tutorials/tensorflow/Modeling with TensorFlow Code.ipynb

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   "source": [
    "# Modeling with TensorFlow code\n",
    "\n",
    "So far, we have seen generative functions that are defined only using the built-in modeling language, which uses the `@gen` keyword. However, Gen can also be extended with other modeling languages, as long as they produce generative functions that implement the [Generative Function Interface](https://www.gen.dev/docs/stable/ref/gfi/). The [GenTF](https://github.com/probcomp/GenTF) Julia package provides one such modeling language which allow generative functions to be constructed from user-defined TensorFlow computation graphs. Generative functions written in the built-in language can invoke generative functions defined using the GenTF language.\n",
    "\n",
    "This notebook shows how to write a generative function in the GenTF language, how to invoke a GenTF generative function from a `@gen` function, and how to perform basic supervised training of a generative function. Specifically, we will train a softmax regression conditional inference model to generate the label of an MNIST digit given the pixels. Later tutorials will show how to use deep learning and TensorFlow to accelerate inference in generative models, using ideas from \"amortized inference\"."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NOTE: Only attempt to run this notebook if you have a working installation of TensorFlow and GenTF (see the [GenTF installation instructions](https://probcomp.github.io/GenTF/dev/#Installation-1))."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Gen, Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we load the GenTF package and the PyCall package. The PyCall package is used because TensorFlow computation graphs are constructed using the TensorFlow Python API, and the PyCall package allows Python code to be run from Julia."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "using GenTF, PyCall"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We text load the TensorFlow and TensorFlow.nn Python modules into our scope. The `@pyimport` macro is defined by PyCall."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PyObject <module 'tensorflow._api.v2.nn' from '/Users/alexlew/gen-quickstart/tutorials/tensorflow/venv/lib/python3.8/site-packages/tensorflow/_api/v2/nn/__init__.py'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf = pyimport(\"tensorflow\")\n",
    "tf.compat.v1.disable_eager_execution()\n",
    "nn = tf.nn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we define a TensorFlow computation graph. The graph will have placeholders for an N x 784 matrix of pixel values, where N is the number of images that will be processed in batch, and 784 is the number of pixels in an MNIST image (28x28). There are 10 possible digit classes. The `probs` Tensor is an N x 10 matrix, where each row of the matrix is the vector of normalized probabilities of each digit class for a single input image. Note that this code is largely identical to the corresponding Python code. We provide initial values for the weight and bias parameters that are computed in Julia (it is also possible to use TensorFlow initializers for this purpose)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# input images, shape (N, 784)\n",
    "xs = tf.compat.v1.placeholder(tf.float64, shape=(nothing, 784))\n",
    "\n",
    "# weight matrix parameter for soft-max regression, shape (784, 10)\n",
    "# initialize to a zeros matrix generated by Julia.\n",
    "init_W = zeros(Float64, 784, 10)\n",
    "W = tf.compat.v1.Variable(init_W)\n",
    "\n",
    "# bias vector parameter for soft-max regression, shape (10,)\n",
    "# initialize to a zeros vector generated by Julia.\n",
    "init_b = zeros(Float64, 10)\n",
    "b = tf.compat.v1.Variable(init_b)\n",
    "\n",
    "# probabilities for each class, shape (N, 10)\n",
    "probs = nn.softmax(tf.add(tf.matmul(xs, W), b), axis=1);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we construct the generative function from this graph. The GenTF package provides a `TFFunction` type that implements the generative function interface. The `TFFunction` constructor takes:\n",
    "\n",
    "(i) A vector of Tensor objects that will be the trainable parameters of the generative function (`[W, b]`). These should be TensorFlow variables.\n",
    "\n",
    "(ii) A vector of Tensor object that are the inputs to the generative function (`[xs]`). These should be TensorFlow placeholders.\n",
    "\n",
    "(iii) The Tensor object that is the return value of the generative function (`probs`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf_softmax_model = TFFunction([W, b], [xs], probs);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `TFFunction` constructor creates a new TensorFlow session that will be used to execute all TensorFlow code for this generative function. It is also TensorFlow possible to supply a session explicitly to the constructor. See the [GenTF documentation](https://probcomp.github.io/GenTF/dev/) for more details."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can run the resulting generative function on some fake input data. This causes the TensorFlow to execute code in the TensorFlow session associated with `tf_softmax_model`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5, 10)\n"
     ]
    }
   ],
   "source": [
    "fake_xs = rand(5, 784)\n",
    "probs = tf_softmax_model(fake_xs)\n",
    "println(size(probs))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also use `Gen.initialize` to obtain a trace of this generative function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "(trace, _) = Gen.generate(tf_softmax_model, (fake_xs,));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " Note that generative functions constructed using GenTF do not make random choices:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Gen.get_choices(trace)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The return value is the Julia value corresponding to the Tensor `y`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5, 10)\n"
     ]
    }
   ],
   "source": [
    "println(size(Gen.get_retval(trace)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we write a generative function using the built-in modeling DSL that invokes the TFFunction generative function we just defined. Note that we wrap the call to `tf_softmax_model` in an `@addr` statement."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "@gen function digit_model(xs::Matrix{Float64})\n",
    "    \n",
    "    # there are N input images, each with D pixels\n",
    "    (N, D) = size(xs)\n",
    "    \n",
    "    # invoke the `net` generative function to compute the digit label probabilities for all input images\n",
    "    probs ~ tf_softmax_model(xs)\n",
    "    @assert size(probs) == (N, 10)\n",
    "    \n",
    "    # sample a digit label for each of the N input images\n",
    "    for i=1:N\n",
    "        {(:y, i)} ~ categorical(probs[i,:])\n",
    "    end\n",
    "end;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's obtain a trace of `digit_model` on the fake tiny input:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "(trace, _) = Gen.generate(digit_model, (fake_xs,));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that the `net` generative function does not make any random choices. The only random choices are the digit labels for each input input:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "│\n",
       "├── (:y, 1) : 6\n",
       "│\n",
       "├── (:y, 5) : 8\n",
       "│\n",
       "├── (:y, 4) : 3\n",
       "│\n",
       "├── (:y, 3) : 4\n",
       "│\n",
       "├── (:y, 2) : 8\n",
       "│\n",
       "└── :probs\n"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Gen.get_choices(trace)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before the `digit_model` will be useful for anything, it needs to be trained. We load some code for loading batches of MNIST training data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following cell will ask permission to download MNIST; type \"y\" at the prompt, if prompted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "stdin> yes\n",
      "This program has requested access to the data dependency MNIST.\n",
      "which is not currently installed. It can be installed automatically, and you will not see this message again.\n",
      "\n",
      "Dataset: THE MNIST DATABASE of handwritten digits\n",
      "Authors: Yann LeCun, Corinna Cortes, Christopher J.C. Burges\n",
      "Website: http://yann.lecun.com/exdb/mnist/\n",
      "\n",
      "[LeCun et al., 1998a]\n",
      "    Y. LeCun, L. Bottou, Y. Bengio, and P. Haffner.\n",
      "    \"Gradient-based learning applied to document recognition.\"\n",
      "    Proceedings of the IEEE, 86(11):2278-2324, November 1998\n",
      "\n",
      "The files are available for download at the offical\n",
      "website linked above. Note that using the data\n",
      "responsibly and respecting copyright remains your\n",
      "responsibility. The authors of MNIST aren't really\n",
      "explicit about any terms of use, so please read the\n",
      "website to make sure you want to download the\n",
      "dataset.\n",
      "\n",
      "\n",
      "\n",
      "Do you want to download the dataset from [\"https://ossci-datasets.s3.amazonaws.com/mnist/train-images-idx3-ubyte.gz\", \"https://ossci-datasets.s3.amazonaws.com/mnist/train-labels-idx1-ubyte.gz\", \"https://ossci-datasets.s3.amazonaws.com/mnist/t10k-images-idx3-ubyte.gz\", \"https://ossci-datasets.s3.amazonaws.com/mnist/t10k-labels-idx1-ubyte.gz\"] to \"/Users/alexlew/.julia/datadeps/MNIST\"?\n",
      "[y/n]\n"
     ]
    }
   ],
   "source": [
    "include(\"mnist.jl\")\n",
    "training_data_loader = MNISTTrainDataLoader();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we train the trainable parameters of the `tf_softmax_model` generative function  (`W` and `b`) on the MNIST traing data. Note that these parameters are stored as the state of the TensorFlow variables. We will use the [`Gen.train!`](https://www.gen.dev/docs/stable/ref/inference/#Gen.train!) method, which supports supervised training of generative functions using stochastic gradient opimization methods. In particular, this method takes the generative function to be trained (`digit_model`), a Julia function of no arguments that generates a batch of training data, and the update to apply to the trainable parameters."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `ParamUpdate` constructor takes the type of update to perform (in this case a gradient descent update with step size 0.00001), and a specification of which trainable parameters should be updated). Here, we request that the `W` and `b` trainable parameters of the `tf_softmax_model` generative function should be trained."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "update = Gen.ParamUpdate(Gen.FixedStepGradientDescent(0.00001), tf_softmax_model => [W, b]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the data generator, we obtain a batch of 100 MNIST training images. The data generator must return a tuple, where the first element is a set of arguments to the generative function being trained (`(xs,)`) and the second element contains the values of random choices. `train!` attempts to maximize the expected log probability of these random choices given their corresponding input values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "function data_generator()\n",
    "    (xs, ys) = next_batch(training_data_loader, 100)\n",
    "\n",
    "    @assert size(xs) == (100, 784)\n",
    "    @assert size(ys) == (100,)\n",
    "    constraints = Gen.choicemap()\n",
    "    for (i, y) in enumerate(ys)\n",
    "        constraints[(:y, i)] = y\n",
    "    end\n",
    "    ((xs,), constraints)\n",
    "end;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We run 10000 iterations of stochastic gradient descent, where each iteration uses a batch of 100 images to get a noisy gradient estimate. This might take one or two minutes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 25.649759 seconds (86.57 M allocations: 28.992 GiB, 3.90% gc time, 4.76% compilation time)\n"
     ]
    }
   ],
   "source": [
    "@time scores = Gen.train!(digit_model, data_generator, update;\n",
    "    num_epoch=10000, epoch_size=1, num_minibatch=1, minibatch_size=1, verbose=false);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We plot an estimate of the objective function function over time:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
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       "  392.027,1163.01 392.223,1196.49 392.42,1181.59 392.616,1191.73 392.812,1196.05 393.009,1191.65 393.205,1190.91 393.401,1189.98 393.597,1183.77 393.794,1201.73 \n",
       "  393.99,1200.05 394.186,1202.12 394.383,1144.18 394.579,1190.09 394.775,1187.69 394.972,1178.56 395.168,1155.78 395.364,1172.57 395.56,1203.93 395.757,1176.4 \n",
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       "  397.916,1186.15 398.112,1178.83 398.308,1142.93 398.505,1208 398.701,1144.48 398.897,1175.58 399.094,1178.65 399.29,1190.52 399.486,1148.55 399.682,1157.13 \n",
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       "  401.842,1145.93 402.038,1189.54 402.234,1165.91 402.431,1156.8 402.627,1182.17 402.823,1175.71 403.019,1195.62 403.216,1128 403.412,1176.19 403.608,1202.37 \n",
       "  403.805,1151.47 404.001,1192.08 404.197,1185.42 404.393,1204.33 404.59,1166.72 404.786,1175.9 404.982,1171.31 405.179,1131.78 405.375,1196.96 405.571,1148.64 \n",
       "  405.767,1151.14 405.964,1155.93 406.16,1131.37 406.356,1172.88 406.553,1181.49 406.749,1143.69 406.945,1142.21 407.141,1209.98 407.338,1187.72 407.534,1141.4 \n",
       "  407.73,1131.82 407.927,1167.16 408.123,1142.75 408.319,1140.1 408.515,1144.92 408.712,1173.37 408.908,1142.08 409.104,1132.52 409.301,1100.41 409.497,1167.04 \n",
       "  409.693,1161.43 409.89,1138.44 410.086,1151.96 410.282,1145.06 410.478,1156.55 410.675,1131.37 410.871,1156.03 411.067,1131.7 411.264,1123.31 411.46,1078.57 \n",
       "  411.656,1189.44 411.852,1133.05 412.049,1217.16 412.245,1113.21 412.441,1120.29 412.638,1140.41 412.834,1117.17 413.03,1144.28 413.226,1153.76 413.423,1147.91 \n",
       "  413.619,1121.89 413.815,1138.84 414.012,1155.01 414.208,1181.79 414.404,1164.57 414.6,1126.43 414.797,1107.28 414.993,1105.29 415.189,1110.14 415.386,1140.82 \n",
       "  415.582,1115.93 415.778,1154.61 415.974,1160.6 416.171,1127.78 416.367,1117.9 416.563,1141.42 416.76,1139.3 416.956,1130.94 417.152,1161.5 417.349,1096.83 \n",
       "  417.545,1102.13 417.741,1139.72 417.937,1110.14 418.134,1122.9 418.33,1123.33 418.526,1163.26 418.723,1103.96 418.919,1128.25 419.115,1170.01 419.311,1177.67 \n",
       "  419.508,1177.71 419.704,1112.93 419.9,1156.01 420.097,1153.52 420.293,1130.31 420.489,1091.55 420.685,1177.98 420.882,1141.86 421.078,1179.15 421.274,1133.59 \n",
       "  421.471,1151.52 421.667,1147.12 421.863,1140.47 422.059,1133.92 422.256,1109.1 422.452,1112.8 422.648,1142.27 422.845,1136.34 423.041,1111.19 423.237,1096.38 \n",
       "  423.433,1123.28 423.63,1099.19 423.826,1104.22 424.022,1111.78 424.219,1128.54 424.415,1146.78 424.611,1112.91 424.808,1112.73 425.004,1095.52 425.2,1129.89 \n",
       "  425.396,1087.71 425.593,1093.5 425.789,1078.56 425.985,1068.48 426.182,1101.65 426.378,1102.08 426.574,1125.76 426.77,1138.41 426.967,1085.71 427.163,1083.49 \n",
       "  427.359,1058.82 427.556,1136.87 427.752,1119.48 427.948,1092.91 428.144,1077.32 428.341,1070.49 428.537,1118.11 428.733,1106.35 428.93,1140.29 429.126,1126.26 \n",
       "  429.322,1088.48 429.518,1091.37 429.715,1110.37 429.911,1119.14 430.107,1083.08 430.304,1105.61 430.5,1144.51 430.696,1156.91 430.892,1161.48 431.089,1111.84 \n",
       "  431.285,1124.93 431.481,1126.22 431.678,1105.07 431.874,1063.45 432.07,1119.15 432.266,1092.87 432.463,1066.91 432.659,1106.46 432.855,1099.64 433.052,1110 \n",
       "  433.248,1134.19 433.444,1120.67 433.641,1051.93 433.837,1100.23 434.033,1102.8 434.229,1091.87 434.426,1056.96 434.622,1077.6 434.818,1093.26 435.015,1107.81 \n",
       "  435.211,1086.54 435.407,1125.26 435.603,1067.59 435.8,1065.02 435.996,1035.48 436.192,1066.22 436.389,1112.88 436.585,1082.57 436.781,1052.21 436.977,1095.6 \n",
       "  437.174,1013.33 437.37,1072.73 437.566,1069.2 437.763,1042.4 437.959,1133.43 438.155,1100.9 438.351,1030.96 438.548,1160.52 438.744,1096.01 438.94,1110.56 \n",
       "  439.137,1055.45 439.333,1101.61 439.529,1086.85 439.725,1103.24 439.922,1032.32 440.118,1080.44 440.314,1064.36 440.511,1052.16 440.707,1093.5 440.903,1073.6 \n",
       "  441.1,1147.64 441.296,1054.44 441.492,1023.38 441.688,1122.3 441.885,1086.17 442.081,1072.22 442.277,1024.52 442.474,1081.9 442.67,1066.14 442.866,1096.59 \n",
       "  443.062,1071.22 443.259,1047.51 443.455,1054.38 443.651,1045.45 443.848,1120.04 444.044,1027.83 444.24,1062.45 444.436,1035.46 444.633,1032.24 444.829,1017.03 \n",
       "  445.025,1033.7 445.222,1095.79 445.418,1054.34 445.614,1028.51 445.81,1025.85 446.007,1058.21 446.203,1059.86 446.399,1079 446.596,1070.74 446.792,1053.26 \n",
       "  446.988,1053.21 447.184,1056.58 447.381,1046.22 447.577,1059.73 447.773,979.749 447.97,992.631 448.166,1046.56 448.362,1014 448.559,1075.61 448.755,1108.89 \n",
       "  448.951,1061.85 449.147,1024.62 449.344,1105.38 449.54,1044.47 449.736,1089.82 449.933,1085.85 450.129,1026.94 450.325,1084.33 450.521,998.51 450.718,1029.79 \n",
       "  450.914,993.828 451.11,1050.62 451.307,1031.9 451.503,1042.29 451.699,1051.73 451.895,1048.81 452.092,1047.09 452.288,1047.86 452.484,1035.85 452.681,1062.1 \n",
       "  452.877,1059.36 453.073,1069.04 453.269,971.688 453.466,1046.64 453.662,1040.07 453.858,1036.98 454.055,1000.25 454.251,1021.74 454.447,1070.41 454.643,1028.54 \n",
       "  454.84,985.812 455.036,1024.07 455.232,995.266 455.429,1056.54 455.625,1017.07 455.821,1061.81 456.018,1103.41 456.214,1054.45 456.41,1079.75 456.606,1006.41 \n",
       "  456.803,1051.9 456.999,1040.96 457.195,977.232 457.392,1088.55 457.588,982.882 457.784,1033.17 457.98,1034.79 458.177,1055.4 458.373,997.611 458.569,1006.61 \n",
       "  458.766,1039.62 458.962,955.276 459.158,1009.65 459.354,1048.1 459.551,1014.42 459.747,1027.38 459.943,1022.9 460.14,1045.94 460.336,1061.15 460.532,1046.06 \n",
       "  460.728,998.341 460.925,1064.16 461.121,1029.11 461.317,1013.38 461.514,1053 461.71,1043.43 461.906,1072.92 462.102,965.514 462.299,1046.38 462.495,1089.01 \n",
       "  462.691,1011.6 462.888,1074.07 463.084,1058.26 463.28,1094.96 463.477,1026.46 463.673,1047.2 463.869,1035.23 464.065,984.654 464.262,1085.65 464.458,1008.78 \n",
       "  464.654,1014.08 464.851,1012.55 465.047,980.216 465.243,1045.08 465.439,1058.86 465.636,1003.93 465.832,1000.66 466.028,1104.28 466.225,1068.67 466.421,995.585 \n",
       "  466.617,978.262 466.813,1034.2 467.01,1001.95 467.206,997.467 467.402,1005.36 467.599,1048.68 467.795,1003.51 467.991,992.691 468.187,940.096 468.384,1042.55 \n",
       "  468.58,1031.81 468.776,998.472 468.973,1020.7 469.169,1010.23 469.365,1035.43 469.561,988.194 469.758,1027.74 469.954,997.455 470.15,977.646 470.347,915.351 \n",
       "  470.543,1079.5 470.739,991.737 470.936,1121.46 471.132,968.015 471.328,976.126 471.524,1004.58 471.721,974.353 471.917,1010.42 472.113,1027.32 472.31,1015.69 \n",
       "  472.506,979.293 472.702,1007.51 472.898,1027.39 473.095,1070.49 473.291,1044.67 473.487,986.752 473.684,964.305 473.88,957.678 474.076,966.132 474.272,1010.42 \n",
       "  474.469,974.021 474.665,1034.29 474.861,1040.69 475.058,996.575 475.254,976.862 475.45,1018.68 475.646,1013.7 475.843,996.079 476.039,1040.93 476.235,948.639 \n",
       "  476.432,962.655 476.628,1015.63 476.824,970.183 477.02,992.378 477.217,991.714 477.413,1052.89 477.609,967.412 477.806,997.961 478.002,1061.37 478.198,1068.99 \n",
       "  478.395,1074.14 478.591,981.298 478.787,1040.7 478.983,1038.52 479.18,1001.08 479.376,954.933 479.572,1076.79 479.769,1020.43 479.965,1073.37 480.161,1005.22 \n",
       "  480.357,1036.72 480.554,1028.25 480.75,1019.07 480.946,1013.83 481.143,979.427 481.339,983.384 481.535,1025.99 481.731,1012.8 481.928,975.891 482.124,956.885 \n",
       "  482.32,993.257 482.517,967.761 482.713,977.913 482.909,987.351 483.105,1005.4 483.302,1030.83 483.498,981.972 483.694,983.928 483.891,964.659 484.087,1013.14 \n",
       "  484.283,950.886 484.479,959.148 484.676,938.317 484.872,927.071 485.068,967.994 485.265,974.886 485.461,1006.38 485.657,1021.76 485.853,957.023 486.05,952.299 \n",
       "  486.246,923.689 486.442,1021.88 486.639,997.698 486.835,957.11 487.031,937.933 487.228,930.249 487.424,1002.54 487.62,979.629 487.816,1032.47 488.013,1011.25 \n",
       "  488.209,958.901 488.405,961.675 488.602,989.259 488.798,995.602 488.994,948.671 489.19,984.229 489.387,1045.09 489.583,1054.63 489.779,1057.71 489.976,988.825 \n",
       "  490.172,1012.16 490.368,1015.21 490.564,979.449 490.761,930.406 490.957,1007.65 491.153,966.23 491.35,926.211 491.546,985.235 491.742,973.217 491.938,995.393 \n",
       "  492.135,1026.4 492.331,1012.18 492.527,912.343 492.724,981.725 492.92,980.319 493.116,973.057 493.312,925.384 493.509,952.291 493.705,972.343 493.901,993.473 \n",
       "  494.098,960.566 494.294,1016.41 494.49,937.489 494.687,936.008 494.883,898.602 495.079,938.523 495.275,1002.17 495.472,959.916 495.668,921.714 495.864,978.777 \n",
       "  496.061,870.349 496.257,945.012 496.453,944.244 496.649,909.549 496.846,1029.81 497.042,986.937 497.238,893.431 497.435,1074.61 497.631,979.409 497.827,1002.81 \n",
       "  498.023,925.624 498.22,991.552 498.416,972.531 498.612,990.336 498.809,894.582 499.005,959.6 499.201,943.694 499.397,921.968 499.594,979.076 499.79,951.68 \n",
       "  499.986,1055.21 500.183,928.812 500.379,883.463 500.575,1017.56 500.771,974.042 500.968,953.739 501.164,889.416 501.36,969.355 501.557,941.307 501.753,988.683 \n",
       "  501.949,948.885 502.146,924.093 502.342,931.274 502.538,919.192 502.734,1028.47 502.931,896.363 503.127,940.803 503.323,906.251 503.52,900.367 503.716,881.008 \n",
       "  503.912,907.081 504.108,985.238 504.305,929.3 504.501,898.159 504.697,897.694 504.894,936.808 505.09,946.493 505.286,964.511 505.482,959.396 505.679,932.772 \n",
       "  505.875,930.642 506.071,938.449 506.268,923.968 506.464,941.015 506.66,831.31 506.856,852.684 507.053,926.79 507.249,877.16 507.445,965.722 507.642,1008.39 \n",
       "  507.838,947.809 508.034,893.773 508.23,1004.78 508.427,926.251 508.623,981.149 508.819,978.614 509.016,908.399 509.212,977.553 509.408,871.447 509.605,908.794 \n",
       "  509.801,859.511 509.997,933.038 510.193,914.045 510.39,922.417 510.586,935.174 510.782,934.776 510.979,933.311 511.175,936.271 511.371,918.143 511.567,947.816 \n",
