From 840bf0c9c0163f1ae54a866747addc4182026670 Mon Sep 17 00:00:00 2001 From: Jingles Date: Mon, 30 Nov 2020 22:16:15 +0800 Subject: [PATCH 1/2] Added new category "Signal Processing with Python" and added 1 tutorial for signal processing --- README.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/README.md b/README.md index e0f40a8..5c0a0d7 100644 --- a/README.md +++ b/README.md @@ -212,6 +212,9 @@ - [**Sentiment Analysis with bag-of-words**](http://ataspinar.com/2016/01/21/sentiment-analysis-with-bag-of-words/) - [**Sentiment Analysis with Naive Bayes**](http://ataspinar.com/2016/02/15/sentiment-analysis-with-the-naive-bayes-classifier/) +## Signal Processing with Python +- [Tutorials to get started on signal processings for machine learning](https://github.com/jinglescode/python-signal-processing) + ## Pickle: convert a python object into a character stream - [Python serialization - Why pickle?](http://stackoverflow.com/questions/8968884/python-serialization-why-pickle) - [**Serializing Python Objects**](http://www.diveinto.org/python3/serializing.html), [**Binary Files**](http://www.diveinto.org/python3/files.html#binary) From 408293883a4a605175d82dab5d340393cc3b4d41 Mon Sep 17 00:00:00 2001 From: "Hong Jing (Jingles)" Date: Fri, 30 Apr 2021 19:31:41 +0800 Subject: [PATCH 2/2] Created using Colaboratory --- demo-predicting-stock-prices.ipynb | 765 +++++++++++++++++++++++++++++ 1 file changed, 765 insertions(+) create mode 100644 demo-predicting-stock-prices.ipynb diff --git a/demo-predicting-stock-prices.ipynb b/demo-predicting-stock-prices.ipynb new file mode 100644 index 0000000..c107d8f --- /dev/null +++ b/demo-predicting-stock-prices.ipynb @@ -0,0 +1,765 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Demo - Predicting Stock Prices with LSTM", + "provenance": [], + "authorship_tag": "ABX9TyOD6Si7LpTbT6BYh7ry+w/J", + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "cellView": "form", + "id": "z68p_q4eISQP", + "outputId": "efba2cf6-a784-4bef-f6cb-ecc1e8df90f2" + }, + "source": [ + "#@title Load Python libraries\n", + "\n", + "! pip install alpha_vantage -q\n", + "\n", + "# pip install numpy\n", + "import numpy as np\n", + "\n", + "# pip install torch\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "import torch.optim as optim\n", + "from torch.utils.data import Dataset\n", + "from torch.utils.data import DataLoader\n", + "\n", + "# pip install matplotlib\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.pyplot import figure\n", + "\n", + "# pip install alpha_vantage\n", + "from alpha_vantage.timeseries import TimeSeries \n", + "\n", + "print(\"All libraries loaded\")" + ], + "execution_count": 11, + "outputs": [ + { + "output_type": "stream", + "text": [ + "All libraries loaded\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "FUcYIRwMIVPV" + }, + "source": [ + "config = {\n", + " \"alpha_vantage\": {\n", + " \"key\": \"DEMO\", # Claim your free API key here: https://www.alphavantage.co/support/#api-key\n", + " \"symbol\": \"IBM\",\n", + " \"outputsize\": \"full\",\n", + " \"key_adjusted_close\": \"5. adjusted close\",\n", + " },\n", + " \"data\": {\n", + " \"window_size\": 20,\n", + " \"train_split_size\": 0.80,\n", + " }, \n", + " \"plots\": {\n", + " \"xticks_interval\": 90,\n", + " \"color_actual\": \"#001f3f\",\n", + " \"color_train\": \"#3D9970\",\n", + " \"color_val\": \"#0074D9\",\n", + " \"color_pred_train\": \"#3D9970\",\n", + " \"color_pred_val\": \"#0074D9\",\n", + " \"color_pred_test\": \"#FF4136\",\n", + " },\n", + " \"model\": {\n", + " \"input_size\": 1, # since we are only using 1 feature, close price\n", + " \"num_lstm_layers\": 2,\n", + " \"lstm_size\": 32,\n", + " \"dropout\": 0.2,\n", + " },\n", + " \"training\": {\n", + " \"device\": \"cuda\", # \"cuda\" or \"cpu\"\n", + " \"batch_size\": 64,\n", + " \"num_epoch\": 100,\n", + " \"learning_rate\": 0.01,\n", + " \"scheduler_step_size\": 40,\n", + " }\n", + "}" + ], + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 441 + }, + "id": "j7bWYyArIVRq", + "outputId": "b7427011-e27c-43fa-f907-a6fce40ef333" + }, + "source": [ + "def download_data(config):\n", + " ts = TimeSeries(key=config[\"alpha_vantage\"][\"key\"])\n", + " data, meta_data = ts.get_daily_adjusted(config[\"alpha_vantage\"][\"symbol\"], outputsize=config[\"alpha_vantage\"][\"outputsize\"])\n", + "\n", + " data_date = [date for date in data.keys()]\n", + " data_date.reverse()\n", + "\n", + " data_close_price = [float(data[date][config[\"alpha_vantage\"][\"key_adjusted_close\"]]) for date in data.keys()]\n", + " data_close_price.reverse()\n", + " data_close_price = np.array(data_close_price)\n", + "\n", + " num_data_points = len(data_date)\n", + " display_date_range = \"from \" + data_date[0] + \" to \" + data_date[num_data_points-1]\n", + " print(\"Number data points\", num_data_points, display_date_range)\n", + "\n", + " return data_date, data_close_price, num_data_points, display_date_range\n", + "\n", + "data_date, data_close_price, num_data_points, display_date_range = download_data(config)\n", + "\n", + "# plot\n", + "\n", + "fig = figure(figsize=(25, 5), dpi=80)\n", + "fig.patch.set_facecolor((1.0, 1.0, 1.0))\n", + "plt.plot(data_date, data_close_price, color=config[\"plots\"][\"color_actual\"])\n", + "xticks = [data_date[i] if ((i%config[\"plots\"][\"xticks_interval\"]==0 and (num_data_points-i) > config[\"plots\"][\"xticks_interval\"]) or i==num_data_points-1) else None for i in range(num_data_points)] # make x ticks nice\n", + "x = np.arange(0,len(xticks))\n", + "plt.xticks(x, xticks, rotation='vertical')\n", + "plt.title(\"Daily close price for \" + config[\"alpha_vantage\"][\"symbol\"] + \", \" + display_date_range)\n", + "plt.grid(b=None, which='major', axis='y', linestyle='--')\n", + "plt.show()" + ], + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Number data points 5408 from 1999-11-01 to 2021-04-29\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "mQKWB7icSAZF" + }, + "source": [ + "" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 424 + }, + "id": "5cinhNa4JRHu", + "outputId": "af5ef08f-4db6-43d9-fec4-65f93710ecab" + }, + "source": [ + "class Normalizer():\n", + " def __init__(self):\n", + " self.mu = None\n", + " self.sd = None\n", + "\n", + " def fit_transform(self, x):\n", + " self.mu = np.mean(x, axis=(0), keepdims=True)\n", + " self.sd = np.std(x, axis=(0), keepdims=True)\n", + " normalized_x = (x - self.mu)/self.sd\n", + " return normalized_x\n", + "\n", + " def inverse_transform(self, x):\n", + " return (x*self.sd) + self.mu\n", + "\n", + "def prepare_data_x(x, window_size):\n", + " # perform windowing\n", + " n_row = x.shape[0] - window_size + 1\n", + " output = np.lib.stride_tricks.as_strided(x, shape=(n_row,window_size), strides=(x.strides[0],x.strides[0]))\n", + " return output[:-1], output[-1]\n", + "\n", + "def prepare_data_y(x, window_size):\n", + " # # perform simple moving average\n", + " # output = np.convolve(x, np.ones(window_size), 'valid') / window_size\n", + "\n", + " # use the next day as label\n", + " output = x[window_size:]\n", + " return output\n", + "\n", + "# normalize\n", + "scaler = Normalizer()\n", + "normalized_data_close_price = scaler.fit_transform(data_close_price)\n", + "\n", + "data_x, data_x_unseen = prepare_data_x(normalized_data_close_price, window_size=config[\"data\"][\"window_size\"])\n", + "data_y = prepare_data_y(normalized_data_close_price, window_size=config[\"data\"][\"window_size\"])\n", + "\n", + "# print(\"data_x shape\", data_x.shape)\n", + "# print(\"data_x_unseen shape\", data_x_unseen.shape)\n", + "# print(\"data_y shape\", data_y.shape)\n", + "\n", + "# split dataset\n", + "\n", + "split_index = int(data_y.shape[0]*config[\"data\"][\"train_split_size\"])\n", + "data_x_train = data_x[:split_index]\n", + "data_x_val = data_x[split_index:]\n", + "data_y_train = data_y[:split_index]\n", + "data_y_val = data_y[split_index:]\n", + "\n", + "# print(\"data_x_train