tfp_linreg_exp_with_ani).ipynb

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      "name": "tfp_linreg_exp.ipynb",
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      "source": [
        "!pip install tensorflow-gpu==2.0.0-alpha0\n",
        "!pip install tfp-nightly"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting tensorflow-gpu==2.0.0-alpha0\n",
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            "Installing collected packages: google-pasta, tb-nightly, tf-estimator-nightly, tensorflow-gpu\n",
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    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "y6LqwiGH3T5h",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "import tensorflow as tf\n",
        "\n",
        "import tensorflow_probability as tfp\n",
        "tfd = tfp.distributions\n",
        "\n",
        "%matplotlib inline\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h9U8BM3OkFtu",
        "colab_type": "text"
      },
      "source": [
        "### additional material\n",
        "\n",
        "https://www.youtube.com/watch?v=BrwKURU-wpk  \n",
        "\n",
        "https://medium.com/tensorflow/regression-with-probabilistic-layers-in-tensorflow-probability-e46ff5d37baf"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DOs4MmfP3T9N",
        "colab_type": "code",
        "outputId": "d44e5d53-c770-4450-d9a1-3d7d29e0b386",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "if tf.test.gpu_device_name() != '/device:GPU:0':\n",
        "  print('WARNING: GPU device not found.')\n",
        "else:\n",
        "  print('SUCCESS: Found GPU: {}'.format(tf.test.gpu_device_name()))"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING: GPU device not found.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Xg7yfde83T_7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WhIKy0CehDRe",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "lala=tfd.Normal(loc=5,scale=6)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b9ggzkuFhbex",
        "colab_type": "code",
        "outputId": "4bd4a3f5-ea13-46da-a3f8-f2e100e6b284",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "lala.log_prob(np.array([3,5,7]))"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tf.Tensor: id=11, shape=(3,), dtype=float32, numpy=array([-2.7662537, -2.7106981, -2.7662537], dtype=float32)>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oXq8qQYy3UCs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n",
        "w0 = 0.125\n",
        "b0 = 5.\n",
        "x_range = [-20, 60]\n",
        "\n",
        "def load_dataset(n=150, n_tst=150):\n",
        "  np.random.seed(43)\n",
        "  def s(x):\n",
        "    g = (x - x_range[0]) / (x_range[1] - x_range[0])\n",
        "    return 3 * (0.25 + g**2.)\n",
        "  x = (x_range[1] - x_range[0]) * np.random.rand(n) + x_range[0]\n",
        "  eps = np.random.randn(n) * s(x)\n",
        "  y = (w0 * x * (1. + np.sin(x)) + b0) + eps\n",
        "  x = x[..., np.newaxis]\n",
        "  x_tst = np.linspace(*x_range, num=n_tst).astype(np.float32)\n",
        "  x_tst = x_tst[..., np.newaxis]\n",
        "  return y, x, x_tst\n",
        "\n",
        "y, x, x_tst = load_dataset()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "izw0ckJF4xYE",
        "colab_type": "code",
        "outputId": "18eef65f-36ae-416c-e10f-a58e2c6847f9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        }
      },
      "source": [
        "print(x.shape)\n",
        "print(y.shape)\n",
        "print(x_tst.shape)"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(150, 1)\n",
            "(150,)\n",
            "(150, 1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WH5EUbuT49H0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#x sind randmon zahlen zwischen -20 und 60\n",
        "#x test ist der range in 150 schrtten von -20 +60 \n",
        "#y = (w0 * x * (1. + np.sin(x)) + b0) + eps"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gHWXuf-g3UH5",
        "colab_type": "code",
        "outputId": "b46ebf3f-4d1f-49e9-c520-af3d2e648d98",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "source": [
        "plt.scatter(x,y)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f3ab74b42e8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        },
        {
          "output_type": "display_data",
          "data": {
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9RUQOiMj3g334SYvadr6IfEdEDgdt2xncv1JEngr26b3ByOzSicigiEyJyMO2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\n7Qf9aAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HjtX4nbdifcI",
        "colab_type": "text"
      },
      "source": [
        "### ML Estimator\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sdLi1V-7iAfN",
        "colab_type": "code",
        "outputId": "9566459c-ef1a-4204-fcaf-717bb56b53a0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        }
      },
      "source": [
        "from sklearn import linear_model\n",
        "regr = linear_model.LinearRegression(fit_intercept=True)\n",
        "regr.fit(x,y)\n",
        "# The coefficients\n",
        "a_ml = regr.coef_\n",
        "b_ml = regr.intercept_\n",
        "print('Coefficients: \\n', a_ml)\n",
        "print('Coefficients: \\n', b_ml)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Coefficients: \n",
            " [0.13523116]\n",
            "Coefficients: \n",
            " 5.128420601457348\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UFDgqnFijP0s",
        "colab_type": "code",
        "outputId": "9b55d5fa-777d-45e4-a7c0-fe98c64c7852",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "#Build model.\n",
        "model = tf.keras.Sequential()\n",
        "model.add(tf.keras.layers.Dense(1,input_shape=(1,)))\n",
        "model.compile(loss='mse', optimizer=\"adam\", metrics=['accuracy'])\n",
        "model.summary()\n",
        "model.fit(x,y,batch_size=150,epochs=12000,verbose=0)"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "dense (Dense)                (None, 1)                 2         \n",
            "=================================================================\n",
            "Total params: 2\n",
            "Trainable params: 2\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tensorflow.python.keras.callbacks.History at 0x7f3aa5aedc50>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xDOJ45drjPxo",
        "colab_type": "code",
        "outputId": "4a5884af-b040-41db-b6a8-f926ab8a6405",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "model.get_weights()"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[array([[0.13853021]], dtype=float32), array([4.9734774], dtype=float32)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gv4_woKn7hUa",
        "colab_type": "code",
        "outputId": "718615c7-0c19-49eb-8541-dc25cef0cc0a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 288
        }
      },
      "source": [
        "plt.scatter(x,y,color=\"red\") #observerd \n",
        "plt.plot(x_tst,model.predict(x_tst),color=\"black\",linewidth=3) #pred\n",
        "plt.plot(x_tst,a_ml*x_tst+b_ml,color=\"blue\",linewidth=3,linestyle=\"--\") #pred\n",
        "plt.xlabel(\"x\",size=16)\n",
        "plt.ylabel(\"y\",size=16)#pred\n",
        "plt.show()\n",
        "#plt.scatter(x_tst,model.predict(x_tst)-2,color=\"blue\") \n",
        "#plt.scatter(x_tst,model.predict(x_tst)+2,color=\"blue\") "
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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P0d33Isq1NT8i1lFZ9or9/8kniq1ZCfgYeBt4w0/wkRmt1NUwtSiMXulO23xD\ng62gzu7mAhvJo1bNxgxPd61B352Joaamxr7//e/blDFjbE26Re26+14Uc7t6xIY4lr2w+7AKpFiT\nQ3+/x0dmnkOmCS49e0ajsOrGFdFbDDFHpj2Ud22IA71sz4oKO//882369Om2adMm7yRl8qHLWsQm\nR0VSIZN/mfRh+U0O5dfnEKTWVq9tMh0v6UVDdfWu72trk9bwb2+HV16Bzyf9x84210/23ZcXaj6m\nilUJJ3sPuAb4KrAP+/Jz/om/8yxfsKK9nXvuuYeRI0dS3fGYixaljind/eXCT99IMfSf5KudvrUV\nRo+GhQu9z9LChd7P+eoHKIU+rCD5ySCFuAEfAa8Dc4DRXR0fes0hh7WCujxfPq6QMqwBtHmz2YwZ\nZpdcYjZwoPer31ddZL8H+2qnfoM7DF40+JXBlw2wQysr7QpI3jYz1fNVzSG1UuhzyGc7faH/b9Tn\n0LlM9nNQIW7APrGve+ENbTk+xTGjgTagrb6+PvhXLRtZrhVkZukTQL7+KadMSUoMq9nD7uVcO5OH\nrQ/rU4T8cFxSiN9TGfsHsGt2393mXn995o1qEp9jmXzochKhyVE5yWcBXuZ7PedL0SWHTkHBVcDl\nmY4JvUPaT3tx/Ickl0XpuvsBi533EwbZjYy1E3jWKtmWIdyVBn/emRQqwU4CuxlscXxM8Ukt/nVM\ntYMZeAVeqqQhxS+fBXihag5lkBDiFVVyAPoAfeO+fxk4LdPfhD6U1U/NIf68mf7R8/UBi533Ic7M\nEOY869gQByqsN9gZYH8F+9TP8/L7mqimUJryveJAvmucZVirLbbkcECsKelN4F1gfFd/E/ryGan+\nqXr2TN8s0FXtopsxdWyIc9ll3vdmZp/vt5+1go2ij3n7HnScepbBOINDDbDdwc4Fe3i33WxD4pDT\nrmpE8bqqTZV7H0Mpynfhmu+r+jLsDyuq5JDLLRLLZ2Tzj9uxcmjirbIy5w/Y55+b/e1vHRvi7PrT\nsWNn2GmnnWZVlZW2q9/g3wwuMW9SGjYIbAzYU2Bb41+DKVPSx9rV69VVbarEhgRKTDE3y5TJ8NV4\nSg7phHWlkKnQNPP9AVu0yOzmm81OOcWsR490p7wlLinsun0Z7Ndgs0jYNjPxNfAzEivV6zVmTPZ/\nIxIm1RyUHHYKqhqcaeRRqvu7+U/Y2mp21FGZy95dG+KM2JkQjjzySPvt979vb/funX7bzFSvQXxH\nud/tMLuqOWS7x7JIvqnPQcmhkzFjdjWdVFZmX2hlGsaZeH9VldcPkUUh296e/JATJ6abpfyadWyI\nA1hFRYUdf/zxduONN9pHH32XCFAgAAANQklEQVSUuZmostJfU0B3l/sug6uxnBVzk0ypKLP3QMkh\nnSCuFNJdIfttq+8oKOMec906s6lTzc4916ypyUsQW7ZssZkzZ9oll1xitbXDYqf4wuBJg0sN9jXA\nevbsad/5znfsrrvuspUrV2Z+rom3ID8I6nPIThletUr4lBzSCaKN0e8chy6uoJcuNbvjjtQb4px2\n2r9av+pq69xvcLpBPwOsb9++9qMf/cgefPBBW7duXXbPNV+FUVfJSDWHzsqwvVvCp+SQTndHJ3TV\nTJOhIG4He5fBNoHf2PDhXZXbv7LEDuW9wC458USbOXNm+m0z46vHWSarQEyZsqsZLf7W0bxWJlV3\nX8pwpIyET8khne5crWW6Mk7X5xB3+y6PdVFOv2FwtcFROxPC/mD/AvYS2PZMcaaKzW8NJx+FUYY9\nIQKvsRQr1RwkBEoO6XSnnTdTX0PcaKWN+x1i8zmwU6HYDjaa3yX86TaDZwwuM2jcmRCGDBli/wb2\nBiSPMEpXkKeLzU+CyHdhVAqFYD46LdXnICFQcsgk1w96hmaAFSvM7r7bbORIs+pqs699zWzHjh02\n66qr7Nf9+tlBYNBksN5gqkGLwR4GmHPOvva1r9kf/vAHmz9/vvdY2RaomZJA2Ffwxd58ks9CvMxG\nykj4lBzyIaHAnsdBdj2X27G9Xk1R/u2wAQOGWud+A2fQywCrqqqyU0891e644w5btmzZrsfIZX5B\nitjSJpMwCqNirzkUe/wicZQc8qD9vik2q9c3bBzX2GDe7aK15l2Dozslhz59+tgPfvADa21ttTVr\n1ngnTWybr6rqfKI0Q1+TRLmJIsqx+VHsNR+ROEoOebB9u1ldv81pksF2S9wQB7Da2lq74IIL7LHH\nHtu1bWaHIDcMShwlVFsbrcK3EDWW7k5uTEc1BykhSg5+pSi0Vq82u/des+ef73zokiVL7Jhj4msM\nGw2mGZxv0H9nQthvv/3ssssus+eee862bduW/rFz2TAo3XNI7EuIyv7VhZJuXacgEkSx13xE4ig5\n+BH3oV9Ao7chTsXzVlnhLVVx5plm77//vl177bU2fPjwWOF/isHdBt8z2DVJbfDgwfab3/zGXnvt\nNWtPtf5FKtluGJROqnkFHbWHcpFp7kkQ1HEsJcJvcnDescWnqanJ2tracv57M5iz9/eYvnw40zmD\ntxmadIxzmzDbE/gi5TmGDx9Oc3Mzzc3NHHLIIdkH0djobZqeSU0NTJoELS3pj3Eu/e+K9P3Nml4D\niYLWVhg/HhYtgvp6mDAh82c3BM65OWbW1OWBfjJIFG+51hyWLze79FKzffft6oJ9lsH/MdhtZ+2g\nsrLSTj75ZLvlllts8eLF2T+4n201M20YlE6mJ1Iu8l1zkNIWRM2wSJofUbNSauvWJTfPe7fNBjMs\nfkMcwKqrq23UqFE2efJkW716dU6PaWaZV3Lt7j+lmpXy2+cgpS3fWwdHbOCCkkMKa9assSlTptiA\nAXNi79tqg8kGZxr02ZkQdq+psZ/85Cf2yCOP2IYNG7J+nJTyvddu4hDYqqrIXbHkXb5GK0lpC+qz\nWSRDnpUcUrjssstiCeAYg28Y7NpGcxDYpbvtZk+PG2dbt27N+txd6moGc3cLcnWYiuQmqEK9xGoO\nFfnp8oimUaNGxb6bBbzAQQcdwK9//WtmzZrFkh07uHX9ek659lqqqqqCf/D6+vS/W7gQRo/2OrNy\n1dICH38M7e3e14h1golEVrrPZqbPbCoTJngDSOLV1Hj3F6GySg5f//rXOemkk/jd737HO++8w7x5\n87juuusYMWIEFRV5filS/ePE27TJG+UgIoUVVKHe0uKNLGxo8EbPNTR0PdIwwsp2KGsoOoa5pRu+\n6px35S8ihVUEQ1CD4ncoq5JDGNLNb2ho8JqERETyxG9yKKtmpcgosbZJESk9Sg5+tLZ6V/sVFd7X\nXDqO488xfjycd17JtE2KSOnpEXYAkZKq3RG8kUSbNnnfd4wsAv+FeWtr8jkmT1ZCEJHIUp9Dh8QC\nHLymnupqWL06+fhs+gfUxyAiEaE+h2yNH985MYD3c6rEAF7twq90x2ZzDpGoCaK5VSJLyaFDtgV1\nNhNkgppkIxIVHTXthQu9ecBBTOSUSFFy6JCuoK6t7f7IIo1OklKTrqatiZwlQ8mhQ7oCfOLE7s96\nLLGZkyJqKi19Gq3UoaOgHjt2Vz9DdfWu33W3IA/iHCJRUV+fepCFmkpLhmoOiTZv3vX96tVqRxVJ\nRU2lJU/JIZ7aUUX8UVNpydM8h3gVFan3G9aCeCJSIopunoNz7jTn3Dzn3Hzn3LhQgtCQUxERICLJ\nwTlXCdwKnA4cBpzjnDus4IGoHVVEBIhIcgCGA/PNbIGZbQUeAM4oeBRqRxURAaIzlHUfYHHcz0uA\nryYe5JwbDYwGqM9XU4+GnIqIRKbm4IuZTTKzJjNrqqurCzscEZGSFZXk8AmwX9zP+8buExGREEQl\nObwGHOSc29851xP4EfBYyDGJiJStSPQ5mNl259w/Ak8ClcBfzOzdkMMSESlbkUgOAGY2E5gZdhwi\nIlLEM6Sdc6uAFCt/+dIf+DTAcIKiuLKjuLKjuLIT1bige7E1mFmXI3qKNjl0h3Ouzc/08UJTXNlR\nXNlRXNmJalxQmNii0iEtIiIRouQgIiJJyjU5TAo7gDQUV3YUV3YUV3aiGhcUILay7HMQEZHMyrXm\nICIiGZRVcnDO/cE5975z7i3n3DTn3O5xv7sitpfEPOfcqQWO64fOuXedc+3OuaaE34UWV+zxw99n\nw4vjL865lc65d+Lu29M597Rz7sPY1z1CiGs/59xzzrn3Yu/h2CjE5pzr7Zx71Tn3Ziyuq2P37++c\nmx17Px+MrUhQcM65Sufc/zjnZkQlLufcx865t51zbzjn2mL3ReF/bHfn3EOxsmuuc+6YQsRVVskB\neBo4wsyGAh8AVwDE9o74EXA4cBpwW2yPiUJ5BzgTeDH+zrDjisw+G56/4r0G8cYBz5jZQcAzsZ8L\nbTvwKzM7DBgB/CL2GoUd2xfASWb2FWAYcJpzbgRwHXCjmX0ZWANcVOC4OowF5sb9HJW4TjSzYXHD\nRMN+HwEmAk+Y2aHAV/Bet/zHZWZleQOagdbY91cAV8T97kngmBBieh5oivs51LiAY4An08UTwuvT\nCLwT9/M8YFDs+0HAvAj8X00Hvhml2IAa4HW8ZfA/BXqken8LGM++eAXaScAMwEUkro+B/gn3hfo+\nAl8CPiLWP1zIuMqt5hDvQuDvse9T7SexT8EjShZ2XGE/flcGmNmy2PfLgQFhBuOcawSOBGYTgdhi\nTTdvACvxas3/C3xuZttjh4T1ft4E/Bro2Ji9NiJxGfCUc25ObO8YCP993B9YBdwTa4a7yznXpxBx\nRWZtpaA45/4TGJjiV+PNbHrsmPF4zQGtUYpLcmdm5pwLbeidc2434GHgn81snXMu9NjMbAcwLNa3\nNg04tNAxJHLOfRdYaWZznHMnhB1PguPM7BPn3F7A08659+N/GdL72AM4CvgnM5vtnJtIQhNSvuIq\nueRgZqdk+r1z7nzgu8DJFquTUYD9JLqKK42w97kI+/G7ssI5N8jMljnnBuFdIRecc64KLzG0mtkj\nUYoNwMw+d849h9dcs7tzrkfsKj2M9/NYYKRz7ttAb6AfXpt62HFhZp/Evq50zk3D27447PdxCbDE\nzGbHfn4ILznkPa6yalZyzp2GV50daWab4n71GPAj51wv59z+wEHAq2HEmCDsuKK+z8ZjwHmx78/D\na+8vKOdVEe4G5prZDVGJzTlXF6sx4JyrxusHmQs8B/wgrLjM7Aoz29fMGvH+n541s5aw43LO9XHO\n9e34HvgW3kCRUN9HM1sOLHbOHRK762TgvYLEVehOnzBvwHy8NvQ3Yrc74n43Hq9Ndh5weoHjasa7\nQvgCWEHnTuDQ4oo9/rfxRnb9L14TWFjv3f3AMmBb7LW6CK+t+hngQ+A/gT1DiOs4vLbqt+L+r74d\ndmzAUOB/YnG9A/xb7P4D8C4w5gNTgV4hvqcnADOiEFfs8d+M3d7t+F8P+32MxTAMaIu9l48CexQi\nLs2QFhGRJGXVrCQiIv4oOYiISBIlBxERSaLkICIiSZQcREQkiZKDiIgkUXIQEZEkSg4iIpJEyUGk\nm2JLL7wf21ynKu7+bzlvA6dfhBmfSC40Q1okAM65I4FX8DasGeecG4C3FMNsMzsj3OhEsqfkIBIQ\n59wvgT8CpwKXA0OAr5jZp6EGJpIDJQeRgMRWaH0cb4eznsA3zeyZcKMSyY36HEQCYt6V1n1AL+BN\nJQYpZkoOIgFxzg3E27jmdeArzrmxIYckkjMlB5EAxJqUJuPtyXEK3j7J1znnhoYamEiO1OcgEgDn\n3K+A64GTzOyF2M55r+A1MTWZ2eZQAxTJkmoOIt3knDsKuAa41sxeADCzrcA5QCNwQ/q/Fokm1RxE\nRCSJag4iIpJEyUFERJIoOYiISBIlBxERSaLkICIiSZQcREQkiZKDiIgkUXIQEZEkSg4iIpLk/wNb\ni0XD9fjAtQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lqe0NAeT8kG8",
        "colab_type": "code",
        "outputId": "9cdbf32c-bee7-4ca5-f9b5-343b1832990d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        }
      },
      "source": [
        "print(model.predict(x_tst)[0:3])\n",
        "np.random.normal(loc=model.predict(x_tst)[0:3],scale=1)"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[2.2028732]\n",
            " [2.2772517]\n",
            " [2.3516304]]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0.5070647 ],\n",
              "       [3.59104119],\n",
              "       [2.53217631]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yNkv3LCkGLu5",
        "colab_type": "text"
      },
      "source": [
        "## No UnC but dist as output with constant variance"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "23a6DUlokJ-7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#negloglik = lambda y, rv_y: -rv_y.log_prob(y)#define negative loglike\n",
        "def negloglik(y,rv_y):\n",
        "  return -rv_y.log_prob(y)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UGCtNSiAuVv1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def dumm(t):\n",
        "  return tfd.Normal(loc=t, scale=1)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j9uUFSqM3ULL",