       "  511.764,945.133 511.96,962.417 512.156,837.029 512.353,931.228 512.549,921.659 512.745,927.409 512.941,880.786 513.138,902.365 513.334,961.058 513.53,910.635 \n",
       "  513.727,855.388 513.923,904.463 514.119,862.435 514.315,946.001 514.512,904.048 514.708,954.326 514.904,1010.46 515.101,944.326 515.297,978.967 515.493,890.423 \n",
       "  515.689,945.768 515.886,931.027 516.082,846.407 516.278,993.354 516.475,856.335 516.671,918.905 516.867,918.26 517.064,945.321 517.26,879.896 517.456,886.245 \n",
       "  517.652,928.643 517.849,820.133 518.045,889.854 518.241,941.156 518.438,897.008 518.634,912.584 518.83,907.125 519.026,941.919 519.223,966.376 519.419,940.982 \n",
       "  519.615,883.062 519.812,963.033 520.008,920.859 520.204,900.285 520.4,949.219 520.597,938.43 520.793,972.36 520.989,835.66 521.186,942.959 521.382,997.41 \n",
       "  521.578,903.128 521.774,980.706 521.971,956.377 522.167,1007.87 522.363,913.171 522.56,944.593 522.756,923.834 522.952,870.853 523.148,996.885 523.345,899.577 \n",
       "  523.541,906.286 523.737,896.716 523.934,860.412 524.13,942.412 524.326,960.75 524.523,893.206 524.719,888.272 524.915,1017.97 525.111,972.541 525.308,878.136 \n",
       "  525.504,854.739 525.7,925.233 525.897,889.533 526.093,883.7 526.289,893.499 526.485,947.994 526.682,893.545 526.878,883.651 527.074,813.915 527.271,942.809 \n",
       "  527.467,927.58 527.663,887.224 527.859,915.144 528.056,903.141 528.252,941.187 528.448,873.089 528.645,925.286 528.841,892.499 529.037,861.934 529.233,789.988 \n",
       "  529.43,989.826 529.626,878.678 529.822,1043.13 530.019,854.419 530.215,861.049 530.411,895.795 530.607,861.91 530.804,902.126 531,926.022 531.196,909.062 \n",
       "  531.393,865.631 531.589,902.806 531.785,923.959 531.982,980.709 532.178,948.399 532.374,874.366 532.57,852.726 532.767,840.596 532.963,852.668 533.159,905.566 \n",
       "  533.356,860.455 533.552,938.143 533.748,943.072 533.944,893.544 534.141,864.19 534.337,921.048 534.533,912.938 534.73,886.857 534.926,942.199 535.122,830.859 \n",
       "  535.318,854.048 535.515,916.457 535.711,859.262 535.907,888.359 536.104,886.315 536.3,964.307 536.496,860.751 536.692,893.413 536.889,973.178 537.085,980.446 \n",
       "  537.281,991.379 537.478,876.847 537.674,947.433 537.87,945.426 538.066,896.353 538.263,849.482 538.459,996.147 538.655,922.028 538.852,986.131 539.048,901.485 \n",
       "  539.244,944.212 539.44,932.486 539.637,921.151 539.833,917.215 540.029,876.679 540.226,880.555 540.422,933.282 540.618,911.357 540.815,866.839 541.011,844.613 \n",
       "  541.207,886.752 541.403,863.67 541.6,878.717 541.796,889.053 541.992,905.736 542.189,935.745 542.385,875.802 542.581,880.107 542.777,860.939 542.974,919.259 \n",
       "  543.17,842.473 543.366,852.39 543.563,827.134 543.759,815.858 543.955,859.554 544.151,873.54 544.348,911.109 544.544,926.778 544.74,856.357 544.937,849.882 \n",
       "  545.133,819.761 545.329,928.498 545.525,900.701 545.722,848.132 545.918,826.395 546.114,818.421 546.311,911.243 546.507,878.136 546.703,945.996 546.899,918.685 \n",
       "  547.096,855.28 547.292,858.139 547.488,892.199 547.685,894.032 547.881,840.606 548.077,886.609 548.274,965.909 548.47,970.66 548.666,971.419 548.862,888.671 \n",
       "  549.059,922.279 549.255,926.709 549.451,877.092 549.648,825.799 549.844,918.399 550.04,863.518 550.236,812.18 550.433,886.014 550.629,870.498 550.825,903.48 \n",
       "  551.022,939.243 551.218,925.786 551.414,801.252 551.61,886.209 551.807,880.918 552.003,879.009 552.199,821.267 552.396,853.365 552.592,874.908 552.788,901.018 \n",
       "  552.984,860.03 553.181,927.913 553.377,832.914 553.573,832.885 553.77,791.724 553.966,836.987 554.162,913.113 554.358,861.474 554.555,819.358 554.751,885.27 \n",
       "  554.947,758.318 555.144,843.297 555.34,844.766 555.536,804.376 555.733,945.903 555.929,894.976 556.125,785.32 556.321,1006.15 556.518,884.307 556.714,915.935 \n",
       "  556.91,821.7 557.107,904.021 557.303,881.252 557.499,898.776 557.695,785.237 557.892,862.833 558.088,848.098 558.284,817.423 558.481,885.767 558.677,853.721 \n",
       "  558.873,980.732 559.069,829.232 559.266,771.96 559.462,932.001 559.658,885.476 559.855,859.274 560.051,783.084 560.247,880.074 560.443,839.677 560.64,901.393 \n",
       "  560.836,849.69 561.032,825.465 561.229,833.592 561.425,818.262 561.621,956.567 561.817,791.898 562.014,842.831 562.21,803.92 562.406,795.731 562.603,772.185 \n",
       "  562.799,806.45 562.995,894.612 563.192,827.543 563.388,794.612 563.584,796.254 563.78,838.08 563.977,856.827 564.173,871.9 564.369,871.133 564.566,835.876 \n",
       "  564.762,830.906 564.958,843.079 565.154,825.477 565.351,844.6 565.547,713.177 565.743,741.351 565.94,831.039 566.136,766.581 566.332,878.383 566.528,925.57 \n",
       "  566.725,857.007 566.921,788.51 567.117,922.929 567.314,831.042 567.51,892.774 567.706,892.188 567.902,815.879 568.099,890.493 568.295,770.9 568.491,812.219 \n",
       "  568.688,753.069 568.884,838.336 569.08,820.334 569.276,827.041 569.473,841.063 569.669,842.818 569.865,842.988 570.062,847.832 570.258,824.163 570.454,854.498 \n",
       "  570.651,853.035 570.847,876.185 571.043,731.609 571.239,838.622 571.436,827.225 571.632,841.718 571.828,788 572.025,807.562 572.221,871.675 572.417,816.518 \n",
       "  572.613,753.06 572.81,808.64 573.006,755.455 573.202,855.661 573.399,815.727 573.595,866.624 573.791,934.67 573.987,855.376 574.184,897.33 574.38,800.546 \n",
       "  574.576,861.218 574.773,842.353 574.969,743.745 575.165,917.34 575.361,757.277 575.558,826.794 575.754,824.676 575.95,855.704 576.147,787.102 576.343,789.534 \n",
       "  576.539,839.096 576.735,713.464 576.932,793.388 577.128,855.434 577.324,803.437 577.521,820.106 577.717,813.94 577.913,860 578.11,891.696 578.306,856.066 \n",
       "  578.502,792.445 578.698,881.322 578.895,834.609 579.091,810.554 579.287,866.007 579.484,855.298 579.68,889.81 579.876,732.182 580.072,860.086 580.269,922.923 \n",
       "  580.465,818.059 580.661,906.612 580.858,875.018 581.054,937.803 581.25,821.796 581.446,862.427 581.643,832.838 581.839,781.74 582.035,925.276 582.232,813.718 \n",
       "  582.428,820.648 582.624,803.413 582.82,765.09 583.017,859.91 583.213,881.941 583.409,805.114 583.606,798.381 583.802,947.172 583.998,894.728 584.194,783.488 \n",
       "  584.391,755.512 584.587,836.059 584.783,799.021 584.98,792.3 585.176,803.428 585.372,866.314 585.569,806.046 585.765,797.713 585.961,713.684 586.157,862.124 \n",
       "  586.354,843.613 586.55,798.529 586.746,829.645 586.943,817.832 587.139,866.64 587.335,780.393 587.531,843.171 587.728,809.028 587.924,769.403 588.12,693.049 \n",
       "  588.317,916.225 588.513,787.733 588.709,978.877 588.905,764.923 589.102,768.705 589.298,808.733 589.494,772.485 589.691,814.242 589.887,844.687 590.083,823.335 \n",
       "  590.279,774.817 590.476,818.525 590.672,840.424 590.868,908.191 591.065,870.637 591.261,784.098 591.457,765.012 591.653,747.558 591.85,762.87 592.046,820.973 \n",
       "  592.242,769.169 592.439,860.718 592.635,863.475 592.831,812.161 593.027,774.134 593.224,842.771 593.42,831.253 593.616,798.44 593.813,861.504 594.009,736.928 \n",
       "  594.205,768.753 594.402,836.64 594.598,771.196 594.794,804.742 594.99,801.417 595.187,892.367 595.383,776.828 595.579,809.178 595.776,901.029 595.972,908.345 \n",
       "  596.168,924.952 596.364,793.132 596.561,871.584 596.757,869.373 596.953,811.391 597.15,767.148 597.346,931.12 597.542,841.888 597.738,914.284 597.935,818.021 \n",
       "  598.131,869.215 598.327,855.393 598.524,841.974 598.72,838.787 598.916,794.536 599.112,798.172 599.309,858.871 599.505,828.03 599.701,779.08 599.898,753.919 \n",
       "  600.094,799.767 600.29,780.305 600.486,799.654 600.683,810.777 600.879,824.818 601.075,857.657 601.272,789.751 601.468,796.136 601.664,777.651 601.861,842.893 \n",
       "  602.057,756.302 602.253,767.098 602.449,738.624 602.646,727.766 602.842,771.375 603.038,792.342 603.235,835.007 603.431,849.404 603.627,776.529 603.823,769.107 \n",
       "  604.02,738.188 604.216,852.52 604.412,823.434 604.609,760.846 604.805,736.916 605.001,729.201 605.197,838.461 605.394,796.734 605.59,875.991 605.786,843.545 \n",
       "  605.983,771.667 606.179,774.945 606.375,814.272 606.571,810.679 606.768,753.726 606.964,807.504 607.16,901.536 607.357,901.479 607.553,899.653 607.749,807.25 \n",
       "  607.945,850.389 608.142,855.84 608.338,793.821 608.534,742.866 608.731,846.399 608.927,779.748 609.123,719.903 609.32,804.399 609.516,786.922 609.712,829.026 \n",
       "  609.908,868.617 610.105,856.352 610.301,712.463 610.497,808.365 610.694,800.096 610.89,803.717 611.086,737.926 611.282,774.633 611.479,795.988 611.675,825.749 \n",
       "  611.871,779.797 612.068,855.496 612.264,748.474 612.46,749.63 612.656,707.705 612.853,755.605 613.049,840.85 613.245,782.027 613.442,738.704 613.638,810.207 \n",
       "  613.834,669.559 614.03,762.49 614.227,764.962 614.423,720.366 614.619,877.737 614.816,820.548 615.012,699.702 615.208,950.868 615.404,806.201 615.601,845.141 \n",
       "  615.797,738.008 615.993,833.899 616.19,807.653 616.386,824.145 616.582,698.113 616.779,785.113 616.975,771.339 617.171,733.021 617.367,809.132 617.564,774.7 \n",
       "  617.76,920.19 617.956,749.665 618.153,682.952 618.349,861.862 618.545,815.076 618.741,783.391 618.938,698.872 619.134,808.585 619.33,756.721 619.527,830.137 \n",
       "  619.723,769.136 619.919,745.754 620.115,755.696 620.312,737.053 620.508,898.855 620.704,708.477 620.901,763.554 621.097,722.456 621.293,712.728 621.489,684.718 \n",
       "  621.686,725.672 621.882,819.924 622.078,744.439 622.275,711.735 622.471,715.26 622.667,757.261 622.863,784.961 623.06,796.699 623.256,800.363 623.452,757.389 \n",
       "  623.649,749.274 623.845,765.197 624.041,745.624 624.238,765.639 624.434,619.049 624.63,652.298 624.826,754.144 625.023,677.094 625.219,808.59 625.415,856.831 \n",
       "  625.612,784.178 625.808,703.639 626.004,855.823 626.2,753.634 626.397,820.789 626.593,822.177 626.789,742.811 626.986,818.939 627.182,690.155 627.378,734.32 \n",
       "  627.574,668.32 627.771,761.629 627.967,744.917 628.163,750.952 628.36,764.684 628.556,767.844 628.752,770.607 628.948,776.881 629.145,748.626 629.341,777.953 \n",
       "  629.537,778.54 629.734,805.626 629.93,648.362 630.126,763.965 630.322,751.567 630.519,773.946 630.715,715.054 630.911,731.63 631.108,798.242 631.304,740.815 \n",
       "  631.5,672.411 631.697,731.228 631.893,669.208 632.089,781.195 632.285,745.7 632.482,794.376 632.678,872.108 632.874,783.092 633.071,830.589 633.267,730.122 \n",
       "  633.463,793.046 633.659,769.993 633.856,662.797 634.052,856.184 634.248,679.237 634.445,751.9 634.641,749.417 634.837,782.334 635.033,713.147 635.23,711.247 \n",
       "  635.426,766.044 635.622,628.748 635.819,715.083 636.015,786.258 636.211,728.433 636.407,745.147 636.604,738.321 636.8,794.815 636.996,831.892 637.193,786.523 \n",
       "  637.389,720.471 637.585,814.806 637.781,765.278 637.978,738.614 638.174,798.923 638.37,789.055 638.567,821.635 638.763,649.425 638.959,792.98 639.156,861.861 \n",
       "  639.352,750.453 639.548,847.223 639.744,809.596 639.941,880.81 640.137,747.553 640.333,796.002 640.53,758.149 640.726,710.971 640.922,866.853 641.118,745.355 \n",
       "  641.315,751.768 641.511,727.859 641.707,688.631 641.904,793.161 642.1,818.056 642.296,734.447 642.492,725.66 642.689,888.648 642.885,831.188 643.081,706.685 \n",
       "  643.278,675.309 643.474,762.756 643.67,725.409 643.866,718.08 644.063,730.227 644.259,799.421 644.455,735.894 644.652,729.119 644.848,633.127 645.044,796.098 \n",
       "  645.24,775.403 645.437,727.16 645.633,759.801 645.829,749.339 646.026,806.736 646.222,705.304 646.418,776.808 646.615,741.621 646.811,694.638 647.007,617.184 \n",
       "  647.203,855.325 647.4,713.819 647.596,925.748 647.792,693.625 647.989,693.907 648.185,738.565 648.381,700.558 648.577,742.411 648.774,778.86 648.97,754.05 \n",
       "  649.166,701.675 649.363,749.873 649.559,772.6 649.755,849.037 649.951,807.134 650.148,711.24 650.344,695.29 650.54,673.065 650.737,691.091 650.933,752.134 \n",
       "  651.129,695.13 651.325,797.718 651.522,798.124 651.718,747.209 651.914,701.629 652.111,779.418 652.307,764.276 652.503,726.415 652.699,795.171 652.896,661.364 \n",
       "  653.092,700.902 653.288,771.734 653.485,700.649 653.681,736.82 653.877,732.384 654.073,833.292 654.27,710.022 654.466,740.718 654.662,841.423 654.859,849.193 \n",
       "  655.055,871.05 655.251,725.249 655.448,809.339 655.644,806.519 655.84,741.975 656.036,701.987 656.233,877.909 656.429,775.982 656.625,854.817 656.822,750.448 \n",
       "  657.018,807.805 657.214,792.846 657.41,777.395 657.607,774.501 657.803,728.06 657.999,731.357 658.196,798.49 658.392,759.255 658.588,707.992 658.784,679.991 \n",
       "  658.981,728.402 659.177,712.678 659.373,735.783 659.57,747.774 659.766,758.594 659.962,793.07 660.158,719.57 660.355,727.64 660.551,709.874 660.747,780.055 \n",
       "  660.944,687.175 661.14,698.206 661.336,667.499 661.532,657.243 661.729,699.131 661.925,726.678 662.121,773.779 662.318,785.987 662.514,712.282 662.71,704.501 \n",
       "  662.907,672.884 663.103,790.211 663.299,761.402 663.495,690.443 663.692,664.558 663.888,657.542 664.084,779.764 664.281,730.822 664.477,818.614 664.673,781.884 \n",
       "  664.869,703.452 665.066,707.344 665.262,751.182 665.458,741.956 665.655,683.386 665.851,742.739 666.047,848.28 666.243,844.026 666.44,839.622 666.636,740.664 \n",
       "  666.832,792.273 667.029,798.539 667.225,725.736 667.421,676.366 667.617,787.719 667.814,710.826 668.01,644.808 668.206,736.767 668.403,718.379 668.599,768.025 \n",
       "  668.795,810.95 668.991,799.867 669.188,640.863 669.384,744.141 669.58,733.92 669.777,742.637 669.973,670.335 670.169,711.242 670.366,731.504 670.562,763.929 \n",
       "  670.758,715.26 670.954,795.697 671.151,679.726 671.347,681.672 671.543,640.931 671.74,689.631 671.936,781.564 672.132,717.298 672.328,674.557 672.525,749.487 \n",
       "  672.721,598.318 672.917,697.969 673.114,700.266 673.31,652.496 673.506,821.859 673.702,759.813 673.899,631.079 674.095,905.596 674.291,741.411 674.488,786.747 \n",
       "  674.684,669.97 674.88,777.108 675.076,747.654 675.273,762.74 675.469,628.022 675.665,722.126 675.862,708.85 676.058,664.248 676.254,745.599 676.45,710.421 \n",
       "  676.647,870.365 676.843,685.351 677.039,611.353 677.236,803.871 677.432,758.506 677.628,721.746 677.825,631.398 678.021,750.66 678.217,688.567 678.413,771.397 \n",
       "  678.61,703.278 678.806,680.574 679.002,692.949 679.199,671.018 679.395,851.651 679.591,641.228 679.787,698.823 679.984,656.903 680.18,646.408 680.376,613.772 \n",
       "  680.573,660.032 680.769,757.867 680.965,676.038 681.161,644.605 681.358,649.845 681.554,690.492 681.75,726.523 681.947,735.079 682.143,742.832 682.339,693.138 \n",
       "  682.535,681.864 682.732,700.778 682.928,680.255 683.124,700.289 683.321,543.401 683.517,580.353 683.713,691.876 683.909,604.162 684.106,752.212 684.302,799.271 \n",
       "  684.498,725.052 684.695,634.626 684.891,800.198 685.087,690.034 685.284,761.678 685.48,764.858 685.676,684.252 685.872,759.533 686.069,624.418 686.265,670.712 \n",
       "  686.461,600.178 686.658,698.863 686.854,683.369 687.05,689.673 687.246,702.148 687.443,705.986 687.639,711.832 687.835,719.159 688.032,687.292 688.228,714.597 \n",
       "  688.424,717.748 688.62,747.133 688.817,581.788 689.013,703.191 689.209,690.302 689.406,719.65 689.602,656.892 689.798,670.087 689.994,737.332 690.191,679.176 \n",
       "  690.387,608.167 690.583,667.942 690.78,599.164 690.976,719.186 691.172,689.315 691.368,734.243 691.565,819.796 691.761,723.76 691.957,775.366 692.154,674.128 \n",
       "  692.35,737.285 692.546,710.222 692.743,598.223 692.939,806.442 693.135,617.082 693.331,690.327 693.528,688.4 693.724,721.695 693.92,653.48 694.117,647.228 \n",
       "  694.313,705.681 694.509,560.73 694.705,650.842 694.902,729.824 695.098,667.65 695.294,683.764 695.491,676.253 695.687,742.182 695.883,783.215 696.079,728.781 \n",
       "  696.276,662.556 696.472,760.032 696.668,708.938 696.865,680.183 697.061,744.276 697.257,735.64 697.453,764.807 697.65,582.666 697.846,737.927 698.042,811.293 \n",
       "  698.239,695.955 698.435,798.956 698.631,756.341 698.827,833.904 699.024,686.549 699.22,741.644 699.416,696.299 699.613,653.914 699.809,818.61 700.005,690.085 \n",
       "  700.202,695.582 700.398,666.051 700.594,626.636 700.79,738.547 700.987,765.639 701.183,677.082 701.379,666.013 701.576,839.798 701.772,778.687 701.968,643.694 \n",
       "  702.164,609.82 702.361,701.992 702.557,664.867 702.753,657.06 702.95,670.05 703.146,743.984 703.342,679.003 703.538,673.61 703.735,567.532 703.931,741.396 \n",
       "  704.127,719.341 704.324,668.995 704.52,702.165 704.716,693.735 704.912,757.858 705.109,643.929 705.305,722.528 705.501,686.4 705.698,633.474 705.894,556.932 \n",
       "  706.09,804.415 706.286,652.994 706.483,881.354 706.679,636.057 706.875,632.602 707.072,681.367 707.268,641.997 707.464,683.129 707.66,724.967 707.857,697.47 \n",
       "  708.053,642.093 708.249,693.225 708.446,716.958 708.642,800.121 708.838,754.621 709.035,651.879 709.231,639.105 709.427,612.748 709.623,632.953 709.82,695.45 \n",
       "  710.016,634.384 710.212,745.837 710.409,743.934 710.605,694.69 710.801,642.583 710.997,727.546 711.194,708.692 711.39,667.147 711.586,740.111 711.783,599.877 \n",
       "  711.979,646.115 712.175,718.307 712.371,643.413 712.568,680.992 712.764,675.585 712.96,784.243 713.157,656.09 713.353,684.458 713.549,791.643 713.745,800.113 \n",
       "  713.942,826.684 714.138,669.487 714.334,757.687 714.531,753.908 714.727,684.664 714.923,649.665 715.119,833.706 715.316,721.126 715.512,805.174 715.708,695.109 \n",
       "  715.905,756.926 716.101,741.509 716.297,724.113 716.494,721.24 716.69,673.511 716.886,676.4 717.082,748.854 717.279,702.046 717.475,649.802 717.671,619.025 \n",
       "  717.868,669.34 718.064,657.067 718.26,683.514 718.456,696.413 718.653,703.819 718.849,739.108 719.045,661.762 719.242,671.13 719.438,653.972 719.634,727.74 \n",
       "  719.83,631.018 720.027,641.811 720.223,609.643 720.419,600.068 720.616,639.34 720.812,672.946 721.008,724.005 721.204,733.53 721.401,659.783 721.597,652.009 \n",
       "  721.793,619.61 721.99,738.551 722.186,711.005 722.382,632.999 722.578,605.396 722.775,599.386 722.971,731.808 723.167,676.741 723.364,770.942 723.56,730.69 \n",
       "  723.756,647.135 723.953,651.691 724.149,699.486 724.345,684.815 724.541,625.811 724.738,689.068 724.934,803.544 725.13,795.816 725.327,788.963 725.523,685.676 \n",
       "  725.719,744.622 725.915,751.624 726.112,669.577 726.308,622.345 726.504,739.308 726.701,653.533 726.897,583.107 727.093,680.22 727.289,661.558 727.486,717.431 \n",
       "  727.682,763.348 727.878,753.284 728.075,582.444 728.271,690.479 728.467,679.218 728.663,692.389 728.86,614.752 729.056,659.517 729.252,678.233 729.449,712.625 \n",
       "  729.645,662.722 729.841,745.792 730.037,623.148 730.234,625.559 730.43,587.144 730.626,635.446 730.823,732.332 731.019,663.936 731.215,622.906 731.412,699.848 \n",
       "  731.608,540.34 731.804,645.976 732,647.189 732.197,596.958 732.393,775.507 732.589,709.692 732.786,575.291 732.982,867.997 733.178,687.058 733.374,737.969 \n",
       "  733.571,614.031 733.767,730.531 733.963,698.162 734.16,711.642 734.356,570.914 734.552,670.473 734.748,657.292 734.945,607.577 735.141,692.36 735.337,657.575 \n",
       "  735.534,828.801 735.73,632.687 735.926,553.126 736.122,755.398 736.319,712.451 736.515,671.012 736.711,576.566 736.908,703.107 737.104,632.084 737.3,722.459 \n",
       "  737.496,648.915 737.693,626.636 737.889,641.768 738.085,616.637 738.282,812.39 738.478,586.363 738.674,645.372 738.871,603.443 739.067,592.819 739.263,555.56 \n",
       "  739.459,605.979 739.656,705.813 739.852,619.165 740.048,589.482 740.245,596.329 740.441,634.735 740.637,678.295 740.833,683.997 741.03,695.384 741.226,639.898 \n",
       "  741.422,625.612 741.619,646.804 741.815,626.127 742.011,645.583 742.207,481.861 742.404,521.516 742.6,640.919 742.796,544.127 742.993,706.074 743.189,750.58 \n",
       "  743.385,676.38 743.581,577.854 743.778,753.513 743.974,637.196 744.17,712.595 744.367,717.32 744.563,636.585 744.759,709.673 744.955,570.194 745.152,618.105 \n",
       "  745.348,544.7 745.544,646.872 745.741,632.393 745.937,639.683 746.133,650.396 746.33,654.321 746.526,663.398 746.722,671.512 746.918,636.885 747.115,661.58 \n",
       "  747.311,667.57 747.507,697.99 747.704,527.782 747.9,653.108 748.096,640.028 748.292,675.539 748.489,609.812 748.685,619.542 748.881,686.23 749.078,628.274 \n",
       "  749.274,556.295 749.47,615.514 749.666,541.677 749.863,666.984 750.059,643.205 750.255,683.662 750.452,775.488 750.648,674.477 750.844,729.073 751.04,628.883 \n",
       "  751.237,690.992 751.433,660.234 751.629,545.955 751.826,765.482 752.022,566.921 752.218,639.089 752.414,638.357 752.611,671.021 752.807,604.713 753.003,594.268 \n",
       "  753.2,655.152 753.396,505.406 753.592,597.51 753.789,683.199 753.985,617.729 754.181,632.89 754.377,624.664 754.574,699.009 754.77,742.973 754.966,680.199 \n",
       "  755.163,615.292 755.359,714.329 755.555,662.601 755.751,632.061 755.948,699.199 756.144,691.956 756.34,716.928 756.537,528.202 756.733,692.138 756.929,768.939 \n",
       "  757.125,651.39 757.322,759.13 757.518,712.381 757.714,794.835 757.911,635.797 758.107,696.576 758.303,644.537 758.499,607.206 758.696,778.269 758.892,644.692 \n",
       "  759.088,649.078 759.285,614.856 759.481,575.766 759.677,693.277 759.873,722.061 760.07,629.886 760.266,616.377 760.462,798.595 760.659,734.75 760.855,591.406 \n",
       "  761.051,555.724 761.247,651.1 761.444,614.5 761.64,606.252 761.836,619.972 762.033,697.461 762.229,632.253 762.425,628.065 762.622,513.407 762.818,695.508 \n",
       "  763.014,672.672 763.21,620.919 763.407,654.084 763.603,648.027 763.799,717.394 763.996,593.226 764.192,677.519 764.388,640.55 764.584,582.78 764.781,508.333 \n",
       "  764.977,761.381 765.173,602.286 765.37,843.835 765.566,588.914 765.762,581.706 765.958,634.123 766.155,593.723 766.351,633.671 766.547,680.266 766.744,650.677 \n",
       "  766.94,592.939 767.136,645.875 767.332,670.737 767.529,759.089 767.725,710.643 767.921,602.951 768.118,593.158 768.314,563.28 768.51,585.178 768.706,648.169 \n",
       "  768.903,583.922 769.099,702.581 769.295,698.495 769.492,651.621 769.688,593.863 769.884,684.539 770.081,662.002 770.277,617.8 770.473,693.892 770.669,549.225 \n",
       "  770.866,601.197 771.062,673.775 771.258,596.315 771.455,634.538 771.651,628.256 771.847,743.064 772.043,611.912 772.24,637.666 772.436,749.602 772.632,758.878 \n",