shape:\", data_x_train.shape)\n", + "# print(\"data_y_train shape:\", data_y_train.shape)\n", + "# print(\"data_x_val shape:\", data_x_val.shape)\n", + "# print(\"data_y_val shape:\", data_y_val.shape)\n", + "\n", + "# prepare data for plotting\n", + "\n", + "to_plot_data_y_train = np.zeros(num_data_points)\n", + "to_plot_data_y_val = np.zeros(num_data_points)\n", + "\n", + "to_plot_data_y_train[config[\"data\"][\"window_size\"]:split_index+config[\"data\"][\"window_size\"]] = scaler.inverse_transform(data_y_train)\n", + "to_plot_data_y_val[split_index+config[\"data\"][\"window_size\"]:] = scaler.inverse_transform(data_y_val)\n", + "\n", + "to_plot_data_y_train = np.where(to_plot_data_y_train == 0, None, to_plot_data_y_train)\n", + "to_plot_data_y_val = np.where(to_plot_data_y_val == 0, None, to_plot_data_y_val)\n", + "\n", + "## plots\n", + "\n", + "fig = figure(figsize=(25, 5), dpi=80)\n", + "fig.patch.set_facecolor((1.0, 1.0, 1.0))\n", + "plt.plot(data_date, to_plot_data_y_train, label=\"Prices (train)\", color=config[\"plots\"][\"color_train\"])\n", + "plt.plot(data_date, to_plot_data_y_val, label=\"Prices (validation)\", color=config[\"plots\"][\"color_val\"])\n", + "xticks = [data_date[i] if ((i%config[\"plots\"][\"xticks_interval\"]==0 and (num_data_points-i) > config[\"plots\"][\"xticks_interval\"]) or i==num_data_points-1) else None for i in range(num_data_points)] # make x ticks nice\n", + "x = np.arange(0,len(xticks))\n", + "plt.xticks(x, xticks, rotation='vertical')\n", + "plt.title(\"Daily close prices for \" + config[\"alpha_vantage\"][\"symbol\"] + \" - showing training and validation data\")\n", + "plt.grid(b=None, which='major', axis='y', linestyle='--')\n", + "plt.legend()\n", + "plt.show()\n" + ], + "execution_count": 4, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "begE6wtnJRL9", + "outputId": "da6f32af-b2c0-4431-fb0a-f00bd1622b94" + }, + "source": [ + "# PyTorch's `Dataset`\n", + "\n", + "class TimeSeriesDataset(Dataset):\n", + " def __init__(self, x, y):\n", + " x = np.expand_dims(x, 2) # in our case, we have only 1 feature, so we need to convert `x` into [batch, sequence, features] for LSTM\n", + " self.x = x.astype(np.float32)\n", + " self.y = y.astype(np.float32)\n", + " \n", + " def __len__(self):\n", + " return len(self.x)\n", + "\n", + " def __getitem__(self, idx):\n", + " return (self.x[idx], self.y[idx])\n", + "\n", + "dataset_train = TimeSeriesDataset(data_x_train, data_y_train)\n", + "dataset_val = TimeSeriesDataset(data_x_val, data_y_val)\n", + "\n", + "print(\"Train data shape\", dataset_train.x.shape, dataset_train.y.shape)\n", + "print(\"Validation data shape\", dataset_val.x.shape, dataset_val.y.shape)" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Train data shape (4310, 20, 1) (4310,)\n", + "Validation data shape (1078, 20, 1) (1078,)\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "6ynCp-tnJROi" + }, + "source": [ + "class LSTMModel(nn.Module):\n", + " def __init__(self, input_size=1, hidden_layer_size=32, num_layers=2, output_size=1, dropout=0.2):\n", + " super().__init__()\n", + " self.hidden_layer_size = hidden_layer_size\n", + "\n", + " self.linear_1 = nn.Linear(input_size, hidden_layer_size)\n", + " self.relu = nn.ReLU()\n", + " self.lstm = nn.LSTM(hidden_layer_size, hidden_size=self.hidden_layer_size, num_layers=num_layers, batch_first=True)\n", + " self.dropout = nn.Dropout(dropout)\n", + " self.linear_2 = nn.Linear(num_layers*hidden_layer_size, output_size)\n", + " \n", + " self.init_weights()\n", + "\n", + " def init_weights(self):\n", + " for name, param in self.lstm.named_parameters():\n", + " if 'bias' in name:\n", + " nn.init.constant_(param, 0.0)\n", + " elif 'weight_ih' in name:\n", + " nn.init.kaiming_normal_(param)\n", + " elif 'weight_hh' in name:\n", + " nn.init.orthogonal_(param)\n", + "\n", + " def forward(self, x):\n", + " batchsize = x.shape[0]\n", + "\n", + " # layer 1\n", + " x = self.linear_1(x)\n", + " x = self.relu(x)\n", + " \n", + " # LSTM layer\n", + " lstm_out, (h_n, c_n) = self.lstm(x)\n", + "\n", + " # reshape output from hidden cell into [batch, features] for `linear_2`\n", + " x = h_n.permute(1, 0, 2).reshape(batchsize, -1) \n", + " \n", + " # layer 2\n", + " x = self.dropout(x)\n", + " predictions = self.linear_2(x)\n", + " return predictions[:,-1]\n" + ], + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "pv-3a2LZJhN9", + "outputId": "d14878d4-9b7f-4d35-b165-020a1a16684f" + }, + "source": [ + "def run_epoch(dataloader, is_training=False):\n", + " epoch_loss = 0\n", + "\n", + " if is_training:\n", + " model.train()\n", + " else:\n", + " model.eval()\n", + "\n", + " for idx, (x, y) in enumerate(dataloader):\n", + " if is_training:\n", + " optimizer.zero_grad()\n", + "\n", + " batchsize = x.shape[0]\n", + "\n", + " x = x.to(config[\"training\"][\"device\"])\n", + " y = y.to(config[\"training\"][\"device\"])\n", + "\n", + " out = model(x)\n", + " loss = criterion(out.contiguous(), y.contiguous())\n", + "\n", + " if is_training:\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " epoch_loss += (loss.detach().item() / batchsize)\n", + "\n", + " lr = scheduler.get_last_lr()[0]\n", + "\n", + " return epoch_loss, lr\n", + "\n", + "# create `DataLoader`\n", + "train_dataloader = DataLoader(dataset_train, batch_size=config[\"training\"][\"batch_size\"], shuffle=True)\n", + "val_dataloader = DataLoader(dataset_val, batch_size=config[\"training\"][\"batch_size\"], shuffle=True)\n", + "\n", + "# define the LSTM model\n", + "model = LSTMModel(input_size=config[\"model\"][\"input_size\"], hidden_layer_size=config[\"model\"][\"lstm_size\"], num_layers=config[\"model\"][\"num_lstm_layers\"], output_size=1, dropout=config[\"model\"][\"dropout\"])\n", + "model = model.to(config[\"training\"][\"device\"])\n", + "\n", + "# define optimizer, scheduler and loss function\n", + "criterion = nn.MSELoss()\n", + "optimizer = optim.Adam(model.parameters(), lr=config[\"training\"][\"learning_rate\"], betas=(0.9, 0.98), eps=1e-9)\n", + "scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=config[\"training\"][\"scheduler_step_size\"], gamma=0.1)\n", + "\n", + "# begin training\n", + "for epoch in range(config[\"training\"][\"num_epoch\"]):\n", + " loss_train, lr_train = run_epoch(train_dataloader, is_training=True)\n", + " loss_val, lr_val = run_epoch(val_dataloader)\n", + " scheduler.step()\n", + " \n", + " print('Epoch[{}/{}] | loss train:{:.6f}, test:{:.6f} | lr:{:.6f}'\n", + " .format(epoch+1, config[\"training\"][\"num_epoch\"], loss_train, loss_val, lr_train))\n" + ], + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Epoch[1/100] | loss train:0.064699, test:0.002420 | lr:0.010000\n", + "Epoch[2/100] | loss train:0.014014, test:0.002512 | lr:0.010000\n", + "Epoch[3/100] | loss train:0.010359, test:0.001274 | lr:0.010000\n", + "Epoch[4/100] | loss train:0.010838, test:0.002556 | lr:0.010000\n", + "Epoch[5/100] | loss train:0.009467, test:0.001983 | lr:0.010000\n", + "Epoch[6/100] | loss train:0.009895, test:0.001038 | lr:0.010000\n", + "Epoch[7/100] | loss train:0.009438, test:0.000980 | lr:0.010000\n", + "Epoch[8/100] | loss train:0.007936, test:0.001505 | lr:0.010000\n", + "Epoch[9/100] | loss train:0.008282, test:0.001276 | lr:0.010000\n", + "Epoch[10/100] | loss train:0.007968, test:0.001630 | lr:0.010000\n", + "Epoch[11/100] | loss train:0.008948, test:0.002999 | lr:0.010000\n", + "Epoch[12/100] | loss train:0.008039, test:0.001667 | lr:0.010000\n", + "Epoch[13/100] | loss train:0.009079, test:0.001484 | lr:0.010000\n", + "Epoch[14/100] | loss train:0.007552, test:0.001963 | lr:0.010000\n", + "Epoch[15/100] | loss train:0.007773, test:0.001013 | lr:0.010000\n", + "Epoch[16/100] | loss train:0.008384, test:0.001083 | lr:0.010000\n", + "Epoch[17/100] | loss train:0.007730, test:0.001936 | lr:0.010000\n", + "Epoch[18/100] | loss train:0.007877, test:0.001433 | lr:0.010000\n", + "Epoch[19/100] | loss train:0.008103, test:0.001111 | lr:0.010000\n", + "Epoch[20/100] | loss