{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "1VVIL-rnbSER" }, "source": [ "# Pythonによる米国株テクニカル分析と検証: \n", "# -どのテクニカル指標が良い結果を出すのか過去データを検証しよう\n", "\n", "
\n",
    "Pythonによる米国株テクニカル分析と検証: -どのテクニカル指標が良い結果を出すのか過去データを検証しよう\n",
    "Satoshi (著)  形式: Kindle版\n",
    "ASIN: B092LX6D25\n",
    "発売日: 2021/4/14\n",
    "
\n", "\n", "\n", "本のソースコード: \n", "https://vrquest.org/index.php/technical-indicator-and-anomaly\n", "\n", "\n", "Google Colab:\n", "\n", "https://colab.research.google.com/introp.ipython\n", "\n", "\n", "筆者のTwitter: \n", "\n", "https://twitter.com/beavis28\n", "\n", "\n", "筆者の Youtube:\n", "\n", "https://www.youtube.com/channel/UChXU9b0QMF24hw1Au-VAS0g\n", "" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "is_colab = 'google.colab' in str(get_ipython()) # for Google Colab" ] }, { "cell_type": "markdown", "metadata": { "id": "a0LMdAogcIrI" }, "source": [ "## Alpha Vantage データを取り込む\n", "\n", "データを取り込むライブラリとして Alpha Vantage を無料で利用する。\n", "\n", "API Key を入手: \n", "\n", "https://www.alphavantage.co/suppoert/#api-key\n", "\n", "Alpha Vantage API Documentation: \n", "\n", "https://www.alphavantage.co/documentation/\n", "\n", "pypi Alpha Vantage API Documentation:\n", "\n", "https://pypi.org/project/alpha-vantage/\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "executionInfo": { "elapsed": 3818, "status": "ok", "timestamp": 1649917344457, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "Ae4axhmmbJ6b" }, "outputs": [], "source": [ "! pip -q install alpha_vantage" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "if not is_colab:\n", " ! pip -q install numpy matplotlib seaborn" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "if not is_colab:\n", " ! pip -q install scikit-learn\n", " ! pip -q install pandas" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "if not is_colab:\n", " ! pip -q install plotly\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "executionInfo": { "elapsed": 419, "status": "ok", "timestamp": 1649917349769, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "nCZ8wkAfgh7U" }, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.tree import DecisionTreeClassifier\n", "from datetime import date\n", "from dateutil.relativedelta import relativedelta\n", "from dateutil import parser\n", "import numpy as np\n", "import math\n", "from alpha_vantage.techindicators import TechIndicators\n", "\n", "import plotly.express as px\n", "import plotly.figure_factory as ff\n", "import plotly.graph_objects as go\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "executionInfo": { "elapsed": 255, "status": "ok", "timestamp": 1649917352445, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "_FTR90QmhrM-" }, "outputs": [], "source": [ "plt.style.use('fivethirtyeight')\n", "plt.rcParams['figure.figsize'] = [24, 8]\n", "API_KEY = 'Your API Key' # YOU MUST CHANGE THIS." ] }, { "cell_type": "markdown", "metadata": { "id": "C4HybDjfzlK_" }, "source": [ "### Alpha Vantage から取得したデータから DataFrame を作る\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "executionInfo": { "elapsed": 249, "status": "ok", "timestamp": 1649918452910, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "OxnbVxUFvNZz" }, "outputs": [], "source": [ "symbol = \"SNAP\"\n", "# symbol = \"TWTR\"" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 710 }, "executionInfo": { "elapsed": 953, "status": "ok", "timestamp": 1649918152487, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "1qz_R-NJyO94", "outputId": "1bd5d3ec-948c-4fbd-9941-1e0419c8ec5b" }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
1. open2. high3. low4. close5. volumePrice_Up_From_PreviousDayToday_Price_UpTomorrow_Price_UpPercentageSomeDaysAfterClosingPrice
date
2022-04-1333.6634.9233.340134.6817181342.01100.033065NaN
2022-04-1234.7235.9533.190033.5719538493.0001-0.024128NaN
2022-04-1134.6535.7534.053034.4020890421.0000-0.035604NaN
2022-04-0835.8836.8335.410035.6721718400.0000-0.016000NaN
2022-04-0736.3937.3034.580036.2521490374.0000-0.006032NaN
.................................
2017-03-0822.0323.4321.310022.8149834423.01100.06389921.82
2017-03-0722.2122.5020.640021.4471899652.0001-0.09802320.38
2017-03-0628.1728.2523.770023.7772938848.0000-0.12255419.93
2017-03-0326.3929.4426.060027.09148227379.01100.10661819.54
2017-03-0224.0026.0523.500024.48217109769.0011NaN19.89
\n", "

1290 rows × 10 columns

\n", "
" ], "text/plain": [ " 1. open 2. high 3. low 4. close 5. volume \\\n", "date \n", "2022-04-13 33.66 34.92 33.3401 34.68 17181342.0 \n", "2022-04-12 34.72 35.95 33.1900 33.57 19538493.0 \n", "2022-04-11 34.65 35.75 34.0530 34.40 20890421.0 \n", "2022-04-08 35.88 36.83 35.4100 35.67 21718400.0 \n", "2022-04-07 36.39 37.30 34.5800 36.25 21490374.0 \n", "... ... ... ... ... ... \n", "2017-03-08 22.03 23.43 21.3100 22.81 49834423.0 \n", "2017-03-07 22.21 22.50 20.6400 21.44 71899652.0 \n", "2017-03-06 28.17 28.25 23.7700 23.77 72938848.0 \n", "2017-03-03 26.39 29.44 26.0600 27.09 148227379.0 \n", "2017-03-02 24.00 26.05 23.5000 24.48 217109769.0 \n", "\n", " Price_Up_From_PreviousDay Today_Price_Up Tomorrow_Price_Up \\\n", "date \n", "2022-04-13 1 1 0 \n", "2022-04-12 0 0 1 \n", "2022-04-11 0 0 0 \n", "2022-04-08 0 0 0 \n", "2022-04-07 0 0 0 \n", "... ... ... ... \n", "2017-03-08 1 1 0 \n", "2017-03-07 0 0 1 \n", "2017-03-06 0 0 0 \n", "2017-03-03 1 1 0 \n", "2017-03-02 0 1 1 \n", "\n", " Percentage SomeDaysAfterClosingPrice \n", "date \n", "2022-04-13 0.033065 NaN \n", "2022-04-12 -0.024128 NaN \n", "2022-04-11 -0.035604 NaN \n", "2022-04-08 -0.016000 NaN \n", "2022-04-07 -0.006032 NaN \n", "... ... ... \n", "2017-03-08 0.063899 21.82 \n", "2017-03-07 -0.098023 20.38 \n", "2017-03-06 -0.122554 19.93 \n", "2017-03-03 0.106618 19.54 \n", "2017-03-02 NaN 19.89 \n", "\n", "[1290 rows x 10 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from alpha_vantage.timeseries import TimeSeries\n", "from pprint import pprint\n", "ti = TechIndicators(key=API_KEY, output_format='pandas')\n", "ts = TimeSeries(key=API_KEY, output_format='pandas')\n", "data, meta_data = ts.get_daily(symbol=symbol, outputsize='full')\n", "data['Price_Up_From_PreviousDay'] = np.where(data['4. close'] > data['4. close'].shift(-1), 1, 0)\n", "data['Today_Price_Up'] = np.where(data['4. close'] > data['1. open'], 1, 0)\n", "data['Tomorrow_Price_Up'] = np.where(data['4. close'].shift(1) > data['4. close'], 1, 0)\n", "data['Percentage'] = (data['4. close'] - data['4. close'].shift(-1)) / data['4. close'].shift(-1)\n", "data['SomeDaysAfterClosingPrice'] = data['4. close'].shift(10) # X days later price\n", "data" ] }, { "cell_type": "markdown", "metadata": { "id": "Mmb1VGBb0ao1" }, "source": [ "## 移動平均 (Moving Average)\n", "\n", "### 買い時の指標のひとつ\n", "\n", "ゴールデンクロス ... 