       "  772.829,789.606 773.025,623.072 773.221,714.317 773.417,709.312 773.614,636.79 773.81,607.038 774.006,796.457 774.203,674.885 774.399,763.316 774.595,649.185 \n",
       "  774.791,714.26 774.988,698.836 775.184,679.602 775.38,676.625 775.577,628.107 775.773,630.542 775.969,707.495 776.165,654.01 776.362,601.597 776.558,568.122 \n",
       "  776.754,619.941 776.951,610.715 777.147,640.203 777.343,653.975 777.54,657.982 777.736,693.521 777.932,613.6 778.128,623.925 778.325,607.253 778.521,683.677 \n",
       "  778.717,584.764 778.914,595.002 779.11,561.959 779.306,553.101 779.502,589.309 779.699,628.414 779.895,683.072 780.091,689.685 780.288,616.247 780.484,608.684 \n",
       "  780.68,575.39 780.876,695.206 781.073,669.506 781.269,585.511 781.465,556.429 781.662,551.615 781.858,692.108 782.054,631.728 782.25,730.791 782.447,687.694 \n",
       "  782.643,600.085 782.839,605.259 783.036,656.553 783.232,636.825 783.428,578.09 783.624,644.027 783.821,765.456 784.017,754.91 784.213,745.79 784.41,639.747 \n",
       "  784.606,704.962 784.802,712.692 784.999,622.771 785.195,577.871 785.391,698.853 785.587,605.392 785.784,531.841 785.98,632.483 786.176,613.909 786.373,674.948 \n",
       "  786.569,723.566 786.765,714.324 786.961,534.171 787.158,645.089 787.354,633.522 787.55,650.481 787.747,568.411 787.943,616.728 788.139,633.697 788.335,669.574 \n",
       "  788.532,619.376 788.728,703.68 788.924,576.036 789.121,578.691 789.317,543.191 789.513,590.346 789.709,690.945 789.906,619.396 790.102,580.75 790.298,658.785 \n",
       "  790.495,492.5 790.691,603.617 790.887,603.102 791.083,550.908 791.28,736.569 791.476,667.81 791.672,529.271 791.869,836.343 792.065,640.937 792.261,696.721 \n",
       "  792.458,567.498 792.654,691.836 792.85,656.847 793.046,668.617 793.243,523.745 793.439,627.571 793.635,614.205 793.832,560.321 794.028,647.252 794.224,613.63 \n",
       "  794.42,793.659 794.617,588.997 794.813,505.194 795.009,714.412 795.206,674.438 795.402,628.699 795.598,531.351 795.794,663.553 795.991,584.812 796.187,681.244 \n",
       "  796.383,603.551 796.58,581.479 796.776,599.463 796.972,571.258 797.168,779.24 797.365,541.024 797.561,600.711 797.757,559.229 797.954,548.961 798.15,507.207 \n",
       "  798.346,560.871 798.542,661.713 798.739,571.36 798.935,543.59 799.131,551.974 799.328,587.653 799.524,637.918 799.72,641.125 799.917,655.7 800.113,595.227 \n",
       "  800.309,578.154 800.505,601.022 800.702,580.768 800.898,599.265 801.094,431.128 801.291,472.776 801.487,598.742 801.683,494.152 801.879,667.811 802.076,708.957 \n",
       "  802.272,635.75 802.468,530.563 802.665,713.841 802.861,592.808 803.057,671.346 803.253,677.364 803.45,597.195 803.646,667.367 803.842,524.906 804.039,574.052 \n",
       "  804.235,498.923 804.431,603.254 804.627,589.561 804.824,598.335 805.02,607.086 805.216,610.649 805.413,622.896 805.609,631.624 805.805,594.933 806.001,616.705 \n",
       "  806.198,625.653 806.394,656.165 806.59,483.338 806.787,611.292 806.983,598.201 807.179,639.196 807.376,571.121 807.572,577.477 807.768,642.854 807.964,585.636 \n",
       "  808.161,513.818 808.357,571.506 808.553,493.944 808.75,622.554 808.946,604.936 809.142,640.674 809.338,737.499 809.535,633.028 809.731,689.767 809.927,591.732 \n",
       "  810.124,652.014 810.32,617.919 810.516,503.001 810.712,731.328 810.909,525.878 811.105,595.933 811.301,596.791 811.498,628.187 811.694,564.338 811.89,549.93 \n",
       "  812.086,612.329 812.283,459.803 812.479,552.697 812.675,644.176 812.872,576.164 813.068,590.195 813.264,581.251 813.46,663.048 813.657,709.222 813.853,638.812 \n",
       "  814.049,576.174 814.246,675.678 814.442,624.025 814.638,591.882 814.834,661.526 815.031,655.705 815.227,676.143 815.423,483.23 815.62,653.543 815.816,733.053 \n",
       "  816.012,614.436 816.209,725.774 816.405,675.583 816.601,761.909 816.797,593.047 816.994,658.724 817.19,600.746 817.386,568.407 817.583,744.113 817.779,606.853 \n",
       "  817.975,610.043 818.171,571.904 818.368,533.52 818.564,655.251 818.76,685.352 818.957,590.526 819.153,574.489 819.349,763.474 819.545,697.518 819.742,547.472 \n",
       "  819.938,510.509 820.134,608.009 820.331,572.129 820.527,563.423 820.723,577.791 820.919,657.939 821.116,593.314 821.312,590.198 821.508,468.175 821.705,656.546 \n",
       "  821.901,633.327 822.097,580.623 822.293,613.532 822.49,609.973 822.686,683.44 822.882,550.871 823.079,639.677 823.275,602.001 823.471,540.225 823.668,468.536 \n",
       "  823.864,724.597 824.06,559.48 824.256,811.766 824.453,549.775 824.649,538.909 824.845,594.573 825.042,553.443 825.238,591.947 825.434,642.701 825.63,611.467 \n",
       "  825.827,551.867 826.023,605.803 826.219,631.848 826.416,724.194 826.612,673.369 826.808,562.125 827.004,555.029 827.201,522.176 827.397,545.354 827.593,608.226 \n",
       "  827.79,541.489 827.986,666.076 828.182,659.96 828.378,615.805 828.575,553.123 828.771,648.43 828.967,622.323 829.164,576.223 829.36,654.652 829.556,506.987 \n",
       "  829.752,563.826 829.949,636.205 830.145,557.013 830.341,595.418 830.538,588.323 830.734,708.111 830.93,575.211 831.127,598.282 831.323,713.705 831.519,723.805 \n",
       "  831.715,758.156 831.912,583.941 832.108,677.469 832.304,671.058 832.501,596.327 832.697,571.829 832.893,764.655 833.089,635.424 833.286,727.66 833.482,610.57 \n",
       "  833.678,678.06 833.875,662.923 834.071,641.963 834.267,638.845 834.463,589.794 834.66,591.744 834.856,672.577 835.052,613.277 835.249,561.179 835.445,525.101 \n",
       "  835.641,578.165 835.837,571.579 836.034,603.881 836.23,618.436 836.426,619.176 836.623,654.577 836.819,573.008 837.015,584.001 837.211,567.716 837.408,646.147 \n",
       "  837.604,546.145 837.8,555.633 837.997,522.147 838.193,514.02 838.389,546.984 838.586,591.037 838.782,649.02 838.978,652.645 839.174,579.644 839.371,572.391 \n",
       "  839.567,538.108 839.763,658.405 839.96,634.87 840.156,545.74 840.352,515.402 840.548,511.891 840.745,658.82 840.941,593.738 841.137,696.536 841.334,651.187 \n",
       "  841.53,560.328 841.726,566.027 841.922,620.417 842.119,596.098 842.315,538.031 842.511,605.759 842.708,732.637 842.904,719.815 843.1,708.627 843.296,600.942 \n",
       "  843.493,671.467 843.689,679.952 843.885,583.338 844.082,540.782 844.278,664.62 844.474,564.512 844.67,488.755 844.867,591.794 845.063,573.498 845.259,638.85 \n",
       "  845.456,689.899 845.652,681.299 845.848,493.774 846.045,606.25 846.241,594.941 846.437,615.071 846.633,529.272 846.83,580.858 847.026,596.017 847.222,633.05 \n",
       "  847.419,583.135 847.615,667.757 847.811,536.34 848.007,539.106 848.204,506.764 848.4,552.322 848.596,655.742 848.793,581.762 848.989,545.874 849.185,624.406 \n",
       "  849.381,452.506 849.578,568.709 849.774,566.036 849.97,512.23 850.167,703.453 850.363,632.374 850.559,490.773 850.755,809.354 850.952,601.373 851.148,661.433 \n",
       "  851.344,528.341 851.541,659.294 851.737,621.954 851.933,631.974 852.129,484.266 852.326,591.488 852.522,577.763 852.718,520.456 852.915,608.621 853.111,576.672 \n",
       "  853.307,763.572 853.504,552.301 853.7,465.251 853.896,679.366 854.092,642.639 854.289,592.957 854.485,493.543 854.681,630.235 854.878,544.85 855.074,646.163 \n",
       "  855.27,565.279 855.466,543.249 855.663,564.041 855.859,532.905 856.055,750.872 856.252,503.079 856.448,562.958 856.644,522.159 856.84,512.602 857.037,466.556 \n",
       "  857.233,522.75 857.429,623.981 857.626,530.74 857.822,504.878 858.018,514.748 858.214,547.457 858.411,603.657 858.607,604.706 858.803,622.073 859,557.295 \n",
       "  859.196,537.686 859.392,561.742 859.588,542.316 859.785,559.626 859.981,388.758 860.177,431.895 860.374,563.433 860.57,452.083 860.766,635.679 860.963,673.008 \n",
       "  861.159,601.384 861.355,490.679 861.551,679.729 861.748,555.112 861.944,636.267 862.14,643.35 862.337,564.185 862.533,631.096 862.729,486.635 862.925,536.721 \n",
       "  863.122,460.653 863.318,566.206 863.514,553.079 863.711,563.672 863.907,570.438 864.103,573.31 864.299,588.554 864.496,597.79 864.692,559.584 864.888,578.298 \n",
       "  865.085,590.227 865.281,620.14 865.477,446.264 865.673,575.927 865.87,562.939 866.066,608.845 866.262,538.861 866.459,542.027 866.655,605.622 866.851,549.437 \n",
       "  867.047,478.557 867.244,534.104 867.44,453.844 867.636,584.341 867.833,572.735 868.029,603.777 868.225,704.557 868.422,597.746 868.618,655.993 868.814,560.76 \n",
       "  869.01,618.772 869.207,581.685 869.403,467.185 869.599,702.499 869.796,491.843 869.992,559.163 870.188,561.826 870.384,591.576 870.581,530.493 870.777,512.378 \n",
       "  870.973,575.62 871.17,421.726 871.366,514.598 871.562,611.106 871.758,541.096 871.955,553.928 872.151,544.285 872.347,632.669 872.544,680.545 872.74,603.149 \n",
       "  872.936,543.365 873.132,642.57 873.329,591.53 873.525,557.903 873.721,629.639 873.918,625.197 874.114,641.028 874.31,445.648 874.506,620.61 874.703,702.305 \n",
       "  874.899,583.392 875.095,697.449 875.292,644.379 875.488,733.85 875.684,556.614 875.88,626.542 876.077,563.307 876.273,535.734 876.469,714.85 876.666,574.876 \n",
       "  876.862,576.841 877.058,535.418 877.255,498.032 877.451,622.902 877.647,654.039 877.843,557.271 878.04,538.679 878.236,733.234 878.432,665.594 878.629,510.131 \n",
       "  878.825,472.289 879.021,571.132 879.217,536.105 879.414,526.905 879.61,541.857 879.806,623.975 880.003,560.46 880.199,558.325 880.395,429.93 880.591,623.082 \n",
       "  880.788,599.759 880.984,546.404 881.18,578.969 881.377,577.906 881.573,654.598 881.769,515.099 881.965,607.441 882.162,569.213 882.358,504.07 882.554,435.489 \n",
       "  882.751,692.818 882.947,522.921 883.143,784.057 883.339,516.86 883.536,502.483 883.732,561.033 883.928,519.444 884.125,556.364 884.321,610.735 884.517,578.193 \n",
       "  884.714,517.126 884.91,571.497 885.106,598.725 885.302,694.149 885.499,641.425 885.695,527.651 885.891,522.949 886.088,487.594 886.284,511.707 886.48,574.077 \n",
       "  886.676,505.396 886.873,634.919 887.069,626.922 887.265,585.624 887.462,518.62 887.658,617.748 887.854,588.231 888.05,540.793 888.247,620.972 888.443,471.357 \n",
       "  888.639,532.313 888.836,604.152 889.032,523.779 889.228,562.095 889.424,554.23 889.621,678.126 889.817,544.321 890.013,564.754 890.21,682.733 890.406,693.626 \n",
       "  890.602,731.11 890.798,550.55 890.995,645.81 891.191,637.885 891.387,561.748 891.584,542.378 891.78,737.178 891.976,601.362 892.173,696.983 892.369,577.698 \n",
       "  892.565,647.004 892.761,632.347 892.958,609.767 893.154,606.521 893.35,557.053 893.547,558.497 893.743,642.729 893.939,578.4 894.135,526.897 894.332,488.327 \n",
       "  894.528,542.452 894.724,538.137 894.921,573.077 895.117,588.295 895.313,585.953 895.509,620.956 895.706,538.413 895.902,549.839 896.098,533.867 896.295,613.845 \n",
       "  896.491,513.485 896.687,522.115 896.883,488.497 897.08,481.106 897.276,510.803 897.472,559.287 897.669,620.374 897.865,621.028 898.061,548.481 898.257,541.579 \n",
       "  898.454,506.239 898.65,626.809 898.846,605.592 899.043,512.021 899.239,480.625 899.435,478.463 899.632,630.572 899.828,561.258 900.024,666.96 900.22,619.871 \n",
       "  900.417,526.37 900.613,532.491 900.809,589.613 901.006,561.181 901.202,503.994 901.398,572.868 901.594,704.054 901.791,689.388 901.987,676.33 902.183,567.794 \n",
       "  902.38,642.796 902.576,652.07 902.772,549.769 902.968,509.474 903.165,635.306 903.361,529.448 903.557,452.146 903.754,556.785 903.95,538.862 904.146,607.835 \n",
       "  904.342,661.059 904.539,652.952 904.735,459.56 904.931,572.662 905.128,562.03 905.324,584.79 905.52,495.818 905.716,550.415 905.913,563.773 906.109,601.735 \n",
       "  906.305,552.45 906.502,636.795 906.698,502.512 906.894,505.319 907.091,476.17 907.287,519.879 907.483,625.465 907.679,549.595 907.876,516.644 908.072,595.287 \n",
       "  908.268,418.667 908.465,539.62 908.661,534.511 908.857,479.348 909.053,674.961 909.25,602.034 909.446,458.15 909.642,786.072 909.839,567.086 910.035,630.923 \n",
       "  910.231,495.03 910.427,631.613 910.624,592.157 910.82,600.429 911.016,450.811 911.213,560.777 911.409,546.599 911.605,486.454 911.801,575.2 911.998,545.257 \n",
       "  912.194,737.514 912.39,521.128 912.587,431.573 912.783,649.084 912.979,615.699 913.175,562.404 913.372,461.521 913.568,601.839 913.764,510.733 913.961,616.001 \n",
       "  914.157,532.646 914.353,510.545 914.55,534.021 914.746,500.1 914.942,726.303 915.138,470.942 915.335,530.694 915.531,490.679 915.727,482.088 915.924,431.989 \n",
       "  916.12,490.155 916.316,591.39 916.512,495.869 916.709,471.826 916.905,483.141 917.101,512.786 917.298,574.229 917.494,573.418 917.69,593.239 917.886,524.722 \n",
       "  918.083,502.829 918.279,527.688 918.475,509.363 918.672,525.363 918.868,352.937 919.064,397.204 919.26,533.546 919.457,416.288 919.653,608.384 919.849,641.656 \n",
       "  920.046,571.964 920.242,456.65 920.438,650.078 920.634,522.768 920.831,606.102 921.027,614.051 921.223,536.168 921.42,599.699 921.616,453.942 921.812,504.734 \n",
       "  922.009,428.261 922.205,534.373 922.401,521.618 922.597,534.241 922.794,539.101 922.99,541.045 923.186,559.066 923.383,568.744 923.579,529.456 923.775,545.085 \n",
       "  923.971,559.958 924.168,588.77 924.364,414.95 924.56,545.653 924.757,532.848 924.953,583.176 925.149,511.6 925.345,511.802 925.542,573.334 925.738,518.325 \n",
       "  925.934,448.911 926.131,501.954 926.327,419.782 926.523,551.155 926.719,545.3 926.916,571.814 927.112,675.697 927.308,567.372 927.505,626.652 927.701,534.578 \n",
       "  927.897,590.092 928.093,550.329 928.29,436.919 928.486,677.882 928.682,463.26 928.879,527.5 929.075,532.058 929.271,559.959 929.467,501.791 929.664,480.227 \n",
       "  929.86,543.826 930.056,389.552 930.253,481.85 930.449,582.756 930.645,511.149 930.842,522.767 931.038,512.465 931.234,606.679 931.43,655.893 931.627,572.098 \n",
       "  931.823,515.506 932.019,613.873 932.216,563.855 932.412,528.825 932.608,602.328 932.804,599.186 933.001,610.49 933.197,413.884 933.393,592.193 933.59,675.681 \n",
       "  933.786,556.997 933.982,673.089 934.178,617.603 934.375,709.687 934.571,525.228 934.767,598.872 934.964,530.983 935.16,507.874 935.356,689.502 935.552,547.521 \n",
       "  935.749,548.259 935.945,504.066 936.141,467.899 936.338,595.06 936.534,627.02 936.73,528.838 936.926,507.705 937.123,706.945 937.319,637.923 937.515,478.055 \n",
       "  937.712,439.642 937.908,539.252 938.104,505.175 938.301,495.439 938.497,510.917 938.693,594.479 938.889,532.403 939.086,531.192 939.282,397.241 939.478,594.034 \n",
       "  939.675,570.806 939.871,516.994 940.067,549.218 940.263,550.578 940.46,629.824 940.656,484.573 940.852,579.646 941.049,541.03 941.245,473.014 941.441,407.695 \n",
       "  941.637,665.088 941.834,491.362 942.03,759.874 942.226,488.853 942.423,471.128 942.619,532.247 942.815,490.438 943.011,525.706 943.208,583.216 943.404,549.624 \n",
       "  943.6,487.406 943.797,541.816 943.993,570.191 944.189,667.989 944.385,613.769 944.582,498.209 944.778,495.612 944.974,458.157 945.171,482.924 945.367,544.56 \n",
       "  945.563,474.367 945.76,608.043 945.956,598.31 946.152,559.88 946.348,489.053 946.545,591.386 946.741,558.644 946.937,510.284 947.134,591.774 947.33,440.98 \n",
       "  947.526,505.413 947.722,576.522 947.919,495.335 948.115,533.411 948.311,524.802 948.508,652.145 948.704,518.011 948.9,535.909 949.096,655.748 949.293,667.383 \n",
       "  949.489,707.559 949.685,521.743 949.882,618.323 950.078,608.833 950.274,531.891 950.47,517.457 950.667,713.185 950.863,571.652 951.059,670.343 951.256,549.398 \n",
       "  951.452,620.087 951.648,606.037 951.844,581.935 952.041,578.598 952.237,528.747 952.433,529.677 952.63,616.927 952.826,548.26 953.022,497.505 953.219,456.564 \n",
       "  953.415,511.61 953.611,509.247 953.807,546.678 954.004,562.429 954.2,557.215 954.396,591.646 954.593,508.621 954.789,520.291 954.985,504.578 955.181,585.769 \n",
       "  955.378,485.538 955.574,493.26 955.77,459.733 955.967,453.076 956.163,479.569 956.359,532.015 956.555,596.023 956.752,593.777 956.948,521.643 957.144,515.103 \n",
       "  957.341,478.663 957.537,599.402 957.733,580.551 957.929,483.11 958.126,450.825 958.322,450.02 958.518,606.336 958.715,533.163 958.911,641.146 959.107,592.753 \n",
       "  959.303,497.079 959.5,503.519 959.696,563.043 959.892,530.958 960.089,474.747 960.285,544.299 960.481,678.921 960.678,662.752 960.874,648.011 961.07,539.186 \n",
       "  961.266,617.954 961.463,628.049 961.659,520.912 961.855,482.75 962.052,609.929 962.248,499.09 962.444,420.721 962.64,526.395 962.837,508.886 963.033,580.916 \n",
       "  963.229,636.074 963.426,628.34 963.622,430.262 963.818,543.333 964.014,533.681 964.211,558.61 964.407,466.911 964.603,524.285 964.8,535.885 964.996,574.623 \n",
       "  965.192,526.167 965.388,609.849 965.585,473.382 965.781,476.199 965.977,450.158 966.174,491.894 966.37,599.16 966.566,521.806 966.762,491.849 966.959,570.353 \n",
       "  967.155,389.72 967.351,515.12 967.548,507.408 967.744,451.081 967.94,650.186 968.137,575.77 968.333,430.18 968.529,765.772 968.725,537.095 968.922,604.287 \n",
       "  969.118,466.403 969.314,607.821 969.511,566.447 969.707,573.003 969.903,422.141 970.099,534.351 970.296,519.678 970.492,457.158 970.688,546.016 970.885,518.284 \n",
       "  971.081,714.709 971.277,494.374 971.473,402.867 971.67,622.668 971.866,592.612 972.062,536.006 972.259,434.081 972.455,577.377 972.651,481.333 972.847,589.825 \n",
       "  973.044,504.544 973.24,482.301 973.436,508.295 973.633,471.732 973.829,704.794 974.025,443.424 974.221,502.842 974.418,463.635 974.614,456.187 974.81,402.288 \n",
       "  975.007,461.986 975.203,562.988 975.399,465.647 975.596,443.296 975.792,456.017 975.988,482.594 976.184,548.676 976.381,546.256 976.577,568.247 976.773,496.466 \n",
       "  976.97,472.526 977.166,497.886 977.362,480.844 977.558,495.477 977.755,322.315 977.951,367.451 978.147,507.988 978.344,385.525 978.54,584.958 978.736,614.068 \n",
       "  978.932,546.504 979.129,427.307 979.325,624.049 979.521,494.748 979.718,579.894 979.914,588.544 980.11,512.116 980.306,572.276 980.503,425.732 980.699,477.046 \n",
       "  980.895,400.531 981.092,506.729 981.288,494.184 981.484,508.962 981.68,512.042 981.877,512.894 982.073,533.455 982.269,543.534 982.466,503.504 982.662,516.09 \n",
       "  982.858,533.834 983.054,561.184 983.251,388.201 983.447,519.45 983.643,506.886 983.84,561.216 984.036,488.276 984.232,485.76 984.429,545.073 984.625,491.289 \n",
       "  984.821,423.694 985.017,474.031 985.214,390.549 985.41,522.076 985.606,521.662 985.803,543.89 985.999,650.179 986.195,540.949 986.391,600.911 986.588,512.163 \n",
       "  986.784,565.096 986.98,522.927 987.177,411.031 987.373,656.638 987.569,438.977 987.765,499.967 987.962,506.432 988.158,532.391 988.354,477.19 988.551,452.423 \n",
       "  988.747,516.031 988.943,362.066 989.139,453.414 989.336,558.194 989.532,485.289 989.728,495.713 989.925,484.8 990.121,584.19 990.317,634.48 990.513,544.808 \n",
       "  990.71,491.584 990.906,588.734 991.102,540.043 991.299,503.676 991.495,578.682 991.691,576.743 991.888,583.685 992.084,386.756 992.28,567.424 992.476,652.404 \n",
       "  992.673,534.306 992.869,651.904 993.065,594.382 993.262,688.678 993.458,497.923 993.654,574.837 993.85,502.823 994.047,483.847 994.243,667.322 994.439,523.865 \n",
       "  994.636,523.384 994.832,476.84 995.028,442.06 995.224,570.84 995.421,603.459 995.617,504.259 995.813,480.63 996.01,683.889 996.206,613.702 996.402,450.235 \n",
       "  996.598,411.485 996.795,511.432 996.991,478.378 997.187,468.067 997.384,484.021 997.58,568.616 997.776,508.178 997.972,507.857 998.169,369.03 998.365,568.572 \n",
       "  998.561,545.585 998.758,491.443 998.954,523.374 999.15,527.045 999.347,608.332 999.543,458.27 999.739,555.419 999.935,516.57 1000.13,446.069 1000.33,384.049 \n",
       "  1000.52,640.672 1000.72,463.857 1000.92,738.573 1001.11,464.765 1001.31,443.861 1001.51,507.27 1001.7,465.446 1001.9,499.041 1002.09,559.272 1002.29,524.83 \n",
       "  1002.49,461.715 1002.68,515.887 1002.88,545.356 1003.08,644.988 1003.27,589.606 1003.47,472.803 1003.66,472.047 1003.86,432.833 1004.06,458.026 1004.25,518.793 \n",
       "  1004.45,447.433 1004.65,584.638 1004.84,573.299 1005.04,537.677 1005.24,463.442 1005.43,568.503 1005.63,532.728 1005.82,483.759 1006.02,566.227 1006.22,414.826 \n",
       "  1006.41,482.195 1006.61,552.48 1006.81,470.722 1007,508.48 1007.2,499.15 1007.39,629.422 1007.59,495.358 1007.79,510.851 1007.98,632.022 1008.18,644.344 \n",
       "  1008.38,686.824 1008.57,496.639 1008.77,594.228 1008.96,583.167 1009.16,505.87 1009.36,496.15 1009.55,692.036 1009.75,545.495 1009.95,647.01 1010.14,524.788 \n",
       "  1010.34,596.54 1010.54,583.178 1010.73,557.643 1010.93,554.262 1011.12,504.02 1011.32,504.435 1011.52,594.393 1011.71,521.989 1011.91,472.058 1012.11,428.868 \n",
       "  1012.3,484.723 1012.5,484.043 1012.69,523.835 1012.89,539.991 1013.09,532.117 1013.28,565.864 1013.48,482.721 1013.68,494.483 1013.87,478.988 1014.07,561.15 \n",
       "  1014.26,461.367 1014.46,468.172 1014.66,434.888 1014.85,428.963 1015.05,452.364 1015.25,508.35 1015.44,575.121 1015.64,570.077 1015.83,498.294 1016.03,492.11 \n",
       "  1016.23,454.547 1016.42,575.404 1016.62,558.905 1016.82,458.069 1017.01,425.037 1017.21,425.569 1017.41,585.332 1017.6,508.605 1017.8,618.394 1017.99,569.068 \n",
       "  1018.19,471.584 1018.39,478.253 1018.58,539.88 1018.78,504.565 1018.98,449.358 1019.17,519.245 1019.37,656.631 1019.56,639.229 1019.76,622.976 1019.96,514.264 \n",
       "  1020.15,596.196 1020.35,607.135 1020.55,495.882 1020.74,459.706 1020.94,587.743 1021.13,472.579 1021.33,393.493 1021.53,499.796 1021.72,482.712 1021.92,557.334 \n",
       "  1022.12,614.204 1022.31,606.751 1022.51,404.92 1022.7,517.499 1022.9,509.041 1023.1,535.752 1023.29,441.689 1023.49,501.626 1023.69,511.53 1023.88,550.938 \n",
       "  1024.08,503.416 1024.28,586.19 1024.47,448.055 1024.67,450.875 1024.86,427.795 1025.06,467.514 1025.26,576.093 1025.45,497.566 1025.65,470.582 1025.85,548.787 \n",
       "  1026.04,364.713 1026.24,494.28 1026.43,483.877 1026.63,426.531 1026.83,628.436 1027.02,552.807 1027.22,405.945 1027.42,747.9 1027.61,510.639 1027.81,580.83 \n",
       "  1028,441.572 1028.2,587.179 1028.4,544.055 1028.59,548.943 1028.79,397.318 1028.99,511.383 1029.18,496.206 1029.38,431.68 1029.58,520.317 1029.77,494.913 \n",
       "  1029.97,694.564 1030.16,471.197 1030.36,378.153 1030.56,599.422 1030.75,572.617 1030.95,512.973 1031.15,410.32 1031.34,556.098 1031.54,455.776 1031.73,566.91 \n",
       "  1031.93,480.12 1032.13,457.694 1032.32,486.027 1032.52,446.96 1032.72,685.784 1032.91,419.627 1033.11,478.575 1033.3,440.157 1033.5,433.972 1033.7,376.522 \n",
       "  1033.89,437.408 1034.09,538.031 1034.29,439.224 1034.48,418.424 1034.68,432.515 1034.87,456.075 1035.07,526.269 1035.27,522.454 1035.46,546.375 1035.66,471.728 \n",