train:0.007480, test:0.001048 | lr:0.010000\n", + "Epoch[21/100] | loss train:0.008499, test:0.001011 | lr:0.010000\n", + "Epoch[22/100] | loss train:0.007544, test:0.002151 | lr:0.010000\n", + "Epoch[23/100] | loss train:0.008069, test:0.001040 | lr:0.010000\n", + "Epoch[24/100] | loss train:0.007415, test:0.000979 | lr:0.010000\n", + "Epoch[25/100] | loss train:0.008273, test:0.001335 | lr:0.010000\n", + "Epoch[26/100] | loss train:0.008120, test:0.000990 | lr:0.010000\n", + "Epoch[27/100] | loss train:0.007126, test:0.001164 | lr:0.010000\n", + "Epoch[28/100] | loss train:0.007873, test:0.001054 | lr:0.010000\n", + "Epoch[29/100] | loss train:0.007672, test:0.002984 | lr:0.010000\n", + "Epoch[30/100] | loss train:0.007729, test:0.001225 | lr:0.010000\n", + "Epoch[31/100] | loss train:0.007642, test:0.001030 | lr:0.010000\n", + "Epoch[32/100] | loss train:0.007346, test:0.001044 | lr:0.010000\n", + "Epoch[33/100] | loss train:0.007524, test:0.001024 | lr:0.010000\n", + "Epoch[34/100] | loss train:0.007542, test:0.001002 | lr:0.010000\n", + "Epoch[35/100] | loss train:0.007091, test:0.001040 | lr:0.010000\n", + "Epoch[36/100] | loss train:0.007678, test:0.002791 | lr:0.010000\n", + "Epoch[37/100] | loss train:0.007441, test:0.001026 | lr:0.010000\n", + "Epoch[38/100] | loss train:0.007568, test:0.001011 | lr:0.010000\n", + "Epoch[39/100] | loss train:0.007477, test:0.001000 | lr:0.010000\n", + "Epoch[40/100] | loss train:0.007725, test:0.001308 | lr:0.010000\n", + "Epoch[41/100] | loss train:0.006630, test:0.000983 | lr:0.001000\n", + "Epoch[42/100] | loss train:0.006237, test:0.001070 | lr:0.001000\n", + "Epoch[43/100] | loss train:0.006322, test:0.001057 | lr:0.001000\n", + "Epoch[44/100] | loss train:0.006115, test:0.001055 | lr:0.001000\n", + "Epoch[45/100] | loss train:0.006294, test:0.000991 | lr:0.001000\n", + "Epoch[46/100] | loss train:0.006579, test:0.000992 | lr:0.001000\n", + "Epoch[47/100] | loss train:0.006161, test:0.001023 | lr:0.001000\n", + "Epoch[48/100] | loss train:0.006308, test:0.000975 | lr:0.001000\n", + "Epoch[49/100] | loss train:0.006199, test:0.001017 | lr:0.001000\n", + "Epoch[50/100] | loss train:0.006203, test:0.001077 | lr:0.001000\n", + "Epoch[51/100] | loss train:0.006023, test:0.001095 | lr:0.001000\n", + "Epoch[52/100] | loss train:0.006279, test:0.001052 | lr:0.001000\n", + "Epoch[53/100] | loss train:0.006224, test:0.000991 | lr:0.001000\n", + "Epoch[54/100] | loss train:0.006111, test:0.000992 | lr:0.001000\n", + "Epoch[55/100] | loss train:0.005981, test:0.000993 | lr:0.001000\n", + "Epoch[56/100] | loss train:0.006221, test:0.000997 | lr:0.001000\n", + "Epoch[57/100] | loss train:0.006186, test:0.001075 | lr:0.001000\n", + "Epoch[58/100] | loss train:0.005950, test:0.000981 | lr:0.001000\n", + "Epoch[59/100] | loss train:0.006051, test:0.000982 | lr:0.001000\n", + "Epoch[60/100] | loss train:0.006425, test:0.000994 | lr:0.001000\n", + "Epoch[61/100] | loss train:0.006641, test:0.001052 | lr:0.001000\n", + "Epoch[62/100] | loss train:0.006018, test:0.001042 | lr:0.001000\n", + "Epoch[63/100] | loss train:0.006186, test:0.000987 | lr:0.001000\n", + "Epoch[64/100] | loss train:0.006420, test:0.000983 | lr:0.001000\n", + "Epoch[65/100] | loss train:0.006214, test:0.001000 | lr:0.001000\n", + "Epoch[66/100] | loss train:0.006296, test:0.000972 | lr:0.001000\n", + "Epoch[67/100] | loss train:0.006487, test:0.001120 | lr:0.001000\n", + "Epoch[68/100] | loss train:0.006254, test:0.001050 | lr:0.001000\n", + "Epoch[69/100] | loss train:0.006219, test:0.001020 | lr:0.001000\n", + "Epoch[70/100] | loss train:0.006254, test:0.000990 | lr:0.001000\n", + "Epoch[71/100] | loss train:0.006489, test:0.001042 | lr:0.001000\n", + "Epoch[72/100] | loss train:0.006321, test:0.001031 | lr:0.001000\n", + "Epoch[73/100] | loss train:0.005898, test:0.000975 | lr:0.001000\n", + "Epoch[74/100] | loss train:0.006087, test:0.000982 | lr:0.001000\n", + "Epoch[75/100] | loss train:0.006197, test:0.001022 | lr:0.001000\n", + "Epoch[76/100] | loss train:0.006239, test:0.001013 | lr:0.001000\n", + "Epoch[77/100] | loss train:0.006283, test:0.000986 | lr:0.001000\n", + "Epoch[78/100] | loss train:0.006195, test:0.000989 | lr:0.001000\n", + "Epoch[79/100] | loss train:0.006672, test:0.001063 | lr:0.001000\n", + "Epoch[80/100] | loss train:0.006144, test:0.001220 | lr:0.001000\n", + "Epoch[81/100] | loss train:0.005863, test:0.000991 | lr:0.000100\n", + "Epoch[82/100] | loss train:0.005955, test:0.000992 | lr:0.000100\n", + "Epoch[83/100] | loss train:0.006386, test:0.001005 | lr:0.000100\n", + "Epoch[84/100] | loss train:0.006014, test:0.000989 | lr:0.000100\n", + "Epoch[85/100] | loss train:0.006169, test:0.000976 | lr:0.000100\n", + "Epoch[86/100] | loss train:0.006100, test:0.000982 | lr:0.000100\n", + "Epoch[87/100] | loss train:0.005938, test:0.000990 | lr:0.000100\n", + "Epoch[88/100] | loss train:0.006080, test:0.000991 | lr:0.000100\n", + "Epoch[89/100] | loss train:0.006137, test:0.000989 | lr:0.000100\n", + "Epoch[90/100] | loss train:0.006010, test:0.000976 | lr:0.000100\n", + "Epoch[91/100] | loss train:0.006088, test:0.000977 | lr:0.000100\n", + "Epoch[92/100] | loss train:0.006079, test:0.000977 | lr:0.000100\n", + "Epoch[93/100] | loss train:0.006127, test:0.001002 | lr:0.000100\n", + "Epoch[94/100] | loss train:0.006078, test:0.000979 | lr:0.000100\n", + "Epoch[95/100] | loss train:0.006211, test:0.000980 | lr:0.000100\n", + "Epoch[96/100] | loss train:0.005858, test:0.000979 | lr:0.000100\n", + "Epoch[97/100] | loss train:0.005879, test:0.000993 | lr:0.000100\n", + "Epoch[98/100] | loss train:0.005938, test:0.000993 | lr:0.000100\n", + "Epoch[99/100] | loss train:0.005977, test:0.000989 | lr:0.000100\n", + "Epoch[100/100] | loss train:0.006284, test:0.000977 | lr:0.000100\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 424 + }, + "id": "nCzupxOyJhQh", + "outputId": "732c6ef4-d913-4429-9d4f-69a393032b7f" + }, + "source": [ + "# here I re-initialize dataloader so the data doesn't shuffled, so we can plot the values by date\n", + "\n", + "train_dataloader = DataLoader(dataset_train, batch_size=config[\"training\"][\"batch_size\"], shuffle=False)\n", + "val_dataloader = DataLoader(dataset_val, batch_size=config[\"training\"][\"batch_size\"], shuffle=False)\n", + "\n", + "model.eval()\n", + "\n", + "# predict on the training data, to see how well the model managed to learn and memorize\n", + "\n", + "predicted_train = np.array([])\n", + "\n", + "for idx, (x, y) in enumerate(train_dataloader):\n", + " x = x.to(config[\"training\"][\"device\"])\n", + " out = model(x)\n", + " out = out.cpu().detach().numpy()\n", + " predicted_train = np.concatenate((predicted_train, out))\n", + "\n", + "# predict on the validation data, to see how the model does\n", + "\n", + "predicted_val = np.array([])\n", + "\n", + "for idx, (x, y) in enumerate(val_dataloader):\n", + " x = x.to(config[\"training\"][\"device\"])\n", + " out = model(x)\n", + " out = out.cpu().detach().numpy()\n", + " predicted_val = np.concatenate((predicted_val, out))\n", + "\n", + "# prepare data for plotting\n", + "\n", + "to_plot_data_y_train_pred = np.zeros(num_data_points)\n", + "to_plot_data_y_val_pred = np.zeros(num_data_points)\n", + "\n", + "to_plot_data_y_train_pred[config[\"data\"][\"window_size\"]:split_index+config[\"data\"][\"window_size\"]] = scaler.inverse_transform(predicted_train)\n", + "to_plot_data_y_val_pred[split_index+config[\"data\"][\"window_size\"]:] = scaler.inverse_transform(predicted_val)\n", + "\n", + "to_plot_data_y_train_pred = np.where(to_plot_data_y_train_pred == 0, None, to_plot_data_y_train_pred)\n", + "to_plot_data_y_val_pred = np.where(to_plot_data_y_val_pred == 0, None, to_plot_data_y_val_pred)\n", + "\n", + "# plots\n", + "\n", + "fig = figure(figsize=(25, 5), dpi=80)\n", + "fig.patch.set_facecolor((1.0, 1.0, 1.0))\n", + "plt.plot(data_date, data_close_price, label=\"Actual