        "colab_type": "code",
        "outputId": "0c36276f-bab3-4ffa-d4d0-42d00d235865",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        }
      },
      "source": [
        "#Build model.\n",
        "model = tf.keras.Sequential()\n",
        "model.add(tf.keras.layers.Dense(1,input_shape=(1,)))\n",
        "#model.add(tfp.layers.DistributionLambda(lambda t1: tfd.Normal(loc=t1, scale=1)))\n",
        "model.add(tfp.layers.DistributionLambda(dumm))\n",
        "model.summary()\n",
        "# Do inference.\n",
        "model.compile(optimizer=tf.optimizers.Adam(learning_rate=0.01), loss=negloglik)\n",
        "model.fit(x, y, epochs=1000, verbose=0)\n",
        "#model.summary()"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_1\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "dense_1 (Dense)              (None, 1)                 2         \n",
            "_________________________________________________________________\n",
            "distribution_lambda (Distrib ((None, 1), (None, 1))    0         \n",
            "=================================================================\n",
            "Total params: 2\n",
            "Trainable params: 2\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tensorflow.python.keras.callbacks.History at 0x7f3aa3842eb8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VOgP6ke-3UNo",
        "colab_type": "code",
        "outputId": "03cf4313-4541-4019-d88e-80d05d6188ee",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "model.get_weights()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[array([[0.13759382]], dtype=float32), array([5.1389112], dtype=float32)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lk9H4PgNlRI5",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#model.predict(x_tst[0:3])\n",
        "#model"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "W0vExhOVm9NP",
        "colab_type": "code",
        "outputId": "4bfb1ce4-62ee-439e-ecce-5d965b8dab25",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 221
        }
      },
      "source": [
        "print(model(x_tst[0:3]).stddev())\n",
        "print(model(x_tst[0:3]).mean())\n",
        "print(model(x_tst[0:3]).sample())\n"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "tf.Tensor(\n",
            "[[1.]\n",
            " [1.]\n",
            " [1.]], shape=(3, 1), dtype=float32)\n",
            "tf.Tensor(\n",
            "[[2.387035 ]\n",
            " [2.4609108]\n",
            " [2.5347867]], shape=(3, 1), dtype=float32)\n",
            "tf.Tensor(\n",
            "[[2.6496673]\n",
            " [3.0862494]\n",
            " [4.1200905]], shape=(3, 1), dtype=float32)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qDQ033_vldLp",
        "colab_type": "code",
        "outputId": "240f39f1-56e9-4c98-8c59-bc542fa86b95",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "source": [
        "plt.scatter(x,y,color=\"red\") \n",
        "plt.scatter(x_tst,model(x_tst).mean(),color=\"black\")\n",
        "plt.scatter(x_tst,model(x_tst).mean()+2*model(x_tst).stddev(),color=\"blue\")\n",
        "plt.scatter(x_tst,model(x_tst).mean()-2*model(x_tst).stddev(),color=\"blue\")"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f3a9ec1f470>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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utTx0EblLRJ4Vka+IyAN19jWN2fpuJrJSogv0xAkhnWduQReRJQD/FsBPAbgN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\nrW6+7AWhFQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RoRFKeNC81wU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#plt.scatter(x,y,color=\"red\") #observerd \n",
        "##for i in range(0,1):\n",
        "##  plt.scatter(x_tst,model(x_tst).sample())\n",
        "#plt.scatter(x_tst,model(x_tst).mean(),color=\"black\")\n",
        "#plt.scatter(x_tst,model(x_tst).mean()+2*model(x_tst).stddev(),color=\"blue\")\n",
        "#plt.scatter(x_tst,model(x_tst).mean()-2*model(x_tst).stddev(),color=\"blue\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yZoDooVJTXXK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#model(x_tst).prob(5).numpy()#prob for x test 5 to habe the value 5"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tkw-L_QrKPri",
        "colab_type": "text"
      },
      "source": [
        "### Case 2: Aleatoric Uncertainty"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ifujx8aXr9bP",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#x=np.arange(-10,10,1)\n",
        "#y1= tf.math.softplus(0.05*y)\n",
        "#y2=np.log(1 + np.exp(x))\n",
        "#plt.scatter(x,y1)\n",
        "##plt.scatter(x,y2)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0Z1PFDcX8GNB",
        "colab_type": "code",
        "outputId": "aeaf1637-1397-4958-9df9-df1a62098e93",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 221
        }
      },
      "source": [
        "\n",
        "#Build model.\n",
        "model = tf.keras.Sequential()\n",
        "model.add(tf.keras.layers.Dense(2,input_shape=(1,)))\n",
        "model.add(tfp.layers.DistributionLambda(lambda t: tfd.Normal(loc=t[:, 0:1],\n",
        "                                                              scale=1e-3 + tf.math.softplus(0.05 * t[:,1:2]))))\n",
        "### neu ist das softplus nun wird var mit modelliert)\n",
        "model.summary()\n",
        "# Do inference.\n",
        "model.compile(optimizer=tf.optimizers.Adam(learning_rate=0.01), loss=negloglik)\n",
        "\n",
        "\n"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_2\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "dense_2 (Dense)              (None, 2)                 4         \n",
            "_________________________________________________________________\n",
            "distribution_lambda_1 (Distr ((None, 1), (None, 1))    0         \n",
            "=================================================================\n",
            "Total params: 4\n",
            "Trainable params: 4\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gBADUdiOLZmz",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model.fit(x, y, epochs=2000, verbose=False);\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6JFwMeDoLiHu",
        "colab_type": "code",
        "outputId": "a10ec7be-cd43-4d51-e74a-152fc329269f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "model.get_weights()"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[array([[0.1265641, 1.024797 ]], dtype=float32),\n",
              " array([ 5.2150927, 20.596413 ], dtype=float32)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "prgOkWvn_90E",
        "colab_type": "code",
        "outputId": "e3f4528f-ef46-4e22-a69c-09db5fca5b52",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "print(model(x_tst[0:1]).mean())\n",
        "print(model(x_tst[0:1]).stddev())"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "tf.Tensor([[2.6838107]], shape=(1, 1), dtype=float32)\n",
            "tf.Tensor([[0.6966622]], shape=(1, 1), dtype=float32)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AbbtHqfJABjL",
        "colab_type": "code",
        "outputId": "d6d2f595-f6e8-4593-81cd-e60c4b35f557",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "print(x_tst[0:1]*0.12251923+5.202958)\n",
        "print(tf.math.softplus(0.05*(x_tst[0:1]*1.0129702 +16.956917)))"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[2.7525735]]\n",
            "tf.Tensor([[0.6139894]], shape=(1, 1), dtype=float32)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Yq-n1AzSL3si",
        "colab_type": "code",
        "outputId": "a1de2b00-7512-49f6-c3d8-a903d1405f15",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "source": [
        "plt.scatter(x,y,color=\"red\") #observerd \n",
        "#for i in range(0,3):\n",
        " # plt.scatter(x_tst,model(x_tst).sample())\n",
        "plt.plot(x_tst,model(x_tst).mean(),color=\"black\")\n",
        "plt.plot(x_tst,model(x_tst).mean()+2*model(x_tst).stddev(),color=\"blue\")\n",
        "plt.plot(x_tst,model(x_tst).mean()-2*model(x_tst).stddev(),color=\"blue\")"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f3a99c0e7b8>]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ijJHDDz9cxo8fL3PmzKkvdJVKosnZTrVQphNpkOVi7LLJoaSkRMrLy5O2vcZK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\noIKuKIqSIaigK4qiZAgq6IqiKBnC/wOKzEi/CjzgSAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yAz5z_X1Koye",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import matplotlib.animation as manimation"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d-3oV0yfHV_6",
        "colab_type": "code",
        "outputId": "ec04c955-4cff-41ed-be03-a00e2d37b6a9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 447
        }
      },
      "source": [
        "i=30\n",
        "plt.figure(figsize=(20,16))\n",
        "plt.subplot(2, 2, 1)\n",
        "plt.scatter(x,y,color=\"red\") #observerd \n",
        "plt.plot(x_tst,model(x_tst).mean(),color=\"black\",linewidth=3)\n",
        "plt.scatter(x_tst[i],model(x_tst[i:(i+1)]).mean(),color=\"blue\",s=120)\n",
        "plt.ylim([-5,25])\n",
        "plt.xlim([-20,60])\n",
        "plt.subplot(2, 2, 2)\n",
        "lala=np.arange(-5,25,0.1)\n",
        "lala2= model(x_tst[i:(i+1)]).prob(lala)\n",
        "lala2= lala2.numpy()\n",
        "lala2= lala2.reshape(lala.shape,)\n",
        "plt.plot(lala2,lala)\n",
        "plt.ylim([-5,25])\n",
        "plt.xlim([-0.1,0.5])\n",
        "plt.show()"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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7JGsMTuhISsQi4x0eHtYzzzyjP3jlFW2rqlKtYejjfX36H/v2RQyHqqqq9LGP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\nWqjW3Z2ewBHIZEv5nefmcUWSzj9wANE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            "text/plain": [
              "<Figure size 1440x1152 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z-cBv1SOKywf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "FFMpegWriter = manimation.writers['ffmpeg']\n",
        "metadata = dict(title='Movie Test', artist='Matplotlib',\n",
        "                comment='Movie support!')\n",
        "writer = FFMpegWriter(fps=4, metadata=metadata)\n",
        "\n",
        "#with writer.saving(fig, \"writer_test.mp4\", 100):\n",
        "#    for i in range(100):\n",
        "#        x0 += 0.1 * np.random.randn()\n",
        "#        y0 += 0.1 * np.random.randn()\n",
        "#        l.set_data(x0, y0)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MkxZJYxHLAld",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "outputId": "5dbc8fe7-75de-401f-891c-c71f47c1ff8b"
      },
      "source": [
        "\n",
        "\n",
        "plt.figure(figsize=(20,16))\n",
        "with writer.saving(plt.figure(), \"writer_test.mp4\", 400):\n",
        "  for i in range(0,len(x_tst)):\n",
        "    plt.subplot(1, 2, 1)\n",
        "    plt.scatter(x,y,color=\"red\") #observerd \n",
        "    plt.plot(x_tst,model(x_tst).mean(),color=\"black\",linewidth=3)\n",
        "    plt.scatter(x_tst[i],model(x_tst[i:(i+1)]).mean(),color=\"blue\",s=120)\n",
        "    plt.ylim([-5,25])\n",
        "    plt.xlim([-20,60])\n",
        "    plt.subplot(1, 2, 2)\n",
        "    lala=np.arange(-5,25,0.1)\n",
        "    lala2= model(x_tst[i:(i+1)]).prob(lala)\n",
        "    lala2= lala2.numpy()\n",
        "    lala2= lala2.reshape(lala.shape,)\n",
        "    plt.plot(lala2,lala)\n",
        "    plt.ylim([-5,25])\n",
        "    plt.xlim([-0.1,0.5])\n",
        "    #plt.close()\n",
        "    writer.grab_frame()"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:98: MatplotlibDeprecationWarning: \n",
            "Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
            "  \"Adding an axes using the same arguments as a previous axes \"\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x1152 with 0 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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HMT6+QD9cfyEC/XhsyZDan8mugtW463pIMLpRDJkpPZDKOfO381PVT1hc7Kct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\n8YLd4/F4rjBesHs8Hs8V5v8HaG7y7whJdkoAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1eu84EF6qPU0",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "0f4eed5c-2c67-4754-ab7a-c5bfabe9910f"
      },
      "source": [
        "# create a figure with two subplots\n",
        "fig, (ax1, ax2) = plt.subplots(2,1)\n",
        "\n",
        "# intialize two line objects (one in each axes)\n",
        "line1, = ax1.plot([], [], lw=2)\n",
        "line2, = ax2.plot([], [], lw=2, color='r')\n",
        "line = [line1, line2]"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nB0k/js+N7W32AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "66yt4Ve_w-ss",
        "colab_type": "code",
        "outputId": "22517daf-6126-485d-d0cf-a2c95bf4e1e8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "source": [
        "\n",
        "fig, (ax1, ax2) = plt.subplots(1,2)\n",
        "\n",
        "\n",
        "l, = ax1.plot([], [],'ro',color=\"blue\",marker='o',markersize=12)\n",
        "l2, = ax2.plot([], [],color=\"blue\")\n",
        "\n",
        "\n",
        "ax1.scatter(x,y,color=\"red\") #observerd  ### static\n",
        "l.set_data(x_tst[i],model(x_tst[i:(i+1)]).mean()) # diffrent at every frame!\n",
        "ax1.set_xlim([-20,60])\n",
        "ax1.set_ylim([-5,25])\n",
        "lala2= model(x_tst[i:(i+1)]).prob(lala)\n",
        "lala2= lala2.numpy()\n",
        "lala2= lala2.reshape(lala.shape,)\n",
        "l2.set_data(lala2,lala)# diffrent at every frame!\n",
        "ax2.set_xlim([-0.1,0.5])\n",
        "ax2.set_ylim([-5,25])\n",
        "#"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(-5, 25)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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RUKOY2IskiZWhpVLtMxwPGQLMm9fY88b0T0jEDMs8+mh58m/p0uiBNa9168x5T886y3Uk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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FSZf6KcuOTYQ",
        "colab_type": "code",
        "outputId": "828297fb-dd9b-451e-e75b-7aeee199d886",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "\n",
        "\n",
        "## final solution!!! takes like 7mins maybe the fixed suff does not need to be in the loop\n",
        "\n",
        "\n",
        "fig, (ax1, ax2, ax3) = plt.subplots(1,3)\n",
        "\n",
        "\n",
        "l, = ax2.plot([], [],'ro',color=\"blue\",marker='o',markersize=8)\n",
        "\n",
        "l2, = ax3.plot([], [],color=\"blue\")\n",
        "lala=np.arange(-5,25,0.1)\n",
        "\n",
        "## static\n",
        "ax1.scatter(x,y,color=\"red\") #observerd  ### static\n",
        "ax1.plot(x_tst,model(x_tst).mean(),color=\"black\",linewidth=3)\n",
        "ax1.plot(x_tst,model(x_tst).mean()+2*model(x_tst).stddev(),color=\"green\",linewidth=3)\n",