短期間の移動平均が、長期間の移動平均を抜いた時" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 596 }, "executionInfo": { "elapsed": 3539, "status": "ok", "timestamp": 1649918917587, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "SRXjxaVEyQe3", "outputId": "c5c7c5be-e868-40a4-b16e-6b4687cf59c2" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Golden Cross Point: 36\n", "Actual Price Up: 18\n", "Percentage: 50.0%\n" ] }, { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "4. close", "type": "scatter", "x": [ "2022-04-13T00:00:00", "2022-04-12T00:00:00", "2022-04-11T00:00:00", "2022-04-08T00:00:00", "2022-04-07T00:00:00", "2022-04-06T00:00:00", "2022-04-05T00:00:00", "2022-04-04T00:00:00", "2022-04-01T00:00:00", "2022-03-31T00:00:00", "2022-03-30T00:00:00", "2022-03-29T00:00:00", "2022-03-28T00:00:00", "2022-03-25T00:00:00", "2022-03-24T00:00:00", "2022-03-23T00:00:00", "2022-03-22T00:00:00", "2022-03-21T00:00:00", "2022-03-18T00:00:00", "2022-03-17T00:00:00", "2022-03-16T00:00:00", "2022-03-15T00:00:00", "2022-03-14T00:00:00", "2022-03-11T00:00:00", "2022-03-10T00:00:00", "2022-03-09T00:00:00", "2022-03-08T00:00:00", "2022-03-07T00:00:00", "2022-03-04T00:00:00", "2022-03-03T00:00:00", "2022-03-02T00:00:00", "2022-03-01T00:00:00", "2022-02-28T00:00:00", "2022-02-25T00:00:00", "2022-02-24T00:00:00", "2022-02-23T00:00:00", "2022-02-22T00:00:00", "2022-02-18T00:00:00", "2022-02-17T00:00:00", "2022-02-16T00:00:00", "2022-02-15T00:00:00", "2022-02-14T00:00:00", "2022-02-11T00:00:00", "2022-02-10T00:00:00", "2022-02-09T00:00:00", "2022-02-08T00:00:00", "2022-02-07T00:00:00", "2022-02-04T00:00:00", "2022-02-03T00:00:00", "2022-02-02T00:00:00", "2022-02-01T00:00:00", "2022-01-31T00:00:00", "2022-01-28T00:00:00", "2022-01-27T00:00:00", "2022-01-26T00:00:00", "2022-01-25T00:00:00", "2022-01-24T00:00:00", "2022-01-21T00:00:00", "2022-01-20T00:00:00", "2022-01-19T00:00:00", "2022-01-18T00:00:00", "2022-01-14T00:00:00", "2022-01-13T00:00:00", "2022-01-12T00:00:00", "2022-01-11T00:00:00", "2022-01-10T00:00:00", "2022-01-07T00:00:00", "2022-01-06T00:00:00", "2022-01-05T00:00:00", "2022-01-04T00:00:00", "2022-01-03T00:00:00", "2021-12-31T00:00:00", "2021-12-30T00:00:00", "2021-12-29T00:00:00", "2021-12-28T00:00:00", "2021-12-27T00:00:00", "2021-12-23T00:00:00", "2021-12-22T00:00:00", "2021-12-21T00:00:00", "2021-12-20T00:00:00", "2021-12-17T00:00:00", "2021-12-16T00:00:00", "2021-12-15T00:00:00", "2021-12-14T00:00:00", "2021-12-13T00:00:00", "2021-12-10T00:00:00", "2021-12-09T00:00:00", "2021-12-08T00:00:00", "2021-12-07T00:00:00", "2021-12-06T00:00:00", "2021-12-03T00:00:00", "2021-12-02T00:00:00", "2021-12-01T00:00:00", "2021-11-30T00:00:00", "2021-11-29T00:00:00", "2021-11-26T00:00:00", "2021-11-24T00:00:00", "2021-11-23T00:00:00", "2021-11-22T00:00:00", "2021-11-19T00:00:00", "2021-11-18T00:00:00", "2021-11-17T00:00:00", "2021-11-16T00:00:00", "2021-11-15T00:00:00", "2021-11-12T00:00:00", "2021-11-11T00:00:00", "2021-11-10T00:00:00", "2021-11-09T00:00:00", "2021-11-08T00:00:00", "2021-11-05T00:00:00", "2021-11-04T00:00:00", "2021-11-03T00:00:00", "2021-11-02T00:00:00", "2021-11-01T00:00:00", "2021-10-29T00:00:00", "2021-10-28T00:00:00", "2021-10-27T00:00:00", "2021-10-26T00:00:00", "2021-10-25T00:00:00", "2021-10-22T00:00:00", "2021-10-21T00:00:00", "2021-10-20T00:00:00", "2021-10-19T00:00:00", "2021-10-18T00:00:00", "2021-10-15T00:00:00", "2021-10-14T00:00:00", "2021-10-13T00:00:00", "2021-10-12T00:00:00", "2021-10-11T00:00:00", "2021-10-08T00:00:00", "2021-10-07T00:00:00", "2021-10-06T00:00:00", "2021-10-05T00:00:00", "2021-10-04T00:00:00", "2021-10-01T00:00:00", "2021-09-30T00:00:00", "2021-09-29T00:00:00", "2021-09-28T00:00:00", "2021-09-27T00:00:00", "2021-09-24T00:00:00", "2021-09-23T00:00:00", "2021-09-22T00:00:00", "2021-09-21T00:00:00", "2021-09-20T00:00:00", "2021-09-17T00:00:00", "2021-09-16T00:00:00", "2021-09-15T00:00:00", "2021-09-14T00:00:00", "2021-09-13T00:00:00", "2021-09-10T00:00:00", "2021-09-09T00:00:00", "2021-09-08T00:00:00", "2021-09-07T00:00:00", "2021-09-03T00:00:00", "2021-09-02T00:00:00", "2021-09-01T00:00:00", "2021-08-31T00:00:00", "2021-08-30T00:00:00", "2021-08-27T00:00:00", "2021-08-26T00:00:00", "2021-08-25T00:00:00", "2021-08-24T00:00:00", "2021-08-23T00:00:00", "2021-08-20T00:00:00", "2021-08-19T00:00:00", "2021-08-18T00:00:00", "2021-08-17T00:00:00", "2021-08-16T00:00:00", "2021-08-13T00:00:00", "2021-08-12T00:00:00", "2021-08-11T00:00:00", "2021-08-10T00:00:00", "2021-08-09T00:00:00", "2021-08-06T00:00:00", "2021-08-05T00:00:00", "2021-08-04T00:00:00", "2021-08-03T00:00:00", "2021-08-02T00:00:00", "2021-07-30T00:00:00", "2021-07-29T00:00:00", "2021-07-28T00:00:00", "2021-07-27T00:00:00", "2021-07-26T00:00:00", "2021-07-23T00:00:00", "2021-07-22T00:00:00", "2021-07-21T00:00:00", "2021-07-20T00:00:00", "2021-07-19T00:00:00", "2021-07-16T00:00:00", "2021-07-15T00:00:00", "2021-07-14T00:00:00", "2021-07-13T00:00:00", "2021-07-12T00:00:00", "2021-07-09T00:00:00", "2021-07-08T00:00:00", "2021-07-07T00:00:00", "2021-07-06T00:00:00", "2021-07-02T00:00:00", "2021-07-01T00:00:00", "2021-06-30T00:00:00", "2021-06-29T00:00:00", "2021-06-28T00:00:00", "2021-06-25T00:00:00", "2021-06-24T00:00:00", "2021-06-23T00:00:00", "2021-06-22T00:00:00", "2021-06-21T00:00:00", "2021-06-18T00:00:00", "2021-06-17T00:00:00", "2021-06-16T00:00:00", "2021-06-15T00:00:00", "2021-06-14T00:00:00", "2021-06-11T00:00:00", "2021-06-10T00:00:00", "2021-06-09T00:00:00", "2021-06-08T00:00:00", "2021-06-07T00:00:00", "2021-06-04T00:00:00", "2021-06-03T00:00:00", "2021-06-02T00:00:00", "2021-06-01T00:00:00", "2021-05-28T00:00:00", "2021-05-27T00:00:00", "2021-05-26T00:00:00", "2021-05-25T00:00:00", "2021-05-24T00:00:00", "2021-05-21T00:00:00", "2021-05-20T00:00:00", "2021-05-19T00:00:00", "2021-05-18T00:00:00", "2021-05-17T00:00:00", "2021-05-14T00:00:00", "2021-05-13T00:00:00", "2021-05-12T00:00:00", "2021-05-11T00:00:00", "2021-05-10T00:00:00", "2021-05-07T00:00:00", "2021-05-06T00:00:00", "2021-05-05T00:00:00", "2021-05-04T00:00:00", "2021-05-03T00:00:00", "2021-04-30T00:00:00", "2021-04-29T00:00:00", "2021-04-28T00:00:00", "2021-04-27T00:00:00", "2021-04-26T00:00:00", "2021-04-23T00:00:00", "2021-04-22T00:00:00", "2021-04-21T00:00:00", "2021-04-20T00:00:00", "2021-04-19T00:00:00", "2021-04-16T00:00:00", "2021-04-15T00:00:00", "2021-04-14T00:00:00", "2021-04-13T00:00:00", "2021-04-12T00:00:00", "2021-04-09T00:00:00", "2021-04-08T00:00:00", "2021-04-07T00:00:00", "2021-04-06T00:00:00", "2021-04-05T00:00:00", "2021-04-01T00:00:00", "2021-03-31T00:00:00", "2021-03-30T00:00:00", "2021-03-29T00:00:00", "2021-03-26T00:00:00", "2021-03-25T00:00:00", "2021-03-24T00:00:00", "2021-03-23T00:00:00", "2021-03-22T00:00:00", "2021-03-19T00:00:00", "2021-03-18T00:00:00", "2021-03-17T00:00:00", "2021-03-16T00:00:00", "2021-03-15T00:00:00