prices\", color=config[\"plots\"][\"color_actual\"])\n", + "plt.plot(data_date, to_plot_data_y_train_pred, label=\"Predicted prices (train)\", color=config[\"plots\"][\"color_pred_train\"])\n", + "plt.plot(data_date, to_plot_data_y_val_pred, label=\"Predicted prices (validation)\", color=config[\"plots\"][\"color_pred_val\"])\n", + "plt.title(\"Compare predicted prices to actual prices\")\n", + "xticks = [data_date[i] if ((i%config[\"plots\"][\"xticks_interval\"]==0 and (num_data_points-i) > config[\"plots\"][\"xticks_interval\"]) or i==num_data_points-1) else None for i in range(num_data_points)] # make x ticks nice\n", + "x = np.arange(0,len(xticks))\n", + "plt.xticks(x, xticks, rotation='vertical')\n", + "plt.grid(b=None, which='major', axis='y', linestyle='--')\n", + "plt.legend()\n", + "plt.show()\n" + ], + "execution_count": 8, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 424 + }, + "id": "DqouEwOOJhV0", + "outputId": "215e3e5c-22a8-4f38-f733-f4a73af8ef1b" + }, + "source": [ + "# prepare data for plotting\n", + "\n", + "to_plot_data_y_val_subset = scaler.inverse_transform(data_y_val)\n", + "to_plot_predicted_val = scaler.inverse_transform(predicted_val)\n", + "to_plot_data_date = data_date[split_index+config[\"data\"][\"window_size\"]:]\n", + "\n", + "# plots\n", + "\n", + "fig = figure(figsize=(25, 5), dpi=80)\n", + "fig.patch.set_facecolor((1.0, 1.0, 1.0))\n", + "plt.plot(to_plot_data_date, to_plot_data_y_val_subset, label=\"Actual prices\", color=config[\"plots\"][\"color_actual\"])\n", + "plt.plot(to_plot_data_date, to_plot_predicted_val, label=\"Predicted prices (validation)\", color=config[\"plots\"][\"color_pred_val\"])\n", + "plt.title(\"Zoom in to examine predicted price on validation data portion\")\n", + "xticks = [to_plot_data_date[i] if ((i%int(config[\"plots\"][\"xticks_interval\"]/5)==0 and (len(to_plot_data_date)-i) > config[\"plots\"][\"xticks_interval\"]/6) or i==len(to_plot_data_date)-1) else None for i in range(len(to_plot_data_date))] # make x ticks nice\n", + "xs = np.arange(0,len(xticks))\n", + "plt.xticks(xs, xticks, rotation='vertical')\n", + "plt.grid(b=None, which='major', axis='y', linestyle='--')\n", + "plt.legend()\n", + "plt.show()" + ], + "execution_count": 9, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 386 + }, + "id": "MgSOzYuXJrdU", + "outputId": "d22a7708-567d-4ba5-aa48-4b46e22701cb" + }, + "source": [ + "# predict on the unseen data, tomorrow's price \n", + "\n", + "model.eval()\n", + "\n", + "x = torch.tensor(data_x_unseen).float().to(config[\"training\"][\"device\"]).unsqueeze(0).unsqueeze(2) # this is the data type and shape required, [batch, sequence, feature]\n", + "prediction = model(x)\n", + "prediction = prediction.cpu().detach().numpy()\n", + "\n", + "# prepare plots\n", + "\n", + "plot_range = 10\n", + "to_plot_data_y_val = np.zeros(plot_range)\n", + "to_plot_data_y_val_pred = np.zeros(plot_range)\n", + "to_plot_data_y_test_pred = np.zeros(plot_range)\n", + "\n", + "to_plot_data_y_val[:plot_range-1] = scaler.inverse_transform(data_y_val)[-plot_range+1:]\n", + "to_plot_data_y_val_pred[:plot_range-1] = scaler.inverse_transform(predicted_val)[-plot_range+1:]\n", + "\n", + "to_plot_data_y_test_pred[plot_range-1] = scaler.inverse_transform(prediction)\n", + "\n", + "to_plot_data_y_val = np.where(to_plot_data_y_val == 0, None, to_plot_data_y_val)\n", + "to_plot_data_y_val_pred = np.where(to_plot_data_y_val_pred == 0, None, to_plot_data_y_val_pred)\n", + "to_plot_data_y_test_pred = np.where(to_plot_data_y_test_pred == 0, None, to_plot_data_y_test_pred)\n", + "\n", + "# plot\n", + "\n", + "plot_date_test = data_date[-plot_range+1:]\n", + "plot_date_test.append(\"tomorrow\")\n", + "\n", + "fig = figure(figsize=(25, 5), dpi=80)\n", + "fig.patch.set_facecolor((1.0, 1.0, 1.0))\n", + "plt.plot(plot_date_test, to_plot_data_y_val, label=\"Actual prices\", marker=\".\", markersize=10, color=config[\"plots\"][\"color_actual\"])\n", + "plt.plot(plot_date_test, to_plot_data_y_val_pred, label=\"Past predicted prices\", marker=\".\", markersize=10, color=config[\"plots\"][\"color_pred_val\"])\n", + "plt.plot(plot_date_test, to_plot_data_y_test_pred, label=\"Predicted price for next day\", marker=\".\", markersize=20, color=config[\"plots\"][\"color_pred_test\"])\n", + "plt.title(\"Predicting tomorrow's close price\")\n", + "plt.grid(b=None, which='major', axis='y', linestyle='--')\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "print(\"Tomorrow's price:\", round(to_plot_data_y_test_pred[plot_range-1], 2))" + ], + "execution_count": 10, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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Nkh1CCCGEEEIIIYQQQgghhCjTnsg1O6ysrKhQoUJphyGEEEIIIYQQQgghhBBCiCdAWloa+fn5xW5/IpMdFSpU4Pz586UdhhBCCCGEEEIIIYQQQgghngBeXl533C5lrIQQQgghhBBCCCGEEEIIUaZJskMIIYQQQgghhBBCCCGEEGWaJDuEEEIIIYQQQgghhBBCCFGmPZFrdtyNyWRCUZTSDkOIx0qlUpm/hBBCCCGEEEIIIYQQQtxUppIdOp2Oc+fOodfrSzsUIUqFSqXCycmJihUrolbLxCwhhBBCCCGEEEIIIYSAMpbsOHfuHPb29ri4uMjd7eKZpNfruXjxImfPnqVKlSqlHY4QQgghhBBCCCGEEEI8EcpMssNkMqHX63FxcUGrLTNhC/FQaTQaPD09iYuLw2QyyewOIYQQQgghhBBCCCGeBooCJ2JhZyRkXgVHZwgJhZpBpR1ZmVFmsgY31uiQGR3iWXfjHJB1a4QQQgghhBBCCCGEeAoknIZpkyA5qSDpYTSCRgOrV4JnZZj8CVSpWtpRPvHktnAhhBBCCCGEEEIIIYQQojQknIYRg+BcIhgMBYkOKPjXYCh4fMRASDhTmlGWCU99suNITBw93/iAqiGv0vONDzgaG/9Q+8/KysLOzo7BgweXqH1kZCS///77Ax83MTERJyenB+4HoFOnTpw8efKh9CWEEEIIIYQQQgghxNPgUV9XFAJFKZjRkZ9f8P/i2uTnw/RJjze2MqjMlLG6H0di4mjS4030BiMmk4mzyRfZsH0v+yK+oW6g/0M5xo8//kiDBg1Yu3Ytc+bMwc7O7o7tIyMjycjI4Pnnn38ox38QJpMJgA0bNpRyJEIIIYQQQgghhBBCPDkex3VFITgRe7N01Z0oCiSdLWhfI/DxxFYGldlkR9ch73H6bMod2ySlXCJfpzd/bzKZyNeZCHlpNJU9Kha7n5+PB+u++6REcSxcuJAPPviA+fPn8+OPP5pneGRmZjJ+/Hj27t2LRqOhQYMGjB49mnnz5mE0GomMjKRnz57069eP4OBgMjIyAMjOzsbe3t68HkOfPn04efIkOp2OypUrs3DhQtzd3e8Y09SpUzl27BhXr14lJSWFgIAAlixZgouLi3lbdnY2SUlJbN68mebNmxMREUFwcDDJycmMGTOGkydPolKp6NatG9OnTycrK4tx48Zx9OhR8vLyaNKkCV9//TWWlpZ89NFHrFixAisrKwB++eUXfHx8SjR+QgghhBBCCCGEEEI8KXJy8/jr+GmGTfrytuuKBgNMm/M9a+ZPL8UIxVNlZ+TdEx232rFdkh13UGaTHSWRl6+7p8fvVWxsLElJSXTo0AGDwcCMGTPMyY6xY8diY2PDX3/9hVqtJi0tjQoVKjBs2DAyMjKYPXs2UFCO6k5mz55NhQoVAJgxYwZTp05l3rx5d41t586d/PXXX7i7u/Pmm28yceJEFixYAEBUVBSHDx/Gzc3ttv369u1LWFgYq1evBiAtLQ2A8ePHExISwrfffouiKLz++uvMmTOHIUOGEB4ezoULF7CxsSEnJwe1+qmvjiaEEEIIIYQQQgghyrhrWdc5EhvPoehTHIqJ41D0KY7HnzNXQ/kno8nEYSllJR6mzKs31+i4G6MRrmU82njKuDKb7CjJzIueb3zAL5t3F/qA0qjVdGnXlDXzHjwDu3DhQvr164dGo6FTp0688cYbHD9+nJo1a7J+/Xr27dtnvvB/I2Fxr1auXMmyZcvIy8sjLy8PV1fXEu3XuXNn8wyQoUOH0rNnT/O2Tp06FZnoyM7OZteuXWzcuNH82I24IyIiiIqK4ssvvwQgNzcXjUaDg4MDAQEB5iRJ586d8fLyuq/nKoQQQgghhBBCCCHEo3D5aiaHY+I4FB1nTm7EJZwv1MbXy53uYS2oF+RfULLqyHFMppt33WvUauoFSQkr8RA5OoNGU7KEh0YDDg9nDeenVYmSHaNHj2bdunWcPXuWw4cPExwcXGj74sWLGTRoED///DPdu3cvtG3btm20b9+eL774grFjxz68yEtgypj+bNi+t2ARe5MJjVqNVqth8uj+D9y3Xq9n2bJlWFhYsHLlSgBycnJYuHAh4eHhJe5Hq9VivOXNnJeXZ/7/rl27mDt3LlFRUVSsWJF169YxefLk+4pXpVKZ/3+3dUWKoigKa9asoVq1ardt27t3L3v27CEyMpImTZqwatUqQkJC7itOIYQQQgghhBBCCCEeROqly+aZGjeSG2eTLxZqU61qZXp1aUP9WtWoXyuA4EB/XJwdzdu7tG1G4+7DMRiMD/26ohBmIaGwemXJ27ds/chCeRqUKNnx4osv8s4779CiRYvbtiUmJvLtt9/SpEmT27ZlZmYyYcIEOnXq9OCR3oe6gf7si/iGaXO+53BsPPUC/Zk8pv9DWURo3bp1VK1alb1795ofO378OKGhoXz66ad07dqV8PBwvv7660JlrBwcHDh79qx5H3d3dxRFITY2lsDAQJYuXWredvXqVezt7XFxcUGn0zF//vwSx7dhwwYuXryIm5sb3333He3atbvrPnZ2drRs2ZIvvviCiRMnApjj7t69OzNnzmT+/PlotVquXr3K5cuXcXNzIysri5CQEEJCQoiJieHw4cOS7BBCCPHEOpKcx7QtlzmSoiPYw5Ip7V2p62FV2mEJIYQQQggh7pGiKCSlXCpUhupQdBwXLl02t1Gr1QQG+NCvZwfq1wqgfq1q1K3ph4N9uTv2/SivKwphViMQPCvDucQ7r92hUkFlH1mv4y5KlOxo2bJlkY+bTCaGDBnCV199xfjx42/bPnLkSN5//33Wrl37YFE+gLqB/o9k0aCFCxfSp0+fQo/VrFkTT09P/ve//zFr1izeeustateujYWFBQ0bNuTbb7+lR48eLFu2jODgYHr27MnkyZP56quveOGFF3BxceHFF1809/f888+zfPlyqlevjouLC+3atSM5OblE8YWEhNC7d2+Sk5PNC5SXxLJlyxg1ahRBQUFYWFjQrVs3PvzwQ2bNmsWECRMIDg5GrVaj1Wr57LPPsLa25sUXX+T69euoVCoCAgLo318y3EIIIZ5MR5LzaPJ1EnqjgkmBs1f1bDiRw75R3pLwEEIIIYQQ4glmMpk4cy6lUBmqQ9GnuHz1mrmNhYWW2tWr0rlNE+oHFczYqF2jKrY21vd1zEd1XVEIM5UKJn8CIwZCfn7RCQ+VCqys4YOPH398ZYxKUUq+3Luvry8RERHmMlbh4eFkZWXx4YcfEhoaytixY81lrFavXs3//vc/vv/+ewYMGEBwcHCJy1h5eXlx