       "  1035.86,445.958 1036.05,471.583 1036.25,455.937 1036.45,469.192 1036.64,295.871 1036.84,341.684 1037.03,485.924 1037.23,358.842 1037.43,564.667 1037.62,589.592 \n",
       "  1037.82,524.256 1038.02,401.76 1038.21,600.995 1038.41,470.259 1038.6,556.91 1038.8,566.124 1039,491.258 1039.19,548.132 1039.39,401.168 1039.59,452.853 \n",
       "  1039.78,376.548 1039.98,482.492 1040.17,470.02 1040.37,487.02 1040.57,488.467 1040.76,488.114 1040.96,510.984 1041.16,521.438 1041.35,480.936 1041.55,490.557 \n",
       "  1041.75,511.081 1041.94,536.711 1042.14,365.118 1042.33,496.543 1042.53,484.263 1042.73,542.229 1042.92,468.099 1043.12,463.105 1043.32,520.127 1043.51,467.564 \n",
       "  1043.71,402.017 1043.9,449.554 1044.1,365.222 1044.3,496.389 1044.49,501.088 1044.69,519.304 1044.89,627.431 1045.08,517.746 1045.28,578.127 1045.47,492.754 \n",
       "  1045.67,543.114 1045.87,498.77 1046.06,388.649 1046.26,638.123 1046.46,418.128 1046.65,475.815 1046.85,484.145 1047.04,508.146 1047.24,455.897 1047.44,428.158 \n",
       "  1047.63,491.528 1047.83,338.351 1048.03,428.495 1048.22,536.709 1048.42,462.736 1048.62,471.999 1048.81,460.531 1049.01,564.535 1049.2,615.707 1049.4,520.62 \n",
       "  1049.6,470.834 1049.79,566.501 1049.99,519.365 1050.19,481.713 1050.38,558.006 1050.58,557.17 1050.77,559.957 1050.97,363.361 1051.17,545.64 1051.36,631.873 \n",
       "  1051.56,514.605 1051.76,633.292 1051.95,574.053 1052.15,670.251 1052.34,473.957 1052.54,553.766 1052.74,478.088 1052.93,462.912 1053.13,647.736 1053.33,503.208 \n",
       "  1053.52,501.523 1053.72,452.975 1053.91,419.703 1054.11,549.567 1054.31,582.717 1054.5,482.804 1054.7,456.741 1054.9,663.502 1055.09,592.314 1055.29,425.897 \n",
       "  1055.49,386.983 1055.68,486.945 1055.88,454.97 1056.07,444.052 1056.27,460.434 1056.47,545.741 1056.66,487.054 1056.86,487.6 1057.06,344.468 1057.25,546.055 \n",
       "  1057.45,523.419 1057.64,469.028 1057.84,500.736 1058.04,506.592 1058.23,589.518 1058.43,435.403 1058.63,534.095 1058.82,495.155 1059.02,422.477 1059.21,363.724 \n",
       "  1059.41,618.996 1059.61,439.676 1059.8,719.653 1060,443.848 1060.2,419.928 1060.39,485.386 1060.59,443.717 1060.79,475.645 1060.98,538.238 1061.18,503.106 \n",
       "  1061.37,439.296 1061.57,493.039 1061.77,523.54 1061.96,624.589 1062.16,568.317 1062.36,450.671 1062.55,451.521 1062.75,410.838 1062.94,436.271 1063.14,496.097 \n",
       "  1063.34,423.85 1063.53,564.076 1063.73,551.251 1063.93,518.337 1064.12,441.042 1064.32,548.457 1064.51,509.838 1064.71,460.497 1064.91,543.689 1065.1,392.106 \n",
       "  1065.3,461.96 1065.5,531.384 1065.69,449.214 1065.89,486.623 1066.08,476.587 1066.28,609.378 1066.48,475.664 1066.67,488.889 1066.87,610.991 1067.07,623.944 \n",
       "  1067.26,668.388 1067.46,474.562 1067.66,572.919 1067.85,560.314 1068.05,483 1068.24,477.762 1068.44,673.236 1068.64,522.274 1068.83,626.412 1069.03,503.191 \n",
       "  1069.23,575.765 1069.42,563.142 1069.62,536.254 1069.81,532.877 1070.01,482.216 1070.21,482.125 1070.4,574.531 1070.6,498.906 1070.8,449.828 1070.99,404.512 \n",
       "  1071.19,461.082 1071.38,461.857 1071.58,503.897 1071.78,520.337 1071.97,510.008 1072.17,543.002 1072.37,460.006 1072.56,471.744 1072.76,456.436 1072.96,539.386 \n",
       "  1073.15,440.26 1073.35,446.162 1073.54,413.227 1073.74,408.029 1073.94,428.473 1074.13,487.627 1074.33,557.021 1074.53,549.291 1074.72,477.79 1074.92,471.954 \n",
       "  1075.11,433.259 1075.31,554.214 1075.51,540.016 1075.7,436.182 1075.9,402.52 1076.1,404.354 1076.29,566.962 1076.49,486.937 1076.68,598.165 1076.88,548.217 \n",
       "  1077.08,449.207 1077.27,456.031 1077.47,519.492 1077.67,481.328 1077.86,427.113 1078.06,497.084 1078.25,636.712 1078.45,618.289 1078.65,600.679 1078.84,492.368 \n",
       "  1079.04,576.954 1079.24,588.75 1079.43,473.992 1079.63,439.65 1079.83,568.173 1080.02,449.245 1080.22,369.7 1080.41,476.335 1080.61,459.676 1080.81,536.503 \n",
       "  1081,594.88 1081.2,587.639 1081.4,382.798 1081.59,494.567 1081.79,487.445 1081.98,515.615 1082.18,419.489 1082.38,481.796 1082.57,490.071 1082.77,530.075 \n",
       "  1082.97,483.533 1083.16,565.25 1083.36,425.84 1083.55,428.671 1083.75,408.374 1083.95,446.086 1084.14,555.694 1084.34,476.237 1084.54,452.157 1084.73,529.961 \n",
       "  1084.93,342.915 1085.12,476.389 1085.32,463.26 1085.52,405.014 1085.71,609.176 1085.91,532.546 1086.11,384.749 1086.3,732.027 1086.5,487.123 1086.7,560.009 \n",
       "  1086.89,419.85 1087.09,569.116 1087.28,524.383 1087.48,527.664 1087.68,375.63 1087.87,491.237 1088.07,475.57 1088.27,409.335 1088.46,497.513 1088.66,474.493 \n",
       "  1088.85,676.618 1089.05,450.952 1089.25,356.679 1089.44,578.806 1089.64,555.137 1089.84,492.701 1090.03,389.553 1090.23,537.422 1090.42,433.378 1090.62,546.691 \n",
       "  1090.82,458.714 1091.01,436.083 1091.21,466.574 1091.41,425.135 1091.6,668.84 1091.8,398.861 1092,457.256 1092.19,419.58 1092.39,414.736 1092.58,353.976 \n",
       "  1092.78,415.776 1092.98,515.935 1093.17,415.937 1093.37,396.547 1093.57,411.972 1093.76,432.599 1093.96,506.449 1094.15,501.418 1094.35,527.07 1094.55,449.888 \n",
       "  1094.74,422.483 1094.94,448.188 1095.14,434.008 1095.33,445.903 1095.53,272.827 1095.72,319.174 1095.92,466.709 1096.12,335.503 1096.31,546.949 1096.51,567.716 \n",
       "  1096.71,504.645 1096.9,379.326 1097.1,580.413 1097.29,448.68 1097.49,536.582 1097.69,546.248 1097.88,473.004 1098.08,526.716 1098.28,379.6 1098.47,431.532 \n",
       "  1098.67,355.61 1098.87,461.058 1099.06,448.548 1099.26,467.794 1099.45,467.755 1099.65,466.129 1099.85,491.088 1100.04,501.901 1100.24,461.139 1100.44,467.895 \n",
       "  1100.63,491.099 1100.83,514.831 1101.02,345.017 1101.22,476.335 1101.42,464.374 1101.61,525.658 1101.81,450.467 1102.01,443.228 1102.2,497.944 1102.4,446.562 \n",
       "  1102.59,383.203 1102.79,427.92 1102.99,343.09 1103.18,473.533 1103.38,483.019 1103.58,497.504 1103.77,607 1103.97,497.194 1104.17,557.799 1104.36,475.776 \n",
       "  1104.56,523.627 1104.75,477.303 1104.95,369.109 1105.15,621.843 1105.34,400.055 1105.54,454.46 1105.74,464.584 1105.93,486.652 1106.13,437.301 1106.32,406.805 \n",
       "  1106.52,469.763 1106.72,317.707 1106.91,406.474 1107.11,517.755 1107.31,442.89 1107.5,451.033 1107.7,439.065 1107.89,547.204 1108.09,599.113 1108.29,499.02 \n",
       "  1108.48,452.671 1108.68,546.67 1108.88,501.255 1109.07,462.367 1109.27,539.768 1109.46,539.933 1109.66,538.791 1109.86,343.009 1110.05,526.326 1110.25,613.618 \n",
       "  1110.45,497.345 1110.64,616.795 1110.84,556.104 1111.04,653.958 1111.23,452.752 1111.43,535.14 1111.62,456.198 1111.82,444.503 1112.02,630.296 1112.21,485.014 \n",
       "  1112.41,482.141 1112.61,431.876 1112.8,400.199 1113,530.72 1113.19,564.299 1113.39,463.91 1113.59,435.488 1113.78,645.341 1113.98,573.275 1114.18,404.437 \n",
       "  1114.37,365.49 1114.57,465.224 1114.76,434.367 1114.96,422.817 1115.16,439.584 1115.35,525.349 1115.55,468.466 1115.75,469.867 1115.94,322.913 1116.14,525.981 \n",
       "  1116.33,503.781 1116.53,449.194 1116.73,480.757 1116.92,488.663 1117.12,572.915 1117.32,415.362 1117.51,515.161 1117.71,476.256 1117.91,401.653 1118.1,346.092 \n",
       "  1118.3,599.608 1118.49,418.25 1118.69,702.721 1118.89,425.526 1119.08,398.745 1119.28,466.041 1119.48,424.669 1119.67,454.955 1119.87,519.598 1120.06,483.906 \n",
       "  1120.26,419.564 1120.46,472.747 1120.65,504.215 1120.85,606.36 1121.05,549.418 1121.24,431.222 1121.44,433.475 1121.63,391.566 1121.83,417.09 1122.03,475.947 \n",
       "  1122.22,403.035 1122.42,545.869 1122.62,531.664 1122.81,501.339 1123.01,421.278 1123.21,530.749 1123.4,489.466 1123.6,439.937 1123.79,523.654 1123.99,372.21 \n",
       "  1124.19,444.166 1124.38,512.73 1124.58,430.253 1124.78,467.308 1124.97,456.582 1125.17,591.56 1125.36,458.391 1125.56,469.485 1125.76,592.206 1125.95,605.741 \n",
       "  1126.15,651.852 1126.35,454.987 1126.54,553.924 1126.74,539.822 1126.93,462.743 1127.13,461.76 1127.33,656.397 1127.52,501.505 1127.72,608.099 1127.92,484.084 \n",
       "  1128.11,557.292 1128.31,545.442 1128.5,517.271 1128.7,513.945 1128.9,462.829 1129.09,462.243 1129.29,556.878 1129.49,478.478 1129.68,430.251 1129.88,382.927 \n",
       "  1130.08,440.129 1130.27,442.172 1130.47,486.352 1130.66,502.968 1130.86,490.38 1131.06,522.58 1131.25,439.928 1131.45,451.549 1131.65,436.403 1131.84,520.004 \n",
       "  1132.04,421.671 1132.23,426.695 1132.43,394.179 1132.63,389.703 1132.82,407.335 1133.02,469.33 1133.22,541.217 1133.41,530.924 1133.61,459.637 1133.8,454.135 \n",
       "  1134,414.31 1134.2,535.36 1134.39,523.392 1134.59,416.892 1134.79,382.696 1134.98,385.79 1135.18,550.764 1135.38,467.659 1135.57,580.038 1135.77,529.727 \n",
       "  1135.96,429.42 1136.16,436.336 1136.36,501.391 1136.55,460.719 1136.75,407.462 1136.95,477.328 1137.14,618.787 1137.34,599.514 1137.53,580.686 1137.73,472.98 \n",
       "  1137.93,559.792 1138.12,572.45 1138.32,454.705 1138.52,422.048 1138.71,550.77 1138.91,428.559 1139.1,348.745 1139.3,455.498 1139.5,439.252 1139.69,517.963 \n",
       "  1139.89,577.661 1140.09,570.579 1140.28,363.329 1140.48,474.066 1140.67,468.372 1140.87,497.734 1141.07,399.794 1141.26,464.297 1141.46,471.012 1141.66,511.561 \n",
       "  1141.85,466.008 1142.05,546.579 1142.25,406.199 1142.44,409.057 1142.64,391.353 1142.83,427.1 1143.03,537.516 1143.23,457.32 1143.42,436.046 1143.62,513.39 \n",
       "  1143.82,323.762 1144.01,460.901 1144.21,445.048 1144.4,385.995 1144.6,591.987 1144.8,514.521 1144.99,366.052 1145.19,717.819 1145.39,466.075 1145.58,541.397 \n",
       "  1145.78,400.699 1145.97,553.188 1146.17,506.964 1146.37,508.706 1146.56,356.523 1146.76,473.421 1146.96,457.288 1147.15,389.588 1147.35,477.138 1147.54,456.514 \n",
       "  1147.74,660.51 1147.94,433.134 1148.13,337.863 1148.33,560.392 1148.53,539.727 1148.72,474.717 1148.92,371.248 1149.12,520.901 1149.31,413.601 1149.51,528.722 \n",
       "  1149.7,439.809 1149.9,416.966 1150.1,449.441 1150.29,405.752 1150.49,653.623 1150.69,380.595 1150.88,438.383 1151.08,401.395 1151.27,397.938 1151.47,334.093 \n",
       "  1151.67,396.588 1151.86,496.233 1152.06,395.267 1152.26,377.149 1152.45,393.875 1152.65,411.669 1152.84,488.781 1153.04,482.686 1153.24,509.898 1153.43,430.462 \n",
       "  1153.63,401.597 1153.83,427.238 1154.02,414.557 1154.22,425.128 1154.42,252.581 1154.61,299.355 1154.81,449.842 1155,314.932 1155.2,531.364 1155.4,548.03 \n",
       "  1155.59,487.223 1155.79,359.471 1155.99,561.907 1156.18,429.525 1156.38,518.465 1156.57,528.493 1156.77,456.9 1156.97,507.592 1157.16,360.52 1157.36,412.597 \n",
       "  1157.56,337.178 1157.75,441.955 1157.95,429.315 1158.14,450.803 1158.34,449.423 1158.54,446.483 1158.73,473.329 1158.93,484.488 1159.13,443.638 1159.32,447.639 \n",
       "  1159.52,473.417 1159.71,495.13 1159.91,327.366 1160.11,458.366 1160.3,446.748 1160.5,511.073 1160.7,434.919 1160.89,425.649 1161.09,478.084 1161.29,427.825 \n",
       "  1161.48,366.731 1161.68,408.655 1161.87,323.6 1162.07,453.062 1162.27,467.018 1162.46,478.048 1162.66,588.531 1162.86,478.851 1163.05,539.533 1163.25,460.788 \n",
       "  1163.44,506.23 1163.64,458.088 1163.84,351.903 1164.03,607.412 1164.23,384.253 1164.43,435.443 1164.62,447.272 1164.82,467.462 1165.01,420.929 1165.21,387.873 \n",
       "  1165.41,450.299 1165.6,299.588 1165.8,386.868 1166,500.901 1166.19,425.284 1166.39,432.351 1166.59,419.939 1166.78,531.802 1166.98,584.336 1167.17,479.598 \n",
       "  1167.37,436.643 1167.57,528.847 1167.76,485.274 1167.96,445.192 1168.16,523.552 1168.35,524.622 1168.55,519.778 1168.74,325.162 1168.94,509.077 1169.14,597.269 \n",
       "  1169.33,482.1 1169.53,602.055 1169.73,540.134 1169.92,639.446 1170.12,433.854 1170.31,518.551 1170.51,436.693 1170.71,428.181 1170.9,614.651 1171.1,468.865 \n",
       "  1171.3,464.823 1171.49,413.081 1171.69,383.056 1171.88,513.89 1172.08,547.818 1172.28,447.137 1172.47,416.438 1172.67,629.054 1172.87,556.205 1173.06,385.38 \n",
       "  1173.26,346.498 1173.46,445.818 1173.65,416.108 1173.85,403.911 1174.04,421.02 1174.24,507.043 1174.44,451.978 1174.63,454.225 1174.83,303.863 1175.03,507.956 \n",
       "  1175.22,486.258 1175.42,431.506 1175.61,463.002 1175.81,472.827 1176.01,558.158 1176.2,397.667 1176.4,498.22 1176.6,459.457 1176.79,383.135 1176.99,330.669 \n",
       "  1177.18,582.151 1177.38,399.131 1177.58,687.465 1177.77,409.35 1177.97,379.856 1178.17,448.806 1178.36,407.846 1178.56,436.524 1178.76,502.95 1178.95,466.806 \n",
       "  1179.15,402.063 1179.34,454.596 1179.54,486.969 1179.74,589.961 1179.93,532.525 1180.13,413.998 1180.33,417.479 1180.52,374.548 1180.72,400.042 1180.91,457.926 \n",
       "  1181.11,384.533 1181.31,529.631 1181.5,514.143 1181.7,486.28 1181.9,403.701 1182.09,514.988 1182.29,471.21 1182.48,421.635 1182.68,505.722 1182.88,354.657 \n",
       "  1183.07,428.397 1183.27,496.121 1183.47,413.407 1183.66,450.118 1183.86,438.715 1184.05,575.606 1184.25,443.123 1184.45,452.216 1184.64,575.314 1184.84,589.385 \n",
       "  1185.04,636.906 1185.23,437.502 1185.43,536.87 1185.63,521.332 1185.82,444.676 1186.02,447.729 1186.21,641.214 1186.41,482.805 1186.61,591.711 1186.8,467.054 \n",
       "  1187,540.752 1187.2,529.693 1187.39,500.303 1187.59,497.072 1187.78,445.462 1187.98,444.397 1188.18,541.072 1188.37,460.278 1188.57,412.882 1188.77,363.664 \n",
       "  1188.96,421.428 1189.16,424.58 1189.35,470.802 1189.55,487.496 1189.75,472.83 1189.94,504.215 1190.14,422.053 1190.34,433.486 1190.53,418.482 1190.73,502.628 \n",
       "  1190.92,405.172 1191.12,409.354 1191.32,377.299 1191.51,373.541 1191.71,388.504 1191.91,453.054 1192.1,527.315 1192.3,514.58 1192.5,443.444 1192.69,438.266 \n",
       "  1192.89,397.319 1193.08,518.467 1193.28,508.65 1193.48,399.766 1193.67,365.116 1193.87,369.419 1194.07,536.375 1194.26,450.38 1194.46,563.677 1194.65,513.223 \n",
       "  1194.85,411.802 1195.05,418.762 1195.24,485.196 1195.44,442.317 1195.64,389.97 1195.83,459.593 1196.03,602.557 1196.22,582.571 1196.42,562.648 1196.62,455.694 \n",
       "  1196.81,544.369 1197.01,557.885 1197.21,437.596 1197.4,406.483 1197.6,535.184 1197.8,410.1 1197.99,330.162 1198.19,436.87 1198.38,421.024 1198.58,501.348 \n",
       "  1198.78,562.198 1198.97,555.24 1199.17,346.066 1199.37,455.622 1199.56,451.409 1199.76,481.742 1199.95,382.197 1200.15,448.738 1200.35,453.961 1200.54,495.019 \n",
       "  1200.74,450.44 1200.94,529.82 1201.13,388.708 1201.33,391.613 1201.52,376.314 1201.72,410.155 1201.92,521.205 1202.11,440.423 1202.31,421.841 1202.51,498.691 \n",
       "  1202.7,306.811 1202.9,447.387 1203.09,428.84 1203.29,369.059 1203.49,576.541 1203.68,498.367 1203.88,349.434 1204.08,705.01 1204.27,447.119 1204.47,524.653 \n",
       "  1204.67,383.696 1204.86,539.044 1205.06,491.43 1205.25,491.703 1205.45,339.565 1205.65,457.548 1205.84,440.981 1206.04,372.015 1206.24,458.82 1206.43,440.576 \n",
       "  1206.63,645.954 1206.82,417.345 1207.02,321.251 1207.22,543.84 1207.41,526.039 1207.61,458.651 1207.81,354.991 1208,506.179 1208.2,396.019 1208.39,512.647 \n",
       "  1208.59,422.998 1208.79,399.943 1208.98,434.239 1209.18,388.415 1209.38,639.864 1209.57,364.411 1209.77,421.562 1209.97,385.202 1210.16,383.155 1210.36,316.434 \n",
       "  1210.55,379.446 1210.75,478.554 1210.95,376.796 1211.14,359.825 1211.34,377.818 1211.54,392.888 1211.73,472.923 1211.93,465.889 1212.12,494.517 1212.32,413.067 \n",
       "  1212.52,382.895 1212.71,408.358 1212.91,397.189 1213.11,406.482 1213.3,234.663 1213.5,281.78 1213.69,434.927 1213.89,296.674 1214.09,517.566 1214.28,530.209 \n",
       "  1214.48,471.636 1214.68,341.777 1214.87,545.16 1215.07,412.404 1215.26,502.207 1215.46,512.522 1215.66,442.59 1215.85,490.413 1216.05,343.524 1216.25,395.661 \n",
       "  1216.44,320.827 1216.64,424.808 1216.84,411.967 1217.03,435.673 1217.23,433.084 1217.42,428.813 1217.62,457.363 1217.82,468.859 1218.01,428.058 1218.21,429.416 \n",
       "  1218.41,457.664 1218.6,477.282 1218.8,311.752 1218.99,442.271 1219.19,431.017 1219.39,498.135 1219.58,421.097 1219.78,409.995 1219.98,460.196 1220.17,410.996 \n",
       "  1220.37,352.195 1220.56,391.386 1220.76,306.313 1220.96,434.616 1221.15,452.746 1221.35,460.582 1221.55,571.735 1221.74,462.364 1221.94,523.015 1222.13,447.447 \n",
       "  1222.33,490.598 1222.53,440.778 1222.72,336.634 1222.92,594.525 1223.12,370.328 1223.31,418.398 1223.51,431.834 1223.71,450.217 1223.9,406.409 1224.1,370.974 \n",
       "  1224.29,432.784 1224.49,283.57 1224.69,369.294 1224.88,485.811 1225.08,409.551 1225.28,415.587 1225.47,402.784 1225.67,518.017 1225.86,571.09 1226.06,462.028 \n",
       "  1226.26,422.394 1226.45,512.722 1226.65,471.072 1226.85,429.837 1227.04,509.031 1227.24,510.914 1227.43,502.592 1227.63,309.398 1227.83,493.571 1228.02,582.53 \n",
       "  1228.22,468.536 1228.42,588.789 1228.61,525.829 1228.81,626.436 1229.01,416.902 1229.2,503.677 1229.4,419.206 1229.59,413.601 1229.79,600.521 1229.99,454.433 \n",
       "  1230.18,449.24 1230.38,396.225 1230.58,367.886 1230.77,498.757 1230.97,532.968 1231.16,432.143 1231.36,399.25 1231.56,614.356 1231.75,540.803 1231.95,368.35 \n",
       "  1232.15,329.603 1232.34,428.368 1232.54,399.825 1232.73,386.971 1232.93,404.383 1233.13,490.504 1233.32,437.244 1233.52,440.33 1233.72,286.917 1233.91,491.665 \n",
       "  1234.11,470.52 1234.3,415.622 1234.5,447.125 1234.7,458.744 1234.89,544.954 1235.09,381.937 1235.29,482.957 1235.48,444.425 1235.68,366.558 1235.88,317.079 \n",
       "  1236.07,566.337 1236.27,381.961 1236.46,673.636 1236.66,394.967 1236.86,362.897 1237.05,433.343 1237.25,392.884 1237.45,419.998 1237.64,487.976 1237.84,451.471 \n",
       "  1238.03,386.429 1238.23,438.255 1238.43,471.474 1238.62,575.119 1238.82,517.331 1239.02,398.636 1239.21,403.193 1239.41,359.415 1239.6,384.78 1239.8,441.704 \n",
       "  1240,367.98 1240.19,515.054 1240.39,498.37 1240.59,472.843 1240.78,387.958 1240.98,500.865 1241.18,454.748 1241.37,405.24 1241.57,489.573 1241.76,339.067 \n",
       "  1241.96,414.322 1242.16,481.24 1242.35,398.334 1242.55,434.719 1242.75,422.654 1242.94,561.229 1243.14,429.529 1243.33,436.745 1243.53,560.029 1243.73,574.598 \n",
       "  1243.92,623.306 1244.12,421.78 1244.32,521.456 1244.51,504.553 1244.71,428.461 1244.9,435.341 1245.1,627.442 1245.3,465.869 1245.49,576.958 1245.69,451.775 \n",
       "  1245.89,525.847 1246.08,515.589 1246.28,485.036 1246.47,481.939 1246.67,429.801 1246.87,428.276 1247.06,526.826 1247.26,443.965 1247.46,397.369 1247.65,346.366 \n",
       "  1247.85,404.627 1248.05,408.756 1248.24,456.928 1248.44,473.614 1248.63,457.037 1248.83,487.602 1249.03,406.034 1249.22,417.226 1249.42,402.347 1249.62,486.955 \n",
       "  1249.81,390.425 1250.01,393.803 1250.2,362.235 1250.4,359.192 1250.6,371.625 1250.79,438.478 1250.99,515.001 1251.19,499.945 1251.38,428.902 1251.58,424.039 \n",
       "  1251.77,381.986 1251.97,503.237 1252.17,495.486 1252.36,384.459 1252.56,349.419 1252.76,354.88 1252.95,523.507 1253.15,434.79 1253.34,548.818 1253.54,498.402 \n",
       "  1253.74,396.018 1253.93,402.982 1254.13,470.604 1254.33,425.786 1254.52,374.298 1254.72,443.574 1254.92,587.779 1255.11,567.192 1255.31,546.283 1255.5,440.182 \n",
       "  1255.7,530.416 1255.9,544.781 1256.09,422.325 1256.29,392.624 1256.49,521.133 1256.68,393.531 1256.88,313.574 1257.07,420.119 1257.27,404.66 1257.47,486.367 \n",
       "  1257.66,548.218 1257.86,541.356 1258.06,330.656 1258.25,438.934 1258.45,436.225 1258.64,467.346 1258.84,366.376 1259.04,434.811 1259.23,438.606 1259.43,480.147 \n",
       "  1259.63,436.512 1259.82,514.687 1260.02,373.03 1260.22,376.003 1260.41,362.926 1260.61,394.932 1260.8,506.478 1261,425.234 1261.2,409.222 1261.39,485.563 \n",
       "  1261.59,291.711 1261.79,435.511 1261.98,414.316 1262.18,353.872 1262.37,562.573 1262.57,483.792 1262.77,334.562 1262.96,693.388 1263.16,429.949 1263.36,509.503 \n",
       "  1263.55,368.503 1263.75,526.405 1263.94,477.489 1264.14,476.362 1264.34,324.412 1264.53,443.309 1264.73,426.344 1264.93,356.278 1265.12,442.259 1265.32,426.357 \n",
       "  1265.51,632.719 1265.71,403.27 1265.91,306.481 1266.1,528.876 1266.3,513.798 1266.5,444.206 1266.69,340.454 1266.89,492.974 1267.09,380.289 1267.28,498.182 \n",
       "  1267.48,407.952 1267.67,384.691 1267.87,420.66 1268.07,372.808 1268.26,627.349 1268.46,349.977 1268.66,406.477 1268.85,370.685 1269.05,370.054 1269.24,300.648 \n",
       "  1269.44,364.036 1269.64,462.598 1269.83,360.191 1270.03,344.251 1270.23,363.478 1270.42,375.94 1270.62,458.6 1270.81,450.735 1271.01,480.653 1271.21,397.396 \n",
       "  1271.4,366.051 1271.6,391.249 1271.8,381.587 1271.99,389.655 1272.19,218.699 1272.39,266.096 1272.58,421.652 1272.78,280.366 1272.97,505.279 1273.17,513.987 \n",
       "  1273.37,457.601 1273.56,325.908 1273.76,529.917 1273.96,397.008 1274.15,487.525 1274.35,498.068 1274.54,429.792 1274.74,474.894 1274.94,328.291 1275.13,380.415 \n",
       "  1275.33,306.223 1275.53,409.321 1275.72,396.22 1275.92,422.106 1276.11,418.43 1276.31,412.826 1276.51,442.916 1276.7,454.739 1276.9,414.099 1277.1,412.926 \n",
       "  1277.29,443.541 1277.49,461.021 1277.68,297.846 1277.88,427.761 1278.08,416.885 1278.27,486.581 1278.47,408.72 1278.67,395.963 1278.86,443.998 1279.06,395.786 \n",
       "  1279.26,339.277 1279.45,375.811 1279.65,290.882 1279.84,417.907 1280.04,439.932 1280.24,444.818 1280.43,556.381 1280.63,447.453 1280.83,507.99 1281.02,435.485 \n",
       "  1281.22,476.472 1281.41,425.091 1281.61,322.991 1281.81,582.941 1282,357.97 1282.2,403.033 1282.4,417.974 1282.59,434.629 1282.79,393.443 1282.98,355.795 \n",
       "  1283.18,416.936 1283.38,269.314 1283.57,353.442 1283.77,472.213 1283.97,395.401 1284.16,400.45 1284.36,387.304 1284.55,505.601 1284.75,559.146 1284.95,446.046 \n",
       "  1285.14,409.644 1285.34,498.045 1285.54,458.372 1285.73,416.022 1285.93,495.944 1286.13,498.556 1286.32,486.967 1286.52,295.381 1286.71,479.55 1286.91,569.165 \n",
       "  1287.11,456.386 1287.3,576.775 1287.5,512.934 1287.7,614.7 1287.89,401.604 1288.09,490.258 1288.28,403.439 1288.48,400.49 1288.68,587.68 1288.87,441.454 \n",
       "  1289.07,435.13 1289.27,381.014 1289.46,354.377 1289.66,485.062 1289.85,519.504 1290.05,418.651 1290.25,383.65 1290.44,601.018 1290.64,526.823 1290.84,353.042 \n",
       "  1291.03,314.482 1291.23,412.585 1291.43,385.219 1291.62,371.705 1291.82,389.386 1292.01,475.475 1292.21,423.991 1292.41,427.911 1292.6,271.754 1292.8,476.854 \n",
       "  1293,456.304 1293.19,401.269 1293.39,432.846 1293.58,446.14 1293.78,533.07 1293.98,367.869 1294.17,469.12 1294.37,430.895 1294.57,351.629 1294.76,305.022 \n",
       "  1294.96,551.932 1295.15,366.452 1295.35,661.03 1295.55,382.096 1295.74,347.579 1295.94,419.381 1296.14,379.494 1296.33,405.09 1296.53,474.421 1296.72,437.633 \n",