        "ax1.plot(x_tst,model(x_tst).mean()-2*model(x_tst).stddev(),color=\"green\",linewidth=3)\n",
        "ax1.set_xlim([-20,60])\n",
        "ax1.set_ylim([-5,25])    \n",
        "ax2.scatter(x,y,color=\"red\") #observerd  ### static\n",
        "ax2.plot(x_tst,model(x_tst).mean(),color=\"black\",linewidth=3)\n",
        "ax2.set_xlim([-20,60])\n",
        "ax2.set_ylim([-5,25])\n",
        "\n",
        "## ani\n",
        "with writer.saving(fig, \"writer_test.mp4\", 600):\n",
        "  for i in range(0,len(x_tst)):\n",
        "  #for i in range(0,20):\n",
        "    l.set_data(x_tst[i],model(x_tst[i:(i+1)]).mean()) # diffrent at every frame!\n",
        "    lala2= model(x_tst[i:(i+1)]).prob(lala)\n",
        "    lala2= lala2.numpy()\n",
        "    lala2= lala2.reshape(lala.shape,)\n",
        "    l2.set_data(lala2,lala)# diffrent at every frame!\n",
        "    ax3.set_xlim([-0.1,0.7])\n",
        "    ax3.set_ylim([-5,25])\n",
        "    writer.grab_frame()"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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UtpuMMXXGmKWhZXxuwgwWLdLCN//4Ter2WJWq7h268/Txt1HaPsMZeBLlSEcTfvSPGy98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\n",
            "text/plain": [
              "<Figure size 432x288 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZrP37pg1sBVv",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from google.colab import files\n",
        "files.download('writer_test.mp4')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AZOLv41-nWWs",
        "colab_type": "code",
        "outputId": "39dddc59-c53e-4a57-b028-e2700ebafbd5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 167
        }
      },
      "source": [
        "fig = plt.figure()\n",
        "l, = plt.plot([], [],'ro',color=\"blue\",marker='o',markersize=12)\n",
        "\n",
        "l, = plt.plot([], [],color=\"blue\")\n",
        "\n",
        "lala=np.arange(-5,25,0.1)\n",
        "\n",
        "plt.subplot(2,2,1)\n",
        "plt.scatter(x,y,color=\"red\") #observerd  ### static\n",
        "l.set_data(x_tst[i],model(x_tst[i:(i+1)]).mean()) # diffrent at every frame!\n",
        "plt.ylim([-5,25])\n",
        "plt.xlim([-20,60])\n",
        "plt.subplot(2,2,2)\n",
        "lala2= model(x_tst[i:(i+1)]).prob(lala)\n",
        "lala2= lala2.numpy()\n",
        "lala2= lala2.reshape(lala.shape,)\n",
        "l2.set_data(lala2,lala)# diffrent at every frame!\n",
        "plt.ylim([-5,25])\n",
        "plt.xlim([-0.1,0.5])\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(-0.1, 0.5)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 254
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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LBZ24iq1vi9m2Gubn53X9lVfSwygiJsQxMWG+9lE0m26HJ6pmdjb6c/HTO4ui00kOsQ2A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\nRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xMbvxWE2jn2y",
        "colab_type": "code",
        "outputId": "a13f85b2-911a-4bdc-e820-e880ec6d7096",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "l, = plt.plot([], [],'ro',color=\"red\",marker='o')\n",
        "plt.ylim([-5,25])\n",
        "plt.xlim([-20,60])\n",
        "l.set_data(x,y)\n",
        "l.set_color(\"blue\")\n",
        "l.set_markersize(14)\n",
        "l.set_data(x_tst[i],model(x_tst[i:(i+1)]).mean())\n",
        "#"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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NWVVXV9VJVXUKo9/Ff62q32NAGQGSHJ3k2L33gQsYnWwxqNe8qp4Cnkiy91snzwMeZCk5\nV/jDhEcZzSNv625/M7btU4zmGR8CLlrFDzwuYfR/0V8AT/PSDzcHkXEsz8WMzlL6MaOpplXNM5br\na8Au4H+75/IKRvOzW4BHgG8DJwwg5zsZzc/eP/Y7efHQsgJvBr7f5dwO/FG3/lcZvdF4FPg68KrV\nfk67XGcD3xpixi7PD7rbA3v/uxnaa95l2sDoK9zvB/4ZOH4pOf1aA0lqmFe8SlLDLHlJapglL0kN\ns+QlqWGWvCQ1zJKXpIZZ8pLUsP8DxrsKxaAJEPcAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X4CKKDrZfZ5p",
        "colab_type": "code",
        "outputId": "59b14c4a-e540-436a-855d-d41ab7df356a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "£l, = plt.plot([], [],'ro',color=\"red\",marker='o')\n",
        "l.set_data(x_tst[i],model(x_tst[i:(i+1)]).mean())\n",
        "plt.ylim([-5,25])\n",
        "plt.xlim([-20,60])\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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U8wzluh3YA/xv915ezuD67FbgCeCbwAkzkPMDDK7PPjz0O3n+rGUF3g18t8u5A/j9bvov\nMjjReBL4B+At035Pu1znAHfPYsYuz/e616P7/t3M2jHvMq1n8BXuDwP/CBy/lJx+rYEkNcwnXiWp\nYZa8JDXMkpekhlnyktQwS16SGmbJS1LDLHlJatj/AWLF7Yo2fSrKAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LBdmlUERVkRo",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#l, = plt.plot([], [],'ro',color=\"red\",marker='o')\n",
        "#l.set_data(x,y)\n",
        "#plt.ylim([-5,25])\n",
        "#plt.xlim([-20,60])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "APdlQX6iZFXf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#£ly[0]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oM11lq_ZWv-R",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#l= plt.scatter([], [], s=100)\n",
        "#l.set_array(x)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ja8HAv9fL2jJ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from google.colab import files\n",
        "\n",
        "# e.g. save pandas output as csv\n",
        "#dataframe.to_csv('example.csv')\n",
        "\n",
        "# or any other file as usual\n",
        "# with open('example.csv', 'w') as f:\n",
        "#   f.write('your strings here')\n",
        "\n",
        "files.download('writer_test.mp4')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b76HfQK4vkWC",
        "colab_type": "code",
        "outputId": "530c3edd-be19-4891-a7c3-955acf82520e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "source": [
        "lala=np.arange(0,20,0.1)\n",
        "lala2= model(np.array([[40]])).prob(lala)\n",
        "lala2= lala2.numpy()\n",
        "lala2= lala2.reshape(200,)\n",
        "plt.plot(lala2,lala)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f789b62cd68>]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 59
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Ts8Yf8odPd9I74O8jnxQfw4K8dD6wvGCouWb21DQS4mLCXHKZDBT8ImHWO+Dl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\n11wAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VPhGEcffMISf",
        "colab_type": "text"
      },
      "source": [
        "### Case 3: Epistemic Uncertainty"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ij52iLkSGQqA",
        "colab_type": "code",
        "outputId": "b2d09829-92b3-43d4-e804-0eaae3520fb8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 221
        }
      },
      "source": [
        "#Build model.\n",
        "model = tf.keras.Sequential()\n",
        "model.add(tfp.layers.DenseFlipout(1,\n",
        "                                  bias_posterior_fn=tfp.layers.util.default_mean_field_normal_fn(),\n",
        "                                  bias_prior_fn=tfp.layers.default_multivariate_normal_fn,\n",
        "                                  input_shape=(1,),))\n",
        "model.add(tfp.layers.DistributionLambda(lambda t: tfd.Normal(loc=t,scale=1)))\n",
        "#model.add(tf.keras.layers.Dense(1))\n",
        "#weights haben nun eine dist und output ist auch eine dist mit konst sd=1\n",
        "model.summary()\n",
        "# Do inference.\n",
        "model.compile(optimizer=tf.optimizers.Adam(learning_rate=0.01), loss=negloglik)\n",
        "\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_3\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "dense_flipout (DenseFlipout) (None, 1)                 4         \n",
            "_________________________________________________________________\n",
            "distribution_lambda_2 (Distr ((None, 1), (None, 1))    0         \n",
            "=================================================================\n",
            "Total params: 4\n",
            "Trainable params: 4\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rxCaL0FcGTN-",
        "colab_type": "code",
        "outputId": "f7f0f97a-918c-4712-d8b3-62b193168647",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "model.fit(x, y, epochs=3000, verbose=0)\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tensorflow.python.keras.callbacks.History at 0x7f78a89510b8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jx40gvsfUzAU",
        "colab_type": "code",
        "outputId": "7025f559-6409-44a9-aea2-882d50993385",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        }
      },
      "source": [
        "model.get_weights()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[array([[0.20817147]], dtype=float32),\n",
              " array([[-3.4149866]], dtype=float32),\n",
              " array([1.880283], dtype=float32),\n",
              " array([0.03605013], dtype=float32)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IbGDqcFMWM-5",
        "colab_type": "code",
        "outputId": "631b887c-b9ba-4723-8f61-164150f5088a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "model(x_tst).mean()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tf.Tensor 'mul_3:0' shape=(150, 1) dtype=float32>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tI58pzgMXwo-",
        "colab_type": "code",
        "outputId": "a3eaf006-8336-4abd-b11b-13d725dd7ce6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 255
        }
      },
      "source": [
        "from tensorflow.keras.layers import Input, Dense\n",
        "from tensorflow.keras.models import Model\n",
        "\n",
        "\n",
        "kernel_divergence_fn=lambda q, p, _: tfp.distributions.kl_divergence(q, p) / (x.shape[0] * 1.0)\n",
        "bias_divergence_fn=lambda q, p, _: tfp.distributions.kl_divergence(q, p) / (x.shape[0] * 1.0)\n",
        "\n",
        "\n",
        "# This returns a tensor\n",
        "inputs = Input(shape=(1,))\n",
        "\n",
        "# a layer instance is callable on a tensor, and returns a tensor\n",
        "xx = tfp.layers.DenseFlipout(1,bias_posterior_fn=tfp.layers.util.default_mean_field_normal_fn(),\n",
        "                           bias_prior_fn=tfp.layers.default_multivariate_normal_fn,\n",
        "                           kernel_divergence_fn=kernel_divergence_fn,\n",
        "                           bias_divergence_fn=bias_divergence_fn)(inputs)\n",
        "\n",
        "predictions = tfp.layers.DistributionLambda(lambda t: tfd.Normal(loc=t,scale=1))(xx)\n",
        "\n",
        "model = Model(inputs=inputs, outputs=predictions)\n",
        "model.summary()\n",
        "# Do inference.\n",
        "model.compile(optimizer=tf.optimizers.Adam(), loss=negloglik)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"model\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "input_1 (InputLayer)         [(None, 1)]               0         \n",
            "_________________________________________________________________\n",
            "dense_flipout_1 (DenseFlipou (None, 1)                 4         \n",
            "_________________________________________________________________\n",
            "distribution_lambda_3 (Distr ((None, 1), (None, 1))    0         \n",
            "=================================================================\n",
            "Total params: 4\n",
            "Trainable params: 4\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LQIK8-rIXw3E",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "history=model.fit(x, y,batch_size=32 ,epochs=2000, verbose=0)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KGCjjQVPMCUl",
        "colab_type": "code",
        "outputId": "efac681b-9ca4-4a59-d6b6-85d3163671a7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "source": [
        "plt.plot(history.history['loss'])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f789fb29a58>]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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vLNlO7y7ZnHVUXn37vgNVdOuQGXVf7bb9B8nrks27q4oY1a8rL8zfwjfHD+Pj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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5SbH5yObXwzj",
        "colab_type": "code",
        "outputId": "3ef65927-8b9b-4eef-a8ce-cd202fa3bc1d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        }
      },
      "source": [
        "model.get_weights()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[array([[0.13642839]], dtype=float32),\n",
              " array([[-5.1489263]], dtype=float32),\n",
              " array([5.031398], dtype=float32),\n",
              " array([-2.5091023], dtype=float32)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "o1HH0oJuavCw",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model_mean = tf.keras.models.Model(inputs=inputs, outputs=predictions.mean())\n",
        "model_std = tf.keras.models.Model(inputs=inputs, outputs=predictions.stddev())"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Xh7ds6b4cPyw",
        "colab_type": "code",
        "outputId": "cf8912e5-db02-4309-c918-457fd17a097c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 84
        }
      },
      "source": [
        "model_mean.get_weights()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[array([[0.10307179]], dtype=float32),\n",
              " array([[-5.2208743]], dtype=float32),\n",
              " array([4.7725153], dtype=float32),\n",
              " array([-2.515238], dtype=float32)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 185
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5exA7qqfY5U5",
        "colab_type": "code",
        "outputId": "7cb80122-1369-4c2c-af7c-783b88215561",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 101
        }
      },
      "source": [
        "for i in range(0,5):\n",
        "  print(model_mean.predict(x_tst[0:1]))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[-1.195118]]\n",
            "[[-1.4717526]]\n",
            "[[-1.6469083]]\n",
            "[[-1.1452379]]\n",
            "[[-1.2938633]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3mNH6XTvFVnQ",
        "colab_type": "code",
        "outputId": "c362f1ee-87cd-467b-d91d-90c0b5fecf01",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!pip install tqdm\n",
        "from tqdm import tqdm_notebook as tqdm\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (4.28.1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yA1L4hJNDDc5",
        "colab_type": "code",
        "outputId": "7f247461-6f16-40aa-bcc5-7dd6a5a8970b",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css": {
              "data": "/* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /* We import all of these together in a single css file because the Webpack
loader sees only one file at a time. This allows postcss to see the variable
definitions when they are used. */

