [4, 10]\n",
+            "Acquisition function max value 0.000890901021590897 at [4, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0008071852113784488 at [5, 9]\n",
+            "Acquisition function max value 0.0008071852113783846 at [5, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.00071843433195123 at [5, 12]\n",
+            "Acquisition function max value 0.0007184343319512061 at [5, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0002341472633686885 at [4, 9]\n",
+            "Acquisition function max value 0.00023414726336866008 at [4, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.00020084075750978914 at [6, 9]\n",
+            "Acquisition function max value 0.00020084075750976594 at [6, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 8.527158984968975e-05 at [6, 12]\n",
+            "Acquisition function max value 8.527158984967837e-05 at [6, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.6345317456232464e-05 at [4, 11]\n",
+            "Acquisition function max value 2.6345317456223682e-05 at [4, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 6.102771296295675e-06 at [3, 9]\n",
+            "Acquisition function max value 6.102771296294699e-06 at [3, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 5.695341395106404e-06 at [5, 13]\n",
+            "Acquisition function max value 5.6953413951044526e-06 at [5, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.689082444547155e-06 at [4, 8]\n",
+            "Acquisition function max value 2.6890824445466264e-06 at [4, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.6611695679862391e-06 at [3, 10]\n",
+            "Acquisition function max value 1.6611695679860866e-06 at [3, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.2292213654701451e-06 at [7, 10]\n",
+            "Acquisition function max value 1.2292213654700096e-06 at [7, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.1221013472113819e-06 at [3, 8]\n",
+            "Acquisition function max value 1.1221013472110634e-06 at [3, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.038585306145757e-06 at [5, 8]\n",
+            "Acquisition function max value 1.0385853061455537e-06 at [5, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 4.827217671502665e-07 at [6, 8]\n",
+            "Acquisition function max value 4.827217671501208e-07 at [6, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.1702668920822827e-07 at [7, 0]\n",
+            "Acquisition function max value 1.170266892081855e-07 at [7, 0]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.79 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.24 s\n",
             "Final parameter values:\n",
             " amp: 0.0361, lengthscale: [1.7171 2.3394], noise: 0.0\n",
             "\n",
             "Exploration step 18 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.007223237872042796 at [5, 10]\n",
+            "Acquisition function max value 0.007223237872042675 at [5, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0017242425778588501 at [6, 10]\n",
+            "Acquisition function max value 0.0017242425778588623 at [6, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.001293355732742904 at [6, 11]\n",
+            "Acquisition function max value 0.0012933557327429526 at [6, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0007771742176711401 at [4, 10]\n",
+            "Acquisition function max value 0.0007771742176711383 at [4, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0006862314485249019 at [5, 9]\n",
+            "Acquisition function max value 0.0006862314485249201 at [5, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0006555446591644371 at [5, 12]\n",
+            "Acquisition function max value 0.000655544659164402 at [5, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.00018882487820124348 at [4, 9]\n",
+            "Acquisition function max value 0.00018882487820125562 at [4, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.00016138248374616515 at [6, 9]\n",
+            "Acquisition function max value 0.00016138248374617556 at [6, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 7.146761117913158e-05 at [6, 12]\n",
+            "Acquisition function max value 7.14676111791306e-05 at [6, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.150339362287239e-05 at [4, 11]\n",
+            "Acquisition function max value 2.1503393622874015e-05 at [4, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 4.317779494716122e-06 at [5, 13]\n",
+            "Acquisition function max value 4.317779494715973e-06 at [5, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 4.291238984873195e-06 at [3, 9]\n",
+            "Acquisition function max value 4.2912389848737234e-06 at [3, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.805155921006128e-06 at [4, 8]\n",
+            "Acquisition function max value 1.8051559210064194e-06 at [4, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.1748149478657306e-06 at [3, 10]\n",
+            "Acquisition function max value 1.1748149478658086e-06 at [3, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 8.717424839869726e-07 at [7, 10]\n",
+            "Acquisition function max value 8.717424839870523e-07 at [7, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 7.168245149838807e-07 at [3, 8]\n",
+            "Acquisition function max value 7.168245149840078e-07 at [3, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 7.039944583471416e-07 at [5, 8]\n",
+            "Acquisition function max value 7.039944583471975e-07 at [5, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 3.0898984202924394e-07 at [6, 8]\n",
+            "Acquisition function max value 3.089898420292812e-07 at [6, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 6.593081871677269e-08 at [24, 15]\n",
+            "Acquisition function max value 6.593081871678264e-08 at [24, 15]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.82 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.25 s\n",
             "Final parameter values:\n",
             " amp: 0.0345, lengthscale: [1.7144 2.3238], noise: 0.0\n",
             "\n",
             "Exploration step 19 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.006765990862949033 at [5, 10]\n",
+            "Acquisition function max value 0.006765990862949265 at [5, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0015299205572365084 at [6, 10]\n",
+            "Acquisition function max value 0.0015299205572366107 at [6, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0011607617860764302 at [6, 11]\n",
+            "Acquisition function max value 0.0011607617860765222 at [6, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0006789918883498029 at [4, 10]\n",
+            "Acquisition function max value 0.0006789918883498471 at [4, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0005985933628163565 at [5, 12]\n",
+            "Acquisition function max value 0.0005985933628164099 at [5, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0005840296208097246 at [5, 9]\n",
+            "Acquisition function max value 0.0005840296208097723 at [5, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.00015249113084543804 at [4, 9]\n",
+            "Acquisition function max value 0.0001524911308454541 at [4, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.00012985229665205618 at [6, 9]\n",
+            "Acquisition function max value 0.00012985229665207244 at [6, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 5.999913602334301e-05 at [6, 12]\n",
+            "Acquisition function max value 5.999913602335082e-05 at [6, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.7584508281300092e-05 at [4, 11]\n",
+            "Acquisition function max value 1.758450828130394e-05 at [4, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 3.276927252608965e-06 at [5, 13]\n",
+            "Acquisition function max value 3.2769272526095343e-06 at [5, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 3.023981354614719e-06 at [3, 9]\n",
+            "Acquisition function max value 3.0239813546152814e-06 at [3, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.2153127345054515e-06 at [4, 8]\n",
+            "Acquisition function max value 1.2153127345056514e-06 at [4, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 8.336271145417181e-07 at [3, 10]\n",
+            "Acquisition function max value 8.336271145417824e-07 at [3, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 6.203257153056239e-07 at [7, 10]\n",
+            "Acquisition function max value 6.203257153057679e-07 at [7, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 4.792327910261018e-07 at [5, 8]\n",
+            "Acquisition function max value 4.792327910262153e-07 at [5, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 4.5888600978103503e-07 at [3, 8]\n",
+            "Acquisition function max value 4.588860097811604e-07 at [3, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.9830348841497438e-07 at [6, 8]\n",
+            "Acquisition function max value 1.9830348841504045e-07 at [6, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 3.7380505147745906e-08 at [8, 24]\n",
+            "Acquisition function max value 3.7380505147754376e-08 at [8, 24]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.81 s\n",
+            "average time per iteration: 0.004 s\n",
+            "training completed in 3.37 s\n",
             "Final parameter values:\n",
             " amp: 0.033, lengthscale: [1.712  2.3094], noise: 0.0\n",
             "\n",
             "Exploration step 20 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.006342978779391205 at [5, 10]\n",
+            "Acquisition function max value 0.006342978779391252 at [5, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0013593454625397076 at [6, 10]\n",
+            "Acquisition function max value 0.0013593454625397561 at [6, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.001043234623669541 at [6, 11]\n",
+            "Acquisition function max value 0.001043234623669633 at [6, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0005938522355154094 at [4, 10]\n",
+            "Acquisition function max value 0.0005938522355154203 at [4, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0005465838465077825 at [5, 12]\n",
+            "Acquisition function max value 0.0005465838465078714 at [5, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.0004973721876769077 at [5, 9]\n",
+            "Acquisition function max value 0.0004973721876769311 at [5, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.00012327177680667573 at [4, 9]\n",
+            "Acquisition function max value 0.00012327177680668201 at [4, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 0.00010459611770948678 at [6, 9]\n",
+            "Acquisition function max value 0.0001045961177094999 at [6, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 5.040359969212091e-05 at [6, 12]\n",
+            "Acquisition function max value 5.0403599692131536e-05 at [6, 12]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.4395757422446594e-05 at [4, 11]\n",
+            "Acquisition function max value 1.4395757422453777e-05 at [4, 11]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.4870375600965312e-06 at [5, 13]\n",
+            "Acquisition function max value 2.487037560097839e-06 at [5, 13]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.133911844034959e-06 at [3, 9]\n",
+            "Acquisition function max value 2.1339118440352097e-06 at [3, 9]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 8.191362227710954e-07 at [4, 8]\n",
+            "Acquisition function max value 8.191362227712919e-07 at [4, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 5.924107625323715e-07 at [3, 10]\n",
+            "Acquisition function max value 5.924107625323343e-07 at [3, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 4.421764534754411e-07 at [7, 10]\n",
+            "Acquisition function max value 4.4217645347547835e-07 at [7, 10]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 3.262408100204558e-07 at [5, 8]\n",
+            "Acquisition function max value 3.2624081002047614e-07 at [5, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.9422092727909045e-07 at [3, 8]\n",
+            "Acquisition function max value 2.94220927279187e-07 at [3, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 1.273745149020036e-07 at [6, 8]\n",
+            "Acquisition function max value 1.2737451490206417e-07 at [6, 8]\n",
             "Finding the next max point...\n",
-            "Acquisition function max value 2.0865077891538848e-08 at [19, 24]\n",
+            "Acquisition function max value 2.0865077891545306e-08 at [19, 24]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.8 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.41 s\n",
             "Final parameter values:\n",
             " amp: 0.0317, lengthscale: [1.7099 2.2975], noise: 0.0\n",
             "\n",
@@ -2117,7 +2397,7 @@
       "cell_type": "code",
       "metadata": {
         "colab_type": "code",
-        "outputId": "b62ff3d6-0924-478a-9939-c4c54f7cfb4f",
+        "outputId": "bbace003-e2de-44eb-993f-7bbe7f43b79d",
         "id": "k1XD3lxEaoLo",
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -2129,10 +2409,17 @@
       ],
       "execution_count": 14,
       "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 1\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2142,10 +2429,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 2\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2155,10 +2449,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 3\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3deZRk91ne8eetrZfp0UjjGcuyJDMsBkfhgJwMZjNEgFdwsCFB2DEgJxyED+YQghIwDsQQNh+z2QkEI2NlFIMXvIB1AgdjHEAQQDA2Bky8SLa1Is3ePTPd0921vPmj7nBao77vO1O3q7tq7vdzjo566q17769u3ffWr2/fftrcXQAAAEAdNHZ6AAAAAMB2YfILAACA2mDyCwAAgNpg8gsAAIDaYPILAACA2mDyCwAAgNpg8gsAU8jMDpnZTxZff5WZfWLE9bzJzH50a0cHAJOLye8UM7P7zew5Y97Gj5nZr49zG8CkMLOXmtk9ZrZsZkeLr7/HzKyoHzKzdTM7a2YnzewDZvaMnR63u/+Ju39B9jwze4WZ/ekFy77S3X9ifKMDpoOZPdvM/szMlor+/r9m9iVF7Qm9s8Xb/jkzu9fMzpjZx83sO8a1LTD5BQBJkpndJumNkn5W0lMkXS3plZK+UlJnw1Nf7+4Lkq6TdFTSoS3YdqvqOgCMzsyukPS/Jf13SXslXSvpxyWtbdMQliX9S0l7JN0i6Y1m9hXbtO3aYfJ7GTj/HWnxneMpM/uMmb1wQ/2PzOxnzOwvzey0mb3PzPYWtZvM7OEL1ne/mT3HzF4g6TWSvrW40vU32/vKgO1hZnsk/VdJ3+Pu73b3Mz701+7+cnd/wgegu69IepukLyxZ56HiloIPFFdz/tjMPmtD3c3sVWZ2r6R7i8deZGYfMbPF4grUF214/jPN7MPFut4paXZD7XF9bGbXm9l7zeyYmZ0ws18ys38i6U2Svrzo58UN4/zJDct+l5ndV1z5usvMnnrBmF9ZXKFaNLNfPn9VHJhyny9J7v52d++7+zl3/313/9ugd2aKz90HzexI0e9zRe0mM3vYzF5jZseLz9WXl23c3V/r7h9394G73yPpTyR9+fhfdj0x+b18fKmkT0jaJ+n1kt5ywYfSd0j6d5KukdST9N+yFbr770n6aUnvdPcFd//iLR81MBm+XNKMpPdd7AJmtiDp5ZL+OnjayyX9hIZ9+RFJv3FB/SUa9u4NZvZMSXdI+m5JT5L0q5LuKj5gO5J+W9JbNbwq9S5J/6pkXE0Nr2A9IOmAhlew3uHuH9PwSvafF/185SbLfq2kn5F0s4bnigckveOCp71I0pdI+qLiec8PXj8wLT4pqW9md5rZC83sqvOFoHdep+Gk+UZJn6dhr/2XDet8ioa9f62GV3NvN7OLuT1pTsMe+/vqLwubYfJ7+XjA3d/s7n1Jd2r4wXX1hvpb3f2j7r4s6Ucl3Vx8SAIYfkAdd/fe+QeKK6+LZnbOzL56w3P/Y3Hl5z5JC5JeEaz3d9z97uLK8X/W8MrR9RvqP+PuJ939nKRbJf2qu99TXHm6U8MfuX5Z8V9b0hvcvevu75b0VyXbfJakp0r6T+6+7O6r7n6x9yq+XNId7v7hYsw/XIz5wIbnvM7dF939QUl/qOEHPzDV3P20pGdLcklvlnSs+MnH1Zs9v7i4dKuk/1D08BkNLxa99IKn/qi7r7n7H0v6HQ2/Ycy8SdLfSHr/aK8GGSa/l4/Hzn9R/DhWGn4wn/fQhq8f0PCDdN82jAuYBick7dt47627f0VxheeEHn+u/Dl3v9Ldn+Lu3+junwrW+4995+5nJZ3UcGL6hLqkz5J0WzHhXiwm2NcXz3+qpEfc3Tc8/4GSbV6v4TfDvZJ65Kkb11uM+YSGV67Oe2zD1yt6/HkGmFru/jF3f4W7X6fh7UxPlfSGkqfvlzQv6UMb+vX3isfPO1VccDrvAT2+/5/AzH622PbNF/Q7thCT3/rYeLXpaZK6ko5reJP9/PlCcTV4Y/PSfKiDP9fwKuuLt3i9/9h3xW0SeyX9w4b6xv56SNJPFRPr8//Nu/vbJT0q6doLbmV6Wsk2H5L0tJJfosv6+R80nISfH/MuDW/BeCRZDrisuPvHNfxl1vP39F/YO8clnZP0Tzf0657il2HPu6roofOepsf3/+OY2Y9LeqGk5xVXojEmTH7r49vM7AYzm9fwF3veXdwi8UlJs2b2DWbWlvQjGt77eN4RSQfMjGMFly13X9TwN7v/h5n9azPbbWYNM7tR0q5k8cjX2zA+qaPhvb9/4e4PlTz3zZJeaWZfakO7ir7creHkvCfp+8ysbWbfrOHtDZv5Sw0ny68r1jFrZl9Z1I5Iuq4Yz2beLunfmtmNZjaj4Y9x73H3+y/1hQPTxMyeYWa3mdl1xb+vl/QySX9RPOVxvePuAw179hfN7MnFMtea2YX3wP+4mXXM7Ks0vF/+XSXb/2FJ/0bSc9z9xBa/PFyACU19vFXD72If0/C3xL9Pktx9SdL3SPo1Da/uLEvamP5wvlFPmNmHt2uwwHZz99dL+gFJP6jhB90RDX/p7Ick/dmIq32bpNdqeLvDP5f0bcH2D0v6Lkm/JOmUhvcUv6KorUv65uLfJyV9q6T3lqynr2Fk0udJelDDfv7Wovx/NPwlmsfM7Pgmy/6Bhr8T8B4NJ9Cfqyfewwhcjs5o+Mun95jZsoaT3o9Kuq2ob9Y7P6Rhn/6FmZ2W9AeSNv5C22Ma9vI/aPjLrq8srihv5qc1vDJ8X5EocdbMXrNlrw6PY9xScvkzsz+S9Ovu/ms7PRagLszskKSH3f1HdnosALaXmd2k4efudTs9FjwRV34BAABQG0x+AQAAUBvc9gAAAIDa4MovAAAAaoPJLwAAAGpjsxD0sdm3b58fOHBgOzcJ7KhPfujTYf2MTh139/3hk3bI7JWzvnBN+R/vWh/Efx27P4i/t87q3rfy4iCoSbJ+WJYNKtYrrl/J7WbR8pbdqTbht7K5xe+dgrJnl2uSdXuy6WjbkrRy4uGJ7VdJ2re36Qeub5fWzySHxtn+bFzvzYT1tV75lMK78ZvX6IZlWfL3ChtZT/bH2xfeKD948uM2W/elj+eSJLsmO+dE58NGst+tm7xx/aQ+iNd/un98057d1snvgQMHdPjw4e3cJLCjntv4lrD+B/7usj9Ru+MWrlnQN9z5jaX1R1euCJc/sRL/bYils/EHbfds2d9hkBpn41NX62z8adJO62FZreX4hNteieut1Xh23AzqzfV4WetlE+tqk4B0AtmMnzBoxZ/kg3Z5vT+TrLsd1/udavUP/c/bJrZfJenA9W395fuvL63fvRovf/fZZ4T1PzvxOWH9viP7Smu9I/OlNUmaOxIfF7PH4+N29lTcF+2zcT2bpA2S47o/Wz7+3my8bFYflJ8Kh/VkbJlmN37tzeS46QT7duZU/F1N59hyWLeTS2HdV9fC+vtPvnnTnuW2BwAAANQGk18AAADUBpNfAAAA1AaTXwAAANQGk18AAADUBpNfAAAA1Ma2Rp0BdfOBwbvCumWZpzuoZQPt65Rnfq3149PHaq88b1SSVmfi5XtrQWZoK47miTI3pYuI60qkuZdJnFgjiRaK6o0k6qyxnuViJiHEWUZxdsmkET/BkqizRlC3XhKT1km23U/q2WufcGve16e65T1779rnhct/aiWOMH7szO6w3l0qzwGeWYqbrrMYljV3Mn5zZo/HkVqtpTgSy5K+8E5yvlooP981FuJlLQny7SUnLEvOh1mOcJ6hnMQnRtniWYZxcj6w2Thb2lrJNPbk5g9z5RcAAAC1weQXAAAAtcHkFwAAALXB5BcAAAC1weQXAAAAtcHkFwAAALXB5BcAAAC1Qc4vgE21Gn09uXO6tH6u