       "  1296.92,372.376 1297.12,423.458 1297.31,457.469 1297.51,561.615 1297.71,503.587 1297.9,384.845 1298.1,390.35 1298.3,345.871 1298.49,371.029 1298.69,427.017 \n",
       "  1298.88,353.082 1299.08,501.893 1299.28,484.088 1299.47,460.775 1299.67,373.768 1299.87,488.133 1300.06,439.82 1300.26,390.466 1300.45,474.949 1300.65,325.136 \n",
       "  1300.85,401.68 1301.04,467.831 1301.24,384.761 1301.44,420.845 1301.63,408.131 1301.83,548.197 1302.02,417.348 1302.22,422.802 1302.42,546.12 1302.61,561.155 \n",
       "  1302.81,610.853 1303.01,407.557 1303.2,507.442 1303.4,489.25 1303.6,413.825 1303.79,424.336 1303.99,614.882 1304.18,450.447 1304.38,563.607 1304.58,437.985 \n",
       "  1304.77,512.339 1304.97,502.882 1305.17,471.219 1305.36,468.292 1305.56,415.594 1305.75,413.628 1305.95,513.909 1306.15,429.262 1306.34,383.429 1306.54,330.742 \n",
       "  1306.74,389.444 1306.93,394.44 1307.13,444.473 1307.32,461.078 1307.52,442.742 1307.72,472.49 1307.91,391.595 1308.11,402.505 1308.31,387.735 1308.5,472.74 \n",
       "  1308.7,377.162 1308.89,379.775 1309.09,348.706 1309.29,346.372 1309.48,356.41 1309.68,425.345 1309.88,504.027 1310.07,486.763 1310.27,415.763 1310.47,411.208 \n",
       "  1310.66,368.067 1310.86,489.428 1311.05,483.66 1311.25,370.695 1311.45,335.319 1311.64,341.887 1311.84,511.93 1312.04,420.641 1312.23,535.244 1312.43,485.019 \n",
       "  1312.62,381.796 1312.82,388.735 1313.02,457.374 1313.21,410.851 1313.41,360.169 1313.61,429.021 1313.8,574.255 1314,553.16 1314.19,531.362 1314.39,426.183 \n",
       "  1314.59,517.718 1314.78,532.916 1314.98,408.617 1315.18,380.206 1315.37,508.392 1315.57,378.578 1315.76,298.683 1315.96,404.975 1316.16,389.887 1316.35,472.785 \n",
       "  1316.55,535.499 1316.75,528.717 1316.94,316.816 1317.14,423.758 1317.34,422.555 1317.53,454.311 1317.73,352.069 1317.92,422.269 1318.12,424.698 1318.32,466.702 \n",
       "  1318.51,423.974 1318.71,500.947 1318.91,358.891 1319.1,361.954 1319.3,350.929 1319.49,381.177 1319.69,493.105 1319.89,411.5 1320.08,397.936 1320.28,473.764 \n",
       "  1320.48,278.18 1320.67,425.006 1320.87,401.222 1321.06,340.171 1321.26,549.871 1321.46,470.561 1321.65,321.171 1321.85,682.781 1322.05,414.319 1322.24,495.722 \n",
       "  1322.44,354.846 1322.64,515.045 1322.83,464.902 1323.03,462.446 1323.22,310.789 1323.42,430.458 1323.62,413.13 1323.81,342.104 1324.01,427.21 1324.21,413.599 \n",
       "  1324.4,620.618 1324.6,390.651 1324.79,293.266 1324.99,515.277 1325.19,502.786 1325.38,431.144 1325.58,327.374 1325.78,481.061 1325.97,366.134 1326.17,485.093 \n",
       "  1326.36,394.409 1326.56,370.952 1326.76,408.456 1326.95,358.676 1327.15,615.903 1327.35,337.029 1327.54,392.873 1327.74,357.592 1327.93,358.369 1328.13,286.454 \n",
       "  1328.33,350.102 1328.52,448.118 1328.72,345.183 1328.92,330.168 1329.11,350.597 1329.31,360.563 1329.51,445.592 1329.7,436.986 1329.9,468.088 1330.09,383.198 \n",
       "  1330.29,350.8 1330.49,375.665 1330.68,367.493 1330.88,374.393 1331.08,204.39 1331.27,252.018 1331.47,409.764 1331.66,265.714 1331.86,494.281 1332.06,499.147 \n",
       "  1332.25,444.892 1332.45,311.596 1332.65,515.971 1332.84,383.085 1333.04,474.192 1333.23,484.914 1333.43,418.279 1333.63,460.804 1333.82,314.558 1334.02,366.61 \n",
       "  1334.22,293.098 1334.41,395.252 1334.61,381.846 1334.81,409.864 1335,405.211 1335.2,398.286 1335.39,429.766 1335.59,441.909 1335.79,401.521 1335.98,397.925 \n",
       "  1336.18,430.81 1336.38,446.133 1336.57,285.386 1336.77,414.604 1336.96,404.116 1337.16,476.197 1337.36,397.562 1337.55,383.314 1337.75,429.258 1337.95,381.963 \n",
       "  1338.14,327.721 1338.34,361.689 1338.53,277.027 1338.73,402.697 1338.93,428.357 1339.12,430.521 1339.32,542.277 1339.52,433.89 1339.71,494.251 1339.91,424.687 \n",
       "  1340.1,463.642 1340.3,410.801 1340.5,310.724 1340.69,572.466 1340.89,346.931 1341.09,389.107 1341.28,405.454 1341.48,420.462 1341.68,381.794 1341.87,342.084 \n",
       "  1342.07,402.522 1342.26,256.55 1342.46,339.066 1342.66,459.89 1342.85,382.596 1343.05,386.702 1343.25,373.258 1343.44,494.356 1343.64,548.319 1343.83,431.436 \n",
       "  1344.03,398.166 1344.23,484.614 1344.42,446.95 1344.62,403.52 1344.82,484.082 1345.01,487.343 1345.21,472.689 1345.4,282.843 1345.6,466.804 1345.8,556.98 \n",
       "  1345.99,445.437 1346.19,565.831 1346.39,501.246 1346.58,604.056 1346.78,387.724 1346.98,478.086 1347.17,389.15 1347.37,388.629 1347.56,575.948 1347.76,429.718 \n",
       "  1347.96,422.281 1348.15,367.212 1348.35,342.279 1348.55,472.596 1348.74,507.228 1348.94,406.44 1349.13,369.413 1349.33,588.851 1349.53,514.068 1349.72,339.209 \n",
       "  1349.92,300.871 1350.12,398.234 1350.31,372.05 1350.51,357.878 1350.7,375.794 1350.9,461.748 1351.1,411.997 1351.29,416.746 1351.49,258.114 1351.69,463.318 \n",
       "  1351.88,443.396 1352.08,388.227 1352.27,419.939 1352.47,434.797 1352.67,522.318 1352.86,355.216 1353.06,456.506 1353.26,418.65 1353.45,338.11 1353.65,294.261 \n",
       "  1353.85,538.747 1354.04,352.369 1354.24,649.484 1354.43,370.51 1354.63,333.666 1354.83,406.704 1355.02,367.442 1355.22,391.57 1355.42,462.08 1355.61,425.076 \n",
       "  1355.81,359.67 1356,409.987 1356.2,444.74 1356.4,549.27 1356.59,491.091 1356.79,372.393 1356.99,378.737 1357.18,333.68 1357.38,358.566 1357.57,413.648 \n",
       "  1357.77,339.603 1357.97,489.945 1358.16,471.09 1358.36,449.873 1358.56,360.902 1358.75,476.589 1358.95,426.212 1359.14,377.083 1359.34,461.637 1359.54,312.618 \n",
       "  1359.73,390.258 1359.93,455.687 1360.13,372.47 1360.32,408.278 1360.52,394.928 1360.72,536.321 1360.91,406.368 1361.11,410.165 1361.3,533.398 1361.5,548.871 \n",
       "  1361.7,599.391 1361.89,394.621 1362.09,494.633 1362.29,475.23 1362.48,400.545 1362.68,414.506 1362.87,603.371 1363.07,436.336 1363.27,551.465 1363.46,425.471 \n",
       "  1363.66,500.032 1363.86,491.374 1364.05,458.647 1364.25,455.92 1364.44,402.636 1364.64,400.249 1364.84,502.132 1365.03,415.942 1365.23,370.834 1365.43,316.558 \n",
       "  1365.62,375.65 1365.82,381.419 1366.02,433.232 1366.21,449.689 1366.41,429.735 1366.6,458.675 1366.8,378.509 1367,389.105 1367.19,374.434 1367.39,459.783 \n",
       "  1367.59,365.165 1367.78,367.053 1367.98,336.484 1368.17,334.856 1368.37,342.623 1368.57,413.447 1368.76,494.19 1368.96,474.827 1369.16,403.828 1369.35,399.574 \n",
       "  1369.55,355.367 1369.74,476.844 1369.94,472.977 1370.14,358.252 1370.33,322.582 1370.53,330.205 1370.73,501.456 1370.92,407.732 1371.12,522.78 1371.31,472.874 \n",
       "  1371.51,368.914 1371.71,375.805 1371.9,445.31 1372.1,397.291 1372.3,347.363 1372.49,415.732 1372.69,561.821 1372.89,540.295 1373.08,517.692 1373.28,413.484 \n",
       "  1373.47,506.1 1373.67,522.112 1373.87,396.251 1374.06,369.017 1374.26,496.777 1374.46,365.015 1374.65,285.242 1374.85,391.215 1375.04,376.485 1375.24,460.407 \n",
       "  1375.44,523.863 1375.63,517.149 1375.83,304.318 1376.03,409.891 1376.22,410.18 1376.42,442.447 1376.61,339.063 1376.81,410.91 1377.01,412.03 1377.2,454.485 \n",
       "  1377.4,412.619 1377.6,488.409 1377.79,346.073 1377.99,349.245 1378.19,340.112 1378.38,368.679 1378.58,480.899 1378.77,399.017 1378.97,387.778 1379.17,463.1 \n",
       "  1379.36,265.988 1379.56,415.657 1379.76,389.35 1379.95,327.74 1380.15,538.26 1380.34,458.484 1380.54,309.044 1380.74,673.049 1380.93,400.023 1381.13,483.128 \n",
       "  1381.33,342.505 1381.52,504.781 1381.72,453.478 1381.91,449.759 1382.11,298.475 1382.31,418.795 1382.5,401.141 1382.7,329.272 1382.9,413.473 1383.09,402.091 \n",
       "  1383.29,609.499 1383.48,379.281 1383.68,281.373 1383.88,502.859 1384.07,492.824 1384.27,419.27 1384.47,315.539 1384.66,470.254 1384.86,353.327 1385.06,473.191 \n",
       "  1385.25,382.155 1385.45,358.512 1385.64,397.429 1385.84,345.813 1386.04,605.384 1386.23,325.352 1386.43,380.541 1386.63,345.717 1386.82,347.888 1387.02,273.623 \n",
       "  1387.21,337.436 1387.41,434.915 1387.61,331.549 1387.8,317.365 1388,338.963 1388.2,346.546 1388.39,433.717 1388.59,424.448 1388.78,456.64 1388.98,370.272 \n",
       "  1389.18,336.924 1389.37,361.404 1389.57,354.698 1389.77,360.485 1389.96,191.495 1390.16,239.314 1390.35,399.06 1390.55,252.481 1390.75,484.388 1390.94,485.51 \n",
       "  1391.14,433.323 1391.34,298.621 1391.53,503.153 1391.73,370.428 1391.93,462.021 1392.12,472.882 1392.32,407.868 1392.51,447.952 1392.71,302.114 1392.91,354.042 \n",
       "  1393.1,281.237 1393.3,382.406 1393.5,368.659 1393.69,398.755 1393.89,393.224 1394.08,384.998 1394.28,417.735 1394.48,430.19 1394.67,390.129 1394.87,384.212 \n",
       "  1395.07,419.272 1395.26,432.44 1395.46,274.159 1395.65,402.61 1395.85,392.517 1396.05,466.814 1396.24,387.444 1396.44,371.849 1396.64,415.786 1396.83,369.341 \n",
       "  1397.03,317.322 1397.23,348.821 1397.42,264.521 1397.62,388.789 1397.81,417.845 1398.01,417.496 1398.21,529.265 1398.4,421.491 1398.6,481.628 1398.8,414.882 \n",
       "  1398.99,451.934 1399.19,397.719 1399.38,299.632 1399.58,562.94 1399.78,337.013 1399.97,376.426 1400.17,394.082 1400.37,407.526 1400.56,371.269 1400.76,329.636 \n",
       "  1400.95,389.353 1401.15,245.058 1401.35,325.961 1401.54,448.664 1401.74,370.948 1401.94,374.152 1402.13,360.45 1402.33,484.119 1402.52,538.457 1402.72,418.02 \n",
       "  1402.92,387.779 1403.11,472.266 1403.31,436.623 1403.51,392.147 1403.7,473.273 1403.9,477.113 1404.1,459.58 1404.29,271.567 1404.49,455.16 1404.68,545.816 \n",
       "  1404.88,435.515 1405.08,555.811 1405.27,490.598 1405.47,594.354 1405.67,375.069 1405.86,466.989 1406.06,376.14 1406.25,377.838 1406.45,565.173 1406.65,419.051 \n",
       "  1406.84,410.521 1407.04,354.627 1407.24,331.387 1407.43,461.19 1407.63,495.977 1407.82,395.332 1408.02,356.36 1408.22,577.702 1408.41,502.374 1408.61,326.65 \n",
       "  1408.81,288.559 1409,385.122 1409.2,360.118 1409.4,345.293 1409.59,363.414 1409.79,449.15 1409.98,401.085 1410.18,406.657 1410.38,245.785 1410.57,450.887 \n",
       "  1410.77,431.618 1410.97,376.314 1411.16,408.216 1411.36,424.535 1411.55,512.54 1411.75,343.778 1411.95,444.951 1412.14,407.511 1412.34,325.807 1412.54,284.602 \n",
       "  1412.73,526.623 1412.93,339.52 1413.12,638.86 1413.32,360.026 1413.52,320.966 1413.71,395.135 1413.91,356.536 1414.11,379.246 1414.3,450.785 1414.5,413.624 \n",
       "  1414.69,348.121 1414.89,397.665 1415.09,433.114 1415.28,537.936 1415.48,479.675 1415.68,361.089 1415.87,368.179 1416.07,322.649 1416.27,347.21 1416.46,401.419 \n",
       "  1416.66,327.346 1416.85,479.046 1417.05,459.202 1417.25,439.973 1417.44,349.175 1417.64,466.072 1417.84,413.749 1418.03,364.903 1418.23,449.463 1418.42,301.311 \n",
       "  1418.62,379.886 1418.82,444.635 1419.01,361.283 1419.21,396.839 1419.41,382.868 1419.6,525.444 1419.8,396.419 1419.99,398.656 1420.19,521.708 1420.39,537.595 \n",
       "  1420.58,588.789 1420.78,382.796 1420.98,482.866 1421.17,462.33 1421.37,388.438 1421.56,405.679 1421.76,592.777 1421.96,423.37 1422.15,540.372 1422.35,414.059 \n",
       "  1422.55,488.765 1422.74,480.899 1422.94,447.15 1423.14,444.652 1423.33,390.761 1423.53,387.974 1423.72,491.342 1423.92,403.82 1424.12,359.396 1424.31,303.619 \n",
       "  1424.51,363.055 1424.71,369.519 1424.9,423.033 1425.1,439.288 1425.29,417.843 1425.49,445.989 1425.69,366.592 1425.88,376.851 1426.08,362.266 1426.28,447.917 \n",
       "  1426.47,354.257 1426.67,355.458 1426.86,325.385 1427.06,324.458 1427.26,330.072 1427.45,402.614 1427.65,485.325 1427.85,463.968 1428.04,392.93 1428.24,388.975 \n",
       "  1428.44,343.722 1428.63,465.32 1428.83,463.278 1429.02,346.947 1429.22,311.018 1429.42,319.647 1429.61,491.933 1429.81,395.896 1430.01,511.281 1430.2,461.799 \n",
       "  1430.4,357.191 1430.59,364.017 1430.79,434.255 1430.99,384.922 1431.18,335.699 1431.38,403.541 1431.58,550.342 1431.77,528.449 1431.97,505.117 1432.16,401.907 \n",
       "  1432.36,495.42 1432.56,512.224 1432.75,385.041 1432.95,358.882 1433.15,486.138 1433.34,352.658 1433.54,273.052 1433.73,378.657 1433.93,364.271 1434.13,449.074 \n",
       "  1434.32,513.164 1434.52,506.512 1434.72,292.974 1434.91,397.166 1435.11,398.924 1435.31,431.596 1435.5,327.185 1435.7,400.572 1435.89,400.437 1436.09,443.331 \n",
       "  1436.29,402.284 1436.48,476.917 1436.68,334.393 1436.88,337.693 1437.07,330.305 1437.27,357.269 1437.46,469.706 1437.66,387.617 1437.86,378.583 1438.05,453.41 \n",
       "  1438.25,254.95 1438.45,407.291 1438.64,378.53 1438.84,316.405 1439.03,527.597 1439.23,447.406 1439.43,298.007 1439.62,664.078 1439.82,386.892 1440.02,471.568 \n",
       "  1440.21,331.297 1440.41,495.463 1440.61,443.059 1440.8,438.141 1441,287.286 1441.19,408.156 1441.39,390.209 1441.59,317.6 1441.78,400.881 1441.98,391.662 \n",
       "  1442.18,599.236 1442.37,368.988 1442.57,270.613 1442.76,491.471 1442.96,483.768 1443.16,408.425 1443.35,304.775 1443.55,460.403 1443.75,341.684 1443.94,462.319 \n",
       "  1444.14,371.012 1444.33,347.196 1444.53,387.415 1444.73,334.048 1444.92,595.674 1445.12,314.77 1445.32,369.31 1445.51,334.894 1445.71,338.437 1445.9,261.968 \n",
       "  1446.1,325.866 1446.3,422.819 1446.49,319.107 1446.69,305.668 1446.89,328.405 1447.08,333.713 1447.28,422.827 1447.48,412.962 1447.67,446.163 1447.87,358.45 \n",
       "  1448.06,324.245 1448.26,348.299 1448.46,343.027 1448.65,347.759 1448.85,179.816 1449.05,227.794 1449.24,389.373 1449.44,240.471 1449.63,475.453 1449.83,472.926 \n",
       "  1450.03,422.741 1450.22,286.803 1450.42,491.32 1450.62,358.869 1450.81,450.858 1451.01,461.827 1451.2,398.408 1451.4,436.181 1451.6,290.785 1451.79,342.546 \n",
       "  1451.99,270.462 1452.19,370.62 1452.38,356.506 1452.58,388.623 1452.77,382.3 1452.97,372.8 1453.17,406.675 1453.36,419.433 1453.56,379.762 1453.76,371.621 \n",
       "  1453.95,408.768 1454.15,419.795 1454.35,263.992 1454.54,391.626 1454.74,381.93 1454.93,458.29 1455.13,378.22 1455.33,361.408 1455.52,403.422 1455.72,357.762 \n",
       "  1455.92,307.914 1456.11,337.042 1456.31,253.176 1456.5,376.021 1456.7,408.252 1456.9,405.581 1457.09,517.215 1457.29,410.102 1457.49,469.981 1457.68,405.928 \n",
       "  1457.88,441.205 1458.07,385.691 1458.27,289.551 1458.47,554.236 1458.66,328.054 1458.86,364.828 1459.06,383.701 1459.25,395.66 1459.45,361.71 1459.65,318.28 \n",
       "  1459.84,377.27 1460.04,234.66 1460.23,313.96 1460.43,438.389 1460.63,360.3 1460.82,362.64 1461.02,348.718 1461.22,474.756 1461.41,529.433 1461.61,405.649 \n",
       "  1461.8,378.332 1462,460.863 1462.2,427.242 1462.39,381.751 1462.59,463.379 1462.79,467.73 1462.98,447.492 1463.18,261.374 1463.37,444.476 1463.57,535.542 \n",
       "  1463.77,426.479 1463.96,546.593 1464.16,480.852 1464.36,585.47 1464.55,363.479 1464.75,456.826 1464.94,364.241 1465.14,367.974 1465.34,555.234 1465.53,409.312 \n",
       "  1465.73,399.707 1465.93,343.099 1466.12,321.535 1466.32,450.704 1466.52,485.619 1466.71,385.178 1466.91,344.338 1467.1,567.44 1467.3,491.605 1467.5,315.196 \n",
       "  1467.69,277.368 1467.89,373.087 1468.09,349.26 1468.28,333.79 1468.48,352.088 1468.67,437.539 1468.87,391.107 1469.07,397.496 1469.26,234.591 1469.46,439.422 \n",
       "  1469.66,420.827 1469.85,365.383 1470.05,397.522 1470.24,415.209 1470.44,503.609 1470.64,333.388 1470.83,434.317 1471.03,397.333 1471.23,314.559 1471.42,275.89 \n",
       "  1471.62,515.429 1471.82,327.745 1472.01,629.045 1472.21,350.491 1472.4,309.322 1472.6,384.528 1472.8,346.62 1472.99,367.963 1473.19,440.4 1473.39,403.132 \n",
       "  1473.58,337.574 1473.78,386.343 1473.97,422.449 1474.17,527.491 1474.37,469.2 1474.56,350.778 1474.76,358.535 1474.96,312.62 1475.15,336.815 1475.35,390.185 \n",
       "  1475.54,316.152 1475.74,469.06 1475.94,448.283 1476.13,430.94 1476.33,338.435 1476.53,456.445 1476.72,402.287 1476.92,353.767 1477.11,438.283 1477.31,291.051 \n",
       "  1477.51,370.421 1477.7,434.534 1477.9,351.052 1478.1,386.382 1478.29,371.803 1478.49,515.439 1478.69,387.359 1478.88,388.126 1479.08,510.92 1479.27,527.202 \n",
       "  1479.47,578.94 1479.67,371.939 1479.86,472.009 1480.06,450.417 1480.26,377.354 1480.45,397.717 1480.65,582.987 1480.84,411.407 1481.04,530.195 1481.24,403.604 \n",
       "  1481.43,478.405 1481.63,471.323 1481.83,436.59 1482.02,434.345 1482.22,379.829 1482.41,376.663 1482.61,481.413 1482.81,392.74 1483,348.961 1483.2,291.766 \n",
       "  1483.4,351.504 1483.59,358.597 1483.79,413.738 1483.98,429.742 1484.18,406.923 1484.38,434.291 1484.57,355.689 1484.77,365.595 1484.97,351.088 1485.16,437.004 \n",
       "  1485.36,344.294 1485.56,344.843 1485.75,315.256 1485.95,315.026 1486.14,318.595 1486.34,392.707 1486.54,477.298 1486.73,454.044 1486.93,382.934 1487.13,379.276 \n",
       "  1487.32,333.001 1487.52,454.723 1487.71,454.433 1487.91,336.628 1488.11,300.47 1488.3,310.058 1488.5,483.235 1488.7,384.998 1488.89,500.626 1489.09,451.658 \n",
       "  1489.28,346.476 1489.48,353.224 1489.68,424.075 1489.87,373.591 1490.07,325.028 1490.27,392.309 1490.46,539.704 1490.66,517.499 1490.86,493.504 1491.05,391.308 \n",
       "  1491.25,485.558 1491.44,503.133 1491.64,374.837 1491.84,349.659 1492.03,476.349 1492.23,341.353 1492.43,261.946 1492.62,367.148 1492.82,353.092 1493.01,438.655 \n",
       "  1493.21,503.281 1493.41,496.688 1493.6,282.631 1493.8,385.445 1494,388.638 1494.19,421.629 1494.39,316.289 1494.58,391.12 1494.78,389.78 1494.98,433.105 \n",
       "  1495.17,392.83 1495.37,466.339 1495.57,323.702 1495.76,327.149 1495.96,321.368 1496.15,346.806 1496.35,459.397 1496.55,377.16 1496.74,370.217 1496.94,444.564 \n",
       "  1497.14,244.91 1497.33,399.765 1497.53,368.624 1497.73,306.019 1497.92,517.764 1498.12,437.196 1498.31,287.914 1498.51,655.772 1498.71,374.786 1498.9,460.916 \n",
       "  1499.1,321.072 1499.3,486.964 1499.49,433.515 1499.69,427.458 1499.88,277.073 1500.08,398.408 1500.28,380.2 1500.47,306.936 1500.67,389.295 1500.87,382.168 \n",
       "  1501.06,589.723 1501.26,359.632 1501.45,260.83 1501.65,480.985 1501.85,475.499 1502.04,398.476 1502.24,294.94 1502.44,451.382 1502.63,331.052 1502.83,452.347 \n",
       "  1503.03,360.837 1503.22,336.858 1503.42,378.279 1503.61,323.241 1503.81,586.675 1504.01,305.138 1504.2,359.039 1504.4,324.986 1504.6,329.874 1504.79,251.334 \n",
       "  1504.99,315.253 1505.18,411.694 1505.38,307.704 1505.58,294.934 1505.77,318.78 1505.97,321.915 1506.17,412.799 1506.36,402.396 1506.56,436.533 1506.75,347.591 \n",
       "  1506.95,312.61 1507.15,336.209 1507.34,332.337 1507.54,336.069 1507.74,169.191 1507.93,217.303 1508.13,380.565 1508.32,229.522 1508.52,467.35 1508.72,461.272 \n",
       "  1508.91,413.019 1509.11,275.993 1509.31,480.355 1509.5,348.267 1509.7,440.576 1509.9,451.628 1510.09,389.775 1510.29,425.358 1510.48,280.425 1510.68,331.982 \n",
       "  1510.88,260.63 1511.07,359.762 1511.27,345.26 1511.47,379.338 1511.66,372.302 1511.86,361.558 1512.05,396.464 1512.25,409.518 1512.45,370.288 1512.64,360.013 \n",
       "  1512.84,399.163 1513.04,408.074 1513.23,254.742 1513.43,381.523 1513.62,372.225 1513.82,450.511 1514.02,369.769 1514.21,351.856 1514.41,392.033 1514.61,347.098 \n",
       "  1514.8,299.358 1515,326.216 1515.2,242.841 1515.39,364.254 1515.59,399.457 1515.78,394.64 1515.98,506.014 1516.18,399.598 1516.37,459.192 1516.57,397.713 \n",
       "  1516.77,431.334 1516.96,374.588 1517.16,280.346 1517.35,546.247 1517.55,319.922 1517.75,354.178 1517.94,374.18 1518.14,384.731 1518.34,352.988 1518.53,307.878 \n",
       "  1518.73,366.139 1518.92,225.208 1519.12,302.925 1519.32,428.944 1519.51,350.521 1519.71,352.037 1519.91,337.926 1520.1,466.158 1520.3,521.144 1520.49,394.2 \n",
       "  1520.69,369.704 1520.89,450.294 1521.08,418.682 1521.28,372.206 1521.48,454.283 1521.67,459.085 1521.87,436.303 1522.07,252.118 1522.26,434.633 1522.46,526.049 \n",
       "  1522.65,418.212 1522.85,538.077 1523.05,471.893 1523.24,577.3 1523.44,352.82 1523.64,447.479 1523.83,353.317 1524.03,358.914 1524.22,546.026 1524.42,400.382 \n",
       "  1524.62,389.723 1524.81,332.497 1525.01,312.583 1525.21,441.022 1525.4,476.041 1525.6,375.855 1525.79,333.222 1525.99,557.959 1526.19,481.65 1526.38,304.709 \n",
       "  1526.58,267.152 1526.78,361.997 1526.97,339.339 1527.17,323.235 1527.36,341.683 1527.56,426.796 1527.76,381.941 1527.95,389.141 1528.15,224.386 1528.35,428.806 \n",
       "  1528.54,410.9 1528.74,355.311 1528.94,387.73 1529.13,406.697 1529.33,495.419 1529.52,323.911 1529.72,424.49 1529.92,387.993 1530.11,304.232 1530.31,267.995 \n",
       "  1530.51,505.056 1530.7,316.91 1530.9,619.944 1531.09,341.782 1531.29,298.6 1531.49,374.763 1531.68,337.564 1531.88,357.588 1532.08,430.809 1532.27,393.481 \n",
       "  1532.47,327.9 1532.66,375.898 1532.86,412.624 1533.06,517.831 1533.25,459.551 1533.45,341.329 1533.65,349.686 1533.84,303.462 1534.04,327.256 1534.24,379.823 \n",
       "  1534.43,305.886 1534.63,459.873 1534.82,438.214 1535.02,422.663 1535.22,328.556 1535.41,447.597 1535.61,391.702 1535.81,343.547 1536,427.975 1536.2,281.701 \n",
       "  1536.39,361.748 1536.59,425.265 1536.79,341.657 1536.98,376.783 1537.18,361.611 1537.38,506.198 1537.57,379.073 1537.77,378.452 1537.96,500.926 1538.16,517.585 \n",
       "  1538.36,569.755 1538.55,361.931 1538.75,461.95 1538.95,439.375 1539.14,367.164 1539.34,390.503 1539.53,573.909 1539.73,400.331 1539.93,520.825 1540.12,393.986 \n",
       "  1540.32,468.84 1540.52,462.531 1540.71,426.85 1540.91,424.88 1541.11,369.727 1541.3,366.201 1541.5,472.239 1541.69,382.573 1541.89,339.399 1542.09,280.864 \n",
       "  1542.28,340.867 1542.48,348.531 1542.68,405.23 1542.87,420.943 1543.07,396.854 1543.26,423.463 1543.46,345.673 1543.66,355.215 1543.85,340.777 1544.05,426.93 \n",
       "  1544.25,335.154 1544.44,335.085 1544.64,305.972 1544.83,306.434 1545.03,308.06 1545.23,383.607 1545.42,469.998 1545.62,444.937 1545.82,373.728 1546.01,370.366 \n",
       "  1546.21,323.091 1546.41,444.94 1546.6,446.333 1546.8,327.171 1546.99,290.807 1547.19,301.309 1547.39,475.257 1547.58,374.923 1547.78,490.716 1547.98,442.334 \n",
       "  1548.17,336.643 1548.37,343.303 1548.56,414.663 1548.76,363.171 1548.96,315.225 1549.15,381.922 1549.35,529.81 1549.55,507.341 1549.74,482.741 1549.94,381.565 \n",
       "  1550.13,476.418 1550.33,494.738 1550.53,365.512 1550.72,341.23 1550.92,467.308 1551.12,330.971 1551.31,251.787 1551.51,356.559 1551.7,342.822 1551.9,429.039 \n",
       "  1552.1,494.114 1552.29,487.58 1552.49,273.159 1552.69,374.609 1552.88,379.201 1553.08,412.437 1553.28,306.255 1553.47,382.441 1553.67,379.943 1553.86,423.691 \n",
       "  1554.06,384.144 1554.26,456.567 1554.45,313.875 1554.65,317.484 1554.85,313.188 1555.04,337.172 1555.24,449.865 1555.43,367.531 1555.63,362.57 1555.83,436.454 \n",
       "  1556.02,235.741 1556.22,392.963 1556.42,359.516 1556.61,296.463 1556.81,508.662 1557,427.748 1557.2,278.647 1557.4,648.052 1557.59,363.583 1557.79,451.064 \n",