 /*-----------------------------------------------------------------------------
| Copyright (c) Jupyter Development Team.
| Distributed under the terms of the Modified BSD License.
|----------------------------------------------------------------------------*/

 /*
This file is copied from the JupyterLab project to define default styling for
when the widget styling is compiled down to eliminate CSS variables. We make one
change - we comment out the font import below.
*/

 /**
 * The material design colors are adapted from google-material-color v1.2.6
 * https://github.com/danlevan/google-material-color
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css
 *
 * The license for the material design color CSS variables is as follows (see
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)
 *
 * The MIT License (MIT)
 *
 * Copyright (c) 2014 Dan Le Van
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */

 /*
The following CSS variables define the main, public API for styling JupyterLab.
These variables should be used by all plugins wherever possible. In other
words, plugins should not define custom colors, sizes, etc unless absolutely
necessary. This enables users to change the visual theme of JupyterLab
by changing these variables.

Many variables appear in an ordered sequence (0,1,2,3). These sequences
are designed to work well together, so for example, `--jp-border-color1` should
be used with `--jp-layout-color1`. The numbers have the following meanings:

* 0: super-primary, reserved for special emphasis
* 1: primary, most important under normal situations
* 2: secondary, next most important under normal situations
* 3: tertiary, next most important under normal situations

Throughout JupyterLab, we are mostly following principles from Google's
Material Design when selecting colors. We are not, however, following
all of MD as it is not optimized for dense, information rich UIs.
*/

 /*
 * Optional monospace font for input/output prompt.
 */

 /* Commented out in ipywidgets since we don't need it. */

 /* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */

 /*
 * Added for compabitility with output area
 */

 :root {

  /* Borders

  The following variables, specify the visual styling of borders in JupyterLab.
   */

  /* UI Fonts

  The UI font CSS variables are used for the typography all of the JupyterLab
  user interface elements that are not directly user generated content.
  */ /* Base font size */ /* Ensures px perfect FontAwesome icons */

  /* Use these font colors against the corresponding main layout colors.
     In a light theme, these go from dark to light.
  */

  /* Use these against the brand/accent/warn/error colors.
     These will typically go from light to darker, in both a dark and light theme
   */

  /* Content Fonts

  Content font variables are used for typography of user generated content.
  */ /* Base font size */


  /* Layout

  The following are the main layout colors use in JupyterLab. In a light
  theme these would go from light to dark.
  */

  /* Brand/accent */

  /* State colors (warn, error, success, info) */

  /* Cell specific styles */
  /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
  /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */

  /* Notebook specific styles */

  /* Console specific styles */

  /* Toolbar specific styles */
}

 /* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /*
 * We assume that the CSS variables in
 * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css
 * have been defined.
 */

 /* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:

Copyright (c) 2014-2017, PhosphorJS Contributors
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

*/

 /*
 * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css 
 * We've scoped the rules so that they are consistent with exactly our code.
 */

 .jupyter-widgets.widget-tab > .p-TabBar {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
  margin: 0;
  padding: 0;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  list-style-type: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
  -webkit-box-sizing: border-box;
          box-sizing: border-box;
  overflow: hidden;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
  -webkit-box-flex: 0;
      -ms-flex: 0 0 auto;
          flex: 0 0 auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  overflow: hidden;
  white-space: nowrap;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {
  display: none !important;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {
  position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {
  left: 0;
  -webkit-transition: left 150ms ease;
  transition: left 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {
  top: 0;
  -webkit-transition: top 150ms ease;
  transition: top 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {
  -webkit-transition: none;
  transition: none;
}

 /* End tabbar.css */

 :root { /* margin between inline elements */

    /* From Material Design Lite */
}

 .jupyter-widgets {
    margin: 2px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    color: black;
    overflow: visible;
}

 .jupyter-widgets.jupyter-widgets-disconnected::before {
    line-height: 28px;
    height: 28px;
}

 .jp-Output-result > .jupyter-widgets {
    margin-left: 0;
    margin-right: 0;
}

 /* vbox and hbox */

 .widget-inline-hbox {
    /* Horizontal widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
    -webkit-box-align: baseline;
        -ms-flex-align: baseline;
            align-items: baseline;
}

 .widget-inline-vbox {
    /* Vertical Widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widget-box {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    margin: 0;
    overflow: auto;
}

 .widget-gridbox {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: grid;
    margin: 0;
    overflow: auto;
}

 .widget-hbox {
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
}

 .widget-vbox {
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 /* General Button Styling */

 .jupyter-button {
    padding-left: 10px;
    padding-right: 10px;
    padding-top: 0px;
    padding-bottom: 0px;
    display: inline-block;
    white-space: nowrap;
    overflow: hidden;
    text-overflow: ellipsis;
    text-align: center;
    font-size: 13px;
    cursor: pointer;

    height: 28px;
    border: 0px solid;
    line-height: 28px;
    -webkit-box-shadow: none;
            box-shadow: none;

    color: rgba(0, 0, 0, .8);
    background-color: #EEEEEE;
    border-color: #E0E0E0;
    border: none;
}

 .jupyter-button i.fa {
    margin-right: 4px;
    pointer-events: none;
}

 .jupyter-button:empty:before {
    content: "\200b"; /* zero-width space */
}

 .jupyter-widgets.jupyter-button:disabled {
    opacity: 0.6;
}

 .jupyter-button i.fa.center {
    margin-right: 0;
}

 .jupyter-button:hover:enabled, .jupyter-button:focus:enabled {
    /* MD Lite 2dp shadow */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
            box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .jupyter-button:active, .jupyter-button.mod-active {
    /* MD Lite 4dp shadow */
    -webkit-box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
            box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
    color: rgba(0, 0, 0, .8);
    background-color: #BDBDBD;
}

 .jupyter-button:focus:enabled {
    outline: 1px solid #64B5F6;
}

 /* Button "Primary" Styling */

 .jupyter-button.mod-primary {
    color: rgba(255, 255, 255, 1.0);
    background-color: #2196F3;
}

 .jupyter-button.mod-primary.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 .jupyter-button.mod-primary:active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 /* Button "Success" Styling */

 .jupyter-button.mod-success {
    color: rgba(255, 255, 255, 1.0);
    background-color: #4CAF50;
}

 .jupyter-button.mod-success.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 .jupyter-button.mod-success:active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 /* Button "Info" Styling */

 .jupyter-button.mod-info {
    color: rgba(255, 255, 255, 1.0);
    background-color: #00BCD4;
}

 .jupyter-button.mod-info.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 .jupyter-button.mod-info:active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 /* Button "Warning" Styling */

 .jupyter-button.mod-warning {
    color: rgba(255, 255, 255, 1.0);
    background-color: #FF9800;
}

 .jupyter-button.mod-warning.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 .jupyter-button.mod-warning:active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 /* Button "Danger" Styling */

 .jupyter-button.mod-danger {
    color: rgba(255, 255, 255, 1.0);
    background-color: #F44336;
}

 .jupyter-button.mod-danger.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 .jupyter-button.mod-danger:active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 /* Widget Button*/

 .widget-button, .widget-toggle-button {
    width: 148px;
}

 /* Widget Label Styling */

 /* Override Bootstrap label css */

 .jupyter-widgets label {
    margin-bottom: 0;
    margin-bottom: initial;
}

 .widget-label-basic {
    /* Basic Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-label {
    /* Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-inline-hbox .widget-label {
    /* Horizontal Widget Label */
    color: black;
    text-align: right;
    margin-right: 8px;
    width: 80px;
    -ms-flex-negative: 0;
        flex-shrink: 0;
}

 .widget-inline-vbox .widget-label {
    /* Vertical Widget Label */
    color: black;
    text-align: center;
    line-height: 28px;
}

 /* Widget Readout Styling */

 .widget-readout {
    color: black;
    font-size: 13px;
    height: 28px;
    line-height: 28px;
    overflow: hidden;
    white-space: nowrap;
    text-align: center;
}

 .widget-readout.overflow {
    /* Overflowing Readout */

    /* From Material Design Lite
        shadow-key-umbra-opacity: 0.2;
        shadow-key-penumbra-opacity: 0.14;
        shadow-ambient-shadow-opacity: 0.12;
     */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                        0 3px 1px -2px rgba(0, 0, 0, .14),
                        0 1px 5px 0 rgba(0, 0, 0, .12);

    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                0 3px 1px -2px rgba(0, 0, 0, .14),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .widget-inline-hbox .widget-readout {
    /* Horizontal Readout */
    text-align: center;
    max-width: 148px;
    min-width: 72px;
    margin-left: 4px;
}

 .widget-inline-vbox .widget-readout {
    /* Vertical Readout */
    margin-top: 4px;
    /* as wide as the widget */
    width: inherit;
}

 /* Widget Checkbox Styling */

 .widget-checkbox {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-checkbox input[type="checkbox"] {
    margin: 0px 8px 0px 0px;
    line-height: 28px;
    font-size: large;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -ms-flex-item-align: center;
        align-self: center;
}

 /* Widget Valid Styling */

 .widget-valid {
    height: 28px;
    line-height: 28px;
    width: 148px;
    font-size: 13px;
}

 .widget-valid i:before {
    line-height: 28px;
    margin-right: 4px;
    margin-left: 4px;

    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .widget-valid.mod-valid i:before {
    content: "\f00c";
    color: green;
}

 .widget-valid.mod-invalid i:before {
    content: "\f00d";
    color: red;
}

 .widget-valid.mod-valid .widget-valid-readout {
    display: none;
}

 /* Widget Text and TextArea Stying */

 .widget-textarea, .widget-text {
    width: 300px;
}

 .widget-text input[type="text"], .widget-text input[type="number"]{
    height: 28px;
    line-height: 28px;
}

 .widget-text input[type="text"]:disabled, .widget-text input[type="number"]:disabled, .widget-textarea textarea:disabled {
    opacity: 0.6;
}

 .widget-text input[type="text"], .widget-text input[type="number"], .widget-textarea textarea {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    outline: none !important;
}

 .widget-textarea textarea {
    height: inherit;
    width: inherit;
}

 .widget-text input:focus, .widget-textarea textarea:focus {
    border-color: #64B5F6;
}

 /* Widget Slider */

 .widget-slider .ui-slider {
    /* Slider Track */
    border: 1px solid #BDBDBD;
    background: #BDBDBD;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    position: relative;
    border-radius: 0px;
}

 .widget-slider .ui-slider .ui-slider-handle {
    /* Slider Handle */
    outline: none !important; /* focused slider handles are colored - see below */
    position: absolute;
    background-color: white;
    border: 1px solid #9E9E9E;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    z-index: 1;
    background-image: none; /* Override jquery-ui */
}

 /* Override jquery-ui */

 .widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {
    background-color: #2196F3;
    border: 1px solid #2196F3;
}

 .widget-slider .ui-slider .ui-slider-handle:active {
    background-color: #2196F3;
    border-color: #2196F3;
    z-index: 2;
    -webkit-transform: scale(1.2);
            transform: scale(1.2);
}

 .widget-slider  .ui-slider .ui-slider-range {
    /* Interval between the two specified value of a double slider */
    position: absolute;
    background: #2196F3;
    z-index: 0;
}

 /* Shapes of Slider Handles */

 .widget-hslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-top: -7px;
    margin-left: -7px;
    border-radius: 50%;
    top: 0;
}

 .widget-vslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-bottom: -7px;
    margin-left: -7px;
    border-radius: 50%;
    left: 0;
}

 .widget-hslider .ui-slider .ui-slider-range {
    height: 8px;
    margin-top: -3px;
}

 .widget-vslider .ui-slider .ui-slider-range {
    width: 8px;
    margin-left: -3px;
}

 /* Horizontal Slider */

 .widget-hslider {
    width: 300px;
    height: 28px;
    line-height: 28px;

    /* Override the align-items baseline. This way, the description and readout
    still seem to align their baseline properly, and we don't have to have
    align-self: stretch in the .slider-container. */
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widgets-slider .slider-container {
    overflow: visible;
}

 .widget-hslider .slider-container {
    height: 28px;
    margin-left: 6px;
    margin-right: 6px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
}

 .widget-hslider .ui-slider {
    /* Inner, invisible slide div */
    height: 4px;
    margin-top: 12px;
    width: 100%;
}

 /* Vertical Slider */

 .widget-vbox .widget-label {
    height: 28px;
    line-height: 28px;
}

 .widget-vslider {
    /* Vertical Slider */
    height: 200px;
    width: 72px;
}

 .widget-vslider .slider-container {
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 6px;
    margin-top: 6px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .widget-vslider .ui-slider-vertical {
    /* Inner, invisible slide div */
    width: 4px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-left: auto;
    margin-right: auto;
}

 /* Widget Progress Styling */

 .progress-bar {
    -webkit-transition: none;
    transition: none;
}

 .progress-bar {
    height: 28px;
}

 .progress-bar {
    background-color: #2196F3;
}

 .progress-bar-success {
    background-color: #4CAF50;
}

 .progress-bar-info {
    background-color: #00BCD4;
}

 .progress-bar-warning {
    background-color: #FF9800;
}

 .progress-bar-danger {
    background-color: #F44336;
}

 .progress {
    background-color: #EEEEEE;
    border: none;
    -webkit-box-shadow: none;
            box-shadow: none;
}

 /* Horisontal Progress */

 .widget-hprogress {
    /* Progress Bar */
    height: 28px;
    line-height: 28px;
    width: 300px;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;

}

 .widget-hprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-top: 4px;
    margin-bottom: 4px;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    /* Override bootstrap style */
    height: auto;
    height: initial;
}

 /* Vertical Progress */

 .widget-vprogress {
    height: 200px;
    width: 72px;
}

 .widget-vprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    width: 20px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 0;
}

 /* Select Widget Styling */

 .widget-dropdown {
    height: 28px;
    width: 300px;
    line-height: 28px;
}

 .widget-dropdown > select {
    padding-right: 20px;
    border: 1px solid #9E9E9E;
    border-radius: 0;
    height: inherit;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    outline: none !important;
    -webkit-box-shadow: none;
            box-shadow: none;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    vertical-align: top;
    padding-left: 8px;
	appearance: none;
	-webkit-appearance: none;
	-moz-appearance: none;
    background-repeat: no-repeat;
	background-size: 20px;
	background-position: right center;
    background-image: url("data:image/svg+xml;base64,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");
}

 .widget-dropdown > select:focus {
    border-color: #64B5F6;
}

 .widget-dropdown > select:disabled {
    opacity: 0.6;
}

 /* To disable the dotted border in Firefox around select controls.
   See http://stackoverflow.com/a/18853002 */

 .widget-dropdown > select:-moz-focusring {
    color: transparent;
    text-shadow: 0 0 0 #000;
}

 /* Select and SelectMultiple */

 .widget-select {
    width: 300px;
    line-height: 28px;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    -webkit-box-align: start;
        -ms-flex-align: start;
            align-items: flex-start;
}

 .widget-select > select {
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    outline: none !important;
    overflow: auto;
    height: inherit;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    padding-top: 5px;
}

 .widget-select > select:focus {
    border-color: #64B5F6;
}

 .wiget-select > select > option {
    padding-left: 4px;
    line-height: 28px;
    /* line-height doesn't work on some browsers for select options */
    padding-top: calc(28px - var(--jp-widgets-font-size) / 2);
    padding-bottom: calc(28px - var(--jp-widgets-font-size) / 2);
}

 /* Toggle Buttons Styling */

 .widget-toggle-buttons {
    line-height: 28px;
}

 .widget-toggle-buttons .widget-toggle-button {
    margin-left: 2px;
    margin-right: 2px;
}

 .widget-toggle-buttons .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Radio Buttons Styling */

 .widget-radio {
    width: 300px;
    line-height: 28px;
}

 .widget-radio-box {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-bottom: 8px;
}

 .widget-radio-box label {
    height: 20px;
    line-height: 20px;
    font-size: 13px;
}

 .widget-radio-box input {
    height: 20px;
    line-height: 20px;
    margin: 0 8px 0 1px;
    float: left;
}

 /* Color Picker Styling */

 .widget-colorpicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-colorpicker > .widget-colorpicker-input {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 72px;
}

 .widget-colorpicker input[type="color"] {
    width: 28px;
    height: 28px;
    padding: 0 2px; /* make the color square actually square on Chrome on OS X */
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    border-left: none;
    -webkit-box-flex: 0;
        -ms-flex-positive: 0;
            flex-grow: 0;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    outline: none !important;
}

 .widget-colorpicker.concise input[type="color"] {
    border-left: 1px solid #9E9E9E;
}

 .widget-colorpicker input[type="color"]:focus, .widget-colorpicker input[type="text"]:focus {
    border-color: #64B5F6;
}

 .widget-colorpicker input[type="text"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    outline: none !important;
    height: 28px;
    line-height: 28px;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    font-size: 13px;
    padding: 4px 8px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-colorpicker input[type="text"]:disabled {
    opacity: 0.6;
}

 /* Date Picker Styling */

 .widget-datepicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-datepicker input[type="date"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    outline: none !important;
    height: 28px;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-datepicker input[type="date"]:focus {
    border-color: #64B5F6;
}

 .widget-datepicker input[type="date"]:invalid {
    border-color: #FF9800;
}

 .widget-datepicker input[type="date"]:disabled {
    opacity: 0.6;
}

 /* Play Widget */

 .widget-play {
    width: 148px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .widget-play .jupyter-button {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    height: auto;
}

 .widget-play .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Tab Widget */

 .jupyter-widgets.widget-tab {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */
    overflow-x: visible;
    overflow-y: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
    /* Make sure that the tab grows from bottom up */
    -webkit-box-align: end;
        -ms-flex-align: end;
            align-items: flex-end;
    min-width: 0;
    min-height: 0;
}

 .jupyter-widgets.widget-tab > .widget-tab-contents {
    width: 100%;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    margin: 0;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    padding: 15px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    overflow: auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    font: 13px Helvetica, Arial, sans-serif;
    min-height: 25px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
    -webkit-box-flex: 0;
        -ms-flex: 0 1 144px;
            flex: 0 1 144px;
    min-width: 35px;
    min-height: 25px;
    line-height: 24px;
    margin-left: -1px;
    padding: 0px 10px;
    background: #EEEEEE;
    color: rgba(0, 0, 0, .5);
    border: 1px solid #9E9E9E;
    border-bottom: none;
    position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {
    color: rgba(0, 0, 0, 1.0);
    /* We want the background to match the tab content background */
    background: white;
    min-height: 26px;
    -webkit-transform: translateY(1px);
            transform: translateY(1px);
    overflow: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {
    position: absolute;
    top: -1px;
    left: -1px;
    content: '';
    height: 2px;
    width: calc(100% + 2px);
    background: #2196F3;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {
    margin-left: 0;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {
    background: white;
    color: rgba(0, 0, 0, .8);
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {
    margin-left: 4px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {
    font-family: FontAwesome;
    content: '\f00d'; /* close */
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
    line-height: 24px;
}

 /* Accordion Widget */

 .p-Collapse {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Collapse-header {
    padding: 4px;
    cursor: pointer;
    color: rgba(0, 0, 0, .5);
    background-color: #EEEEEE;
    border: 1px solid #9E9E9E;
    padding: 10px 15px;
    font-weight: bold;
}

 .p-Collapse-header:hover {
    background-color: white;
    color: rgba(0, 0, 0, .8);
}

 .p-Collapse-open > .p-Collapse-header {
    background-color: white;
    color: rgba(0, 0, 0, 1.0);
    cursor: default;
    border-bottom: none;
}