3wmXP9uL8xmX1+Plz7XLczf7ac5vWE6zJ1Npzm9ST3Izo6zexlocymnrSb2XDC7K7LwYSXa1tZvx5oO69eNlB0k9fV8Gk5u7fTFWvaWPd/eV1j+5+pRw+QfPXhXWT5+ZD+vNM+X7v5Pk/M4uJjm+J+Ic386x5bBup+O6smzw+dl48SCvtjGTHJdZjm7F4zLNNY+Hp3476emZ4LXPJyv3ubDcnIvz4lMPbv4wV34BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG+T8TojnNr4lrH9g8K5tGgkw1FZfV7eWSutnO3Hu5WI3zm9cbMf1s+3yrNt+M8n5zaIlk2/701zMRNWc36hu3fL9IkmW5QB347oGFXOAG8nOXY/r1i7/WLJu/JFlvaye5akmB86EW/WOPrH61NL6Z5afFC5/9MxCWO+fjjNXZ0+Xv7ed0/G+n1mKj+vW4lpYt8UzYd2Xk5zfdpw7rk782i3oi+x84knGcHZYDpKZnDerndAGWa56sP5BKx58cz4+HzR6Sc7viC+NK78AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACojTTn18yul/S/JF0tySXd7u5vNLO9kt4p6YCk+yXd7O6nxjfUyxs5vtgKW9mvLevrya3y7Myl/q5wLCfacWboyc58WF9sl+cIr7biLFrPcimTXM0sB7iqLAe40St/Qprzm+X4rnfjei9e3pOcX7N431ozCS3tBa8vqklqZPnJgySjOMswHoOt7NnVQUufWLm6tP7QmSvDsSwvxdnbraX4vesEUbtZzm97KT4um0txTu/gdJLzu74e1hutZDqU5FcPWuV1byU5vkmU7SCJIO7PJOezLAc4Od/ZIF5/P4h8b3ST80Has2E5zXQvczGn+J6k29z9BklfJulVZnaDpFdL+qC7P13SB4t/A9hZ9CswXehZYJulk193f9TdP1x8fUbSxyRdK+nFku4snnanpJeMa5AALg79CkwXehbYfpf0wz0zOyDpmZLukXS1uz9alB7T8Ec2my1zq5kdNrPDx44dqzBUAJeiar8unYx/xAxga1Xt2dVT8Z8ABjB00ZNfM1uQ9B5J3+/upzfWfHgT2KY3brj77e5+0N0P7t+/v9JgAVycrejXPXtHvJkKwCXbip6dvWpmG0YKTL+LmvyaWVvDpvwNd39v8fARM7umqF8j6eh4hgjgUtCvwHShZ4HtlU5+bfiru2+R9DF3/4UNpbsk3VJ8fYuk92398ABcCvoVmC70LLD90qgzSV8p6dsl/Z2ZfaR47DWSXifpN83sOyU9IOnm8QwRwCXYsn5t2UD7m+XxQSdacZTZle2VsL6QRKHNtssjt5bbSdRZM4k6y+7oyC4LxOk9KcsitaJ6P8n+SaLOvJtEnWVRaJ7s+3hpKY06K/9Ysl6SCZXFsFXZ7+OzZT271m/p02f2ldZPLMY9p6V4/3aW4gO/s1S+/zqn498haJ1eDet+Jo4689X4fmdrxk1t7fi1D2aT+kz5cd2bjfdbL4kqy6LMoqgxSRpkUWcV73CL4siyqDJ5tZNpFuNWJl3M3f9U5af6rxttswDGgX4Fpgs9C2w//sIbAAAAaoPJLwAAAGqDyS8AAABqg8kvAAAAaoPJLwAAAGqDyS8AAABqY8SENACXu5YG2ttYL60/qXk2XH5PK8753dUqX7ckzbbK82qbrTgztNvKcn6TeiPOnkyjKSvmAId5s4MkODOr95Ic4PX4fVE/3vepRpK32ir/WPJk22mO7yCuT/vVoG6/qUeXriivL8V//nhmMd4DnaV4+zNL5cdeZzE+rhqn4/PFYCWuZ/nT1knCcOfien++E9Z7c1HOb7xf+0kOcJbj20/+qvWgUzH3vMr5rGJ0dnau9fZoG5j2XgcAAAAuGpNfAAAA1AaTXwAAANQGk18AAADUBpNfAAAA1AaTXwAAANQGk18AAADUBjm/ADbVNNPuIO92d+NcuPyeZlzf3VoN6zNBzm+rFWd6drMc3yTX0pPLAunyWTalVQ0CDmQ5v1lOb1L3LCc4ydK1JEM5HH+W45uwbL9nY5twg15Dy6fmSuvtU/GBO7MYr392MT62Zk92S2utxTin15fOxPW1tbCuZvzabL58v0jSYCHJ+Z2Lp0u9ufJjJ8vhTetxxLAGM3FfDNrJ8kkuepXLpHkmerVtezs53422WgAAAODyweQXAAAAtcHkFwAAALXB5BcAAAC1weQXAAAAtcHkFwAAALXB5BcAAAC1Qc4vgE01ZNrdKA+Y3N1YD5ff1YhzOeea5ZmgkjTXCjJDW0lWbZJbmeb0Vs0Bzi4rpNmX48wBTvZNkqWb5fhqkOQEp8Gf5dIlk/3mWRZsc8qvB/VNzcXyj/XOYrx/Zk7G7+3syfi9bZ8sz/a2U6fDZftnl8N6dtw1k5xeX5iPt78rDtvtzcfHTm+2/Njpz8b7fZDl+HaSHN9kJpct72kuetLz0curmvObnMsbneSzoGy5kZYCAAAAphCTXwAAANQGk18AAADUBpNfAAAA1AaTXwAAANQGk18AAADUBpNfAAAA1Eaa82tmd0h6kaSj7v6FxWM/Jum7JB0rnvYad//dcQ1yGvyLr399WP/j3/3BbRoJ6m6retYktVSebTlrcc7vrMU5vrONuN5p9EprrcYgXNYq5lZ6I8uLDcvyZpLr2UrWH22/kVyzSOsVM4Q93vf58sm+7we5nZa8tmhZSdYrP6YkSevbfz1oKz9jrS91TpW/htkkx3cuyfGdObEa1hsnz5TWBotL4bLejc8njdk4x9d27Qrrg13x8v35eDrUm4v7ph/EBPezHN921XrF812SpZtm9TaC5bNlk7FZKz7fNNvjy/k9JOkFmzz+i+5+Y/FfrSe+wIQ5JHoWmBaHRL8C2yqd/Lr73ZJObsNYAGwBehaYHvQrsP2q/Izne83sb83sDjO7astGBGBc6FlgetCvwJiMOvn9FUmfK+lGSY9K+vmyJ5rZrWZ22MwOHzt2rOxpAMbronp2Y78eP1Hx3k4AoxrpM7a/srxd4wOm2kiTX3c/4u59dx9IerOkZwXPvd3dD7r7wf379486TgAVXGzPbuzXfU8iDAbYCaN+xjbn41/6AjA00qebmV2z4Z/fJOmjWzMcAONAzwLTg34Fxutios7eLukmSfvM7GFJr5V0k5ndKMkl3S/pu8c4RgCXgJ4Fpgf9Cmy/dPLr7i/b5OG3jGEsU40cX0yKrepZk6kZ5Ko2Feczti3OVG1bnM8YZfm2mlnOb1zPcnoHyZkxzfFNc4aTnN9W8EO5ZsWc32b84i2pZ8t7lqVbRZYxnGQIa5DUs+XHYCs/Yxt9qRPE6c4sxvuvcyrO2m2eKM/xleIs38FqnBGsRnJcLsS3dPjCfFjvLwRBvJJ68/H2e3NxX/Vny3t6kOb8ZueLePmsnv6MP8vitQp9kS2b1C2pN6KM4Wi5kZYCAAAAphCTXwAAANQGk18AAADUBpNfAAAA1AaTXwAAANQGk18AAADUBpNfAAAA1Eaa8wsA49BIcoKjeiPLhky+rc9zeLPl43qa45vWy1+At5M81HZyWm/FdUvqGiRZuwlPsnatEeybLIPYssDSmO9Azu9Wsr7UOVP+GmaW4mzt9qlzYd1PJzm/yyvB4OL3pnnFQli3K3aH9f4Vc2G9u7sd13fFJ43ebFhWP4gRHsSbvohc8WpZuZV50lfR5isOzaPzgaTBYLSe58ovAAAAaoPJLwAAAGqDyS8AAABqg8kvAAAAaoPJLwAAAGqDyS8AAABqg8kvAAAAauOyyvkdPPb0sN54yr3bNBJg+g3kWvNuaX01CcPtenx6GWj0TFbLci2zevJtvzeSHOBWkj2ZnFn7nWT5TpDz24lX7knOr3U68fL9OAs2fdca8c61KjnB2bqzHOAgP1mSLFn/pLOB1Dlbvn9bZ8v7WZJsOc75Haytx8sH+78xtyte9so9Yb1/Vbz8+p74uF7fHb+33fn4yO7NxfV+sPlBu1queBazm8pOl/0KOb6ZJN85y/325MX3swzkEtPd6QAAAMAlYPILAACA2mDyCwAAgNpg8gsAAIDaYPILAACA2mDyCwAAgNq4rKLOiDIDts5ArjOD8mijZY+jhVa9Hda7Sb5PpSi0pO5JFFoaPZTUs6izQRKV1g+izpqdeOM2G+93JVFj5tm+Sba/HsdpyStEnVlyvSaLMmslb0xWn3A2cLXOle/fxrlevIJeEnOX7d8rFspru8trktS/andY7+6ZDevre+L3rrsriTrblfTkXFjWYCaoJS3p2WXI/IQW1+O3NU2GVNKy4fLJur2ZRKElMXEDS07GJbjyCwAAgNpg8gsAAIDaYPILAACA2mDyCwAAgNpg8gsAAIDaYPILAACA2mDyCwAAgNpIQw3N7A5JL5J01N2/sHhsr6R3Sjog6X5JN7v7qfENE8DF2qqe7bp0rF+ewbjYnw/HcaYf53Ku9OOc4PV+eX5jf1Dx+/YsNzNZ/SDN+Y03MMiyKzvly/dnkpzdbnxabyQ5vpks6zXNyk1yhhWNz5I3rpGNLXnjkgzjcdjSz1iXrFe+/6yfBL5mOb5zSdjtXHnP9/fsChftXpXk+F4ZH1fru5Mc34X42OnFpzP1gxxfSep3yvd7lguuRsWezHJ8s5ze4Dx/ccsHxeylJS09aCf5yyPuuov5BDkk6QUXPPZqSR9096dL+mDxbwCT4ZDoWWBaHBL9CmyrdPLr7ndLOnnBwy+WdGfx9Z2SXrLF4wIwInoWmB70K7D9Rv3Z4dXu/mjx9WOSrt6i8QAYD3oWmB70KzBGlX/hzd1dwV0dZnarmR02s8PHjh2rujkAFUU9u7FfT51MbvQCMHaX8hnbXV/expEB02vUye8RM7tGkor/Hy17orvf7u4H3f3g/v37R9wcgIouqmc39utVewmDAXbISJ+x7U78S2UAhkb9dLtL0i3F17dIet/WDAfAmNCzwPSgX4ExSie/ZvZ2SX8u6QvM7GEz+05Jr5P0XDO7V9Jzin8DmAD0LDA96Fdg+6U5v+7+spLS123xWABsga3q2Z43dKS/UFo/1r8iXP5kr3xZSTrdi3M9V/vt8rH14+/b3bMg31gaHZmsPsv17GfZlUHOb2M2yWIdlO+3i9HIsnTbycdGtxfXk5xhG4yeeeqNMecAj8GWfsa61AhyfrOcZO8kx85MnM092FXe070r46Dc9T3xcbVWMce3m9wRksSSqz+TZHMHu86byTGdna6yxZOc3kaSA9xYT+rdJAc4aPksIzjP+U0W99FuYOCmPgAAANQGk18AAADUBpNfAAAA1AaTXwAAANQGk18AAADUBpNfAAAA1AaTXwAAANRGmvMLoJ7WvaUHu3tL60d6e8Llj3Z3h/Wl7lxYX+mWZ4p2+3Eeq2fZkqNHyQ4XTy4beHJmzephzm8vy/mN153xVrz+RjfZQC8O5rRBvLwnOcDxypPQ0CzntlktH3oiBLvPs5zjJMfXZ+K+6+0uz/LNcnzXx53jG59uLiLHN66H2d5Vc3yTlmsk0dqN9XgAzdV4+eba6HXrV8s4js6FkqTBaD3LlV8AAADUBpNfAAAA1AaTXwAAANQGk18AAADUBpNfAAAA1AaTXwAAANQGk18AAADUBjm/ADa15i19Zu3JpfUTSbDm8bWFsH5qdT6sL68HOb/dOG90kGbhVstzzXJ+B/Hw1G/H27cgbrXRj9edXdPIxt5oxWNr9OLczizX0wZJ7meU85tFAGdva5bzO+UxvybJov2XZDhnOcf9uTjDuber/MDvzic5vvHpQL2k3p/N6tVyfAfZbKkx+nFrveR80E96shuvP8vxba3E9fZK/AJa58rrWQZx1nO95H1Ns71LcOUXAAAAtcHkFwAAALXB5BcAAAC1weQXAAAAtcHkFwAAALXB5BcAAAC1weQXAAAAtUHOL4BNrQ1a+tTKvtL62e5MuPyZbhzQuLQa11fWyjNFe93k1JXk/GoQl1NJtKQnOb+eDH8Q5Pz2kmDMLDfTm/G+aXSSzNEkt7Nqzq9lWb5jNO05v3LPc5QDg3Z84PZn4mOnN1de785lGcJJPT7dVM/x7ST7rcqlwiSb25LzUZaV21iL913rXLx8+2z82jtpvfwFNrrxst6Ix97dlWRTJ9nVZbjyCwAAgNpg8gsAAIDaYPILAACA2mDyCwAAgNpg8gsAAIDaYPILAACA2mDyCwAAgNqolPNrZvdLOqNhil3P3Q9uxaAAjMel9Ox6v6UHz+wtXddqLz59rCVZvKvr5Tm+ktRdL1++v5oE6XazrNqknkWlZlm6Wcxwcua1QbABr5abOWjF9UaW05tmllbM8Q3qO5kBvBMu+TPWJesGobHJsaPs2GnHB3a/Xb58lF0tSf2knuXwZj2V5fx6M9k3WQZ0eNzG+836SU8m57PmelhWa6Vaju/MYhw03D7dLa01VuNlPTmm5HHAc5YDXGYr/sjF17j78S1YD4DtQc8C04N+BbYYtz0AAACgNqpOfl3S75vZh8zs1s2eYGa3mtlhMzt87NixipsDUFHYsxv7tbu0sgPDA7DBJX3GdnvL2zw8YDpVve3h2e7+iJk9WdIHzOzj7n73xie4++2SbpekgwcP1uyOLWDihD27sV93f/5T6FdgZ13SZ+wVC9fSs8BFqHTl190fKf5/VNJvSXrWVgwKwHjQs8D0oF+B8Rh58mtmu8xs9/mvJT1P0ke3amAAthY9C0wP+hUYnyq3PVwt6bfM7Px63ubuv7clowIwDvQsMD3oV2BMRp78uvunJX3xFo4FwBhdas92Bw0dPb1QWu/14h8cDfpxFu+gGy/vUT3JvWysx+tuZDm/QVSqpDDTc7iCZPEskzRYv1uW4xuvu5HknWaZo9m+CTOKpXTfVcryvYzueB3pM9ZdjbXyXFVLMpyVZOlmPyv2oOWzfOloWUkaxLHg8lYy9mT9VX/9Pzru02zspN7IcnzPxfX2cpLzezoewMyJ1bDeWCz/RUtbK88AliSfnw3rzfn4jU+P6RJEnQEAAKA2mPwCAACgNpj8AgAAoDaY/AIAAKA2mPwCAACgNpj8AgAAoDaq/nljYKo9f/7bw/r7V966TSOZPN5r6NypufInZHFgSeRVGqkV1BvlaU7DZbMos4rRQxlP0r4GWexSwJJLFlkU2SB7X7LkoCyqLDsuMuQbo1kAAAf1SURBVMH6zStmmY0zZm0C2MDVWElysaLlZ6tNCbxRfmx5hZg0Ke+pdP2N8R470fkwO9c115P6Wrzp5rkkymw5bsrOUnzMNE+cCet+4lRpbZD0bKMVv/FZz3szOTDKtjvSUgAAAMAUYvILAACA2mDyCwAAgNpg8gsAAIDaYPILAACA2mDyCwAAgNpg8gsAAIDaIOcXtVbnHN9U39Q6FZwiqubBZtuPcjOzLNk0izbJuk3Wn24/e3FVcoArZARL1XN8K68/Ey6fhb3G5XG/9h03GMjOniuvZ5mqu2bi9Sf7J8ziTXN443p6qW7cIc3ZsVUll7wb17Oc33aS89s6GweXt5ZWw7ovng7r/dPl9cbsbLzu5JjszWb1sFyKK78AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACoDXJ+AWyq0ZM6p4LgzjSod3zCPNHtUHH7aaZpsP7Kr32nl89UiWsl51d+rjzn12aSHN9+1ZDn8lJ63GYRzhWXryrNBg+idC3J+c1ygBvrSY7valJfiTdgy0E2tKT+ykpYD9e9sCusD66YC+vd3XHOb3f3aG88V34BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG0x+AQAAUBtMfgEAAFAbTH4BAABQG5Vyfs3sBZLeKKkp6dfc/XXR8+/98Gf0/PlvL62/f+WtVYaDmnrmK38hrP/1m35gm0Yy+S6lZ60vzSyW50d6I8lXzHI7k2+9o3qVZSWl3/an689eWxxNWWl83ogzPSvvmwnPWw1lOb/Z8oOtGsjWuNTPWLmkfvAiLNkDzbjuWT06bpOeGDSTNy857tNLeVWPyywCOcgBzjKC05zfblaPB9foJgd2dMxIsk4nXv/8fHlx/95w2bV9cc7v6lXxG7u+Z7Rs6pGv/JpZU9IvS3qhpBskvczMbhh1fQDGi54Fpgf9CoxPldseniXpPnf/tLuvS3qHpBdvzbAAjAE9C0wP+hUYkyqT32slPbTh3w8XjwGYTPQsMD3oV2BMxv4Lb2Z2q5kdNrPD61ob9+YAVLCxX3vnlnd6OAASj/uM9dWdHg4wFapMfh+RdP2Gf19XPPY47n67ux9094MdzVTYHICK0p7d2K+tuV3bOjgAj3Ppn7E2u22DA6ZZlcnvX0l6upl9tpl1JL1U0l1bMywAY0DPAtODfgXGZOSoM3fvmdn3Snq/hjEsd7j732/ZyABsKXoWmB70KzA+5j5aRtpIGzM7JumBDQ/tk3R82wZwaSZ5bNJkj4+xXbzPcvf9Oz2IzUxZv0qTPT7GNrpJGt/E9qs0dT3L2EY3yeObtLFt2rPbOvl9wsbNDrv7wR0bQGCSxyZN9vgY2+Vp0vfdJI+PsY1u0sc3ySZ53zG20U3y+CZ5bBvx540BAABQG0x+AQAAUBs7Pfm9fYe3H5nksUmTPT7Gdnma9H03yeNjbKOb9PFNskned4xtdJM8vkke2z/a0Xt+AQAAgO2001d+AQAAgG2zI5NfM3uBmX3CzO4zs1fvxBgiZna/mf2dmX3EzA7v8FjuMLOjZvbRDY/tNbMPmNm9xf+vmrDx/ZiZPVLsv4+Y2dfv0NiuN7M/NLP/Z2Z/b2b/vnh8YvbftJjknp2kfi3GM7E9S7/WwyT3qzRZPUu/Vhrf1Pbstk9+zawp6ZclvVDSDZJeZmY3bPc4LsLXuPuNExDZcUjSCy547NWSPujuT5f0weLfO+WQnjg+SfrFYv/d6O6/u81jOq8n6TZ3v0HSl0l6VXGsTdL+m3hT0rOT0q/SZPfsIdGvl7Up6Vdpcnr2kOjXUU1tz+7Eld9nSbrP3T/t7uuS3iHpxTswjqng7ndLOnnBwy+WdGfx9Z2SXrKtg9qgZHwTwd0fdfcPF1+fkfQxSddqgvbflKBnL8Ek9yz9Wgv06yWgX0c3zT27E5PfayU9tOHfDxePTRKX9Ptm9iEzu3WnB7OJq9390eLrxyRdvZODKfG9Zva3xY9tdvxHHmZ2QNIzJd2j6dh/k2TSe3bS+1Wa/GOOfr18THq/SpPfs5N+zE1Uv0rT17P8wtvmnu3u/0zDHxu9ysy+eqcHVMaHcR2TFtnxK5I+V9KNkh6V9PM7ORgzW5D0Hknf7+6nN9YmdP/h0kxNv0oTeczRr9huU9OzE3jMTVS/StPZszsx+X1E0vUb/n1d8djEcPdHiv8flfRbGv4YaZIcMbNrJKn4/9EdHs/juPsRd++7+0DSm7WD+8/M2ho25W+4+3uLhyd6/02gie7ZKehXaYKPOfr1sjPR/SpNRc9O7DE3Sf0qTW/P7sTk968kPd3MPtvMOpJeKumuHRjHpsxsl5ntPv+1pOdJ+mi81La7S9Itxde3SHrfDo7lCc4f9IVv0g7tPzMzSW+R9DF3/4UNpYnefxNoYnt2SvpVmuBjjn697Exsv0pT07MTe8xNSr8WY5nant2RP3JRRHO8QVJT0h3u/lPbPogSZvY5Gn4nKkktSW/byfGZ2dsl3SRpn6Qjkl4r6bcl/aakp0l6QNLN7r4jN8WXjO8mDX8k45Lul/TdG+7/2c6xPVvSn0j6O0mD4uHXaHhP0kTsv2kxqT07af0qTXbP0q/1MKn9Kk1ez9KvlcY3tT3LX3gDAABAbfALbwAAAKgNJr8AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACoDSa/AAAAqA0mvwAAAKgNJr8AAACojf8PqKiATVd0iaIAAAAASUVORK5CYII=\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2168,10 +2469,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 4\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2181,10 +2489,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 5\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2194,10 +2509,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 6\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de7RkZ1nn8d9Tt3Pv7sQ0ITcIYEQzLA3Sg6DoQiEaHZygYxBEJ6hDZISlLkGHwTuCICMqLhg1SFZHkIsBlIwyamRkgBGR5iYwDAQwMQlJX9M51z512c/8Ubux0pz9vKdPnara1fv7WatXn1NP7V1v7drPrvfss8+vzN0FAAAAVEFt0gMAAAAAxoXJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg8kvAEwhMztoZi/Lv/5WM/vsDtfzB2b2S7s7OgBnw8xeYmZ/NOlxVAWT3ylmZneY2VNH/Bi/amZvGuVjAGVhZs80sw+Z2ZqZHcm//kkzs7x+0MzaZrZqZifM7DYz+9pJj9vd3+/uj07dz8yeY2YfOGPZ57n7r49udMB4mJmb2VefcdtE3sPM7L1m9p+2e393/w1339b9eV8eHpNfAJBkZi+U9BpJ/03SQyVdKOl5kr5FUmvgrq9y90VJl0o6IungLjx2Y9h1AJg862NuVXK8QOeA02dzzOy3zOx+M/tnM/vugfp7zewVZvaPZrZsZu8ys/Pz2pPN7O4z1neHmT3VzK6R9BJJP5if6frEeJ8ZMB5mtlfSSyX9pLu/3d1XvO9j7v5sd988cxl3X5f0ZkmPKVjnwfySgtvMbMXM/reZPXyg7mb2fDO7XdLt+W1PM7OPm9lJM/t7M/v6gfs/1sw+mq/rbZJmB2oP6mMzu8zM3mlmR83suJm91sy+TtIfSHpi3s8nB8b5soFln2tmn8/PbN9qZhefMebnmdnt+Rhfd/qsOFB2p/vEzF6Y/2bnXjP70YH6nJm92szuNLMH8vfVubz2hLwnT5rZJ8zsyQPLvdfMXm5m/0fSuqQ3SvpWSa/Ne+21+f1eY2Z35e/DHzGzbx1Yx5fP5prZ5XmvXW9m/2Jmx8zsF/LaV7wvm9l1ZvaRM57rz5rZu0a0Kacek99zxzdJ+qykCyS9StIbznhT+o+SfkzSRZK6kn4vtUJ3/ytJvyHpbe6+6O7fsOujBsrhiZJmJG37zcLMFiU9W9LHgrs9W9Kvq9+XH5f0J2fUn65+715pZo+VdJOkn5D0VZL+UNKtZjZjZi1Jf67+m+r5km6R9B8KxlWX9BeS7pR0uaRLJL3V3T+j/pnsD+b9vG+LZb9D0iskPUP9Y8Wdkt56xt2eJunfSvr6/H7fFTx/oGweKmmv+n3x45JeZ2bn5bXfkvQ4Sd+sfp/9vKTMzC6R9JeSXpbf/iJJ7zCz/QPr/RFJN0hakvQcSe+X9IK8116Q3+fDkq7K1/FmSbeY2ayKPUnSoyU9RdIvm9nXFbwv3yrpEfkPuIPj+eOz2jIVwuT33HGnu7/e3XuSblb/jevCgfob3f1T7r4m6ZckPSN/kwTQn5wec/fu6RsGzvJsmNm3Ddz3RflZ089LWlT/ja7IX7r7+/Izx7+g/lnXywbqr3D3E+6+of4b5x+6+4fcvefuN0valPSE/F9T0u+6e8fd367+G+lWHi/pYkk/5+5r7n7K3T9QcN8zPVvSTe7+0XzM/zUf8+UD93mlu59093+R9Hfqv5kD06Ij6aV5H71b0qqkR1v/UoUfk/TT7n5P3oN/n/fBD0t6t7u/290zd79N0iFJ3zOw3oPu/ml377p7Z6sHdvc3ufvx/D6vVv8H7uha/V9z9w13/4SkT0ja8gRUPsa35eOUmf0b9X/w/YvtbpSqYfJ77rjv9Bf5r2Ol/hvzaXcNfH2n+m+kF4xhXMA0OC7pAhu49tbdvzk/O3pcDz5W/pa773P3h7r7v3f3LwTr/XLfufuqpBPqT0y/oi7p4ZJemE+4T+YT7Mvy+18s6R5394H731nwmJep/8Nwt6AeuXhwvfmYj6t/luy0+wa+XteDjzPAJPXUf28b1FR/wnva8TN64/Q+fIH6lxJt1c8Pl3TdGb35JPVPMp121xbLPYiZvcjMPpNfUnFS/TPQ0fvw2fTazZJ+KP+N749I+tOtLtdCH5Pf6hg82/Qw9Q8GxyStSZo/XcjPBg/+KmfwzRY4V31Q/bOs1+7yer/cd/llEudL+tJAfbC/7pL08nxiffrfvLu/RdK9ki4541KmhxU85l2SHmZb/xFdqp+/pP4b/ekxL6h/CcY9ieWAMvgX9c94DnqEin9QHHRM0ilJj9qidpf6vz0d7M0Fd3/lwH3O7K0HfZ9f3/vz6l8qdF7+g/UDknZyzfxX9LG7/4OktvrXGv+Q+pdIoQCT3+r4YTO70szm1f/Dnrfnl0h8TtKsmf07M2tK+kX1fxVz2mFJlxt/vYpzmLuflPRrkv67mf2AmS2ZWc3MrpK0MMSqv8fMnpRfs/vrkv7B3YvOEL1e0vPM7JusbyHvyyX1J+ddST9lZk0z+371L2/Yyj+qP1l+Zb6OWTP7lrx2WNKl+Xi28hZJP2pmV5nZjPrXFn7I3e842ycOTMDbJP2imV2a9+9TJX2vpLenFnT3TP1r7n/bzC42s7qZPTHvgzdJ+l4z+6789tn8j+cuDVZ5WNIjB75fUr+Hj0pqmNkvS9qzs6dZ+L78x5JeK6lzFpc6VRITmup4o/qRTPep/6udn5Ikd39A0k9K+iP1z+6sSRpMf7gl//+4mX10XIMFxs3dXyXpZ9U/O3M4//eHkv6LpL/f4WrfLOlX1L/c4XHKr8krePxDkp6r/pvX/epfU/ycvNaW9P359yck/aCkdxasp6f+G/5Xq38m7O78/pL0vyR9WtJ9ZnZsi2X/Vv2/CXiH+hPoR0l65rafLTBZL1W/Vz+gfg+9StKz3f1T21z+RZI+qf719Cck/aakWv4D67XqpywcVf9M8M8pnkO9RtIPWD+B6fck/bWkv1L/hNOd6p9lTl4qUaDoffmN6qfPkAGcYA++hAznIjN7r6Q3uTufHgOMiZkdlHS3u//ipMcC4NyXx7IdkfSN7n77pMdTZpz5BQAAmH7/WdKHmfim8alCAAAAU8zM7lD/j+eePuGhTAUuewAAAEBlcNkDAAAAKoPJLwAAACpjrNf8tmzGZ4PIzK953CMLa8A0+txHvhjWV3T/MXffH95pQlqNeZ9r7Su+Q+qSqSwbqu69oD7k5VpWS/zcX0988nc9Xt4biXotzrX3cPGdZOIPLJ3adqlNm6gPvf5w2dFepmeJ1S9v3FvafpWkls36rAWx1HMzxTVJ3fl4v+/Fi0uNYAOmdttefIfalh8Y/K/qic8yq2324jtY/Pjdubine/PFtZnZdrjsvuZGWF+qnQrrM4mx1xIbv6v4WLyRxc/9ZPDkH2jPhstqPd7nWiuJ95G1eNut+NbvsWOd/M5qQd9kTyms33bolsIaMI2url0X1v/W376dTx6aiLnWPj3ha59bWLfN+N3IVuODkq+vh/Vsda142Xb8ZqLEZ7LUFoJ3Kkm1PUth3ffF9e6+ubDeWTrzE1gfrDdb/GaVmjinJpe1bnyHWidRb8dvRrVOXLduoh780GNZamKd+oEsLqcm7n/zsZeWtl8ladYW9ITmNcV3uPKKcPmjj4s/c2E5cX6q+1XBJ2o3Eq/7ajwdmbs3niTt/UK8/j1fWA3rWTNe/4nHxMeME99Q/PiP+rovFdYk6ekXfTysf8f8Z8P6I5vx8WTG4vr9vfhY/Il2/Anm/+PkVYW1//nPV4bL6mPxPnfJ++L3kfoHPxnWb+u8dcue5bIHAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFQGk18AAABUxlijzr7mcY8kzgyVclsW7++WyGcstVTs1LDLR/Vk3utwGcPD8lQaWbIeRZ2lHjxRTiyfGhvKy8xkrSDWqhNn3TbiOFk1NuKdo7cR7FyJbO3GalxvroRlzZwMYtYk1Y8th3XbG+QjS1IWR51FfZclmipLNGU2ZLZ3Si9x0OiN+PFDIzpFy5lfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVMZYc34BVEgqi9dHm7U7SlEOryQpVU9l7QZ1r6VCghPbPRXZOWwdk1Ovq7Zvb2HZe/G+Ud9M1E/FL35jLdhxE/tNcyW+Q2s5HtvMic2w7idOxgNYTOT4pvb7KOLYhstET+Xs9hI930vkng97JO4Ncx41dThLHe/q9bje2fpmzvwCAACgMpj8AgAAoDKY/AIAAKAymPwCAACgMpj8AgAAoDKY/AIAAKAymPwCAACgMsj5LYmra9eF9duyW8Y0EqAkJpkDnMrprcd1byTqiexKD9YfZQBLkmWpx46Xl4bLJMUENerKzttTXE+89vV2/No31uPls8R+H2muxPWZ5fh4UDu5Ftaz9cTgm3FebNaMF/d68barW2LsiXpKlszxTeQAJ3KCOz65qWIqU90aOxsbZ34BAABQGUx+AQAAUBlMfgEAAFAZTH4BAABQGUx+AQAAUBlMfgEAAFAZTH4BAABQGcmANDO7TNIfS7pQ/QDIG939NWZ2vqS3Sbpc0h2SnuHu949uqOc2cnyxG0rVr6msXEsF1gb1VPZjPc7sTNXViOveiMeeJXKAs2aiHjx8Muc3tdl7cV2J5X3nUa7Ywm72rNdN3X2zhfX6RiccS30zzottrMc7X5RPnYqPbi3Hd5g5GY9dJxNBwYmez+bjIN9eK5X9XTz+Vj1uunoipzell9i4HY8fP3VI6CUOCt3ggOWJA0bqcJI83qWO5QW2c+a3K+mF7n6lpCdIer6ZXSnpxZLe4+5XSHpP/j2AyaJfgelCzwJjlv6sH/d73f2j+dcrkj4j6RJJ10q6Ob/bzZKePqpBAtge+hWYLvQsMH5ndc2vmV0u6bGSPiTpQne/Ny/dp/6vbLZa5gYzO2Rmh44ePTrEUAGcjWH7td1NfBwogF01dM924o/4BdC37cmvmS1Keoekn3H35cGau7sKruhx9xvd/YC7H9i/f/9QgwWwPbvRr63G/BhGCkDapZ5tLoxhpMD029bk18ya6jfln7j7O/ObD5vZRXn9IklHRjNEAGeDfgWmCz0LjFdy8mtmJukNkj7j7r89ULpV0vX519dLetfuDw/A2aBfgelCzwLjl4w6k/Qtkn5E0ifN7OP5bS+R9EpJf2pmPy7pTknPGM0QAZyF8fVrbcjMq8TyVg9+NvdEvE0q/qYZH/o8WU/EJjUTUWiNRNRZVE9u9jj2KBUd5EO/rsMtXkG71rNeN3X2FEd21bpxpFatHddba4m8soAl0rxmluM7NO8/FdZ9JY46qy0thvXNpUTU2VxYlrWKA8NatW64bM12vl0lKfN4+Syx8TuJh+94fDzMgoNSYmjpw1nKDo9Xycmvu39AxeN7yo4eFcBI0K/AdKFngfHjZ3QAAABUBpNfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFTGdnJ+AeDspfIXLVGPsnoT4ZHWag1V91ac+Zmlcn5n4ufWi1evLDoyJzZbLXGHdM5vIphz2BzghCEjTyvNa6bOYvG+2VyJ99v6ZiJrdzWuW69436gVx+BKkmbu74T12gNrYb3XTWTp7lkK653FuDF6s2FZjSDnd7Yej61lcT2ll8j27nm88U8lDgqnsviAtdkrPmBlvXjd9UT+c/J4kO3sgMGZXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFQGOb8AtuQmeZDFa6mc3lriZ+sox1eSNYPDU2LdNhPn+Gp2Jixns/GhsTcXj73XSmSGtuJtl0XDT8VapmJ6U6c8Ei+rjzbmF0PwmtSZL36Bsmb84jfW46zd1kr8+LVOcV/UOvGO2Tx5Kqz7cuLBE8eTbM98WG8vpHJ+E+NvFWf1ztXj7dq0RAhyQieRe55a+7rHOb5rWXy83AiCy7MsFSwely2R4+u9nW07zvwCAACgMpj8AgAAoDKY/AIAAKAymPwCAACgMpj8AgAAoDKY/AIAAKAymPwCAACgMsj5BbAzqZzfRN0a8eHHg3xHi2Mpkzm/PhfnVvbm4gfozsXnDbqz8XPvxQ+vrBnkK2fxspbI/PQ4DjXMdka5eS3et7yR6MnNODO1cao4y1aSahvFO5f14h239sBaWO+txvXafJzj21mKm64bL57M+V1sFm+bmVq83eqKt02WCNeOU4SlRMSy1jw+Xq5ks2F9vVu8fNaNx57YNLJuYvDk/AIAAAAxJr8AAACoDCa/AAAAqAwmvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKiMZM6vmd0k6WmSjrj7Y/LbflXScyUdze/2End/96gGOQ2url0X1m/LbhnTSFB14+rZZB5sPf7Z2hpx4Gy49lq8bp+Ncyuz+bjeXYgPjcmc37mwrF4iBzgLHr6WiLVM5QB7LX5sryVyNckB3lW72q8m9VrFr09WT2SutuPQVdvYjOtRT2fxjukrq2E9ledqC3FQb7qnEz05Ez/+TJjzm0rijfXio6HWsvh4tJkI907l+K724vpGtzgX3dvxY6c2jXUT+00iP7rwcbdxn4OSrtni9t9x96vyf5We+AIlc1D0LDAtDop+BcYqOfl19/dJOjGGsQDYBfQsMD3oV2D8hrnm9wVm9k9mdpOZnbdrIwIwKvQsMD3oV2BEdjr5/X1Jj5J0laR7Jb266I5mdoOZHTKzQ0ePHi26G4DR2lbPDvZrp7s+zvEB+Fc7eo/tbqyNa3zAVNvR5NfdD7t7z90zSa+X9Pjgvje6+wF3P7B///6djhPAELbbs4P92mzEf0ACYDR2+h7bmFsY3yCBKbajya+ZXTTw7fdJ+tTuDAfAKNCzwPSgX4HR2k7U2VskPVnSBWZ2t6RfkfRkM7tKkku6Q9JPjHCMAM4CPQtMD/oVGL/k5Nfdn7XFzW8YwVimGjm+2Eoq/3kUxtazqd8bJXJ83eM8WasXL++pdc/PhPXuYirnN15/eyHO3ezOJ+pxbGYYcuypnN9uIq+0Hm93T7yunoj5TeU/lzklOJldPYrH3MV+dZOy4sjV9MZvx6GrvrwS1q2RnFIUrzvx2NaKe9bn46bqzsc7di8+ZEjNOE92tlGc89uo7SyL