       "  1557.99,311.706 1558.18,479.183 1558.38,424.736 1558.57,417.599 1558.77,267.711 1558.97,389.437 1559.16,370.999 1559.36,297.154 1559.56,378.598 1559.75,373.492 \n",
       "  1559.95,580.872 1560.15,351.093 1560.34,251.895 1560.54,471.296 1560.73,467.918 1560.93,389.313 1561.13,285.915 1561.32,443.089 1561.52,321.301 1561.72,443.164 \n",
       "  1561.91,351.506 1562.11,327.376 1562.3,369.91 1562.5,313.274 1562.7,578.305 1562.89,296.335 1563.09,349.609 1563.29,315.878 1563.48,322.081 1563.68,241.591 \n",
       "  1563.87,305.477 1564.07,401.421 1564.27,297.214 1564.46,285.044 1564.66,309.968 1564.86,311.031 1565.05,403.528 1565.25,392.639 1565.45,427.647 1565.64,337.581 \n",
       "  1565.84,301.895 1566.03,325.015 1566.23,322.507 1566.43,325.292 1566.62,159.484 1566.82,207.709 1567.02,372.522 1567.21,219.498 1567.41,459.976 1567.6,450.44 \n",
       "  1567.8,404.051 1568,266.067 1568.19,470.159 1568.39,338.504 1568.59,431.069 1568.78,442.182 1568.98,381.865 1569.17,415.37 1569.37,270.913 1569.57,322.237 \n",
       "  1569.76,251.618 1569.96,349.719 1570.16,334.815 1570.35,370.793 1570.55,363.112 1570.74,351.16 1570.94,386.999 1571.14,400.342 1571.33,361.594 1571.53,349.271 \n",
       "  1571.73,390.345 1571.92,397.174 1572.12,246.289 1572.32,372.193 1572.51,363.292 1572.71,443.383 1572.9,361.992 1573.1,343.083 1573.3,381.508 1573.49,337.241 \n",
       "  1573.69,291.543 1573.89,316.229 1574.08,233.385 1574.28,353.374 1574.47,391.361 1574.67,384.558 1574.87,495.569 1575.06,389.872 1575.26,449.161 1575.46,390.139 \n",
       "  1575.65,422.22 1575.85,364.3 1576.04,271.905 1576.24,538.884 1576.44,312.506 1576.63,344.364 1576.83,365.412 1577.03,374.629 1577.22,344.993 1577.42,298.31 \n",
       "  1577.62,355.849 1577.81,216.579 1578.01,292.739 1578.2,420.227 1578.4,341.505 1578.6,342.232 1578.79,327.962 1578.99,458.232 1579.19,513.501 1579.38,383.568 \n",
       "  1579.58,361.79 1579.77,440.462 1579.97,410.841 1580.17,363.408 1580.36,445.887 1580.56,451.085 1580.76,425.909 1580.95,243.678 1581.15,425.531 1581.34,517.245 \n",
       "  1581.54,410.616 1581.74,530.18 1581.93,463.627 1582.13,569.758 1582.33,342.98 1582.52,438.852 1582.72,343.251 1582.91,350.56 1583.11,537.464 1583.31,392.162 \n",
       "  1583.5,380.469 1583.7,322.71 1583.9,304.415 1584.09,432.046 1584.29,467.152 1584.49,367.262 1584.68,322.906 1584.88,549.166 1585.07,472.412 1585.27,295.071 \n",
       "  1585.47,257.788 1585.66,351.74 1585.86,330.239 1586.06,313.513 1586.25,332.088 1586.45,416.82 1586.64,373.486 1586.84,381.49 1587.04,215.048 1587.23,418.941 \n",
       "  1587.43,401.736 1587.63,345.993 1587.82,378.729 1588.02,398.896 1588.21,487.879 1588.41,315.232 1588.61,415.377 1588.8,379.39 1589,294.716 1589.2,260.81 \n",
       "  1589.39,495.409 1589.59,306.903 1589.78,611.478 1589.98,333.793 1590.18,288.691 1590.37,365.739 1590.57,329.258 1590.77,348.013 1590.96,421.918 1591.16,384.568 \n",
       "  1591.36,318.99 1591.55,366.226 1591.75,403.539 1591.94,508.868 1592.14,450.63 1592.34,332.636 1592.53,341.537 1592.73,295.066 1592.93,318.432 1593.12,370.231 \n",
       "  1593.32,296.435 1593.51,451.39 1593.71,428.894 1593.91,415.047 1594.1,319.432 1594.3,439.433 1594.5,381.893 1594.69,334.131 1594.89,418.438 1595.08,273.146 \n",
       "  1595.28,353.768 1595.48,416.729 1595.67,332.996 1595.87,367.939 1596.07,352.187 1596.26,497.631 1596.46,371.461 1596.66,369.528 1596.85,491.633 1597.05,508.656 \n",
       "  1597.24,561.16 1597.44,352.67 1597.64,452.595 1597.83,429.11 1598.03,357.764 1598.23,383.942 1598.42,565.462 1598.62,390.042 1598.81,512.166 1599.01,385.105 \n",
       "  1599.21,459.978 1599.4,454.43 1599.6,417.832 1599.8,416.157 1599.99,360.357 1600.19,356.49 1600.38,463.73 1600.58,373.209 1600.78,330.605 1600.97,270.8 \n",
       "  1601.17,331.035 1601.37,339.221 1601.56,397.412 1601.76,412.799 1601.95,387.537 1602.15,413.405 1602.35,336.438 1602.54,345.607 1602.74,331.231 1602.94,417.595 \n",
       "  1603.13,326.736 1603.33,326.08 1603.53,297.427 1603.72,298.576 1603.92,298.353 1604.11,375.217 1604.31,463.332 1604.51,436.55 1604.7,365.217 1604.9,362.151 \n",
       "  1605.1,313.899 1605.29,435.874 1605.49,438.888 1605.68,318.471 1605.88,281.921 1606.08,293.293 1606.27,467.913 1606.47,365.576 1606.67,481.464 1606.86,433.731 \n",
       "  1607.06,327.585 1607.25,334.153 1607.45,405.927 1607.65,353.554 1607.84,306.187 1608.04,372.28 1608.24,520.578 1608.43,497.886 1608.63,472.733 1608.83,372.575 \n",
       "  1609.02,467.917 1609.22,486.956 1609.41,356.958 1609.61,333.494 1609.81,458.926 1610,321.402 1610.2,242.459 1610.4,346.783 1610.59,333.353 1610.79,420.133 \n",
       "  1610.98,485.578 1611.18,479.105 1611.38,264.453 1611.57,364.559 1611.77,370.509 1611.97,403.93 1612.16,296.981 1612.36,374.441 1612.55,370.83 1612.75,414.995 \n",
       "  1612.95,376.132 1613.14,447.507 1613.34,304.809 1613.54,308.593 1613.73,305.667 1613.93,328.268 1614.12,441.02 1614.32,358.632 1614.52,355.548 1614.71,428.988 \n",
       "  1614.91,227.335 1615.11,386.789 1615.3,351.108 1615.5,287.637 1615.7,500.207 1615.89,418.971 1616.09,270.103 1616.28,640.849 1616.48,353.184 1616.68,441.923 \n",
       "  1616.87,303.093 1617.07,472.031 1617.27,416.631 1617.46,408.467 1617.66,259.095 1617.85,381.151 1618.05,362.508 1618.25,288.149 1618.44,368.689 1618.64,365.532 \n",
       "  1618.84,572.609 1619.03,343.273 1619.23,243.7 1619.42,462.312 1619.62,460.943 1619.82,380.844 1620.01,277.6 1620.21,435.434 1620.41,312.324 1620.6,434.68 \n",
       "  1620.8,342.918 1620.99,318.647 1621.19,362.214 1621.39,304.05 1621.58,570.494 1621.78,288.26 1621.98,340.919 1622.17,307.474 1622.37,314.962 1622.57,232.632 \n",
       "  1622.76,296.44 1622.96,391.901 1623.15,287.528 1623.35,275.898 1623.55,301.87 1623.74,300.955 1623.94,394.929 1624.14,383.596 1624.33,419.419 1624.53,328.318 \n",
       "  1624.72,291.991 1624.92,314.619 1625.12,313.435 1625.31,315.324 1625.51,150.582 1625.71,198.903 1625.9,365.15 1626.1,210.287 1626.29,453.243 1626.49,440.342 \n",
       "  1626.69,395.748 1626.88,256.92 1627.08,460.646 1627.28,329.48 1627.47,422.246 1627.67,433.404 1627.87,374.592 1628.06,406.123 1628.26,262.148 1628.45,313.211 \n",
       "  1628.65,243.326 1628.85,340.397 1629.04,325.081 1629.24,362.897 1629.44,354.634 1629.63,341.509 1629.83,378.196 1630.02,391.818 1630.22,353.588 1630.42,339.296 \n",
       "  1630.61,382.221 1630.81,387.005 1631.01,238.535 1631.2,363.547 1631.4,355.039 1631.59,436.825 1631.79,354.807 1631.99,334.993 1632.18,371.75 1632.38,328.099 \n",
       "  1632.58,284.374 1632.77,306.984 1632.97,224.701 1633.16,343.281 1633.36,383.88 1633.56,375.238 1633.75,485.801 1633.95,380.835 1634.15,439.803 1634.34,383.129 \n",
       "  1634.54,413.778 1634.74,354.737 1634.93,264.134 1635.13,532.073 1635.32,305.716 1635.52,335.288 1635.72,357.307 1635.91,365.258 1636.11,337.636 1636.31,289.478 \n",
       "  1636.5,346.304 1636.7,208.671 1636.89,283.303 1637.09,412.154 1637.29,333.159 1637.48,333.132 1637.68,318.73 1637.88,450.9 1638.07,506.431 1638.27,373.663 \n",
       "  1638.46,354.506 1638.66,431.288 1638.86,403.631 1639.05,355.267 1639.25,438.111 1639.45,443.655 1639.64,416.221 1639.84,235.951 1640.04,417.085 1640.23,509.053 \n",
       "  1640.43,403.61 1640.62,522.83 1640.82,455.971 1641.02,562.77 1641.21,333.864 1641.41,430.859 1641.61,333.943 1641.8,342.826 1642,529.475 1642.19,384.57 \n",
       "  1642.39,371.861 1642.59,313.645 1642.78,296.936 1642.98,423.696 1643.18,458.872 1643.37,359.314 1643.57,313.302 1643.76,540.985 1643.96,463.812 1644.16,286.183 \n",
       "  1644.35,249.175 1644.55,342.219 1644.75,321.863 1644.94,304.53 1645.14,323.21 1645.33,407.525 1645.53,365.657 1645.73,374.458 1645.92,206.472 1646.12,409.743 \n",
       "  1646.32,393.248 1646.51,337.345 1646.71,370.428 1646.91,391.723 1647.1,480.915 1647.3,307.255 1647.49,406.896 1647.69,371.437 1647.89,285.915 1648.08,254.246 \n",
       "  1648.28,486.41 1648.48,297.629 1648.67,603.577 1648.87,326.438 1649.06,279.501 1649.26,357.37 1649.46,321.611 1649.65,339.144 1649.85,413.646 1650.05,376.31 \n",
       "  1650.24,310.754 1650.44,357.239 1650.63,395.111 1650.83,500.528 1651.03,442.353 1651.22,324.607 1651.42,334.004 1651.62,287.34 1651.81,310.258 1652.01,361.32 \n",
       "  1652.2,287.704 1652.4,443.529 1652.6,420.238 1652.79,408.016 1652.99,310.974 1653.19,431.875 1653.38,372.772 1653.58,325.427 1653.78,409.585 1653.97,265.289 \n",
       "  1654.17,346.4 1654.36,408.841 1654.56,324.983 1654.76,359.762 1654.95,343.445 1655.15,489.661 1655.35,364.445 1655.54,361.269 1655.74,482.966 1655.93,500.34 \n",
       "  1656.13,553.091 1656.33,344.07 1656.52,443.864 1656.72,419.539 1656.92,349.062 1657.11,377.954 1657.31,557.579 1657.5,380.455 1657.7,504.138 1657.9,376.875 \n",
       "  1658.09,451.739 1658.29,446.938 1658.49,409.453 1658.68,408.09 1658.88,351.638 1659.08,347.448 1659.27,455.813 1659.47,364.557 1659.66,322.486 1659.86,261.479 \n",
       "  1660.06,321.914 1660.25,330.582 1660.45,390.201 1660.65,405.232 1660.84,378.885 1661.04,404.032 1661.23,327.893 1661.43,336.683 1661.63,322.365 1661.82,408.918 \n",
       "  1662.02,318.956 1662.22,317.743 1662.41,289.534 1662.61,291.364 1662.8,289.378 1663,367.454 1663.2,457.221 1663.39,428.798 1663.59,357.32 1663.79,354.55 \n",
       "  1663.98,305.345 1664.18,427.446 1664.37,432.021 1664.57,310.439 1664.77,273.718 1664.96,285.921 1665.16,461.128 1665.36,356.876 1665.55,472.8 1665.75,425.765 \n",
       "  1665.95,319.213 1666.14,325.685 1666.34,397.789 1666.53,344.649 1666.73,297.825 1666.93,363.302 1667.12,511.94 1667.32,489.059 1667.52,463.399 1667.71,364.253 \n",
       "  1667.91,459.984 1668.1,479.718 1668.3,349.087 1668.5,326.37 1668.69,451.129 1668.89,312.555 1669.09,233.863 1669.28,337.728 1669.48,324.593 1669.67,411.856 \n",
       "  1669.87,477.604 1670.07,471.194 1670.26,256.421 1670.46,355.21 1670.66,362.475 1670.85,396.029 1671.05,288.381 1671.25,367.041 1671.44,362.357 1671.64,406.935 \n",
       "  1671.83,368.714 1672.03,439.081 1672.23,296.413 1672.42,300.386 1672.62,298.727 1672.82,320.01 1673.01,432.785 1673.21,350.379 1673.4,349.074 1673.6,422.09 \n",
       "  1673.8,219.601 1673.99,381.16 1674.19,343.318 1674.39,279.455 1674.58,492.327 1674.78,410.789 1674.97,262.198 1675.17,634.107 1675.37,343.501 1675.56,433.414 \n",
       "  1675.76,295.144 1675.96,465.435 1676.15,409.122 1676.35,399.983 1676.54,251.138 1676.74,373.469 1676.94,354.648 1677.13,279.832 1677.33,359.484 1677.53,358.205 \n",
       "  1677.72,564.87 1677.92,336.086 1678.12,236.157 1678.31,453.956 1678.51,454.503 1678.7,372.989 1678.9,269.911 1679.1,428.345 1679.29,304.03 1679.49,426.814 \n",
       "  1679.69,334.986 1679.88,310.584 1680.08,355.111 1680.27,295.483 1680.47,563.182 1680.67,280.829 1680.86,332.886 1681.06,299.694 1681.26,308.433 1681.45,224.363 \n",
       "  1681.65,288.056 1681.84,383.052 1682.04,278.556 1682.24,267.41 1682.43,294.403 1682.63,291.597 1682.83,386.925 1683.02,375.188 1683.22,411.775 1683.42,319.721 \n",
       "  1683.61,282.81 1683.81,304.933 1684,305.035 1684.2,306.077 1684.4,142.39 1684.59,190.793 1684.79,358.367 1684.99,201.792 1685.18,447.078 1685.38,430.901 \n",
       "  1685.57,388.035 1685.77,248.462 1685.97,451.746 1686.16,321.113 1686.36,414.031 1686.56,425.221 1686.75,367.883 1686.95,397.536 1687.14,254.043 1687.34,304.825 \n",
       "  1687.54,235.67 1687.73,331.715 1687.93,315.982 1688.13,355.576 1688.32,346.785 1688.52,332.523 1688.71,369.981 1688.91,383.874 1689.11,346.192 1689.3,330.005 \n",
       "  1689.5,374.71 1689.7,377.492 1689.89,231.397 1690.09,355.507 1690.29,347.389 1690.48,430.771 1690.68,348.143 1690.87,327.509 1691.07,362.678 1691.27,319.594 \n",
       "  1691.46,277.772 1691.66,298.399 1691.86,216.7 1692.05,333.892 1692.25,376.944 1692.44,366.597 1692.64,476.639 1692.84,372.411 1693.03,431.047 1693.23,376.615 \n",
       "  1693.43,405.934 1693.62,345.818 1693.82,256.956 1694.01,525.75 1694.21,299.475 1694.41,326.87 1694.6,349.787 1694.8,356.538 1695,330.841 1695.19,281.298 \n",
       "  1695.39,337.424 1695.58,201.397 1695.78,274.535 1695.98,404.652 1696.17,325.409 1696.37,324.66 1696.57,310.149 1696.76,444.095 1696.96,499.87 1697.16,364.41 \n",
       "  1697.35,347.778 1697.55,422.702 1697.74,396.979 1697.94,347.71 1698.14,430.885 1698.33,436.73 1698.53,407.165 1698.73,228.853 1698.92,409.225 1699.12,501.405 \n",
       "  1699.31,397.125 1699.51,515.968 1699.71,448.858 1699.9,556.275 1700.1,325.393 1700.3,423.432 1700.49,325.31 1700.69,335.642 1700.88,521.997 1701.08,377.534 \n",
       "  1701.28,363.83 1701.47,305.221 1701.67,290.061 1701.87,415.901 1702.06,451.135 1702.26,351.936 1702.46,304.332 1702.65,533.351 1702.85,455.78 1703.04,277.961 \n",
       "  1703.24,241.224 1703.44,333.355 1703.63,314.13 1703.83,296.202 1704.03,314.968 1704.22,398.84 1704.42,358.382 1704.61,367.972 1704.81,198.572 1705.01,401.142 \n",
       "  1705.2,385.363 1705.4,329.29 1705.6,362.749 1705.79,385.104 1705.99,474.461 1706.18,299.898 1706.38,398.98 1706.58,364.06 1706.77,277.749 1706.97,248.227 \n",
       "  1707.17,477.991 1707.36,289.007 1707.56,596.183 1707.75,319.643 1707.95,270.95 1708.15,349.586 1708.34,314.546 1708.54,330.903 1708.74,405.925 1708.93,368.633 \n",
       "  1709.13,303.115 1709.33,348.863 1709.52,387.266 1709.72,492.746 1709.91,434.65 1710.11,317.167 1710.31,327.018 1710.5,280.206 1710.7,302.659 1710.9,353.018 \n",
       "  1711.09,279.612 1711.29,436.223 1711.48,412.174 1711.68,401.502 1711.88,303.107 1712.07,424.855 1712.27,364.265 1712.47,317.355 1712.66,401.342 1712.86,258.049 \n",
       "  1713.05,339.573 1713.25,401.529 1713.45,317.546 1713.64,352.179 1713.84,335.309 1714.04,482.222 1714.23,357.953 1714.43,353.599 1714.63,474.856 1714.82,492.571 \n",
       "  1715.02,545.493 1715.21,336.061 1715.41,435.691 1715.61,410.59 1715.8,340.982 1716,372.469 1716.2,550.202 1716.39,371.498 1716.59,496.674 1716.78,369.224 \n",
       "  1716.98,444.054 1717.18,439.987 1717.37,401.642 1717.57,400.607 1717.77,343.5 1717.96,339.005 1718.16,448.422 1718.35,356.538 1718.55,314.967 1718.75,252.819 \n",
       "  1718.94,313.427 1719.14,322.539 1719.34,383.529 1719.53,398.179 1719.73,370.826 1719.92,395.272 1720.12,319.96 1720.32,328.37 1720.51,314.103 1720.71,400.827 \n",
       "  1720.91,311.741 1721.1,309.997 1721.3,282.216 1721.5,284.723 1721.69,281.055 1721.89,360.249 1722.08,451.599 1722.28,421.61 1722.48,349.969 1722.67,347.498 \n",
       "  1722.87,297.36 1723.07,419.585 1723.26,425.666 1723.46,302.999 1723.65,266.121 1723.85,279.117 1724.05,454.838 1724.24,348.753 1724.44,464.66 1724.64,418.366 \n",
       "  1724.83,311.45 1725.03,317.824 1725.22,390.185 1725.42,336.377 1725.62,290.066 1725.81,354.917 1726.01,503.833 1726.21,480.796 1726.4,454.668 1726.6,356.525 \n",
       "  1726.79,452.56 1726.99,472.964 1727.19,341.82 1727.38,319.786 1727.58,443.853 1727.78,304.351 1727.97,225.917 1728.17,329.315 1728.37,316.466 1728.56,404.142 \n",
       "  1728.76,470.129 1728.95,463.788 1729.15,248.987 1729.35,346.489 1729.54,355.026 1729.74,388.668 1729.94,280.381 1730.13,360.174 1730.33,354.457 1730.52,399.441 \n",
       "  1730.72,361.822 1730.92,431.221 1731.11,288.614 1731.31,292.786 1731.51,292.299 1731.7,312.327 1731.9,425.094 1732.09,342.702 1732.29,343.085 1732.49,415.696 \n",
       "  1732.68,212.462 1732.88,376.01 1733.08,336.077 1733.27,271.846 1733.47,484.962 1733.67,403.137 1733.86,254.859 1734.06,627.777 1734.25,334.461 1734.45,425.472 \n",
       "  1734.65,287.784 1734.84,459.332 1735.04,402.144 1735.24,392.077 1735.43,243.763 1735.63,366.324 1735.82,347.348 1736.02,272.125 1736.22,350.91 1736.41,351.44 \n",
       "  1736.61,557.601 1736.81,329.462 1737,229.187 1737.2,446.163 1737.39,448.538 1737.59,365.681 1737.79,262.778 1737.98,421.758 1738.18,296.341 1738.38,419.501 \n",
       "  1738.57,327.636 1738.77,303.113 1738.96,348.535 1739.16,287.502 1739.36,556.319 1739.55,273.967 1739.75,325.437 1739.95,292.468 1740.14,302.425 1740.34,216.709 \n",
       "  1740.54,280.253 1740.73,374.799 1740.93,270.22 1741.12,259.508 1741.32,287.494 1741.52,282.882 1741.71,379.454 1741.91,367.348 1742.11,404.653 1742.3,311.717 \n",
       "  1742.5,274.271 1742.69,295.884 1742.89,297.233 1743.09,297.474 1743.28,134.826 1743.48,183.299 1743.68,352.105 1743.87,193.933 1744.07,441.416 1744.26,422.05 \n",
       "  1744.46,380.847 1744.66,240.618 1744.85,443.396 1745.05,313.33 1745.25,406.359 1745.44,417.569 1745.64,361.674 1745.84,389.539 1746.03,246.525 1746.23,297.007 \n",
       "  1746.42,228.577 1746.62,323.606 1746.82,307.453 1747.01,348.765 1747.21,339.494 1747.41,324.133 1747.6,362.292 1747.8,376.448 1747.99,339.337 1748.19,321.324 \n",
       "  1748.39,367.746 1748.58,368.57 1748.78,224.802 1748.98,348.009 1749.17,340.276 1749.37,425.163 1749.56,341.943 1749.76,320.561 1749.96,354.221 1750.15,311.659 \n",
       "  1750.35,271.671 1750.55,290.404 1750.74,209.302 1750.94,325.133 1751.13,370.492 1751.33,358.562 1751.53,468.025 1751.72,364.535 1751.92,422.832 1752.12,370.542 \n",
       "  1752.31,398.625 1752.51,337.478 1752.71,250.302 1752.9,519.863 1753.1,293.717 1753.29,319.04 1753.49,342.789 1753.69,348.4 1753.88,324.542 1754.08,273.697 \n",
       "  1754.28,329.139 1754.47,194.683 1754.67,266.362 1754.86,397.66 1755.06,318.187 1755.26,316.748 1755.45,302.149 1755.65,437.762 1755.85,493.764 1756.04,355.741 \n",
       "  1756.24,341.545 1756.43,414.647 1756.63,390.822 1756.83,340.671 1757.02,424.15 1757.22,430.253 1757.42,398.675 1757.61,222.31 1757.81,401.886 1758,494.246 \n",
       "  1758.2,391.102 1758.4,509.543 1758.59,442.228 1758.79,550.219 1758.99,317.496 1759.18,416.509 1759.38,317.28 1759.58,328.948 1759.77,514.975 1759.97,370.994 \n",
       "  1760.16,356.314 1760.36,297.372 1760.56,283.723 1760.75,408.603 1760.95,443.884 1761.15,345.067 1761.34,295.931 1761.54,526.205 1761.73,448.257 1761.93,270.332 \n",
       "  1762.13,233.862 1762.32,325.078 1762.52,306.967 1762.72,288.461 1762.91,307.293 1763.11,390.701 1763.3,351.6 1763.5,361.971 1763.7,191.273 1763.89,393.076 \n",
       "  1764.09,378.017 1764.29,321.767 1764.48,355.625 1764.68,378.978 1764.88,468.463 1765.07,293.091 1765.27,391.568 1765.46,357.196 1765.66,270.149 1765.86,242.69 \n",
       "  1766.05,470.093 1766.25,280.967 1766.45,589.247 1766.64,313.343 1766.84,262.972 1767.03,342.323 1767.23,307.997 1767.43,323.222 1767.62,398.697 1767.82,361.477 \n",
       "  1768.02,296.007 1768.21,341.032 1768.41,379.943 1768.6,485.467 1768.8,427.461 1769,310.248 1769.19,320.521 1769.39,273.6 1769.59,295.573 1769.78,345.26 \n",
       "  1769.98,272.089 1770.17,429.412 1770.37,404.64 1770.57,395.45 1770.76,295.768 1770.96,418.316 1771.16,356.307 1771.35,309.849 1771.55,393.645 1771.75,251.355 \n",
       "  1771.94,333.228 1772.14,394.732 1772.33,310.623 1772.53,345.126 1772.73,327.717 1772.92,475.26 1773.12,351.928 1773.32,346.456 1773.51,467.248 1773.71,485.295 \n",
       "  1773.9,538.321 1774.1,328.579 1774.3,428.017 1774.49,402.201 1774.69,333.458 1774.89,367.431 1775.08,543.282 1775.28,363.108 1775.47,489.714 1775.67,362.089 \n",
       "  1775.87,436.866 1776.06,433.519 1776.26,394.34 1776.46,393.646 1776.65,335.882 1776.85,331.099 1777.05,441.503 1777.24,349.083 1777.44,307.982 1777.63,244.749 \n",
       "  1777.83,305.506 1778.03,315.031 1778.22,377.335 1778.42,391.583 1778.62,363.298 1778.81,387.062 1779.01,312.574 1779.2,320.602 1779.4,306.383 1779.6,393.262 \n",
       "  1779.79,305.03 1779.99,302.781 1780.19,275.412 1780.38,278.587 1780.58,273.312 1780.77,353.541 1780.97,446.412 1781.17,414.926 1781.36,343.107 1781.56,340.935 \n",
       "  1781.76,289.886 1781.95,412.234 1782.15,419.77 1782.34,296.088 1782.54,259.063 1782.74,272.816 1782.93,448.991 1783.13,341.147 1783.33,456.993 1783.52,411.473 \n",
       "  1783.72,304.231 1783.92,310.506 1784.11,383.059 1784.31,328.673 1784.5,282.845 1784.7,347.063 1784.9,496.207 1785.09,473.041 1785.29,446.481 1785.49,349.326 \n",
       "  1785.68,445.593 1785.88,466.641 1786.07,335.092 1786.27,313.682 1786.47,437.045 1786.66,296.721 1786.86,218.549 1787.06,321.476 1787.25,308.903 1787.45,396.931 \n",
       "  1787.64,463.103 1787.84,456.835 1788.04,242.085 1788.23,338.333 1788.43,348.097 1788.63,381.792 1788.82,272.919 1789.02,353.782 1789.21,347.067 1789.41,392.454 \n",
       "  1789.61,355.399 1789.8,423.869 1790,281.347 1790.2,285.727 1790.39,286.326 1790.59,305.159 1790.79,417.892 1790.98,335.541 1791.18,337.524 1791.37,409.75 \n",
       "  1791.57,205.852 1791.77,371.28 1791.96,329.325 1792.16,264.747 1792.36,478.059 1792.55,395.959 1792.75,248.027 1792.94,621.817 1793.14,325.998 1793.34,418.04 \n",
       "  1793.53,280.948 1793.73,453.667 1793.93,395.64 1794.12,384.69 1794.32,236.908 1794.51,359.658 1794.71,340.549 1794.91,264.963 1795.1,342.903 1795.3,345.174 \n",
       "  1795.5,550.756 1795.69,323.338 1795.89,222.727 1796.09,438.875 1796.28,442.999 1796.48,358.862 1796.67,256.14 1796.87,415.621 1797.07,289.192 1797.26,412.683 \n",
       "  1797.46,320.806 1797.66,296.169 1797.85,342.429 1798.05,280.047 1798.24,549.86 1798.44,267.614 1798.64,318.509 1798.83,285.738 1799.03,296.88 1799.23,209.6 \n",
       "  1799.42,272.971 1799.62,367.082 1799.81,262.452 1800.01,252.13 1800.21,281.081 1800.4,274.743 1800.6,372.46 1800.8,360.017 1800.99,397.997 1801.19,304.245 \n",
       "  1801.38,266.31 1801.58,287.408 1801.78,289.965 1801.97,289.449 1802.17,127.822 1802.37,176.355 1802.56,346.305 1802.76,186.639 1802.96,436.203 1803.15,413.733 \n",
       "  1803.35,374.128 1803.54,233.322 1803.74,435.543 1803.94,306.069 1804.13,399.174 1804.33,410.396 1804.53,355.912 1804.72,382.072 1804.92,239.532 1805.11,289.698 \n",
       "  1805.31,221.985 1805.51,316.01 1805.7,299.437 1805.9,342.408 1806.1,332.701 1806.29,316.278 1806.49,355.076 1806.68,369.485 1806.88,332.966 1807.08,313.192 \n",
       "  1807.27,361.269 1807.47,360.182 1807.67,218.691 1807.86,340.997 1808.06,333.642 1808.26,419.953 1808.45,336.156 1808.65,314.093 1808.84,346.317 1809.04,304.237 \n",
       "  1809.24,266.012 1809.43,282.937 1809.63,202.443 1809.83,316.942 1810.02,364.472 1810.22,351.072 1810.41,459.908 1810.61,357.152 1810.81,415.103 1811,364.861 \n",
       "  1811.2,391.797 1811.4,329.658 1811.59,244.116 1811.79,514.366 1811.98,288.389 1812.18,311.737 1812.38,336.256 1812.57,340.784 1812.77,318.685 1812.97,266.615 \n",
       "  1813.16,321.388 1813.36,188.468 1813.55,258.723 1813.75,391.123 1813.95,311.439 1814.14,309.339 1814.34,294.669 1814.54,431.851 1814.73,488.066 1814.93,347.601 \n",
       "  1815.13,335.754 1815.32,407.07 1815.52,385.106 1815.71,334.097 1815.91,417.855 1816.11,424.18 1816.3,390.696 1816.5,216.26 1816.7,395.018 1816.89,487.526 \n",
       "  1817.09,385.491 1817.28,503.51 1817.48,436.031 1817.68,544.556 1817.87,310.114 1818.07,410.038 1818.27,309.79 1818.46,322.691 1818.66,508.365 1818.85,364.898 \n",
       "  1819.05,349.262 1819.25,290.038 1819.44,277.86 1819.64,401.749 1819.84,437.069 1820.03,338.653 1820.23,288.044 1820.42,519.499 1820.62,441.193 1820.82,263.234 \n",