 .p-Collapse .p-Collapse-header::before {
    content: '\f0da\00A0';  /* caret-right, non-breaking space */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .p-Collapse-open > .p-Collapse-header::before {
    content: '\f0d7\00A0'; /* caret-down, non-breaking space */
}

 .p-Collapse-contents {
    padding: 15px;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    border-left: 1px solid #9E9E9E;
    border-right: 1px solid #9E9E9E;
    border-bottom: 1px solid #9E9E9E;
    overflow: auto;
}

 .p-Accordion {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Accordion .p-Collapse {
    margin-bottom: 0;
}

 .p-Accordion .p-Collapse + .p-Collapse {
    margin-top: 4px;
}

 /* HTML widget */

 .widget-html, .widget-htmlmath {
    font-size: 13px;
}

 .widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {
    /* Fill out the area in the HTML widget */
    -ms-flex-item-align: stretch;
        align-self: stretch;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    /* Makes sure the baseline is still aligned with other elements */
    line-height: 28px;
    /* Make it possible to have absolutely-positioned elements in the html */
    position: relative;
}

/*# 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 */",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "text/css"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 66
        }
      },
      "source": [
        "n=10000\n",
        "n_preds=np.zeros((n,len(x_tst)))\n",
        "for i in tqdm(range(0,n)):\n",
        "  n_preds[i,:]=np.reshape(model_mean.predict(x_tst,batch_size=150),150)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "a8aeadf093f144509708d02d5998d9f3",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3dOwyfuUFjn1",
        "colab_type": "code",
        "outputId": "521d9329-dd8b-4735-c44f-df08567571e4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "source": [
        "plt.scatter(x,y,color=\"red\") #observerd \n",
        "plt.scatter(x_tst,np.mean(n_preds,axis=0),color=\"black\")\n",
        "plt.scatter(x_tst,np.mean(n_preds,axis=0)+2*np.std(n_preds,axis=0),color=\"blue\")\n",
        "plt.scatter(x_tst,np.mean(n_preds,axis=0)-2*np.std(n_preds,axis=0),color=\"blue\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f2b7a26c6a0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 189
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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aRoE9Cc2HLiINolLMNJoPXUQaRhn7NFnnQ1e2LyIlU8Y+TZZBScr2RaQCytin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\nAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EbS4V9V0ROBC",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tHMDTDjbiooG",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "a_j55hwfiw98"
      },
      "source": [
        "### Case 4: Aleatoric and Epistemic Uncertainty"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "18119759-cb9b-4901-e1b9-eefd9c39be34",
        "id": "Zt63uNoMiw-g",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "source": [
        "from tensorflow.keras.layers import Input, Dense\n",
        "from tensorflow.keras.models import Model\n",
        "\n",
        "\n",
        "kernel_divergence_fn=lambda q, p, _: tfp.distributions.kl_divergence(q, p) / (x.shape[0] * 1.0)\n",
        "bias_divergence_fn=lambda q, p, _: tfp.distributions.kl_divergence(q, p) / (x.shape[0] * 1.0)\n",
        "\n",
        "\n",
        "# This returns a tensor\n",
        "inputs = Input(shape=(1,))\n",
        "\n",
        "# a layer instance is callable on a tensor, and returns a tensor\n",
        "xx = tfp.layers.DenseFlipout(20,bias_posterior_fn=tfp.layers.util.default_mean_field_normal_fn(),\n",
        "                           bias_prior_fn=tfp.layers.default_multivariate_normal_fn,\n",
        "                           kernel_divergence_fn=kernel_divergence_fn,\n",
        "                           bias_divergence_fn=bias_divergence_fn,activation=\"relu\")(inputs)\n",
        "xx = tfp.layers.DenseFlipout(2,bias_posterior_fn=tfp.layers.util.default_mean_field_normal_fn(),\n",
        "                           bias_prior_fn=tfp.layers.default_multivariate_normal_fn,\n",
        "                           kernel_divergence_fn=kernel_divergence_fn,\n",
        "                           bias_divergence_fn=bias_divergence_fn)(xx)\n",
        "\n",
        "predictions = tfp.layers.DistributionLambda(lambda t: tfd.Normal(loc=t[:, 0:1],scale=1e-3 + tf.math.softplus(0.05 * t[:,1:2])))(xx)\n",
        "\n",
        "\n",
        "model = Model(inputs=inputs, outputs=predictions)\n",
        "model.summary()\n",
        "# Do inference.\n",
        "model.compile(optimizer=tf.optimizers.Adam(), loss=negloglik)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"model_19\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "input_9 (InputLayer)         [(None, 1)]               0         \n",
            "_________________________________________________________________\n",
            "dense_flipout_10 (DenseFlipo (None, 20)                80        \n",
            "_________________________________________________________________\n",
            "dense_flipout_11 (DenseFlipo (None, 2)                 84        \n",
            "_________________________________________________________________\n",
            "distribution_lambda_21 (Dist ((None, 1), (None, 1))    0         \n",
            "=================================================================\n",
            "Total params: 164\n",
            "Trainable params: 164\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "liFQ0wZ1iw-n",
        "colab": {}
      },
      "source": [
        "history=model.fit(x, y,batch_size=32 ,epochs=2000, verbose=0)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "95994efe-d93d-4f7a-ad3b-2f45929b984f",
        "id": "iTTckLLjiw-q",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "source": [
        "plt.plot(history.history['loss'])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f2bb0c66748>]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 218
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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2cmdfKUoRESm52Y6hL3f3iYt6dgLL56ieGTv7jIsbNI1RRC5Q571T1DPzBXPOGTSzh8ys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\nAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "2a597267-e46c-433e-bf4d-0403f61fd94d",
        "id": "k4DwoMcqiw-0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1075
        }
      },
      "source": [
        "model.get_weights()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[array([[-0.7546113 , -0.01493009,  0.63730824, -0.00333593,  0.06886515,\n",
              "          0.03181116, -0.01830751, -0.05257435, -0.51756966, -0.05049763,\n",
              "          0.7153774 , -0.04068408, -0.06109449, -0.05980483, -0.02712224,\n",
              "         -0.05590111, -0.08047739,  0.30844358, -0.06479267, -0.03851845]],\n",
              "       dtype=float32),\n",
              " array([[-1.2632126, -4.111443 , -1.7418197, -1.7007492, -1.5917016,\n",
              "         -4.522742 , -1.9994621, -2.2200582, -1.4254278, -2.3375404,\n",
              "         -1.851145 , -2.543763 , -1.407182 , -2.1738198, -1.6662141,\n",
              "         -2.0701559, -1.683442 , -3.6373587, -2.3694003, -2.3927736]],\n",
              "       dtype=float32),\n",
              " array([-1.15568429e-01,  1.40522993e+00,  5.47378650e-03, -6.66406229e-02,\n",
              "        -7.13294894e-02,  1.88388324e+00,  1.76860322e-03, -4.55901414e-01,\n",
              "        -1.54890403e-01, -5.24404824e-01,  3.14156041e-02, -5.02284646e-01,\n",
              "        -1.20876536e-01, -3.93959135e-01, -2.51644291e-02, -3.34167540e-01,\n",
              "        -1.67716041e-01,  1.60626149e+00, -5.30593336e-01, -1.61773786e-01],\n",
              "       dtype=float32),\n",
              " array([ 0.42748064, -1.5205747 ,  0.4533323 ,  0.4342413 ,  0.48237008,\n",
              "        -1.887269  ,  0.44088513,  0.21331872,  0.394337  ,  0.17835057,\n",
              "         0.39654708,  0.07328954,  0.45894745,  0.2677374 ,  0.41482994,\n",
              "         0.30444905,  0.36482832, -0.91843766,  0.20662834,  0.15417452],\n",
              "       dtype=float32),\n",
              " array([[-0.02156343,  1.3098676 ],\n",
              "        [ 0.6555745 ,  0.340827  ],\n",
              "        [ 0.0061802 ,  0.9934883 ],\n",
              "        [ 0.00688283,  0.39982188],\n",
              "        [ 0.01247961,  0.68565047],\n",
              "        [ 1.0157659 ,  0.5338185 ],\n",
              "        [ 0.03202521,  0.3240933 ],\n",
              "        [-0.00865438,  0.26491293],\n",
              "        [-0.00160006,  1.1771235 ],\n",
              "        [-0.01716894,  0.23042439],\n",
              "        [-0.00834252,  1.193679  ],\n",
              "        [ 0.00454926,  0.18421823],\n",
              "        [-0.0059032 ,  0.5165771 ],\n",
              "        [-0.00607212,  0.20559853],\n",
              "        [ 0.01234045,  0.6017998 ],\n",
              "        [ 0.00768208,  0.30234388],\n",
              "        [ 0.00248928,  0.50333613],\n",
              "        [ 0.42722958,  1.5556399 ],\n",
              "        [-0.00248104,  0.24694176],\n",
              "        [ 0.01953412,  0.2699521 ]], dtype=float32),\n",
              " array([[-3.4928727 , -0.61200374],\n",
              "        [-2.28133   ,  0.35958213],\n",
              "        [-3.938787  , -1.2783575 ],\n",
              "        [-2.750019  , -0.1046354 ],\n",
              "        [-2.991195  , -0.33747625],\n",
              "        [-2.5897691 ,  0.18684024],\n",
              "        [-2.5371246 ,  0.04817306],\n",
              "        [-1.7453446 ,  0.4317664 ],\n",
              "        [-3.201065  , -0.37273434],\n",
              "        [-1.5893979 ,  0.4492763 ],\n",
              "        [-3.98209   , -1.2648506 ],\n",
              "        [-1.4069741 ,  0.44895756],\n",
              "        [-2.8597462 , -0.19862194],\n",
              "        [-1.8713472 ,  0.40152454],\n",
              "        [-2.676705  , -0.01768503],\n",
              "        [-1.9890486 ,  0.3821497 ],\n",
              "        [-2.4234595 ,  0.19900627],\n",
              "        [-3.4701116 , -0.7226918 ],\n",
              "        [-1.5138646 ,  0.39603388],\n",
              "        [-1.8256935 ,  0.40620592]], dtype=float32),\n",
              " array([1.1556175 , 0.23686504], dtype=float32),\n",
              " array([-1.9367385 ,  0.43488705], dtype=float32)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 219
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "nCyf4BqKiw-7",
        "colab": {}
      },
      "source": [
        "model_mean = tf.keras.models.Model(inputs=inputs, outputs=predictions.mean())\n",
        "model_std = tf.keras.models.Model(inputs=inputs, outputs=predictions.stddev())"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "dd7a2cc3-8192-42d8-9765-49aa94508223",
        "id": "5Hs_ej2jiw-_",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1075
        }
      },
      "source": [
        "model_mean.get_weights()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[array([[-0.7546113 , -0.01493009,  0.63730824, -0.00333593,  0.06886515,\n",
              "          0.03181116, -0.01830751, -0.05257435, -0.51756966, -0.05049763,\n",
              "          0.7153774 , -0.04068408, -0.06109449, -0.05980483, -0.02712224,\n",
              "         -0.05590111, -0.08047739,  0.30844358, -0.06479267, -0.03851845]],\n",
              "       dtype=float32),\n",
              " array([[-1.2632126, -4.111443 , -1.7418197, -1.7007492, -1.5917016,\n",
              "         -4.522742 , -1.9994621, -2.2200582, -1.4254278, -2.3375404,\n",
              "         -1.851145 , -2.543763 , -1.407182 , -2.1738198, -1.6662141,\n",
              "         -2.0701559, -1.683442 , -3.6373587, -2.3694003, -2.3927736]],\n",
              "       dtype=float32),\n",
              " array([-1.15568429e-01,  1.40522993e+00,  5.47378650e-03, -6.66406229e-02,\n",
              "        -7.13294894e-02,  1.88388324e+00,  1.76860322e-03, -4.55901414e-01,\n",
              "        -1.54890403e-01, -5.24404824e-01,  3.14156041e-02, -5.02284646e-01,\n",
              "        -1.20876536e-01, -3.93959135e-01, -2.51644291e-02, -3.34167540e-01,\n",
              "        -1.67716041e-01,  1.60626149e+00, -5.30593336e-01, -1.61773786e-01],\n",
              "       dtype=float32),\n",
              " array([ 0.42748064, -1.5205747 ,  0.4533323 ,  0.4342413 ,  0.48237008,\n",
              "        -1.887269  ,  0.44088513,  0.21331872,  0.394337  ,  0.17835057,\n",
              "         0.39654708,  0.07328954,  0.45894745,  0.2677374 ,  0.41482994,\n",
              "         0.30444905,  0.36482832, -0.91843766,  0.20662834,  0.15417452],\n",
              "       dtype=float32),\n",
              " array([[-0.02156343,  1.3098676 ],\n",
              "        [ 0.6555745 ,  0.340827  ],\n",
              "        [ 0.0061802 ,  0.9934883 ],\n",
              "        [ 0.00688283,  0.39982188],\n",
              "        [ 0.01247961,  0.68565047],\n",
              "        [ 1.0157659 ,  0.5338185 ],\n",
              "        [ 0.03202521,  0.3240933 ],\n",
              "        [-0.00865438,  0.26491293],\n",
              "        [-0.00160006,  1.1771235 ],\n",
              "        [-0.01716894,  0.23042439],\n",
              "        [-0.00834252,  1.193679  ],\n",
              "        [ 0.00454926,  0.18421823],\n",
              "        [-0.0059032 ,  0.5165771 ],\n",
              "        [-0.00607212,  0.20559853],\n",
              "        [ 0.01234045,  0.6017998 ],\n",
              "        [ 0.00768208,  0.30234388],\n",
              "        [ 0.00248928,  0.50333613],\n",
              "        [ 0.42722958,  1.5556399 ],\n",
              "        [-0.00248104,  0.24694176],\n",
              "        [ 0.01953412,  0.2699521 ]], dtype=float32),\n",
              " array([[-3.4928727 , -0.61200374],\n",
              "        [-2.28133   ,  0.35958213],\n",
              "        [-3.938787  , -1.2783575 ],\n",
              "        [-2.750019  , -0.1046354 ],\n",
              "        [-2.991195  , -0.33747625],\n",
              "        [-2.5897691 ,  0.18684024],\n",
              "        [-2.5371246 ,  0.04817306],\n",
              "        [-1.7453446 ,  0.4317664 ],\n",
              "        [-3.201065  , -0.37273434],\n",
              "        [-1.5893979 ,  0.4492763 ],\n",
              "        [-3.98209   , -1.2648506 ],\n",
              "        [-1.4069741 ,  0.44895756],\n",
              "        [-2.8597462 , -0.19862194],\n",
              "        [-1.8713472 ,  0.40152454],\n",
              "        [-2.676705  , -0.01768503],\n",
              "        [-1.9890486 ,  0.3821497 ],\n",
              "        [-2.4234595 ,  0.19900627],\n",
              "        [-3.4701116 , -0.7226918 ],\n",
              "        [-1.5138646 ,  0.39603388],\n",
              "        [-1.8256935 ,  0.40620592]], dtype=float32),\n",
              " array([1.1556175 , 0.23686504], dtype=float32),\n",
              " array([-1.9367385 ,  0.43488705], dtype=float32)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 221
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "e39e1b12-d3ac-4a7e-c304-35c32f180c6a",
        "id": "YrpDjQ5qiw_G",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 104
        }
      },
      "source": [
        "for i in range(0,5):\n",
        "  print(model_mean.predict(x_tst[0:1]))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[6.3516603]]\n",
            "[[3.6550794]]\n",
            "[[1.5687373]]\n",
            "[[0.6888957]]\n",
            "[[4.2781773]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "ad46577c-218c-4ca8-b001-97e0c0628df3",
        "id": "dxDrRE-6iw_L",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css": {
              "data": "/* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /* We import all of these together in a single css file because the Webpack
loader sees only one file at a time. This allows postcss to see the variable
definitions when they are used. */

 /*-----------------------------------------------------------------------------
| Copyright (c) Jupyter Development Team.
| Distributed under the terms of the Modified BSD License.
|----------------------------------------------------------------------------*/

 /*
This file is copied from the JupyterLab project to define default styling for
when the widget styling is compiled down to eliminate CSS variables. We make one
change - we comment out the font import below.
*/

 /**
 * The material design colors are adapted from google-material-color v1.2.6
 * https://github.com/danlevan/google-material-color
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css
 *
 * The license for the material design color CSS variables is as follows (see
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)
 *
 * The MIT License (MIT)
 *
 * Copyright (c) 2014 Dan Le Van
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */

 /*
The following CSS variables define the main, public API for styling JupyterLab.
These variables should be used by all plugins wherever possible. In other
words, plugins should not define custom colors, sizes, etc unless absolutely
necessary. This enables users to change the visual theme of JupyterLab
by changing these variables.