/nzhmnlGo5FTp05RrVo1NBpNSUN+Jk2dOrXQIuji6SLnghBC3L+e3yfzS8x1bim7i0YF3YLKsaa/Z+kFJoQQQgghhDAzGo2cPJNUqAzV4dh4rmVdN7exsbaibk0/cxmq+kHVCKrmi6WlRSlGLsR9SjgD0yfB+XMFCQ+jsWCNDiiY0fHBx1ClaunG+AQoKm9wq/teoDw6Opo1a9awY8eO27alpqby0UcfERkZWaK+vvzyS/PC1wDXrl0zL5Lt6OhIkyZNOHDgAJaWlly7dg0bGxssLS3Jysoy71OuXDlMJhO5ublAwRoVDg4O5OTkoNfrAbCwsMDW1pZr165xI8djY2ODWq3m+vWbH5b29vbodDry8/MB0Gg02NnZkZ2dbV5fw9raGgsLi0Ix2NnZYTQazTGo1Wrs7e0LxWBpaYmNjU2hGGxtbVGpVIVicHBwID8/3xyDVqulXLlyJYrBYDCQn59PZmamOYbr169jMBgKxZCZmWnez9bWFihYd+TWGPLy8tDpdIViyMrKMi/6bm1tjVarJTs7+7YYbqw/UlwM1tbWXLt2M/teVAyOjo7k5ubecwz29vbo9XpzDDdew1tjsLKywsrKqlAM5cqVQ1EUcww33ke3xnDjfXRrDDY2Nmg0mhLFcOtraGVldc/vZZPJZI5l27Zt5vdW7dq1sbW1Zd++fea+Wrduzblz5zh9+rR5PJs0acLevXvNr7+fnx/e3t5s377dvF/jxo3Jycnh2LFj5ufcpk0bjh49SmpqKgAeHh7Url2brVu3mse0Tp06WFtbs3//fnNfbdq0ISEhgYSEBACcnJxo3Lgxe/bsMT/vgIAAPDw8+OOPP8z7NW3alGvXrhETE2Meq9DQUI4cOcLFiwV1Nr28vAgKCmLLli3mMQ0ODsbCwoIDBw6Y+2rXrh3x8fEkJiYCUL58eRo2bMju3bvNr1m1atVwd3cv9JnWrFkzrl69yvHjx4GC91qrVq04dOgQaWlpAFSuXJnAwEA2bdpkPqfr1auHWq3m4MGD5r7CwsI4ceIE586dA8DV1ZUGDRqwc+dO8/utRo0auLq6smvXLvN+LVq0ID09nRMnTgAF50lISAgHDx4kPT0dAG9vb2rUqMGmTZvM+zVo0ACTycThw4eBgvdRWFgYsbGxJCUlAVChQgXq16/PH3/8YX6f1qxZE2dnZ/bs2WPuq2XLlqSmpnLq1Cmg4Bxv3rw5Bw4c4MqVK0BBMtzf358tW7aY92vYsCF6vZ4jR44ABedAu3btiImJMf9gcnNzIzg4mMjISPPnXVBQEA4ODkRFRZn7atWqFSkpKcTFxQEF51ezZs3Yt28fGRkZAFSpUoUqVaqwbds2836NGjUiLy+Pv/76Cyj4DGnbti3Hjh0jJSUFKCgnWLduXTmfnpHz6c9zhRMdAEYFIk9l8vvv0fj4yPkEcj7J+SQ/n+R8kvNJzic5n0DOJzmf5Hx6XOfTps1bOJuSxumki2Tlw+GYOKJPJpCvN5j7K2djRVWvivg3CuS5OjXo1rENyYnxKErBdZkb59P27Tefj5xPBeR8KkPn0ysDqG9rjf2RP0k/HY/OxpaL1YNo0Ltvwfn0j+vlz+LPp7u575kd33zzDdOmTcPKqqDkQ2pqKg4ODnz44Yd4e3szaNAgbGxsAEhPT8fS0pLhw4fz8cd3n24jMzuEKJ6cC0IIcX8URSHw80ROpOmL3P6clxWjWzjzcl07rLTqxxydEEIIIYQQT7/cvHz+On66YLZGTMGsjehTCeh0N39HL+/kYJ6pcWONDT8fD9Rq+R1diGfdI5vZMXz4cIYPH27+/p9lrG5kZoB7LmMlhBBCCPEw6Y0Kw9de5ESaHhWgVhXM6NCoQKOGroF2bDhxnX4/pPL2eg3DmzoxrKkjbvb3/auSEEIIIYQQz7Ss7ByOxMbfLEUVc4rj8WcxGk3mNu4VytOueYNCyQ1vTzdUKlUpRi6EKKtK9Bf8G2+8wa+//kpqaiodOnTA3t6e+Pj4Rx2bEEIIIcQDy8438fLyFH47kcPz1W35oK0LX+y4wuEUHfU8LJnc3pW6HlZczTHy3f5Mvt6dwdTNl/lk2xVeqWvHmBBnGnjd34KGQgghhBBCPAuuZFzjcExcocXD4xLOc2tBGR9PN7q2a26erVEvKIBKFV1KMWohxNPmnspYPS5SxkqI4sm5IIQQJXcxy0DnRckcPJ/PwIYOzP8/Nyw0d75LzGBUWBebzZxdGew4U7B+UjMfa8aEONOjlt1d9xdCCCGEEOJpdjHtSqEyVIeiT5F4PrVQm4AqXtQPCjAvHl4vKAAXZ8dSilgI8bR4ZGWshBBCCCGeZCcv6ei4MJmEK3qmtC/PlPYuJZoOr9Wo6Fnbnp617TmSnMfc3RmsPJzFK8sv4OWo5c1mTgxt7IhLOUk4CyGEEEKIp5eiKJy/kFaoDNWh6DhSLqab26jVamr6e/NazzBzcqNuTT8cHexKMXIhxLNKZnY8AF9fX6ysrLCxsUGn0zFixAhGjBhxz/1kZGQwb948JkyY8AiivDNXV1f+/PNPfH196dSpE7NmzaJ69erFto+IiMDd3Z0mTZrc87HWr19PeHg4kZGRDxAxpKSk8Morr7Bz584H6qesehLPBSGEeNJEJebSZXEyGXkm5vV0Y0jjB7uLLC3bwIJ9mfxnTwYp14xYa1X0rW/P6BbO1K5k9ZCiFkIIIYQQonQoisKZcyk3y1D9ndxIv5JpbmNhoaVWtSrmMlT1gwKoU9MPWxsp+SqEeDye+ZkdR5LzmLblMkdSdAR7WDLl77rcD8uPP/5IcHAwZ8+epQWFeOcAACAASURBVE6dOoSEhFCnTp176iMjI4MZM2Y8lGSHwWBAq72/l3XDhg13bRMREUFwcPB9JTseBoPBgIeHxzOb6BBCCHF3EdHZvLriAmoVrBvgQaeaD35XWQU7LZPauvBOaHlW/5XF3F0ZfLf/Gt/tv0ZrPxvGtHDmhcByaNRS4koIIYQQQjzZjEYjJ88kcSj6FIdj4v/+N47MrOvmNtZWltSt6cdLnULNyY2gAF+srCxLMXIhhLizpzrZcSQ5jyZfJ6E3KpgUOHtVz4YTOewb5f1QEx4APj4+VK9enVOnTrFlyxZWrVqFXq/HwsKCuXPn0rRpU0wmE6NHj2br1q1YWlqi1WrZvXs3w4YNIysri+DgYLRaLX/++WehviMjIxk5ciT169fn0KFDWFlZsXDhQoKDg4mMjGTEiBE0adKEgwcPMmnSJIKDgxk7diyXLl0iPz+foUOHMnLkSADWrVvHu+++i4WFBc8//3yh4/j6+pqTGcnJyYwZM4aTJ0+iUqno1q0bTZs2Zd26dWzevJklS5YwcuRIhgwZwrJly/j666/R6/XY2dnx1VdfUbduXfR6PWPGjGHz5s04OzsTEhJS7PiFhoZSu3Zt9u7dy9WrV+nWrRvh4eGoVCpCQ0OpU6cOBw4cwMbGhkWLFhEcHExGRgYAUVFRvP3222RlZaEoCtOnT6dbt27ExcUVOQ65ubkMGDCAY8eOYWFhgZubG5s2bXqo7wchxL05EhPHtLlLORIbT3CgP1PG9KduoH9phyXKoP/syWBUxCVcbDX8OtiThpUf7l1mFhoVr9Zz4NV6Duw/l8ucXRn8dDSL7adzqVLegpHNnBjUyAEnG5l5J4QQQgghSp9Opyc2LpFDMTdnbBw9fpqc3DxzG7tyNtQLCii0xkYNP+/7vplWCCFKS5n91Oq6OJnTl/V3bJOUoSffcLNKl0mBfINCyH/OUdnJotj9/FwsWDfQ857iOXbsGCdOnKBu3bq0atWKcePGAbB3714GDBjAiRMnOHr0KFu3biUmJga1Wk1mZiaWlpbMmzeP4OBgjhw5Umz/MTExzJkzh6VLl/LTTz/Rq1cvjh8/DsDx48f5z3/+w8KFCzEajTRu3Jjly5dTo0YNcnJyaNKkCY0bN8bHx4eBAweyc+dOAgMDWbBgAZcvXy7yeH379iUsLIzVq1cDkJaWRoUKFejatas5mQKwe/duVq1axY4dO7CysmLnzp307t2bmJgYFixYwMmTJ4mJiQGgQ4cOdxzD2NhY9uzZg16vp2XLlqxatYrevXsDcOrUKXbs2IGFhQWJiYnmfa5cuUL37t1ZvXo1ISEhmEwmMjIyMBqNvPrqq0WOw/nz58nIyCA2NtbchxCi9ByJiaNJjzfRG4yYTCbOJl9kw/a97Iv4RhIeosRMJoX3fk9n5varBLha8NtgT/xcH+1dZ428bVjR24bPO1dg3t4M5kVlMn59GpM3pdO/gQOjWzhTvaLc+SaEEEIIIR6P3Lx8jp04U5DU+Du5cexkAjrdzetnzo72NK0faC5DVb9WNfx9PVGr1aUYuRBCPBxlNtlREnn6opcjyTM8vGVKXnnlFWxsbLC1tWXRokUEBASwadMmPv74Yy5fvoxWq+XkyZPk5uZStWpVDAYDgwYNonXr1nTu3LnEP0x8fX1p27YtAC+//DJDhw4lKSkJgKpVq9KqVSsAc3KhV69e5n2zsrKIjY3lwoUL1KlTh8DAQAAGDx7MqFGjbjtWdnY2u3btYuPGjebHKlSoUGRcv/zyC0ePHqVx48bmx65cuUJubi5bt26lX79+WFoWXOgZNGgQCxcuLPY59uvXDwsLCywsLOjbty9btmwxJzv69u2LhcXtCaqoqCiqV69unjWiVqspX748sbGxxY5DSEgIx48f580336RVq1Z06tSp2JiEEI/etLlL0esNmP5eQspkMmEwwLQ537Nm/vRSjk6UBTqDwqCfUllxOIsm3tasG+hBBbvH9yuOh6OWaR1cea9NeX48msWcXRn8JyqT/0Rl8nx1W0a3cKZDNVvUUuJKCCGEEEI8JFnZORw9Hn9zjY2YOGLjEjEaTeY2bq7OtG1Wv9AaGz5e7qhU8nupEOLpVGaTHSWZedHz+2R+ibmO6ZbchkYFXWrasaa/x0OJ48aaHTfodDp69uzJ9u3badiwIdeuXcPR0ZH8/HycnJyIjo7mjz/+YPv27UycOJEdO3bc17RAlUpl/uFkZ3ezFrmiKJQvX77IWSLr1q27rY8HpSgK/fv355NPPrlr23s93q3tb32OJY2ruHGAglkk27ZtY8uWLbzzzjscOXIEZ2fnezqGEOLh2HXgmDnRcYPRZGLrnkMcjY2nTk0/+WVcFCsz10jPpSlsi8+lW1A5VvauhK1l6dyVZm2hpv9zjvRr4MCuhIISVz9HZ/P7yRyqV7BgVHNn+j/ngJ2V3DUnhBBCCCFK7mpmFodvKUN1KPoUpxLOo9zyd5S3pxtd2jYzl6GqX6salSq6lGLUQgjx+D3Vf21Pae+KhUaF5u9rZBoVaDUqJrd/dB/2eXl56HQ6vL29Afjqq6/M29LS0rh+/TphYWF88skn+Pr6Ehsbi4ODA7m5ueh0umL7TUxMZPv27QCsXr0aNzc3vLy8bmtXvXp1HBwcWLx4sfmx+Ph4rly5QtOmTfnrr784ceIEAIsWLSrymHZ2drRs2ZIvvviiUOwADg4OZGZmmh/v2rUry5cv59y5c0DBHdk31hxp164dy5cvR6/Xo9PpCsVUlBttc3NzWblyJe3atbtje4BmzZoRFxdnXrDcZDJx5cqVO47D+fPnUalUdO3alfDwcBRFMc+SEUI8PoqiMHXWYtKuZBS5PTPrOsGdhlC7w0Bm/GcF55IvPuYIxZMuOVNPy2+S2Bafy/Cmjqzp51FqiY5bqVQqQqrasrqfBwkTq/BOqDOXso2MjLiE50dnGLfuEmcuF/8zXwghhBBCPLsupV/l98h9fPLv5bw4fDJVQ16lfN0utO09jrc/mceqdVsxmky81CmUGe8OZdOycNIORXB294/8vOAjPhjdj85tmkqiQwjxTCqzMztKoq6HFftGeTNtczqHU3TU87BkcnvXh744+a0cHBz46KOPaNSoEa6uroXKKCUlJfH666+j1+sxGo00b96cjh07YmFhQb9+/ahTpw52dna3LVAOEBQUxJIlSxg9ejSWlpasWrWqyDudtVot69evZ+zYscyaNQuj0YirqysrV67E09OTRYsW0aNHDywtLXn++edxcSn6h9+yZcsYNWoUQUFBWFhY0K1bNz788ENee+01BgwYQEREBCNGjGDIkCF89tln9OjRA4PBgE6no3Pnzjz33HO8/vrrREdHExgYaF6g/ODBg8WOXc2aNWnevDlXrlyhW7duhcauOM7Ozvz888+MHz+erKws1Go106dPp0uXLsWOw7Fjx5g4cSKKomAwGHjttdeoU6fOXY8lhHh48vLyGfTOZ6xat5Uafj6cSUrBaDBiNJnQqNVotRrmfTKO/UdO8OP67Uz87FsmfvYtLRvVpU/3drzUORRnR/vSfhqiFMWk5vP8d8mczzTwaUdX3m3t/ETOAPJ2tmBm5wpMbu/CikPXmLsrg1k7M5i9K4OugeUY3cKZ1n42T2TsQgghhBDi0VEUheTUtEJlqA5FnyI5Nd3cRq1WU8PPm7492lM/qGDGRnCgP44O91b9QgghnhUqRVEe3gIWD4mXlxfnz58v9JjRaOTUqVNUq1YNjUZTSpGVjsjISMaOHXvHBczLutDQUMaOHUv37t1LO5Qn3rN8Loinw6X0q3Qf+j5Rh2LoHtaC5bMnEZ+YzLQ533M4Np56gf5MHtPfvDi5Tqdn444DLP95M+u27CYvX4elpQWdQhvTt0d7OrdugrX1o0tiiyfPH6dz6LYkhes6E4tedue1Bg6lHVKJKYrCtvhc5uy6yvrj11EUqOVuyegWTvSp5/BEzEwRQgghhBAPl6IoJCRdKFSG6lBMHGmXb85y12o11KpW5WYZqqBq1KlZlXK2NqUYuRBCPFmKyhvc6qme2SGEEOLJEhuXSOeBE0g8n8o7b7zKp+++jlqtpm6gf7GLkVtaWtClXTO6tGvGtazrrP19Byt+2cIvm3cTsWkXjvbleLFTK/p0a0+rJnVRq+Vi8dPsxyNZ9PshFSutit8Ge9KuWrnSDumeqFQq2gbY0jbAlvh0Hf/ek8HC/dcYuvoSEzakM7SxI282c6Kyk0VphyqEEEIIIe6D0WjkVML5QomNwzFxZGZdN7exsrSgbk1//u/5lubkRq1qVbCysizFyIUQouyTmR1ClDFyLoiyatOOA7w0Yio5uXnM+3gcg1/p/ED9pVxM54f/bWP5z5s5HBMHgFelCrzatS19u7enTk2/hxG2eIJ8+cdVxq9Po5KDhg2DPAn2tC7tkB6KrDwTS/7M5KvdGcSl69GooWctO8a0cKaZr7WUuBJCCCGEeELp9QZi4xILkhoxBcmNI7Hx5OTmmduUs7WmXlCAuQxV/VrVqOHnjYWF3H8shBD36m4zOyTZIUQZI+eCKIu+WfYLo6bOwb6cLWvmTaNNs/oPtf/YuERWRGxhRcRmzv69kHmt6lXo2709r3Zti7en20M9nni8jCaF8f9LY86uDALdLPltsCfezk/fzAeTSeH3k9eZsyuDTadyAGjgZcXo5s68EmyHlVZmLQkhhBBClJa8vHyOnUy4OWMj5hTHTpwhX6c3t3FysCtUhqp+rQACqnjJ7HMhhHhIJNkhxFNGzgVRlhiNRv718TfMXrQaPx8Pfl00g+p+3o/seCaTiT0Ho1kRsYWffo3kSsY1AFo1rkuf7u15sVMrWdi8jMnTm+i7KpU1x7JpWdWGiP4eONs+/Z99xy/m89XuDL7/8xo5egU3Ow3DmjoyrIkT7g5yF6AQQgghxKOUfT2Ho8dP31xfIzqOmLgEjEaTuU1FV2fqBwXcTG7Uqoavl7vMyhVCiEfo2U52KAqciIWdkZB5FRydISQUagY99JiFeFwk2SHKiqzsHHqPmc76rVGENKrD2nnTcC3v9NiOr9Pp+f2P/SyP2Mz/tuwxL2zeuXUT+nRvJwublwFXcox0W5LCroRcXq5rx/evuGNt8WzdFXc1x8jC/Zl8vSeDs1cNWGjglbr2jG7hTMPKT0cZLyGEEEKI0pSRmcXhmHhzGapD0ac4eSaJWy+XVfaoeFtio1JFF0lsCCHEY/bsJjsSTsO0SZCcVJD0MBpBowGVCjwrw+RPoErVR/QMhHh0JNkhyoKklEu8MGgif504Tb+eHVjw6fhSXWwv81o2a3/fyYpfNrNtz2EURTEvbN63e3taNpaFzZ80Z6/q6fhdMscv6XgrxInwFyqgVj+7f0waTQrrYrKZuzuDyNO5ADT1sWZMC2d61rbDQvPsjo0QQgghREldSr/K4Zi4QmtsnDmXUqiNn49HQVLj7+RGvaAAKrg8vpu2hBBCFO/ZTHYknIYRgyA/vyDR8U8qFVhZwb8XS8JDlDmS7BBPugNHT9B1yHukpl3h47eHMPHNPk/UHU/JqWnmhc2PxMYDBQub9+7ajr492lO7hvxcKG1HkvPouDCZi9lGvnihAm+1dC7tkJ4oR1PymbvrKisOZ5FvUPB01PJmU0eGNnHCtZz8XBBCCCGEUBSFlIvphcpQHYo5xfkLaeY2KpWKGn7e5pka9YMCCA70x0nK3gohxBPr2Ut2KAoMehXOJRad6LhBpQKfKrBo1X3H6evri5WVFTY2Nuh0OkaMGMGIESPuuz+A6OhoXnjhBRITE0lJSeGVV15h586dd9xn9uzZ9OrVC3d393s+3r/+9S/s7OyYOnXqfUZcYN26dWzfvp1Zs2Y9UD83nD59mpdeeglFURg9ejQDBw58KP0+DJGRkeTl5fH888+XqP3DGuMbJNkhnmRrfvuD1976BEVRWPrle7zUObS0Q7qjohY2r12jKn26taN3t3ZU9qhYyhE+ezafuk7PpSnoDLD8VXdeqit/bBYnLdvAt/sy+feeDFKuGbHSquhTz54xLZyp4yEl2oQQQgjx9DkSE8e0uUs5EhtPcKA/U8b0p05NPxKSLtxMakSf4nBsPJfSr5r302o1BAX4FipDVadGVezK2ZbisxFlwZHkPKZtucyRFB3BHpZMae9KXfldW4hSc7dkx9O3wuWJ2Julq+5EUSDpbEH7GoH3fbgff/yR4OBgzp49S506dQgJCaFOnTrm7SZTweJV91MexcPD466JDihIdoSGht5XsuNhMBgMdO3ala5duz60PlevXk3Dhg2ZP3/+Pcei1T7at3VkZCQZGRklTnYI8SxQFIWZ36xk4mff4ubqzC/ffkzjevf/2fq4BAb48vHbQ5g+fhC7/4xmRcRmfvo1kgkzFzDxs29p2agOfXu058WOreQOr8dg6Z/XGPzfVOys1Pw61IOWVeWPzzupYKflvbYuvB1anjXHspi7K4NFB66x6MA1Qv1sGNPCmS6B5dA8w+W/hBBCCPH0OBITR5Meb6LXGzApColJF4jYtAs7W2uyruea21lZWlCnph89wlqYkxu1qlWR9frEPTuSnEeTr5PQGxVMSkGp3Q0nctg3ylsSHkI8ocpusmPSvyCliCzO1StgMJSsD6MRJowF5/KFH/fwgo/D7ykcHx8fqlevzqlTp1i7di3Hjh0jOzubpKQkNm/eTHR0NNOnTyc3NxeNRsPMmTNp3bo1AFOnTmXFihU4ODjQsWNHc5+JiYkEBweTkZEBQFRUFG+//TZZWVkoisL06dM5evSoeQaIjY0NS5YsISgoiA8++IBt27ah0+moVq0a8+fPx9nZmQsXLjBgwACSkpLw8PDA1dWVGjVqFPmcVCoVkyZN4tdff+X69etMmTKFPn36mLdNnjyZDRs2EBoaSlBQEBEREURERACwePFi5syZg6IoWFhYsHr1anx9fdm4cWOx43DD0qVLmTVrFkajkX379rFy5UosLS0ZNmwYly5dQq1WM3XqVLp3715kLJ9//nmh/nx9fenXrx+bN28mNTWVwYMH8/777wOQmprK6NGjSUxMJDc3l27duvHRRx+xY8cOBg4cyIEDByhfvjwjR44kPz+fESNGMG/ePIxGI5GRkfTs2ZPJkycXOt6dxnjr1q28//775OXlodPpGDduHIMHDyYlJYV69eqRkJCArW3Bxb3evXsTEhLC8OHD7+m9KMTjptPpGTbpSxb/9zdq16jK/777BB+v0km+3i+1Wk1IozqENKrDnCmjCi1s/se+o4yYPIcX2jQ1L2xemuuPPI0UReHTbVeY9PtlvJ20/DbEk0A3+eOhpCw0KnoFO9Ar2IEDSXnM2XmVn/7KIvJ0Lr7OWkY2d2JQQ0ecbWU2oBBCCCGefIqikJp2hZOnz3Hilq8d+/8iX6e/2a6gMRYWFowa0NG8xkZNfx8sLMru5S5R+owmhdOX9byx5iI6g8KN26lNChiMCtM2p7Omv2epxiiEKNrT9+lvND7a9sU4duwYJ06coG7dukRHRxMVFcXhw4dxc3PjzJkzTJ06lY0bN+Lg4EB8fDwhISEkJiayZcsW/vvf/3Lw4EHs7e157bXXiuz/ypUrdO/endWrVxMSEoLJZCIjI4Nu3bqxaNEi8wwTgE8++YRy5cqxf/9+AKZPn87777/Pv//9b0aPHk2jRo3YuHEjycnJBAcHF5vsgIJEwuHDhzlz5gzPPfcczZs3x9fXFwCNRsOBAwcAWLJkiXmfyMhIpk2bxp49e6hUqRI5OTkAdxwHK6ubF7X69evHmTNnyMjIYPbs2QA0btyYQYMG8cYbbxAXF0eTJk2oV68ePj4+t8VSlIyMDKKiokhPT8fPz4+BAwfi6elJ//79ee+992jVqhUGg4EXXniB//73v7z00ksMGTKEAQMG0LdvX3bt2sXevXuxtrZm2LBhhWL7pzuNcf369dm1axcajYYrV65Qr149OnTogJeXF+3atWP58uUMHTqUixcvsmXLFhYsWFDscxLiSXD5aib/N2wyf+w7SsfQxvzw1WQc7MuVdlgPxMrKkm5hLegW1oLMa9ms+X0HKyK28PPGnaz9fQdODna81DmUPt3aEdKojixs/oAMRoWREZeYvzeTupWs2DDYEw/Hp+/Xk8elYWVrlveuxOcvVGBeVAbz9mbyr/XpTN54mf7POTC6hTM1KkqyTgghhBClT6fTc/pcCifiCyc1Tpw5x7Ws64XaWltZYvy7csY/OdqXY+7U0Y8jZPGUURSF85kGolN1RKfmE52q41hqPscv6sgzFF0xxqjA4RTdY45UCFFSZfdqQnEzLxb8G/67omRJDI0GuvSEofe/zsaNGRW2trYsWrSIgIAAADp16oSbmxsAv//+O/Hx8bRs2dK8n1qt5ty5c2zdupWXX34ZBwcHAN544w127dp123GioqKoXr06ISEh5v3Lly9/WzuAiIgIMjMzWbNmDQA6nc6coNi6dSvh4QVj5+npedfSU0OGDAGgatWqtGzZkh07dpj7GjRoUJH7/Prrr7z22mtUqlQJwDxT4U7jcGPcipKVlcWhQ4fYvXs3AAEBAbRo0YKdO3eakx3FxXJD7969AXB1daVq1aokJCTg5OTE1q1buXjxorlddnY2J0+eBGDChAl07NiRoUOHsn//fqytre94jBvuNMaXL19m8ODBnDp1Cq1Wy+XLl4mOjsbLy4sxY8bw+uuvM3ToUL799lteffVV7OzsSnRMIUpDXMJ5Og+aQFzCeUYN6MmX77/5yMvIPW6ODnYMerkTg17uRHJqGqvWbWVFxBa+XbWeb1etp7JHRXp3bUuf7rKw+f24rjPx6ooL/C/2Ou0CbFnTrxIO1jL74GGo5KDlww6uvNe2PD8cyWLOrgy+icrkm6hMwqrZMqaFE89XL4daSlwJIYQQ4hG7knGtUDLj5OkkTpw5x+mzyRiNhRMYbq7O1Av0p4afd6Evb083Xhw+hV827zaXCwfQqNXUC/J/3E9JlEHp141/JzT+TmpcyCf6oo5reYXfg56OWlpVtaGWuxXbT+dwJCUf0y15D40K6kkJKyGeWE/XVSmAkFBYvbLk7Vu2vnubO7h1RsWtbr1IrSgK7du3Z+XKu8elUj34RQdFUfjqq68ICwt76Me7tf29Xoi/l3G4lzhKEsutiQqNRoPBYED5e12XGzM2/ikrK4szZ85Qrlw50tLSqFat2gPHOmzYMDp16sSaNWtQqVTUr1+fvLw8ABo1aoStrS3bt29nwYIFbNmy5b6OJ8TjEBl1mJ7DJpOZdZ2vp41hRL8epR3SI+fpXoF/De3Fv4b2IvrkGVZEbGHluq3MnLeKmfNWUaeGH326t6N3t7Z4VZKFze8mLdvAC4tS2J+Ux2v17fnuJXcstXLh/WGz0qrp/5wj/Ro4sDsxj7m7rrI2OptNp3IIcLVgVHMnBjzniL21zFASQgghxP0zGo2cTb5YeIbG319plzMKtdVqNfj7eNKlbTNq+HlTvWrlgn/9vHG+wzp5U8b0Z8P2vRgMYDSZ0KjVaLUaJo/u/6ifnihDsvJMxF7K59iFm7M1olPzuZhd+KZoZxs1wR5W1HKzpHYlK2q5WxHkZlmo9OvRlHwaf3UOg1HBqBQkOrQaFZPbuzzupyWEKKGnL9lRIxA8K8O5xDsvUq5SQWWfB1qcvKQ6dOjAhx9+yF9//WVevHz//v00atSIdu3a8c477zBu3Djs7OyKLVvUrFkz4uLi2LlzZ6EyVuXLl8fBwYHMzExz2+7duzNr1ixatGiBra0tOTk5JCQkEBQURLt27Vi0aBEffvghFy5cYN26dbz55pvFxr548WKmTp1KYmIiO3fuLLZ00626dOnCgAEDGD58eKEyVncahzuxt7enfv36LF68mNdff534+Hh27drF3Llz7xrLndjZ2dG6dWtmzJjB1KlTAUhJScFkMuHl5cXgwYPp06cP7dq147XXXuPAgQO4uLjg4ODA2bNni+33TmN89epVfHx8UKlU7Nixg6NHjxbad8yYMfTr14/AwMD7Tq4I8agt/uk33pj0BdZWlvy66FOeD21c2iE9drWqV+XTd4fy8dtD2HXgGCsitvDfDZG8O2M+E2YuoFXjuvTt0Z7/e76lLGxehNPpOp5fmEx8up6Jbcrz8fMuDyXZL4qnUqloUcWGFlVsOHdVz3+iMvh2Xyajf0nj/Y2XGdTQgZHNnPBzlRJXQgghhChe9vUcTp5Jui2hEZdwvtB6GgBODnbU8POmc+smhWZpVPX2uK81NeoG+rMv4humzfmew7Hx1Av0Z/KY/tQNlJkdz6J8g4mTl/Qcu2W2RnRqPolXC6/ja2uhIsjdks41y1HL3Ypa7pbUcrfC3V5z179B6npYsW+UN9M2p3M4RUc9D0smt3eVxcmFeII9fckOlQomfwIjBkJ+ftEJD5UKrKzhg48fS0j+/v6sXLmSN954g5ycHHQ6HfXq1WPlypV06tSJ/fv3U79+/dsWKL+Vs7MzP//8M+PHjycrKwu1Ws306dPp0qULo0eP5vXXX8fW1pYlS5bw7rvvkp+fT+PGjc0f3O+++y5BQUHMmTOHAQMGEBgYiKenJ23atLlj7EajkXr16nH9+nXmzp1rLmF1Jy1btmTKlCl06NABlUqFpaUlq1evvuM43M2KFSsYNmwYX3/9NSqViu+++w5vb++77leSfseNG0etWrVQqVSUK1eO+fPnExERwZUrV/6fvfsOa/JQ2wB+Z7EDYUNAtgpO1DrqqKNqbWurdldtPVU7bK22p+d8p3ZZ7T6nyy47HLXVblu02tqKe9dawYGoLBlhyAwrZLzv90cgEIkWEQmB+3ddXBBIwqPkZbx3nufB888/D6lUinnz5uH+++/Hpk2bMG3aNHz55ZeIj4+3uaD8Uv/Hr7/+Oh599FG89NJLiI+Px9Ch1ieJ77jjDsybNw/z58+/4n8bUVsTI4INhwAAIABJREFUBAHP/PczvPHx1wgPCcSmVa+hT8+uPbpJKpXiuqH9cd3Q/njvxcfx685DWLchET8n7sfOg0l47Pl3Mfn6azFjygTcNHYoF5sD+CO7FpNXaVBSY8JH0wIwb7jK3iV1OWHeCrx+kz9eGO+LdUe1WLanHO/uKceyveWYHOeOhSO9MS7GlQEUERFRFyWKIvIKzptHTl0QbOTmn7e6rkQiQURoEMYNH9hs9JS/r6rNf5/o3ysG6z95qU3vkzq2hmXhTQONEwV6nCnWo+kUNIUMiPV3wr3xSkug0SfICRHeiisa3dpf7cxl5EQORCKKl2p/sI/Q0FDk5uZavc9kMuHMmTPo0aMHZLIWzPPOzABeehbIzTYHHiaTeUcHYO7oeP4VILJrn6T7OxKJBGVlZVCpeCKqvfz555+YPn06UlNTL7r0+LKPBaI2UFOrw31Pvooft+zG0Pg4bPjsFQT6294bREB5RSV+/G0P1v60FTsPJkEURcti85lTJ2Dk4L5dcrH5ppQq3L02HyKAr6cHY0of7iXqCERRxI70WizbU4afT1VDFIHegU5YMFKFmQM94ebU9R6rREREXYFOV4e0c3nNujROZ+SgqrrW6rpuri6WEKNh7FRsdBi6R4bC1YXPcqcrZ2tZ+ImCOqRcsCxcIgGifRXoE9gQaJhDje5+ThyLS9QF2MoNmuq8YUeD1BRg9w5AWw54qsw7OtphdFVnwLCjfc2dOxe///47VqxYccl9Kww7qL3lF5Xg1rnP4M9jp3H35LFY/ebT/IPmMuTmF+HrjduxLmErkk+lAwDCQgLrF5uP7zLdMZ8eLMe8H4vg4ybDzw+oMSzc1d4lkQ3pxXp8sL8cqw5rodUJ8HaV4sGhXnhsuAph3gp7l0dERESXSRRFFJdW2NylkZVbYLXsGwDUgX7NOjRio8MQEuTXJZ+sQ1fHhcvCG15X2FgW3hhqmHdrxAU48ck4RF0Yww6iTobHArWn5JQ0TJ6zCLn55/H8gvvx4hP/4B85V6Bhsfm6DYnI0RQBAPrHRWPG1Am499ZxnXKxuSiKeOG3Ery8rRRRPgpsmRuC7v4c59XRVeoErDlSgff2luNssQEyKTCtjwcWjFBhZCRHXBEREXU0RqMRGdn5NkdPlZZrra7r5KRA94gQqzCjZ5S5Y8NT6W6nfwF1Rg3LwhsCjYal4baWhfcNvvSycCIigGEHUafDY4Hay6Zt+3HP40thMJqw4vV/477bLt5xRJdHEATsPXwcaxO24vvNO1GurYJEIsGYYfGWxeZeno4/4slgEvHg94VYc0SLa0KdsWl2CAKVnW9dWGcmCCJ+O1ODZXvK8NuZGgDAgBBnLBypwj3xSjjLGX4SERG1pwptlc0F4Wnn8mAwWC9m9vPxsho51fASERoEuZy/k1HbaVgWfqKwDsfz/35ZeN8m46dauiyciAjoRGGHIAg4ffo0unfvzh/K1KUZjUacPXsWPXv25DPs6aoQRRHLVv2Ap15ZDm8vDyR8+jJGDu5n77I6rbo6PX7ZcQjrNmzFz9sOQK83wNlJgVvGD8eMKeNx4xjHXGxeqRNwx5ca/H6mBjfFuuO7+4LhznZzh3aqsA4f7CvHmiNaVOtFBHjI8PAwL8y7VoVgT/5uRkRE1FYEQUCOpqjZHo3U9GzkF5VYXVcqlSIqLLhZoNEzqhv8fDiSmtqWSRCRUb8s/HgLloU3DTTaYlk4EVGnCTsAIC0tDUqlEr6+vkx8qUsyGAwoLCyEIAiIjIy0dznUCRkMRix48T18vG4jYqPDsGnVa4gOD7F3WV1GeUUl1m/ZjbU/bcWuQ8kQRRHeXkrcedMYzJw2ASOu6eMQIWe+1oibV+XhaF4d5g7xxPLbAiGX8ed2Z1Fea8KqP7R4f18ZssqMUMiAu/opsWCkCkPCuIuFiIiopWpqdTibmWtzQXitrs7qukoPN5uBRkx4iEM+MYY6NlEUkVdhtAo0uCyciDqCThV26PV6ZGdnw2Aw2KEqIvuTSCRQqVQICAhwiBOe5FgqtFW467El+H3PYVw/YiC+/2gJvL2U9i6ry8rRFOHrjduwLiERx1IbF5vPmDIeM6aOR+8eHTPwTC3SY9KKXJwrM2LJRF88P96HT1DopEyCiJ9TqrFsbxl2ptcCAIaFuWDBSBXu6KeEggGXRdLJs1j63hdISklDfK8YLF44C/17xdi7LCIiageiKKLwfKnNBeHn8gqbXT8sJNDm6KngAD7pk66O1i4L7xPkjF6BXBZORO2rU4UdDQRBQAcsm+iqkkgklheitpaZk4/Jsxch5WwWHrr3FnywdCEUCo6l6SiOp2ZgXcJWrNuQiNz88wCA+F4xmDF1PO699XqEBPnbuUKzfZm1uPXzPFToBHx2RyAeGOxl75KonRzT1OG9fWVY91cldEYRak8ZHh2uwkNDveDv0bW/lySdPIth0x6FwWCEIIqQSiVQyOU4lLCcgQcRUSei1xuQnq1BalrTDg3z64rKaqvrujg7oUdk80CjR1Qo3N3YJUlXx4XLwhteF1RefFl4nyBn9A3msnAi6jg6ZdhBRERtZ/+RE5j60HMoLq3Am8/Ow5Nz7mSo1kEJgoA9fxyzLDavqKyGRCLB2GsHYMbU8XZdbL7+WCVmfF0AuRT44T41JsW626UOsq/iahM+O1SBD/eXI6/CCGe5BNMHKLFwpDf6q53tXd5VZzKZcDYzF8dSM5B8Kh3HUtOxbe8R1Nbpm13XR+WJm8YORXSYGtHhIYgKC0Z0mBqB/uyGIiLqyErLtTidfsGC8IxspJ/Lg8lk/Uz4QD/vJiOn6kONmDCEqQMgk/HEMV0dTZeFNwQax/O5LJyIOgeGHUREdFFfb9iGB/79OmQyGb5a9hymTBxp75KohXS6Ovyy8xDWJSRi03brxeYzp07AjWOGwslJ0S61vLe3DE9sPI8Adxl+mROCgaEu7fJ5qeMymET8eLwK7+0tw/5zOgDA6ChXLBipwpTeHpB1gsWUpeVaHDuVXh9qZOBYajpOnM6Erkmw0dAhZzAYm91eKpVCEIRm73dzdbEEH01DkKgwNSJCg9rtuCYi6spMJhPO5RXaHD11vqTc6rpyuQzRYerm+zSiwzgSlq6qpsvCTxTocfwiy8LlUiA2oCHU4LJwInJsDDuIiKgZURSxdNkavPju5wgJ8sPPK17DgD7d7V0WtVJZRSXW/7rLstgcALy9lLjrZvNi8+GDrs5ic0EQ8Z9fivHmrjL09Ffg17mhiPThiViydjhHh/f2luHb5EoYTEC4txzzh6swZ4iXQ4xDMBqNOJOZi+QUc6eGuWsjDXkFxVbXC/L3Qf+4aPSLi0a/2Cj0j4tBz6huuOfxpdiwdZ9VsCGTSjFl4gh8/uYiZGRrkJGdj/TsPKSfa3z7XF4hjEbrsRJSqRTdgv0RFaZGdLjaEoI0vK3iSTUiostSVV2D0xk5VovBU9OzcSYjB3V6612hXkp3xMWENws1osLUHP9KV1XDsvCmgQaXhRNRV8Wwg4iIrOh0dZjzn//hqw2JGNC7O35e+WqH2flAVy47r9C82HxDIo6nZgAAwkMCMX3KeMycNgG9uke0yeepMwr4x7eF+CapEsPDXbDxgRD4unf8E9dkPwVaIz4+WI7lBypQVGWCm0KC+wd54vGRKvQK7BgjropLy82dGqfMnRrJp9KRcjbL6oSXk5MCvbtHoF9sFPrFRaN/XDT69oxCgJ+3zftMTknD0KnzYDSaYBIEyKRSyOWyv93ZYTQakZN/HunnrEOQ9HMapGdrUFlV0+w23l5KmyFIVJgaocH+VyX0JCLq6ERRhKaw2GaXRsMutAYSiQQRoUH1Y6esd2oE+HlztA9ddSXVpvpAg8vCiYhsYdhBREQW50vKMfWh58x7OiaOxNp3n+USxE7s2Kl0rEtIxFcbrRebz5w2Affeej3UgX6tut/yWhOmrdFgZ3otpvXxwLrpQXBV8A8rapk6o4DvkquwbG8ZjuTWAQAmdHfDwlEq3NjTvV3GKRgMRpzOyG4WbOQXlVhdTx3oZ+7WqO/U6BcXhR6R3S77GbzJKWlYumwNjqakYUCvGLywcNYVLScXRRElZRVWIUhGdn59EJLXrOsEMIc0kaFBNrtCosLUcHXpGIETEVFr6XR1SDuX1yzQOJ2Rg6rqWqvrurm6NAszYqPD0D0ylN8PqV1U1Qk4Wchl4UREl4thBxERAQBSzmZh8uxFyMzJx78fvgev/+chPsu3ixAEAbsPJWNtwlb88Msuy2LzccMHYMaUCbj9xuvgqWzZQvGccgNuWpmHEwV6zB+hwru3+neK/QvU/kRRxP4sHd7bV4b1x6tgEoAYPwUeH6HCP67xhKdL2/wRX1RcZlkWfuyUeQRVSto5qz0azk4K9OkZiX6xjcFG39hI+Pmo2qSG9qbT1SEzt8BmV0hmTn6z0SwAEBzge9GuEH9fFZ/NTEQdgiiKKC6tqA8xrEONzJyCZruQ1IF+zQKN2OgwhAT58fdgahe2loWfKNAjs9T6Z3HDsvA+Qc5WuzW4LJyIyBrDDiIiwtY9f+KORxejplaH5S8/ibn3TLZ3SWQnOl0dNu84iHUJidi84yD0egNcnJ1w6/gRmDF1PCaNHnLRBcjH8+tw48o85FUY8cZNfvj3GI5zoLaRU27AR/vL8emhCpTWCFA6SzF7sCfmj1Ahxs+pRfeh1xuQmp5tCTbMXRvpKCwus7peN3WAeQRVbLRlx0b3iBDI5V1j3rogCNAUFl+0K6SkTNvsNh7urjZDkOhwNcLUgZxV38Ek5emwNLEESRo94tVOWDzBD/3VfKY6ORaj0YjMnAKbo6dKy62/TykUcvSIDEXPqAsWhEd1a/GTOYiu1IXLwhvCjTPn9TByWTgRUZth2EFE1MV9vHYD5i9eBqW7G35YvgTXjxhk75KogyirqMQPv+zCuoTGxeY+Kk/cdfMYzJg63mqx+fa0Gkxbo0GtQcDndwdh+gBPe5ZOnVStQcC6vyqxbG8ZThToIZEAN8e6Y8FIFcZ3d4NEIoEoiig8X1ofajSOoDqVds5qoberi3N9t0b9CKrYKPSNjYKPio/dS6nQVtkMQTKy83Eur7DZs6ZlMinC1IEX7Qrhicb2lZSnw7D3c2AQRAgiIJUACqkEhxaEMfCgDqlCW2W1ILzhJe1cnlUHHmD+HSUupnmXRkRoUJcJrMn+mi4Lbwg2jnNZOBFRu2mTsGPBggXYuHEjzp07h6NHjyI+Pt7q46tXr8bs2bPx008/YerUqQCABx54APv27YOrqys8PDzw7rvvYvDgwW1SNBER/T2TyYR/vbIc7676AdHhamxa+RpiY8LtXRZ1UNl5hfhqQyLWJmzFyTNZAICI0CBMnzIeqj7j8OwuI1wVUiTMUmNsjJt9i6VOTxRF7Eivxbu7S7DpVC1EAL7SKviVHkFJ0u8oPm+9UDY8JBD9mu7WiI1CTEQIZDLOs25LBoMR5/IKmoUgDW9X1+ia3cbPx+uiXSHBAb4cI9NKZTUmpJcY6l/0lrcPZeusTrY1kEuBnv5OCPGSI8RLDrWnHCGecsvlEE85/D1kHEtIrZJ08iyWvvcFklLSEN8rBosv2EskCAJyNEWW/RlNQ40LdyVJpVJEhQU369CIjQ5z2NGC5LhKqk1WgQaXhRMR2V+bhB27d+9GVFQURo4ciYSEBKuwIysrC9OnT4coivjPf/5jCTs2btyIm266CXK5HJs2bcL8+fORlZXVJkUTEdGlVVbVYPrCl7Bp2wGMGtIPP368lH8gUouIomhebL4hEes2JELjNQjodzsUhkos7J6HJ+8Y3urF5kQXI4oiNIXFVsvCj6WmIzU9GyYXHyB6DBA5EnByg8ykQ295Lu7oIWBMvzD07RkJlZfS3v+ELk8URZwvKbcZgmRk5zc7oQkALs5OiOwWbLMrJCI0CC5deEmwIIjI0xqbBBrmUCOj/u2yWqHZbbxcpKg1CNCbmt+fi1yCbio58iqMqDHY/vNPJgWClY3hh9qreSCi9pRD6cKTd9Qo6eRZDJv2KAxGEwRBgFQigUwmxZy7b0a5tsoScNTq6qxup/RwswoyGl5iwkPg7Nyy8YVEbYXLwomIHEebjrGKiIiwCjsEQcDEiRPxxhtv4KmnnsITTzxhCTuaKi4uRnBwMGpra1vUXsqwg4io9XI0RbhlziIkn0rHfbdNxGev/Yt/NNJlMwkiFiYU4sMDWqighXHnO6g6nwepVFq/2Hw8bpvU8sXmRA10ujqcPJtlWRbeMIrqwl0Rkd2CGzs14qIQHR2FvUXueH9/Bc6cN0AqAab29sDCUSqMinTl/pgOrqZWh4xsTfOukGzz0vQLx9VIJBKEBPldtCvER+Xp8F/zOqOAzFKjVWdGw0tmqQF1Njo0QrzkiPZVXPDihGhfBXzcZLhtTR42nKyG0OSmMgkwpbcH1s9SQxRFaHUC8rRG5FXUv2iN0NS/brhcWGmyuo+mlM5SS/hh7hKRWV0O8ZIj0EMOucyxvz5dmSAIqKisRmm5FmUVlSgtr0RpuRalFZVWl8sqKrH38HGUlDff9dOgmzrA5oLw4ABfhz+GyfHojSJSi/SXtSy8T6Az+gZzWTgRUUdxVcOON998E5WVlViyZAnGjBlz0bDj+eefx7Fjx7Bhwwab9/v222/j7bfftlzWarX4/vvvAQBeXl4YNmwYDh48iIqKCgBAdHQ0wsLCsGPHDstthg4dipqaGhw/fhwAoFAoMG7cOCQnJ6OgoAAAoFar0bdvX2zbtg1Go/kPqn79+sHFxQV//PGH5b7GjRuHzMxMZGZmAgBUKhWGDh2K/fv3o7KyEgDQvXt3qNVq7Nq1y3K7a6+9FlqtFidPngQAODs7Y8yYMUhKSkJhYSEA8xekd+/eSExMhMlkfpZAfHw8FAoFDh8+bLmv8ePHIy0tzdIN4+Pjg8GDB2Pfvn2oqqoCAPTo0QNBQUHYvXu35XbDhw9HWVkZTp06BQBwcXHB6NGj8ddff+F8/ciHbt26oVevXvj999/R8OUfMGAApFIpjhw5YrmviRMnIjU1FdnZ2QAAPz8/DBo0CHv27EFNTQ0AIDY2Fn5+fti7d6/ldiNHjkRxcTFSU1MBAG5ubhg1ahSOHDmC4uJiAEBYWBhiY2Px+++/W243aNAgCIKAo0ePAjD/kTtx4kSkpKQgJycHAODv74+BAwdi165d0OnMoxLi4uLg7e2N/fv3W+7ruuuuQ0FBAc6cOQMA8PDwwIgRI3D48GGUlpYCMD+eY2JikJiYaLnd4MGDYTAYkJSUBACQyWQYP348Tp48aTmQAgMDER8fj507d6KuzvwMpd69e8PT0xMHDhyw3Nfo0aOh0Whw9uxZAIBSqcTw4cNx6NAhlJeXAwAiIyMRGRmJ7du3W243ZMgQ6HQ6HDt2DAAgl8tx/fXX4/jx49BoNACAoKAg9O/fH9u3b4fBYP7FrG/fvnBzc8OhQ4cs9zV27FhkZ2cjPT0dAI+nrnA8ncnKx+IPv0eZthpPP3IPRsdHQCKR8Hji8XRZx1ONXsAbJ/yx/7w7RoYp8ERkGpygxx/H03A8owi/7DgIg9EEJ4Uc113TGwvm3A2lwoC6+sdRZzmeGvDnk9nlHk96vR7FZZUQ5G5Iy87H7gNHkJlXhNyCUghNfv10dXZCdFgQRgzuD08XGYJ8lYgI8Ue/Pr1sHk9V1dVYszMdCTme+LPEPFKtp7eAm4NLMCawGhHdgjvU8cSfT39/PF1//fXYsecA/jqWAs35Mmir9aiuE5B08jQ0RaWosjEey93VGTERoVAHeEPpIkeQnwpRYWrcetMEFOSdg7b++7K9j6dKgxQS73DoXPyRePg0NLUK5NfIUWJyR36lgAv/EFNIRQS6GBDsakS0nxOG9gxGVe4pBDjpEORqxDXxfS758ymj0gkLD6shiBKYREAKETKpiPW3yXDDgPAW/3zK0xSgTC+DxDMIrn7h2H44BedrJSipk0GnUKGwGsgrN6DGZLvLQwoRgZ5yeEl18Fbo4etsQg+1CrEhKhRnnYSvswm+ziaMHzUElZWVPJ6u0s8nvcEIZ1d3hIZFYNvO3Sgp06KqphZuHl7Q6U04dfosqmp0qKyuBWQKFJeUo7RCi6oaHVpylqBhmbJgIxkL8PXCJy/MhauLU4f7+cTf9xz7eFq16QBWprggo9IJ/dXOeHGiHyrSGr+GI0eORGHReexMSkdWlRM0de6odAnCn5kVOFcphUlsDCtkEhHd3AyI8NBjeE9/9PSVQihMRaCrETIpf98DeDx19uOJfz/xeAIc73gKDw+/OmHHiRMn8OCDD2L37t1QKBQXDTvWrl2Ll156Cbt370ZgYGCLPg87O4iILt+PW3Zj5hOvQBRFrHlrEe6aPNbeJZEDKqk24dbVedh/Tod74pX4/O5AOMutT2aVlmvxwy+7sDZhK/b8Yf7FzUflibsnj7UsNuez3rqWmlodTp7JahxBVb88vKyi0up60eFq9IuNRv+4aPSLjUa/uChEdgtu9d6G00V6vL+vDJ//qUW1XoS/uwwPD/PCvGtVUHtxWW1nUVZRifRzzUdjpWdrkKMpwoV/zsjlMkSEBiGqW31HSLja8nZUWDA83Ntu71DTcVMZF4ycutS4KVudGdG+CoR4ya94b0aypg5LtxbjqEaPAWonvDDB76otJ6/UCdBoG7tCNBd0jORVGJFfaYSp+X8DAPOzpy8ck2V12UuOYKW8Sy/zFUURlVU1ls4Kc0dFlflyeSVKKy7efVFT2zwotMXdzQXeXkr4eHnCR6WEj8oT3l4e8FF5wser4bLS/DGvxo8pPdxw+yMvYMPWfRCExi+yTCrFlIkjsP7jl67Wfwt1UUl5Ogz7IAcGkwhBBKQS806id24JQI1BMHdrFJqXhdc2GdnHZeFERJ3HVevsWL58OZYuXQpnZ/MvzgUFBfD09MSSJUswb948AMC3336L5557Dtu2bUNYWFibFU1ERI1EUcQby7/Cov9+hgA/b2z87BUMHdDL3mWRA8osNeDGFbk4fd6Af432xhs3+VmetXkx53IL8PXGbVaLzSO7BWP6lOsxY+oExMWEt0Pl1F5EUUR2XqFl9FRDsHE2K8/qRJfSw81qWXi/2Gj06RkJpcfVWW5fXmvCqj+0+GB/OTJLDZBLgTv7KbFwlApDw1yvyuekjqGuTo9zeYVIP6dBRo7GHIY0efvCPQEAEODnjegw6xDEHISoEeTv0yysbatxU1E+5mDDx03apQJhkyDifJXJanRW04Ck4bKtYKhBgIfsooFIw8L1jv7/ajAY60MI2+OgGoKM0vJKq8tlFZUwXSwtakIqlULl6WEJJHxUysaAoj608K4PLiwfq3/flYw7TU5Jw9Cp82A0mmASBMikUsjlMhxKWG61pJyoJURRRGWdgNIaAWW1JpTWCCitMaG0xoSyWgGr/qjA2RLDJe/D1rLwuEAnuHNZOBFRp3BVx1g1dWFnx3fffYdnn30WiYmJCA+/vBMdDDuIiFpGrzfgkWffxurvf0WfnpHYtPI1hIcG2bssckBHcnW4eWUeiqpNePdWfywY6X1Zt29YbL42YSu+2rANmkJzW/PAPj0wc+oE3HPrOAQH+F6N0ukqqa6pxYnTmTiW2mS3xql0VFRWW64jkUgQExHS2KkRG4X+cdEIDw2yy0lHkyBiU0o1lu0tw470WgDAkG4uWDhKhTv6KvnszS5GFEUUnC9FRnbzECQ9W4Oi4rLGKyvcAA9/OHmroVJHwsUnBIKbL6qlHig3KCDC+rGjkAGRPs07M6J9FYj0UcBVwZNql6tGLzR2hly4R6Q+ENFoTdCbbP/56iKXWIIQSyDSJBhRe8qg9pTD5Qq+NqIoorqmtjGQqO+saLxso/ui/nJVdW2LPoeLs5MlkGjaRdEYUNjuvvBUure6S+5KJaekYemyNTiakoYBvWLwwsJZDDq6OKNJtAorLG/XNgYX5hCj/nWtCWX1H29BtteMr5sUP81So0+QM5eFExF1cm0Sdjz88MPYvHkzCgoK4OvrC6VSibS0NKvrXBh2KBQKBAUFwde38cTGtm3brC63tmgiIjKPErr9kRew82ASbhwzFN+8/wKXRVOrbEmtxh1famAUgHX3BuH2fsoruj+TyYRdh5KxLiERP/y6C9rKakilUlw/YqBlsfnVeoY/XT5RFJGVW4Bjp+o7NVLNI