9rRTvvPtKklrHm+7493FsH5/J74EbrldvPGsHW/3WjssJ7On5aPL+QUAAADOCUx+AQAAUBlMfgEAAFAZTH4BAABQGUx+AQAAUBlMfgEAAFAZTH4BAABQGcOFxwEIpfKfbQK5orsmMXYPcnr7iyeWj2qt+NCVyvHtLMbLtxfj8wLdRM5vIhZT2UyctRuptRM5vlHOqySPX5bk61rqoN6U1Ome4eJYSyHMaU69tN04RDpbXYtXEGXxziSCdFPHi1a8Y6eyvXut4frGEjm/rVrxtmtaIpw7oZPI+e0lduyTvfiAdKIX5/webcf1tc3i1712Kt7ujVPxsbB2Ks759VS2dEF8NGd+AQAAUBlMfgEAAFAZTH4BAABQGUx+AQAAUBlMfgEAAFAZTH4BAABQGUx+AQAAUBnnVM7v1bXrwnoqcxXA9nkt/tnZEqGpqRxgbxSvP5uNQzm7i3G9vRSPvb2YyPGNYy/VXYyzK7NmXLes+PHdErmYnVT+cliOc2InzXeej1wZw+QwZ4me7caZqzZbnLWbyunVTJzNrWYi23suXn+vmeiLRqIn64l6oi8j7URTrnm8bXpZ3LRHu3vC+pF2XD+xuRDWN9aLX/f6xnA5v2oXBPXmon1OkrSx9c1lPswBAAAAu4rJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAq45yKOiPKDNhlQ/x4nIwyq8UROFmrePnefHzoSkaZLSWizOLkH3X2xPE83flEZFQq6qwXjC+RRZYljupZIxH5VEtEDw0TpbUdk4wzOxdOB0Wbb8hNa604csvm5oofeqG4Jkmqxxs/dTzJZhL1RF+kIv4ssd/XgqizzOOFTyWizFZ68bY75XHM2+HO3ri+GR/wjm/Mh/XuevHGnV+Pn3tzvRfWrRPH62kxkTt5/9Y3nwutDgAAAGwLk18AAABUBpNfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFRGMufXzG6S9DRJR9z9Mflt50t6m6TLJd0h6RnuXpCmBmCcxtazieBLb6TyaON6b7Y4t7OzGGd6thfjdXdSOb9LiRzfpUSO71wiu7KeWL5TPP5elAEsqbGReF3iTZfMO/VU4GmCTTLHt4R2u19rwa5n8W6X7GlbWAjrvlRcz/bEWbWp3O+UVH71sPnUqd02yvLtJJpuM4tzek8mcoJXstmwfqSzFNYPn4rrD6zFr52tFU8lG2vhomqsxsdKdeO6L8UZxEW2c+b3oKRrzrjtxZLe4+5XSHpP/j2AcjgoehaYFgdFvwJjlZz8uvv7JJ044+ZrJd2cf32zpKfv8rgA7BA9C0wP+hUYv51e83uhu9+bf32fpAt3aTwARoOeBaYH/QqM0NB/8OburuATw83sBjM7ZGaHjh49OuzDARhS1LOD/drpro95ZADOdDbvsb31xAWWACTtfPJ72MwukqT8/yNFd3T3G939gLsf2L9//w4fDsCQttWzg/3abOzsDwkADG1H77H1+fgP0gD07XTye6uk6/Ovr5f0rt0ZDoARoWeB6UG/AiOUnPya2VskfVDSo83sbjP7cUmvlHS1md0u6an59wBKgJ4Fpgf9CoxfMufX3Z9VUHrKLo8FwC4YV8+mcjm9nsj5nYmzL7sLQc7vfCqnN66394RldfYkAlGXOmF5di6um8Whoe128aG5101s12bqdUnUh8xbLbUhM4pHYTf71VyqBbuedRP50o1ECPTexbDc21d8qVR3sRWvOxXT24t7JpUrXnzV9On1J/oiSxxzsuJtt5nFU62VXpzTW08ENB/rxK/LfafiA96RtXj5jZWZsN5aKd42reV4wzfWumE9pbcUb7sifMIbAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKiOZ8wsAW0nm+Dbjem8mrndni+udhUTmZhxbqc5SIsd3T5zTu7hnI6wvzW6G9czj8a/Wi3M1VzfjLNasmagnjvqJoSXzWIfmiUBWFMukWrt4+9USWblqNePVz8T1zr7i/bY7P1wOb30zkfOb2C9rvUQ9ETfriXztzW5xY2304ozj1V6co9vxuKcPby6F9fvW4pzfkytzYd1W4oNGa7l4488sxxu+vhIfK5XInu7sSeRHF+DMLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDnF8AO5PI1fR6fIesFde7s8X1ZM7vUpwJmi3F2ZOLe06F9QuXVsP6UjNevpvI7YxszMS5llkzkYeaeF08Fcc67CmTbIgc30Q8c9VP55hLjWDXs068Ab0VTwm6e+M82vZS8X7dnYv3O0vk8FoWj73WiferepB/3F8+cUBrxztXu1f83Ne6cc82a/NhfbMXvy5HNuKc3+Nr8fo7y/Hr2nogfu6tk8Xbdub+OEC5troe1j2RPd3Zs7NpbMUPFQAAAKgSJr8AAACoDCa/AAAAqAwmvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKgMcn4B7Iwlcnyb8c/WvVaiPltc68axleouxJmgzaXNsP6QRI7vpQsnw/pSFLYqaaMX5352s+Jt80BrLlz2VCrnd9Q5vsNKZfmOUmKfLjvLpMZG8QasdeONm7Xi/OnOYjxlaC8W7zxRP0tSrR3XG5vxa1PfjJ9bfTORAxy3rCyRA3yqU7xtVrtxjm7N4rGtduLlT2zEB8S1lXjj1x+IX9eZk/Fzn72/OKS5dWIjXNY34g3v+xbDerTPRSZ9mAMAAADGhskvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqY6icXzO7Q9KKpJ6krrsf2I1BARiN3exZr8XZjx5HhioRdavubPH6u/OJLNuF4txJSdq3FGdPXpLI8b187nhYX0qEhj7Qi7N617rFG2em2Q2X3WgMl/OrVNRtom4eP34i0hQDzrZfredqrhbn3dpm3Be9xbgpO4lM1c5i8c6RJfq9Xot3jGwt3vFqnTjnt7EeP35jI35utVNxfXOzWVhb6ySefMLyZpzTu7yWCFFeLh6bJLUSOb4zJ+LXZu5Yp7BWO74cLutZvO5uYp9sB/tcZDc+5OLb3f3YLqwHwHjQs8D0oF+BXcZlDwAAAKiMYSe/LulvzOwjZnbDVncwsxvM7JCZHTp69OiQDwdgSGHPDvZrp5v4PSGAUTur99hOe23MwwOm07CXPTzJ3e8xs4dIus3M/p+7v2/wDu5+o6QbJenAgQNc7QVMVtizg/26Z+Fi+hWYrLN6j13aeyk9C2zDUGd+3f2e/P8jkv5M0uN3Y1AARoOeBaYH/QqMxo4nv2a2YGZLp7+W9J2SPrVbAwOwu+hZYHrQr8DoDHPZw4WS/szMTq/nze7+V7syKgCjQM8C04N+BUZkx5Nfd/+ipG/YxbEAGKFd79nE742yRpy/2Gsm6kF0ZW82vrSxudAO6xfMx38Y9LC5+8P6w2fi5Kn52mZc7y6G9eOt4vpsqzhTU5JUT+T8JvKXkzm/I5bKCY74pAe/i3bSr5a5WsvF+4d1Ejm/c/HO0ZmPt293obiWpWYbHq87S+zXlsj5bSYyjptr8QDrm4nn3ineduudOGc3Szz35VMzYX1zLc7CbS7HB+uZONZc88fibdc6Unw8zU7Ex9Lavr1hvbMn3naJQ2nx4+5sMQAAAGD6MPkFAABAZTD5BQAAQGUw+QUAAEBlMPkFAABAZTD5BQAAQGUM+/HGwFS7unZdWL8tu2VMI5k+bnE8j9cS9cTRJwvSe7K5ONZoz1wcdXbR3HJYf9jM8bB+eTOOOpu1OI6sZXF00N3N84vX3eiGy6oRbxtPnPJIpC4Nb4gos6T4qUupmLcpZ3v3Hl4AAAiESURBVN1MjZMbxXfI4g3Ua8U7RzcVdTYXPHQjEVXWSx1PwrJq7bin6mvxMaG5FmQrSqpvxANobxbvXKfacVxXL4vXvbEZR5nZenwwba7E23b2RLxfzB49FdZ15ERhyTfj2EdfnA/r7aVE/F4QrxfhzC8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg5xfVBo5vglR/GMiD9YTmaq9ZryCXivIBZ2Jcyn3zsW5lBfNPhDWL2kW51ZK0sWNlbDeVJxp2ktsvL2N9cLaXCPOELZa/NieqKde16RU1m4q53eYHOBE9vQ5r5fJThbvm6lM1d7sznN8Jak3V/zapXJ6szgOVl6Px2a9eMeLtoskNdeWwnq9nTigdYqfYLsbL5slwrXbm/FUrbYeb9xWHGuu2RNxdnjjcHy87B4rzj2vLS6Gy/bOS+X8JvbJhdQBZ2uc+QUAAEBlMPkFAABAZTD5BQAAQGUw+QUAAEBlMPkFAABAZTD5BQAAQGUw+QUAAEBlkPMLYCS8FuczpnKAvVlcq8/0wmX3zMQ5vxc048zPh9bjYMwL6/F5g3oiLHfd41DTpVrx+Fu1+LlbfcQ5vqMW5fwmcnwtkRHspX/yQ+r1lJ0szmS1vXHmanfYnN/ZKOc3fm1qm3FPZanZSiLuNdouktRYe0hYr7VbYd26xduum8j59UTOb5bIGG7Fhzs1V+NtP3MiPh5lx+Lc86hna+fvCxfdOG8mrHcSOb+9hfh4WIQzvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKiMoXJ+zewaSa+RVJf0R+7+yuj+n/vIF3V17brC+m3ZLcMMZ6pl910R1msPvX1MI5k+0T4lVXu/OtPZ9mzEE5mriejKZM5v1ijOjmw0u+Gye5px8OX+Rpzzu7/eDut7a3FeaspSbTWsz9eKczdb9fi5J16W4SVihMOcXimZxzrUulNPftjlx+xs+9Xd5e1OcX0mCM9WOuc3yvGVpGw2eHEtsWwzkfMbD12qJ45HwXaRJOvEebGJeO1wv856Q55nDDKEJam+GdebG3HT1Vbj42W2sRE//nnnFdZ6D4lzfjfPi98I2kthWbYQHw+L7PgVMbO6pNdJ+m5JV0p6lpldudP1ARgtehaYHvQrMDrD/DjyeEmfd/cvuntb0lslXbs7wwIwAvQsMD3oV2BEhpn8XiLproHv785vA1BO9CwwPehXYESGuuZ3O8zsBkk3SNKs5kf9cACG8KB+be2d8GgApPAeC5y9Yc783iPpsoHvL81vexB3v9HdD7j7gaZmhng4AENK9uyD+rXBGykwQWf/HmuzYxscMM2Gmfx+WNIVZvYIM2tJeqakW3dnWABGgJ4Fpgf9CozIji97cPeumb1A0l+rH8Nyk7t/etdGBmBX0bPA9KBfgdExT+Ue7uaDmR2VdOfATRdIOja2AZydMo9NKvf4GNv2Pdzd9096EFuZsn6Vyj0+xrZzZRpfaftVmrqeZWw7V+bxlW1sW/bsWCe/X/HgZofc/cDEBhAo89ikco+PsZ2byr7tyjw+xrZzZR9fmZV52zG2nSvz+Mo8tkF8vDEAAAAqg8kvAAAAKmPSk98bJ/z4kTKPTSr3+Bjbuans267M42NsO1f28ZVZmbcdY9u5Mo+vzGP7sole8wsAAACM06TP/AIAAABjM5HJr5ldY2afNbPPm9mLJzGGiJndYWafNLOPm9mhCY/lJjM7YmafGrjtfDO7zcxuz/8/r2Tj+1Uzuyfffh83s++Z0NguM7O/M7P/a2afNrOfzm8vzfabFmXu2TL1az6e0vYs/VoNZe5XqVw9S78ONb6p7dmxT37NrC7pdZK+W9KVkp5lZleOexzb8O3uflUJIjsOSrrmjNteLOk97n6FpPfk30/KQX3l+CTpd/Ltd5W7v3vMYzqtK+mF7n6lpCdIen6+r5Vp+5XelPRsWfpVKnfPHhT9ek6bkn6VytOzB0W/7tTU9uwkzvw+XtLn3f2L7t6W9FZJ105gHFPB3d8n6cQZN18r6eb865slPX2sgxpQML5ScPd73f2j+dcrkj4j6RKVaPtNCXr2LJS5Z+nXSqBfzwL9unPT3LOTmPxeIumuge/vzm8rE5f0N2b2ETO7YdKD2cKF7n5v/vV9ki6c5GAKvMDM/in/tc3Ef+VhZpdLeqykD2k6tl+ZlL1ny96vUvn3Ofr13FH2fpXK37Nl3+dK1a/S9PUsf/C2tSe5+zeq/2uj55vZt016QEW8H9dRtsiO35f0KElXSbpX0qsnORgzW5T0Dkk/4+7Lg7WSbj+cnanpV6mU+xz9inGbmp4t4T5Xqn6VprNnJzH5vUfSZQPfX5rfVhrufk/+/xFJf6b+r5HK5LCZXSRJ+f9HJjyeB3H3w+7ec/dM0us1we1nZk31m/JP3P2d+c2l3n4lVOqenYJ+lUq8z9Gv55xS96s0FT1b2n2uTP0qTW/PTmLy+2FJV5jZI8ysJemZkm6dwDi2ZGYLZrZ0+mtJ3ynpU/FSY3erpOvzr6+X9K4JjuUrnN7pc9+nCW0/MzNJb5D0GXf/7YFSqbdfCZW2Z6ekX6US73P06zmntP0qTU3PlnafK0u/5mOZ2p6dyIdc5NEcvyupLukmd3/52AdRwMweqf5PopLUkPTmSY7PzN4i6cmSLpB0WNKvSPpzSX8q6WGS7pT0DHefyEXxBeN7svq/knFJd0j6iYHrf8Y5tidJer+kT0rK8ptfov41SaXYftOirD1btn6Vyt2z9Gs1lLVfpfL1LP061Pimtmf5hDcAAABUBn/wBgAAgMpg8gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDK+P/LeDtDgWAvawAAAABJRU5ErkJggg==\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2207,10 +2529,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 7\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2220,10 +2549,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 8\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2233,10 +2569,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 9\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2246,10 +2589,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 10\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2259,10 +2609,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 11\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2272,10 +2629,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 12\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2285,10 +2649,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 13\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2298,10 +2669,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 14\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2311,10 +2689,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 15\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2324,10 +2709,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 16\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2337,10 +2729,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 17\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2350,10 +2749,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 18\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2363,10 +2769,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 19\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2376,10 +2789,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 20\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2405,7 +2825,7 @@
       "cell_type": "code",
       "metadata": {
         "colab_type": "code",
-        "outputId": "f93515fa-b9c6-4652-a18c-774c2b211dff",
+        "outputId": "e9244314-d9fa-401c-a0dd-764c00c94c66",
         "id": "bCQ9-sXaaoLr",
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -2472,7 +2892,7 @@
       "cell_type": "code",
       "metadata": {
         "colab_type": "code",
-        "outputId": "07c636fc-3c39-4d3e-94c6-d8fb63a8cb79",
+        "outputId": "7b2c52c5-b0db-4d0a-d40a-44ce991c8980",
         "id": "7pwlWBFYb6hh",
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -2500,33 +2920,33 @@
             "\n",
             "Exploration step 1 / 20\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.67 s\n",
+            "average time per iteration: 0.0039000000000000003 s\n",
+            "training completed in 3.02 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.4938 12.483 ], noise: 0.0\n",
             "Computing acquisition function...\n",
             "Acquisition function max value 0.040853100146398015 at [24, 24]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.74 s\n",
+            "average time per iteration: 0.0029 s\n",
+            "training completed in 3.09 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
             "Exploration step 2 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.03318454765241072 at [0, 0]\n",
+            "Acquisition function max value 0.033184547652410704 at [0, 0]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.72 s\n",
+            "average time per iteration: 0.003 s\n",
+            "training completed in 3.24 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
             "Exploration step 3 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.027734301580400456 at [24, 0]\n",
+            "Acquisition function max value 0.02773430158040047 at [24, 0]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.73 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.49 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
@@ -2534,8 +2954,8 @@
             "Computing acquisition function...\n",
             "Acquisition function max value 0.018478846460898927 at [14, 24]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.76 s\n",
+            "average time per iteration: 0.0034000000000000002 s\n",
+            "training completed in 3.15 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5 12.5], noise: 0.0\n",
             "\n",
@@ -2543,8 +2963,8 @@
             "Computing acquisition function...\n",
             "Acquisition function max value 0.01662334636703414 at [0, 9]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.75 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.15 s\n",
             "Final parameter values:\n",
             " amp: 0.0001, lengthscale: [12.5     4.3877], noise: 0.0\n",
             "\n",
@@ -2552,134 +2972,134 @@
             "Computing acquisition function...\n",
             "Acquisition function max value 0.0498099295330947 at [7, 13]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.78 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.13 s\n",
             "Final parameter values:\n",
             " amp: 0.0025, lengthscale: [12.5     2.8552], noise: 0.0003792\n",
             "\n",
             "Exploration step 7 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.31406855588060517 at [17, 15]\n",
+            "Acquisition function max value 0.31406855588072 at [17, 15]\n",
             "Model training...\n",
-            "average time per iteration: 0.003 s\n",
-            "training completed in 2.8 s\n",
+            "average time per iteration: 0.0031 s\n",
+            "training completed in 3.16 s\n",
             "Final parameter values:\n",
             " amp: 0.0024, lengthscale: [12.5     0.5566], noise: 1.4e-06\n",
             "\n",
             "Exploration step 8 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.29903420960946275 at [20, 13]\n",
+            "Acquisition function max value 0.29903420960945715 at [20, 13]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.81 s\n",
+            "average time per iteration: 0.0034999999999999996 s\n",
+            "training completed in 3.22 s\n",
             "Final parameter values:\n",
             " amp: 0.0026, lengthscale: [4.5268 6.7739], noise: 0.0\n",
             "\n",
             "Exploration step 9 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.2710056449136168 at [6, 7]\n",
+            "Acquisition function max value 0.2710056449136171 at [6, 7]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.8 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.37 s\n",
             "Final parameter values:\n",
             " amp: 0.0063, lengthscale: [ 3.4778 11.7362], noise: 0.0\n",
             "\n",
             "Exploration step 10 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.3980835068413177 at [7, 0]\n",
+            "Acquisition function max value 0.39808350684132154 at [7, 0]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.8 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.28 s\n",
             "Final parameter values:\n",
             " amp: 0.0054, lengthscale: [3.8746 5.1796], noise: 0.0\n",
             "\n",
             "Exploration step 11 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.3952803097860385 at [9, 9]\n",
+            "Acquisition function max value 0.39528030978603845 at [9, 9]\n",
             "Model training...\n",
-            "average time per iteration: 0.003 s\n",
-            "training completed in 2.83 s\n",
+            "average time per iteration: 0.0034000000000000002 s\n",
+            "training completed in 3.24 s\n",
             "Final parameter values:\n",
             " amp: 0.005, lengthscale: [2.5642 5.3884], noise: 0.0\n",
             "\n",
             "Exploration step 12 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 0.4282005196798602 at [4, 10]\n",
+            "Acquisition function max value 0.42820051967985984 at [4, 10]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.84 s\n",
+            "average time per iteration: 0.0031 s\n",
+            "training completed in 3.16 s\n",
             "Final parameter values:\n",
             " amp: 0.0475, lengthscale: [1.5683 5.9829], noise: 0.0\n",
             "\n",
             "Exploration step 13 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 1.3863771817945691 at [3, 6]\n",
+            "Acquisition function max value 1.3863771817945687 at [3, 6]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.88 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.18 s\n",
             "Final parameter values:\n",
             " amp: 0.0437, lengthscale: [2.2331 2.2609], noise: 0.0\n",
             "\n",
             "Exploration step 14 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 1.3367713608295773 at [3, 12]\n",
+            "Acquisition function max value 1.3367713608295775 at [3, 12]\n",
             "Model training...\n",
-            "average time per iteration: 0.0034000000000000002 s\n",
-            "training completed in 2.96 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.21 s\n",
             "Final parameter values:\n",
             " amp: 0.0424, lengthscale: [2.1582 1.8928], noise: 0.0\n",
             "\n",
             "Exploration step 15 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 1.3000771576149133 at [6, 10]\n",
+            "Acquisition function max value 1.300077157614915 at [6, 10]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.78 s\n",
+            "average time per iteration: 0.0034999999999999996 s\n",
+            "training completed in 3.33 s\n",
             "Final parameter values:\n",
             " amp: 0.0477, lengthscale: [2.597  1.9308], noise: 0.0\n",
             "\n",
             "Exploration step 16 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 1.1982762907756848 at [5, 9]\n",
+            "Acquisition function max value 1.1982762907756854 at [5, 9]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.85 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.41 s\n",
             "Final parameter values:\n",
-            " amp: 0.047, lengthscale: [2.5793 2.15  ], noise: 0.0\n",
+            " amp: 0.0471, lengthscale: [2.5752 2.1501], noise: 0.0\n",
             "\n",
             "Exploration step 17 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 1.0839335709939233 at [24, 18]\n",
+            "Acquisition function max value 1.0841233565413688 at [24, 18]\n",
             "Model training...\n",
-            "average time per iteration: 0.0028000000000000004 s\n",
-            "training completed in 2.82 s\n",
+            "average time per iteration: 0.0042 s\n",
+            "training completed in 3.36 s\n",
             "Final parameter values:\n",