Many variables appear in an ordered sequence (0,1,2,3). These sequences
are designed to work well together, so for example, `--jp-border-color1` should
be used with `--jp-layout-color1`. The numbers have the following meanings:

* 0: super-primary, reserved for special emphasis
* 1: primary, most important under normal situations
* 2: secondary, next most important under normal situations
* 3: tertiary, next most important under normal situations

Throughout JupyterLab, we are mostly following principles from Google's
Material Design when selecting colors. We are not, however, following
all of MD as it is not optimized for dense, information rich UIs.
*/

 /*
 * Optional monospace font for input/output prompt.
 */

 /* Commented out in ipywidgets since we don't need it. */

 /* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */

 /*
 * Added for compabitility with output area
 */

 :root {

  /* Borders

  The following variables, specify the visual styling of borders in JupyterLab.
   */

  /* UI Fonts

  The UI font CSS variables are used for the typography all of the JupyterLab
  user interface elements that are not directly user generated content.
  */ /* Base font size */ /* Ensures px perfect FontAwesome icons */

  /* Use these font colors against the corresponding main layout colors.
     In a light theme, these go from dark to light.
  */

  /* Use these against the brand/accent/warn/error colors.
     These will typically go from light to darker, in both a dark and light theme
   */

  /* Content Fonts

  Content font variables are used for typography of user generated content.
  */ /* Base font size */


  /* Layout

  The following are the main layout colors use in JupyterLab. In a light
  theme these would go from light to dark.
  */

  /* Brand/accent */

  /* State colors (warn, error, success, info) */

  /* Cell specific styles */
  /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
  /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */

  /* Notebook specific styles */

  /* Console specific styles */

  /* Toolbar specific styles */
}

 /* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /*
 * We assume that the CSS variables in
 * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css
 * have been defined.
 */

 /* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:

Copyright (c) 2014-2017, PhosphorJS Contributors
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

*/

 /*
 * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css 
 * We've scoped the rules so that they are consistent with exactly our code.
 */

 .jupyter-widgets.widget-tab > .p-TabBar {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
  margin: 0;
  padding: 0;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  list-style-type: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
  -webkit-box-sizing: border-box;
          box-sizing: border-box;
  overflow: hidden;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
  -webkit-box-flex: 0;
      -ms-flex: 0 0 auto;
          flex: 0 0 auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  overflow: hidden;
  white-space: nowrap;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {
  display: none !important;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {
  position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {
  left: 0;
  -webkit-transition: left 150ms ease;
  transition: left 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {
  top: 0;
  -webkit-transition: top 150ms ease;
  transition: top 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {
  -webkit-transition: none;
  transition: none;
}

 /* End tabbar.css */

 :root { /* margin between inline elements */

    /* From Material Design Lite */
}

 .jupyter-widgets {
    margin: 2px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    color: black;
    overflow: visible;
}

 .jupyter-widgets.jupyter-widgets-disconnected::before {
    line-height: 28px;
    height: 28px;
}

 .jp-Output-result > .jupyter-widgets {
    margin-left: 0;
    margin-right: 0;
}

 /* vbox and hbox */

 .widget-inline-hbox {
    /* Horizontal widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
    -webkit-box-align: baseline;
        -ms-flex-align: baseline;
            align-items: baseline;
}

 .widget-inline-vbox {
    /* Vertical Widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widget-box {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    margin: 0;
    overflow: auto;
}

 .widget-gridbox {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: grid;
    margin: 0;
    overflow: auto;
}

 .widget-hbox {
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
}

 .widget-vbox {
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 /* General Button Styling */

 .jupyter-button {
    padding-left: 10px;
    padding-right: 10px;
    padding-top: 0px;
    padding-bottom: 0px;
    display: inline-block;
    white-space: nowrap;
    overflow: hidden;
    text-overflow: ellipsis;
    text-align: center;
    font-size: 13px;
    cursor: pointer;

    height: 28px;
    border: 0px solid;
    line-height: 28px;
    -webkit-box-shadow: none;
            box-shadow: none;

    color: rgba(0, 0, 0, .8);
    background-color: #EEEEEE;
    border-color: #E0E0E0;
    border: none;
}

 .jupyter-button i.fa {
    margin-right: 4px;
    pointer-events: none;
}

 .jupyter-button:empty:before {
    content: "\200b"; /* zero-width space */
}

 .jupyter-widgets.jupyter-button:disabled {
    opacity: 0.6;
}

 .jupyter-button i.fa.center {
    margin-right: 0;
}

 .jupyter-button:hover:enabled, .jupyter-button:focus:enabled {
    /* MD Lite 2dp shadow */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
            box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .jupyter-button:active, .jupyter-button.mod-active {
    /* MD Lite 4dp shadow */
    -webkit-box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
            box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
    color: rgba(0, 0, 0, .8);
    background-color: #BDBDBD;
}

 .jupyter-button:focus:enabled {
    outline: 1px solid #64B5F6;
}

 /* Button "Primary" Styling */

 .jupyter-button.mod-primary {
    color: rgba(255, 255, 255, 1.0);
    background-color: #2196F3;
}

 .jupyter-button.mod-primary.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 .jupyter-button.mod-primary:active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 /* Button "Success" Styling */

 .jupyter-button.mod-success {
    color: rgba(255, 255, 255, 1.0);
    background-color: #4CAF50;
}

 .jupyter-button.mod-success.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 .jupyter-button.mod-success:active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 /* Button "Info" Styling */

 .jupyter-button.mod-info {
    color: rgba(255, 255, 255, 1.0);
    background-color: #00BCD4;
}

 .jupyter-button.mod-info.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 .jupyter-button.mod-info:active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 /* Button "Warning" Styling */

 .jupyter-button.mod-warning {
    color: rgba(255, 255, 255, 1.0);
    background-color: #FF9800;
}

 .jupyter-button.mod-warning.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 .jupyter-button.mod-warning:active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 /* Button "Danger" Styling */

 .jupyter-button.mod-danger {
    color: rgba(255, 255, 255, 1.0);
    background-color: #F44336;
}

 .jupyter-button.mod-danger.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 .jupyter-button.mod-danger:active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 /* Widget Button*/

 .widget-button, .widget-toggle-button {
    width: 148px;
}

 /* Widget Label Styling */

 /* Override Bootstrap label css */

 .jupyter-widgets label {
    margin-bottom: 0;
    margin-bottom: initial;
}

 .widget-label-basic {
    /* Basic Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-label {
    /* Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-inline-hbox .widget-label {
    /* Horizontal Widget Label */
    color: black;
    text-align: right;
    margin-right: 8px;
    width: 80px;
    -ms-flex-negative: 0;
        flex-shrink: 0;
}

 .widget-inline-vbox .widget-label {
    /* Vertical Widget Label */
    color: black;
    text-align: center;
    line-height: 28px;
}

 /* Widget Readout Styling */

 .widget-readout {
    color: black;
    font-size: 13px;
    height: 28px;
    line-height: 28px;
    overflow: hidden;
    white-space: nowrap;
    text-align: center;
}

 .widget-readout.overflow {
    /* Overflowing Readout */

    /* From Material Design Lite
        shadow-key-umbra-opacity: 0.2;
        shadow-key-penumbra-opacity: 0.14;
        shadow-ambient-shadow-opacity: 0.12;
     */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                        0 3px 1px -2px rgba(0, 0, 0, .14),
                        0 1px 5px 0 rgba(0, 0, 0, .12);

    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                0 3px 1px -2px rgba(0, 0, 0, .14),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .widget-inline-hbox .widget-readout {
    /* Horizontal Readout */
    text-align: center;
    max-width: 148px;
    min-width: 72px;
    margin-left: 4px;
}

 .widget-inline-vbox .widget-readout {
    /* Vertical Readout */
    margin-top: 4px;
    /* as wide as the widget */
    width: inherit;
}

 /* Widget Checkbox Styling */

 .widget-checkbox {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-checkbox input[type="checkbox"] {
    margin: 0px 8px 0px 0px;
    line-height: 28px;
    font-size: large;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -ms-flex-item-align: center;
        align-self: center;
}

 /* Widget Valid Styling */

 .widget-valid {
    height: 28px;
    line-height: 28px;
    width: 148px;
    font-size: 13px;
}

 .widget-valid i:before {
    line-height: 28px;
    margin-right: 4px;
    margin-left: 4px;

    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .widget-valid.mod-valid i:before {
    content: "\f00c";
    color: green;
}

 .widget-valid.mod-invalid i:before {
    content: "\f00d";
    color: red;
}

 .widget-valid.mod-valid .widget-valid-readout {
    display: none;
}

 /* Widget Text and TextArea Stying */

 .widget-textarea, .widget-text {
    width: 300px;
}

 .widget-text input[type="text"], .widget-text input[type="number"]{
    height: 28px;
    line-height: 28px;
}

 .widget-text input[type="text"]:disabled, .widget-text input[type="number"]:disabled, .widget-textarea textarea:disabled {
    opacity: 0.6;
}

 .widget-text input[type="text"], .widget-text input[type="number"], .widget-textarea textarea {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    outline: none !important;
}

 .widget-textarea textarea {
    height: inherit;
    width: inherit;
}

 .widget-text input:focus, .widget-textarea textarea:focus {
    border-color: #64B5F6;
}

 /* Widget Slider */

 .widget-slider .ui-slider {
    /* Slider Track */
    border: 1px solid #BDBDBD;
    background: #BDBDBD;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    position: relative;
    border-radius: 0px;
}

 .widget-slider .ui-slider .ui-slider-handle {
    /* Slider Handle */
    outline: none !important; /* focused slider handles are colored - see below */
    position: absolute;
    background-color: white;
    border: 1px solid #9E9E9E;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    z-index: 1;
    background-image: none; /* Override jquery-ui */
}

 /* Override jquery-ui */

 .widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {
    background-color: #2196F3;
    border: 1px solid #2196F3;
}

 .widget-slider .ui-slider .ui-slider-handle:active {
    background-color: #2196F3;
    border-color: #2196F3;
    z-index: 2;
    -webkit-transform: scale(1.2);
            transform: scale(1.2);
}

 .widget-slider  .ui-slider .ui-slider-range {
    /* Interval between the two specified value of a double slider */
    position: absolute;
    background: #2196F3;
    z-index: 0;
}

 /* Shapes of Slider Handles */

 .widget-hslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-top: -7px;
    margin-left: -7px;
    border-radius: 50%;
    top: 0;
}

 .widget-vslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-bottom: -7px;
    margin-left: -7px;
    border-radius: 50%;
    left: 0;
}

 .widget-hslider .ui-slider .ui-slider-range {
    height: 8px;
    margin-top: -3px;
}

 .widget-vslider .ui-slider .ui-slider-range {
    width: 8px;
    margin-left: -3px;
}

 /* Horizontal Slider */

 .widget-hslider {
    width: 300px;
    height: 28px;
    line-height: 28px;

    /* Override the align-items baseline. This way, the description and readout
    still seem to align their baseline properly, and we don't have to have
    align-self: stretch in the .slider-container. */
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widgets-slider .slider-container {
    overflow: visible;
}

 .widget-hslider .slider-container {
    height: 28px;
    margin-left: 6px;
    margin-right: 6px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
}

 .widget-hslider .ui-slider {
    /* Inner, invisible slide div */
    height: 4px;
    margin-top: 12px;
    width: 100%;
}

 /* Vertical Slider */

 .widget-vbox .widget-label {
    height: 28px;
    line-height: 28px;
}

 .widget-vslider {
    /* Vertical Slider */
    height: 200px;
    width: 72px;
}

 .widget-vslider .slider-container {
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 6px;
    margin-top: 6px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .widget-vslider .ui-slider-vertical {
    /* Inner, invisible slide div */
    width: 4px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-left: auto;
    margin-right: auto;
}

 /* Widget Progress Styling */

 .progress-bar {
    -webkit-transition: none;
    transition: none;
}

 .progress-bar {
    height: 28px;
}

 .progress-bar {
    background-color: #2196F3;
}

 .progress-bar-success {
    background-color: #4CAF50;
}

 .progress-bar-info {
    background-color: #00BCD4;
}

 .progress-bar-warning {
    background-color: #FF9800;
}

 .progress-bar-danger {
    background-color: #F44336;
}

 .progress {
    background-color: #EEEEEE;
    border: none;
    -webkit-box-shadow: none;
            box-shadow: none;
}

 /* Horisontal Progress */

 .widget-hprogress {
    /* Progress Bar */
    height: 28px;
    line-height: 28px;
    width: 300px;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;

}

 .widget-hprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-top: 4px;
    margin-bottom: 4px;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    /* Override bootstrap style */
    height: auto;
    height: initial;
}

 /* Vertical Progress */

 .widget-vprogress {
    height: 200px;
    width: 72px;
}

 .widget-vprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    width: 20px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 0;
}

 /* Select Widget Styling */

 .widget-dropdown {
    height: 28px;
    width: 300px;
    line-height: 28px;
}

 .widget-dropdown > select {
    padding-right: 20px;
    border: 1px solid #9E9E9E;
    border-radius: 0;
    height: inherit;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    outline: none !important;
    -webkit-box-shadow: none;
            box-shadow: none;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    vertical-align: top;
    padding-left: 8px;
	appearance: none;
	-webkit-appearance: none;
	-moz-appearance: none;
    background-repeat: no-repeat;
	background-size: 20px;
	background-position: right center;
    background-image: url("data:image/svg+xml;base64,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");
}

 .widget-dropdown > select:focus {
    border-color: #64B5F6;
}

 .widget-dropdown > select:disabled {
    opacity: 0.6;
}

 /* To disable the dotted border in Firefox around select controls.
   See http://stackoverflow.com/a/18853002 */

 .widget-dropdown > select:-moz-focusring {
    color: transparent;
    text-shadow: 0 0 0 #000;
}

 /* Select and SelectMultiple */

 .widget-select {
    width: 300px;
    line-height: 28px;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    -webkit-box-align: start;
        -ms-flex-align: start;
            align-items: flex-start;
}

 .widget-select > select {
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    outline: none !important;
    overflow: auto;
    height: inherit;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    padding-top: 5px;
}

 .widget-select > select:focus {
    border-color: #64B5F6;
}

 .wiget-select > select > option {
    padding-left: 4px;
    line-height: 28px;
    /* line-height doesn't work on some browsers for select options */
    padding-top: calc(28px - var(--jp-widgets-font-size) / 2);
    padding-bottom: calc(28px - var(--jp-widgets-font-size) / 2);
}

 /* Toggle Buttons Styling */

 .widget-toggle-buttons {
    line-height: 28px;
}

 .widget-toggle-buttons .widget-toggle-button {
    margin-left: 2px;
    margin-right: 2px;
}

 .widget-toggle-buttons .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Radio Buttons Styling */

 .widget-radio {
    width: 300px;
    line-height: 28px;
}

 .widget-radio-box {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-bottom: 8px;
}

 .widget-radio-box label {
    height: 20px;
    line-height: 20px;
    font-size: 13px;
}

 .widget-radio-box input {
    height: 20px;
    line-height: 20px;
    margin: 0 8px 0 1px;
    float: left;
}

 /* Color Picker Styling */

 .widget-colorpicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-colorpicker > .widget-colorpicker-input {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 72px;
}

 .widget-colorpicker input[type="color"] {
    width: 28px;
    height: 28px;
    padding: 0 2px; /* make the color square actually square on Chrome on OS X */
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    border-left: none;
    -webkit-box-flex: 0;
        -ms-flex-positive: 0;
            flex-grow: 0;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    outline: none !important;
}

 .widget-colorpicker.concise input[type="color"] {
    border-left: 1px solid #9E9E9E;
}

 .widget-colorpicker input[type="color"]:focus, .widget-colorpicker input[type="text"]:focus {
    border-color: #64B5F6;
}

 .widget-colorpicker input[type="text"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    outline: none !important;
    height: 28px;
    line-height: 28px;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    font-size: 13px;
    padding: 4px 8px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-colorpicker input[type="text"]:disabled {
    opacity: 0.6;
}

 /* Date Picker Styling */

 .widget-datepicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-datepicker input[type="date"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    outline: none !important;
    height: 28px;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-datepicker input[type="date"]:focus {
    border-color: #64B5F6;
}

 .widget-datepicker input[type="date"]:invalid {
    border-color: #FF9800;
}

 .widget-datepicker input[type="date"]:disabled {
    opacity: 0.6;
}

 /* Play Widget */

 .widget-play {
    width: 148px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .widget-play .jupyter-button {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    height: auto;
}

 .widget-play .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Tab Widget */

 .jupyter-widgets.widget-tab {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */
    overflow-x: visible;
    overflow-y: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
    /* Make sure that the tab grows from bottom up */
    -webkit-box-align: end;
        -ms-flex-align: end;
            align-items: flex-end;
    min-width: 0;
    min-height: 0;
}

 .jupyter-widgets.widget-tab > .widget-tab-contents {
    width: 100%;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    margin: 0;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    padding: 15px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    overflow: auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    font: 13px Helvetica, Arial, sans-serif;
    min-height: 25px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
    -webkit-box-flex: 0;
        -ms-flex: 0 1 144px;
            flex: 0 1 144px;
    min-width: 35px;
    min-height: 25px;
    line-height: 24px;
    margin-left: -1px;
    padding: 0px 10px;
    background: #EEEEEE;
    color: rgba(0, 0, 0, .5);
    border: 1px solid #9E9E9E;
    border-bottom: none;
    position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {
    color: rgba(0, 0, 0, 1.0);
    /* We want the background to match the tab content background */
    background: white;
    min-height: 26px;
    -webkit-transform: translateY(1px);
            transform: translateY(1px);
    overflow: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {
    position: absolute;
    top: -1px;
    left: -1px;
    content: '';
    height: 2px;
    width: calc(100% + 2px);
    background: #2196F3;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {
    margin-left: 0;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {
    background: white;
    color: rgba(0, 0, 0, .8);
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {
    margin-left: 4px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {
    font-family: FontAwesome;
    content: '\f00d'; /* close */
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
    line-height: 24px;
}