", "2021-03-12T00:00:00", "2021-03-11T00:00:00", "2021-03-10T00:00:00", "2021-03-09T00:00:00", "2021-03-08T00:00:00", "2021-03-05T00:00:00", "2021-03-04T00:00:00", "2021-03-03T00:00:00", "2021-03-02T00:00:00", "2021-03-01T00:00:00", "2021-02-26T00:00:00", "2021-02-25T00:00:00", "2021-02-24T00:00:00", "2021-02-23T00:00:00", "2021-02-22T00:00:00", "2021-02-19T00:00:00", "2021-02-18T00:00:00", "2021-02-17T00:00:00", "2021-02-16T00:00:00", "2021-02-12T00:00:00", "2021-02-11T00:00:00", "2021-02-10T00:00:00", "2021-02-09T00:00:00", "2021-02-08T00:00:00", "2021-02-05T00:00:00", "2021-02-04T00:00:00", "2021-02-03T00:00:00", "2021-02-02T00:00:00", "2021-02-01T00:00:00", "2021-01-29T00:00:00", "2021-01-28T00:00:00", "2021-01-27T00:00:00", "2021-01-26T00:00:00", "2021-01-25T00:00:00", "2021-01-22T00:00:00", "2021-01-21T00:00:00", "2021-01-20T00:00:00", "2021-01-19T00:00:00", "2021-01-15T00:00:00", "2021-01-14T00:00:00", "2021-01-13T00:00:00", "2021-01-12T00:00:00", "2021-01-11T00:00:00", "2021-01-08T00:00:00", "2021-01-07T00:00:00", "2021-01-06T00:00:00", "2021-01-05T00:00:00", "2021-01-04T00:00:00", "2020-12-31T00:00:00", "2020-12-30T00:00:00", "2020-12-29T00:00:00", "2020-12-28T00:00:00", "2020-12-24T00:00:00", "2020-12-23T00:00:00", "2020-12-22T00:00:00", "2020-12-21T00:00:00", "2020-12-18T00:00:00", "2020-12-17T00:00:00", "2020-12-16T00:00:00", "2020-12-15T00:00:00", "2020-12-14T00:00:00", "2020-12-11T00:00:00", "2020-12-10T00:00:00", "2020-12-09T00:00:00", "2020-12-08T00:00:00", "2020-12-07T00:00:00", "2020-12-04T00:00:00", "2020-12-03T00:00:00", "2020-12-02T00:00:00", "2020-12-01T00:00:00", "2020-11-30T00:00:00", "2020-11-27T00:00:00", "2020-11-25T00:00:00", "2020-11-24T00:00:00", "2020-11-23T00:00:00", "2020-11-20T00:00:00", "2020-11-19T00:00:00", "2020-11-18T00:00:00", "2020-11-17T00:00:00", "2020-11-16T00:00:00", "2020-11-13T00:00:00", "2020-11-12T00:00:00", "2020-11-11T00:00:00", "2020-11-10T00:00:00", "2020-11-09T00:00:00", "2020-11-06T00:00:00", "2020-11-05T00:00:00", "2020-11-04T00:00:00", "2020-11-03T00:00:00", "2020-11-02T00:00:00", "2020-10-30T00:00:00", "2020-10-29T00:00:00", "2020-10-28T00:00:00", "2020-10-27T00:00:00", "2020-10-26T00:00:00", "2020-10-23T00:00:00", "2020-10-22T00:00:00", "2020-10-21T00:00:00", "2020-10-20T00:00:00", "2020-10-19T00:00:00", "2020-10-16T00:00:00", "2020-10-15T00:00:00", "2020-10-14T00:00:00", "2020-10-13T00:00:00", "2020-10-12T00:00:00", "2020-10-09T00:00:00", "2020-10-08T00:00:00", "2020-10-07T00:00:00", "2020-10-06T00:00:00", "2020-10-05T00:00:00", "2020-10-02T00:00:00", "2020-10-01T00:00:00", "2020-09-30T00:00:00", "2020-09-29T00:00:00", "2020-09-28T00:00:00", "2020-09-25T00:00:00", "2020-09-24T00:00:00", "2020-09-23T00:00:00", "2020-09-22T00:00:00", "2020-09-21T00:00:00", "2020-09-18T00:00:00", "2020-09-17T00:00:00", "2020-09-16T00:00:00", "2020-09-15T00:00:00", "2020-09-14T00:00:00", "2020-09-11T00:00:00", "2020-09-10T00:00:00", "2020-09-09T00:00:00", "2020-09-08T00:00:00", "2020-09-04T00:00:00", "2020-09-03T00:00:00", "2020-09-02T00:00:00", "2020-09-01T00:00:00", "2020-08-31T00:00:00", "2020-08-28T00:00:00", "2020-08-27T00:00:00", "2020-08-26T00:00:00", "2020-08-25T00:00:00", "2020-08-24T00:00:00", "2020-08-21T00:00:00", "2020-08-20T00:00:00", "2020-08-19T00:00:00", "2020-08-18T00:00:00", "2020-08-17T00:00:00", "2020-08-14T00:00:00", "2020-08-13T00:00:00", "2020-08-12T00:00:00", "2020-08-11T00:00:00", "2020-08-10T00:00:00", "2020-08-07T00:00:00", "2020-08-06T00:00:00", "2020-08-05T00:00:00", "2020-08-04T00:00:00", "2020-08-03T00:00:00", "2020-07-31T00:00:00", "2020-07-30T00:00:00", "2020-07-29T00:00:00", "2020-07-28T00:00:00", "2020-07-27T00:00:00", "2020-07-24T00:00:00", "2020-07-23T00:00:00", "2020-07-22T00:00:00", "2020-07-21T00:00:00", "2020-07-20T00:00:00", "2020-07-17T00:00:00", "2020-07-16T00:00:00", "2020-07-15T00:00:00", "2020-07-14T00:00:00", "2020-07-13T00:00:00", "2020-07-10T00:00:00", "2020-07-09T00:00:00", "2020-07-08T00:00:00", "2020-07-07T00:00:00", "2020-07-06T00:00:00", "2020-07-02T00:00:00", "2020-07-01T00:00:00", "2020-06-30T00:00:00", "2020-06-29T00:00:00", "2020-06-26T00:00:00", "2020-06-25T00:00:00", "2020-06-24T00:00:00", "2020-06-23T00:00:00", "2020-06-22T00:00:00", "2020-06-19T00:00:00", "2020-06-18T00:00:00", "2020-06-17T00:00:00", "2020-06-16T00:00:00", "2020-06-15T00:00:00", "2020-06-12T00:00:00", "2020-06-11T00:00:00", "2020-06-10T00:00:00", "2020-06-09T00:00:00", "2020-06-08T00:00:00", "2020-06-05T00:00:00", "2020-06-04T00:00:00", "2020-06-03T00:00:00", "2020-06-02T00:00:00", "2020-06-01T00:00:00", "2020-05-29T00:00:00", "2020-05-28T00:00:00", "2020-05-27T00:00:00", "2020-05-26T00:00:00", "2020-05-22T00:00:00", "2020-05-21T00:00:00", "2020-05-20T00:00:00", "2020-05-19T00:00:00", "2020-05-18T00:00:00", "2020-05-15T00:00:00", "2020-05-14T00:00:00", "2020-05-13T00:00:00", "2020-05-12T00:00:00", "2020-05-11T00:00:00", "2020-05-08T00:00:00", "2020-05-07T00:00:00", "2020-05-06T00:00:00", "2020-05-05T00:00:00", "2020-05-04T00:00:00", "2020-05-01T00:00:00", "2020-04-30T00:00:00", "2020-04-29T00:00:00", "2020-04-28T00:00:00", "2020-04-27T00:00:00", "2020-04-24T00:00:00", "2020-04-23T00:00:00", "2020-04-22T00:00:00", "2020-04-21T00:00:00", "2020-04-20T00:00:00", "2020-04-17T00:00:00", "2020-04-16T00:00:00", "2020-04-15T00:00:00", "2020-04-14T00:00:00", "2020-04-13T00:00:00", "2020-04-09T00:00:00", "2020-04-08T00:00:00", "2020-04-07T00:00:00", "2020-04-06T00:00:00", "2020-04-03T00:00:00", "2020-04-02T00:00:00", "2020-04-01T00:00:00", "2020-03-31T00:00:00", "2020-03-30T00:00:00", "2020-03-27T00:00:00", "2020-03-26T00:00:00", "2020-03-25T00:00:00", "2020-03-24T00:00:00", "2020-03-23T00:00:00", "2020-03-20T00:00:00", "2020-03-19T00:00:00", "2020-03-18T00:00:00", "2020-03-17T00:00:00", "2020-03-16T00:00:00", "2020-03-13T00:00:00", "2020-03-12T00:00:00", "2020-03-11T00:00:00", "2020-03-10T00:00:00", "2020-03-09T00:00:00", "2020-03-06T00:00:00", "2020-03-05T00:00:00", "2020-03-04T00:00:00", "2020-03-03T00:00:00", "2020-03-02T00:00:00", "2020-02-28T00:00:00", "2020-02-27T00:00:00", "2020-02-26T00:00:00", "2020-02-25T00:00:00", "2020-02-24T00:00:00", "2020-02-21T00:00:00", "2020-02-20T00:00:00", "2020-02-19T00:00:00", "2020-02-18T00:00:00", "2020-02-14T00:00:00", "2020-02-13T00:00:00", "2020-02-12T00:00:00", "2020-02-11T00:00:00", "2020-02-10T00:00:00", "2020-02-07T00:00:00", "2020-02-06T00:00:00", "2020-02-05T00:00:00", "2020-02-04T00:00:00", "2020-02-03T00:00:00", "2020-01-31T00:00:00", "2020-01-30T00:00:00", "2020-01-29T00:00:00", "2020-01-28T00:00:00", "2020-01-27T00:00:00", "2020-01-24T00:00:00", "2020-01-23T00:00:00", "2020-01-22T00:00:00", "2020-01-21T00:00:00", "2020-01-17T00:00:00", "2020-01-16T00:00:00", "2020-01-15T00:00:00", "2020-01-14T00:00:00", "2020-01-13T00:00:00", "2020-01-10T00:00:00", "2020-01-09T00:00:00", "2020-01-08T00:00:00", "2020-01-07T00:00:00", "2020-01-06T00:00:00", "2020-01-03T00:00:00", "2020-01-02T00:00:00", "2019-12-31T00:00:00", "2019-12-30T00:00:00", "2019-12-27T00:00:00", "2019-12-26T00:00:00", "2019-12-24T00:00:00", "2019-12-23T00:00:00", "2019-12-20T00:00:00", "2019-12-19T00:00:00", "2019-12-18T00:00:00", "2019-12-17T00:00:00", "2019-12-16T00:00:00", "2019-12-13T00:00:00", "2019-12-12T00:00:00", "2019-12-11T00:00:00", "2019-12-10T00:00:00", "2019-12-09T00:00:00", "2019-12-06T00:00:00", "2019-12-05T00:00:00", "2019-12-04T00:00:00", "2019-12-03T00:00:00", "2019-12-02T00:00:00", "2019-11-29T00:00:00", "2019-11-27T00:00:00", "2019-11-26T00:00:00", "2019-11-25T00:00:00", "2019-11-22T00:00:00", "2019-11-21T00:00:00", "2019-11-20T00:00:00", "2019-11-19T00:00:00", "2019-11-18T00:00:00", "2019-11-15T00:00:00", "2019-11-14T00:00:00", "2019-11-13T00:00:00", "2019-11-12T00:00:00", "2019-11-11T00:00:00", "2019-11-08T00:00:00", "2019-11-07T00:00:00", "2019-11-06T00:00:00", "2019-11-05T00:00:00", "2019-11-04T00:00:00", "2019-11-01T00:00:00", "2019-10-31T00:00:00", "2019-10-30T00:00:00", "2019-10-29T00:00:00", "2019-10-28T00:00:00", "2019-10-25T00:00:00", "2019-10-24T00:00:00", "2019-10-23T00:00:00", "2019-10-22T00:00:00", "2019-10-21T00:00:00", "2019-10-18T00:00:00", "2019-10-17T00:00:00", "2019-10-16T00:00:00", "2019-10-15T00:00:00", "2019-10-14T00:00:00", "2019-10-11T00:00:00", "2019-10-10T00:00:00", "2019-10-09T00:00:00", "2019-10-08T00:00:00", "2019-10-07T00:00:00", "2019-10-04T00:00:00", "2019-10-03T00:00:00", "2019-10-02T00:00:00", "2019-10-01T00:00:00", "2019-09-30T00:00:00", "2019-09-27T00:00:00", "2019-09-26T00:00:00", "2019-09-25T00:00:00", "2019-09-24T00:00:00", "2019-09-23T00:00:00", "2019-09-20T00:00:00", "2019-09-19T00:00:00", "2019-09-18T00:00:00", "2019-09-17T00:00:00", "2019-09-16T00:00:00", "2019-09-13T00:00:00", "2019-09-12T00:00:00", "2019-09-11T00:00:00", "2019-09-10T00:00:00", "2019-09-09T00:00:00", "2019-09-06T00:00:00", "2019-09-05T00:00:00", "2019-09-04T00:00:00", "2019-09-03T00:00:00", "2019-08-30T00:00:00", "2019-08-29T00:00:00", "2019-08-28T00:00:00", "2019-08-27T00:00:00", "2019-08-26T00:00:00", "2019-08-23T00:00:00", "2019-08-22T00:00:00", "2019-08-21T00:00:00", "2019-08-20T00:00:00", "2019-08-19T00:00:00", "2019-08-16T00:00:00", "2019-08-15T00:00:00", "2019-08-14T00:00:00", "2019-08-13T00:00:00", "2019-08-12T00:00:00", "2019-08-09T00:00:00", "2019-08-08T00:00:00", "2019-08-07T00:00:00", "2019-08-06T00:00:00", "2019-08-05T00:00:00", "2019-08-02T00:00:00", "2019-08-01T00:00:00", "2019-07-31T00:00:00", "2019-07-30T00:00:00", "2019-07-29T00:00:00", "2019-07-26T00:00:00", "2019-07-25T00:00:00", "2019-07-24T00:00:00", "2019-07-23T00:00:00", "2019-07-22T00:00:00", "2019-07-19T00:00:00", "2019-07-18T00:00:00", "2019-07-17T00:00:00", "2019-07-16T00:00:00", "2019-07-15T00:00:00", "2019-07-12T00:00:00", "2019-07-11T00:00:00", "2019-07-10T00:00:00", "2019-07-09T00:00:00", "2019-07-08T00:00:00", "2019-07-05T00:00:00", "2019-07-03T00:00:00", "2019-07-02T00:00:00", "2019-07-01T00:00:00", "2019-06-28T00:00:00", "2019-06-27T00:00:00", "2019-06-26T00:00:00", "2019-06-25T00:00:00", "2019-06-24T00:00:00", "2019-06-21T00:00:00", "2019-06-20T00:00:00", "2019-06-19T00:00:00", "2019-06-18T00:00:00", "2019-06-17T00:00:00", "2019-06-14T00:00:00", "2019-06-13T00:00:00", "2019-06-12T00:00:00", "2019-06-11T00:00:00", "2019-06-10T00:00:00", "2019-06-07T00:00:00", "2019-06-06T00:00:00", "2019-06-05T00:00:00", "2019-06-04T00:00:00", "2019-06-03T00:00:00", "2019-05-31T00:00:00", "2019-05-30T00:00:00", "2019-05-29T00:00:00", "2019-05-28T00:00:00", "2019-05-24T00:00:00", "2019-05-23T00:00:00", "2019-05-22T00:00:00", "2019-05-21T00:00:00", "2019-05-20T00:00:00", "2019-05-17T00:00:00", "2019-05-16T00:00:00", "2019-05-15T00:00:00", "2019-05-14T00:00:00", "2019-05-13T00:00:00", "2019-05-10T00:00:00", "2019-05-09T00:00:00", "2019-05-08T00:00:00", "2019-05-07T00:00:00", "2019-05-06T00:00:00", "2019-05-03T00:00:00", "2019-05-02T00:00:00", "2019-05-01T00:00:00", "2019-04-30T00:00:00", "2019-04-29T00:00:00", "2019-04-26T00:00:00", "2019-04-25T00:00:00", "2019-04-24T00:00:00", "2019-04-23T00:00:00", "2019-04-22T00:00:00", "2019-04-18T00:00:00", "2019-04-17T00:00:00", "2019-04-16T00:00:00", "2019-04-15T00:00:00", "2019-04-12T00:00:00", "2019-04-11T00:00:00", "2019-04-10T00:00:00", "2019-04-09T00:00:00", "2019-04-08T00:00:00", "2019-04-05T00:00:00", "2019-04-04T00:00:00", "2019-04-03T00:00:00", "2019-04-02T00:00:00", "2019-04-01T00:00:00", "2019-03-29T00:00:00", "2019-03-28T00:00:00", "2019-03-27T00:00:00", "2019-03-26T00:00:00", "2019-03-25T00:00:00", "2019-03-22T00:00:00", "2019-03-21T00:00:00", "2019-03-20T00:00:00", "2019-03-19T00:00:00", "2019-03-18T00:00:00", "2019-03-15T00:00:00", "2019-03-14T00:00:00", "2019-03-13T00:00:00", "2019-03-12T00:00:00", "2019-03-11T00:00:00", "2019-03-08T00:00:00", "2019-03-07T00:00:00", "2019-03-06T00:00:00", "2019-03-05T00:00:00", "2019-03-04T00:00:00", "2019-03-01T00:00:00", "2019-02-28T00:00:00", "2019-02-27T00:00:00", "2019-02-26T00:00:00", "2019-02-25T00:00:00", "2019-02-22T00:00:00", "2019-02-21T00:00:00", "2019-02-20T00:00:00", "2019-02-19T00:00:00", "2019-02-15T00:00:00", "2019-02-14T00:00:00", "2019-02-13T00:00:00", "2019-02-12T00:00:00", "2019-02-11T00:00:00", "2019-02-08T00:00:00", "2019-02-07T00:00:00", "2019-02-06T00:00:00", "2019-02-05T00:00:00", "2019-02-04T00:00:00", "2019-02-01T00:00:00", "2019-01-31T00:00:00", "2019-01-30T00:00:00", "2019-01-29T00:00:00", "2019-01-28T00:00:00", "2019-01-25T00:00:00", "2019-01-24T00:00:00", "2019-01-23T00:00:00", "2019-01-22T00:00:00", "2019-01-18T00:00:00", "2019-01-17T00:00:00", "2019-01-16T00:00:00", "2019-01-15T00:00:00", "2019-01-14T00:00:00", "2019-01-11T00:00:00", "2019-01-10T00:00:00", "2019-01-09T00:00:00", "2019-01-08T00:00:00", "2019-01-07T00:00:00", "2019-01-04T00:00:00", "2019-01-03T00:00:00", "2019-01-02T00:00:00", "2018-12-31T00:00:00", "2018-12-28T00:00:00", "2018-12-27T00:00:00", "2018-12-26T00:00:00", "2018-12-24T00:00:00", "2018-12-21T00:00:00", "2018-12-20T00:00:00", "2018-12-19T00:00:00", "2018-12-18T00:00:00", "2018-12-17T00:00:00", "2018-12-14T00:00:00", "2018-12-13T00:00:00", "2018-12-12T00:00:00", "2018-12-11T00:00:00", "2018-12-10T00:00:00", "2018-12-07T00:00:00", "2018-12-06T00:00:00", "2018-12-04T00:00:00", "2018-12-03T00:00:00", "2018-11-30T00:00:00", "2018-11-29T00:00:00", "2018-11-28T00:00:00", "2018-11-27T00:00:00", "2018-11-26T00:00:00", "2018-11-23T00:00:00", "2018-11-21T00:00:00", "2018-11-20T00:00:00", "2018-11-19T00:00:00", "2018-11-16T00:00:00", "2018-11-15T00:00:00", "2018-11-14T00:00:00", "2018-11-13T00:00:00", "2018-11-12T00:00:00", "2018-11-09T00:00:00", "2018-11-08T00:00:00", "2018-11-07T00:00:00", "2018-11-