             " amp: 0.0447, lengthscale: [2.5604 2.1354], noise: 0.0\n",
             "\n",
             "Exploration step 18 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 1.056019228235917 at [11, 19]\n",
+            "Acquisition function max value 1.0560192282359115 at [11, 19]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.81 s\n",
+            "average time per iteration: 0.0034000000000000002 s\n",
+            "training completed in 3.29 s\n",
             "Final parameter values:\n",
             " amp: 0.0426, lengthscale: [2.5453 2.1224], noise: 0.0\n",
             "\n",
             "Exploration step 19 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 1.0359712144345934 at [5, 10]\n",
+            "Acquisition function max value 1.0359712144346498 at [5, 10]\n",
             "Model training...\n",
-            "average time per iteration: 0.003 s\n",
-            "training completed in 2.84 s\n",
+            "average time per iteration: 0.0032 s\n",
+            "training completed in 3.32 s\n",
             "Final parameter values:\n",
             " amp: 0.0431, lengthscale: [2.0758 2.1806], noise: 0.0\n",
             "\n",
             "Exploration step 20 / 20\n",
             "Computing acquisition function...\n",
-            "Acquisition function max value 1.071043902359164 at [5, 11]\n",
+            "Acquisition function max value 1.071043902359162 at [5, 11]\n",
             "Model training...\n",
-            "average time per iteration: 0.0029 s\n",
-            "training completed in 2.78 s\n",
+            "average time per iteration: 0.0033 s\n",
+            "training completed in 3.25 s\n",
             "Final parameter values:\n",
             " amp: 0.0415, lengthscale: [2.084  2.0875], noise: 0.0\n",
             "\n",
@@ -2703,7 +3123,7 @@
       "cell_type": "code",
       "metadata": {
         "colab_type": "code",
-        "outputId": "d5c8721f-4efa-473c-9d6c-c5495c43d597",
+        "outputId": "cf4410fe-5cf4-4166-eb9d-fb491dafcf0b",
         "id": "LFdz6y61b6hl",
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -2715,10 +3135,17 @@
       ],
       "execution_count": 18,
       "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 1\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3dfZRkd13n8c/3VlV3z0wmD2PGECAwiBzWrEeDZhEFXVRUZHFBVxFEFh/WyApHPYIui8/4xLKC4oFVg+RMBHmQByVHOSrLisiqyIQHgWXdsG5iEvMwyWRmevqpHu53/6g7WBn6fr89Xd3Vt+a+X+fkpKe+dW/96tb93vvr27c/be4uAAAAoA2KvR4AAAAAMCtMfgEAANAaTH4BAADQGkx+AQAA0BpMfgEAANAaTH4BAADQGkx+AWAOmdlRM/vF6uuvNrO/3+Z6fsvMfnpnRwfgfJjZy8zsd/Z6HG3B5HeOmdmtZvaUXX6NnzOzN+3mawBNYWbPNrMPmdmKmd1bff1DZmZV/aiZ9c3sjJmdMLP3mtm/2Otxu/tfuvtjs+eZ2feY2QfPWfYF7v4Luzc6YDbMzM3sC895bE/OYWb2fjP7D1t9vrv/srtv6fmcl6fH5BcAJJnZiyW9RtJ/lfQQSVdIeoGkJ0pamHjqK939IkkPl3SvpKM78NrdadcBYO/ZGHOrhuMDugCcvZpjZr9qZg+Y2f8zs2+eqL/fzH7FzP7WzE6b2bvN7FBVe7KZ3XHO+m41s6eY2VMlvUzSd1ZXuj4+23cGzIaZXSLp5ZJ+yN3f4e7LPvZRd3+uu2+cu4y7r0p6s6Qvrlnn0eqWgvea2bKZ/YWZPXKi7mb2QjO7RdIt1WNPN7OPmdlJM/srM/uSiec/zsw+Uq3rbZKWJmoP6mMzu8rM3mVmx83sfjN7rZl9kaTfkvSVVT+fnBjnL04s+wNm9pnqyvZNZvbQc8b8AjO7pRrj685eFQea7myfmNmLq5/s3GVm3ztR32dmrzKz28zsVHVe3VfVnlD15Ekz+7iZPXliufeb2S+Z2f+UtCrpjZK+WtJrq157bfW815jZ7dV5+GYz++qJdXz2aq6ZHal67flm9o9mdp+Z/WRV+5zzspl9h5ndfM57/TEze/cubcq5x+T3wvEVkv5e0uWSXinpDeeclP69pO+TdKWkoaTfyFbo7n8i6Zclvc3dL3L3L93xUQPN8JWSFiVt+WRhZhdJeq6kjwZPe66kX9C4Lz8m6ffOqT9T49692sweJ+kGST8o6fMk/bakm8xs0cwWJP2hxifVQ5LeLunf1YyrI+mPJN0m6Yikh0l6q7t/WuMr2X9d9fOlmyz7dZJ+RdKzND5W3Cbprec87emS/pWkL6me903B+wea5iGSLtG4L75f0uvM7LKq9quSvlzSV2ncZz8hqTSzh0n6Y0m/WD3+EknvNLPDE+t9nqTrJB2U9D2S/lLSi6pee1H1nA9LuqZax5slvd3MllTvSZIeK+nrJf2MmX1RzXn5JkmPqr7BnRzP757XlmkRJr8Xjtvc/fXuPpJ0o8Ynrism6m9090+6+4qkn5b0rOokCWA8Ob3P3YdnH5i4yrNmZl8z8dyXVFdNPyPpIo1PdHX+2N0/UF05/kmNr7peNVH/FXc/4e5rGp84f9vdP+TuI3e/UdKGpCdU//Uk/bq7D9z9HRqfSDfzeEkPlfTj7r7i7uvu/sGa557ruZJucPePVGP+z9WYj0w85xXuftLd/1HSn2t8MgfmxUDSy6s+eo+kM5Iea+NbFb5P0o+4+51VD/5V1QffLek97v4edy/d/b2Sjkl62sR6j7r7p9x96O6DzV7Y3d/k7vdXz3mVxt9wR/fq/7y7r7n7xyV9XNKmF6CqMb6tGqfM7F9q/I3vH211o7QNk98Lx91nv6h+HCuNT8xn3T7x9W0an0gvn8G4gHlwv6TLbeLeW3f/qurq6P168LHyV939Und/iLv/W3f/v8F6P9t37n5G0gmNJ6afU5f0SEkvribcJ6sJ9lXV8x8q6U5394nn31bzmldp/M3wsKYeeejkeqsx36/xVbKz7p74elUPPs4Ae2mk8bltUk/jCe9Z95/TG2f34cs1vpVos35+pKTvOKc3n6TxRaazbt9kuQcxs5eY2aerWypOanwFOjoPn0+v3Sjpu6qf+D5P0u9vdrsWxpj8tsfk1aZHaHwwuE/SiqT9ZwvV1eDJH+VMnmyBC9Vfa3yV9Rk7vN7P9l11m8QhSf80UZ/sr9sl/VI1sT773353f4ukuyQ97JxbmR5R85q3S3qEbf5LdFk//5PGJ/qzYz6g8S0YdybLAU3wjxpf8Zz0KNV/ozjpPknrkh69Se12jX96OtmbB9z9FRPPObe3HvTv6v7en9D4VqHLqm+sT0nazj3zn9PH7v43kvoa32v8XRrfIoUaTH7b47vN7Goz26/xL/a8o7pF4v9IWjKzf2NmPUk/pfGPYs66R9IR47dXcQFz95OSfl7SfzOzbzezg2ZWmNk1kg5MseqnmdmTqnt2f0HS37h73RWi10t6gZl9hY0dqPryoMaT86GkHzaznpl9m8a3N2zmbzWeLL+iWseSmT2xqt0j6eHVeDbzFknfa2bXmNmixvcWfsjdbz3fNw7sgbdJ+ikze3jVv0+R9C2S3pEt6O6lxvfcv9rMHmpmHTP7yqoP3iTpW8zsm6rHl6pfnnt4sMp7JH3BxL8PatzDxyV1zexnJF28vbdZe17+XUmvlTQ4j1udWokJTXu8UeNIprs1/tHOD0uSu5+S9EOSfkfjqzsrkibTH95e/f9+M/vIrAYLzJq7v1LSj2l8deae6r/flvSfJP3VNlf7Zkk/q/HtDl+u6p68mtc/JukHND55PaDxPcXfU9X6kr6t+vcJSd8p6V016xlpfML/Qo2vhN1RPV+S/oekT0m628zu22TZ/67x7wS8U+MJ9KMlPXvL7xbYWy/XuFc/qHEPvVLSc939k1tc/iWSPqHx/fQnJP0XSUX1DeszNE5ZOK7xleAfVzyHeo2kb7dxAtNvSPpTSX+i8QWn2zS+ypzeKlGj7rz8Ro3TZ8gATtiDbyHDhcjM3i/pTe7OX48BZsTMjkq6w91/aq/HAuDCV8Wy3Svpy9z9lr0eT5Nx5RcAAGD+/UdJH2bim+OvCgEAAMwxM7tV41+ee+YeD2UucNsDAAAAWoPbHgAAANAaTH4BAADQGjO95/fyyy/3I0eOzPIlgUa7+eab73P3w/kzZ69z8IB3D19W/4QyWUF2R1UZZ7tbtHzy2uGykiwb+y6v38pkBUE5e21Nse6tPCF9/XT1u3irnW3n7wVs3em1uxrbr5K0cOk+3/eQ+ujYwSi+3jVK6hrGdRsFteTvDRbBspJUDJP9cpTsV1lfZIp43yq79XXvZMvGL+1pPdk2nbje68Qbf7ETf3iLRX19sdj0Lz3/cz3ZMRaSg3HPOmH95r/b2LRnZzr5PXLkiI4dOzbLlwQazcy28peH9kT38GW68uUvrK17PzlRJvViPa531utPGFFNkrrrYVmdtbjeXY9PFp1k/d31+ICdrb/o1y/f2YjXXfTjE1kxSGbmw7huZbJ8MgmxXZz8ejb5zX7WWcRP+LOPvryx/SpJ+x5ysZ54/XfW1v/pdPw3FU6d2h/W/WTd30YZW3igfvstnog/m6X74/1i34lkknQynmQVq3E92zdG++P3vnHo3L+q/M/WDsUTtPXL422zcSjeNoND8bZZOhQfsK64ZDmsP+ri+8P6o/cfr6194eI94bJfsHBvWL+qE/+F5iu78V9X71z5mU17ltseAAAA0BpMfgEAANAaTH4BAADQGkx+AQAA0BpMfgEAANAaTH4BAADQGjONOgMwP8xc3V59bNYwyen1JNfT4/Sf+Fvz3Y1zzXN+k8zQLLPUkszSThB1lkaZJXUbTFfXMKlnUWa7GHVmadRZcr2nM9/Xg0al6eT6vtr66noc11WuxVOC7loST7hWv/27q0nW7GqS53omPqB0TsVxXsVKnG/oU372nf31B7ROFvs4SDLPk2OpRvHyw0F8sN0YxfW1UX2MmyStjur3q5VyMV42qxdx1Nlq2Q/rdea70wEAAIDzwOQXAAAArcHkFwAAAK3B5BcAAACtweQXAAAArcHkFwAAAK3B5BcAAACtQc4vgM0lOb9lGX/vPBommatJ3Yv6uifftvuUOcCWRNHa1DnAcd0GQc5vUJMk68ehoLaR1AdJqGiZvPlRUt/FnN80p3faHOCGG5WFltfrc1P763Feq61vP8dXkrpBlG4vy/ldifebzpk4z7VYXgnrvrIa1q0Xb5tiMc5ILgb17y/L/S6SliuSHF9LjqVlksneH8Y5v+vDJOe3rN82y+VSuOzppL5cxvnMB4tBWK8z350OAAAAnAcmvwAAAGgNJr8AAABoDSa/AAAAaA0mvwAAAGgNJr8AAABoDSa/AAAAaA1yfhviG4rvCOvvLd8+o5EAY4VJi736AMrRKP7euewlOb7DeHnv1OdmZjm/aZ7rlNIc4CTX04ZJzm+QA2yDeOV5PQkV7Se5mcN4eU9zfpN6xJIPPsiGHi+eLN+J806bzt20tlafueqr8Sm/u5rk/K7Hr98Nsny7a/E+312J96vizEZYz3J8fTXOi9X+uJzlW0fZ3lkuuLLo6zRXPDnWJjnBw1GS8zuK95uVYX229JlRluO7L6yfLOOdbn+5HNbrcOUXAAAArcHkFwAAAK3B5BcAAACtweQXAAAArcHkFwAAAK3B5BcAAACtweQXAAAArZHm/JrZVZJ+V9IVGqfRXe/urzGzQ5LeJumIpFslPcvdH9i9oV7YyPHFTtjJfjVzLS3UZ74Oy/h75ywHeNSPwy3L4OhUJHGsnsX8JvV0+SyXM8sB9iznNwj2HCahn1mOb1L3wXQ5vxolIcdBHurUkpxe7yTXe5Is192wkz3rpWmw1qutF2vx+++uxTt+N47SVTeI0u2uxtu2sxbvd7Ya572WSY6vJ/v91MngwQqmPZ6kOcFZtHZyLB4m9fVh/T4lSSvD+mzp5STn9+QoDlg+UMT5zvvLuF5nK1d+h5Je7O5XS3qCpBea2dWSXirpfe7+GEnvq/4NYG/Rr8B8oWeBGUsnv+5+l7t/pPp6WdKnJT1M0jMk3Vg97UZJz9ytQQLYGvoVmC/0LDB753XPr5kdkfQ4SR+SdIW731WV7tb4RzabLXOdmR0zs2PHjx+fYqgAzse0/To8lfyME8COmrZnR8srMxknMO+2PPk1s4skvVPSj7r76cmau7tq7lpx9+vd/Vp3v/bw4cNTDRbA1uxEv3Yvyf7YPYCdshM92zl4YAYjBebflia/ZtbTuCl/z93fVT18j5ldWdWvlHTv7gwRwPmgX4H5Qs8Cs5VOfs3MJL1B0qfd/dUTpZskPb/6+vmS3r3zwwNwPuhXYL7Qs8DspVFnkp4o6XmSPmFmH6see5mkV0j6fTP7fkm3SXrW7gwRwHnYsX7tWKmLFvq19VESdTYcxrFTZS/JK+vWr9+LODvIsyi07Nv+KaPSsiizPNqo/gmWxHGFMWlSHlWW1L2fRKGlUWfx+DzYduN5YiCJOrOkrs7so860k+fYkclW6t9jd2W6KLPeSrzj9oI4s95qvF8Vq/XHGkny9TjSKosyS6UxeUk9OiZNnaMWS6PQRvEAsljKjVH83lejqLNhHHX2QCe+VWfJ4uNNz7b3uaeTX3f/oOo/uq/f1qsC2BX0KzBf6Flg9vgLbwAAAGgNJr8AAABoDSa/AAAAaA0mvwAAAGgNJr8AAABoDSa/AAAAaI2t5PwCaKHCXAd767X1QZL9uNGLDy+DhXj50UaQ89tNcn6z+pQ5wJ7kdnqWRzuNLEM4y9FN6mlOb1JP81Y9G1/w/pJ8Z2UZx53kvfV6cb3hrJS6K/U7b5bz2zuT5PhmOb9n6rdvZyXOa7XV+mONJJXrcT3br2yhPotWkiz57LNc8jI45mTHizQHOM0Fz/oirmeZ7Ov9eNusBNv2ZH9fuOxCER8vehb3bCcNOd4cV34BAADQGkx+AQAA0BpMfgEAANAaTH4BAADQGkx+AQAA0BpMfgEAANAaTH4BAADQGuT8AthU10pdtrBWW++X8eFjfRjX+4O4PgpygsskjrXsxsGYUSantIUc4Cnraa7nbuYERzm6W6h7lgOc5fimy9e/vmeBqZa8t4QVydgazkZS73T9NlpYjpdfWI6338Jy/Nn2luuzfIvlOKfXV+qPNZLk/X5Yl8XX8mxxMV7/UpwD7L14/d4Jcn6nvMyY7tZZ1G1SLwfxADeSY/WZfv226xVxzm836blOMvjRNjcuV34BAADQGkx+AQAA0BpMfgEAANAaTH4BAADQGkx+AQAA0BpMfgEAANAaTH4BAADQGuT8AthUx0pd2lutra+N4rDdtYWk3o/r/YUg53ch/r697MZBu0lEcZoDXKY5v9nyWc5wUC+SaxZZRnCxixnCkjzLEQ5yfPOVTxl4muUEl1lgarNZKfWCLN+F09Pl+C6cjLN2u6fqs3zt9Jlw2XK1/lgjSUryoW0hzum1pSTnNzlelQtx08c5v1k+dVxWsttbsttakuPrSX3Qjw+YK936bV9Mmb09TA62G1noew2u/AIAAKA1mPwCAACgNZj8AgAAoDWY/AIAAKA1mPwCAACgNZj8AgAAoDWY/AIAAKA10pxfM7tB0tMl3evuX1w99nOSfkDS8eppL3P39+zWIOfBv37aK8P6X7znJ2Y0ErTdTvVs10pdFuT8ZvmKq8M4d3N1MV5+I8iW3OglOb5JDrD3khzeJDoyrSc5wd5Nxtepr2cZwpbkAGf1LJPUpswR9ixrd5oc4Cn5Hrz2Tp5jbRRn+S6eirNyF08Mwnr3ZH2OryTZqfos3/LMSrhsuZasuxP3vC3GOb5Kcn7L5HiU5fyWwTHFp7zMmEXlWvyxqhjG9VGS8zvciN/7utUf67N+H5VJxnCS87s+2t6fq9jKR3JU0lM3efzX3P2a6r9WT3yBhjkqehaYF0dFvwIzlU5+3f0Dkk7MYCwAdgA9C8wP+hWYvWkuxr/IzP7OzG4ws8t2bEQAdgs9C8wP+hXYJdud/P6mpEdLukbSXZJeVfdEM7vOzI6Z2bHjx4/XPQ3A7tpSz07268oD/VmOD8A/29Y5drge31cLYGxbk193v8fdR+5eSnq9pMcHz73e3a9192sPHz683XECmMJWe3ayXw9cFv/CGoDdsd1zbHfpwOwGCcyxbU1+zezKiX9+q6RP7sxwAOwGehaYH/QrsLu2EnX2FklPlnS5md0h6WclPdnMrpHkkm6V9IO7OEYA54GeBeYH/QrMXjr5dffnbPLwG3ZhLHONHF80xU71bNdGury7XFtfT8JuVxbj2yZWshzghfr6YDE+dPlinA05WoiDMzsL0+UAj9Kc4Gz99T+UK5KMY+/F28YGyWG/m9R7ZVxPsnKTlF/5KAktDVee/DAzqacZxrtgJ8+xNpIWT9d/PosnkxzfU2thvThZfzyQpPKBk/W11frMcEn5Z5Pk9Nr+fWHd9yU5v/vi/T7LDo/iaKfN+VWS81sMk2zt+GOXbyTvLV5cgyDLt0xyfIfD+Hi2kRyvsrz4OvyFNwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALRGmvMLoJ06VupQ90xtfbWMczPP9OL68kKyfJATvL4RZzv2F+JkyjLJ8R1l9cVs+bCcLl/0g5zfjSTHdzHOyc1yfm2Y5GYmOb6pQRI6mmX1TsE6ybo7ceZo09nItXB6WFvvntoIly9OrYR1P53k/K6th/XwtZMc3+LA/rDuB+Kc33J/3JSjpbgvsp4tu/X1aXN+LQnatSQa25KWK7L07SSr10f1y48G2bEyXvdgIf5c1vvk/AIAAAAhJr8AAABoDSa/AAAAaA0mvwAAAGgNJr8AAABoDSa/AAAAaA0mvwAAAGiNCyrnt7z7MWG9eMgtMxoJMP+6GunzOkHObzfJ8R0txfVeUl+or68GGcCSNFiMD23lYvx9f7kYZ9mmOb/xptGwHy/f2agfX7kUZ9EWSU6vD+PQUEtyfJNEUMmSZ2T1URJaOo0i/tzTHOCGs9LVWavP+bXVOOfXV+OcXu/349cPcpIt6GdJKg5eFL/2wQNhvTwYr390IO6L0VL82WfZ31HOb3aZ0bOWmTLnt5Mcb7L1F8n6y2D93ku2Wy/b7smxeGF72dzz3ekAAADAeWDyCwAAgNZg8gsAAIDWYPILAACA1mDyCwAAgNZg8gsAAIDWuKCizogyA3ZOx1yXFmu19ZUgBk2Slrv7wvrpJOrsVBCNdHoxzhJbX4xjjfqLcTxOFmXWSWKPRktJPU6M0nBf/XUJG8Zjt2EcDaQyzjUqpow6i+KuJMmTukVRZ8nYVCb1YsoYtjlgUZRd9tlmUW8H9sfLF0HU2VLcs35RfLwoD8TLDy+K4w+H++P9Luo5aQtRZ8Ehp9xeGtdnpVFkg7juWVRafTreePmkb6LdxjtZRFy8T5bJLDWLrazDlV8AAAC0BpNfAAAAtAaTXwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALQGk18AAAC0Rprza2Y3SHq6pHvd/Yurxw5JepukI5JulfQsd39g94YJYKt2qme7KnVpUR9Iu9JZDcex3I1zgE/14lzPk736TNFTC/GyK4tx5udgKT70lf34usCwH2dTFoM423KY1Isgd7MYxmOzLFTU4wzkTFEk10z6ceiodZPxDafJ+U0CTTPZe9sFO3qONcl79dvX98V9keYcZ9s/+GzLJHt7tD+p74t7drgvye5OsreHSbZ3mvMbDC/LyU1lOb/Jx6IkxzcN756CJy2V5wDHy2eZ7HW20ulHJT31nMdeKul97v4YSe+r/g2gGY6KngXmxVHRr8BMpZNfd/+ApBPnPPwMSTdWX98o6Zk7PC4A20TPAvODfgVmb7s/47nC3e+qvr5b0hU7NB4Au4OeBeYH/QrsoqlvcHJ3l1R7x4mZXWdmx8zs2PHjx6d9OQBTinp2sl9PnJjy/kkAUzufc+xgsDLDkQHza7uT33vM7EpJqv5/b90T3f16d7/W3a89fPjwNl8OwJS21LOT/XroEGEwwB7Z1jm21zswswEC82y7Z7ebJD2/+vr5kt69M8MBsEvoWWB+0K/ALkonv2b2Fkl/LemxZnaHmX2/pFdI+gYzu0XSU6p/A2gAehaYH/QrMHtpzq+7P6em9PU7PBYAO2CnerYw08Egn/LiciNc/mCxFtYv6cT1S3v1OcKnFpbCZc8kOb8bSeZofzHODC2zTNAkU7SIo3A1DHI5bZRlsSY5upks6zXJwrVuck1lkJx2opzfJMfXyiTwNMupzd77LtjJc6wXpsFF9dvXizgf2w4snu9LPnj9wWdfLsT7xWgpqS8m2dtJT5a9pGeT+GtPdtsyyqud8g4yS379wrKc32z5pG/S15/i10Oyw1XZTT63be6y3NQHAACA1mDyCwAAgNZg8gsAAIDWYPILAACA1mDyCwAAgNZg8gsAAIDWYPILAACA1khzfgG0UyFpv9WHMB5Mwmov7dTn9ErSyc5KWL+4W/+nWi/prYfLnlqI80xXkxzg4VIcPjkaxNmTltWHST3I8p0681NJsGaSdetRnqmkIsn5LQZBjq8kGwZvMKpJeY5vA3N+d5J3TBuX1p/Wh/vjz74YxtvHk8tlHuSCT5uzmy1fZjm8Sd2TPNnsvU8l2y3jllExSnJ6g9xwSeokuePZfhGNLzseedJyZS9ewTDJVK/DlV8AAAC0BpNfAAAAtAaTXwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALQGk18AAAC0Bjm/ADZVyLRo9eGb+5PwyAPWD+sXd+Ks3ku69TnBB3v7w2UPJjnAZ5Kc341+fGjc6Cc5wPuSrNsktzPO+U1yLafM1fQiHrsnMcFFkpfaGcTrtyBT1EZxzq8leadpzu+cK7vS+mX127/I8qeTGOVMlIWb7TdllrObLJ/Ws0t900Y8B7tWtl2LJIfXyni/TSLX1enHy3c2knqyfBHUswziPOc3OZYe2N41XK78AgAAoDWY/AIAAKA1mPwCAACgNZj8AgAAoDWY/AIAAKA1mPwCAACgNZj8AgAAoDXI+QWwKZOpZ/XhmT2LAxqXLA6z3W8bYf1gUZ/Ve0l3LVz2koV9YX15sBTW1xfr840laThMcn6H8bYZJctHm86yYMwssDTN+c3yVpMc315cL/tJbmeU8xvUpDwP9ULPAfaOtBHl/Cb50poy5zeUXGrLcnin3e2nluwa0ba1JIc3k31uWc5vdz0efHct/uC7q/EAivX6ejGM153m/O6Lp6nm25vGcuUXAAAArcHkFwAAAK3B5BcAAACtweQXAAAArcHkFwAAAK3B5BcAAACtweQXAAAArTFVzq+Z3SppWdJI0tDdr92JQQHYHTvZsz2Lv3fOcn6XknDKA0V9DvD+oh8v24nrB3v1GcKStJrk/PaTnN61QbxtRqMs3DJY/5RRtJ7kM3sRv0CW81t2kxzfXrz+ziDK+Q0XTXN8Ldl2WU7wrJ1vv5ZdaeNQ/XvI8mKTlp1u39vjHN48pzceYLbvRRHRaUZxkq+cvXbUM5LUyXJ+V+IPvnsmPp4WK0Fm+yAbfJZ5vhjWy872ruHuxB+5+Fp3v28H1gNgNuhZYH7Qr8AO47YHAAAAtMa0k1+X9GdmdrOZXbfZE8zsOjM7ZmbHjh8/PuXLAZhS2LMP6tf7s5+BAthl53WOHa2szHh4wHya9raHJ7n7nWb2+ZLea2b/290/MPkEd79e0vWSdO211zbrhiqgfcKefVC/fukS/QrsrfM6xy5edRU9C2zBVFd+3f3O6v/3SvoDSY/fiUEB2B30LDA/6Fdgd2x78mtmB8zs4NmvJX2jpE/u1MAA7Cx6Fpgf9Cuwe6a57eEKSX9g49icrqQ3u/uf7MioAOwGehaYH/QrsEu2Pfl193+Q9KU7OBYAu2jWPZv9WGlB288BTnN+u0HupKT93Thj+KJevP71hfjQOViMsysHo3jrlGV9MOiozLZskuObZY4WSY5v/NZUJmeVYpCsP8gsLabN+c3yVBuU87utfhPxUWgAAAlGSURBVO24RpfV79ujYbLvZNsn23mi5dMc3iRnN8toTjOMk74YJlm5WV9N8fvB2X6X5TN3+kmO79qUOb6nVsO6namv+yA+1trSUvza3SQH+OD2epaoMwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALQGk18AAAC0BpNfAAAAtMa0f94YmGvftP95Yf1PV984o5E0j8s18iT7aApFkjvVs/pcq8UgBk2aPgrtTHcxrO/rxZlb/cW4Xo7i+J5REMs0Sj+S5JpGFnVm8ROKJOrMu8nySSxT2atfPos6S6PQ0qizbOM0W9Ettf+ytdr6cJjtd/G+48n2ieqeRI0pW/cwWT5Zvw3i91Yk+30WR2ZJhF+87rheZDFsG/EKOutx1FmxEh8PbXklrJenl4Ni8uY6yQEls83NzpVfAAAAtAaTXwAAALQGk18AAAC0BpNfAAAAtAaTXwAAALQGk18AAAC0BpNfAAAAtAY5v2i1Nuf4ZlzShtcHpw6SDOBpE4I7qs+2XAgygCVpKckB3tdJcoK7SU5wrxfWN4bxoXW4EGdbRpu2LON1x4mekizJcrUkU7RI8liT2M4iywEOPpos77RIsmAt2ThZ3mrTdTulPv/iM7X1fpIv3c/22yQHeFjW19OM4WG87qxe9pOeSi71eTB2aQs5w0E5aakt5Pwm9UHSF+vx8c5W18N6uVy/T0lSubpav+7eQrhsUSSf+0KyTy5tLyeYK78AAABoDSa/AAAAaA0mvwAAAGgNJr8AAABoDSa/AAAAaA0mvwAAAGgNJr8AAABoDXJ+AWyqlGvV6/Mh1z3OluwnwZplUh8FwZlFkiJcJMGZi0lw5mInqXfj+r5enKuZ5aWWZf17HwQ1SUE68liWA+xJDrCK+BW8M10OsAdnJR/E6y6zHN8sL3WUbb1mWyyGOnLwRG19bRTnU68O40zWLL96Y1RfX8+WHUxX7ye7bbrfJzm+3k/qU1xKzHJ+Ldkvi0G8AttI3v1GnGvuGxvx8oFi31K87ov2h/XRgXifHe7f3obnyi8AAABag8kvAAAAWoPJLwAAAFqDyS8AAABag8kvAAAAWoPJLwAAAFqDyS8AAABaY6qcXzN7qqTXSOpI+h13f8WOjAo4D497wavD+kd/68dmNJLmO5+eLd21GmT5rnuce7mRBLr2FddHQXBmmXzf3knSbjtJTvBCkgO81IlzfBe7cTZlvxe/98Govl4mGcGj5HPxpF6moaPT5Z2mOb9Blm+ZLFtMmfNbjuL3Nmvne45dLIZ69P7jtfXlUZy5ujJcDOtZTvBysHyWIXymH7/2chEvn9lIdutyEO+43kkyoJO+mEbaksN4bDaKG8NHSU5wN54q2mL9Z2eXXBwuO7p4X1gfHIz3ucGBGef8mllH0uskfbOkqyU9x8yu3u76AOwuehaYH/QrsHumue3h8ZI+4+7/4O59SW+V9IydGRaAXUDPAvODfgV2yTST34dJun3i33dUjwFoJnoWmB/0K7BLdv0X3szsOjM7ZmbHjh+vvxcJwN6b7Nf7TyQ3mgHYc5M9u/JAf6+HA8yFaSa/d0q6auLfD68eexB3v97dr3X3aw8fPjzFywGYUtqzk/36eYcIgwH20HmfYw9cNt0vhQFtMc3Z7cOSHmNmjzKzBUnPlnTTzgwLwC6gZ4H5Qb8Cu2TbUWfuPjSzF0n6U41jWG5w90/t2MgA7Ch6Fpgf9Cuwe8yDHM8dfzGz45Jum3jockn3zWwA56fJY5OaPT7GtnWPdPdG3g80Z/0qNXt8jG37mjS+xvarNHc9y9i2r8nja9rYNu3ZmU5+P+fFzY65+7V7NoBAk8cmNXt8jO3C1PRt1+TxMbbta/r4mqzJ246xbV+Tx9fksU3iN1oAAADQGkx+AQAA0Bp7Pfm9fo9fP9LksUnNHh9juzA1fds1eXyMbfuaPr4ma/K2Y2zb1+TxNXlsn7Wn9/wCAAAAs7TXV34BAACAmdmTya+ZPdXM/t7MPmNmL92LMUTM7FYz+4SZfczMju3xWG4ws3vN7JMTjx0ys/ea2S3V/y9r2Ph+zszurLbfx8zsaXs0tqvM7M/N7H+Z2afM7Eeqxxuz/eZFk3u2Sf1ajaexPUu/tkOT+1VqVs/Sr1ONb257duaTXzPrSHqdpG+WdLWk55jZ1bMexxZ8rbtf04DIjqOSnnrOYy+V9D53f4yk91X/3itH9bnjk6Rfq7bfNe7+nhmP6ayhpBe7+9WSniDphdW+1qTt13hz0rNN6Vep2T17VPTrBW1O+lVqTs8eFf26XXPbs3tx5ffxkj7j7v/g7n1Jb5X0jD0Yx1xw9w9IOnHOw8+QdGP19Y2SnjnTQU2oGV8juPtd7v6R6utlSZ+W9DA1aPvNCXr2PDS5Z+nXVqBfzwP9un3z3LN7Mfl9mKTbJ/59R/VYk7ikPzOzm83sur0ezCaucPe7qq/vlnTFXg6mxovM7O+qH9vs+Y88zOyIpMdJ+pDmY/s1SdN7tun9KjV/n6NfLxxN71ep+T3b9H2uUf0qzV/P8gtvm3uSu3+Zxj82eqGZfc1eD6iOj+M6mhbZ8ZuSHi3pGkl3SXrVXg7GzC6S9E5JP+rupydrDd1+OD9z069SI/c5+hWzNjc928B9rlH9Ks1nz+7F5PdOSVdN/Pvh1WON4e53Vv+/V9IfaPxjpCa5x8yulKTq//fu8XgexN3vcfeRu5eSXq893H5m1tO4KX/P3d9VPdzo7ddAje7ZOehXqcH7HP16wWl0v0pz0bON3eea1K/S/PbsXkx+PyzpMWb2KDNbkPRsSTftwTg2ZWYHzOzg2a8lfaOkT8ZLzdxNkp5fff18Se/ew7F8jrM7feVbtUfbz8xM0hskfdrdXz1RavT2a6DG9uyc9KvU4H2Ofr3gNLZfpbnp2cbuc03p12osc9uze/JHLqpojl+X1JF0g7v/0swHUcPMvkDj70QlqSvpzXs5PjN7i6QnS7pc0j2SflbSH0r6fUmPkHSbpGe5+57cFF8zvidr/CMZl3SrpB+cuP9nlmN7kqS/lPQJSWX18Ms0viepEdtvXjS1Z5vWr1Kze5Z+bYem9qvUvJ6lX6ca39z2LH/hDQAAAK3BL7wBAACgNZj8AgAAoDWY/AIAAKA1mPwCAACgNZj8AgAAoDWY/AIAAKA1mPwCAACgNZj8AgAAoDX+P2FiNvWnK55iAAAAAElFTkSuQmCC\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2728,10 +3155,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 2\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2741,10 +3175,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 