 /* Accordion Widget */

 .p-Collapse {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Collapse-header {
    padding: 4px;
    cursor: pointer;
    color: rgba(0, 0, 0, .5);
    background-color: #EEEEEE;
    border: 1px solid #9E9E9E;
    padding: 10px 15px;
    font-weight: bold;
}

 .p-Collapse-header:hover {
    background-color: white;
    color: rgba(0, 0, 0, .8);
}

 .p-Collapse-open > .p-Collapse-header {
    background-color: white;
    color: rgba(0, 0, 0, 1.0);
    cursor: default;
    border-bottom: none;
}

 .p-Collapse .p-Collapse-header::before {
    content: '\f0da\00A0';  /* caret-right, non-breaking space */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .p-Collapse-open > .p-Collapse-header::before {
    content: '\f0d7\00A0'; /* caret-down, non-breaking space */
}

 .p-Collapse-contents {
    padding: 15px;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    border-left: 1px solid #9E9E9E;
    border-right: 1px solid #9E9E9E;
    border-bottom: 1px solid #9E9E9E;
    overflow: auto;
}

 .p-Accordion {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Accordion .p-Collapse {
    margin-bottom: 0;
}

 .p-Accordion .p-Collapse + .p-Collapse {
    margin-top: 4px;
}

 /* HTML widget */

 .widget-html, .widget-htmlmath {
    font-size: 13px;
}

 .widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {
    /* Fill out the area in the HTML widget */
    -ms-flex-item-align: stretch;
        align-self: stretch;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    /* Makes sure the baseline is still aligned with other elements */
    line-height: 28px;
    /* Make it possible to have absolutely-positioned elements in the html */
    position: relative;
}

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 */",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "text/css"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 67
        }
      },
      "source": [
        "n=10000\n",
        "n_preds=np.zeros((n,len(x_tst)))\n",
        "for i in tqdm(range(0,n)):\n",
        "  n_preds[i,:]=np.reshape(model_mean.predict(x_tst,batch_size=150),150)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "1ba55cc60749473ebf126824faaf6cb9",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_lFYHrfhjz7I",
        "colab_type": "code",
        "outputId": "1d8b2c98-9030-40df-846d-a7ad857a13d1",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css": {
              "data": "/* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /* We import all of these together in a single css file because the Webpack
loader sees only one file at a time. This allows postcss to see the variable
definitions when they are used. */

 /*-----------------------------------------------------------------------------
| Copyright (c) Jupyter Development Team.
| Distributed under the terms of the Modified BSD License.
|----------------------------------------------------------------------------*/

 /*
This file is copied from the JupyterLab project to define default styling for
when the widget styling is compiled down to eliminate CSS variables. We make one
change - we comment out the font import below.
*/

 /**
 * The material design colors are adapted from google-material-color v1.2.6
 * https://github.com/danlevan/google-material-color
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css
 *
 * The license for the material design color CSS variables is as follows (see
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)
 *
 * The MIT License (MIT)
 *
 * Copyright (c) 2014 Dan Le Van
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */

 /*
The following CSS variables define the main, public API for styling JupyterLab.
These variables should be used by all plugins wherever possible. In other
words, plugins should not define custom colors, sizes, etc unless absolutely
necessary. This enables users to change the visual theme of JupyterLab
by changing these variables.

Many variables appear in an ordered sequence (0,1,2,3). These sequences
are designed to work well together, so for example, `--jp-border-color1` should
be used with `--jp-layout-color1`. The numbers have the following meanings:

* 0: super-primary, reserved for special emphasis
* 1: primary, most important under normal situations
* 2: secondary, next most important under normal situations
* 3: tertiary, next most important under normal situations

Throughout JupyterLab, we are mostly following principles from Google's
Material Design when selecting colors. We are not, however, following
all of MD as it is not optimized for dense, information rich UIs.
*/

 /*
 * Optional monospace font for input/output prompt.
 */

 /* Commented out in ipywidgets since we don't need it. */

 /* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */

 /*
 * Added for compabitility with output area
 */

 :root {

  /* Borders

  The following variables, specify the visual styling of borders in JupyterLab.
   */

  /* UI Fonts

  The UI font CSS variables are used for the typography all of the JupyterLab
  user interface elements that are not directly user generated content.
  */ /* Base font size */ /* Ensures px perfect FontAwesome icons */

  /* Use these font colors against the corresponding main layout colors.
     In a light theme, these go from dark to light.
  */

  /* Use these against the brand/accent/warn/error colors.
     These will typically go from light to darker, in both a dark and light theme
   */

  /* Content Fonts

  Content font variables are used for typography of user generated content.
  */ /* Base font size */


  /* Layout

  The following are the main layout colors use in JupyterLab. In a light
  theme these would go from light to dark.
  */

  /* Brand/accent */

  /* State colors (warn, error, success, info) */

  /* Cell specific styles */
  /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
  /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */

  /* Notebook specific styles */

  /* Console specific styles */

  /* Toolbar specific styles */
}

 /* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /*
 * We assume that the CSS variables in
 * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css
 * have been defined.
 */

 /* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:

Copyright (c) 2014-2017, PhosphorJS Contributors
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

*/

 /*
 * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css 
 * We've scoped the rules so that they are consistent with exactly our code.
 */

 .jupyter-widgets.widget-tab > .p-TabBar {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
  margin: 0;
  padding: 0;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  list-style-type: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
  -webkit-box-sizing: border-box;
          box-sizing: border-box;
  overflow: hidden;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
  -webkit-box-flex: 0;
      -ms-flex: 0 0 auto;
          flex: 0 0 auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  overflow: hidden;
  white-space: nowrap;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {
  display: none !important;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {
  position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {
  left: 0;
  -webkit-transition: left 150ms ease;
  transition: left 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {
  top: 0;
  -webkit-transition: top 150ms ease;
  transition: top 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {
  -webkit-transition: none;
  transition: none;
}

 /* End tabbar.css */

 :root { /* margin between inline elements */

    /* From Material Design Lite */
}

 .jupyter-widgets {
    margin: 2px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    color: black;
    overflow: visible;
}

 .jupyter-widgets.jupyter-widgets-disconnected::before {
    line-height: 28px;
    height: 28px;
}

 .jp-Output-result > .jupyter-widgets {
    margin-left: 0;
    margin-right: 0;
}

 /* vbox and hbox */

 .widget-inline-hbox {
    /* Horizontal widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
    -webkit-box-align: baseline;
        -ms-flex-align: baseline;
            align-items: baseline;
}

 .widget-inline-vbox {
    /* Vertical Widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widget-box {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    margin: 0;
    overflow: auto;
}

 .widget-gridbox {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: grid;
    margin: 0;
    overflow: auto;
}

 .widget-hbox {
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
}

 .widget-vbox {
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 /* General Button Styling */

 .jupyter-button {
    padding-left: 10px;
    padding-right: 10px;
    padding-top: 0px;
    padding-bottom: 0px;
    display: inline-block;
    white-space: nowrap;
    overflow: hidden;
    text-overflow: ellipsis;
    text-align: center;
    font-size: 13px;
    cursor: pointer;

    height: 28px;
    border: 0px solid;
    line-height: 28px;
    -webkit-box-shadow: none;
            box-shadow: none;

    color: rgba(0, 0, 0, .8);
    background-color: #EEEEEE;
    border-color: #E0E0E0;
    border: none;
}

 .jupyter-button i.fa {
    margin-right: 4px;
    pointer-events: none;
}

 .jupyter-button:empty:before {
    content: "\200b"; /* zero-width space */
}

 .jupyter-widgets.jupyter-button:disabled {
    opacity: 0.6;
}

 .jupyter-button i.fa.center {
    margin-right: 0;
}

 .jupyter-button:hover:enabled, .jupyter-button:focus:enabled {
    /* MD Lite 2dp shadow */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
            box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .jupyter-button:active, .jupyter-button.mod-active {
    /* MD Lite 4dp shadow */
    -webkit-box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
            box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
    color: rgba(0, 0, 0, .8);
    background-color: #BDBDBD;
}

 .jupyter-button:focus:enabled {
    outline: 1px solid #64B5F6;
}

 /* Button "Primary" Styling */

 .jupyter-button.mod-primary {
    color: rgba(255, 255, 255, 1.0);
    background-color: #2196F3;
}

 .jupyter-button.mod-primary.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 .jupyter-button.mod-primary:active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 /* Button "Success" Styling */

 .jupyter-button.mod-success {
    color: rgba(255, 255, 255, 1.0);
    background-color: #4CAF50;
}

 .jupyter-button.mod-success.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 .jupyter-button.mod-success:active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 /* Button "Info" Styling */

 .jupyter-button.mod-info {
    color: rgba(255, 255, 255, 1.0);
    background-color: #00BCD4;
}

 .jupyter-button.mod-info.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 .jupyter-button.mod-info:active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 /* Button "Warning" Styling */

 .jupyter-button.mod-warning {
    color: rgba(255, 255, 255, 1.0);
    background-color: #FF9800;
}

 .jupyter-button.mod-warning.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 .jupyter-button.mod-warning:active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 /* Button "Danger" Styling */

 .jupyter-button.mod-danger {
    color: rgba(255, 255, 255, 1.0);
    background-color: #F44336;
}

 .jupyter-button.mod-danger.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 .jupyter-button.mod-danger:active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 /* Widget Button*/

 .widget-button, .widget-toggle-button {
    width: 148px;
}

 /* Widget Label Styling */

 /* Override Bootstrap label css */

 .jupyter-widgets label {
    margin-bottom: 0;
    margin-bottom: initial;
}

 .widget-label-basic {
    /* Basic Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-label {
    /* Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-inline-hbox .widget-label {
    /* Horizontal Widget Label */
    color: black;
    text-align: right;
    margin-right: 8px;
    width: 80px;
    -ms-flex-negative: 0;
        flex-shrink: 0;
}

 .widget-inline-vbox .widget-label {
    /* Vertical Widget Label */
    color: black;
    text-align: center;
    line-height: 28px;
}

 /* Widget Readout Styling */

 .widget-readout {
    color: black;
    font-size: 13px;
    height: 28px;
    line-height: 28px;
    overflow: hidden;
    white-space: nowrap;
    text-align: center;
}

 .widget-readout.overflow {
    /* Overflowing Readout */

    /* From Material Design Lite
        shadow-key-umbra-opacity: 0.2;
        shadow-key-penumbra-opacity: 0.14;
        shadow-ambient-shadow-opacity: 0.12;
     */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                        0 3px 1px -2px rgba(0, 0, 0, .14),
                        0 1px 5px 0 rgba(0, 0, 0, .12);

    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                0 3px 1px -2px rgba(0, 0, 0, .14),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .widget-inline-hbox .widget-readout {
    /* Horizontal Readout */
    text-align: center;
    max-width: 148px;
    min-width: 72px;
    margin-left: 4px;
}

 .widget-inline-vbox .widget-readout {
    /* Vertical Readout */
    margin-top: 4px;
    /* as wide as the widget */
    width: inherit;
}

 /* Widget Checkbox Styling */

 .widget-checkbox {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-checkbox input[type="checkbox"] {
    margin: 0px 8px 0px 0px;
    line-height: 28px;
    font-size: large;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -ms-flex-item-align: center;
        align-self: center;
}

 /* Widget Valid Styling */

 .widget-valid {
    height: 28px;
    line-height: 28px;
    width: 148px;
    font-size: 13px;
}

 .widget-valid i:before {
    line-height: 28px;
    margin-right: 4px;
    margin-left: 4px;

    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .widget-valid.mod-valid i:before {
    content: "\f00c";
    color: green;
}

 .widget-valid.mod-invalid i:before {
    content: "\f00d";
    color: red;
}

 .widget-valid.mod-valid .widget-valid-readout {
    display: none;
}

 /* Widget Text and TextArea Stying */

 .widget-textarea, .widget-text {
    width: 300px;
}

 .widget-text input[type="text"], .widget-text input[type="number"]{
    height: 28px;
    line-height: 28px;
}

 .widget-text input[type="text"]:disabled, .widget-text input[type="number"]:disabled, .widget-textarea textarea:disabled {
    opacity: 0.6;
}

 .widget-text input[type="text"], .widget-text input[type="number"], .widget-textarea textarea {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    outline: none !important;
}

 .widget-textarea textarea {
    height: inherit;
    width: inherit;
}

 .widget-text input:focus, .widget-textarea textarea:focus {
    border-color: #64B5F6;
}

 /* Widget Slider */

 .widget-slider .ui-slider {
    /* Slider Track */
    border: 1px solid #BDBDBD;
    background: #BDBDBD;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    position: relative;
    border-radius: 0px;
}

 .widget-slider .ui-slider .ui-slider-handle {
    /* Slider Handle */
    outline: none !important; /* focused slider handles are colored - see below */
    position: absolute;
    background-color: white;
    border: 1px solid #9E9E9E;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    z-index: 1;
    background-image: none; /* Override jquery-ui */
}

 /* Override jquery-ui */

 .widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {
    background-color: #2196F3;
    border: 1px solid #2196F3;
}

 .widget-slider .ui-slider .ui-slider-handle:active {
    background-color: #2196F3;
    border-color: #2196F3;
    z-index: 2;
    -webkit-transform: scale(1.2);
            transform: scale(1.2);
}

 .widget-slider  .ui-slider .ui-slider-range {
    /* Interval between the two specified value of a double slider */
    position: absolute;
    background: #2196F3;
    z-index: 0;
}

 /* Shapes of Slider Handles */

 .widget-hslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-top: -7px;
    margin-left: -7px;
    border-radius: 50%;
    top: 0;
}

 .widget-vslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-bottom: -7px;
    margin-left: -7px;
    border-radius: 50%;
    left: 0;
}

 .widget-hslider .ui-slider .ui-slider-range {
    height: 8px;
    margin-top: -3px;
}

 .widget-vslider .ui-slider .ui-slider-range {
    width: 8px;
    margin-left: -3px;
}

 /* Horizontal Slider */

 .widget-hslider {
    width: 300px;
    height: 28px;
    line-height: 28px;

    /* Override the align-items baseline. This way, the description and readout
    still seem to align their baseline properly, and we don't have to have
    align-self: stretch in the .slider-container. */
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widgets-slider .slider-container {
    overflow: visible;
}

 .widget-hslider .slider-container {
    height: 28px;
    margin-left: 6px;
    margin-right: 6px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
}

 .widget-hslider .ui-slider {
    /* Inner, invisible slide div */
    height: 4px;
    margin-top: 12px;
    width: 100%;
}

 /* Vertical Slider */

 .widget-vbox .widget-label {
    height: 28px;
    line-height: 28px;
}

 .widget-vslider {
    /* Vertical Slider */
    height: 200px;
    width: 72px;
}

 .widget-vslider .slider-container {
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 6px;
    margin-top: 6px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .widget-vslider .ui-slider-vertical {
    /* Inner, invisible slide div */
    width: 4px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-left: auto;
    margin-right: auto;
}

 /* Widget Progress Styling */

 .progress-bar {
    -webkit-transition: none;
    transition: none;
}

 .progress-bar {
    height: 28px;
}

 .progress-bar {
    background-color: #2196F3;
}

 .progress-bar-success {
    background-color: #4CAF50;
}

 .progress-bar-info {
    background-color: #00BCD4;
}

 .progress-bar-warning {
    background-color: #FF9800;
}

 .progress-bar-danger {
    background-color: #F44336;
}

 .progress {
    background-color: #EEEEEE;
    border: none;
    -webkit-box-shadow: none;
            box-shadow: none;
}

 /* Horisontal Progress */

 .widget-hprogress {
    /* Progress Bar */
    height: 28px;
    line-height: 28px;
    width: 300px;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;

}

 .widget-hprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-top: 4px;
    margin-bottom: 4px;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    /* Override bootstrap style */
    height: auto;
    height: initial;
}

 /* Vertical Progress */

 .widget-vprogress {
    height: 200px;
    width: 72px;
}

 .widget-vprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    width: 20px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 0;
}

 /* Select Widget Styling */

 .widget-dropdown {
    height: 28px;
    width: 300px;
    line-height: 28px;
}

 .widget-dropdown > select {
    padding-right: 20px;
    border: 1px solid #9E9E9E;
    border-radius: 0;
    height: inherit;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    outline: none !important;
    -webkit-box-shadow: none;
            box-shadow: none;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    vertical-align: top;
    padding-left: 8px;
	appearance: none;
	-webkit-appearance: none;
	-moz-appearance: none;
    background-repeat: no-repeat;
	background-size: 20px;
	background-position: right center;
    background-image: url("data:image/svg+xml;base64,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");
}