06T00:00:00", "2018-11-05T00:00:00", "2018-11-02T00:00:00", "2018-11-01T00:00:00", "2018-10-31T00:00:00", "2018-10-30T00:00:00", "2018-10-29T00:00:00", "2018-10-26T00:00:00", "2018-10-25T00:00:00", "2018-10-24T00:00:00", "2018-10-23T00:00:00", "2018-10-22T00:00:00", "2018-10-19T00:00:00", "2018-10-18T00:00:00", "2018-10-17T00:00:00", "2018-10-16T00:00:00", "2018-10-15T00:00:00", "2018-10-12T00:00:00", "2018-10-11T00:00:00", "2018-10-10T00:00:00", "2018-10-09T00:00:00", "2018-10-08T00:00:00", "2018-10-05T00:00:00", "2018-10-04T00:00:00", "2018-10-03T00:00:00", "2018-10-02T00:00:00", "2018-10-01T00:00:00", "2018-09-28T00:00:00", "2018-09-27T00:00:00", "2018-09-26T00:00:00", "2018-09-25T00:00:00", "2018-09-24T00:00:00", "2018-09-21T00:00:00", "2018-09-20T00:00:00", "2018-09-19T00:00:00", "2018-09-18T00:00:00", "2018-09-17T00:00:00", "2018-09-14T00:00:00", "2018-09-13T00:00:00", "2018-09-12T00:00:00", "2018-09-11T00:00:00", "2018-09-10T00:00:00", "2018-09-07T00:00:00", "2018-09-06T00:00:00", "2018-09-05T00:00:00", "2018-09-04T00:00:00", "2018-08-31T00:00:00", "2018-08-30T00:00:00", "2018-08-29T00:00:00", "2018-08-28T00:00:00", "2018-08-27T00:00:00", "2018-08-24T00:00:00", "2018-08-23T00:00:00", "2018-08-22T00:00:00", "2018-08-21T00:00:00", "2018-08-20T00:00:00", "2018-08-17T00:00:00", "2018-08-16T00:00:00", "2018-08-15T00:00:00", "2018-08-14T00:00:00", "2018-08-13T00:00:00", "2018-08-10T00:00:00", "2018-08-09T00:00:00", "2018-08-08T00:00:00", "2018-08-07T00:00:00", "2018-08-06T00:00:00", "2018-08-03T00:00:00", "2018-08-02T00:00:00", "2018-08-01T00:00:00", "2018-07-31T00:00:00", "2018-07-30T00:00:00", "2018-07-27T00:00:00", "2018-07-26T00:00:00", "2018-07-25T00:00:00", "2018-07-24T00:00:00", "2018-07-23T00:00:00", "2018-07-20T00:00:00", "2018-07-19T00:00:00", "2018-07-18T00:00:00", "2018-07-17T00:00:00", "2018-07-16T00:00:00", "2018-07-13T00:00:00", "2018-07-12T00:00:00", "2018-07-11T00:00:00", "2018-07-10T00:00:00", "2018-07-09T00:00:00", "2018-07-06T00:00:00", "2018-07-05T00:00:00", "2018-07-03T00:00:00", "2018-07-02T00:00:00", "2018-06-29T00:00:00", "2018-06-28T00:00:00", "2018-06-27T00:00:00", "2018-06-26T00:00:00", "2018-06-25T00:00:00", "2018-06-22T00:00:00", "2018-06-21T00:00:00", "2018-06-20T00:00:00", "2018-06-19T00:00:00", "2018-06-18T00:00:00", "2018-06-15T00:00:00", "2018-06-14T00:00:00", "2018-06-13T00:00:00", "2018-06-12T00:00:00", "2018-06-11T00:00:00", "2018-06-08T00:00:00", "2018-06-07T00:00:00", "2018-06-06T00:00:00", "2018-06-05T00:00:00", "2018-06-04T00:00:00", "2018-06-01T00:00:00", "2018-05-31T00:00:00", "2018-05-30T00:00:00", "2018-05-29T00:00:00", "2018-05-25T00:00:00", "2018-05-24T00:00:00", "2018-05-23T00:00:00", "2018-05-22T00:00:00", "2018-05-21T00:00:00", "2018-05-18T00:00:00", "2018-05-17T00:00:00", "2018-05-16T00:00:00", "2018-05-15T00:00:00", "2018-05-14T00:00:00", "2018-05-11T00:00:00", "2018-05-10T00:00:00", "2018-05-09T00:00:00", "2018-05-08T00:00:00", "2018-05-07T00:00:00", "2018-05-04T00:00:00", "2018-05-03T00:00:00", "2018-05-02T00:00:00", "2018-05-01T00:00:00", "2018-04-30T00:00:00", "2018-04-27T00:00:00", "2018-04-26T00:00:00", "2018-04-25T00:00:00", "2018-04-24T00:00:00", "2018-04-23T00:00:00", "2018-04-20T00:00:00", "2018-04-19T00:00:00", "2018-04-18T00:00:00", "2018-04-17T00:00:00", "2018-04-16T00:00:00", "2018-04-13T00:00:00", "2018-04-12T00:00:00", "2018-04-11T00:00:00", "2018-04-10T00:00:00", "2018-04-09T00:00:00", "2018-04-06T00:00:00", "2018-04-05T00:00:00", "2018-04-04T00:00:00", "2018-04-03T00:00:00", "2018-04-02T00:00:00", "2018-03-29T00:00:00", "2018-03-28T00:00:00", "2018-03-27T00:00:00", "2018-03-26T00:00:00", "2018-03-23T00:00:00", "2018-03-22T00:00:00", "2018-03-21T00:00:00", "2018-03-20T00:00:00", "2018-03-19T00:00:00", "2018-03-16T00:00:00", "2018-03-15T00:00:00", "2018-03-14T00:00:00", "2018-03-13T00:00:00", "2018-03-12T00:00:00", "2018-03-09T00:00:00", "2018-03-08T00:00:00", "2018-03-07T00:00:00", "2018-03-06T00:00:00", "2018-03-05T00:00:00", "2018-03-02T00:00:00", "2018-03-01T00:00:00", "2018-02-28T00:00:00", "2018-02-27T00:00:00", "2018-02-26T00:00:00", "2018-02-23T00:00:00", "2018-02-22T00:00:00", "2018-02-21T00:00:00", "2018-02-20T00:00:00", "2018-02-16T00:00:00", "2018-02-15T00:00:00", "2018-02-14T00:00:00", "2018-02-13T00:00:00", "2018-02-12T00:00:00", "2018-02-09T00:00:00", "2018-02-08T00:00:00", "2018-02-07T00:00:00", "2018-02-06T00:00:00", "2018-02-05T00:00:00", "2018-02-02T00:00:00", "2018-02-01T00:00:00", "2018-01-31T00:00:00", "2018-01-30T00:00:00", "2018-01-29T00:00:00", "2018-01-26T00:00:00", "2018-01-25T00:00:00", "2018-01-24T00:00:00", "2018-01-23T00:00:00", "2018-01-22T00:00:00", "2018-01-19T00:00:00", "2018-01-18T00:00:00", "2018-01-17T00:00:00", "2018-01-16T00:00:00", "2018-01-12T00:00:00", "2018-01-11T00:00:00", "2018-01-10T00:00:00", "2018-01-09T00:00:00", "2018-01-08T00:00:00", "2018-01-05T00:00:00", "2018-01-04T00:00:00", "2018-01-03T00:00:00", "2018-01-02T00:00:00", "2017-12-29T00:00:00", "2017-12-28T00:00:00", "2017-12-27T00:00:00", "2017-12-26T00:00:00", "2017-12-22T00:00:00", "2017-12-21T00:00:00", "2017-12-20T00:00:00", "2017-12-19T00:00:00", "2017-12-18T00:00:00", "2017-12-15T00:00:00", "2017-12-14T00:00:00", "2017-12-13T00:00:00", "2017-12-12T00:00:00", "2017-12-11T00:00:00", "2017-12-08T00:00:00", "2017-12-07T00:00:00", "2017-12-06T00:00:00", "2017-12-05T00:00:00", "2017-12-04T00:00:00", "2017-12-01T00:00:00", "2017-11-30T00:00:00", "2017-11-29T00:00:00", "2017-11-28T00:00:00", "2017-11-27T00:00:00", "2017-11-24T00:00:00", "2017-11-22T00:00:00", "2017-11-21T00:00:00", "2017-11-20T00:00:00", "2017-11-17T00:00:00", "2017-11-16T00:00:00", "2017-11-15T00:00:00", "2017-11-14T00:00:00", "2017-11-13T00:00:00", "2017-11-10T00:00:00", "2017-11-09T00:00:00", "2017-11-08T00:00:00", "2017-11-07T00:00:00", "2017-11-06T00:00:00", "2017-11-03T00:00:00", "2017-11-02T00:00:00", "2017-11-01T00:00:00", "2017-10-31T00:00:00", "2017-10-30T00:00:00", "2017-10-27T00:00:00", "2017-10-26T00:00:00", "2017-10-25T00:00:00", "2017-10-24T00:00:00", "2017-10-23T00:00:00", "2017-10-20T00:00:00", "2017-10-19T00:00:00", "2017-10-18T00:00:00", "2017-10-17T00:00:00", "2017-10-16T00:00:00", "2017-10-13T00:00:00", "2017-10-12T00:00:00", "2017-10-11T00:00:00", "2017-10-10T00:00:00", "2017-10-09T00:00:00", "2017-10-06T00:00:00", "2017-10-05T00:00:00", "2017-10-04T00:00:00", "2017-10-03T00:00:00", "2017-10-02T00:00:00", "2017-09-29T00:00:00", "2017-09-28T00:00:00", "2017-09-27T00:00:00", "2017-09-26T00:00:00", "2017-09-25T00:00:00", "2017-09-22T00:00:00", "2017-09-21T00:00:00", "2017-09-20T00:00:00", "2017-09-19T00:00:00", "2017-09-18T00:00:00", "2017-09-15T00:00:00", "2017-09-14T00:00:00", "2017-09-13T00:00:00", "2017-09-12T00:00:00", "2017-09-11T00:00:00", "2017-09-08T00:00:00", "2017-09-07T00:00:00", "2017