6jSsvKsxgN5Kd3RLy7aKtjo0zMS7m4ds3PieH4d3ttbhrV/VUJnFBHsKcO8YSo8fK0XAjw44qqrEQQRmvpxUw0vpwtrkVpYi3PlAqqMNk4S62uA6vNAlflFUlMMf2cDon0ViAvxREyYdVeIt9eVfe+kvycIIkpqTI2BiI2xWRqtCcXVpoveh6+bFGpPOQLcAG9nE7xkBrihFk6masj1Wgg1ZajTlqJMW2lzPJTBYGxRreYuC+suCluhRdPuC28vJVxdrs7IMaLLJYoiagwiymqsg4rGrovG95dd8PHKupYlFq4KCXzcZPB2lcLHTQafhtdN31f/fm83GZ75tRiJZ2vQdE2MTAJM6e2B9bPUV+l/goiIOpI27exoLww7iIgu7WxmLm6e/TTOZuZi/qxpeOf5xyCX8+QdXb7Vhyvw4A+F8HSW4ucHQjAism1PXNfq6rB5+wGs/Wkrftl5CAaDEa4uzrh1/HDMnDYBN1w3BAoFH7vtpbKqBidOZzZ2atQHG5VVNZbrSKVSdI8IMY+giouy7Njopg7o0CNiLqa42oQVhyrw4f5y5FYY4SyX4N54JRaOVCE+xMXe5VEbupJxU1E+1iOnwr2kqK4oQWZOvs2uEG2TDqcG3l7K5qOx6t8OCfKDTMZnG7clURRRq6uzDiTKK1GmrURRaSWyy/TQaI0orAZK6iSoMChQLbpAJ3WDyUkJuKoA2UXGNwlGoLYcEl0FnEzVcJfooJTp4eNkQoAbEKyUI1SlQJCPe7MCx3rYAAAgAElEQVTuCx+VJ7yU7vx6U4dhEkRU6KzHQTXtqrhU18XFOqkupHKVwsdVBh83Kbxd6wMKt4YAQwZvt8aPm4MM8/sutwsuWVOHoe9nw2gSYRLNQYdcJsGhx8Ou2m4iIiLqWBh2EBF1MrsOJuG2R15AubYKyxbPx/xZt9m7JHJAoijipcRSLP69BOHecmyZG4rYgNbP7G6J0nItvt+8E+s2JFoWm/t6e+LuyeMwY+p4XDuwt0OeTO+IBEFAZk4+jp3KsAo20s9prK7n7aW0WhbePy4avbpHwM2184UABpOIhBNVWLa3DPuyzEt7R0W6YuFIFab09oBcxseeIyirMZmXgZdaLwJPLzEgt8KIC/+yuRrjpkRRRGm5tnkIUv92bv75ZrdxclIgIjTI5q6QyG7BnfKYaylBEFBRWW29r6KFy7jr9Jee3d/AU+neZGdFfReFpxKunt6QuvtAdPGCXu6BWriiUnBGuUGG4loJ8isFFFWbmj2uGqhcpVZ7Qy7cIxLiJUeAh+yKl84TAYDOIDQJIkzWey2aBRWN76/QCRd9DDelkKE+kLAOJXwsQUXz0MLHTQYvF2m7PsaTNXVYurUYRzV6DFA74YUJfgw6iIi6EIYdRESdyOff/4qHnnkLLs5O+Pb9xbhx7FB7l0QOyGgS8ehPRfjsUAUGhDhj8+wQBHu2b3dFVk4+vt64HWsTtiLlbBYAICpMbV5sPmU8YrnYvMW0ldU4fjrDsiz8WGoGjp/OsJoPL5NJ0TMqzLIsvH8v8xiqkCD/LhkwHcnVYdmeMnyTXAmDCQhTyfHYcBXmDvWCD2d925WtcVNNQw1bS6y9XKSNS8B9rYONUC95u59o1unqkJlbYHNXSEa2xuYJ+uAA34t2hfj7qhziOK2r01st1b5w/NOF3RcNb5drq9CSP0nlcll9SGHdReHtqbS5w6JhLJTK0+OKOggNJhH5WtuL1ZuO0qrW2/43yKTmTpCL7xIxX1a6cM9LVyCKIrQ6AaW1Qv14KBNKawUbQYWp8Tr17681tOzUjdJZ2qTDwlZ3he0ODDeFxCG+1xARUdfGsIOIqBMQBAHP/m8FXl/+FcJCArF51Wvo0zPK3mWRA6rWC7h7bT42n6rGxB5u+OE+tV1PsIiiiOSUNKxN2IqvN263LDYf1LcHZkzhYvOmTCYTMrLzrZaFJ59KR1ZugdX1fL09zSOomgQbvWLC4cI58M0UaI345GAFlh8oR2GVCa4KCe4b6IkFI1XoHcT/r6vF1ripjIbXFxk3pfaUNevMaAg1fNykDnOCThAE5BeVWIKP9GyN1dvFpRXNbuPh7mozBIkOVyNMHdjsRH7SybNY+t4XSEpJQ3yvGCy+jGXRoihCW1ndJKDQWkKKsoqqSy7jrqnVtehzeLi7tniHRWM3hic83F077Ne54QR2XtNQxEYgUlBpsto10JTSWWpZpN40DAnxlENd/zpIKWcXWgdhuNgC7mZBRdPrmDsxWrKAWypBYxDxd0FFk64Lb1cZFHyMEBFRJ8awg4jIwdXU6nD/P1/F+l93Y2h8HBI+fRlBPPlLrVBUZcTNK/PwZ24dZg3yxGd3BnaoP4hNJhN2HkyyLDavrKqxLDafOXUCpt0wqsssNi+vqLTaqZGcko4TZzKtTibKZFLExYRbloX3j4tGv7hoBAf4dtgTgh1VnVHA98nmEVd/5tYBAMZ3d8OCkSrcHOsOKUfQXLayGlOTUVOtHzcV5WPu1mjNuClHpK2sthmCpJ/TIFtTCNMFZ0llMinC1IGICgtGdFgIXF2c8NGXCTCZBAiiCKlUAplMhreenQeVp/Ki46Aawo2yispmn8MWqVRqs4vCR6W0ucOiIdzw9lLCyUlxtf77OjyjSURhVeMidevF6o3hiFZn+2sglQCBSnMYor4wEGly2cvFcQJAexJFEdV6sXlXhdXCbRthRq0JVXUtO43ippDAuwWLt5t+3MdNCqUzv4ZERES2MOwgInJg+UUlmPLgszicnIq7bh6Lz996Gq58dja1wtnzekxakYeMUgOeH++DJRM79gnxWl0dNm0zLzb/dVfjYvMpE0Zg5rQJmDhqcKdYbG4ymZCWlWceQdUQbJxKR3ZeodX1/H1Vjbs16oONuJhwODtf3T0rXY0oijhwTodle8uw/ngVTAIQ7avA4yNUeGCwJzxdOOKqQWvGTXk2GTcV3QHGTTkag8GIbE3hRbtCmo6uaylXF2ebXRSN3RYXXK6/ntLDDVJp1wig7KGqTmgWgDR0ijSM0srXGmG8SC7lppBcemyWlxzBSjmc5J3jmDMJIsprBRtBxQV7LWx0XRhMf3//EgmgcpFeIqhouuPCOtRw6SJBLRERUXth2EFE5KCSU9Jwy9xnkKMpwnOP34clTz7AEwvUKgfP1WLyqjyU1QpYflsAHhqmsndJl6WkrMKy2Hzv4eMAAD8fL9x181jMnDoBwwb26tDBTYPSci2O14cZx1LNI6hOnslCra7Och2FQo646HD0i6sfQRVnDjcC/X0c4t/YmeSWG/DRgQp8erAcJTUCPJwleOAaLzw+QoXu/l0jZGoYN5XRpCuj4SWz1ABdJx435WhEUcT5knIMuGkuNEUlzT7u5+OFlW/83wULuj043s6BCYKIoiqT1Zgsy9isJgGJreCxQYCHzGpvyIV7REK85C06bpPydFiaWIIkjR7xaicsbuXC6FqDcJGgwrqr4sKui4qLdMJcyEkmsVqs7e0qvSCokDX/uB0WcBMREdHFMewgInJAm7cfwD2PL4XeYMSK1/+N+26baO+SyEFtPFmFe9blQwLg25nBmNzLw94lXZGsnHx8tXEb1v60FafSzgEwLzafMXU8ZkwZj57RYXauEDAajTiblYfklDTLKKrkU+nIzT9vdb0gfx9zp0ZclKVrIzY6rEuPeOmIag0CvjpaiWV7ynC8QA+JBLgp1h0LRqgwoYebw5+8L6812ezM+LtxU1E2Rk5F+ijg5sRQ3p5ue/h5bNi6D4LQePJXJpViysQRWP/xS3asjOylRi9AYysQseoWMUFvsn1awEUugbrJ3pCmnSJqTxkqdCbc8UUBDIIIQTSP2lJIJVh/fzAClfJm458uFWbYClBtaVjA7dOkq+JiQYXl41zATURE1Ckw7CAiciCiKOK91evxz5c/greXB3765GWMGtLP3mWRg1q+vxzzE4rg6ybDptlqDAlztXdJbUYURSSdbFhsvg359c9kvqZfT8yYMh733DKuXXbblJRVmDs1TjWOoDp5JhN1eoPlOk5OCvSq363Rv1e0ZXF4gJ/3Va+P2o4oitiVUYtle8qwIaUaogjEBTjh8REq3H+NJ9w76El+W+OmzLs0zKFGaQ3HTXUmySlpGDp1HoxGE0yCAJlUCrlchkMJy1u8pJy6HlEUUVxtqt8jYrhgbFbjbpHi6hbMfGohmRQ2F2/bDCqafFzFBdxERERdGsMOIiIHYTQaseDF97F87Qb0jOqGzatfR3R4iL3LIgckiiKe3VKC17aXIsZPgV/nhCDGr/OO3TGZTNhx4CjWJSRi/ZbdlsXm40cMwsxpEzDthpHwcL+yxeYGgxGnM7LNnRqn0utHUWVAU1hsdT11oJ8lzGgINnpGhXWK/SLUKLPUgA/3lWPFHxWo0AlQuUoxd4gXHhuuQoRP+3fm1BkFZJUarboyLnfcVFSTUMOX46YcWnJKGpYuW4OjKWkY0CsGLyycxaCD2kSdUYBGa7Iak7Vka4nNMVJeLlI8PdbHesdFkw4MLuAmIiKi1mDYQUTkACq0VbjrsSX4fc9hjBs+ED8sXwJvL6W9yyIHpDeKmPt9Ab78qxJDurlg02w1/D26zon2Wl0dfk7cj3UJifhl50EYjSa4ujhj6sSRmDF1PCaOGoyTZzKx9L0vkJSShvheMVh8wYnA8yXlSD5lHkGVnGLer5GSdg76Jt0azk4K9O4RaVkW3q9+t4afj2PtQ6ErU1Un4IsjWry3twynzxsglQBTentg4UgVrotybdMTea0ZNxXh3bwzg+OmiKgt3bYmDxtOVkNo8j1IVv+9cP0stf0KIyIiok6JYQcRUQeXmZOPybMXIeVsFh68dzI+XPoEnwVOraLVmXD7F/lIPFuDyXHu+GZmcIcdrdMeGhabr03Yin1/ngAAqDw9UFlVA1EUIYgipBIJpDIpZkwdj/zCUhxLTUfB+VKr+wkN9rdaFt4vLho9IkMhl/M4JTNBELH1bA2W7S3Dr6k1AID+wc5YMFKF6QOUSC3S/+3y3qbjpsxjpqxDjZaOm4ryMYca3VQcN0VEV1+ypg5D38+G0STCJJqDDrlMgkOPh7VqSTkRERHRpTDsICLqwA4cOYkpDz2L4tIK/O+ZR/DPuXexpZ9aRVNhxE0r85CcX4eHh3nhg6kBkHOmtUVmTj6+2pCI15d/harqWpvXcXF2Qp+ekZZl4Q3Bho/Ks52rJUd2ukiPD/aXY/XhClTrRahcpKisEyACluW9Mgnwz+u8oTOKLRo3FeXrhOiGheB+HDdFRB1LsqYOS7cW46hGjwFqJ7xgI9AlIiIiagsMO4iIOqivN2zDA/9+HTKZDOvefRZTbxhl75LIQaUU1mHSijzklBvxyiRfLBrnwxOgFxE16l5k5uQ3e39okD+y9n0DmUxmh6qoM6qoNWHVYS2e21KMGsPFf93muCkiIiIiIqKW+bvcgPMXiIjamSiKWLpsDV5893OoA/3w88pXMbBPD3uXRQ5qd0YNpnyuQVWdgDV3B+H+a9iFcCnxvWJwLq8QgtA4EkgmlWJIfCyDDmpTXq4yPHmdN97fV4bMUmOzjwcpZTgwP4zjpoiIiIiIiNoInypGRNSOdLo63PfkK3jx3c8xoHd3/LFhOYMOarXvkysx4dM8GAURm2eHMOhogcULZ0Ehl0EmNf8KJJNKIZfL8MKCWXaujDqreLUzLswyZBJgeLgrInwUDDqIiIiIiIjaCMMOIqJ2cr6kHNfPeArrEhIxZcII7P5uGUKC/O1dFjmod/eU4e51+fBxk2LPvG6Y2NPd3iU5hP69YnAoYTmmTBiByG7BmDJhBA4lLEf/XjH2Lo06qcUT/KCQSdCwQqdhee8LE3ztWxgREREREVEnw50dRETtIOVsFibPXoTMnHz866G78fp/HuLIHGoVQRDxr03n8c6ecsQGOGHL3BCEeyvsXRYRXQKX9xIREREREV057uwgIrKzrXv+xJ2PLkZ1rQ6fvvYvPHjvZHuXRA5KZxAw69sCfJdchZGRrtjwDzV83BiaEXV0/dXOWD8rxN5lEBERERERdWoMO4iIrqKP127A/MXL4OHmii1r/ovrRwyyd0nkoMpqTJi6RoPdGbW4va8H1t4bBBcFp1ESEREREREREQEMO4iIrgqTyYR/v/ox3ln5PaLC1Ni86jXExoTbuyxyUNllBkxakYdTRXosHKnC27f4Q8qlxkREREREREREFgw7iIjaWFV1DaYvfBk/J+7HyMF98dMnL8HPR2XvsshBJWvqcOPKXORrTXhrsj/+Odrb3iUREREREREREXU4DDuIiNpQjqYIt8xZhORT6Zg5bQJWvP5vODs72bssclCJZ6px2xf5qDOK+GZGMO6OV9q7JCIiIiIiIiKiDolhBxFRGzly/DRumfMM8otK8NJTs/Hs/PsgkXDUELXO2iNaPPBdAdydpPjtwRCMiXazd0lERERERERERB0Www4iojbw45bdmPnEKxAEAd9+sBh3TR5r75LIQYmiiDd2lGHRr8UI9ZJjy9wQ9A5ytndZREREREREREQdGsMOIqIrIIoi/vvx13j6jU8R4OeNDZ++jGEDe9u7LHJQJkHE4wlFWH6gAn2DnPDr3BCEeCnsXRYRERERERERUYfHsIOIqJX0egPmPfcOVn33C/r0jMTPK15FRLdge5dFDqpGL2D6V/nYcLIa42Jc8eP9ani5yuxdFhERERERERGRQ2DYQUTUCqXlWtwxbzF2HDiKSaOH4NsPFsNT6W7vsshBFVebcMuqPBzM1mHGACVW3RUEJzn3vRARERERERERtRTDDiKiy3Q2MxeT5yzCmYwczJ81De88/xjkcn47pdZJL9bjxpV5OFtswNNjvfHKJD9IpQw6iIiIiIiIiIguB8/OERFdhl0Hk3DbIy+gXFuF915cgMf/cZu9SyIHdjhHh8mr8nC+2oQPpgbgsREqe5dEREREREREROSQGHYQEbXQmh+24MFFb8LF2Qk/r3wVN40dZu+SyIH9cqoKd36ZD0EEfrxfjal9POxdEhERERERERGRw2LYQUT0NwRBwHNvrsRrH61DWEggNq18DX1jo+xdFjmwlX9U4OH1hfBykeLnB0IwPMLV3iURERERERERETk0hh1ERJdQU6vDrKdeww+/7MKQ/nHY8NnLCArwtXdZ5KBEUcSSrSVYsrUUkT4K/DonBD0DnOxdFhERERERERGRw2PYQUR0EflFJZjy4LM4nJyKu24ei8/fehquLs72LosclMEk4uH1hVh9WItBoc7Y9EAIgjz5Y5iIiIiIiIiIqC3wLAsRkQ3HTqVj8pxFyNEU4bnH78OSJx+AVCq1d1nkoKrqBNz5pQZbTtfgxlg3fDdTDQ9nPp6IiIiIiIiIiNoKww4iogts3n4A9zy+FHV6A9a8tQj3336DvUsiB1agNeLmVXn4K68Oswd74uPbA6GQSexdFhERERERERFRp8Kwg4ioniiKeP/zH/HkSx/C28sDv6x+A6OG9LN3WeTAThfpMWlFLrLKjHhxgi9emOADiYRBBxERERERERFRW2PYQUQEwGg0YuGSD/DRlwnoEdUNm1e9hpiIUHuXRQ5sf1YtblmdhwqdgBV3BmLOEC97l0RERERERERE1Gkx7CCiLq9CW4W75y/Bb7sPY9zwgfhh+RJ4eyntXRY5sJ+OV2L6VwWQSoCN/1DjpjgPe5dERERERERERNSpMewgoi4tKycfN89ehJSzWZh7z8346KUnoVDwWyO13of7yvH4hiL4u8uweXY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" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + "Tomorrow's price: 144.23\n" + ], + "name": "stdout" + } + ] + } + ] +} \ No newline at end of file