 .widget-dropdown > select:focus {
    border-color: #64B5F6;
}

 .widget-dropdown > select:disabled {
    opacity: 0.6;
}

 /* To disable the dotted border in Firefox around select controls.
   See http://stackoverflow.com/a/18853002 */

 .widget-dropdown > select:-moz-focusring {
    color: transparent;
    text-shadow: 0 0 0 #000;
}

 /* Select and SelectMultiple */

 .widget-select {
    width: 300px;
    line-height: 28px;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    -webkit-box-align: start;
        -ms-flex-align: start;
            align-items: flex-start;
}

 .widget-select > select {
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    outline: none !important;
    overflow: auto;
    height: inherit;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    padding-top: 5px;
}

 .widget-select > select:focus {
    border-color: #64B5F6;
}

 .wiget-select > select > option {
    padding-left: 4px;
    line-height: 28px;
    /* line-height doesn't work on some browsers for select options */
    padding-top: calc(28px - var(--jp-widgets-font-size) / 2);
    padding-bottom: calc(28px - var(--jp-widgets-font-size) / 2);
}

 /* Toggle Buttons Styling */

 .widget-toggle-buttons {
    line-height: 28px;
}

 .widget-toggle-buttons .widget-toggle-button {
    margin-left: 2px;
    margin-right: 2px;
}

 .widget-toggle-buttons .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Radio Buttons Styling */

 .widget-radio {
    width: 300px;
    line-height: 28px;
}

 .widget-radio-box {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-bottom: 8px;
}

 .widget-radio-box label {
    height: 20px;
    line-height: 20px;
    font-size: 13px;
}

 .widget-radio-box input {
    height: 20px;
    line-height: 20px;
    margin: 0 8px 0 1px;
    float: left;
}

 /* Color Picker Styling */

 .widget-colorpicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-colorpicker > .widget-colorpicker-input {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 72px;
}

 .widget-colorpicker input[type="color"] {
    width: 28px;
    height: 28px;
    padding: 0 2px; /* make the color square actually square on Chrome on OS X */
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    border-left: none;
    -webkit-box-flex: 0;
        -ms-flex-positive: 0;
            flex-grow: 0;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    outline: none !important;
}

 .widget-colorpicker.concise input[type="color"] {
    border-left: 1px solid #9E9E9E;
}

 .widget-colorpicker input[type="color"]:focus, .widget-colorpicker input[type="text"]:focus {
    border-color: #64B5F6;
}

 .widget-colorpicker input[type="text"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    outline: none !important;
    height: 28px;
    line-height: 28px;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    font-size: 13px;
    padding: 4px 8px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-colorpicker input[type="text"]:disabled {
    opacity: 0.6;
}

 /* Date Picker Styling */

 .widget-datepicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-datepicker input[type="date"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    outline: none !important;
    height: 28px;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-datepicker input[type="date"]:focus {
    border-color: #64B5F6;
}

 .widget-datepicker input[type="date"]:invalid {
    border-color: #FF9800;
}

 .widget-datepicker input[type="date"]:disabled {
    opacity: 0.6;
}

 /* Play Widget */

 .widget-play {
    width: 148px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .widget-play .jupyter-button {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    height: auto;
}

 .widget-play .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Tab Widget */

 .jupyter-widgets.widget-tab {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */
    overflow-x: visible;
    overflow-y: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
    /* Make sure that the tab grows from bottom up */
    -webkit-box-align: end;
        -ms-flex-align: end;
            align-items: flex-end;
    min-width: 0;
    min-height: 0;
}

 .jupyter-widgets.widget-tab > .widget-tab-contents {
    width: 100%;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    margin: 0;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    padding: 15px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    overflow: auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    font: 13px Helvetica, Arial, sans-serif;
    min-height: 25px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
    -webkit-box-flex: 0;
        -ms-flex: 0 1 144px;
            flex: 0 1 144px;
    min-width: 35px;
    min-height: 25px;
    line-height: 24px;
    margin-left: -1px;
    padding: 0px 10px;
    background: #EEEEEE;
    color: rgba(0, 0, 0, .5);
    border: 1px solid #9E9E9E;
    border-bottom: none;
    position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {
    color: rgba(0, 0, 0, 1.0);
    /* We want the background to match the tab content background */
    background: white;
    min-height: 26px;
    -webkit-transform: translateY(1px);
            transform: translateY(1px);
    overflow: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {
    position: absolute;
    top: -1px;
    left: -1px;
    content: '';
    height: 2px;
    width: calc(100% + 2px);
    background: #2196F3;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {
    margin-left: 0;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {
    background: white;
    color: rgba(0, 0, 0, .8);
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {
    margin-left: 4px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {
    font-family: FontAwesome;
    content: '\f00d'; /* close */
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
    line-height: 24px;
}

 /* Accordion Widget */

 .p-Collapse {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Collapse-header {
    padding: 4px;
    cursor: pointer;
    color: rgba(0, 0, 0, .5);
    background-color: #EEEEEE;
    border: 1px solid #9E9E9E;
    padding: 10px 15px;
    font-weight: bold;
}

 .p-Collapse-header:hover {
    background-color: white;
    color: rgba(0, 0, 0, .8);
}

 .p-Collapse-open > .p-Collapse-header {
    background-color: white;
    color: rgba(0, 0, 0, 1.0);
    cursor: default;
    border-bottom: none;
}

 .p-Collapse .p-Collapse-header::before {
    content: '\f0da\00A0';  /* caret-right, non-breaking space */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .p-Collapse-open > .p-Collapse-header::before {
    content: '\f0d7\00A0'; /* caret-down, non-breaking space */
}

 .p-Collapse-contents {
    padding: 15px;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    border-left: 1px solid #9E9E9E;
    border-right: 1px solid #9E9E9E;
    border-bottom: 1px solid #9E9E9E;
    overflow: auto;
}

 .p-Accordion {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Accordion .p-Collapse {
    margin-bottom: 0;
}

 .p-Accordion .p-Collapse + .p-Collapse {
    margin-top: 4px;
}

 /* HTML widget */

 .widget-html, .widget-htmlmath {
    font-size: 13px;
}

 .widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {
    /* Fill out the area in the HTML widget */
    -ms-flex-item-align: stretch;
        align-self: stretch;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    /* Makes sure the baseline is still aligned with other elements */
    line-height: 28px;
    /* Make it possible to have absolutely-positioned elements in the html */
    position: relative;
}

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 */",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "text/css"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 67
        }
      },
      "source": [
        "n=10000\n",
        "n_preds_std=np.zeros((n,len(x_tst)))\n",
        "for i in tqdm(range(0,n)):\n",
        "  n_preds_std[i,:]=np.reshape(model_std.predict(x_tst,batch_size=150),150)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "4c3a9b22ce1e469d878c084245c92054",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "55bc0bf2-0664-465b-c9b6-9e0ebce37e91",
        "id": "2mjPwmLviw_R",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        }
      },
      "source": [
        "plt.scatter(x,y,color=\"red\") #observerd \n",
        "plt.scatter(x_tst,np.mean(n_preds,axis=0),color=\"black\")\n",
        "plt.scatter(x_tst,np.mean(n_preds,axis=0)+2*np.mean(n_preds_std,axis=0),color=\"blue\")\n",
        "plt.scatter(x_tst,np.mean(n_preds,axis=0)-2*np.mean(n_preds_std,axis=0),color=\"blue\")\n",
        "plt.scatter(x_tst,np.mean(n_preds,axis=0)+2*np.std(n_preds,axis=0),color=\"cyan\")\n",
        "plt.scatter(x_tst,np.mean(n_preds,axis=0)-2*np.std(n_preds,axis=0),color=\"cyan\")\n",
        "plt.scatter(x_tst,np.mean(n_preds,axis=0)+2*np.std(n_preds,axis=0)+2*np.mean(n_preds_std,axis=0),color=\"green\")\n",
        "plt.scatter(x_tst,np.mean(n_preds,axis=0)-2*np.std(n_preds,axis=0)-2*np.mean(n_preds_std,axis=0),color=\"green\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f2b7b4e2208>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 225
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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WTUt84/w8hw8dci2DnLJUOnNyjurkDEuQrJIhedyJpn9mwKaIu92mJUK51aJV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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WikZFkXAio1X",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rbTzec55io45",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9im95t1JipUW",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ERqufQMuipRt",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1zRvmFW3ipPW",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bft59d0lipLn",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zizUG0bdipIh",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ka0hzX0NipFe",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "n5H39PmaipCL",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oYfC42qaio_t",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IjYqYhMUio9G",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0PtxaYenioyW",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fZCzpX1bGTLE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "cellView": "both",
        "colab_type": "code",
        "id": "VwzbWw3_CQ2z",
        "colab": {}
      },
      "source": [
        "# Specify the surrogate posterior over `keras.layers.Dense` `kernel` and `bias`.\n",
        "def posterior_mean_field(kernel_size, bias_size=0, dtype=None):\n",
        "  n = kernel_size + bias_size\n",
        "  c = np.log(np.expm1(1.))\n",
        "  return tf.keras.Sequential([\n",
        "      tfp.layers.VariableLayer(n*2, dtype=dtype),\n",
        "      tfp.layers.DistributionLambda(lambda t: tfd.Independent(\n",
        "          tfd.Normal(loc=t[..., :n],\n",
        "                     scale=1e-5 + tf.nn.softplus(c + t[..., n:])),\n",
        "          reinterpreted_batch_ndims=1)),\n",
        "  ])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "cellView": "both",
        "colab_type": "code",
        "id": "aAQhyK9Y_lm1",
        "colab": {}
      },
      "source": [
        "# Specify the surrogate posterior over `keras.layers.Dense` `kernel` and `bias`.\n",
        "def prior_trainable(kernel_size, bias_size=0, dtype=None):\n",
        "  n = kernel_size + bias_size\n",
        "  return tf.keras.Sequential([\n",
        "      tfp.layers.VariableLayer(n, dtype=dtype),\n",
        "      tfp.layers.DistributionLambda(lambda t: tfd.Independent(\n",
        "          tfd.Normal(loc=t, scale=1),\n",
        "          reinterpreted_batch_ndims=1)),\n",
        "  ])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "XI7ZCFzSnrWN",
        "outputId": "b06927bf-0d6f-4666-ec9f-df66f225c1d8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 237
        }
      },
      "source": [
        "# Build model.\n",
        "model = tf.keras.Sequential([\n",
        "tfp.layers.DenseVariational(1, posterior_mean_field, prior_trainable,input_shape=(1,),activation=\"relu\"),\n",
        "  #tfp.layers.DenseVariational(10, posterior_mean_field, prior_trainable),\n",
        "  #tfp.layers.DenseVariational(1, posterior_mean_field, prior_trainable),\n",
        "  #tfp.layers.DistributionLambda(lambda t: tfd.Normal(loc=t, scale=1)),\n",
        "])\n",
        "\n",
        "# Do inference.\n",
        "model.summary()\n",
        "model.compile(optimizer=tf.optimizers.Adam(learning_rate=0.01), loss=negloglik)\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-92-0f0bccef87e9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m model = tf.keras.Sequential([\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mtfp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlayers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDenseVariational\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mposterior_mean_field\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprior_trainable\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0minput_shape\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mactivation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"relu\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m   \u001b[0;31m#tfp.layers.DenseVariational(10, posterior_mean_field, prior_trainable),\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m   \u001b[0;31m#tfp.layers.DenseVariational(1, posterior_mean_field, prior_trainable),\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m   \u001b[0;31m#tfp.layers.DistributionLambda(lambda t: tfd.Normal(loc=t, scale=1)),\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mNameError\u001b[0m: name 'posterior_mean_field' is not defined"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ADhKzRmywoDy",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#from IPython.display import SVG\n",
        "#SVG(model_to_dot(model,show_shapes=True).create(prog='dot', format='svg'))\n",
        "#from keras.utils.vis_utils import model_to_dot\n",
        "#"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j_Sj1WQYOw6W",
        "colab_type": "code",
        "outputId": "229621c3-6588-42ca-9285-f8096b249d2b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "model(x_tst[0:1]).stddev()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tf.Tensor: id=1055749, shape=(1, 1), dtype=float32, numpy=array([[1.]], dtype=float32)>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 207
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MsNuyxvGMTEW",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model.fit(x, y, epochs=1000, verbose=False);\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zyOc7lHLMkZl",
        "colab_type": "code",
        "outputId": "dc84f13b-c937-4103-8ff5-d88bc5b00d7e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "# Profit.\n",
        "[print(np.squeeze(w.numpy())) for w in model.weights];\n",
        "#yhat = model(x_tst)\n",
        "#assert isinstance(yhat, tfd.Distribution)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[ 0.15286246  4.7040496  -3.66455    -0.52826744]\n",
            "[0.13826916 4.6131687 ]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2ma_lBuRMrpP",
        "colab_type": "code",
        "outputId": "53625af7-e944-492f-ee92-7376fa8c6f24",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "model.get_weights()#mitelwert von steigung und intercept und noch dazue die standartabweichung beide sind normalverteilt"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[array([ 0.15286246,  4.7040496 , -3.66455   , -0.52826744], dtype=float32),\n",
              " array([0.13826916, 4.6131687 ], dtype=float32)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 101
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DPM47lCKOPbv",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#model(x_tst).mean()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a-PFCgeJOW5m",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#model(x_tst).stddev()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B4JAh9ljNBUE",
        "colab_type": "code",
        "outputId": "3308084c-84a1-4d29-f942-a8ea6716171e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "plt.scatter(x,y,color=\"red\") #observerd \n",
        "#for i in range(0,3):\n",
        "  #plt.scatter(x_tst,model(x_tst).sample())\n",
        "for i in range(0,3):\n",
        "  plt.scatter(x_tst,model(x_tst).mean(),color=\"black\")\n",
        "  #plt.scatter(x_tst,model(x_tst).mean()+2*model(x_tst).stddev(),color=\"blue\")\n",
        "  #plt.scatter(x_tst,model(x_tst).mean()-2*model(x_tst).stddev(),color=\"blue\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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SMzBNBjmKT9EPw7DyqJuLRxYicY08y6zaedVRLlVCzpNyR2FN6aGbujHQyZjUP7CRwD1y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\nBAOdiKglGOhERC3BQCciagkGOhFRS/w/Kyei43tNBpwAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pWpY1OgpPadD",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#model(x_tst).mean()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hHnVP1Y2O1Ug",
        "colab_type": "text"
      },
      "source": [
        "### Case 4: Aleatoric & Epistemic Uncertainty"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "GcRC3uwcft6l",
        "outputId": "ed5e442b-29df-43d4-c6f9-8f1ff46a2105",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 225
        }
      },
      "source": [
        "# Build model.\n",
        "model = tf.keras.Sequential([\n",
        "  tfp.layers.DenseVariational(2, posterior_mean_field, prior_trainable,input_shape=(1,)),\n",
        "  tfp.layers.DistributionLambda(\n",
        "      lambda t: tfd.Normal(loc=t[..., :1],\n",
        "                           scale=1e-3 + tf.math.softplus(0.01 * t[...,1:]))),\n",
        "])\n",
        "\n",
        "# Do inference.\n",
        "model.summary()\n",
        "model.compile(optimizer=tf.optimizers.Adam(learning_rate=0.01), loss=negloglik)\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_31\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "dense_variational_18 (DenseV (None, 2)                 12        \n",
            "_________________________________________________________________\n",
            "distribution_lambda_31 (Dist ((None, 1), (None, 1))    0         \n",
            "=================================================================\n",
            "Total params: 12\n",
            "Trainable params: 12\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RJHYyc7DQJkx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model.fit(x, y, epochs=1000, verbose=False);\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "daefIhE0Ruaj",
        "colab_type": "code",
        "outputId": "cfb4d42f-3e25-40f5-98f4-47fa83aebaf0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        }
      },
      "source": [
        "\n",
        "# Profit.\n",
        "[print(np.squeeze(w.numpy())) for w in model.weights];\n",
        "#yhat = model(x_tst)\n",
        "#assert isinstance(yhat, tfd.Distribution)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[ 0.12944002  2.4189117   5.1540465   2.7859828  -3.2581356  -0.65550274\n",
            " -0.56626487 -0.02603184]\n",
            "[0.14465801 2.3947232  5.172522   2.651446  ]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F_6QszTkRwUb",
        "colab_type": "code",
        "outputId": "abc567d9-5858-4bd1-c90c-c3b5841f2c71",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        }
      },
      "source": [
        "plt.scatter(x,y,color=\"red\") #observerd \n",
        "#for i in range(0,3):\n",
        "  #plt.scatter(x_tst,model(x_tst).sample())\n",
        "for i in range(0,5):\n",
        "  plt.scatter(x_tst,model(x_tst).mean(),color=\"black\")\n",
        "plt.scatter(x_tst,model(x_tst).mean()+2*model(x_tst).stddev(),color=\"blue\")\n",
        "plt.scatter(x_tst,model(x_tst).mean()-2*model(x_tst).stddev(),color=\"blue\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f549c127e10>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 164
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UTWf2TAdS3dW",
        "colab_type": "code",
        "outputId": "a303e152-4ffd-4756-e63e-6f353dd821aa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 2635
        }
      },
      "source": [
        "model(x_tst).prob(5)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 168
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yvTUtlOuS9ql",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
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}