3\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3deZRkeVnm8eeNLZeq6o0qmqZpKEQG7fFoozWIig4qCiLa6AiCyLTL2DLCUY+gw+COG8MIigdGbaSnWpBFFqWPcsSWEVsGRQoEgUFsll7trqquqsxasjIzlnf+iFsYXeR938yIjIyIut/POX06K964N35x4773/vLmzSfN3QUAAABUQW3SAwAAAAB2CpNfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFQGk18AmEFmdtDMfrX4+uvN7FNDruf3zOznt3d0ALbCzF5iZn8w6XFUBZPfGWZmt5vZk8b8Gr9kZm8Y52sA08LMnmVmHzCzM2Z2pPj6x8zMivpBM1s3s9NmdtzMbjGzL5n0uN39b939MdnzzOwHzOx95y37PHf/lfGNDtgZZuZm9sXnPTaRc5iZvdfM/stmn+/uv+7um3o+5+XRMfkFAElm9kJJr5L0PyU9RNLlkp4n6esktQae+nJ33y3pYZKOSDq4Da/dGHUdACbP+phbTTk+oAvAuas5ZvabZnbCzD5nZt82UH+vmf2Gmf2DmZ00s3ea2WVF7Ylmdvd567vdzJ5kZk+R9BJJ31tc6frozr4zYGeY2cWSXirpx9z9be5+yvv+0d2f4+5r5y/j7iuS3ijpy0rWebC4peAWMztlZn9jZo8YqLuZPd/MbpN0W/HY08zsI2a2ZGbvN7MvH3j+Y83sw8W63iJpfqD2gD42s6vM7B1mdtTMjpnZq83sSyX9nqSvKfp5aWCcvzqw7I+Y2aeLK9s3m9lDzxvz88zstmKMrzl3VRyYduf6xMxeWPxk514z+8GB+oKZvcLM7jCz5eK8ulDUHl/05JKZfdTMnjiw3HvN7NfM7P9KWpH0eklfL+nVRa+9unjeq8zsruI8/CEz+/qBdXz+aq6Z7S967Tozu9PM7jezny1qX3BeNrNnmNmHznuvP2Vm7xzTppx5TH4vHF8t6VOS9kp6uaTXnXdS+s+SfkjSFZI6kn4nW6G7/4WkX5f0Fnff7e5fse2jBqbD10iak7Tpk4WZ7Zb0HEn/GDztOZJ+Rf2+/IikPzqv/nT1e/dqM3uspBsl/aikB0n6fUk3m9mcmbUk/an6J9XLJL1V0n8qGVdd0p9JukPSfklXSnqzu39S/SvZf1f08yUbLPtNkn5D0jPVP1bcIenN5z3taZL+g6QvL5735OD9A9PmIZIuVr8vfljSa8zs0qL2m5K+StLXqt9nPyOpZ2ZXSvpzSb9aPP4iSW83s30D632upOsl7ZH0A5L+VtILil57QfGcD0q6pljHGyW91czmVe4Jkh4j6Zsl/YKZfWnJeflmSY8svsEdHM8fbmnLVAiT3wvHHe7+WnfvSrpJ/RPX5QP117v7x939jKSfl/TM4iQJoD85vd/dO+ceGLjKc9bMvmHguS8qrpp+WtJu9U90Zf7c3W8trhz/rPpXXa8aqP+Gux9397Pqnzh/390/4O5dd79J0pqkxxf/NSX9tru33f1t6p9IN/I4SQ+V9NPufsbdV939fSXPPd9zJN3o7h8uxvzfizHvH3jOy9x9yd3vlPTX6p/MgVnRlvTSoo/eJem0pMdY/1aFH5L0E+5+T9GD7y/64Pslvcvd3+XuPXe/RdIhSU8dWO9Bd/+Eu3fcvb3RC7v7G9z9WPGcV6j/DXd0r/4vu/tZd/+opI9K2vACVDHGtxTjlJn9e/W/8f2zzW6UqmHye+G479wXxY9jpf6J+Zy7Br6+Q/0T6d4dGBcwC45J2msD9966+9cWV0eP6YHHyt9090vc/SHu/p3u/plgvZ/vO3c/Lem4+hPTL6hLeoSkFxYT7qVign1V8fyHSrrH3X3g+XeUvOZV6n8z3CmpRx46uN5izMfUv0p2zn0DX6/ogccZYJK66p/bBjXVn/Cec+y83ji3D+9V/1aijfr5EZKecV5vPkH9i0zn3LXBcg9gZi8ys08Wt1QsqX8FOjoPb6XXbpL0fcVPfJ8r6Y83ul0LfUx+q2PwatPD1T8Y3C/pjKTFc4XiavDgj3IGT7bAherv1L/Keu02r/fzfVfcJnGZpH8dqA/2112Sfq2YWJ/7b9Hd3yTpXklXnncr08NLXvMuSQ+3jX+JLuvnf1X/RH9uzLvUvwXjnmQ5YBrcqf4Vz0GPVPk3ioPul7Qq6VEb1O5S/6eng725y91fNvCc83vrAf8u7u/9GfVvFbq0+MZ6WdIw98x/QR+7+99LWlf/XuPvU/8WKZRg8lsd329mV5vZovq/2PO24haJf5E0b2bfbmZNST+n/o9izjksab/x26u4gLn7kqRflvS/zOx7zGyPmdXM7BpJu0ZY9VPN7AnFPbu/Iunv3b3sCtFrJT3PzL7a+nYVfblH/cl5R9KPm1nTzL5b/dsbNvIP6k+WX1asY97Mvq6oHZb0sGI8G3mTpB80s2vMbE79ews/4O63b/WNAxPwFkk/Z2YPK/r3SZK+Q9LbsgXdvaf+PfevNLOHmlndzL6m6IM3SPoOM3ty8fh88ctzDwtWeVjSFw38e4/6PXxUUsPMfkHSRcO9zdLz8h9KerWk9hZudaokJjTV8Xr1I5nuU/9HOz8uSe6+LOnHJP2B+ld3zkgaTH94a/H/Y2b24Z0aLLDT3P3lkn5K/aszh4v/fl/Sf5P0/iFX+0ZJv6j+7Q5fpeKevJLXPyTpR9Q/eZ1Q/57iHyhq65K+u/j3cUnfK+kdJevpqn/C/2L1r4TdXTxfkv6PpE9Ius/M7t9g2b9S/3cC3q7+BPpRkp616XcLTNZL1e/V96nfQy+X9Bx3//gml3+RpI+pfz/9cUn/Q1Kt+Ib1WvVTFo6qfyX4pxXPoV4l6Xusn8D0O5LeLekv1L/gdIf6V5nTWyVKlJ2XX69++gwZwAl74C1kuBCZ2XslvcHd+esxwA4xs4OS7nb3n5v0WABc+IpYtiOSvtLdb5v0eKYZV34BAABm33+V9EEmvjn+qhAAAMAMM7Pb1f/luadPeCgzgdseAAAAUBnc9gAAAIDKYPILAACAytjRe3737t3r+/fv38mXBCbqXz702bB+Sifud/d94ZMmZP6Sed99RfkfFFrvxX8du9uLv7fO6t4Nst97cS68dcOyrDdifcT1K7ndLFresjvVpvxWNrck0z8oe3a5Jlm3Z39OIKmvHLt7avtVkvZeVvf9V53/B87+zalk1zjdnY/rnbmwvtYpn1J4O/7wahv+QeB/Y8nfK6xlPdkdb194rXznyffbbN1bH8+WJJsmO+ZEx8Nast2tnXxw3aTei9d/snv/hj27o5Pf/fv369ChQzv5ksBEfUvtGWH9r/xtm/nLQxOx+4rd+vabvrO0fu9KnM9+bCX+2xDLp+MTbft02d9hkGqn40NX43R8Nmmm9bCsxpn4gNtcieuN1Xh2XA/q9fV4WetkE+vRJgHpBLIeP6HXiM/kvWZ5vTuXrLsZ17ut0eof+t8vnNp+laT9VzX1D+++qrR+62q8/K2nvySsv//YF4X1Tx8u/0u9ncOLpTVJWjgc7xfz98f77fyJuC+ap+N6NknrJft1d758/J35eNms3is/FPbrydgy9Xb83uvJftMKtu3cifi7mtbRM2Hdji+HdV+N/4Lzu4+/dsOe5bYHAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFQGk18AAABUxo5GnQFVc0vvrWHdsszTCWpYT3tb5Zlfa9348LHaKc8blaTVuXj5zlqQGdqIo3mizE1pE3FdiTT3MokTqyXRQlG9lkSd1dazXMwkhDjLKM4umdTiJ1gSdVYL6tZJYtJayWt3k3r23qfcmnf1mXZ5z9629sXh8p9ZiSOM7zu1J6y3l8tzgOeW46ZrLYVlLRyPP5z5++NIrcZyHIllSV94Kzle7S4/3tV2x8taEuTbSQ5YlhwPsxzhPEM5iU+MssWzDOPkeGDzcba0NZJp7PGNH+bKLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDnF8AG2rUunpw62Rp/Wy3FS5/uhPnM55Zj5c/2yzP3eymOb9hOc2eTKU5v0k9yc2Msnpra3Eop60n9U4yuCizczOS7Gpr1uOXD+rWjZftJfX0c+lNb+72Zqx6Q//c3lta/5fVh4TL33n60rB+8tRiWK+fKt/+rSTnd34pyfE9Fuf4to6eCet2Mq4rywZfnI8XD/Jqa3PJfpnl6I64X6a55vHw1G0mPT0XvPfFZOW+EJbrC3FefOrOjR/myi8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg5zfKfEttWeE9Vt6b92hkQB9TXV1eWO5tH66FedeLrXj/MalZlw/3SzPuu3Wk5zfLFoy+bY/zcVMjJrzG9WtXb5dJMmyHOB2XFdvxBzgWrJx1+O6NctPS9aOT1nWyepZnmqy40y5VW/pU6sPLa1/7syDwuWPnNod1rsn48zV+ZPln23rZLzt55bj/bqxtBbWbelUWPczSc5vM84dVyt+7xb0RXY88SRjONste8lMzuujHdB6Wa56sP5eIx58fTE+HtQ6Sc7vkG+NK78AAACoDCa/AAAAqAwmvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKgMJr8AAACojDTn18yukvSHki6X5JJucPdXmdllkt4iab+k2yU9091PjG+oFzZyfLEdtrNfG9bVgxvl2ZnL3V3hWI4148zQ463FsL7ULM8RXm3EWbSe5VImuZpZDvCoshzgWqf8CWnOb5bju96O6514eU9yfs3ibWv1JLS0E7y/qCapluUn95KM4izDeAy2s2dXew19auXy0vpdpy4Jx3JmOc7ebizHn10riNrNcn6by/F+WV+Oc3p7J5Oc3/X1sF5rJNOhJL+61yiveyPJ8U2ibHtJBHF3LjmeZTnAyfHOevH6u0Hke62dHA/Sng3LaaZ7mc0c4juSXujuV0t6vKTnm9nVkl4s6T3u/mhJ7yn+DWCy6FdgttCzwA5LJ7/ufq+7f7j4+pSkT0q6UtK1km4qnnaTpKePa5AANod+BWYLPQvsvC39cM/M9kt6rKQPSLrc3e8tSvep/yObjZa53swOmdmho0ePjjBUAFsxar8uH49/xAxge43as6sn4j8BDKBv05NfM9st6e2SftLdTw7WvH8T2IY3brj7De5+wN0P7Nu3b6TBAtic7ejXiy8b8mYqAFu2HT07f+ncDowUmH2bmvyaWVP9pvwjd39H8fBhM7uiqF8h6ch4hghgK+hXYLbQs8DOSie/1v/V3ddJ+qS7v3KgdLOk64qvr5P0zu0fHoCtoF+B2ULPAjsvjTqT9HWSnivpY2b2keKxl0h6maQ/NrMflnSHpGeOZ4gAtmDb+rVhPe2rl8cHHWvEUWaXNFfC+u4kCm2+WR65daaZRJ3Vk6iz7I6O7LJAnN6TsixSK6p3k+yfJOrM20nUWRaF5sm2j5eW0qiz8tOSdZJMqCyGbZTtPj7b1rNr3YY+e2pvaf3YUtxzWo63b2s53vFby+Xbr3Uy/h2CxsnVsO6n4qgzX43vd7Z63NTWjN97bz6pz5Xv1535eLt1kqiyLMosihqTpF4WdTbiHW5RHFkWVSYf7WCaxbiVSRdz9/ep/FD/zcO9LIBxoF+B2ULPAjuPv/AGAACAymDyCwAAgMpg8gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDKGDIhDcCFrqGeLqutl9YfVD8dLn9xI8753dUoX7ckzTfK82rrjTgztN3Icn6Tei3OnkyjKUfMAQ7zZntJcGZW7yQ5wOvx56JuvO1TtSRvtVF+WvLktdMc315cn/WrQe1uXfcuX1ReX47//PHcUrwFWsvx688tl+97raV4v6qdjI8XvZW4nuVPWysJw12I693FVljvLEQ5v/F27SY5wFmObzf5q9a91oi556Mcz0aMzs6Otd4c7gVmvdcBAACATWPyCwAAgMpg8gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDKYPILAACAyiDnF8CG6mbaE+Td7qmdDZe/uB7X9zRWw/pckPPbaMSZnu0sxzfJtfTkskC6fJZNaaMGAQeynN8spzepe5YTnGTpWpKhHI4/y/FNWLbds7FNuV6npjMnFkrrzRPxjju3FK9/finet+aPt0trjaU4p9eXT8X1tbWwrnr83myxfLtIUm93kvO7EE+XOgvl+06Ww5vW44hh9ebivug1k+WTXPRRLpPmmeijvbY3k+PdcKsFAAAALhxMfgEAAFAZTH4BAABQGUx+AQAAUBlMfgEAAFAZTH4BAABQGUx+AQAAUBnk/ALYUE2mPbXygMk9tfVw+V21OJdzoV6eCSpJC40gM7SRZNUmuZVpTu+oOcDZZYU0+3KcOcDJtkmydLMcX/WSnOA0+LNcumSy3TzLgq3P+PWgrqm+VH5aby3F22fuePzZzh+PP9vm8fJsbztxMly2e/pMWM/2u3qS0+u7F+PX3xWH7XYW432nM1++73Tn4+3ey3J8W0mObzKTy5b3NBc96fno7Y2a85scy2ut5FxQttxQSwEAAAAziMkvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqI835NbMbJT1N0hF3/7LisV+S9COSjhZPe4m7v2tcg5wF//GpLw/rf/Oun9mhkaDqtqtnTVJD5dmW8xbn/M5bnOM7X4vrrVqntNao9cJlbcTcSq9lebFhWV5Pcj0byfqj168l1yzS+ogZwh5v+3z5ZNt3g9xOS95btKwk65TvU5Kk9Z2/HrSd51jrSq0T5e9hPsnxXUhyfOeOrYb12vFTpbXe0nK4rLfj40ltPs7xtV27wnpvV7x8dzGeDnUW4r7pBjHB3SzHtzlqfcTjXZKlm2b11oLls2WTsVkjPt7Um+PL+T0o6SkbPP5b7n5N8V+lJ77AlDkoehaYFQdFvwI7Kp38uvutko7vwFgAbAN6Fpgd9Cuw80b5Gc8LzOyfzOxGM7t020YEYFzoWWB20K/AmAw7+f1dSY+SdI2keyW9ouyJZna9mR0ys0NHjx4texqA8dpUzw726/3HRry3E8CwhjrHdlfO7NT4gJk21OTX3Q+7e9fde5JeK+lxwXNvcPcD7n5g3759w44TwAg227OD/br3QYTBAJMw7Dm2vhj/0heAvqHObmZ2xcA/v0vSx7dnOADGgZ4FZgf9CozXZqLO3iTpiZL2mtndkn5R0hPN7BpJLul2ST86xjEC2AJ6Fpgd9Cuw89LJr7s/e4OHXzeGscw0cnwxLbarZ02mepCrWlecz9i0OFO1aXE+Y5Tl26hnOb9xPcvp7SVHxjTHN80ZTnJ+G8EP5eoj5vzW4zdvST1b3rMs3VFkGcNJhrB6ST1bfgy28xxb60qtIE53binefq0TcdZu/Vh5jq8UZ/n2VuOMYNWS/XJ3fEuH714M693dQRCvpM5i/PqdhbivuvPlPd1Lc36z40W8fFZPf8afZfHaCH2RLZvULanXoozhaLmhlgIAAABmEJNfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFQGk18AAABURprzCwDjUEtygqN6LcuGTL6tz3N4s+Xjeprjm9bL34A3kzzUZnJYb8R1S+rqJVm7CU+ydq0WbJssg9iywNKYTyDndztZV2qdKn8Pc8txtnbzxNmw7ieTnN8zK8Hg4s+mftHusG4X7Qnr3YsWwnp7TzOu74oPGp35sKxuECPci196E7nio2XljsyTvopefsSheXQ8kNTrDdfzXPkFAABAZTD5BQAAQGUw+QUAAEBlMPkFAABAZTD5BQAAQGUw+QUAAEBlMPkFAABAZVxQOb+9+x4d1msPuW2HRgLMvp5ca94ura8mYbhtjw8vPQ2fyWpZrmVWT77t91qSA9xIsieTI2u3lSzfCnJ+W/HKPcn5tVYrXr4bZ8Gmn1ot3rg2Sk5wtu4sBzjIT5YkS9Y/7awntU6Xb9/G6fJ+liQ7E+f89tbW4+WD7V9b2BUve8nFYb17abz8+sXxfr2+J/5s24vxnt1ZiOvd4OV7zdFyxbOY3VR2uOyOkOObSfKds9xvT958N8tALjHbnQ4AAABsAZNfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFTGBRV1RpQZsH16cp3qlUcbnfE4WmjVm2G9neT7jBSFltQ9iUJLo4eSehZ11kui0rpB1Fm9Fb+4zcfbXUnUmHm2bZLXX4/jtOQjRJ1Zcr0mizJrJB9MVp9y1nM1zpZv39rZTryCThJzl23fi3aX1/aU1ySpe+mesN6+eD6sr18cf3btXUnU2a6kJxfCsnpzQS1pSc8uQ+YHtLgef6xpMqSSlg2XT9bt9SQKLYmJ61lyMC7BlV8AAABUBpNfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFQGk18AAABURhpqaGY3SnqapCPu/mXFY5dJeouk/ZJul/RMdz8xvmEC2Kzt6tm2S0e75RmMS93FcBynunEu50o3zgle75bnN3Z7I37fnuVmJqvvpTm/8Qv0suzKVvny3bkkZ7cdH9ZrSY5vJst6TbNyk5xhReOz5IOrZWNLPrgkw3gctvUc65J1yrefdZPA1yzHdyEJu10o7/nuxbvCRduXJjm+l8T71fqeJMd3d7zvdOLDmbpBjq8kdVvl2z3LBVdtxJ7McnyznN7gOL+55YNi9taSlu41k/zlITfdZs4gByU95bzHXizpPe7+aEnvKf4NYDocFD0LzIqDol+BHZVOft39VknHz3v4Wkk3FV/fJOnp2zwuAEOiZ4HZQb8CO2/Ynx1e7u73Fl/fJ+nybRoPgPGgZ4HZQb8CYzTyL7y5uyu4q8PMrjezQ2Z26OjRo6O+HIARRT072K8njic3egEYu62cY9vrZ3ZwZMDsGnbye9jMrpCk4v9Hyp7o7je4+wF3P7Bv374hXw7AiDbVs4P9eullhMEAEzLUObbZin+pDEDfsGe3myVdV3x9naR3bs9wAIwJPQvMDvoVGKN08mtmb5L0d5IeY2Z3m9kPS3qZpG8xs9skPan4N4ApQM8Cs4N+BXZemvPr7s8uKX3zNo8FwDbYrp7teE2Hu7tL60e7F4XLH++ULytJJztxrudqt1k+tm78fbt7FuQbS6Mjk9VnuZ7dLLsyyPmtzSdZrL3y7bYZtSxLt5mcNtqduJ7kDFtv+MxTr405B3gMtvUc61ItyPnNcpK9lew7c3E2d29XeU93LomDctcvjvertRFzfNvJHSFJLLm6c0k2d7DpvJ7s09nhKls8yemtJTnAtfWk3k5ygIOWzzKC85zfZHEf7gYGbuoDAABAZTD5BQAAQGUw+QUAAEBlMPkFAABAZTD5BQAAQGUw+QUAAEBlMPkFAABAZaQ5vwCqad0burN9WWn9cOficPkj7T1hfbm9ENZX2uWZou1unMfqWbbk8FGy/cWTywaeHFmzepjz28lyfuN1Z7wRr7/WTl6gEwdzWi9e3pMc4HjlSWholnNbHy0feioEm8+znOMkx9fn4r7r7CnP8s1yfNfHneMbH242keMb18Ns71FzfJOWqyXR2rX1eAD11Xj5+trwdeuOlnEcHQslSb3hepYrvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKgMcn4BbGjNG/rc2oNL68eSYM3713aH9ROri2H9zHqQ89uO80Z7aRbuaHmuWc5vLx6eus349S2IW61143Vn1zSysdca8dhqnTi3M8v1tF6S+xnl/GYRwNnHmuX8znjMr0myaPslGc5ZznF3Ic5w7uwq3/Hbi0mOb3w4UCepd+ez+mg5vr1stlQbfr+1TnI86CY92Y7Xn+X4NlbienMlfgONs+X1LIM467lO8rmm2d4luPILAACAymDyCwAAgMpg8gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDKYPILAACAyiDnF8CG1noNfWZlb2n9dHsuXP5UOw5oXF6N6ytr5ZminXZy6EpyftWLy6kkWtKTnF9Pht8Lcn47STBmlpvp9Xjb1FpJ5miS2zlqzq9lWb5jNOs5v3LPc5QDvWa843bn4n2ns1Beby9kGcJJPT7cjJ7j20q22yiXCpNsbkuOR1lWbm0t3naNs/HyzdPxe2+l9fI3WGvHy3otHnt7V5JNnWRXl+HKLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACpjpJxfM7td0in1U+w67n5gOwYFYDy20rPr3YbuPHVZ6bpWO/HhYy3J4l1dL8/xlaT2evny3dUkSLedZdUm9SwqNcvSzWKGkyOv9YIX8NFyM3uNuF7LcnrTzNIRc3yD+iQzgCdhy+dYl6wdhMYm+46yfacZ79jdZvnyUXa1JHWTepbDm/VUlvPr9WTbZBnQ4X4bbzfrJj2ZHM/q62FZjZXRcnznluKg4ebJdmmtthov68k+JY8DnrMc4DLb8UcuvtHd79+G9QDYGfQsMDvoV2CbcdsDAAAAKmPUya9L+ksz+5CZXb/RE8zsejM7ZGaHjh49OuLLARhR2LOD/dpeXpnA8AAM2NI5tt05s8PDA2bTqLc9PMHd7zGzB0u6xcz+2d1vHXyCu98g6QZJOnDgQMXu2AKmTtizg/265989hH4FJmtL59iLdl9JzwKbMNKVX3e/p/j/EUl/Iulx2zEoAONBzwKzg34FxmPoya+Z7TKzPee+lvStkj6+XQMDsL3oWWB20K/A+Ixy28Plkv7EzM6t543u/hfbMioA40DPArODfgXGZOjJr7t/VtJXbONYAIzRVnu23avpyMndpfVOJ/7BUa8bZ/H22vHyHtWT3MvaerzuWpbzG0SlSgozPfsrSBbPMkmD9bXPp+cAAAjhSURBVLtlOb7xumtJ3mmWOZptmzCjWEq33UhZvhfQHa9DnWPdVVsrz1W1JMNZSZZu9rNiD1o+y5eOlpWkXhwLLm8kY0/WP+qv/0f7fZqNndRrWY7v2bjePJPk/J6MBzB3bDWs15bKf9HS1sozgCXJF+fDen0x/uDTfboEUWcAAACoDCa/AAAAqAwmvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKiMUf+8MTDTnrz43LD+7pXX79BIpo93ajp7YqH8CVkcWBJ5lUZqBfVaeZpTf9ksymzE6KGMJ2lfvSx2KWDJJYssiqyXfS5ZclAWVZbtF5lg/eYjZpmNM2ZtCljPVVtJcrGi5edHmxJ4rXzf8hFi0qS8p9L118a770THw+xYV19P6mvxS9fPJlFmZ+KmbC3H+0z92Kmw7sdOlNZ6Sc/WGvEHn/W815Mdo+x1h1oKAAAAmEFMfgEAAFAZTH4BAABQGUx+AQAAUBlMfgEAAFAZTH4BAABQGUx+AQAAUBnk/KLSqpzjm+qaGieCQ8SoebDZ60e5mVmWbJpFm2TdJutPXz97c6PkAI+QESyNnuM78voz4fJZ2GtcHvd7n7heT3b6bHk9y1TdNRevP9k+YRZvmsMb19NLdeMOac72rVFyydtxPcv5bSY5v43TcXB5Y3k1rPvSybDePVler83Px+tO9snOfFYPy6W48gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDKIOcXwIZqHal1IgjuTIN6xyfME90JI75+mmkarH/k9z7p5TOjxLWS8ys/W57za3NJjm931JDn8lK632YRziMuP6o0GzyI0rUk5zfLAa6tJzm+q0l9JX4BOxNkQ0vqrqyE9XDdu3eF9d5FC2G9vSfO+W3vGe6D58ovAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKmOknF8ze4qkV0mqS/oDd39Z9PzbPvw5PXnxuaX1d6+8fpThoKIe+7xXhvV//L2f2qGRTL+t9Kx1pbml8vxIryX5illuZ/Ktd1QfZVlJ6bf96fqz9xZHU440Pq/FmZ4jb5spz1sNZTm/2fK97RrI9tjqOVYuqRu8CUu2QD2ue1aP9tukJ3r15MNL9vv0Ut6o+2UWgRzkAGcZwWnObzurx4OrtZMdO9pnJFmrFa9/cbG8uO+ycNm1vXHO7+ql8Qe7fvFw2dRDX/k1s7qk10j6NklXS3q2mV097PoAjBc9C8wO+hUYn1Fue3icpE+7+2fdfV3SmyVduz3DAjAG9CwwO+hXYExGmfxeKemugX/fXTwGYDrRs8DsoF+BMRn7L7yZ2fVmdsjMDq1rbdwvB2AEg/3aOXtm0sMBkHjAOdZXJz0cYCaMMvm9R9JVA/9+WPHYA7j7De5+wN0PtDQ3wssBGFHas4P92ljYtaODA/AAWz/H2vyODQ6YZaNMfj8o6dFm9kgza0l6lqSbt2dYAMaAngVmB/0KjMnQUWfu3jGzF0h6t/oxLDe6+ye2bWQAthU9C8wO+hUYH3MfLiNtqBczOyrpjoGH9kq6f8cGsDXTPDZpusfH2DbvEe6+b9KD2MiM9as03eNjbMObpvFNbb9KM9ezjG140zy+aRvbhj27o5PfL3hxs0PufmBiAwhM89ik6R4fY7swTfu2m+bxMbbhTfv4ptk0bzvGNrxpHt80j20Qf94YAAAAlcHkFwAAAJUx6cnvDRN+/cg0j02a7vExtgvTtG+7aR4fYxvetI9vmk3ztmNsw5vm8U3z2D5vovf8AgAAADtp0ld+AQAAgB0zkcmvmT3FzD5lZp82sxdPYgwRM7vdzD5mZh8xs0MTHsuNZnbEzD4+8NhlZnaLmd1W/P/SKRvfL5nZPcX2+4iZPXVCY7vKzP7azP6fmX3CzH6ieHxqtt+smOaenaZ+LcYztT1Lv1bDNPerNF09S7+ONL6Z7dkdn/yaWV3SayR9m6SrJT3bzK7e6XFswje6+zVTENlxUNJTznvsxZLe4+6PlvSe4t+TclBfOD5J+q1i+13j7u/a4TGd05H0Qne/WtLjJT2/2NemaftNvRnp2WnpV2m6e/ag6NcL2oz0qzQ9PXtQ9OuwZrZnJ3Hl93GSPu3un3X3dUlvlnTtBMYxE9z9VknHz3v4Wkk3FV/fJOnpOzqoASXjmwrufq+7f7j4+pSkT0q6UlO0/WYEPbsF09yz9Gsl0K9bQL8Ob5Z7dhKT3ysl3TXw77uLx6aJS/pLM/uQmV0/6cFs4HJ3v7f4+j5Jl09yMCVeYGb/VPzYZuI/8jCz/ZIeK+kDmo3tN02mvWenvV+l6d/n6NcLx7T3qzT9PTvt+9xU9as0ez3LL7xt7Anu/pXq/9jo+Wb2DZMeUBnvx3VMW2TH70p6lKRrJN0r6RWTHIyZ7Zb0dkk/6e4nB2tTuv2wNTPTr9JU7nP0K3bazPTsFO5zU9Wv0mz27CQmv/dIumrg3w8rHpsa7n5P8f8jkv5E/R8jTZPDZnaFJBX/PzLh8TyAux9296679yS9VhPcfmbWVL8p/8jd31E8PNXbbwpNdc/OQL9KU7zP0a8XnKnuV2kmenZq97lp6ldpdnt2EpPfD0p6tJk90sxakp4l6eYJjGNDZrbLzPac+1rSt0r6eLzUjrtZ0nXF19dJeucEx/IFzu30he/ShLafmZmk10n6pLu/cqA01dtvCk1tz85Iv0pTvM/Rrxecqe1XaWZ6dmr3uWnp12IsM9uzE/kjF0U0x29Lqku60d1/bccHUcLMvkj970QlqSHpjZMcn5m9SdITJe2VdFjSL0r6U0l/LOnhku6Q9Ex3n8hN8SXje6L6P5JxSbdL+tGB+392cmxPkPS3kj4mqVc8/BL170maiu03K6a1Z6etX6Xp7ln6tRqmtV+l6etZ+nWk8c1sz/IX3gAAAFAZ/MIbAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACrj/wMn6s5fp2koUQAAAABJRU5ErkJggg==\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2754,10 +3195,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 4\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de5Rld1nm8ec9t7r3vWlygwAimnFpkB5ERQcFBRmcoCMIIhMvY2SEpY6gw+D9zjCA4IJRg2R1ALnIRclSFhgZERkVaRAEBjEMJiQh6e500unq7qo6t3f+OLtZJ03t962qU5dzen8/a2Wl+rxn7/07++x3n1/t2vWUubsAAACAKqjt9AAAAACA7cLkFwAAAJXB5BcAAACVweQXAAAAlcHkFwAAAJXB5BcAAACVweQXACaQmR0xs98ovv4WM/vsBtfz+2b2i5s7OgDrYWYvMbM/3OlxVAWT3wlmZrea2ZO2eBu/YmZv2sptAOPCzJ5lZh82s7Nmdrz4+ifMzIr6ETNrm9kZM7vXzG42s6/a6XG7+9+4+6Oy55nZD5nZhy5Y9nnu/utbNzpge5iZm9lXXPDYjnyGmdkHzOw/r/X57v5b7r6m5/O5PDomvwAgycxeKOnVkv6npAdLOiTpeZK+WVJr6Kkvc/d5SZdLOi7pyCZsuzHqOgDsPBtgbjXmeIMuAuev5pjZy83sPjP7VzP7rqH6B8zst83sH8zstJm928z2FbUnmNkdF6zvVjN7kpk9RdJLJH1/caXrE9v7yoDtYWa7Jf2apJ9w93e4+6IP/KO7P8fdVy5cxt3PSXqzpK8pWeeR4paCm81s0cz+2sweOlR3M3u+md0i6ZbisaeZ2cfN7JSZ/a2Zfe3Q8x9tZh8r1vU2SdNDtQf0sZldYWbvMrMTZnbSzF5jZl8t6fclfWPRz6eGxvkbQ8v+mJl9rriyfZOZXXrBmJ9nZrcUY3zt+aviwLg73ydm9sLiJzt3mdkPD9VnzOwVZnabmd1ffK7OFLXHFT15ysw+YWZPGFruA2b2m2b2fySdk/RGSd8i6TVFr72meN6rzez24nP4o2b2LUPr+NLVXDO7sui1a83sC2Z2j5n9fFH7ss9lM3uGmX30gtf6M2b27i3alROPye/F4xskfVbSAUkvk/T6Cz6U/pOkH5F0iaSupN/NVuju75X0W5Le5u7z7v51mz5qYDx8o6QpSWv+sDCzeUnPkfSPwdOeI+nXNejLj0v6owvqT9egd68ys0dLukHSj0vaL+kPJN1kZlNm1pL0pxp8qO6T9HZJ/7FkXHVJfybpNklXSrpM0lvd/TMaXMn+u6Kf96yy7LdL+m1Jz9TgXHGbpLde8LSnSfq3kr62eN6Tg9cPjJsHS9qtQV/8qKTXmtneovZySY+R9E0a9NnPSeqb2WWS/lzSbxSPv0jSO83s4NB6nyvpOkkLkn5I0t9IekHRay8onvMRSVcX63izpLeb2bTKPV7SoyQ9UdIvmdlXl3wu3yTpYcU3uMPjecO69kyFMPm9eNzm7q9z956kGzX44Do0VH+ju3/K3c9K+kVJzyw+JAEMJqf3uHv3/ANDV3mWzOxbh577ouKq6eckzWvwQVfmz939g8WV45/X4KrrFUP133b3e919SYMPzj9w9w+7e8/db5S0IulxxX9NSa9y9467v0ODD9LVPFbSpZJ+1t3Puvuyu3+o5LkXeo6kG9z9Y8WY/3sx5iuHnvNSdz/l7l+Q9FcafJgDk6Ij6deKPnqPpDOSHmWDWxV+RNJPufudRQ/+bdEHPyjpPe7+Hnfvu/vNko5KeurQeo+4+6fdvevundU27O5vcveTxXNeocE33NG9+r/q7kvu/glJn5C06gWoYoxvK8YpM/s3Gnzj+2dr3SlVw+T34nH3+S+KH8dKgw/m824f+vo2DT5ID2zDuIBJcFLSARu699bdv6m4OnpSDzxXvtzd97j7g939P7j7/wvW+6W+c/czku7VYGL6ZXVJD5X0wmLCfaqYYF9RPP9SSXe6uw89/7aSbV6hwTfD3ZJ65NLh9RZjPqnBVbLz7h76+pweeJ4BdlJPg8+2YU0NJrznnbygN84fwwc0uJVotX5+qKRnXNCbj9fgItN5t6+y3AOY2YvM7DPFLRWnNLgCHX0Or6fXbpT0A8VPfJ8r6Y9Xu10LA0x+q2P4atNDNDgZ3CPprKTZ84XiavDwj3KGP2yBi9XfaXCV9ZpNXu+X+q64TWKfpC8O1Yf763ZJv1lMrM//N+vub5F0l6TLLriV6SEl27xd0kNs9V+iy/r5ixp80J8f85wGt2DcmSwHjIMvaHDFc9jDVP6N4rB7JC1LesQqtds1+OnpcG/OuftLh55zYW894N/F/b0/p8GtQnuLb6zvl7SRe+a/rI/d/e8ltTW41/gHNLhFCiWY/FbHD5rZVWY2q8Ev9ryjuEXiXyRNm9m/N7OmpF/Q4Ecx5x2TdKXx26u4iLn7KUm/Kul/mdn3mdmCmdXM7GpJcyOs+qlm9vjint1fl/T37l52heh1kp5nZt9gA3NFXy5oMDnvSvpJM2ua2fdqcHvDav5Bg8nyS4t1TJvZNxe1Y5IuL8azmrdI+mEzu9rMpjS4t/DD7n7rel84sAPeJukXzOzyon+fJOm7Jb0jW9Dd+xrcc/9KM7vUzOpm9o1FH7xJ0neb2ZOLx6eLX567PFjlMUkPH/r3ggY9fEJSw8x+SdKujb3M0s/lN0h6jaTOOm51qiQmNNXxRg0ime7W4Ec7PylJ7n6/pJ+Q9IcaXN05K2k4/eHtxf9PmtnHtmuwwHZz95dJ+hkNrs4cK/77A0n/TdLfbnC1b5b0yxrc7vAYFffklWz/qKQf0+DD6z4N7in+oaLWlvS9xb/vlfT9kt5Vsp6eBh/4X6HBlbA7iudL0v+W9GlJd5vZPass+5ca/E7AOzWYQD9C0rPW/GqBnfVrGvTqhzTooZdJeo67f2qNy79I0ic1uJ/+Xkn/Q1Kt+Ib1Gg1SFk5ocCX4ZxXPoV4t6ftskMD0u5LeJ+m9Glxwuk2Dq8zprRIlyj6X36hB+gwZwAl74C1kuBiZ2Qckvcnd+esxwDYxsyOS7nD3X9jpsQC4+BWxbMclfb2737LT4xlnXPkFAACYfP9F0keY+Ob4q0IAAAATzMxu1eCX556+w0OZCNz2AAAAgMrgtgcAAABUBpNfAAAAVMa23vPbsimfDiIzv/IxDy+tAZPoXz76+bC+qPvucfeD4ZN2SGN6zqcW9pU/YdQ7ppLlbZT1p8vGTxhp22va/g7aSKT+Oni6/uQJI4wv33YiWf7cyTvGtl8lqVWf8Zn6RqNjJdXi62FeT66X1ct3oCeLuo12XKTvfbZ8dilwhOXTsaX7Jll+ROn5rh+Xa8HfkoxqklTrxCu3Ti9eQXLr7un28VV7dlsnv9Oa0zfYE0vrNx99e2kNmETfUXtGWP9Lf8da/vLQjpha2Kevuua/ltYtOSdZdsLsJRPQYP3pssm2bYRtS5JlvyuRbD8zyuR71ElA/iEfP8HrIy4fTSKSZfvptrN6vP6jb3jh2ParJM3Ud+mbHvzsDS/vs9Nhvb97Nqx35y/8y8JDtdn4zelNxW9Or5m89+WbXtvyZX/25fzyU/HyvWDXdePdqt503PCezNS8np2P4rHXOmFZjbPx8lOnymsz98Qnw7kvxn+BuXn3/WHdltth/b1feNWqPcttDwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKgMJr8AAACoDCa/AAAAqIxtjTr7ysc8nDgzVMrN/fh4tyzbcgf169LK3vLxWZbfOGI9Wn+9k0T3dOPon1p3xOWTaKAsCi2NYuuXL5/FtI2cMTziIelB1quUR7FFcWPpukeNWcsio8ZdzaRWkPnVjg9cS+q100thvdkub9rGmXi60W8k1+LSiLwsCi2JUkui1rqzcb0T1Dvlf95gsO65JEZtKl6+3xqt57JzcT0732XnpEC/Fe/X/vxMvO3ZZOd8YfWHufILAACAymDyCwAAgMpg8gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDKYPILAACAytjWnF8Ak8Pr0sre8vzGWpa1m2RDpsu3y2v9dpLD247XXQ/WLUlJnGyqlsReWi8O+o1yM7NMzbQeZAivSZJhrCS7OsscjXZ+mtOb5vgmWbCjvvE7zBt1dQ8slNbrZ5MDv9sbafsW5PxGNUmqZcdldtxl9Vp8rc9nWmG9Ox/X63vK69ZPrjOOkH09qMfLZzO9LB+7F0RHS5LmN943/Wa88sbeePDZvtHHV3+YK78AAACoDCa/AAAAqAwmvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKgMJr8AAACoDHJ+x8R31J4R1m/uv32bRgIMeEPq7C3Po7Usp3dl4zm+klRfLl++n6y7keRWyrKs23j9WVauZdvvZusP9ns3zgiuJfUsB1jBtgf1uDyy6JJMltWa5PR6PVk+ywwdc94wLR+aKa23Tscf+fVzcRZvltVrnSAnuJOtOwkGX4lPGN6N16963JS1dvl+k6R6kl9dny5ff20uuc6YRRgni/eTHN7eVLyBLOc3O11G8dDdJAN4Jclkt+x0lJ1rS3DlFwAAAJXB5BcAAACVweQXAAAAlcHkFwAAAJXB5BcAAACVweQXAAAAlcHkFwAAAJWR5vya2RWS3iDpkAZpdNe7+6vNbJ+kt0m6UtKtkp7p7vdt3VAvbuT4YjNsar/W+6rvXSkt99pxwGJ3Oa7bSvy9d5Rd6Y0kjzWL1UwyO+VxsGWtl2QYB7mXg+1nOcPl0ozhLOc3ymJdw/J5DvDGX5skKcraTd43T3KAleUAN7b/etBm9my/YVraV953WV5sM8lBbpxLjvugb6ydHBdJzq8vL8f1ZHlrJNOdZhyWG2VvS3HGdD/ZdG8q3q+96Xj57my8b/uzydhbSU/XsiDi8lKnn5xrs3omG3uJtXR6V9IL3f0qSY+T9Hwzu0rSiyW9390fKen9xb8B7Cz6FZgs9CywzdLJr7vf5e4fK75elPQZSZdJukbSjcXTbpT09K0aJIC1oV+ByULPAttvXT/jMbMrJT1a0oclHXL3u4rS3Rr8yGa1Za4zs6NmdvTEiRMjDBXAeozar/3Fs9syTgADo/Zsd5meBdZizZNfM5uX9E5JP+3up4dr7u4quevD3a9398PufvjgwYMjDRbA2mxGv9YW5rZhpACkzenZxjQ9C6zFmia/ZtbUoCn/yN3fVTx8zMwuKeqXSDq+NUMEsB70KzBZ6Flge6WTXzMzSa+X9Bl3f+VQ6SZJ1xZfXyvp3Zs/PADrQb8Ck4WeBbZfGnUm6ZslPVfSJ83s48VjL5H0Ukl/bGY/Kuk2Sc/cmiECWIdN69dGo68DexdL6+dWWuHyS8txdFBnKa73omiiLNIqjTJLFs+izLrx8rVOvIEkcSu01VFn6sQvzrrJ8qNGoY0QdWZZFFojid/LjqutsWk963Wpvat8H9S68eurdZOIv068/2rB/suOW0+OK0+OS+8lEX5Z1FkS89afipfvTZcv352Jj8vubFhWdy7ed72F+LXX5uMYuKmpeN82m3G9HkQ32gixjpLUasSvba7VDutfKHk8nfy6+4cklb1zT8yWB7B96FdgstCzwPbjL7wBAACgMpj8AgAAoDKY/AIAAKAymPwCAACgMpj8AgAAoDKY/AIAAKAy1pLzC6CCpupdPWzXvaX1U+2ZcPn7puL66eZ0WF+qT5XWupacujzJcx0xx7cfx2aq307yZpOgX89yisONJzm7SZ6qJXmqWQ6wd7OdN1ruZ8SSrFarx8dFmh895rwm9YK267Xi46rfTI67bPd48N6mx+WIx1WmFeeK+3T5+UaSerNJbvls+c7pzCc5v0mObzfJ8a3virNuF+aWw/rumbg+31oJ69P18hNioxa/763kZDvfiF/bwVZ5Fr0kfaDk8cnudAAAAGAdmPwCAACgMpj8AgAAoDKY/AIAAKAymPwCAACgMpj8AgAAoDKY/AIAAKAyyPkFsKrpWkePmj9WWj/W3hUuP9uYD+vNJP/xZFBbSqJie0mOr/WSPNhukgOc5PjWkzNrv5Hk/I5yWSKJUx01B9jbSchxlsfaS9YfZcVmsnzkLOe3Mfkfif3gJaTHVbLrrRs/wdrBe78cZ8V6O85zzfKhLcnxtek4V7w3H+f8dubjY6MzV37sdebCRdOcX5uLeyrL8X3Q/Jmwvn/6bFjf1zoX1uca5e/tbC3JIK4nGcT1eNuXNe8L62W48gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDKmPxQQwBbYqrW1VdMl+f8ZvmMrVqS95roeXluZr8ff9++3InrvU6S07sS1/utsKx+HDkaZrFKktfLt++1JMs2uaRhSV5qlsOrfpLTm+X8duKc4DDnNxl7tm8sy/nNxj7m3Ab/lbHkra914ifUVuL9Y0vlea9+bilc1lfiHGBZks09Hef0+txMWO8uxMu3F+LtdxbKd3x3Pt6v/bm4p2Zm46zcPbPxvj04E+f8Hpo6Hdb3N+Mc4N2N8izehVo8tj1Jju/+ejz2K4JtR7jyCwAAgMpg8gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDKYPILAACAymDyCwAAgMpIc37N7AZJT5N03N2/pnjsVyT9mKQTxdNe4u7v2apBToJ/99SXhfW/fs/PbdNIUHWb1bNT1tEjmsdL69MW57Vm+lEgqaR2EIa73IlPXZ12XO+1kxzg5XhsvVZWD8vqN+LlR8r5tWTdWRZuvPY0azfLCfZeP6kHy3u8bCrL+c3qW2AzP2PNJQt2URa9XV+J92/tbJzF62fK82D75+I81vB9l1SbiZvKZmfDem9XnPPb3h2fM9pBjq8kdebKa93ZuGfqc/EbMz8T7/e9U/G+3deKc3qzHN99jThrN8rqXagnOb+1eOwPTnKAD9XjfOYya7nye0TSU1Z5/Hfc/eriv0pPfIExc0T0LDApjoh+BbZVOvl19w9KuncbxgJgE9CzwOSgX4HtN8o9vy8ws38ysxvMbO+mjQjAVqFngclBvwJbZKOT39+T9AhJV0u6S9Iryp5oZteZ2VEzO3rixImypwHYWmvq2eF+PXUyvgcPwJbZ0Gds91x87yaAgQ1Nft39mLv33L0v6XWSHhs893p3P+zuhw8ePLjRcQIYwVp7drhf9+zf/l/+AbDxz9jGbPBbVwC+ZEOTXzO7ZOif3yPpU5szHABbgZ4FJgf9CmyttUSdvUXSEyQdMLM7JP2ypCeY2dWSXNKtkn58C8cIYB3oWWBy0K/A9ksnv+7+7FUefv0WjGWikeOLcbFZPdtSX5c24ozGSMfj2ybO9ePczsXudHltOs52XFqJ173UisfWb8U/FOs348zPtJ6ceaPlvRGPLatbkgOs2hb/7aMsqzeqe5IxnG06yZJNM4y3wGZ/xtaCl1hfSfJml+K8WTsTnw/6Qc6vd5N1N+KmsIX5eNt743p7b3zOWNkVnxPau5Kc3/nyfeuz8XE3Nd0O6wtTcc7vfDOuz9TjTPbp2mj1ppW/vqbi1x4tO6iHZU1ZM35CCf7CGwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACqDyS8AAAAqg8kvAAAAKoPJLwAAACojzfkFUE11M+2rlZ8iluvL4fKn+2fC+t5GnMu5u1leX2jFuZb3t8ozgiVpuRXnAPdbcR5qWk9zgMNyuHy/Ea/b68k1jUbyZ6uzerb+LEfYsmsuSRbvKLKc4GToY88lC+J06+0k5/dcnOfqy3HfRVm+WY5vbfeusK59u8NyZ/9sWF/eF29/ZU+S47sQltVbKM+nrs/F+3Uuyfmda8b1LMc3y9LNtD3ed8tefkJrepzvHC07qMevveMbe21c+QUAAEBlMPkFAABAZTD5BQAAQGUw+QUAAEBlMPkFAABAZTD5BQAAQGUw+QUAAEBlXFQ5v/27HxnWaw++ZZtGAky+umqar5Xn5S4kOb67anEO8EJtKazP18szRWcbcfbjVDPOlmw042zITjM+NeY5vSPWgyzffiu+ZuHNOKfXW/Frs5V4eWsmg++V550OBpBk7UaL9pJMT0+2nWQMWy0J+t3CCOLNYC7VgsjXejveP9ZJXmA/rtvUVHltJs7e1v69YbnzoDgXfOlgnN29tC9+71fizauzOzm25st3/OxsnI+8MBXXs/Nd05KxJZazE1JiJVj+bK38mJDynN/MgsWfQ2W48gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDKYPILAACAymDyCwAAgMq4qKLOiDIDtk/d4lioWhK/07I4Nmk6yGxq1eIos6l6vO56Ix5bpx7HcfWTM2dab8b7rhekNvVbybJTcVRZrR0PzqfjyCjrJ7FKST0JE5OC48p6SczbCDFqg00nowtixMaCS1FbJS2Xsuk4riyq++44qqydRZk9KD4uzx1Iosz2h2W198bHbX93/ObPzpfHle2aTqLOmnF9pj7agbfUi+PEVrIT1giayUE3X18I64vNmbBe1xfXPSaJK78AAACoECa/AAAAqAwmvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKgMJr8AAACojDTczcxukPQ0Scfd/WuKx/ZJepukKyXdKumZ7n7f1g0TwFptVs+6XB0vz2hsJ5mqfd+6763rFm/bknqtlmTVNuLlPckB9kacF9uPYzcVxXL2WvF+rU0lr70d5wCrGw+u1hsxx7eWHBf1oJ5tuzdikG1mafNXudmfsdbfeNaxN5NjY342Xn6mPIu3vS/Oa116UHzcLSU5vssj5vj6niTHd2E5rO+dKz849kzHB85sox3WG0lmeic51650433fzZbvxVPFdj85bgKtWtyzx6fjHOCOZ9v+/KqPruXT6Yikp1zw2Islvd/dHynp/cW/AYyHI6JngUlxRPQrsK3Sya+7f1DSvRc8fI2kG4uvb5T09E0eF4ANomeByUG/Attvoz+XPOTudxVf3y3p0CaNB8DWoGeByUG/Alto5JvyfPDH1EtvMjKz68zsqJkdPXHixKibAzCiqGcf0K8nt/j+SQCp9XzGdpfObuPIgMm10cnvMTO7RJKK/x8ve6K7X+/uh9398MGDBze4OQAjWlPPPqBf92/8lxgAjGRDn7GNmbltGyAwyTY6+b1J0rXF19dKevfmDAfAFqFngclBvwJbKJ38mtlbJP2dpEeZ2R1m9qOSXirpO8zsFklPKv4NYAzQs8DkoF+B7Zfm/Lr7s0tKT9zksQDYBJvVsz257u+XZ1su9uPvnc96eeanJJ3tT4X1KL+x52mabMiyxZOc4Cxasp/kBPebG88B7sW7VfWpeN29Tjz4UXJiJalWi7dvSc6vtYIX303uQ9/qnN/7N3+Vm/oZ61IUCZtFb/dmkgDqpN5dKK8v7Y+nG2mO74GwrPa++L23PXGW7nyS47tvNs7q3Tddfr/1fHMlXHYqybrNtPvxvj3bjU8ap9vTYf1MOz5XL3XKt99PPica9TjD+MTMfLztKBQ9wF94AwAAQGUw+QUAAEBlMPkFAABAZTD5BQAAQGUw+QUAAEBlMPkFAABAZTD5BQAAQGWkOb8Aqqnj0rFe+ffHJ/sz4fIne3E+42I/yZbslmdLLifZjr0kW9KTKNs0B7iW5QAnOb5ZTnCQA5zl/HankhzdJFI0iTjOd07y2q2Z5Ax3ggH24kxQ9eN6mmGcHRgTIHr/suOyNxtPCXqt+Nha2VP+3o6c47s/PnBre+Mc3927ynN4JenA7Lmwvj/I8ZWkhWZ5TvBUrRsu208CmLMs28VOnMN738psXD8Xn8vPnIvX310uH593kmusybn0/tl4bJ1ecjIt2+yGlgIAAAAmEJNfAAAAVAaTXwAAAFQGk18AAABUBpNfAAAAVAaTXwAAAFQGk18AAABUBjm/AFbV9rpu7e4trZ/qzYXLn+guhPXj7V1h/VSnPJvyXDcOu20n2Y/9Lc8BjsuenHn7QaxnlvNb6yY5u0mmaCbLiq014/XX2knOb7c8q9eSnF/rJfnLSQ7wRSF4iZ5Eovam4/euMxevYGVP+bHR3hNvu713tBzfvbvjHN5LFk6H9YNTZ8L6nmacAxxl+faSE0KW47vSj08Yi+04M/3es3HO7+nFOEu3fzoeX2Ox/LioxW9bekx25+MnfDFevBRXfgEAAFAZTH4BAABQGUx+AQAAUBlMfgEAAFAZTH4BAABQGUx+AQAAUBlMfgEAAFAZ5PwCWNWyt/TZ5UtL64u9OFvyvm6cLXl/J86WPLlSniN8eiXe9lI7zqXsdZPv+/tJkG+SA+zZ4km2ZZTz22/FK+/2k8EpXt4t3jf9Rrx8vZnkDE8lOcDd8vFnOb5pPds3WcDzmDOXgrjZVC95bzqz8XvbWQhyfncl+3ZXPPBdC3HObpbje/nsqbC+rxnnBC/Ul8N65Fw/Duc+252Kl+/G57P7luNz6eKZuO73xeObPhmfsFr3l9fqy0n2dpIbvrIn3vZSK953ZbjyCwAAgMpg8gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDKYPILAACAymDyCwAAgMoYKefXzG6VtCipJ6nr7oc3Y1AAtsZ6enap19Snz5Tn/K7049NHlk15thPnM57plGdPnluJcylX2vHYup0kaLc3Ws5vxmsbz77sxS89Dxm2eNv9JHczyiCWpF4r3re1NKs3WDbIAJbWkOPbj8vp8ttsvZ+x5lJjJcpJjrfXS97bbhyvrW4QJ9ubizc+PdcO6/vn4pzfQ9OLcb0V5wDva8Q5v02Lc4iXvXznZTm/S8mOX+zEO37xXFzvnY7Xn+X4zhyL+2LmZHm9sRQ3XW9qtFD09p6NXcPdjD9y8W3ufs8mrAfA9qBngclBvwKbjNseAAAAUBmjTn5d0l+Y2UfN7LrVnmBm15nZUTM7euLEiRE3B2BEYc8O9+vyqY3/OU8Am2Jdn7Gd5fhH9wAGRr3t4fHufqeZPUjSzWb2z+7+weEnuPv1kq6XpMOHD4/XDVVA9YQ9O9yvB776AP0K7Kx1fcbO77+CngXWYKQrv+5+Z/H/45L+RNJjN2NQALYGPQtMDvoV2Bobnvya2ahUkEgAAAnySURBVJyZLZz/WtJ3SvrUZg0MwOaiZ4HJQb8CW2eU2x4OSfoTMzu/nje7+3s3ZVQAtgI9C0wO+hXYIhue/Lr75yV93SaOBcAWWm/PLvcauuX+g6X1XpIn2+7Gp5d2N85v7AT1LKc3q3s7+aFXN35t1k+yKROebD6MUB45Yzgeey2JQM5yfrMs2VqSoRzm/GYZwWmOb1Yfn1tmN/IZaz1X82z5i6y14x1gU0nfZBnQrWD/Tcfbnp1eCet7p+Kc332t+Jf9shzfhfpSWM90euVN2+nH+/VsEt59/3Kc47tyNl6+eSre/nQSpDd3d/Le3VW+72pLnXDZzt4gHFpSez4+WdaSc3XpchtaCgAAAJhATH4BAABQGUx+AQAAUBlMfgEAAFAZTH4BAABQGUx+AQAAUBmj/nljYKI9efa5Yf195964TSMZP51uXXed3F1az0KhPIkDS+tRJFY3+b49jdNK6p2k3o03n+6cJJ3Hg2QiT9adpHmF65byKLNRosqkNcSNBXFmWcRctu5s54waYbfTrOdqnQ6ipZLX351Los6yiL5g8VozPjBmmnFTLTTiKLTdSVTZbC1eftriSK520jidoH6mNxUue7odR5ktnovrWoyncq1T8XE9cyI+MObuiGPm6rcfL615csJqtA6FdSned/3GxuIJufILAACAymDyCwAAgMpg8gsAAIDKYPILAACAymDyCwAAgMpg8gsAAIDKYPILAACAyiDnF5VW5RzfVLem3j1xxuJIPM6erEXxjWnIcFxOs2azvNds+Y1FT36JBy++30iybrNLGiPum34aJDza+i06LtL3LamPmEE87qznatxXnnfrzTirttZJQp4TURRurR4fGDPNOGd3ph7Xp2txvZmGc8f6ybXC5SAg+2w3yfldiXN8V87F70tjMR7b1Klk398T77v6F0+G9e7dx8qX3bUrXLbfSvKT5+LzXW9hY+8rV34BAABQGUx+AQAAUBlMfgEAAFAZTH4BAABQGUx+AQAAUBlMfgEAAFAZTH4BAABQGeT8AliVdaXpE+UZjElMb/qtdbr8CGG5+bo3vOq1GXX9wb6LMoClPAI5NeoKspzfNKO5fOfl+czJukddftz1eqrdf7a07HMz8fLJe+NZTwdZvo1GHLI8VY/zWmfq7Xj5JOe3lYQ815I3v92Pp0srXl5fTHJ+z660wrovxdtunI1POK3F+LU1Ty2H9f7pxbAesX17wvrywfi1L++P1z974Nx6hySJK78AAACoECa/AAAAqAwmvwAAAKgMJr8AAACoDCa/AAAAqAwmvwAAAKgMJr8AAACojJFyfs3sKZJeLaku6Q/d/aXR82/52L/qybPPLa2/79wbRxkOKurRz3tlWP/H3/+ZbRrJ+FtPz9a60szx8tzOfj3OlvTyiOC11Wvl6x993SPW0+0nWbyjbH/k/ORRlx85STgZwAibznJ8swziMcv5Xe9nrFxSr/xFeC0+ePrN+M3vN8OyvFm+g5vNOGd3thHn+M4mOb/TFuf8NpOc31EtBzun3YunWu1ufEKxdvy+JLtG9XZ84Fsvqc/G+dCNPbtLaytXHgiXXbws3jfLl8b5z4950LGw/s8lj2/4yq+Z1SW9VtJ3SbpK0rPN7KqNrg/A1qJngclBvwJbZ5TbHh4r6XPu/nl3b0t6q6RrNmdYALYAPQtMDvoV2CKjTH4vk3T70L/vKB4DMJ7oWWBy0K/AFtnyX3gzs+vM7KiZHW1rZas3B2AEw/3aXTq708MBkHjAZ2x/aaeHA0yEUSa/d0q6YujflxePPYC7X+/uh939cEtTI2wOwIjSnh3u18bM3LYODsADrP8zthb/YhKAgVEmvx+R9Egze5iZtSQ9S9JNmzMsAFuAngUmB/0KbJENR525e9fMXiDpfRrEsNzg7p/etJEB2FT0LDA56Fdg65j7Fmc2Dm/M7ISk24YeOiDpnm0bwPqM89ik8R4fY1u7h7r7wZ0exGomrF+l8R4fY9u4cRrf2ParNHE9y9g2bpzHN25jW7Vnt3Xy+2UbNzvq7od3bACBcR6bNN7jY2wXp3Hfd+M8Psa2ceM+vnE2zvuOsW3cOI9vnMc2jD9vDAAAgMpg8gsAAIDK2OnJ7/U7vP3IOI9NGu/xMbaL07jvu3EeH2PbuHEf3zgb533H2DZunMc3zmP7kh295xcAAADYTjt95RcAAADYNjsy+TWzp5jZZ83sc2b24p0YQ8TMbjWzT5rZx83s6A6P5QYzO25mnxp6bJ+Z3WxmtxT/3ztm4/sVM7uz2H8fN7On7tDYrjCzvzKz/2tmnzaznyoeH5v9NynGuWfHqV+L8Yxtz9Kv1TDO/SqNV8/SryONb2J7dtsnv2ZWl/RaSd8l6SpJzzazq7Z7HGvwbe5+9RhEdhyR9JQLHnuxpPe7+yMlvb/49045oi8fnyT9TrH/rnb392zzmM7rSnqhu18l6XGSnl8ca+O0/8behPTsuPSrNN49e0T060VtQvpVGp+ePSL6daMmtmd34srvYyV9zt0/7+5tSW+VdM0OjGMiuPsHJd17wcPXSLqx+PpGSU/f1kENKRnfWHD3u9z9Y8XXi5I+I+kyjdH+mxD07DqMc8/Sr5VAv64D/bpxk9yzOzH5vUzS7UP/vqN4bJy4pL8ws4+a2XU7PZhVHHL3u4qv75Z0aCcHU+IFZvZPxY9tdvxHHmZ2paRHS/qwJmP/jZNx79lx71dp/I85+vXiMe79Ko1/z477MTdW/SpNXs/yC2+re7y7f70GPzZ6vpl9604PqIwP4jrGLbLj9yQ9QtLVku6S9IqdHIyZzUt6p6SfdvfTw7Ux3X9Yn4npV2ksjzn6FdttYnp2DI+5sepXaTJ7dicmv3dKumLo35cXj40Nd7+z+P9xSX+iwY+RxskxM7tEkor/H9/h8TyAux9z95679yW9Tju4/8ysqUFT/pG7v6t4eKz33xga656dgH6VxviYo18vOmPdr9JE9OzYHnPj1K/S5PbsTkx+PyLpkWb2MDNrSXqWpJt2YByrMrM5M1s4/7Wk75T0qXipbXeTpGuLr6+V9O4dHMuXOX/QF75HO7T/zMwkvV7SZ9z9lUOlsd5/Y2hse3ZC+lUa42OOfr3ojG2/ShPTs2N7zI1LvxZjmdie3ZE/clFEc7xKUl3SDe7+m9s+iBJm9nANvhOVpIakN+/k+MzsLZKeIOmApGOSflnSn0r6Y0kPkXSbpGe6+47cFF8yvido8CMZl3SrpB8fuv9nO8f2eEl/I+mTkvrFwy/R4J6ksdh/k2Jce3bc+lUa756lX6thXPtVGr+epV9HGt/E9ix/4Q0AAACVwS+8AQAAoDKY/AIAAKAymPwCAACgMpj8AgAAoDKY/AIAAKAymPwCAACgMpj8AgAAoDKY/AIAAKAy/j/UhRimcHTs0QAAAABJRU5ErkJggg==\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2767,10 +3215,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 5\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de7Sld13f8c93X891ZjKZyWRIAgELaGRpqGPwgjZeULB0gbYiLLShdRlYQqmVVin1glUrpYraatUg6aQoF0GUrGrVSFW0aiREqiBIWJiY29zv57Zv3/6x97BOJuf5fs+cffY+e8/zfq2VlTPnu5/n+e1nP99n/85znv055u4CAAAAyqCy0wMAAAAAxoXJLwAAAEqDyS8AAABKg8kvAAAASoPJLwAAAEqDyS8AAABKg8kvAEwhMztsZj82+PqrzOxvt7ieXzSzH9ze0QHA5GLyO8XM7EEz+/oRb+PNZvYro9wGMCnM7OVmdq+ZLZnZscHX321mNqgfNrOWmV0ws1Nmdo+Zff5Oj9vd/9jdn509zsxeZWZ/csmyr3H3Hx3d6IDpYGbPN7M/NbOzg/7+v2b2pYPak3pnRGPYa2bHx7GtMmPyCwCSzOwNkn5W0n+RdK2kA5JeI+krJTXWPfSt7r4g6XpJxyQd3oZt14ZdB4CtM7Ndkv6XpP8maa+k6yT9iKS1MQ/lP0v65Ji3WTpMfq8AF38iNbOfNLPTZvZ3ZvaidfU/NLOfMLO/MLNzZvZBM9s7qN1qZo9csr4HzezrzeyFkt4k6dsGV7r+33ifGTAeZrZb0n+U9N3u/n53P+99f+nur3T3J70BuvuypHdJek7BOg8Pbim4x8zOm9kfmdnT1tXdzF5rZg9IemDwvReb2cfM7MzgCtQXrXv8c83s/sG63itpZl3tCX1sZjeY2QcGV5BOmtnPmdkXSPpFSV8+6Ocz68b5Y+uW/S4z+8zgytfdZvaUS8b8GjN7YDDGn794VRyYcs+SJHd/t7t33X3F3X/P3f8q6J3m4H33783s6KDfZwe1W83sETN7k5mdGLyvvjIagJl9hfrnk/8x2qcKJr9XjudJ+ltJ+yS9VdI7LnlT+ueS/qWkg5I6kv5rtkJ3/x1J/0nSe919wd2/eNtHDUyGL5fUlPTBzS5gZguSXinpL4OHvVLSj6rflx+T9KuX1F+qfu/eZGbPlXSnpFdLulrSL0m6e/AG25D0m5Leqf5VqfdJ+qcF46qqfwXrIUk3qn8F6z3u/kn1r2T/2aCf92yw7NdK+glJL1P/XPGQpPdc8rAXS/pSSV80eNw3Bs8fmBafltQ1s7vM7EVmdtXFQtA7b1F/0nyzpH+gfq/90Lp1Xqt+718n6TZJd5jZhrcnDfr25yS9TpJv6zPDkzD5vXI85O5vd/eupLvUf+M6sK7+Tnf/uLsvSfpBSS8bNBuA/hvUCXfvXPzG4MrrGTNbMbOvXvfYfzu48vMZSQuSXhWs97fc/cODK8f/Qf0rRzesq/+Eu59y9xVJt0v6JXe/d3Dl6S71f+X6ZYP/6pJ+xt3b7v5+SR8p2OYtkp4i6d+5+5K7r7r7Zu8ffKWkO939/sGY//1gzDeue8xb3P2Mu/+9pD9Q/40fmGrufk7S89WfeL5d0vHBbz4ObPT4wcWl2yX9m0EPn1f/YtHLL3noD7r7mrv/kaTfUv8Hxo28XtK97v7RbXg6SHCf2ZXjyMUv3H15cNF3YV394XVfP6T+G+m+8QwNmHgnJe0zs9rFCbC7f4UkDW4nWH+h4Cfd/Qc2ud7P9Z27XzCzU+pPTB++tC7paZJuM7N/te57jcHjXdKj7r7+itBDBdu8Qf0fhjsF9chTJN1/yZhPqn/l6sHBt4+se/yynnieAabW4ArvqyRp8EHWX5H0M5JescHD90uak/TRdb9kNUnrLyqdHlxwuugh9XvsCQa3Fr1e0pcM9wywWVz5LY/1V5ueKqkt6YSkJfUbWNLnfvWyf91j+fULyuDP1L/K+pJtXu/n+m5wm8ReSY+tq6/vr4cl/bi771n335y7v1vS45Kuu+RWpqcWbPNhSU8t+BBd1s+PqT8JvzjmefVvwXg0WQ64orj7p9T/MOvFe/ov7Z0TklYkfeG6ft09+DDsRVcNeuiip+qJ/X/RLer/tvZvzOyI+h+8vcXMjvAb2tFg8lse325mN5nZnPof7Hn/4BaJT0uaMbN/bGZ1ST+g/r2PFx2VdKOZcazgiuXuZ9T/ZPd/N7N/ZmaLZlYxs5slzSeLR77J+vFJDfXv/f1zd3+44LFvl/QaM3ue9c0P+nJR/cl5R9LrzaxuZt+i/hvmRv5C/cnyWwbrmDGzrxzUjkq6fjCejbxb0r8ws5vNrKn+r3HvdfcHL/eJA9PEzD7fzN5gZtcP/n2D+ld8/3zwkCf0jrv31O/ZnzazawbLXGdml94D/yNm1jCzr1L/fvn3bbD5/63+/fk3D/77IfU/S3Dz4H0a24wJTXm8U/2fYo+o/ynx10uSu5+V9N2Sfln9qztLktanP1xs1JNmdr+AK5S7v1XS90r6PvXf6I6q/6Gz75f0p1tc7bsk/bCkU+r/SvPbg+3fJ+m71P/Qy2n17yl+1aDWkvQtg3+fkvRtkj5QsJ6upH+i/gdw/l79fv62Qfn/SPqEpCNmdmKDZX9f/c8E/Lr6E+jP05PvYQSuROfV//DpvWa2pP6k9+OS3jCob9Q7369+n/65mZ2T9PuS1n+g7Yj6vfyY+h92fc3givITDO4JPnLxP0lnJbUHX2ME7Im3kOFKZGZ/KOlX3P2Xd3osQFmY2WFJj1zG/cEArhBmdqv677vX7/RY8GRc+QUAAEBpMPkFAABAaXDbAwAAAEqDK78AAAAoDSa/AAAAKI2x/oW3hjV9JojMfNaXPGOMowFG79Mf/WxYP6/TJ9x9f/igHdKoz/tMc0/xA5JbpqyX3FKV3XIVlb035LqTejJ2z/5WxCTfTWbDPeCJf2djwwcMV68E9RFv25PFzy8/PrH9KkmN6qzP1nYHj0gOzEp8PcyrWb14B3r0ukrppbjstcmkyw+5fQ+Wj2qb2bYsed2G3Dfpk0uShitBvdJOlm3Hz63SSjaenKvPtY5u2LNjnfzOaF7Ps68rrN9z30bZz8D0ekHlW8P67/v7i/5E7Y6bae7R857z6sK6teMJaKWV/HXdVnxWtHaw/ForXNbbyRk32ba3kvV34ufm3eSEPcrPWiQTPKsmfzAqqVstftuwRtHfzxho1Le+fD3etjfjdXs9fm7eiNd/z0fePLH9Kkmztd36iuteWfyA5Ljzhbmw3tk9E9bbu4pfu85cPMPrNuLjtluP671kNtOLDw11m8n246euzmxQm4v3e3c2eV2ayQ/71eF+GLdW/NpUL8T15pnifTd7NN744qPxuXjmkXNh3ZZXw/rv/N3bNuxZbnsAAABAaTD5BQAAQGkw+QUAAEBpMPkFAABAaTD5BQAAQGkw+QUAAEBpjDXq7Flf8gzizFAq9/Ti4z3NTN1Bvbpp5WBxfk+lFUfYVNfieJ7qahwXVlkrrldWkpi01TiqLItK09pavP5RR6VF2ZVZxnEiXLckyzJF0wzlZHzD5j8PY9ic4ElXMXmzOG7MVpPjeiWuZxOGKJO13khi5obIEJbyHOFeEpXWnYm3306i2lqLxetv7Yq33ZlP6rPJc2sOlwNsSSplNTldVoJ6NcvxTSIzFUVebqZetN0tLQUAAABMISa/AAAAKA0mvwAAACgNJr8AAAAoDSa/AAAAKA0mvwAAACgNJr8AAAAojbHm/AKYHr2aaelAcTZnNY4EVW01znesrca5n7WVevG2l4trklQNlpWkSrK8rSSnxiQvVdX4uWU5wlF2pRdHqY5Hb9gc32T5KOc3ywDOtn2F81pF7WsXC+u1s8UZwJKkznAZ0tYqPm6rQU2SrJu9tkMed7W4J3tz8b5p7Y7rlU50zkiuMyb50lmGccZrSbZ3N16/9ba+fR/2udWTc3FWL8CVXwAAAJQGk18AAACUBpNfAAAAlAaTXwAAAJQGk18AAACUBpNfAAAAlAaTXwAAAJQGOb8T4gWVbw3r9/TeN6aRAH29urRyTXEGY5rzuxLnN9aW43p9ufhn83oz/rm91kgyhOtxvZLk9FYq8fYtybYcJe8OGQSc5PC6J88t2b51kwzkaHlP3rKyHOCsPuV69YqWDzQL642ZpC+W4ize6lry2raL67bWjpddbYX1LFvbO8nYkpzfSmsurNer8XHfDfZtdT5cVJV4t8uGi1/OJS3dq8Z948G+6SUt223E59JeM8lsT173wuW2tBQAAAAwhZj8AgAAoDSY/AIAAKA0mPwCAACgNJj8AgAAoDSY/AIAAKA0mPwCAACgNNKcXzO7QdL/lHRAkku6w91/1sz2SnqvpBslPSjpZe5+enRDvbKR44vtsJ396jVp9ZriDMXqSpK1m+T41mbjememuN5txMs26nHdkx/7a0Pm9FaSPFlL82iDYM9eEvqZ5fT2kszOpG42ZJZumiNcvLx1s+c+fTm+29mzvZq0vK/44O5V47f8Zi057i/E9epS8NolueBqx2G3nuX8tpKc4Hr83K0R58laJz720p4OZOejrJ5dxvQkWltJT0c5vlKc5ZtFc/eSc7nX4yfnyetWZDNXfjuS3uDuN0n6MkmvNbObJL1R0ofc/ZmSPjT4N4CdRb8C04WeBcYsnfy6++Pufv/g6/OSPinpOkkvkXTX4GF3SXrpqAYJYHPoV2C60LPA+F3WPb9mdqOk50q6V9IBd398UDqi/q9sNlrmdjO7z8zuO378+BBDBXA5hu3X7oULYxkngL5he7azsjSWcQLTbtOTXzNbkPTrkr7H3c+tr3n/Jq0Nbxpx9zvc/ZC7H9q/f/9QgwWwOdvRr9WFhTGMFIC0PT1bm50fw0iB6bepya+Z1dVvyl919w8Mvn3UzA4O6gclHRvNEAFcDvoVmC70LDBe6eTXzEzSOyR90t3ftq50t6TbBl/fJumD2z88AJeDfgWmCz0LjF8adSbpKyV9h6S/NrOPDb73JklvkfRrZvadkh6S9LLRDBHAZdi2frV6T7X9q4X19nIcMdNdjvN1uhfin717QVxZFr3jlSQexzZz6iuWRW5ZEkeW1dUJYp/qw8V9mYrj66Q86iyLKsui2Dzbd91gfGmMWvLcu0mk085EpW1bz3pVau0urlfbcd9UOnHfVNpxT1dWguM2O66i112SRz2xibpVk7yvJN7QK0ncV3C+6iVpXFFUWH/5eN9ldc/qSUtbJ9k3wa7tJbs9PZfXkmu0yfJF0ncAd/8TSUVr/7otbRXASNCvwHShZ4Hx4y+8AQAAoDSY/AIAAKA0mPwCAACgNJj8AgAAoDSY/AIAAKA0mPwCAACgNIYLuwRwxarXurpu35nC+qmluXD5pZmZsN6ux+GXHuRyZpmbxclRn1tBWK50kzzTbjz2LAe40k4ySTvN4mKy7jQvNaln0hzgLMe3mo0/qCdjz/Z7muO7Mzm/28YrUmeu+Dl0ZuK+qNeSzNWkrSzafdlx2W7HK8/qmXo83fFG3NO92Xj5TrP4nNJtxjuuG7S7JPUaSU5vVq8mx3UWHV5L1h+cj/Nz9ZC22LNc+QUAAEBpMPkFAABAaTD5BQAAQGkw+QUAAEBpMPkFAABAaTD5BQAAQGkw+QUAAEBpkPMLYEMz1ba+YM/Rwvpjjd3h8kcai2H9VDXOCW5bEH7p8anLenG2pHXjerWd5AC3kxzgVpIDvJbk1UY5wLXktN2JM4QV5CdLknrJ8sNKs3aLQ0e9l2QIJ/U0g7g75Tm/JvWCQy+Jt05VOvH+sVbxsWOrrXDZ3lpc9+y1S3J8Lckd784nueTz8frbc8XnlE58qlN3Nt6vvZks5zc57ivJcd1J8p2TU8ZQl1GToVkned2TehGu/AIAAKA0mPwCAACgNJj8AgAAoDSY/AIAAKA0mPwCAACgNJj8AgAAoDSY/AIAAKA0yPkFsKHZSltfOP9oYX2+uhYuX6vEWbaZk73in807aY5vksPbjpdvt5Ic4FZ83aC6mmx/LT71epATbEkeqqrJNQ2Ln5sqSeZnb+s5vZLk3eS4CF47S5dNMj+zHOCsPg2Cl8+Sl67ajh9QXU3yqZdWC2u+tBwu6ysrYV0WH9c2G+f0+kIcttvZHeSKS2rtinu6vTi6nF9vJlm3zeR1SV74nuLn5llOcLTtJNfbkvOJtZOebLUvd0iSuPILAACAEmHyCwAAgNJg8gsAAIDSYPILAACA0mDyCwAAgNJg8gsAAIDSYPILAACA0khzfs3sTkkvlnTM3Z8z+N6bJX2XpOODh73J3X97VIOcBv/om94a1v/ot79vTCNB2W1Xz85YS5/ffKywXrfhcnw7vThbstUprp/pxD+3d9fiemc1yfFN6tnytZksBzg+9VojyPkNapKkdpJ7We3E9SQr1yojzsKNsnaTzNCsblkOcHfreaZbtZ3vsaY4y7eS5PjWVuL9U70QZ3vr/FJhqXehuCbl+c+VuTiH1xbmw3rnqjhst7Un7sm13XHPtxaLa+2FeL/25uLnXp2Le7Zai5dP2ybJTVclyQGOFk+2XelkOb9JhnFna+9Dm7nye1jSCzf4/k+7+82D/0o98QUmzGHRs8C0OCz6FRirdPLr7h+WdGoMYwGwDehZYHrQr8D4DXPP7+vM7K/M7E4zu2rbRgRgVOhZYHrQr8CIbHXy+wuSPk/SzZIel/RTRQ80s9vN7D4zu+/48eNFDwMwWpvq2fX9evbUcPf0AtiyLb3Hdpfi+2oB9G1p8uvuR9296+49SW+XdEvw2Dvc/ZC7H9q/f/9WxwlgCJvt2fX9untv/CEHAKOx1ffY6nz8oS8AfVua/JrZwXX//GZJH9+e4QAYBXoWmB70KzBam4k6e7ekWyXtM7NHJP2wpFvN7Gb1QywelPTqEY4RwGWgZ4HpQb8C45dOft39FRt8+x0jGMtUI8cXG3lB5VvHvs3t6tmmdXVj7WxhvevxL47WenEe7VI3zu083y6ur6w1wmVXZ+NbNrqzca5ldyXJ+W0m9SzntxmPr1Ivrns9yQiuJaf1ZHkleaue3QruI8wB7iWhocnYwwzhzdRHYFvfY12yIBK2msT01paTrN3zK2G9d/5CYc3brXBZq8c9XdkVBOlK6u7dFdbX9sbnm5XkNq+1PXHPt3cVH5vdxXi/1hbibO7mTFyvJtnb3V58Pup1k/NlZev515a0VBYXb1lPZ9ndBfgLbwAAACgNJr8AAAAoDSa/AAAAKA0mvwAAACgNJr8AAAAoDSa/AAAAKA0mvwAAACiNNOcXwNbd03tfWDeLsyN3Us1MB6rFp4glPx8uf6p7Lqwfrce5nFc1lwtrp5uz4bJrM3HGcDfJ2e02khzgJOc3W77XiK87eDS+1SzHN37uaseZoaomf9bak8zPJFN0KEmGsCdjs2zsW8wMnRguVdrFx15tNX5+1aXk2FiOc369VZzlm+VPV/bsDuu9/XvC+tqBubC+vD/e/urVcc+uXRUfO509xQHL9V1xxvH8XBzAPNOIX5eKxWNbacXnhFbS811LzimBZGiyLLs7q1e3dr7hyi8AAABKg8kvAAAASoPJLwAAAEqDyS8AAABKg8kvAAAASoPJLwAAAEqDyS8AAABK44rK+e0deWZYr1z7wJhGAky/qipaqMwU1hftQrj8nmpxTq8k7a7F9blacTbmbJJ7ea4e55n2GnF2ZK8RltVLYi979STnN60X525WGvFp2+pZPRl8txvXM8MuP0pZZmiWAzzhzKVK0BqVdvz8Kq34tfMkB9mazeLawny87gN7w/rqwYWwvnQgPu5Xrol7bvXqJMf36uIcX0lq7l4trO1ZiPORF5txzm+zGm+7M2S29spafMILoqMlJVm+WUsNmePrja1lEHPlFwAAAKXB5BcAAAClweQXAAAApcHkFwAAAKXB5BcAAAClweQXAAAApXFFRZ0RZQaMTzWJv6kojkWqWxyr1KwU1+uVeN3Valzv1uJ4HU/qWVRZN0sTa2RRZ8XXJTyIQevXh406S+Ks4qXlleSaSi9ZfzV4fjbi6zVTHnUmSVFbVeLErHzdM8VRZpJkc8XRiL2rFsNlV6+No9CWro2P6+UDSZTZvvi17e6N4xPnr4rjyvYtLBXW9s4U1yRpoR5HnWWWO3FU2Vo33neV5HyaGibqLFt1LYk6axJ1BgAAAISY/AIAAKA0mPwCAACgNJj8AgAAoDSY/AIAAKA0mPwCAACgNJj8AgAAoDTSnF8zu1PSiyUdc/fnDL63V9J7Jd0o6UFJL3P306MbJoDN2q6e7cm15sXZl6se52q2FefR9nzrP3ubxeGRWV1J3eOhD13v1ZKc30bxvuk14pVbmvOb1JMc3iy20ywJk/UkUzTK8q3Gx4xZlkKcbLo3/pzfbX2P9TjnN5MdW9q9EC8/V5y5ura/OANYkpYODJnjuz85bq9uhfU9e5bD+oHF82H94Ny5wtruepwR3EwCmDu9+Lg/ZXFG8vlWvO9T2ek02PVBXPvmNp3kmnfn4ozjIpt59zks6YWXfO+Nkj7k7s+U9KHBvwFMhsOiZ4FpcVj0KzBW6eTX3T8s6dQl336JpLsGX98l6aXbPC4AW0TPAtODfgXGb6u/dzzg7o8Pvj4i6cA2jQfAaNCzwPSgX4ERGvoDb+7uCu4IMbPbzew+M7vv+PHjw24OwJCinl3frydODnmzFoChXc57bHdlaYwjA6bXVie/R83soCQN/n+s6IHufoe7H3L3Q/v379/i5gAMaVM9u75f912dfPgFwKhs6T22Oht/8AlA31Ynv3dLum3w9W2SPrg9wwEwIvQsMD3oV2CE0smvmb1b0p9JeraZPWJm3ynpLZJeYGYPSPr6wb8BTAB6Fpge9CswfmnOr7u/oqD0dds8FgDbYLt6tus9nequFdbP9Jrh8ue7s0k9zp5c6xXfdtFNci89ySDOZGmvWUTxKHOAvZ4892a8cu8WZ7FKknmSoRxWlWbxejfJ+Y22naxb1WTHVuLRe1Ifhe1+j40irLPjthvk9EpSbzaeMrR2FS+/dE382qxkOb7XxMeN7S8+V0nS/qvinN7rF8/E9bm4vq9+obC2UF0Nl80yz7Nz5YVufC7O9JLzqXXj1yaK9q50kvNJcjroNeJjrr2YTmM3xF94AwAAQGkw+QUAAEBpMPkFAABAaTD5BQAAQGkw+QUAAEBpMPkFAABAaTD5BQAAQGlsLSANwBVvTRU91CnO6n20c1W4/JHO7rB+ujMX1s+1ire92olPXb1uFsQ72jzXLC82iDDu1+vFy3eTnF9LcjGtm6QY95JcTkv2XbebbH/rOb/Ktp3l9KY5wNN/PSjKTfVqvH868/H+6Tbi/bOyt7i+cs2QOb7XxFm51+49F9afsftEWH/63MmwfrAe5/zuqS4X1ipJmO1ykpneTdK1q1G4s6ROkiPc7cT1ylqy/SBiudoKF5Ul5xuvxWNrLyQ9XWD6Ox0AAADYJCa/AAAAKA0mvwAAACgNJr8AAAAoDSa/AAAAKA0mvwAAACgNJr8AAAAoDXJ+AWxotVfXp1oHC+vHO4vh8kfW4pzfI6u7wvqZteKc35VWPVw2y620TpxbmcRm5pK4Wc9yfoMzcy/J+e0145VnObsVNcK6qsk1k06c86tekuca5H5m+clpDnBWr20tM3RSmEsW7P4sX7ozG7+2rYW4vra3eP+uXZ3kO+8LwmKV5/g+e8+xsP6s+aNh/WmNOAd4fy3efj3Y8e2s4VPxuXatG0/lslz0zlpcr6/GfVNbLu7Z2nJyvmnH9W5yPmvNby2znSu/AAAAKA0mvwAAACgNJr8AAAAoDSa/AAAAKA0mvwAAACgNJr8AAAAoDSa/AAAAKA1yfgFsaKXX0MeWnlpYP9+eCZc/uTYf1qMcX0k6vRzk/K7EWbS+GmdDVtpJzm8nLKc5wJ7l/CaXHbxavIJeI155r5tkHHty2k+ydC0YmyRZJ8k07WY7b9iQ5WDVWc5v8twmnufHbqTTjJ9/O8lUbe0qfu26u+P85727l8L6jbtOhfUsx/fZM4+H9afUTof1RWuH9ch5j3PJz3Tjc2U7Cv6WdL7TjOurcV1LSc7v+fh1b54rzuqtX4gPyEorPi7ai/G+ay+Q8wsAAACEmPwCAACgNJj8AgAAoDSY/AIAAKA0mPwCAACgNJj8AgAAoDSY/AIAAKA0hsr5NbMHJZ2X1JXUcfdD2zEoAKNxOT270q3rE2cOFq5rpR3nLy634vpqUl9bLa73VuJTl63GP9dX1uJsyEonybItjrXs14fMAe4FUbm9WrxwtzHcNQ3Pcn5rSY5wkuNr3XjnhftuhBnA/Y1PVs7v5b7Hmku11eJ9VIkjVdWpx8+/E0dzqztXvO36Qitc9sDChbB+49zJsP705rGwfkMtzgneX43HN5McG6vBsXk+2e9tj7Oxz3aTTPS1ubC+dCHOZK+di3u6eTruu5mTxVm+9dMr4bJZz3Wz7OmFePVFtuOPXHyNu5/YhvUAGA96Fpge9CuwzbjtAQAAAKUx7OTXJf2emX3UzG7f6AFmdruZ3Wdm9x0/fnzIzQEYUtiz6/u1dTb5dRWAUbus99jOSvwnggH0DXvbw/Pd/VEzu0bSPWb2KXf/8PoHuPsdku6QpEOHDo34hi0AibBn1/frrmcfoF+BnXVZ77Hz+2+gZ4FNGOrKr7s/Ovj/MUm/IemW7RgUgNGgZ4HpQb8Co7Hlya+ZzZvZ4sWvJX2DpI9v18AAbC96Fpge9CswOsPc9nBA0m9YP6aiJuld7v472zIqAKNAzwLTg34FRmTLk193/6ykL97GsQAYocvt2VanpoeO7S2s93rxL4567bjuSd1axfUsp7faSnJ8s5zfOPJTVhxr2ZfdeZnEyXq1+AG9OB45Z8nrFmxbkir1IXN+e0PUk3zlkecAj9FW3mOtKzUuFO+DaivegZ2ZOG/WkxlDb6Z42/OzcVPtm4lzfg82zoT1a2tnw3qW47u7Ej/3TMuLw3yzHN8z3Tin98RaHGZ7cile3s82wnrzVNzzsyfioOKZI8UftKycOh8u27sqfm6d2fh80961tZ4n6gwAAAClweQXAAAApa6GdiMAAAj+SURBVMHkFwAAAKXB5BcAAAClweQXAAAApcHkFwAAAKUx7J83BqbaN859R1j/3eV3jmkkk8fbFXWPzhY/IImdqnTj+ByL03NUCerWSeK42sm6k6iyYZfP4rwyHlyW6KVn7XjfROuW8tetl0WVJa9rum+C48qy3ZpEnaXLD/m67TTruppngoMzeX6t+SSe0JJjq1b84s024qbaU18J61dX4yi0qyvx8otJxN+MxY3VDqLM+vXi2vlecB6VdKKzGNYfX9kV1s+dj6PO6qeT534iPi7mHlsN6/bYicKat+OIOb9md1hvLcTHXHtPcsIpwJVfAAAAlAaTXwAAAJQGk18AAACUBpNfAAAAlAaTXwAAAJQGk18AAACUBpNfAAAAlAY5vyi1Muf4Ziptafbx0f18nGeuBssmGcMjr3eTPNlk+SSKN8n5HS7HNxtb8tRkvSS/Odt36fqDB6TLDrHuTSw/6azTU+Nkcd5trxG/5Vc69WQDyQCqxft3phaHYy9U18L6YjXO8Z1LAqab1gjrleRaYFfx+Je9Wlg7041zeI+sxVm3J5bnw3r3bPy6zZ2OX7j5Y3EGc/2xU2G9c/x4Ya26J35u7d0zYX316njsM/vi46IIV34BAABQGkx+AQAAUBpMfgEAAFAaTH4BAABQGkx+AQAAUBpMfgEAAFAaTH4BAABQGuT8AthQpSUtPFocfOqVJG92iCzbVLbuLI90yPWPWrRvhtpvkvKdlyyd5TMPvXzx+IbP8Y2feyWOip141u2penqpuL4rzpu1Xpy5mvZVkPPbrA6X8ztvrbA+k4ytbsU5vJJUSfqi7fHBt+TFOcInuwvhsidacY7vuaX4damdj59b42zcF41T8b7102fDemjf3rC8fCDOKF69Jt7vN11TnDEsSZ8u+D5XfgEAAFAaTH4BAABQGkx+AQAAUBpMfgEAAFAaTH4BAABQGkx+AQAAUBpMfgEAAFAaQ+X8mtkLJf2spKqkX3b3t0SPf+D+v9M3zn1HYf13l985zHBQUs99zdvC+l/+4veOaSST73J6ttrqafHh4uzNXi3+2blXS3KAq3G9Vy+up8vGsZebGFu8fJZxnG0/X//WapLyGN9k7COX5gAXPyDP+Y2fmyU5vtn6x+1y32PlknpBNvcQPSdJveIoW0lStVm8gxcbq+Gyu2vLYX2xEi8/V4mbKsv5HVY7aOrlZMddaDfjdbfiqVp9NX7daqvxgV1pJ43RjMdXu/66wtrKM64Ol71wQ3xCq1x3Iax/7b5PhfXfKlpvuFTAzKqSfl7SiyTdJOkVZnbTVtcHYLToWWB60K/A6Axz28Mtkj7j7p9195ak90h6yfYMC8AI0LPA9KBfgREZZvJ7naSH1/37kcH3AEwmehaYHvQrMCJD3fO7GWZ2u6TbJWnG4r9fDWBnre/XZnP3Do8GQOYJ77HVxR0eDTAdhrny+6ikG9b9+/rB957A3e9w90Pufqih+KZpACOV9uwT+rXOD6vADrr899jq3NgGB0yzYSa/H5H0TDN7upk1JL1c0t3bMywAI0DPAtODfgVGZMu3Pbh7x8xeJ+l31Y9hudPdP7FtIwOwrehZYHrQr8DomAeZitu+MbPjkh5a9619kk6MbQCXZ5LHJk32+Bjb5j3N3ffv9CA2MmX9Kk32+Bjb1k3S+Ca2X6Wp61nGtnWTPL5JG9uGPTvWye+TNm52n7sf2rEBBCZ5bNJkj4+xXZkmfd9N8vgY29ZN+vgm2STvO8a2dZM8vkke23r8eWMAAACUBpNfAAAAlMZOT37v2OHtRyZ5bNJkj4+xXZkmfd9N8vgY29ZN+vgm2STvO8a2dZM8vkke2+fs6D2/AAAAwDjt9JVfAAAAYGx2ZPJrZi80s781s8+Y2Rt3YgwRM3vQzP7azD5mZvft8FjuNLNjZvbxdd/ba2b3mNkDg/9fNWHje7OZPTrYfx8zs2/aobHdYGZ/YGZ/Y2afMLN/Pfj+xOy/aTHJPTtJ/ToYz8T2LP1aDpPcr9Jk9Sz9OtT4prZnxz75NbOqpJ+X9CJJN0l6hZndNO5xbMLXuPvNExDZcVjSCy/53hslfcjdnynpQ4N/75TDevL4JOmnB/vvZnf/7TGP6aKOpDe4+02SvkzSawfH2iTtv4k3JT07Kf0qTXbPHhb9ekWbkn6VJqdnD4t+3aqp7dmduPJ7i6TPuPtn3b0l6T2SXrID45gK7v5hSacu+fZLJN01+PouSS8d66DWKRjfRHD3x939/sHX5yV9UtJ1mqD9NyXo2cswyT1Lv5YC/XoZ6Netm+ae3YnJ73WSHl7370cG35skLun3zOyjZnb7Tg9mAwfc/fHB10ckHdjJwRR4nZn91eDXNjv+Kw8zu1HScyXdq+nYf5Nk0nt20vtVmvxjjn69ckx6v0qT37OTfsxNVL9K09ezfOBtY89393+o/q+NXmtmX73TAyri/biOSYvs+AVJnyfpZkmPS/qpnRyMmS1I+nVJ3+Pu59bXJnT/4fJMTb9KE3nM0a8Yt6np2Qk85iaqX6Xp7NmdmPw+KumGdf++fvC9ieHujw7+f0zSb6j/a6RJctTMDkrS4P/Hdng8T+DuR9296+49SW/XDu4/M6ur35S/6u4fGHx7ovffBJronp2CfpUm+JijX684E92v0lT07MQec5PUr9L09uxOTH4/IumZZvZ0M2tIermku3dgHBsys3kzW7z4taRvkPTxeKmxu1vSbYOvb5P0wR0cy5NcPOgHvlk7tP/MzCS9Q9In3f1t60oTvf8m0MT27JT0qzTBxxz9esWZ2H6VpqZnJ/aYm5R+HYxlant2R/7IxSCa42ckVSXd6e4/PvZBFDCzZ6j/k6gk1SS9ayfHZ2bvlnSrpH2Sjkr6YUm/KenXJD1V0kOSXubuO3JTfMH4blX/VzIu6UFJr153/884x/Z8SX8s6a8l9QbffpP69yRNxP6bFpPas5PWr9Jk9yz9Wg6T2q/S5PUs/TrU+Ka2Z/kLbwAAACgNPvAGAACA0mDyCwAAgNJg8gsAAIDSYPILAACA0mDyCwAAgNJg8gsAAIDSYPILAACA0mDyCwAAgNL4/y+e1z+J0MgrAAAAAElFTkSuQmCC\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2780,10 +3235,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 6\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2793,10 +3255,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 7\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2806,10 +3275,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 8\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de5QcZ3nn8d/TPReNRpJ1v/iCDY5D4rDEBC2YYHKcBQfDkjW52JgQ1hAWwwIHcgLJsoQEwiV4WSBxFpJgwEfmamMM2CdhCcIb1lwNMuFi4oCJY2EbjWY00li30Wim+9k/quRtjabemunq6q6e9/s5R0c9/dZb/UxPPV3PvF3ztLm7AAAAgBjUeh0AAAAA0C0UvwAAAIgGxS8AAACiQfELAACAaFD8AgAAIBoUvwAAAIgGxS8A9CEz22Fmb0tvP83Mftjmfv7WzP6ks9EBWAoze4OZfbDXccSC4rePmdn9ZvaMkh/jzWb20TIfA6gKM7vSzO40syNmNp7efoWZWTq+w8yOm9lhM9tvZjvN7Od6Hbe7f9ndH5u3nZm9yMy+Mm/uy939reVFB3SHmbmZ/cy8+3pyDjOzL5nZf1ns9u7+5+6+qO05LxdH8QsAkszstZKulfQ/JW2VtEXSyyU9VdJQy6bvdPdVks6UNC5pRwcee6DoPgD0niWorSqOH9AycGI1x8zeZWYHzOzfzOxZLeNfMrN3mNk3zeygmd1qZuvTsYvN7MF5+7vfzJ5hZpdKeoOk56UrXd/t7ncGdIeZnSbpLZJe4e6fcvdDnvgnd3+Bu8/Mn+PuRyV9XNLjMva5I72kYKeZHTKz/2tmZ7eMu5m90szulXRvet9zzOw7ZjZlZl8zs8e3bP8EM/t2uq+bJK1oGTspj83sLDP7tJlNmNmkmb3XzH5e0t9Kekqaz1Mtcb6tZe5LzezH6cr2bWZ2+ryYX25m96Yxvu/EqjhQdSfyxMxem76zs8fMXtwyPmJm7zaz3Wb2cHpeHUnHLkxzcsrMvmtmF7fM+5KZvd3MvirpqKSPSHqapPemufbedLtrzeyB9Dx8l5k9rWUfj6zmmtk5aa5dZWY/MbN9ZvbH6dgp52Uzu9zM7pr3vf6Bmd1a0lPZ9yh+l48nS/qhpI2S3inpQ/NOSv9Z0u9J2iZpTtJf5e3Q3T8v6c8l3eTuq9z9FzseNVANT5E0LGnRJwszWyXpBZL+KbDZCyS9VUlefkfSx+aNP1dJ7p5vZk+QdL2kl0naIOn9km4zs2EzG5L0WSUn1fWSbpb0Wxlx1SX9naTdks6RdIakG939HiUr2V9P83ntAnP/g6R3SLpCyWvFbkk3ztvsOZL+vaTHp9s9M/D9A1WzVdJpSvLiJZLeZ2br0rF3SXqipF9Wkmd/JKlpZmdI+ntJb0vvf52kW8xsU8t+XyjpakmrJb1I0pclvSrNtVel23xL0gXpPj4u6WYzW6FsF0l6rKSnS/pTM/v5jPPybZIenf6C2xrPh5f0zESE4nf52O3uH3D3hqQblJy4trSMf8Td73b3I5L+RNIV6UkSQFKc7nP3uRN3tKzyTJvZr7Rs+7p01fTHklYpOdFl+Xt3vyNdOf5jJauuZ7WMv8Pd97v7tJIT5/vd/U53b7j7DZJmJF2Y/huU9JfuPuvun1JyIl3IkySdLukP3f2Iux9z969kbDvfCyRd7+7fTmP+72nM57Rsc427T7n7TyT9o5KTOdAvZiW9Jc2jz0k6LOmxllyq8HuSXuPuD6U5+LU0D35X0ufc/XPu3nT3nZJ2SXp2y353uPsP3H3O3WcXemB3/6i7T6bbvFvJL9yha/X/zN2n3f27kr4racEFqDTGm9I4ZWa/oOQX379b7JMSG4rf5WPsxI307VgpOTGf8EDL7d1KTqQbuxAX0A8mJW20lmtv3f2X09XRSZ38Wvkud1/r7lvd/T+5+78G9vtI3rn7YUn7lRSmp4xLOlvSa9OCeyotsM9Ktz9d0kPu7i3b7854zLOU/DI8lzEecnrrftOYJ5Wskp0w1nL7qE5+nQF6qaHk3NZqUEnBe8LkvNw4cQxvVHIp0UL5fLaky+fl5kVKFplOeGCBeScxs9eZ2T3pJRVTSlagQ+fhpeTaDZJ+J33H94WSPrnQ5VpIUPzGo3W16VFKXgz2SToiaeWJgXQ1uPWtnNaTLbBcfV3JKutlHd7vI3mXXiaxXtJPW8Zb8+sBSW9PC+sT/1a6+yck7ZF0xrxLmR6V8ZgPSHqULfxHdHn5/FMlJ/oTMY8quQTjoZx5QBX8RMmKZ6tHK/sXxVb7JB2TdO4CYw8oefe0NTdH3f2alm3m59ZJX6fX9/6RkkuF1qW/WD8sqZ1r5k/JY3f/hqTjSq41/h0ll0ghA8VvPH7XzM43s5VK/rDnU+klEj+StMLM/qOZDUp6o5K3Yk7YK+kc469XsYy5+5SkP5P012b222a22sxqZnaBpNECu362mV2UXrP7VknfcPesFaIPSHq5mT3ZEqNpXq5WUpzPSXq1mQ2a2W8qubxhId9UUixfk+5jhZk9NR3bK+nMNJ6FfELSi83sAjMbVnJt4Z3ufv9Sv3GgB26S9EYzOzPN32dI+nVJn8qb6O5NJdfcv8fMTjezupk9Jc2Dj0r6dTN7Znr/ivSP584M7HKvpMe0fL1aSQ5PSBowsz+VtKa9bzPzvPxhSe+VNLuES52iREETj48oack0puStnVdLkrs/LOkVkj6oZHXniKTW7g83p/9Pmtm3uxUs0G3u/k5Jf6BkdWZv+u/9kv6bpK+1uduPS3qTkssdnqj0mryMx98l6aVKTl4HlFxT/KJ07Lik30y/3i/peZI+nbGfhpIT/s8oWQl7MN1ekv6PpB9IGjOzfQvM/aKSvwm4RUkBfa6kKxf93QK99RYlufoVJTn0TkkvcPe7Fzn/dZK+r+R6+v2S/oekWvoL62VKuixMKFkJ/kOFa6hrJf22JR2Y/krSP0j6vJIFp91KVplzL5XIkHVe/oiS7jP0AM5hJ19ChuXIzL4k6aPuzqfHAF1iZjskPejub+x1LACWv7Qt27ikX3L3e3sdT5Wx8gsAAND//qukb1H45uNThQAAAPqYmd2v5I/nntvjUPoClz0AAAAgGlz2AAAAgGhQ/AIAACAaXb3md8iGfUWgZebPPvExmWNAP/rRXfcFxw/pwD533xTcqEeGbNhXWJEWt32s7KvBctra22BWG17p+Pr5H2B1sqH9C36y6iN89nj4wZHpkFc3X6X8c+y5jz8cnF/LOTB/Mhv+ML9HDWbv33L23cxJun8+siE4/nOjp3TuO8l9/7Y5OH7uo8eD4/UCa4VHci4vHcl5PfjB/nDsv7A+HHvezzVP3s8mtP85NYNzB3Ke10bO/H/9XviYzDrHdrX4XaFRPdmenjm+c9fNmWNAP7qkdnlw/Iv+qcV88lBPrLBRXTjwzF6H0RPezKl+m43weK0eHLZa+GRUP+P0zLHdV4b66ktn3/hgcLzx4E+D48i2c/bGyuarlH+OveV/fyM4f9jCv1i95qdPDY5fe/pXM8cGLZwTMx7+pe0JX39xcPwLT35/cPzKF74yOP7Zj/51cHxVbUVwPOSbM+Hv7XGD4debf/fJVwfHv/q8/xUcz/u55sn72YT2v69xJDh3Yz28wHK4eSw4/ltnXhgczzrHctkDAAAAokHxCwAAgGhQ/AIAACAaFL8AAACIBsUvAAAAokHxCwAAgGh0tdXZzz7xMbQzQ1R2NsPHu1mx/osoR14rMg+3nsydn6uWvS4xtzKnDVtgLpY3q9dVP21dafsfm15d2r7zTB9sv9WYJA3tPdShSBbWCLwoTDVWBuc2B8OxDU3l9MLN6SNcsM1vof3P5s0tyAZyytiMLm28SgIAACAaFL8AAACIBsUvAAAAokHxCwAAgGhQ/AIAACAaFL8AAACIBsUvAAAAotHVPr8AsCzU6qXu3gey9z83Gu6b6XXWNKI1OCBt3Vja7vce7V2f39pUuFzJab0t7RnvWCxLNdUM9/mVwn1+hw90LpZ2zKrR9txj5bb5VW1lznP7cMa8zocCAAAAVBPFLwAAAKJB8QsAAIBoUPwCAAAgGhS/AAAAiAbFLwAAAKJB8QsAAIBo0Oe3Ii6pXR4c39m8uUuRAMhjNSv3AQK9ehujOR1NAz2Csbz5QE2zm1e1Pb+Z0y33wOFwT9Xw/PBx2fBwQ9ihqWJrdY2pjIavXTAxtyY43tBYcHxkMreLcalmvf3HP+olvx6NrAiP0+cXAAAAsaP4BQAAQDQofgEAABANil8AAABEg+IXAAAA0aD4BQAAQDQofgEAABCN3D6/ZnaWpA9L2iLJJV3n7tea2XpJN0k6R9L9kq5w9wPlhbq80ccXnUC+dkk9p3dlo1Fs/7XsdYnaqtm256J6OpmzzYGajm0YyhyvFVzvmj6Y01O1RMMFX63qa0/rTCBt2De7utD8kfFwzuf1Zy5qNqcHcyPQB/iIl/txEjbQ3v4Xkwlzkl7r7udLulDSK83sfEmvl3S7u58n6fb0awC9Rb4C/YWcBbost/h19z3u/u309iFJ90g6Q9Jlkm5IN7tB0nPLChLA4pCvQH8hZ4HuW9J7IGZ2jqQnSLpT0hZ335MOjSl5y2ahOVeb2S4z2zUxMVEgVABLUTRfZ32mK3ECSBTO2ZnDXYkT6HeLLn7NbJWkWyT9vrsfbB1zd1dyrdIp3P06d9/u7ts3bdpUKFgAi9OJfB204S5ECkDqUM4Or+pCpED/W1Txa2aDSpLyY+7+6fTuvWa2LR3fJmm8nBABLAX5CvQXchbortzi18xM0ock3ePu72kZuk3SVentqyTd2vnwACwF+Qr0F3IW6L7F9Ih4qqQXSvq+mX0nve8Nkq6R9Ekze4mk3ZKuKCdEAEtAvnaChdcFknolm+fMV6A1kCT5QPb8laPha7FDc1FJHctZH5COrS3v51+bKrdtVcjIZDhnGjntuLRpQwejOVVz4atSJEl7j68Jz82JfXjsSFsxdcqxnKc2ZKqxMjjeKPq3JTmvxVlyj2R3/4qkrL0/va1HBVAK8hXoL+Qs0H0sEQAAACAaFL8AAACIBsUvAAAAokHxCwAAgGhQ/AIAACAaFL8AAACIRu+a9gFAv6rXw+ONcE/SPF7LXpdYt/JoztxwX00sX826dPy09vqeSvm9coemwutlwfk5YTUVzpmR8dnwDnLMbVpdaH4RY9PFHtv29PbD/Y56zutdwFQz7/WoYJ/fvP7OGVj5BQAAQDQofgEAABANil8AAABEg+IXAAAA0aD4BQAAQDQofgEAABANil8AAABEgz6/KOyS2uXB8Z3Nm7sUCdAhtXBTUhsMv3T63Fx4/42cxx/IXpfYvPJQcOrh+mjOzrFceU2aLfHHP3ygvH3nPvbYkULzj68bCo7XSlwL3Hs03Oe3oXCv2sbk/k6Gs2RHPPx61wzEPzG3JmfvxQ6q3NfaDKz8AgAAIBoUvwAAAIgGxS8AAACiQfELAACAaFD8AgAAIBoUvwAAAIgGxS8AAACiQZ9fFEYfX0SnXi91917P7jN8+sjDwbk/HDg9OB7uYIy+VpPmRsM9Y4sYmWyWtu88tme80PyZ08rN2aayn5sDh1cW2nd9w/pC8/M0PPxznWrkxX8sc2TfbLjHcWHT2Y8dwsovAAAAokHxCwAAgGhQ/AIAACAaFL8AAACIBsUvAAAAokHxCwAAgGhQ/AIAACAauX1+zex6Sc+RNO7uj0vve7Okl0qaSDd7g7t/rqwg+8EltcuD4/TCRbeQs11QK7nPby27G+8Zw1PBuf8SmCvR57dqOpmvblJjOLvPb93CP/1ZbwTHR8Zng+OhXrdFNSb3F5p/fFXvjvzpgysKzfdtmzsUSXummuE+v00dzRzbe3xNztxifambR7MfO2QxK787JF26wP1/4e4XpP84iQLVsUPkLNAvdoh8Bboqt/h19zskFfuVC0DXkLNA/yBfge4rcs3vq8zse2Z2vZmt61hEAMpCzgL9g3wFStJu8fs3ks6VdIGkPZLenbWhmV1tZrvMbNfExETWZgDKtaicbc3XWZ/pZnwA/r+2zrGNI0e6FR/Q19oqft19r7s33L0p6QOSnhTY9jp33+7u2zdt2tRunAAKWGzOtubroA13N0gAkto/x9ZHR7sXJNDH2ip+zWxby5e/IenuzoQDoAzkLNA/yFegXItpdfYJSRdL2mhmD0p6k6SLzewCSS7pfkkvKzFGAEtAzgL9g3wFui+3+HX35y9w94dKiKWv0ccXC8nr/1wGcrY4y+mHagPhPr958/M6W4b6/G4bPND2XFRPR/O1JvlQsb6pIcNjvbumuL5hfXg8J+fmVvYuL2pTuaVW0MzW3l7OMjEX7tUr7cscGZte3dlg5vG5ubbm8QlvAAAAiAbFLwAAAKJB8QsAAIBoUPwCAAAgGhS/AAAAiAbFLwAAAKJB8QsAAIBoFGs+ByAor/9zXj9Y9EgtZ12gHu7zmzs/Tz37uNg68HDbc7HcuXygvD6/tme8tH3n8W2bC81vlPxp7Q3Pft6HpsKvB82cfU9vHgyO10pex9w3G+7VG/re9x4tt8+vDef8YI8tfDcrvwAAAIgGxS8AAACiQfELAACAaFD8AgAAIBoUvwAAAIgGxS8AAACiQfELAACAaCyrPr+X1C4Pjuf1XAWARRnI6fNbkAf6P2+uH257LlBEY3J/zx57ZutoofnNHlY7wweKzZ/eUO46ZVPh3tB7j6/JmZ/dqfjA4ZVtz12M+rq14Q32LHw3K78AAACIBsUvAAAAokHxCwAAgGhQ/AIAACAaFL8AAACIBsUvAAAAorGsWp3RygxAR+S0C/O8VmcF2415LXv++vps23OBIuob1pe271rOWtz05sFC+/dyuxMGjUwWa+c1s65DgbRpbHp123OnD67oYCSn8g20OgMAAACCKH4BAAAQDYpfAAAARIPiFwAAANGg+AUAAEA0KH4BAAAQDYpfAAAARCO3z6+ZXS/pOZLG3f1x6X3rJd0k6RxJ90u6wt0PlBcmgMUiZ7ugVvK6QaBV72rLeWza/PaVzuaryebKOwB82+bS9p1nekP4uO/1Sl5T2b18R8bDvbnzYj++NtwnuF6wr3ievUfDfX4b8syx2lS5Hycxu35lW/MWc7zskHTpvPteL+l2dz9P0u3p1wCqYYfIWaBf7BD5CnRVbvHr7ndI2j/v7ssk3ZDevkHSczscF4A2kbNA/yBfge5r952CLe5+4kPjxiRt6VA8AMpBzgL9g3wFSlT4Mhl3dyn7gg8zu9rMdpnZromJiaIPB6CgUM625uusz3Q5MgDzLeUc2zh8uIuRAf2r3eJ3r5ltk6T0//GsDd39Onff7u7bN23a1ObDAShoUTnbmq+DNtzVAAE8oq1zbH3Vqq4FCPSzdovf2yRdld6+StKtnQkHQEnIWaB/kK9AiXKLXzP7hKSvS3qsmT1oZi+RdI2kS8zsXknPSL8GUAHkLNA/yFeg+3IbsLn78zOGnt7hWAB0ADnbAXl9fAfqxebn8EDbzpW1wbbnono6mq9NyY6XdwDMbB0tbd+5j72u2HxrdCaOdgyPHSk0v7l2rkORZOw/0KNYkg4cDvfSbXp2n9+hqfBrYSMwV5JqOWu0xzYOBcez9wsAAABEguIXAAAA0aD4BQAAQDQofgEAABANil8AAABEg+IXAAAA0aD4BQAAQDRy+/wCAE7mA71bNxi2cJ9fxMtcqs9k9/kt2lN1enP42MubH1K3cH/i42vDvWjz1MptlRtkezI/nXpRRtYc61Ak7Zk+uCI43lD2cTV8oNPRnOzY2vaOOVZ+AQAAEA2KXwAAAESD4hcAAADRoPgFAABANCh+AQAAEA2KXwAAAESD4hcAAADRoM8v1Bw7Lzhe23pvlyIBqsFyeo56LbxukDt/yREBi9CUBo6Ej70ipjf0br2subZYo976TIcCaUNjcn+h+etWHQ2OF+mvvBi1qfZLxZHJYv2Z88ysa+94Z+UXAAAA0aD4BQAAQDQofgEAABANil8AAABEg+IXAAAA0aD4BQAAQDQofgEAABAN+vyCPr7AEnk93FuyvE6rQDZrSoNHytv/zLry9p1nZM2x4Hg9J+sGjvauu3Z9w/rweE7sW1Ye6mQ4p2h4+LkZmgqvk4Y6+Y6Mz+bMDfcBzuthfHxtez9XVn4BAAAQDYpfAAAARIPiFwAAANGg+AUAAEA0KH4BAAAQDYpfAAAARIPiFwAAANEo1OfXzO6XdEhSQ9Kcu2/vRFAAykHOdkitd+sGMx7um4nlY6n5WmtIQw+338+2buF+s8fXhnuy5s0Pyevnum7V0bb3LUlDh3vX59e3bS40f+tIuX1+8wwfKDB3rFjj6dxj8rT2fq6d+JCLX3X3fR3YD4DuIGeB/kG+Ah3GZQ8AAACIRtHi1yV9wczuMrOrF9rAzK42s11mtmtiYqLgwwEoKJizrfk66zM9CA9AiyWdY+emS/xsY2AZKXrZw0Xu/pCZbZa008z+xd3vaN3A3a+TdJ0kbd++vXcX3QCQcnK2NV/X1NaTr0BvLekcO7rpLHIWWIRCK7/u/lD6/7ikz0h6UieCAlAOchboH+QrUI62i18zGzWz1SduS/o1SXd3KjAAnUXOAv2DfAXKU+Syhy2SPmNJG4oBSR939893JCoAZSBngf5BvgIlabv4dff7JP1iB2MBUCJydglq4d6SXs/pZ5ozP48Frtw82gz3+Q3NRf9oJ19tTloxFe7FW0Rz7Vxp+86zZWWxXrfDDzc6FMnSzWwdDY7XcnrZbhk6GJ6vYq83eUYmw8dUw7NfdGzPeKfDOYmvaa/vOa3OAAAAEA2KXwAAAESD4hcAAADRoPgFAABANCh+AQAAEA2KXwAAAESj6McbA33tktrlwfGdzZu7FAn6iee0Jir+ANlDhzynlRWtzqJVm2tqxeTxzPGmwsdOXfXg+MiaY23F1QlbR4q1Ohs6kP28SPnPTZ5aYC1xevNgoX1vHCz2vefJ+95HxttrJyZJjcn9bc9djJHVM23NY+UXAAAA0aD4BQAAQDQofgEAABANil8AAABEg+IXAAAA0aD4BQAAQDQofgEAABAN+vwiavTxRVtKbvNrzexmvfsb4Z6hoblY3myuqcHxw23PD/WqlaR1q44Wmh+eG06qLUMH2963JA1MlNsrN2R6Q/h5qed875sGin3vRQ2PHWl7bn3D+kKPnXdMrc85JrP3CwAAAESC4hcAAADRoPgFAABANCh+AQAAEA2KXwAAAESD4hcAAADRoPgFAABANOjzCwBLZeU2+jXP7tU73ljV9lwsc7Nz0ti+0na/ZWXveuVuHAw/di0vJycmOxjN0sysKzZ/ba29XradYnvG257r2zZ3MJJTbW7zmGTlFwAAANGg+AUAAEA0KH4BAAAQDYpfAAAARIPiFwAAANGg+AUAAEA0KH4BAAAQjUJ9fs3sUknXSqpL+qC7XxPa/kd33adLapdnju9s3lwknL72jKe+LTj+xa++sUuR9J/QMSXFfVzNt9ScjZaF1wU8r81vzvxcjexevWNzp7U9F/1lqfnqjYYaBw6UFs/Wkd71+d00cLDQ/MbUwx2KZGH1QJ/h42ubwbm1nHXItfVwn9+6DQbHi2pM7m977szW0Q5Gcqp2j8m2X6HNrC7pfZKeJel8Sc83s/Pb3R+AcpGzQP8gX4HyFFmeeJKkH7v7fe5+XNKNki7rTFgASkDOAv2DfAVKUqT4PUPSAy1fP5jeB6CayFmgf5CvQEkKXfO7GGZ2taSrJWmFVpb9cAAKIF+B/kLOAktXZOX3IUlntXx9ZnrfSdz9Onff7u7bBzVc4OEAFJSbsyflq5GvQA9xjgVKUqT4/Zak88zs0WY2JOlKSbd1JiwAJSBngf5BvgIlafuyB3efM7NXSfoHJW1Yrnf3H3QsMgAdRc4C/YN8Bcpj7t3rCWlmE5J2t9y1UdK+rgWwNFWOTap2fMS2eGe7+6ZeB7GQPstXqdrxEVv7qhRfZfNV6rucJbb2VTm+qsW2YM52tfg95cHNdrn79p4FEFDl2KRqx0dsy1PVn7sqx0ds7at6fFVW5eeO2NpX5fiqHFsrPt4YAAAA0aD4BQAAQDR6Xfxe1+PHD6lybFK14yO25anqz12V4yO29lU9viqr8nNHbO2rcnxVju0RPb3mFwAAAOimXq/8AgAAAF3Tk+LXzC41sx+a2Y/N7PW9iCHEzO43s++b2XfMbFePY7nezMbN7O6W+9ab2U4zuzf9f13F4nuzmT2UPn/fMbNn9yi2s8zsH83sn83sB2b2mvT+yjx//aLKOVulfE3jqWzOkq9xqHK+StXKWfK1UHx9m7NdL37NrC7pfZKeJel8Sc83s/O7Hcci/Kq7X1CBlh07JF06777XS7rd3c+TdHv6da/s0KnxSdJfpM/fBe7+uS7HdMKcpNe6+/mSLpT0yvRYq9LzV3l9krNVyVep2jm7Q+TrstYn+SpVJ2d3iHxtV9/mbC9Wfp8k6cfufp+7H5d0o6TLehBHX3D3OyTtn3f3ZZJuSG/fIOm5XQ2qRUZ8leDue9z92+ntQ5LukXSGKvT89QlydgmqnLPkaxTI1yUgX9vXzznbi+L3DEkPtHz9YHpflbikL5jZXWZ2da+DWcAWd9+T3h6TtKWXwWR4lZl9L33bpudveZjZOZKeIOlO9cfzVyVVz9mq56tU/WOOfF0+qp6vUvVzturHXKXyVeq/nOUP3hZ2kbv/kpK3jV5pZr/S64CyeNKuo2otO/5G0rmSLpC0R9K7exmMma2SdIuk33f3g61jFX3+sDR9k69SJY858hXd1jc5W8FjrlL5KvVnzvai+H1I0lktX5+Z3lcZ7v5Q+v+4pM8oeRupSvaa2TZJSv8f73E8J3H3ve7ecPempA+oh8+fmQ0qScqPufun07sr/fxVUKVztg/yVarwMUe+LjuVzlepL3K2ssdclfJV6t+c7UXx+y1J55nZo81sSNKVkm7rQRwLMrNRM1t94rakX5N0d3hW190m6ar09lWSbu1hLKc4cdCnfkM9ev7MzCR9SNI97v6elqFKP38VVNmc7ZN8lSp8zJGvy05l81Xqm5yt7DFXlXxNY+nbnO3Jh1ykrTn+UlJd0hxHSJkAAAC3SURBVPXu/vauB5HBzB6j5DdRSRqQ9PFexmdmn5B0saSNkvZKepOkz0r6pKRHSdot6Qp378lF8RnxXazkLRmXdL+kl7Vc/9PN2C6S9GVJ35fUTO9+g5Jrkirx/PWLquZs1fJVqnbOkq9xqGq+StXLWfK1UHx9m7N8whsAAACiwR+8AQAAIBoUvwAAAIgGxS8AAACiQfELAACAaFD8AgAAIBoUvwAAAIgGxS8AAACiQfELAACAaPw/fN1h330OKZIAAAAASUVORK5CYII=\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2819,10 +3295,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 9\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2832,10 +3315,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 10\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2845,10 +3335,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 11\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2858,10 +3355,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 12\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2871,10 +3375,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 13\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2884,10 +3395,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 14\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2897,10 +3415,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 15\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2910,10 +3435,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 16\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2923,10 +3455,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 17\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2936,10 +3475,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 18\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2949,10 +3495,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 19\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "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\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2962,10 +3515,17 @@
             "needs_background": "light"
           }
         },
+        {
+          "output_type": "stream",
+          "text": [
+            "Step 20\n"
+          ],
+          "name": "stdout"
+        },
         {
           "output_type": "display_data",
           "data": {
-            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAD0CAYAAACSGU5oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de5zddX3n8ffnzDVzSUKSgZAbIYEQE8AgkbsVW1Fo7WIvoD5sF7d9lLrqo+0Wd7UWrFW7pa71sltXi8oj1CoqaCu7VWtgraARakCUACEhkCu5XyeZzO2cz/5xfmknYX6f32Rmzplz5vd6Ph55ZOa8z++c75z5fc75zG9+8znm7gIAAADyoDDRCwAAAACqheYXAAAAuUHzCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwBQh8xslZl9NPn4NWb23Chv53Nmdsf4rg4AahfNbx0zs81m9voK38eHzOzvK3kfQK0ws7ea2WNmdszM9iQfv8vMLMlXmVm/mR01swNmttrMlk70ut39EXe/IOt6ZvYOM/vhKdu+090/UrnVAbXJzK4xszVmdjip5x+Z2auT7GW1Ms73fXNy3z1m9i/D5L9qZuuS55o1ZrasUmvJI5pfAJBkZrdJ+rSk/yFptqSzJL1T0tWSmodc9WPu3iFpnqQ9klaNw303jvU2AIycmU2V9H8l/S9JMyTNlfTnkvqqtIQDkj4l6c5h1na+pC+r/PwzXdL/kfQAzxPjh+Z3EjjxE6qZfdzMDprZi2Z2w5D8X8zsL83sX83siJl9y8xmJNm1Zrb9lNvbbGavN7PrJX1A0luSnz5/Vt2vDKgOM5sm6cOS3uXu97t7t5f91N3f7u4ve0F09x5JX5F0YcptrkpOKVhtZt1m9gMzO2dI7mb2bjPbKGljctmbzOxJMzuUHO25eMj1LzGzJ5Lb+pqk1iHZSXVsZvPN7JtmttfM9pvZ35jZKyR9TtKVST0fGrLOjw7Z9vfM7PnkSNgDZjbnlDW/08w2Jmv8zImj4kCdWSJJ7n6vuxfd/bi7f8/dfx7USkvyOrvVzHYn9T0lya41s+1m9gEz25e8jr497c7d/UF3/7qkl4aJ3yjpEXf/obsPSvorlZvz147vQ5BfNL+Tx+WSnpM0S9LHJH3xlBel/yjpdySdLWlQ0v/MukF3/66k/y7pa+7e4e6vHPdVA7XhSkktkr410g3MrEPS2yX9NLja2yV9ROW6fFLlozlDvVnl2l1mZpdIulvS70uaKelvVT7a02JmzZL+UdKXVD5KdZ+k30hZV4PKR7S2SFqo8ovmV939WZWPJP04qefpw2z7i5L+UtLNKj9XbJH01VOu9iZJr5Z0cXK9NwZfP1CrNkgqmtk9ZnaDmZ1xIghq5U6Vm+YVks5TubY+OOQ2Z6tc63Ml3SLpLjPLPB0phZ3ysSnlB22cPprfyWOLu3/e3YuS7lH5heusIfmX3H2dux+TdIekm5MXSQDlF6x9yVEWSVJy5PWQmR03s18Yct33JkeCnpfUIekdwe3+k7s/nBw5/lOVjyTNH5L/pbsfcPfjkm6V9Lfu/lhyJOoelX8Fe0Xyr0nSp9x9wN3vl/STlPu8TNIcSf/V3Y+5e6+7j/TcxbdLutvdn0jW/CfJmhcOuc6d7n7I3bdK+r7KjQBQV9z9iKRrJLmkz0vam/ym46zhrp8cTLpV0n9JarZb5YNDbz3lqne4e5+7/0DSP6n8A+LpelDSa5Ojyc0q/wa2WVLbKG4Lw6D5nTx2nfgg+XWsVH5hPmHbkI+3qPxCOqsK6wLqwX5Js4aeU+fuVyVHfPbr5OfKj7v7dHef7e7/wd03Bbf7b3Xn7kdVPs9vznC5pHMk3ZY03IeSBnt+cv05kna4uw+5/paU+5yv8g/Dgyl5ZM7Q203WvF/lI1kn7BrycY9Ofp4B6oa7P+vu73D3eSofVZ2j8nm4w+lSufl8fEh9fje5/ISDyQGmE7bo5Hof6brWq3zk+G8k7VT5tfoZSduj7TByNL/5MfRo0wJJA5L2STqmIT9NJkeDhxbz0BdbYLL6scpHWW8c59v9t7pLTpOYoZPP8RtaX9sk/UXSWJ/41+bu96r8Ajj3lFOZFqTc5zZJC1L+OCarnl9SuQk/seZ2lU/B2JGxHVDXkoZzlf791IJTa2WfpOOSlg+pz2nJH7+ecEZSMycs0PDn9I5kPfe7+4XuPlPSn6l8ClPab3twmmh+8+O3zGyZmbWp/Ic99yenSGyQ1Gpmv2JmTZJuV/ncxxN2S1poZuwrmLTc/ZDKf+n9v83sN82s08wKZrZCUnvG5pFftvI4pWaVz/191N23pVz385LeaWaXW1l7UpedKjfng5L+wMyazOzXVT69YTj/qnKzfGdyG61mdnWS7ZY0L1nPcO6V9J/MbIWZtaj8a93H3H3z6X7hQC0zs6VmdpuZzUs+ny/pbZIeTa5yUq24e0nlGv2kmZ2ZbDPXzE495/3PzazZzF6j8vnx96Xcf4OZtUpqlFRI6rRpSH5pcp0uSXdJeiBp0DEOaGjy40sq/1S7S+W/Ev8DSXL3w5LeJekLKh/dOaaTf7VyonD3m9kT1VosUG3u/jFJfyzpv6n8wrdb5T86e5+kNaO82a+ofNTmgKRLJf1WcP9rJf2eyr/qPKjyOcXvSLJ+Sb+efH5A0lskfTPldoqSflXlP8jZqnI9vyWJ/5+kpyXtMrN9w2z7oMp/E/ANlRvoxXr5OY3AZNCt8h+bPmZmx1RuetdJui3Jh6uV96lcl4+a2RGVz80d+gdtu1Su3ZeUjCoLGtbfVvlI8mclvSb5+PND8k9LOqTyH7IfVPm5AePETj6FDJORlQdo/727f2Gi1wLkhZmtkrTd3W+f6LUAqCwzu1bl19l5E70WZOPILwAAAHKD5hcAAAC5wWkPAAAAyA2O/AIAACA3aH4BAACQG8MNQa+YZmvx1mBk5pJLF1VxNagXGx5/Icxreb/JWnu3Du5z967wShOk2Vq91cYy4haYXLr9QM3Wq5T9Gtt/dlzPHdOOh3lXU3eYT7H0LIhGpJjx/izFjFM4SxkrKGTcfoNlbT/6r7CUcd99Ht/23oHOMD96eEqYN+88FuZZ+82Uqb2pWWdjX7ht92BLmB8/0hrmWWtPe42tavPbqnZdbr+Umq9eO+wsaOTcdYWbwryW95ustT/o96e9Re2Ea7V2XdFyw0QvA6gZq3u/XLP1KmW/xm699apw+yt++akwf89ZD4X5K5rSs5Zh33Dw32U1gEdLcRN1qFQK816Pf9HdavH20wvx9llfX6Qv453INw4GD6ykz+7+xTB/9NsXhfmCD8djzLP2m4ve8Fxq9toZG8Jtf3BgSZg/9b0Lwjxr7WmvsZz2AAAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkRlVHnS25dFFNj6VCbVpdqt99JmvtljE7EgBGqn9Ouza/68rUvLi4J9x+cdveMO8sDIR5gzWnZlmjzA6X0mfFStJzA/Gs2jU954f5tt4ZYT6/9UCYv7J1a5jPboxnIEcaMmYED3hDmM9tPRRvf0E8v3nzR9L3GSl7vzmvPX2/md14eNTbStITS+eHedbadfv9w17MkV8AAADkBs0vAAAAcoPmFwAAALlB8wsAAIDcoPkFAABAbtD8AgAAIDdofgEAAJAbVZ3zCwAAKmPqtB698Ya1qXnWLNvXtG0I865CPI+2EBxPK6kUbru3GN/2g90XhvnfPXV5mDe+2BrmgwvjOcOXL9oc5rNajqZmfaW41ZrfejDML5yyPcxXtr8Y5m0X9Yf5rgumhnnWfnN526bUbHbDsXDbrsYjYX7GxfH225bE85ufv334yznyCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkBs0vAAAAcoM5vzXiusJNYb66dF+VVgIAqEddjd36z7N+kJq3Wjxrd0ZDQ5i3WUuYF5Q+q3fAPdy2x+N2ZFPPrDBvWT8lzOd/dE2Y7/zjq8L80eKiMNfR9PW37Isf1/7zjof5W5Y/Hua/Mu3JML9x6t4wz9JmxTCfXkg/jtpiTeG2XYWeMJ/f+bMw7+2Ij+F+JuVyjvwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkBs0vAAAAcoPmFwAAALlB8wsAAIDcyJzza2bzJf2dpLMkuaS73P3TZjZD0tckLZS0WdLN7n6wckud3CZyji8zhicP6hWoL+NZsy1mWtSUPle1kHG8K5rTK0kNNvrjZQ0Zt91mA2G+uG1fmK95RTwrd/NHrgzz/lmDYR6vXurclD7Ld/Yn4xnD2/8knjG8bv6cML+6c0OYz2+MZ+nOKMStYFPGfOdGpX/tWftMS8Z8545CPB+6pHh2dZqR7MmDkm5z92WSrpD0bjNbJun9kh5y9/MlPZR8DmBiUa9AfaFmgSrLbH7dfae7P5F83C3pWUlzJd0o6Z7kavdIenOlFglgZKhXoL5Qs0D1ndbvMMxsoaRLJD0m6Sx335lEu1T+lc1w29xqZmvNbO3evWN7iz0AIzfWeh3w3qqsE0DZWGt23/74bWgBlI24+TWzDknfkPRH7n5kaOburvK5Si/j7ne5+0p3X9nV1TWmxQIYmfGo1yZrrcJKAUjjU7OzZqafewng342o+TWzJpWL8svu/s3k4t1mdnaSny1pT2WWCOB0UK9AfaFmgerKbH7NzCR9UdKz7v6JIdEDkm5JPr5F0rfGf3kATgf1CtQXahaovsxRZ5KulvTbkp4ysyeTyz4g6U5JXzez35W0RdLNlVkiKo1RZpMK9QrUl3Gr2YJMLZY+6qyWTS/EI6uu6XguzBsuird/acn0MG8uxKPO9vV1hPmawqLUrPi+eJRZMeMMs037Zob5w1OXhvn0aU+EeVtTPCYua58a0wi8jG2zT+QZ3ak+mc2vu/9Q6SPufmlU9wqgIqhXoL5Qs0D18Q5vAAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBujGTOLwAAQGjAi6lZT2kg3Lbb06a9lbVavP1lbZvi7Tvi7dutP8z3FjvDfO6UQ6nZP3UsD7fVuqlhXHhsWph/o/eSMO+8qDfMZ0yN5wB3ZsxgHu2sXUkqenzbpeHf1XtInrW24XHkFwAAALlB8wsAAIDcoPkFAABAbtD8AgAAIDdofgEAAJAbNL8AAADIDZpfAAAA5AZzfjFm1xVuCvPVpfuqtBIAQKVEc3wl6WipLzV7ZqA13HZNz/lhvuX4rDCf3XI4zK9s3xjmXY3xnN+zGvaHuTqfTY02zuoKN13fF8/xnfOxNWG+7Y6rwnzDojPDvKczbgWLHs/aLQazdrPm9PZ4/LgfKMb7XK+P7hguR34BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBuMOcXY8YcXwCofUVPn8cqjX0m60tFS80e7L4w3PZLT18W5g2bpoR5cVFvnF8YH+ubM21tmM9uCGOd03gwNXvV9G3htj9fPjfMt34onuPbl/G1n9sWzyhus8Ewz2oVo/0mmv0sSc8NtIT5Iz1Lwnxb74wwl+4d9lKO/AIAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNzInPNrZndLepOkPe5+YXLZhyT9nqS9ydU+4O7frtQi68F1hZvCnFm4qBZqFqgf41mvLteAF1PzrDm9B4rp20rSgVJzmG8emJWaPXVkTrht8zNtYT7/o2vCfOsH41m4mxfPDPOeqXE7VLD4selqSJ+h/LqOZ8Jtmy6Kb3vL+fHa57WkzxiWpKvaN4b59ELW/Oc47wn2uWj2syQ9eHR5mK9ad0WYZ81/Hsuc31WSrh/m8k+6+4rkHy+iQO1YJWoWqBerRL0CVZXZ/Lr7w5IOVGEtAMYBNQvUD+oVqL6xnPP7HjP7uZndbWZnjNuKAFQKNQvUD+oVqJDRNr+flbRY0gpJOyX9ddoVzexWM1trZmv37t2bdjUAlTWimh1arwMev188gIoZ3Wvs/vjcUQBlo2p+3X23uxfdvSTp85IuC657l7uvdPeVXV1do10ngDEYac0Ordcma63uIgFIGsNr7MyG6i0SqGOjan7N7Owhn/6apHXjsxwAlUDNAvWDegUqaySjzu6VdK2kWWa2XdKfSbrWzFZIckmbJf1+BdcI4DRQs0D9oF6B6stsft39bcNc/MUKrKWuMccXw8ma/1wJ1CxQP8azXotyHS31pebPDbSE2z/SsyTMXzwen7pY9PSZrv2luN04viieQbzlw1eG+eB5PWG+cMr+MG+zwTBvymiXWgvp+bKm+O8n5kz9aZj3dMansxTkYd5s8Zze7uD7JkkHBuPbj+wYnBrm64/ODvOm9fH85wUfjuc/P59yOe/wBgAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkBs0vAAAAciNzzi+A0cua/2wWz1dEZUz04+4++rmZQJpBl/aW0vetB48uD7dfte6KMG98fkqY980bSM0uWrw93Pb1y58Nc8VL17zWg2F+ZfvGMO8sxLNwGzKeMxqVPot3aiGe09tRiJ8P+jz9cZWk7lIxzDcOdoT5Yz2Lw3xb74wwP7O5Oz1rOhJuO6P5WJj3Lzke5ps/Es9/1u33D3sxR34BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBuTKo5v9cVbgrzrJmrACaHiZ7jW1HBHNcRKUzixybnijJ1l5pS8009XeH2TevbwnzBh9eE+bbbr0rNGs+LZ9FeO319mE9viOfBDnjczpQyjvXtK6Y/bpLUbP1hPq3QnJpFM4AlqaC4JgsZaz9UivOHjy4N86z5zg2b4vnOg+f2pma/snRduO2F7TvC/MyL02cIS9KepZ1h/vztw1/OkV8AAADkBs0vAAAAcoPmFwAAALlB8wsAAIDcoPkFAABAbtD8AgAAIDcm1agzRpnlEyPuMO4KGccFskapeTyOzEqlePNikHu8baZ44pRkGV87o9JqlsnVZOn7x9zWQ+H2/UuOh/nmj1wZ5sXFPanZsqm7wm1nNhwN8/3FjjD/0ZHzw/ylnmlhfn7nnjC/bmo8smtZ88HUbHohbrWaLB6FNpBRtD0ZY94qPeJu6wfTR9wdWNQebrtw+t4wv3rKpjAvKH6u/UzqdgAAAEBO0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkBs0vAAAAcoPmFwAAALmROefXzO6W9CZJe9z9wuSyGZK+JmmhpM2Sbnb39CF3QAUxx/dk1KzkWXN2G+K5mtaY8dTYNMYR6QODcd7fnxqV+jMG9Y5xDnDGyFGpxBzg8TSe9VpUQYdKran5ktad4fZvWf54mO9fEs9sPaf1QGr2yrYt4bZFxfvNw4eXhPn3Hr8ozDs3xjX7s+Xzw3xgRcYs3mnpc4C7GrrDbTttIM4LcU03ZcwdXzhlf5g/sjR9PrM0tvnOSzvi+c5zG4+E+TmN8dfWZKN7Lh7Jkd9Vkq4/5bL3S3rI3c+X9FDyOYDasErULFAvVol6Baoqs/l194clnfrj3I2S7kk+vkfSm8d5XQBGiZoF6gf1ClTfaM/5PcvdT/z+ZJeks8ZpPQAqg5oF6gf1ClTQmP/gzcsn16WeYGdmt5rZWjNbu3dv/B7OACovqtmh9TrgvVVeGYBTnc5r7OH9GeeDA5A0+uZ3t5mdLUnJ/3vSrujud7n7Sndf2dXVNcq7AzBGI6rZofXaZOl/OAOgokb1GjttZtZfKwKQRt/8PiDpluTjWyR9a3yWA6BCqFmgflCvQAVlNr9mdq+kH0u6wMy2m9nvSrpT0nVmtlHS65PPAdQAahaoH9QrUH2ZA9Lc/W0p0S+N81py7YbF7w3z72z6eJVWgnpXNzVbimfxjoU1xD/XW0tLnHfE80y9Y0qcZ80R7kuf4ytJduRoalY4HM/FLPWO7VxtL8bnjTIHeHyNZ70eGGzXV/dfkZpPb4znuS6d8lKYL5iaPsdXkjoL6fvegMc7zpO9C8L82YOzw7xjU9zOnP2JNWHu770qzB/uWhzm+/o6UrOCxXN6F0yJRzhf2bExzBc2xtu/tmN9mLdd3Bfm25bMCPP5wXzn17RtCLed0xC/DrRYc5g3ZT4hDY93eAMAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkBs0vAAAAcoPmFwAAALmROecX1cEcX+AUHs/GDDVlzPGdPjXM++fFcy17ZsezJwfa4uMKTT3x19b+Uvr6mrY0hdv63n1x3hfP9JTHczc9Yz7zKMduYhx0H27TQ9+9JDUfPDeeAf22C+Pv7ZLm3aNal5Q9x/eB3a8M8+27zgjz1rjk1XfDq8O8fWdck/ufiZ8THm1KX1/zwfj54JEFA2F+5FXxW83/1sx4hvF5TfFs8HMafxbmvR3x+luDOcbTC/G2HYX4GzfaOb5ZOPILAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQGzS/AAAAyA2aXwAAAOQGzS8AAAByo6pzfjc8/oKuK9yUmq8u3VfF1eCE11/90TB/8Ee3V2klmFQy5sFmzfGN5slaU/zUVWhvC/OBOfHM0P0XxnM1D70iXrvNiOep+uF4TvDU9enr7yqcGW7bPDgY5sV9+8Pci8UwR+1qfumYFt7x49R86wevCrffujiuiyMdcV10l6akZv+4a0W47Ys/jucAn7EljOWFjPnUDRbf/s8OhXlD/7QwLwRl0/bNeA7vztvi78vmC2aGee+MePZ3ZyF+Tmi1+Pm0mDH7u6T058NCxjHWaNvyfcfftwYb3TFcjvwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkBs0vAAAAcoPmFwAAALlB8wsAAIDcqOqc3yWXLtLqtZNzlu/Vv/nxMP/R/e8d0+3f9/ylYX7TeY+P+raZ44t6Yw0NYe4d8ZzfY3Mz5vgui2dPXnf5z8P8DdOfDvN/PbYozL/esjI1azkcr33m/ngeqR3rCXMdPx7nqFn9c9q1+V1XpubFxfH3/ty2eAZ0s8UzoPcXO1KzHYfj/XLahjDWGfekzy+WJFt5YZwPxGsvrVsf5m1nXBLmhxel1+WRP4zn+HZfMBDmizr2hflU6wvzBsWzcrP0eTwn+EAp/fmy1+Pn6raMfWp6IT5G21FoCfM0HPkFAABAbtD8AgAAIDdofgEAAJAbNL8AAADIDZpfAAAA5AbNLwAAAHKD5hcAAAC5MaY5v2a2WVK3pKKkQXdPH045yVV6ju9vdBwZ0+0DUn3VrBWC2ZQZc37V0hzG/R3x3MuGmb1hnjXHN6teZzbEc4K/M+sVqVl/5xnhtqWWpjAvNMZP+24Zx0Q8noGM8XO69Tp1Wo/eeMPa1Hx+64Hw/l495cUw7yzEddFXSt/33OOa65kd5y2/fnmYdz53KMyLTz8X5lkKffGs277p6es/8op42+VLtof5FR2bwnxWQzwnuKD4+bC71B/mzw1MCfMfHrsgNdvSOzPcdl7LwTB/bcezYX5B0+jmko/Hm1y8zt3jCcwAagk1C9QP6hUYZ5z2AAAAgNwYa/Prkr5nZo+b2a3DXcHMbjWztWa2du/evWO8OwBjFNbs0Hod8PhXnAAq7rReY48fpGaBkRjraQ/XuPsOMztT0mozW+/uDw+9grvfJekuSVq5cqWP8f4AjE1Ys0PrdWphJvUKTKzTeo09cxk1C4zEmI78uvuO5P89kv5B0mXjsSgAlUHNAvWDegUqY9TNr5m1m1nniY8lvUHSuvFaGIDxRc0C9YN6BSpnLKc9nCXpH8zsxO18xd2/Oy6rAlAJ1CxQP6hXoEJG3fy6+wuSXjmOa8m1m857PMyz5gDfNJ6LwaSUq5otxbNoG3vjUyMHD8dzMb9/OH0Ob1k8m3JN93lh3r2nIzU780i89kJ/PFNUxWKcZ8maAxzNZ8aIjaZeZzV263dm/jA1b7H4e99eiOtmV7ElzDcePzM1O7arPdx25v54v+6dFu93pWXTw3yqLY23X7c+zBuOxbNw23elP3Y9czLmkmfobIhn2bZaXHMlxd/XvcV4++8fXRbmq9ZdkZo1bWgLt+1fHH9tfRfHbeqMaT8J8zSMOgMAAEBu0PwCAAAgN2h+AQAAkBs0vwAAAMgNml8AAADkBs0vAAAAcmOsb2+cG9ef/e4w/+7Oz1T0/rNGoWW55J2fSM1++rk/HtNt17PrCvGQuNWl+6q0EpyWjHFddjQen9O2ayDMp66PRzp9u7gizL8zLR4N5AfjUWrT16ePRpr6Yk+4rR04HOal/nhkkzwei5Q56gx1q5jx5sg9pbgutvekjxvr2By3GzO/sCbMD95yZZgfOSdrnNi0MO1sWR7mGVWhzq89mpr1d8Rr3728M8x7S/HzxYDH37gBj8cfbhmcGeZPHJof5s1Pp48zm/8X8fd12x1XhfmL58Vr65k6ujaWZzEAAADkBs0vAAAAcoPmFwAAALlB8wsAAIDcoPkFAABAbtD8AgAAIDdofgEAAJAbzPkdoUrP8a20PM/yjTDHt4IKFuelMfzsXYqnbnpPPAu3ZfuhMO/yeCZo+6547maxuTXMm4/G62/b0Z2aNe7YH25bOhh/baX+eMaxZX3fULP2DXbq7v3XpOZzW+J945Ipm8O8weL9dkH7wdTsp0vi+dI73h/Pe+2bHs+yLTVnPCc0xHOAj86Ja744JYzV8Jr09fecHa99eWc8m7uzEM8t78mYz7yj2BHmD3dfEOYb9p0Z5sXW9AXseF/8fe1fGn9tS9r3hHlnIX4+S8ORXwAAAOQGzS8AAAByg+YXAAAAuUHzCwAAgNyg+QUAAEBu0PwCAAAgN2h+AQAAkBvM+QVQd9wzBlv29oWxHYjnnbZkzMJtfime85s149iOx+vz7qOpWfHosXjb/niearZ4Hipq15HDbfrn76xMzYuL45mqb18e79ev63g2zH9x6jOpWdul8X755OJ5Yb714Blh3vf81DBv3R8/ZxybF9dscWl6TUrS7DPSZ3O/atq+cNvXTY8f1/mN8Rzg7lJTmH+/e1mYf5LfK5IAAAZmSURBVP2ZS8O89ecZQ447gsf28njtN5/7VJi/riN9n5KkrlHOJefILwAAAHKD5hcAAAC5QfMLAACA3KD5BQAAQG7Q/AIAACA3aH4BAACQGzS/AAAAyI0xzfk1s+slfVrlwZBfcPc7o+tvePwFXVe4KTVfXbpvLMupa2/suCXM//noPVVaSf2J9ikp3/vVqU63ZitqlPMZR6RYDGM/3htvPzgY55Zx3MBLYVwaiG/fgznDnvG1ZbGGjDm+WV9bJb9vOMnp1mvzS8e08I4fp+ZbP3hVeH9bF80I86bOeL9d0bInNVvYdCDcdumUl8L8K355mG87OC3MZ35hTZgf/5P4sVnQFa//N+Y8kZpd3LIt3HZOYzx/uc3imnthMK7ZTT2zwrx5fTzHd+5fxY/dtj9Nf+yWzErfJyTp2s54xvH5TfFj01FoDfM0oz7ya2YNkj4j6QZJyyS9zcziScoAJgw1C9QP6hWonLGc9nCZpOfd/QV375f0VUk3js+yAFQANQvUD+oVqJCxNL9zJQ09lr89uQxAbaJmgfpBvQIVMqZzfkfCzG6VdKsktaqt0ncHYAyoV6C+ULPA6RvLkd8dkuYP+XxectlJ3P0ud1/p7iub1DKGuwMwRpk1e1K92uj+kADAuOA1FqiQsTS/P5F0vpmda2bNkt4q6YHxWRaACqBmgfpBvQIVMurTHtx90MzeI+mfVR7Dcre7Pz1uKwMwrqhZoH5Qr0DlmLtX787M9kraMuSiWZL2VW0Bp6eW1ybV9vpY28id4+5dE72I4dRZvUq1vT7WNnq1tL6arVep7mqWtY1eLa+v1tY2bM1Wtfl92Z2brXX3lRO2gEAtr02q7fWxtsmp1h+7Wl4faxu9Wl9fLavlx461jV4tr6+W1zYUb28MAACA3KD5BQAAQG5MdPN71wTff6SW1ybV9vpY2+RU649dLa+PtY1era+vltXyY8faRq+W11fLa/s3E3rOLwAAAFBNE33kFwAAAKiaCWl+zex6M3vOzJ43s/dPxBoiZrbZzJ4ysyfNbO0Er+VuM9tjZuuGXDbDzFab2cbk/zNqbH0fMrMdyeP3pJn98gStbb6Zfd/MnjGzp83sD5PLa+bxqxe1XLO1VK/Jemq2ZqnXfKjlepVqq2ap1zGtr25rturNr5k1SPqMpBskLZP0NjNbVu11jMDr3H1FDYzsWCXp+lMue7+kh9z9fEkPJZ9PlFV6+fok6ZPJ47fC3b9d5TWdMCjpNndfJukKSe9O9rVaevxqXp3UbK3Uq1TbNbtK1OukVif1KtVOza4S9TpadVuzE3Hk9zJJz7v7C+7eL+mrkm6cgHXUBXd/WNKBUy6+UdI9ycf3SHpzVRc1RMr6aoK773T3J5KPuyU9K2muaujxqxPU7Gmo5ZqlXnOBej0N1Ovo1XPNTkTzO1fStiGfb08uqyUu6Xtm9riZ3TrRixnGWe6+M/l4l6SzJnIxKd5jZj9Pfm0z4b/yMLOFki6R9Jjq4/GrJbVes7Ver1Lt73PU6+RR6/Uq1X7N1vo+V1P1KtVfzfIHb8O7xt1fpfKvjd5tZr8w0QtK4+VxHbU2suOzkhZLWiFpp6S/nsjFmFmHpG9I+iN3PzI0q9HHD6enbupVqsl9jnpFtdVNzdbgPldT9SrVZ81ORPO7Q9L8IZ/PSy6rGe6+I/l/j6R/UPnXSLVkt5mdLUnJ/3smeD0ncffd7l5095Kkz2sCHz8za1K5KL/s7t9MLq7px68G1XTN1kG9SjW8z1Gvk05N16tUFzVbs/tcLdWrVL81OxHN708knW9m55pZs6S3SnpgAtYxLDNrN7POEx9LeoOkdfFWVfeApFuSj2+R9K0JXMvLnNjpE7+mCXr8zMwkfVHSs+7+iSFRTT9+Nahma7ZO6lWq4X2Oep10arZepbqp2Zrd52qlXpO11G3NTsibXCSjOT4lqUHS3e7+F1VfRAozW6TyT6KS1CjpKxO5PjO7V9K1kmZJ2i3pzyT9o6SvS1ogaYukm919Qk6KT1nftSr/SsYlbZb0+0PO/6nm2q6R9IikpySVkos/oPI5STXx+NWLWq3ZWqtXqbZrlnrNh1qtV6n2apZ6HdP66rZmeYc3AAAA5AZ/8AYAAIDcoPkFAABAbtD8AgAAIDdofgEAAJAbNL8AAADIDZpfAAAA5AbNLwAAAHKD5hcAAAC58f8BOeYvpEXqxQoAAAAASUVORK5CYII=\n",
+            "image/png": "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\n",
             "text/plain": [
               "<Figure size 864x288 with 3 Axes>"
             ]
@@ -2991,7 +3551,7 @@
       "cell_type": "code",
       "metadata": {
         "colab_type": "code",
-        "outputId": "342f9081-f257-49bd-8297-b37ca93fc60a",
+        "outputId": "fa3d66eb-6ab7-4b40-a0bb-19de2448b546",
         "id": "xXHUL1h0b6ho",
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -3017,6 +3577,19 @@
           }
         }
       ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "UyukUU5dCk7v",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "source": [
+        ""
+      ],
+      "execution_count": 0,
+      "outputs": []
     }
   ]
 }
\ No newline at end of file