       "  1821.01,227.024 1821.21,317.327 1821.41,300.316 1821.6,281.245 1821.8,300.127 1822,383.054 1822.19,345.257 1822.39,356.402 1822.58,184.509 1822.78,385.494 \n",
       "  1822.98,371.157 1823.17,314.72 1823.37,348.997 1823.57,373.293 1823.76,462.872 1823.96,286.776 1824.15,384.612 1824.35,350.793 1824.55,263.057 1824.74,237.579 \n",
       "  1824.94,462.665 1825.14,273.449 1825.33,582.724 1825.53,307.486 1825.72,255.506 1825.92,335.529 1826.12,301.907 1826.31,316.043 1826.51,391.911 1826.71,354.789 \n",
       "  1826.9,289.375 1827.1,333.692 1827.3,373.09 1827.49,478.643 1827.69,420.732 1827.88,303.797 1828.08,314.461 1828.28,267.462 1828.47,288.947 1828.67,337.992 \n",
       "  1828.87,265.076 1829.06,423.046 1829.26,397.582 1829.45,389.811 1829.65,288.9 1829.85,412.208 1830.04,348.844 1830.24,302.85 1830.44,386.439 1830.63,245.15 \n",
       "  1830.83,327.315 1831.02,388.396 1831.22,304.16 1831.42,338.547 1831.61,320.613 1831.81,468.725 1832.01,346.319 1832.2,339.783 1832.4,460.091 1832.59,478.463 \n",
       "  1832.79,531.534 1832.99,321.572 1833.18,420.793 1833.38,394.321 1833.58,326.433 1833.77,362.789 1833.97,536.775 1834.17,355.229 1834.36,483.208 1834.56,355.417 \n",
       "  1834.75,430.125 1834.95,427.484 1835.15,387.493 1835.34,387.153 1835.54,328.735 1835.74,323.678 1835.93,435.009 1836.13,342.134 1836.32,301.473 1836.52,237.211 \n",
       "  1836.72,298.093 1836.91,308.004 1837.11,371.569 1837.31,385.398 1837.5,356.247 1837.7,379.348 1837.89,305.678 1838.09,313.325 1838.29,299.15 1838.48,386.168 \n",
       "  1838.68,298.77 1838.88,296.039 1839.07,269.065 1839.27,272.903 1839.47,266.091 1839.66,347.279 1839.86,441.61 1840.05,408.693 1840.25,336.683 1840.45,334.813 \n",
       "  1840.64,282.873 1840.84,405.34 1841.04,414.283 1841.23,289.65 1841.43,252.487 1841.62,266.963 1841.82,443.541 1842.02,334.008 1842.21,449.752 1842.41,405.034 \n",
       "  1842.61,297.499 1842.8,303.677 1843,376.362 1843.19,321.478 1843.39,276.107 1843.59,339.688 1843.78,489.016 1843.98,465.745 1844.18,438.786 1844.37,342.603 \n",
       "  1844.57,439.04 1844.76,460.707 1844.96,328.846 1845.16,308.008 1845.35,430.657 1845.55,289.606 1845.75,211.698 1845.94,314.154 1846.14,301.847 1846.34,390.174 \n",
       "  1846.53,456.481 1846.73,450.292 1846.92,235.659 1847.12,330.686 1847.32,341.636 1847.51,375.351 1847.71,265.939 1847.91,347.816 1848.1,340.138 1848.3,385.922 \n",
       "  1848.49,349.395 1848.69,416.975 1848.89,274.557 1849.08,279.154 1849.28,280.759 1849.48,298.453 1849.67,411.128 1849.87,328.842 1850.06,332.345 1850.26,404.205 \n",
       "  1850.46,199.715 1850.65,366.923 1850.85,323.012 1851.05,258.106 1851.24,471.573 1851.44,389.209 1851.64,241.646 1851.83,616.191 1852.03,318.057 1852.22,411.066 \n",
       "  1852.42,274.581 1852.62,448.395 1852.81,389.561 1853.01,377.769 1853.21,230.516 1853.4,353.423 1853.6,334.2 1853.79,258.289 1853.99,335.409 1854.19,339.355 \n",
       "  1854.38,544.293 1854.58,317.661 1854.78,216.721 1854.97,432.042 1855.17,437.841 1855.36,352.483 1855.56,249.944 1855.76,409.885 1855.95,282.526 1856.15,406.309 \n",
       "  1856.35,314.442 1856.54,289.698 1856.74,336.742 1856.93,273.065 1857.13,543.767 1857.33,261.715 1857.52,312.051 1857.72,279.452 1857.92,291.747 1858.11,202.981 \n",
       "  1858.31,266.157 1858.51,359.847 1858.7,255.194 1858.9,245.223 1859.09,275.113 1859.29,267.123 1859.49,365.897 1859.68,353.144 1859.88,391.763 1860.08,297.251 \n",
       "  1860.27,258.866 1860.47,279.451 1860.66,283.176 1860.86,281.946 1861.06,121.317 1861.25,169.902 1861.45,340.919 1861.65,179.851 1861.84,431.393 1862.04,405.899 \n",
       "  1862.23,367.83 1862.43,226.519 1862.63,428.14 1862.82,299.278 1863.02,392.427 1863.22,403.655 1863.41,350.551 1863.61,375.082 1863.8,233.008 1864,282.846 \n",
       "  1864.2,215.843 1864.39,308.877 1864.59,291.886 1864.79,336.459 1864.98,326.355 1865.18,308.905 1865.38,348.286 1865.57,362.941 1865.77,327.029 1865.96,305.555 \n",
       "  1866.16,355.23 1866.36,352.278 1866.55,213.011 1866.75,334.422 1866.95,327.439 1867.14,415.1 1867.34,330.739 1867.53,308.054 1867.73,338.914 1867.93,297.278 \n",
       "  1868.12,260.748 1868.32,275.947 1868.52,196.064 1868.71,309.263 1868.91,358.841 1869.1,344.073 1869.3,452.241 1869.5,350.213 1869.69,407.815 1869.89,359.532 \n",
       "  1870.09,385.403 1870.28,322.308 1870.48,238.348 1870.68,509.22 1870.87,283.443 1871.07,304.91 1871.26,330.142 1871.46,333.64 1871.66,313.222 1871.85,259.998 \n",
       "  1872.05,314.12 1872.25,182.697 1872.44,251.565 1872.64,384.997 1872.83,305.115 1873.03,302.383 1873.23,287.659 1873.42,426.321 1873.62,482.735 1873.82,339.94 \n",
       "  1874.01,330.36 1874.21,399.928 1874.4,379.786 1874.6,327.939 1874.8,411.957 1874.99,418.469 1875.19,383.179 1875.39,210.65 1875.58,388.573 1875.78,481.203 \n",
       "  1875.97,380.249 1876.17,497.831 1876.37,430.225 1876.56,539.248 1876.76,303.196 1876.96,403.975 1877.15,302.785 1877.35,316.827 1877.55,502.127 1877.74,359.202 \n",
       "  1877.94,342.628 1878.13,283.17 1878.33,272.423 1878.53,395.297 1878.72,430.648 1878.92,332.65 1879.12,280.62 1879.31,513.191 1879.51,434.543 1879.7,256.614 \n",
       "  1879.9,220.655 1880.1,310.051 1880.29,294.123 1880.49,274.502 1880.69,293.419 1880.88,375.853 1881.08,339.31 1881.27,351.219 1881.47,178.225 1881.67,378.349 \n",
       "  1881.86,364.734 1882.06,308.103 1882.26,342.815 1882.45,368.001 1882.65,457.65 1882.85,280.901 1883.04,378.066 1883.24,344.802 1883.43,256.42 1883.63,232.85 \n",
       "  1883.83,455.664 1884.02,266.401 1884.22,576.575 1884.42,302.025 1884.61,248.503 1884.81,329.159 1885,296.229 1885.2,309.316 1885.4,385.525 1885.59,348.521 \n",
       "  1885.79,283.17 1885.99,326.794 1886.18,366.66 1886.38,472.232 1886.57,414.418 1886.77,297.764 1886.97,308.795 1887.16,261.746 1887.36,282.736 1887.56,331.165 \n",
       "  1887.75,258.521 1887.95,417.081 1888.14,390.953 1888.34,384.542 1888.54,282.457 1888.73,406.488 1888.93,341.827 1889.13,296.307 1889.32,379.677 1889.52,239.38 \n",
       "  1889.72,321.789 1889.91,382.475 1890.11,298.111 1890.3,332.395 1890.5,313.949 1890.7,462.575 1890.89,341.082 1891.09,333.535 1891.29,453.344 1891.48,472.032 \n",
       "  1891.68,525.098 1891.87,314.993 1892.07,413.974 1892.27,386.901 1892.46,319.858 1892.66,358.501 1892.86,530.643 1893.05,347.816 1893.25,477.11 1893.44,349.162 \n",
       "  1893.64,423.787 1893.84,421.838 1894.03,381.057 1894.23,381.082 1894.43,322.011 1894.62,316.696 1894.82,428.898 1895.01,335.642 1895.21,295.393 1895.41,230.15 \n",
       "  1895.6,291.138 1895.8,301.41 1896,366.187 1896.19,379.581 1896.39,349.626 1896.59,372.082 1896.78,299.223 1896.98,306.49 1897.17,292.356 1897.37,379.502 \n",
       "  1897.57,292.915 1897.76,289.724 1897.96,263.129 1898.16,267.622 1898.35,259.339 1898.55,341.417 1898.74,437.153 1898.94,402.866 1899.14,330.654 1899.33,329.087 \n",
       "  1899.53,276.277 1899.73,398.858 1899.92,409.165 1900.12,283.636 1900.31,246.343 1900.51,261.511 1900.71,438.447 1900.9,327.291 1901.1,442.898 1901.3,399.003 \n",
       "  1901.49,291.206 1901.69,297.288 1901.89,370.052 1902.08,314.742 1902.28,269.804 1902.47,332.747 1902.67,482.22 1902.87,458.867 1903.06,431.535 1903.26,336.308 \n",
       "  1903.46,432.861 1903.65,455.124 1903.85,323.034 1904.04,302.718 1904.24,424.649 1904.44,282.956 1904.63,205.311 1904.83,307.298 1905.03,295.248 1905.22,383.827 \n",
       "  1905.42,450.224 1905.61,444.119 1905.81,229.661 1906.01,323.502 1906.2,335.593 1906.4,369.303 1906.6,259.395 1906.79,342.233 1906.99,333.623 1907.18,379.801 \n",
       "  1907.38,343.768 1907.58,410.496 1907.77,268.196 1907.97,273.016 1908.17,275.554 1908.36,292.163 1908.56,404.762 1908.76,322.562 1908.95,327.507 1909.15,399.021 \n",
       "  1909.34,194.001 1909.54,362.896 1909.74,317.093 1909.93,251.877 1910.13,465.465 1910.33,382.843 1910.52,235.673 1910.72,610.868 1910.91,310.59 1911.11,404.509 \n",
       "  1911.31,268.635 1911.5,443.476 1911.7,383.866 1911.9,371.272 1912.09,224.542 1912.29,347.575 1912.48,328.254 1912.68,252.056 1912.88,328.381 1913.07,333.937 \n",
       "  1913.27,538.177 1913.47,312.387 1913.66,211.121 1913.86,425.621 1914.06,433.026 1914.25,346.5 1914.45,244.145 1914.64,404.512 1914.84,276.293 1915.04,400.336 \n",
       "  1915.23,308.495 1915.43,283.652 1915.63,331.434 1915.82,266.509 1916.02,538.006 1916.21,256.224 1916.41,306.014 1916.61,273.568 1916.8,286.982 1917,196.802 \n",
       "  1917.2,259.763 1917.39,353.047 1917.59,248.396 1917.78,238.74 1917.98,269.544 1918.18,259.972 1918.37,359.723 1918.57,346.686 1918.77,385.908 1918.96,290.688 \n",
       "  1919.16,251.891 1919.35,271.964 1919.55,276.82 1919.75,274.913 1919.94,115.26 1920.14,163.891 1920.34,335.903 1920.53,173.516 1920.73,426.944 1920.93,398.505 \n",
       "  1921.12,361.912 1921.32,220.16 1921.51,421.146 1921.71,292.91 1921.91,386.076 1922.1,397.305 1922.3,345.551 1922.5,368.525 1922.69,226.907 1922.89,276.406 \n",
       "  1923.08,210.104 1923.28,302.162 1923.48,284.757 1923.67,330.876 1923.87,320.409 1924.07,301.97 1924.26,341.881 1924.46,356.774 1924.65,321.483 1924.85,298.366 \n",
       "  1925.05,349.584 1925.24,344.816 1925.44,207.718 1925.64,328.242 1925.83,321.625 1926.03,410.567 1926.22,325.655 1926.42,302.402 1926.62,331.965 1926.81,290.739 \n",
       "  1927.01,255.836 1927.21,269.387 1927.4,190.118 1927.6,302.05 1927.8,353.559 1927.99,337.517 1928.19,444.986 1928.38,343.676 1928.58,400.926 1928.78,354.518 \n",
       "  1928.97,379.402 1929.17,315.383 1929.37,232.956 1929.56,504.39 1929.76,278.838 1929.95,298.511 1930.15,324.403 1930.35,326.922 1930.54,308.112 1930.74,253.8 \n",
       "  1930.94,307.287 1931.13,177.324 1931.33,244.842 1931.52,379.242 1931.72,299.175 1931.92,295.836 1932.11,281.073 1932.31,421.135 1932.51,477.738 1932.7,332.714 \n",
       "  1932.9,325.323 1933.1,393.183 1933.29,374.821 1933.49,322.157 1933.68,406.418 1933.88,413.085 1934.08,376.082 1934.27,205.435 1934.47,382.511 1934.67,475.24 \n",
       "  1934.86,375.339 1935.06,492.474 1935.25,424.77 1935.45,534.259 1935.65,296.698 1935.84,398.281 1936.04,296.22 1936.24,311.318 1936.43,496.226 1936.63,353.866 \n",
       "  1936.82,336.373 1937.02,276.721 1937.22,267.365 1937.41,389.208 1937.61,424.585 1937.81,327.016 1938,273.616 1938.2,507.243 1938.39,428.268 1938.59,250.424 \n",
       "  1938.79,214.709 1938.98,303.205 1939.18,288.342 1939.38,268.186 1939.57,287.125 1939.77,369.057 1939.97,333.718 1940.16,346.384 1940.36,172.374 1940.55,371.601 \n",
       "  1940.75,358.708 1940.95,301.875 1941.14,337.036 1941.34,363.065 1941.54,452.758 1941.73,275.421 1941.93,371.893 1942.12,339.184 1942.32,250.196 1942.52,228.46 \n",
       "  1942.71,449.05 1942.91,259.778 1943.11,570.769 1943.3,296.919 1943.5,241.919 1943.69,323.172 1943.89,290.919 1944.09,302.997 1944.28,379.501 1944.48,342.634 \n",
       "  1944.68,277.349 1944.87,320.297 1945.07,360.612 1945.27,466.196 1945.46,408.479 1945.66,292.108 1945.85,303.485 1946.05,256.409 1946.25,276.898 1946.44,324.739 \n",
       "  1946.64,252.38 1946.84,411.478 1947.03,384.713 1947.23,379.609 1947.42,276.396 1947.62,401.119 1947.82,335.216 1948.01,290.176 1948.21,373.317 1948.41,234.002 \n",
       "  1948.6,316.612 1948.8,376.929 1948.99,292.438 1949.19,326.629 1949.39,307.683 1949.58,456.776 1949.78,336.181 1949.98,327.669 1950.17,446.967 1950.37,465.967 \n",
       "  1950.56,518.983 1950.76,308.801 1950.96,407.523 1951.15,379.901 1951.35,313.69 1951.55,354.529 1951.74,524.853 1951.94,340.825 1952.14,471.383 1952.33,343.284 \n",
       "  1952.53,417.815 1952.72,416.542 1952.92,374.993 1953.12,375.391 1953.31,315.673 1953.51,310.114 1953.71,423.136 1953.9,329.561 1954.1,289.699 1954.29,223.522 \n",
       "  1954.49,284.596 1954.69,295.209 1954.88,361.151 1955.08,374.098 1955.28,343.394 1955.47,365.223 1955.67,293.167 1955.86,300.055 1956.06,285.961 1956.26,373.222 \n",
       "  1956.45,287.426 1956.65,283.794 1956.85,257.563 1957.04,262.705 1957.24,253.011 1957.43,335.917 1957.63,433.006 1957.83,397.405 1958.02,324.981 1958.22,323.72 \n",
       "  1958.42,270.059 1958.61,392.751 1958.81,404.38 1959.01,278.006 1959.2,240.588 1959.4,256.418 1959.59,433.674 1959.79,320.957 1959.99,436.394 1960.18,393.342 \n",
       "  1960.38,285.308 1960.58,291.297 1960.77,364.095 1960.97,308.422 1961.16,263.896 1961.36,326.199 1961.56,475.784 1961.75,452.37 1961.95,424.689 1962.15,330.401 \n",
       "  1962.34,427.022 1962.54,449.859 1962.73,317.612 1962.93,297.774 1963.13,418.985 1963.32,276.727 1963.52,199.342 1963.72,300.863 1963.91,289.061 1964.11,377.851 \n",
       "  1964.31,444.299 1964.5,438.284 1964.7,224.047 1964.89,316.737 1965.09,329.929 1965.29,363.611 1965.48,253.245 1965.68,336.996 1965.88,327.485 1966.07,374.052 \n",
       "  1966.27,338.481 1966.46,404.393 1966.66,262.221 1966.86,267.271 1967.05,270.677 1967.25,286.249 1967.45,398.755 1967.64,316.659 1967.84,322.975 1968.03,394.16 \n",
       "  1968.23,188.669 1968.43,359.163 1968.62,311.53 1968.82,246.021 1969.02,459.7 1969.21,376.826 1969.41,230.066 1969.6,605.821 1969.8,303.553 1970,398.331 \n",
       "  1970.19,263.068 1970.39,438.874 1970.59,378.517 1970.78,365.157 1970.98,218.943 1971.18,342.077 1971.37,322.675 1971.57,246.22 1971.76,321.775 1971.96,328.881 \n",
       "  1972.16,532.378 1972.35,307.474 1972.55,205.886 1972.75,419.574 1972.94,428.521 1973.14,340.876 1973.33,238.705 1973.53,399.466 1973.73,270.451 1973.92,394.727 \n",
       "  1974.12,302.926 1974.32,277.989 1974.51,326.465 1974.71,260.339 1974.9,532.549 1975.1,251.102 1975.3,300.358 1975.49,268.046 1975.69,282.548 1975.89,191.019 \n",
       "  1976.08,253.75 1976.28,346.641 1976.48,242.015 1976.67,232.642 1976.87,264.334 1977.06,253.246 1977.26,353.902 1977.46,340.603 1977.65,380.398 1977.85,284.517 \n",
       "  1978.05,245.34 1978.24,264.905 1978.44,270.854 1978.63,268.308 1978.83,109.607 1979.03,158.277 1979.22,331.219 1979.42,167.589 1979.62,422.821 1979.81,391.512 \n",
       "  1980.01,356.339 1980.2,214.202 1980.4,414.526 1980.6,286.925 1980.79,380.084 1980.99,391.311 1981.19,340.877 1981.38,362.361 1981.58,221.188 1981.77,270.339 \n",
       "  1981.97,204.729 1982.17,295.827 1982.36,278.013 1982.56,325.625 1982.76,314.826 1982.95,295.432 1983.15,335.828 1983.35,350.95 1983.54,316.292 1983.74,291.583 \n",
       "  1983.93,344.294 1984.13,337.758 1984.33,202.772 1984.52,322.421 1984.72,316.161 1984.92,406.323 1985.11,320.872 1985.31,297.098 1985.5,325.429 1985.7,284.581 \n",
       "  1985.9,251.241 1986.09,263.217 1986.29,184.561 1986.49,295.258 1986.68,348.593 1986.88,331.365 1987.07,438.107 1987.27,337.506 1987.47,394.402 1987.66,349.788 \n",
       "  1987.86,373.756 1988.06,308.846 1988.25,227.904 1988.45,499.846 1988.64,274.539 1988.84,292.503 1989.04,319.006 1989.23,320.592 1989.43,303.321 1989.63,247.981 \n",
       "  1989.82,300.851 1990.02,172.309 1990.22,238.514 1990.41,373.823 1990.61,293.582 1990.8,289.662 1991,274.872 1991.2,416.26 1991.39,473.042 1991.59,325.885 \n",
       "  1991.79,320.608 1991.98,386.8 1992.18,370.176 1992.37,316.716 1992.57,401.203 1992.77,407.998 1992.96,369.368 1993.16,200.575 1993.36,376.797 1993.55,469.605 \n",
       "  1993.75,370.728 1993.94,487.409 1994.14,419.633 1994.34,529.56 1994.53,290.579 1994.73,392.922 1994.93,290.053 1995.12,306.129 1995.32,490.632 1995.52,348.857 \n",
       "  1995.71,330.463 1995.91,270.655 1996.1,262.65 1996.3,383.448 1996.5,418.845 1996.69,321.717 1996.89,266.996 1997.09,501.623 1997.28,422.334 1997.48,244.624 \n",
       "  1997.67,209.143 1997.87,296.75 1998.07,282.934 1998.26,262.259 1998.46,281.204 1998.66,362.629 1998.85,328.448 1999.05,341.861 1999.24,166.912 1999.44,365.216 \n",
       "  1999.64,353.042 1999.83,296 2000.03,331.622 2000.23,358.45 2000.42,448.168 2000.62,270.297 2000.81,366.06 2001.01,333.903 2001.21,244.344 2001.4,224.376 \n",
       "  2001.6,442.79 2001.8,253.541 2001.99,565.275 2002.19,292.134 2002.39,235.715 2002.58,317.533 2002.78,285.942 2002.97,297.048 2003.17,373.807 2003.37,337.094 \n",
       "  2003.56,271.876 2003.76,314.163 2003.96,354.913 2004.15,460.503 2004.35,402.882 2004.54,286.793 2004.74,298.497 2004.94,251.413 2005.13,271.4 2005.33,318.678 \n",
       "  2005.53,246.612 2005.72,406.204 2005.92,378.826 2006.11,374.979 2006.31,270.683 2006.51,396.069 2006.7,328.972 2006.9,284.419 2007.1,367.322 2007.29,228.976 \n",
       "  2007.49,311.751 2007.69,371.722 2007.88,287.103 2008.08,321.212 2008.27,301.779 2008.47,451.293 2008.67,331.582 2008.86,322.151 2009.06,440.93 2009.26,460.235 \n",
       "  2009.45,513.16 2009.65,302.961 2009.84,401.407 2010.04,373.284 2010.24,307.891 2010.43,350.843 2010.63,519.376 2010.83,334.22 2011.02,465.991 2011.22,337.746 \n",
       "  2011.41,412.175 2011.61,411.565 2011.81,369.266 2012,370.046 2012.2,309.687 2012.4,303.896 2012.59,417.689 2012.79,323.853 2012.98,284.354 2013.18,217.287 \n",
       "  2013.38,278.431 2013.57,289.366 2013.77,356.426 2013.97,368.916 2014.16,337.516 2014.36,358.736 2014.56,287.471 2014.75,293.984 2014.95,279.927 2015.14,367.293 \n",
       "  2015.34,282.268 2015.54,278.214 2015.73,252.332 2015.93,258.114 2016.13,247.066 2016.32,330.745 2016.52,429.137 2016.71,392.276 2016.91,319.633 2017.11,318.679 \n",
       "  2017.3,264.186 2017.5,386.984 2017.7,399.896 2017.89,272.723 2018.09,235.186 2018.28,251.649 2018.48,429.194 2018.68,314.971 2018.87,430.212 2019.07,388.014 \n",
       "  2019.27,279.768 2019.46,285.666 2019.66,358.457 2019.86,302.478 2020.05,258.346 2020.25,320.008 2020.44,469.677 2020.64,446.219 2020.84,418.213 2021.03,324.844 \n",
       "  2021.23,421.495 2021.43,444.881 2021.62,312.543 2021.82,293.143 2022.01,413.634 2022.21,270.879 2022.41,193.75 2022.6,294.811 2022.8,283.249 2023,372.212 \n",
       "  2023.19,438.676 2023.39,432.757 2023.58,218.781 2023.78,310.356 2023.98,324.609 2024.17,358.243 2024.37,247.454 2024.57,332.072 2024.76,321.688 2024.96,368.64 \n",
       "  2025.15,333.501 2025.35,398.633 2025.55,256.598 2025.74,261.883 2025.94,266.094 2026.14,280.678 2026.33,393.076 2026.53,311.1 2026.73,318.72 2026.92,389.594 \n",
       "  2027.12,183.681 2027.31,355.694 2027.51,306.29 2027.71,240.502 2027.9,454.247 2028.1,371.126 2028.3,224.791 2028.49,601.024 2028.69,296.91 2028.88,392.496 \n",
       "  2029.08,257.844 2029.28,434.559 2029.47,373.482 2029.67,359.39 2029.87,213.683 2030.06,336.897 2030.26,317.428 2030.45,240.744 2030.65,315.554 2030.85,324.152 \n",
       "  2031.04,526.867 2031.24,302.888 2031.44,200.98 2031.63,413.868 2031.83,424.298 2032.02,335.577 2032.22,233.589 2032.42,394.716 2032.61,264.962 2032.81,389.448 \n",
       "  2033.01,297.699 2033.2,272.673 2033.4,321.805 2033.6,254.521 2033.79,527.369 2033.99,246.313 2034.18,295.049 2034.38,262.854 2034.58,278.412 2034.77,185.594 \n",
       "  2034.97,248.082 2035.17,340.594 2035.36,236.011 2035.56,226.893 2035.75,259.448 2035.95,246.908 2036.15,348.402 2036.34,334.863 2036.54,375.201 2036.74,278.702 \n",
       "  2036.93,239.174 2037.13,258.235 2037.32,265.241 2037.52,262.091 2037.72,104.318 2037.91,153.022 2038.11,326.836 2038.31,162.032 2038.5,418.993 2038.7,384.886 \n",
       "  2038.9,351.077 2039.09,208.607 2039.29,408.247 2039.48,281.288 2039.68,374.42 2039.88,385.64 2040.07,336.499 2040.27,356.553 2040.47,215.815 2040.66,264.612 \n",
       "  2040.86,199.682 2041.05,289.838 2041.25,271.621 2041.45,320.674 2041.64,309.571 2041.84,289.257 2042.04,330.095 2042.23,345.439 2042.43,311.42 2042.62,285.17 \n",
       "  2042.82,339.327 2043.02,331.069 2043.21,198.14 2043.41,316.925 2043.61,311.017 2043.8,402.341 2044,316.362 2044.19,292.11 2044.39,319.27 2044.59,278.77 \n",
       "  2044.78,246.932 2044.98,257.403 2045.18,179.357 2045.37,288.853 2045.57,343.914 2045.77,325.578 2045.96,431.573 2046.16,331.669 2046.35,388.21 2046.55,345.318 \n",
       "  2046.75,368.435 2046.94,302.662 2047.14,223.159 2047.34,495.564 2047.53,270.516 2047.73,286.85 2047.92,313.918 2048.12,314.614 2048.32,298.816 2048.51,242.505 \n",
       "  2048.71,294.775 2048.91,167.617 2049.1,232.544 2049.3,368.71 2049.49,288.304 2049.69,283.826 2049.89,269.022 2050.08,411.67 2050.28,468.62 2050.48,319.419 \n",
       "  2050.67,316.187 2050.87,380.748 2051.07,365.821 2051.26,311.583 2051.46,396.285 2051.65,403.182 2051.85,363.003 2052.05,196.034 2052.24,371.4 2052.44,464.268 \n",
       "  2052.64,366.389 2052.83,482.612 2053.03,414.786 2053.22,525.124 2053.42,284.807 2053.62,387.867 2053.81,284.248 2054.01,301.232 2054.21,485.318 2054.4,344.144 \n",
       "  2054.6,324.867 2054.79,264.937 2054.99,258.243 2055.19,377.989 2055.38,413.403 2055.58,316.723 2055.78,260.727 2055.97,496.301 2056.17,416.713 2056.36,239.177 \n",
       "  2056.56,203.922 2056.76,290.649 2056.95,277.865 2057.15,256.683 2057.35,275.624 2057.54,356.537 2057.74,323.47 2057.94,337.622 2058.13,161.802 2058.33,359.163 \n",
       "  2058.52,347.704 2058.72,290.446 2058.92,326.539 2059.11,354.125 2059.31,443.85 2059.51,265.497 2059.7,360.536 2059.9,328.929 2060.09,238.832 2060.29,220.566 \n",
       "  2060.49,436.852 2060.68,247.654 2060.88,560.067 2061.08,287.639 2061.27,229.856 2061.47,312.211 2061.66,281.265 2061.86,291.435 2062.06,368.413 2062.25,331.869 \n",
       "  2062.45,266.72 2062.65,308.361 2062.84,349.53 2063.04,455.124 2063.23,397.594 2063.43,281.786 2063.63,293.802 2063.82,246.727 2064.02,266.21 2064.22,312.948 \n",
       "  2064.41,241.184 2064.61,401.23 2064.81,373.262 2065,370.624 2065.2,265.286 2065.39,391.309 2065.59,323.064 2065.79,279.001 2065.98,361.661 2066.18,224.27 \n",
       "  2066.38,307.177 2066.57,366.824 2066.77,282.078 2066.96,316.113 2067.16,296.206 2067.36,446.1 2067.55,327.258 2067.75,316.948 2067.95,435.201 2068.14,454.808 \n",
       "  2068.34,507.607 2068.53,297.443 2068.73,395.598 2068.93,367.019 2069.12,302.429 2069.32,347.414 2069.52,514.185 2069.71,327.969 2069.91,460.907 2070.11,332.519 \n",
       "  2070.3,406.837 2070.5,406.876 2070.69,363.845 2070.89,365.015 2071.09,304.021 2071.28,298.011 2071.48,412.532 2071.68,318.484 2071.87,279.327 2072.07,211.409 \n",
       "  2072.26,272.607 2072.46,283.847 2072.66,351.985 2072.85,364.01 2073.05,331.961 2073.25,352.587 2073.44,282.104 2073.64,288.245 2073.83,274.224 2074.03,361.684 \n",
       "  2074.23,277.412 2074.42,272.952 2074.62,247.404 2074.82,253.819 2075.01,241.47 2075.21,325.871 2075.4,425.52 2075.6,387.449 2075.8,314.579 2075.99,313.935 \n",
       "  2076.19,258.627 2076.39,381.526 2076.58,395.686 2076.78,267.754 2076.98,230.102 2077.17,247.173 2077.37,424.978 2077.56,309.304 2077.76,424.323 2077.96,382.99 \n",
       "  2078.15,274.554 2078.35,280.365 2078.55,353.111 2078.74,296.878 2078.94,253.121 2079.13,314.145 2079.33,463.873 2079.53,440.388 2079.72,412.075 2079.92,319.607 \n",
       "  2080.12,416.253 2080.31,440.168 2080.51,307.795 2080.7,288.796 2080.9,408.568 2081.1,265.378 2081.29,188.501 2081.49,289.107 2081.69,277.778 2081.88,366.882 \n",