-09-06T00:00:00", "2017-09-05T00:00:00", "2017-09-01T00:00:00", "2017-08-31T00:00:00", "2017-08-30T00:00:00", "2017-08-29T00:00:00", "2017-08-28T00:00:00", "2017-08-25T00:00:00", "2017-08-24T00:00:00", "2017-08-23T00:00:00", "2017-08-22T00:00:00", "2017-08-21T00:00:00", "2017-08-18T00:00:00", "2017-08-17T00:00:00", "2017-08-16T00:00:00", "2017-08-15T00:00:00", "2017-08-14T00:00:00", "2017-08-11T00:00:00", "2017-08-10T00:00:00", "2017-08-09T00:00:00", "2017-08-08T00:00:00", "2017-08-07T00:00:00", "2017-08-04T00:00:00", "2017-08-03T00:00:00", "2017-08-02T00:00:00", "2017-08-01T00:00:00", "2017-07-31T00:00:00", "2017-07-28T00:00:00", "2017-07-27T00:00:00", "2017-07-26T00:00:00", "2017-07-25T00:00:00", "2017-07-24T00:00:00", "2017-07-21T00:00:00", "2017-07-20T00:00:00", "2017-07-19T00:00:00", "2017-07-18T00:00:00", "2017-07-17T00:00:00", "2017-07-14T00:00:00", "2017-07-13T00:00:00", "2017-07-12T00:00:00", "2017-07-11T00:00:00", "2017-07-10T00:00:00", "2017-07-07T00:00:00", "2017-07-06T00:00:00", "2017-07-05T00:00:00", "2017-07-03T00:00:00", "2017-06-30T00:00:00", "2017-06-29T00:00:00", "2017-06-28T00:00:00", "2017-06-27T00:00:00", "2017-06-26T00:00:00", "2017-06-23T00:00:00", "2017-06-22T00:00:00", "2017-06-21T00:00:00", "2017-06-20T00:00:00", "2017-06-19T00:00:00", "2017-06-16T00:00:00", "2017-06-15T00:00:00", "2017-06-14T00:00:00", "2017-06-13T00:00:00", "2017-06-12T00:00:00", "2017-06-09T00:00:00", "2017-06-08T00:00:00", "2017-06-07T00:00:00", "2017-06-06T00:00:00", "2017-06-05T00:00:00", "2017-06-02T00:00:00", "2017-06-01T00:00:00", "2017-05-31T00:00:00", "2017-05-30T00:00:00", "2017-05-26T00:00:00", "2017-05-25T00:00:00", "2017-05-24T00:00:00", "2017-05-23T00:00:00", "2017-05-22T00:00:00", "2017-05-19T00:00:00", "2017-05-18T00:00:00", "2017-05-17T00:00:00", "2017-05-16T00:00:00", "2017-05-15T00:00:00", "2017-05-12T00:00:00", "2017-05-11T00:00:00", "2017-05-10T00:00:00", "2017-05-09T00:00:00", "2017-05-08T00:00:00", "2017-05-05T00:00:00", "2017-05-04T00:00:00", "2017-05-03T00:00:00", "2017-05-02T00:00:00", "2017-05-01T00:00:00", "2017-04-28T00:00:00", "2017-04-27T00:00:00", "2017-04-26T00:00:00", "2017-04-25T00:00:00", "2017-04-24T00:00:00", "2017-04-21T00:00:00", "2017-04-20T00:00:00", "2017-04-19T00:00:00", "2017-04-18T00:00:00", "2017-04-17T00:00:00", "2017-04-13T00:00:00", "2017-04-12T00:00:00", "2017-04-11T00:00:00", "2017-04-10T00:00:00", "2017-04-07T00:00:00", "2017-04-06T00:00:00", "2017-04-05T00:00:00", "2017-04-04T00:00:00", "2017-04-03T00:00:00", "2017-03-31T00:00:00", "2017-03-30T00:00:00", "2017-03-29T00:00:00" ], "y": [ 34.68, 33.57, 34.4, 35.67, 36.25, 36.47, 38.25, 39.34, 37.39, 35.99, 36.84, 37.87, 36.23, 35.4, 37.05, 35.88, 36.24, 35.17, 36, 33.97, 32.56, 29.58, 28, 30.05, 31.74, 33.68, 31.22, 30.22, 33.09, 35.66, 37.37, 37.84, 39.94, 39.15, 38.83, 36.98, 36.87, 38.01, 39.45, 40.01, 41.43, 39.62, 39.49, 40.62, 40.28, 37.56, 37.88, 38.91, 24.5, 32.07, 33.66, 32.54, 30.42, 28.3, 28.63, 30.66, 31.8, 32.12, 34.99, 35.05, 35.7, 38.04, 38.38, 42.73, 43.31, 41.71, 41.36, 41.68, 41.33, 44.03, 46.59, 47.03, 48.03, 47.06, 47.71, 48.64, 48.68, 46.77, 46.1, 44.42, 45.29, 44.7, 46.41, 46.85, 48.14, 50.82, 52.36, 53.42, 50.4, 47.92, 46.79, 47.91, 47.26, 47.61, 48.85, 49.76, 49.66, 50.67, 49.26, 51.32, 53.47, 54.56, 55.11, 55.53, 53.7, 53.29, 52.88, 54.82, 54.9, 53.17, 52.26, 52.94, 52.2, 53.98, 52.58, 54.39, 52.02, 55.39, 54.5, 55.14, 75.11, 75.65, 76.43, 75.8, 77.34, 76.64, 74.95, 75.26, 73.53, 75, 76.28, 73.13, 73.41, 71.23, 75.25, 73.87, 71.76, 74.42, 80.08, 83.11, 79.37, 78.6, 76.09, 71.73, 74.76, 72.48, 73.62, 71.31, 71.26, 74.5, 74.62, 74.13, 76.49, 75.08, 73.92, 74.17, 76.11, 74.51, 73.12, 71.61, 74.69, 74.63, 75.5, 72.72, 70.86, 71.96, 71.81, 72.44, 74.62, 75.26, 76.53, 75.8, 78.15, 75.98, 77.32, 76.9, 73.38, 73.5, 74.42, 74.92, 76.16, 73.97, 76.32, 77.97, 62.97, 63.39, 62.33, 59.58, 59.31, 60.5, 62.47, 63.95, 64.79, 65.81, 61.96, 65.13, 69.06, 68.49, 67.66, 68.14, 67.57, 66.22, 67.67, 67.65, 66.35, 62.93, 63.6, 63.17, 62.29, 60.2, 62.28, 63.57, 64.09, 62.63, 61.77, 60.15, 61.37, 61, 60.6, 62.79, 63.69, 62.12, 61.07, 60.59, 59.15, 60.12, 56.61, 57.07, 53.91, 53.36, 53.91, 52.99, 50.96, 51.56, 53.29, 52.14, 54.7, 52.59, 54.07, 55.78, 59.17, 61.82, 62.28, 62.04, 60.51, 60.02, 61.3, 57.05, 58.3, 58.49, 60.44, 61.25, 63.89, 62.01, 62.44, 62.44, 63.27, 63.2, 60.23, 56.88, 54.11, 54.49, 52.29, 49.61, 49.57, 51.6, 51.41, 50.51, 55.26, 58.16, 58.36, 58.49, 63.95, 62.23, 63.74, 62.69, 59.62, 55.07, 56.3, 52.89, 57.43, 57.71, 60.02, 64.51, 66.67, 65.66, 63.26, 69.47, 70.45, 63.41, 65.52, 62.87, 62.72, 62.81, 61.97, 62.23, 62.6, 62.8, 63.78, 63.64, 58.31, 59.26, 58.87, 56.85, 52.94, 53.13, 48.95, 53.29, 53.65, 53.57, 54.4, 52.2, 50.39, 50.31, 49.03, 53.43, 56.45, 54.38, 52.73, 52.44, 49.82, 50.31, 49.59, 50.07, 49.35, 51.23, 48.26, 50.15, 51.74, 52.09, 52.36, 52.99, 53.25, 51.65, 51.35, 51.6, 53.33, 53.15, 49.15, 50, 49.45, 48.1, 47.95, 47.49, 44.5, 44.42, 46.03, 45.56, 44.29, 45.26, 44.29, 42.29, 40.63, 39.27, 39.08, 40.43, 40.3, 38.46, 38.54, 41.1, 45.38, 41.55, 41.99, 41.17, 40.79, 39.39, 42.22, 42.86, 41.54, 41.27, 43.17, 38.97, 36.5, 28.45, 28.66, 27.83, 28.06, 27.32, 27, 26.96, 27, 27.05, 26.67, 26.73, 27.54, 26.64, 26.78, 26.11, 25.99, 25.74, 24.69, 24.32, 25.37, 25.47, 23.88, 23.82, 24.3, 24.86, 24.47, 24.13, 24.19, 23.31, 23.65, 22.69, 22.44, 23.2, 23.53, 22.41, 22.59, 22.31, 21.74, 21.36, 21.12, 20.87, 21.6, 21.83, 21.92, 21.77, 21.79, 21.69, 21.9, 21.86, 21.6, 22.02, 21.58, 21.35, 21.7, 21.76, 21.22, 22.42, 22.41, 22.9, 22.59, 22.84, 22.15, 21.97, 23.2, 24.74, 25.27, 24.54, 23.9, 24.54, 23.74, 24.27, 25.53, 25.94, 26.41, 24.81, 23.42, 23.22, 23.72, 23.49, 23.09, 23.07, 24.48, 23.63, 23.67, 23.2, 22.66, 21.99, 21.82, 20.9, 20.75, 20.18, 19.71, 21.2, 21.09, 20.65, 20.33, 19.26, 19.73, 19.75, 19.55, 18.94, 18.25, 17, 17.41, 17.67, 17.55, 18.23, 17.48, 17.49, 17.1, 16.93, 16.77, 17.38, 18.09, 18.23, 18.15, 17.33, 17.51, 17.1, 16.79, 17.61, 17.83, 16.41, 16.91, 16, 16.06, 17.01, 12.44, 12.92, 12.98, 13.02, 13.58, 13.78, 13.54, 13.61, 13.22, 12.1, 12.16, 11.06, 11.27, 11.21, 11.89, 11.85, 12.18, 11.95, 11.23, 11, 10.65, 10.09, 9.47, 8.37, 8.91, 9.06, 11.35, 10.42, 10.81, 11.99, 11.45, 13, 13.85, 13.63, 13.55, 14.39, 14.17, 14.66, 15.67, 15.89, 16.15, 16.7, 16.92, 17.2, 17.17, 17.56, 17.59, 17.4, 17.61, 17.6, 17.13, 17, 16.19, 18.98, 18.23, 18.38, 18.88, 19.14, 18.99, 18.62, 19.05, 19.25, 19.1, 19, 19.11, 18.25, 18.19, 17.99, 18, 17.41, 17.36, 16.67, 17.03, 16.78, 16.75, 16.78, 16.33, 15.89, 16.03, 15.97, 15.61, 15.49, 15.55, 15.46, 15.11, 15.1, 15.11, 15.09, 14.45, 14.23, 14.09, 14.23, 14.74, 14.68, 15, 14.92, 14.6, 15.25, 15.35, 15.46, 15.5, 15.26, 15.08, 15.31, 15.16, 14.69, 13.94, 14.37, 14.47, 14.38, 14.39, 14.19, 14.16, 14.41, 14.83, 15.35, 