       "  2082.08,433.33 2082.28,427.513 2082.47,213.832 2082.67,304.325 2082.86,319.599 2083.06,353.169 2083.26,241.988 2083.45,327.434 2083.65,316.203 2083.85,363.536 \n",
       "  2084.04,328.801 2084.24,393.186 2084.43,251.293 2084.63,256.817 2084.83,261.779 2085.02,275.417 2085.22,387.697 2085.42,305.854 2085.61,314.714 2085.81,385.295 \n",
       "  2086,179.004 2086.2,352.462 2086.4,301.343 2086.59,235.29 2086.79,449.082 2086.99,365.717 2087.18,219.819 2087.38,596.458 2087.57,290.625 2087.77,386.977 \n",
       "  2087.97,252.932 2088.16,430.505 2088.36,368.733 2088.56,353.942 2088.75,208.731 2088.95,332.005 2089.15,312.482 2089.34,235.595 2089.54,309.687 2089.73,319.72 \n",
       "  2089.93,521.623 2090.13,298.598 2090.32,196.371 2090.52,408.474 2090.72,420.331 2090.91,330.575 2091.11,228.767 2091.3,390.236 2091.5,259.794 2091.7,384.47 \n",
       "  2091.89,292.782 2092.09,267.672 2092.29,317.425 2092.48,249.024 2092.68,522.443 2092.87,241.826 2093.07,290.054 2093.27,257.962 2093.46,274.546 2093.66,180.495 \n",
       "  2093.86,242.73 2094.05,334.873 2094.25,230.352 2094.44,221.461 2094.64,254.857 2094.84,240.923 2095.03,343.196 2095.23,329.435 2095.43,370.289 2095.62,273.212 \n",
       "  2095.82,233.359 2096.02,251.924 2096.21,259.951 2096.41,256.23 2096.6,99.3604 2096.8,148.093 2097,322.724 2097.19,156.81 2097.39,415.432 2097.59,378.598 \n",
       "  2097.78,346.1 2097.98,203.344 2098.17,402.283 2098.37,275.968 2098.57,369.054 2098.76,380.267 2098.96,332.39 2099.16,351.072 2099.35,210.757 2099.55,259.194 \n",
       "  2099.74,194.935 2099.94,284.166 2100.14,265.552 2100.33,315.996 2100.53,304.614 2100.73,283.412 2100.92,324.655 2101.12,340.212 2101.32,306.841 2101.51,279.096 \n",
       "  2101.71,334.653 2101.9,324.719 2102.1,193.792 2102.3,311.728 2102.49,306.163 2102.69,398.597 2102.89,312.1 2103.08,287.408 2103.28,313.455 2103.47,273.278 \n",
       "  2103.67,242.88 2103.87,251.914 2104.06,174.471 2104.26,282.8 2104.46,339.496 2104.65,320.126 2104.85,425.358 2105.04,326.137 2105.24,382.325 2105.44,341.081 \n",
       "  2105.63,363.411 2105.83,296.802 2106.03,218.693 2106.22,491.52 2106.42,266.743 2106.61,281.52 2106.81,309.111 2107.01,308.958 2107.2,294.572 2107.4,237.342 \n",
       "  2107.6,289.03 2107.79,163.217 2107.99,226.903 2108.19,363.876 2108.38,283.312 2108.58,278.3 2108.77,263.491 2108.97,407.339 2109.17,464.449 2109.36,313.287 \n",
       "  2109.56,312.031 2109.76,375.003 2109.95,361.729 2110.15,306.731 2110.34,391.637 2110.54,398.612 2110.74,356.959 2110.93,191.783 2111.13,366.292 2111.33,459.206 \n",
       "  2111.52,362.296 2111.72,478.058 2111.91,410.203 2112.11,520.928 2112.31,279.349 2112.5,383.089 2112.7,278.772 2112.9,296.601 2113.09,480.261 2113.29,339.701 \n",
       "  2113.49,319.559 2113.68,259.537 2113.88,254.115 2114.07,372.805 2114.27,408.231 2114.47,312.007 2114.66,254.778 2114.86,491.254 2115.06,411.376 2115.25,234.052 \n",
       "  2115.45,199.014 2115.64,284.874 2115.84,273.103 2116.04,251.429 2116.23,270.354 2116.43,350.754 2116.63,318.757 2116.82,333.639 2117.02,157.013 2117.21,353.414 \n",
       "  2117.41,342.667 2117.61,285.185 2117.8,321.756 2118,350.064 2118.2,439.782 2118.39,260.99 2118.59,355.296 2118.78,324.234 2118.98,233.628 2119.18,217.005 \n",
       "  2119.37,431.212 2119.57,242.086 2119.77,555.123 2119.96,283.408 2120.16,224.314 2120.36,307.18 2120.55,276.861 2120.75,286.13 2120.94,363.294 2121.14,326.932 \n",
       "  2121.34,261.851 2121.53,302.863 2121.73,344.437 2121.93,450.034 2122.12,392.59 2122.32,277.06 2122.51,289.376 2122.71,242.323 2122.91,261.301 2123.1,307.522 \n",
       "  2123.3,236.066 2123.5,396.53 2123.69,367.992 2123.89,366.521 2124.08,260.176 2124.28,386.814 2124.48,317.464 2124.67,273.894 2124.87,356.304 2125.07,219.853 \n",
       "  2125.26,302.863 2125.46,362.208 2125.65,277.334 2125.85,311.303 2126.05,290.934 2126.24,441.172 2126.44,323.182 2126.64,312.033 2126.83,429.757 2127.03,449.661 \n",
       "  2127.23,502.302 2127.42,292.218 2127.62,390.068 2127.81,361.077 2128.01,297.274 2128.21,344.217 2128.4,509.259 2128.6,322.043 2128.8,456.102 2128.99,327.574 \n",
       "  2129.19,401.777 2129.38,402.451 2129.58,358.706 2129.78,360.271 2129.97,298.649 2130.17,292.432 2130.37,407.639 2130.56,313.425 2130.76,274.588 2130.95,205.858 \n",
       "  2131.15,267.095 2131.35,278.626 2131.54,347.801 2131.74,359.355 2131.94,326.701 2132.13,346.75 2132.33,277.036 2132.53,282.808 2132.72,268.822 2132.92,356.369 \n",
       "  2133.11,272.829 2133.31,267.98 2133.51,242.752 2133.7,249.793 2133.9,236.192 2134.1,321.268 2134.29,422.13 2134.49,382.896 2134.68,309.796 2134.88,309.462 \n",
       "  2135.08,253.357 2135.27,376.353 2135.47,391.726 2135.67,263.073 2135.86,225.309 2136.06,242.963 2136.25,421.004 2136.45,303.929 2136.65,418.704 2136.84,378.243 \n",
       "  2137.04,269.638 2137.24,275.365 2137.43,348.033 2137.63,291.592 2137.82,248.194 2138.02,308.582 2138.22,458.346 2138.41,434.85 2138.61,406.247 2138.81,314.661 \n",
       "  2139,411.273 2139.2,435.695 2139.4,303.338 2139.59,284.706 2139.79,403.764 2139.98,260.194 2140.18,183.564 2140.38,283.721 2140.57,272.618 2140.77,361.833 \n",
       "  2140.97,428.237 2141.16,422.527 2141.36,209.17 2141.55,298.615 2141.75,314.874 2141.95,348.365 2142.14,236.821 2142.34,323.055 2142.54,311.004 2142.73,358.713 \n",
       "  2142.93,324.356 2143.12,388.026 2143.32,246.279 2143.52,252.046 2143.71,257.706 2143.91,270.442 2144.11,382.591 2144.3,300.893 2144.5,310.936 2144.7,381.238 \n",
       "  2144.89,174.611 2145.09,349.443 2145.28,296.664 2145.48,230.359 2145.68,444.178 2145.87,360.572 2146.07,215.122 2146.27,592.103 2146.46,284.671 2146.66,381.746 \n",
       "  2146.85,248.302 2147.05,426.689 2147.25,364.246 2147.44,348.786 2147.64,204.06 2147.84,327.377 2148.03,307.812 2148.23,230.745 2148.42,304.144 2148.62,315.558 \n",
       "  2148.82,516.622 2149.01,294.578 2149.21,192.032 2149.41,403.364 2149.6,416.599 2149.8,325.844 2149.99,224.213 2150.19,386.003 2150.39,254.917 2150.58,379.768 \n",
       "  2150.78,288.148 2150.98,262.958 2151.17,313.3 2151.37,243.82 2151.57,517.752 2151.76,237.614 2151.96,285.347 2152.15,253.344 2152.35,270.924 2152.55,175.693 \n",
       "  2152.74,237.665 2152.94,329.452 2153.14,225.006 2153.33,216.321 2153.53,250.534 2153.72,235.262 2153.92,338.258 2154.12,324.294 2154.31,365.64 2154.51,268.017 \n",
       "  2154.71,227.865 2154.9,245.94 2155.1,254.955 2155.29,250.693 2155.49,94.7027 2155.69,143.461 2155.88,318.859 2156.08,151.893 2156.28,412.114 2156.47,372.621 \n",
       "  2156.67,341.382 2156.86,198.383 2157.06,396.608 2157.26,270.938 2157.45,363.961 2157.65,375.165 2157.85,328.525 2158.04,345.889 2158.24,205.985 2158.44,254.059 \n",
       "  2158.63,190.46 2158.83,278.784 2159.02,259.781 2159.22,311.568 2159.42,299.929 2159.61,277.87 2159.81,319.483 2160.01,335.247 2160.2,302.527 2160.4,273.332 \n",
       "  2160.59,330.248 2160.79,318.683 2160.99,189.702 2161.18,306.803 2161.38,301.574 2161.58,395.07 2161.77,308.065 2161.97,282.969 2162.16,307.957 2162.36,268.078 \n",
       "  2162.56,239.062 2162.75,246.721 2162.95,169.876 2163.15,277.07 2163.34,335.317 2163.54,314.979 2163.74,419.435 2163.93,320.885 2164.13,376.72 2164.32,337.059 \n",
       "  2164.52,358.657 2164.72,291.238 2164.91,214.481 2165.11,487.694 2165.31,263.195 2165.5,276.487 2165.7,304.562 2165.89,303.598 2166.09,290.565 2166.29,232.465 \n",
       "  2166.48,283.586 2166.68,159.082 2166.88,221.562 2167.07,359.297 2167.27,278.584 2167.46,273.059 2167.66,258.253 2167.86,403.246 2168.05,460.508 2168.25,307.462 \n",
       "  2168.45,308.12 2168.64,369.539 2168.84,357.877 2169.03,302.136 2169.23,387.236 2169.43,394.269 2169.62,351.211 2169.82,187.796 2170.02,361.451 2170.21,454.394 \n",
       "  2170.41,358.429 2170.61,473.73 2170.8,405.862 2171,516.952 2171.19,274.181 2171.39,378.567 2171.59,273.599 2171.78,292.212 2171.98,475.439 2172.18,335.506 \n",
       "  2172.37,314.515 2172.57,254.428 2172.76,250.24 2172.96,367.872 2173.16,403.308 2173.35,307.545 2173.55,249.124 2173.75,486.457 2173.94,406.301 2174.14,229.221 \n",
       "  2174.33,194.39 2174.53,279.396 2174.73,268.621 2174.92,246.469 2175.12,265.369 2175.32,345.255 2175.51,314.287 2175.71,329.89 2175.91,152.515 2176.1,347.945 \n",
       "  2176.3,337.905 2176.49,280.194 2176.69,317.249 2176.89,346.244 2177.08,435.941 2177.28,256.75 2177.48,350.316 2177.67,319.793 2177.87,228.707 2178.06,213.67 \n",
       "  2178.26,425.844 2178.46,236.811 2178.65,550.422 2178.85,279.417 2179.05,219.062 2179.24,302.416 2179.44,272.705 2179.63,281.105 2179.83,358.428 2180.03,322.26 \n",
       "  2180.22,257.246 2180.42,297.642 2180.62,339.611 2180.81,445.209 2181.01,387.845 2181.2,272.59 2181.4,285.195 2181.6,238.175 2181.79,256.65 2181.99,302.375 \n",
       "  2182.19,231.23 2182.38,392.081 2182.58,362.992 2182.78,362.648 2182.97,255.33 2183.17,382.561 2183.36,312.146 2183.56,269.07 2183.76,351.227 2183.95,215.699 \n",
       "  2184.15,298.788 2184.35,357.85 2184.54,272.848 2184.74,306.757 2184.93,285.939 2185.13,436.487 2185.33,319.334 2185.52,307.381 2185.72,424.574 2185.92,444.771 \n",
       "  2186.11,497.228 2186.31,287.263 2186.5,384.796 2186.7,355.432 2186.9,292.401 2187.09,341.232 2187.29,504.575 2187.49,316.416 2187.68,451.554 2187.88,322.889 \n",
       "  2188.08,396.972 2188.27,398.267 2188.47,353.823 2188.66,355.79 2188.86,293.548 2189.06,287.133 2189.25,402.99 2189.45,308.648 2189.65,270.112 2189.84,200.605 \n",
       "  2190.04,261.87 2190.23,273.678 2190.43,343.852 2190.63,354.93 2190.82,321.711 2191.02,341.198 2191.22,272.242 2191.41,277.649 2191.61,263.697 2191.8,351.322 \n",
       "  2192,268.497 2192.2,263.273 2192.39,238.353 2192.59,246.011 2192.79,231.204 2192.98,316.915 2193.18,418.949 2193.37,378.594 2193.57,305.259 2193.77,305.238 \n",
       "  2193.96,248.351 2194.16,371.439 2194.36,387.994 2194.55,258.653 2194.75,220.781 2194.95,238.995 2195.14,417.25 2195.34,298.821 2195.53,413.333 2195.73,373.748 \n",
       "  2195.93,264.992 2196.12,270.639 2196.32,343.2 2196.52,286.593 2196.71,243.54 2196.91,303.294 2197.1,453.076 2197.3,429.581 2197.5,400.704 2197.69,309.982 \n",
       "  2197.89,406.534 2198.09,431.443 2198.28,299.147 2198.48,280.851 2198.67,399.199 2198.87,255.3 2199.07,178.911 2199.26,278.628 2199.46,267.742 2199.66,357.044 \n",
       "  2199.85,423.378 2200.05,417.78 2200.24,204.77 2200.44,293.2 2200.64,310.409 2200.83,343.809 2201.03,231.927 2201.23,318.914 2201.42,306.066 2201.62,354.147 \n",
       "  2201.82,320.143 2202.01,383.129 2202.21,241.531 2202.4,247.544 2202.6,253.855 2202.8,265.726 2202.99,377.737 2203.19,296.195 2203.39,307.364 2203.58,377.404 \n",
       "  2203.78,170.477 2203.97,346.616 2204.17,292.231 2204.37,225.684 2204.56,439.517 2204.76,355.67 2204.96,210.676 2205.15,587.943 2205.35,279.02 2205.54,376.781 \n",
       "  2205.74,243.931 2205.94,423.088 2206.13,359.997 2206.33,343.896 2206.53,199.645 2206.72,322.991 2206.92,303.394 2207.12,226.168 2207.31,298.898 2207.51,311.642 \n",
       "  2207.7,511.846 2207.9,290.803 2208.1,187.94 2208.29,398.517 2208.49,413.08 2208.69,321.362 2208.88,219.904 2209.08,381.995 2209.27,250.308 2209.47,375.318 \n",
       "  2209.67,283.772 2209.86,258.507 2210.06,309.408 2210.26,238.886 2210.45,513.276 2210.65,233.653 2210.84,280.903 2211.04,248.976 2211.24,267.525 2211.43,171.161 \n",
       "  2211.63,232.863 2211.83,324.305 2212.02,219.948 2212.22,211.446 2212.41,246.454 2212.61,229.897 2212.81,333.566 2213,319.415 2213.2,361.231 2213.4,263.096 \n",
       "  2213.59,222.666 2213.79,240.258 2213.99,250.228 2214.18,245.454 2214.38,90.319 2214.57,139.1 2214.77,315.218 2214.97,147.253 2215.16,409.017 2215.36,366.93 \n",
       "  2215.56,336.903 2215.75,193.698 2215.95,391.2 2216.14,266.174 2216.34,359.12 2216.54,370.314 2216.73,324.885 2216.93,340.981 2217.13,201.477 2217.32,249.183 \n",
       "  2217.52,186.234 2217.71,273.667 2217.91,254.285 2218.11,307.367 2218.3,295.492 2218.5,272.607 2218.7,314.56 2218.89,330.522 2219.09,298.458 2219.29,267.853 \n",
       "  2219.48,326.087 2219.68,312.937 2219.87,185.848 2220.07,302.129 2220.27,297.228 2220.46,391.741 2220.66,304.238 2220.86,278.768 2221.05,302.75 2221.25,263.147 \n",
       "  2221.44,235.457 2221.64,241.802 2221.84,165.547 2222.03,271.637 2222.23,331.355 2222.43,310.113 2222.62,413.784 2222.82,315.89 2223.01,371.374 2223.21,333.233 \n",
       "  2223.41,354.153 2223.6,285.948 2223.8,210.501 2224,484.069 2224.19,259.853 2224.39,271.727 2224.58,300.248 2224.78,298.509 2224.98,286.773 2225.17,227.849 \n",
       "  2225.37,278.421 2225.57,155.189 2225.76,216.496 2225.96,354.952 2226.16,274.096 2226.35,268.078 2226.55,253.283 2226.74,399.37 2226.94,456.777 2227.14,301.919 \n",
       "  2227.33,304.431 2227.53,364.336 2227.73,354.244 2227.92,297.777 2228.12,383.063 2228.31,390.135 2228.51,345.734 2228.71,184.047 2228.9,356.853 2229.1,449.815 \n",
       "  2229.3,354.767 2229.49,469.608 2229.69,401.742 2229.88,513.177 2230.08,269.277 2230.28,374.279 2230.47,268.701 2230.67,288.046 2230.87,470.835 2231.06,331.536 \n",
       "  2231.26,309.714 2231.45,249.587 2231.65,246.596 2231.85,363.172 2232.04,398.613 2232.24,303.315 2232.44,243.743 2232.63,481.892 2232.83,401.467 2233.03,224.659 \n",
       "  2233.22,190.026 2233.42,274.191 2233.61,264.397 2233.81,241.779 2234.01,260.643 2234.2,340.017 2234.4,310.039 2234.6,326.354 2234.79,148.283 2234.99,342.735 \n",
       "  2235.18,333.397 2235.38,275.451 2235.58,312.994 2235.77,342.644 2235.97,432.31 2236.17,252.754 2236.36,345.576 2236.56,315.586 2236.75,224.044 2236.95,210.539 \n",
       "  2237.15,420.728 2237.34,231.804 2237.54,545.945 2237.74,275.645 2237.93,214.076 2238.13,297.896 2238.33,268.776 2238.52,276.339 2238.72,353.795 2238.91,317.83 \n",
       "  2239.11,252.882 2239.31,292.676 2239.5,335.028 2239.7,440.628 2239.9,383.339 2240.09,268.355 2240.29,281.239 2240.48,234.261 2240.68,252.235 2240.88,297.485 \n",
       "  2241.07,226.653 2241.27,387.863 2241.47,358.24 2241.66,358.985 2241.86,250.726 2242.05,378.532 2242.25,307.087 2242.45,264.507 2242.64,346.407 2242.84,211.784 \n",
       "  2243.04,294.932 2243.23,353.727 2243.43,268.6 2243.62,302.454 2243.82,281.197 2244.02,432.024 2244.21,315.693 2244.41,302.971 2244.61,419.631 2244.8,440.118 \n",
       "  2245,492.367 2245.2,282.556 2245.39,379.762 2245.59,350.062 2245.78,287.786 2245.98,338.438 2246.18,500.117 2246.37,311.064 2246.57,447.241 2246.77,318.441 \n",
       "  2246.96,392.4 2247.16,394.303 2247.35,349.175 2247.55,351.549 2247.75,288.695 2247.94,282.094 2248.14,398.564 2248.34,304.131 2248.53,265.878 2248.73,195.627 \n",
       "  2248.92,256.908 2249.12,268.981 2249.32,340.118 2249.51,350.717 2249.71,316.969 2249.91,335.91 2250.1,267.699 2250.3,272.744 2250.5,258.827 2250.69,346.523 \n",
       "  2250.89,264.395 2251.08,258.81 2251.28,234.185 2251.48,242.451 2251.67,226.484 2251.87,312.789 2252.07,415.956 2252.26,374.523 2252.46,300.949 2252.65,301.243 \n",
       "  2252.85,243.591 2253.05,366.764 2253.24,384.472 2253.44,254.474 2253.64,216.496 2253.83,235.247 2254.03,413.699 2254.22,293.961 2254.42,408.192 2254.62,369.486 \n",
       "  2254.81,260.595 2255.01,266.166 2255.21,338.594 2255.4,281.858 2255.6,239.137 2255.79,298.26 2255.99,448.043 2256.19,424.563 2256.38,395.425 2256.58,305.547 \n",
       "  2256.78,402.018 2256.97,427.394 2257.17,295.2 2257.37,277.211 2257.56,394.855 2257.76,250.672 2257.95,174.517 2258.15,273.801 2258.35,263.128 2258.54,352.492 \n",
       "  2258.74,418.734 2258.94,413.253 2259.13,200.61 2259.33,288.057 2259.52,306.181 2259.72,339.48 2259.92,227.284 2260.11,314.991 2260.31,301.37 2260.51,349.818 \n",
       "  2260.7,316.143 2260.9,378.476 2261.09,237.027 2261.29,243.288 2261.49,250.206 2261.68,261.251 2261.88,373.114 2262.08,291.737 2262.27,303.981 2262.47,373.773 \n",
       "  2262.66,166.578 2262.86,343.964 2263.06,288.021 2263.25,221.246 2263.45,435.078 2263.65,350.993 2263.84,206.461 2264.04,583.963 2264.24,273.65 2264.43,372.06 \n",
       "  2264.63,239.796 2264.82,419.685 2265.02,355.969 2265.22,339.253 2265.41,195.464 2265.61,318.826 2265.81,299.207 2266,221.841 2266.2,293.927 2266.39,307.951 \n",
       "  2266.59,507.278 2266.79,287.252 2266.98,184.072 2267.18,393.911 2267.38,409.758 2267.57,317.107 2267.77,215.819 2267.96,378.193 2268.16,245.942 2268.36,371.1 \n",
       "  2268.55,279.632 2268.75,254.295 2268.95,305.729 2269.14,234.199 2269.34,509.001 2269.54,229.922 2269.73,276.7 2269.93,244.84 2270.12,264.33 2270.32,166.877 \n",
       "  2270.52,228.303 2270.71,319.411 2270.91,215.154 2271.11,206.817 2271.3,242.599 2271.5,224.805 2271.69,329.102 2271.89,314.778 2272.09,357.042 2272.28,258.424 \n",
       "  2272.48,217.737 2272.68,234.855 2272.87,245.748 2273.07,240.489 2273.26,86.1857 2273.46,134.986 2273.66,311.783 2273.85,142.867 2274.05,406.124 2274.25,361.505 \n",
       "  2274.44,332.642 2274.64,189.267 2274.83,386.039 2275.03,261.653 2275.23,354.51 2275.42,365.695 2275.62,321.451 2275.82,336.324 2276.01,197.209 2276.21,244.546 \n",
       "  2276.41,182.236 2276.6,268.797 2276.8,249.043 2276.99,303.376 2277.19,291.282 2277.39,267.601 2277.58,309.865 2277.78,326.018 2277.98,294.611 2278.17,262.637 \n",
       "  2278.37,322.151 2278.56,307.458 2278.76,182.208 2278.96,297.685 2279.15,293.105 2279.35,388.594 2279.55,300.602 2279.74,274.787 2279.94,297.81 2280.13,258.463 \n",
       "  2280.33,232.046 2280.53,237.133 2280.72,161.459 2280.92,266.479 2281.12,327.594 2281.31,305.505 2281.51,408.385 2281.71,311.134 2281.9,366.268 2282.1,329.587 \n",
       "  2282.29,349.878 2282.49,280.909 2282.69,206.735 2282.88,480.628 2283.08,256.698 2283.28,267.217 2283.47,296.152 2283.67,293.67 2283.86,283.178 2284.06,223.472 \n",
       "  2284.26,273.511 2284.45,151.517 2284.65,211.684 2284.85,350.823 2285.04,269.829 2285.24,263.337 2285.43,248.561 2285.63,395.694 2285.83,453.239 2286.02,296.639 \n",
       "  2286.22,300.946 2286.42,359.375 2286.61,350.812 2286.81,293.634 2287,379.098 2287.2,386.192 2287.4,340.509 2287.59,180.518 2287.79,352.48 2287.99,445.45 \n",
       "  2288.18,351.293 2288.38,465.677 2288.58,397.826 2288.77,509.588 2288.97,264.617 2289.16,370.206 2289.36,264.058 2289.56,284.084 2289.75,466.431 2289.95,327.775 \n",
       "  2290.15,305.137 2290.34,244.992 2290.54,243.162 2290.73,358.684 2290.93,394.13 2291.13,299.3 2291.32,238.612 2291.52,477.539 2291.72,396.856 2291.91,220.344 \n",
       "  2292.11,185.9 2292.3,269.239 2292.5,260.407 2292.7,237.337 2292.89,256.156 2293.09,335.021 2293.29,305.995 2293.48,323.014 2293.68,144.295 2293.87,337.763 \n",
       "  \n",
       "  \"/>\n",
       "</svg>\n"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(scores, xlabel=\"iterations of stochastic gradient descent\", \n",
    "    ylabel=\"Estimate of expected conditional log likelihood\", label=nothing)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise\n",
    "\n",
    "It is common to \"vectorize\" deep learning code so that it runs on multiple inputs at a time. This is important for making efficient use of GPU resources when training. The TensorFlow code above is vectorized across images. Construct a new TFFunction that only runs on one image at a time, and use a Julia for loop over multiple invocations of this new TFFunction, one for each image. Run the training procedure for 100 iterations. Comment on the performance difference."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have provided you with starter code, including a new TensorFlow computation graph where `x` is a placeholder for a single image, and where `probs_unvec` are the digit class probabilities for a single image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# input images, shape (784,)\n",
    "x = tf.compat.v1.placeholder(tf.float64, shape=(784,))\n",
    "\n",
    "# weight matrix parameter for soft-max regression, shape (784, 10)\n",
    "# initialize to a zeros matrix generated by Julia.\n",
    "W_unvec = tf.compat.v1.Variable(init_W)\n",
    "    \n",
    "# bias vector parameter for soft-max regression, shape (10,)\n",
    "# initialize to a zeros vector generated by Julia.\n",
    "b_unvec = tf.compat.v1.Variable(init_b)\n",
    "\n",
    "# probabilities for each class, shape (10,)\n",
    "probs_unvec = tf.squeeze(nn.softmax(tf.add(tf.matmul(tf.expand_dims(x, axis=0), W_unvec), b_unvec), axis=1), axis=0);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also provide you with the definition of the new TFFunction based on this computation graph:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf_softmax_model_single = TFFunction([W_unvec, b_unvec], [x], probs_unvec);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use an update that modifies the parameters of `tf_softmax_model_single`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "update_unvec = Gen.ParamUpdate(Gen.FixedStepGradientDescent(0.00001), tf_softmax_model_single => [W_unvec, b_unvec]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fill in the missing sections in the cells below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "@gen function digit_model_single_image(x::Vector{Float64})\n",
    "    \n",
    "    # number of pixels in the image\n",
    "    D = length(x)\n",
    "    \n",
    "    # < your code here >\n",
    "    \n",
    "    # sample the digit label for the image\n",
    "    @trace(categorical(probs), :y)\n",
    "    \n",
    "    return nothing\n",
    "end;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "@gen function digit_model_unvectorized(xs::Matrix{Float64})\n",
    "    (N, D) = size(xs)\n",
    "    for i=1:N\n",
    "\n",
    "         # < your code here >\n",
    "    \n",
    "    end\n",
    "    \n",
    "    return nothing\n",
    "end;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After you have filled in the cells above, try running `digit_model_unvectorized` on some input to help debug your solution. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, fill in the data generator that you will use to train the new model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "function data_generator_unvectorized()\n",
    "    (xs, ys) = next_batch(training_data_loader, 100)\n",
    "    @assert size(xs) == (100, 784)\n",
    "    @assert size(ys) == (100,)\n",
    "    \n",
    "    # < your code here >\n",
    "    \n",
    "end;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, perform the training:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "@time scores_unvec = Gen.train!(digit_model_unvectorized, data_generator_unvectorized, update_unvec;\n",
    "    num_epoch=10000, epoch_size=1, num_minibatch=1, minibatch_size=1, verbose=false);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot(scores_unvec)\n",
    "xlabel(\"iterations of stochastic gradient descent\")\n",
    "ylabel(\"Estimate of expected conditional log likelihood\");"
   ]
  }
 ],
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