15.18, 15.06, 14.86, 14.64, 14.68, 13.96, 13.52, 13.18, 14, 14.58, 13.52, 13.78, 13.67, 14.09, 13.76, 14.16, 14.08, 14.21, 14.15, 14.47, 14.52, 14.3, 14.8, 15.52, 15.8, 16.02, 17, 17.11, 17.04, 17.12, 17.04, 16.88, 16.9, 16.83, 15.76, 16, 15.77, 15.31, 15.02, 15.31, 16.62, 15.87, 15.8, 15.93, 15.83, 15.78, 15.55, 15.51, 16.11, 15.55, 16.08, 16.14, 16.08, 16.16, 15.98, 15.99, 16.36, 17, 16.81, 16.98, 16.76, 15.91, 16.29, 16.46, 17.03, 16.68, 16.8, 16.93, 17.5, 17.89, 17.69, 17.61, 14.83, 14.15, 14.02, 14.55, 14.93, 15, 15.5, 15.61, 15.57, 15.26, 15.25, 15.14, 15.23, 14.76, 14.1, 14.35, 14.3, 14.58, 14.71, 14.53, 14.76, 14.56, 14.84, 14.67, 14.86, 13.55, 13.96, 14.11, 13.75, 13.54, 13.77, 13.87, 13.82, 12.94, 12.95, 11.69, 11.89, 11.99, 11.68, 11.57, 11.56, 11.12, 11.31, 11.54, 11.19, 11.49, 11.42, 10.66, 10.49, 10.11, 10.49, 10.98, 10.82, 11.17, 11.77, 11.8, 11.24, 11.2, 11.14, 11.22, 10.91, 10.79, 11.26, 11.99, 11.53, 11.67, 11.75, 11.69, 11.85, 11.97, 11.9, 12.02, 12.35, 12.27, 11.84, 11.28, 11.16, 11.22, 11.36, 11.02, 10.79, 10.64, 10.76, 10.72, 10.73, 11.01, 10.94, 10.63, 10.94, 11.16, 11.28, 10.05, 9.88, 9.96, 9.48, 9.49, 9.87, 10.08, 9.92, 9.8, 9.8, 9.81, 10.08, 10.12, 9.71, 9.39, 9.24, 9.28, 9.12, 9.19, 9.07, 8.8, 8.99, 9.1, 8.57, 8.59, 7.04, 6.93, 6.91, 6.68, 6.57, 6.43, 6.34, 6.4, 6.17, 5.99, 5.93, 6.18, 5.74, 5.64, 6.54, 6.31, 6.28, 6.22, 6.28, 6.4, 6.21, 5.95, 5.68, 5.79, 5.51, 5.71, 5.35, 5.42, 5.18, 4.99, 5.07, 5.41, 5.65, 5.58, 5.92, 5.86, 5.91, 5.75, 5.67, 5.8, 5.97, 6.21, 6.36, 6.51, 6.4, 6.51, 6.4, 6.5, 6.2, 6.35, 6.09, 6.05, 6.49, 6.82, 6.48, 6.71, 6.65, 6.79, 7.02, 7.2, 7.09, 6.9, 6.82, 7.2, 6.61, 6.43, 5.99, 6.28, 6.99, 6.59, 6.82, 6.84, 6.81, 6.81, 7.06, 7.25, 7.4, 7.18, 6.81, 6.59, 7, 7.48, 7.77, 7.8, 8.23, 8.18, 8.36, 8.48, 8.8, 8.99, 9.05, 8.95, 9.14, 9.21, 9.16, 9.13, 9.18, 9.29, 9.35, 9.2, 9.89, 9.74, 9.93, 9.8, 10.11, 10.59, 10.9, 11.08, 11.17, 11.29, 11.81, 11.63, 11.4, 11.44, 11.44, 11.73, 11.89, 12.17, 12.18, 12.34, 12.57, 12.31, 12.31, 12.23, 13.12, 13.05, 12.73, 12.7, 12.38, 12.5, 12.27, 12.83, 13.37, 13.39, 13.14, 13.39, 13.27, 13.43, 13.35, 13.42, 13.07, 13.36, 13.65, 13.4, 13.31, 13.65, 13.53, 13.21, 13.15, 13.15, 13.09, 13.4, 12.82, 13, 13.1, 13.2, 13.24, 12.8, 13.31, 14.05, 14.02, 13.87, 13.62, 13.42, 13.17, 13.08, 12.73, 13.13, 12.93, 12.32, 11.63, 11.39, 10.97, 10.55, 10.71, 10.6, 10.65, 10.74, 10.71, 10.58, 10.57, 10.58, 10.65, 10.98, 11.04, 11.01, 11.01, 10.97, 10.74, 10.79, 10.97, 11.03, 14.13, 14.33, 14.23, 14.7, 14.54, 15.63, 15.54, 15.2, 14.84, 14.65, 14.88, 14.58, 14.88, 14.92, 14.8, 14.48, 14.15, 14.25, 14.39, 14.59, 14.08, 14.46, 15.87, 15.95, 16.2, 16.25, 16.36, 16.57, 16.57, 16, 16.42, 17.01, 17.2, 17.85, 17.51, 18.11, 17.88, 17.65, 18.02, 18.01, 18.25, 18.01, 17.21, 17.32, 16.32, 17.09, 17.45, 17.51, 18.64, 18.93, 20.42, 19.75, 19.56, 18.58, 18.63, 18.8, 19.39, 20.75, 14.06, 13.85, 13.71, 13.92, 13.52, 13.26, 13.47, 13.56, 13.71, 14.44, 14.25, 14.17, 14.04, 14.01, 13.52, 13.5, 14.11, 14.6, 14.65, 14.1, 14.06, 14.5, 14.59, 15.31, 14.95, 14.61, 14.85, 14.84, 15.01, 15.15, 15.37, 15.5, 15.77, 16.1, 15.75, 16.04, 15.96, 15.93, 16.22, 15.07, 14.7, 14.6, 14.94, 13.57, 13.87, 13.78, 13.7, 13.61, 13.06, 12.97, 12.62, 12.34, 12.41, 12.99, 12.56, 12.46, 12.57, 12.4, 12.76, 12.38, 12.91, 15.12, 14.83, 15.27, 14.55, 14.51, 15.34, 15.68, 15.44, 14.39, 14.16, 14.59, 14.97, 15.56, 15.25, 15.75, 16.09, 16.07, 16.5, 16.55, 15.98, 14.34, 14.71, 14.79, 14.48, 14.53, 14.64, 14.88, 14.54, 14.45, 14.12, 13.91, 13.22, 13.7, 13.77, 14.16, 14.72, 14.92, 15.25, 14.91, 15.03, 15.13, 15.27, 15.34, 15.15, 14.5, 14.49, 14.27, 14.51, 14.96, 14.99, 15.19, 14.78, 14.53, 15.09, 14.53, 13.58, 14.01, 13.35, 13.12, 12.74, 12.6, 11.83, 13.77, 13.56, 13.02, 13.39, 13.52, 12.93, 12.65, 13.1, 13.67, 13.81, 14, 13.4, 13.89, 14.08, 14.48, 14.89, 14.97, 14.73, 15.13, 15.27, 15.69, 15.24, 15.47, 16.99, 17.18, 17.31, 17.32, 17.59, 17.77, 17.89, 17.76, 17.34, 17.29, 17.54, 17.64, 17.27, 17.31, 17.88, 17.54, 17, 17.88, 18.1, 18.2, 18.08, 18.85, 19.56, 20.36, 20.21, 21.09, 21.34, 21.21, 21.45, 21.22, 21.93, 20.53, 20.03, 20.08, 20, 20.27, 19.9, 20.78, 20.74, 19.14, 18.05, 22.98, 23.32, 22.46, 23.19, 22.59, 21.82, 21.99, 22.21, 22.55, 22.01, 21.58, 21.34, 21.2, 20.93, 21.15, 20.62, 20.55, 19.94, 20.19, 20.22, 20.7, 20.97, 20.82, 20.57, 20.7, 22.14, 22.35, 22.53, 22.23, 22.55 ] }, { "name": "SMA_short", "type": "scatter", "x": [ "2022-04-13T00:00:00", "2022-04-12T00:00:00", "2022-04-11T00:00:00", "2022-04-08T00:00:00", "2022-04-07T00:00:00", "2022-04-06T00:00:00", "2022-04-05T00:00:00", "2022-04-04T00:00:00", "2022-04-01T00:00:00", "2022-03-31T00:00:00", "2022-03-30T00:00:00", "2022-03-29T00:00:00", "2022-03-28T00:00:00", "2022-03-25T00:00:00", "2022-03-24T00:00:00", "2022-03-23T00:00:00", "2022-03-22T00:00:00", "2022-03-21T00:00:00", "2022-03-18T00:00:00", "2022-03-17T00:00:00", "2022-03-16T00:00:00", "2022-03-15T00:00:00", "2022-03-14T00:00:00", "2022-03-11T00:00:00", "2022-03-10T00:00:00", "2022-03-09T00:00:00", "2022-03-08T00:00:00", "2022-03-07T00:00:00", "2022-03-04T00:00:00", "2022-03-03T00:00:00", "2022-03-02T00:00:00", "2022-03-01T00:00:00", "2022-02-28T00:00:00", "2022-02-25T00:00:00", "2022-02-24T00:00:00", "2022-02-23T00:00:00", "2022-02-22T00:00:00", "2022-02-18T00:00:00", "2022-02-17T00:00:00", "2022-02-16T00:00:00", "2022-02-15T00:00:00", "2022-02-14T00:00:00", "2022-02-11T00:00:00", "2022-02-10T00:00:00", "2022-02-09T00:00:00", "2022-02-08T00:00:00", "2022-02-07T00:00:00", "2022-02-04T00:00:00", "2022-02-03T00:00:00", "2022-02-02T00:00:00", "2022-02-01T00:00:00", "2022-01-31T00:00:00", "2022-01-28T00:00:00", "2022-01-27T00:00:00", "2022-01-26T00:00:00", "2022-01-25T00:00:00", "2022-01-24T00:00:00", "2022-01-21T00:00:00", "2022-01-20T00:00:00", "2022-01-19T00:00:00", "2022-01-18T00:00:00", "2022-01-14T00:00:00", "2022-01-13T00:00:00", "2022-01-12T00:00:00", "2022-01-11T00:00:00", "2022-01-10T00:00:00", "2022-01-07T00:00:00", "2022-01-06T00:00:00", "2022-01-05T00:00:00", "2022-01-04T00:00:00", "2022-01-03T00:00:00", "2021-12-31T00:00:00", "2021-12-30T00:00:00", "2021-12-29T00:00:00", "2021-12-28T00:00:00", "2021-12-27T00:00:00", "2021-12-23T00:00:00", "2021-12-22T00:00:00", "2021-12-21T00:00:00", "2021-12-20T00:00:00", "2021-12-17T00:00:00", "2021-12-16T00:00:00", "2021-12-15T00:00:00", "2021-12-14T00:00:00", "2021-12-13T00:00:00", "2021-12-10T00:00:00", "2021-12-09T00:00:00", "2021-12-08T00:00:00", "2021-12-07T00:00:00", "2021-12-06T00:00:00", "2021-12-03T00:00:00", "2021-12-02T00:00:00", "2021-12-01T00:00:00", "2021-11-30T00:00:00", "2021-11-29T00:00:00", "2021-11-26T00:00:00", "2021-11-24T00:00:00", "2021-11-23T00:00:00", "2021-11-22T00:00:00", "2021-11-19T00:00:00", "2021-11-18T00:00:00", "2021-11-17T00:00:00", "2021-11-16T00:00:00", "2021-11-15T00:00:00", "2021-11-12T00:00:00", "2021-11-11T00:00:00", "2021-11-10T00:00:00", "2021-11-09T00:00:00", "2021-11-08T00:00:00", "2021-11-05T00:00:00", "2021-11-04T00:00:00", "2021-11-03T00:00:00", "2021-11-02T00:00:00", "2021-11-01T00:00:00", "2021-10-29T00:00:00", "2021-10-28T00:00:00", "2021-10-27T00:00:00", "2021-10-26T00:00:00", "2021-10-25T00:00:00", "2021-10-22T00:00:00", "2021-10-21T00:00:00", "2021-10-20T00:00:00", "2021-10-19T00:00:00", "2021-10-18T00:00:00", "2021-10-15T00:00:00", "2021-10-14T00:00:00", "2021-10-13T00:00:00", "2021-10-12T00:00:00", "2021-10-11T00:00:00", "2021-10-08T00:00:00", "2021-10-07T00:00:00", "2021-10-06T00:00:00", "2021-10-05T00:00:00", "2021-10-04T00:00:00", "2021-10-01T00:00:00", "2021-09-30T00:00:00", "2021-09-29T00:00:00", "2021-09-28T00:00:00", "2021-09-27T00:00:00", "2021-09-24T00:00:00", "2021-09-23T00:00:00", "2021-09-22T00:00:00", "2021-09-21T00:00:00", "2021-09-20T00:00:00", "2021-09-17T00:00:00", "2021-09-16T00:00:00", "2021-09-15T00:00:00", "2021-09-14T00:00:00", "2021-09-13T00:00:00", "2021-09-10T00:00:00", "2021-09-09T00:00:00", "2021-09-08T00:00:00", "2021-09-07T00:00:00", "2021-09-03T00:00:00", "2021-09-02T00:00:00", "2021-09-01T00:00:00", "2021-08-31T00:00:00", "2021-08-30T00:00:00", "2021-08-27T00:00:00", "2021-08-26T00:00:00", "2021-08-25T00:00:00", "2021-08-24T00:00:00", "2021-08-23T00:00:00", "2021-08-20T00:00:00", "2021-08-19T00:00:00", "2021-08-18T00:00:00", "2021-08-17T00:00:00", "2021-08-16T00:00:00", "2021-08-13T00:00:00", "2021-08-12T00:00:00", "2021-08-11T00:00:00", "2021-08-10T00:00:00", "2021-08-09T00:00:00", "2021-08-06T00:00:00", "2021-08-05T00:00:00", "2021-08-04T00:00:00", "2021-08-03T00:00:00", "2021-08-02T00:00:00", "2021-07-30T00:00:00", "2021-07-29T00:00:00", "2021-07-28T00:00:00", "2021-07-27T00:00:00", "2021-07-26T00:00:00", "2021-07-23T00:00:00", "2021-07-22T00:00:00", "2021-07-21T00:00:00", "2021-07-20T00:00:00", "2021-07-19T00:00:00", "2021-07-16T00:00:00", "2021-07-15T00:00:00", "2021-07-14T00:00:00", "2021-07-13T00:00:00", "2021-07-12T00:00:00", "2021-07-09T00:00:00", "2021-07-08T00:00:00", "2021-07-07T00:00:00", "2021-07-06T00:00:00", "2021-07-02T00:00:00", "2021-07-01T00:00:00", "2021-06-30T00:00:00", "2021-06-29T00:00:00", "2021-06-28T00:00:00", "2021-06-25T00:00:00", "2021-06-24T00:00:00", "2021-06-23T00:00:00", "2021-06-22T00:00:00", "2021-06-21T00:00:00", "2021-06-18T00:00:00", "2021-06-17T00:00:00", "2021-06-16T00:00:00", "2021-06-15T00:00:00", "2021-06-14T00:00:00", "2021-06-11T00:00:00", "2021-06-10T00:00:00", "2021-06-09T00:00:00", "2021-06-08T00:00:00", "2021-06-07T00:00:00", "2021-06-04T00:00:00", "2021-06-03T00:00:00", "2021-06-02T00:00:00", "2021-06-01T00:00:00", "2021-05-28T00:00:00", "2021-05-27T00:00:00", "2021-05-26T00:00:00", "2021-05-25T00:00:00", "2021-05-24T00:00:00", "2021-05-21T00:00:00", "2021-05-20T00:00:00", "2021-05-19T00:00:00", "2021-05-18T00:00:00", "2021-05-17T00:00:00", "2021-05-14T00:00:00", "2021-05-13T00:00:00", "2021-05-12T00:00:00", "2021-05-11T00:00:00", "2021-05-10T00:00:00", "2021-05-07T00:00:00", "2021-05-06T00:00:00", "2021-05-05T00:00:00", "2021-05-04T00:00:00", "2021-05-03T00:00:00", "2021-04-30T00:00:00", "2021-04-29T00:00:00", "2021-04-28T00:00:00", "2021-04-27T00:00:00", "2021-04-26T00:00:00", "2021-04-23T00:00:00", "2021-04-22T00:00:00", "2021-04-21T00:00:00", "2021-04-20T00:00:00", "2021-04-19T00:00:00", "2021-04-16T00:00:00", "2021-04-15T00:00:00", "2021-04-14T00:00:00", "2021-04-13T00:00:00", "2021-04-12T00:00:00", "2021-04-09T00:00:00", "2021-04-08T00:00:00", "2021-04-07T00:00:00", "2021-04-06T00:00:00", "2021-04-05T00:00:00", "2021-04-01T00:00:00", "2021-03-31T00:00:00", "2021-03-30T00:00:00", "2021-03-29T00:00:00", "2021-03-26T00:00:00", "2021-03-25T00:00:00", "2021-03-24T00:00:00", "2021-03-23T00:00:00", "2021-03-22T00:00:00", "2021-03-19T00:00:00", "2021-03-18T00:00:00", "2021-03-17T00:00:00", "2021-03-16T00:00:00", "2021-03-15T00:00:00", "2021-03-12T00:00:00", "2021-03-11T00:00:00", "2021-03-10T00:00:00", "2021-03-09T00:00:00", "2021-03-08T00:00:00", "2021-03-05T00:00:00", "2021-03-04T00:00:00", "2021-03-03T00:00:00", "2021-03-02T00:00:00", "2021-03-01T00:00:00", "2021-02-26T00:00:00", "2021-02-25T00:00:00", "2021-02-24T00:00:00", "2021-02-23T00:00:00", "2021-02-22T00:00:00", "2021-02-19T00:00:00", "2021-02-18T00:00:00", "2021-02-17T00:00:00", "2021-02-16T00:00:00", "2021-02-12T00:00:00", "2021-02-11T00:00:00", "2021-02-10T00:00:00", "2021-02-09T00:00:00", "2021-02-08T00:00:00", "2021-02-05T00:00:00", "2021-02-04T00:00:00", "2021-02-03T00:00:00", "2021-02-02T00:00:00", "2021-02-01T00:00:00", "2021-01-29T00:00:00", "2021-01-28T00:00:00", "2021-01-27T00:00:00", "2021-01-26T00:00:00", "2021-01-25T00:00:00", "2021-01-22T00:00:00", "2021-01-21T00:00:00", "2021-01-20T00:00:00", "2021-01-19T00:00:00", "2021-01-15T00:00:00", "2021-01-14T00:00:00", "2021-01-13T00:00:00", "2021-01-12T00:00:00", "2021-01-11T00:00:00", "2021-01-08T00:00:00", "2021-01-07T00:00:00", "2021-01-06T00:00:00", "2021-01-05T00:00:00", "2021-01-04T00:00:00", "2020-12-31T00:00:00", "2020-12-30T00:00:00", "2020-12-29T00:00:00", "2020-12-28T00:00:00", "2020-12-24T00:00:00", "2020-12-23T00:00:00", "2020-12-22T00:00:00", "2020-12-21T00:00:00", "2020-12-18T00:00:00", "2020-12-17T00:00:00", "2020-12-16T00:00:00", "2020-12-15T00:00:00", "2020-12-14T00:00:00", "2020-12-11T00:00:00", "2020-12-10T00:00:00", "2020-12-09T00:00:00", "2020-12-08T00:00:00", "2020-12-07T00:00:00", "2020-12-04T00:00:00", "2020-12-03T00:00:00", "2020-12-02T00:00:00", "2020-12-01T00:00:00", "2020-11-30T00:00:00", "2020-11-27T00:00:00", "2020-11-25T00:00:00", "2020-11-24T00:00:00", "2020-11-23T00:00:00", "2020-11-20T00:00:00", "2020-11-19T00:00:00", "2020-11-18T00:00:00", "2020-11-17T00:00:00", "2020-11-16T00:00:00", "2020-11-13T00:00:00", "2020-11-12T00:00:00", "2020-11-11T00:00:00", "2020-11-10T00:00:00", "2020-11-09T00:00:00", "2020-11-06T00:00:00", "2020-11-05T00:00:00", "2020-11-04T00:00:00", "2020-11-03T00:00:00", "2020-11-02T00:00:00", "2020-10-30T00:00:00", "2020-10-29T00:00:00", "2020-10-28T00:00:00", "2020-10-27T00:00:00", "2020-10-26T00:00:00", "2020-10-23T00:00:00", "2020-10-22T00:00:00", "2020-10-21T00:00:00", "2020-10-20T00:00:00", "2020-10-19T00:00:00", "2020-10-16T00:00:00", "2020-10-15T00:00:00", "2020-10-14T00:00:00", "2020-10-13T00:00:00", "2020-10-12T00:00:00", "2020-10-09T00:00:00", "2020-10-08T00:00:00", "2020-10-07T00:00:00", "2020-10-06T00:00:00", "2020-10-05T00:00:00", "2020-10-02T00:00:00", "2020-10-01T00:00:00", "2020-09-30T00:00:00", "2020-09-29T00:00:00", "2020-09-28T00:00:00", "2020-09-25T00:00:00", "2020-09-24T00:00:00", "2020-09-23T00:00:00", "2020-09-22T00:00:00", "2020-09-21T00:00:00", "2020-09-18T00:00:00", "2020-09-17T00:00:00", "2020-09-16T00:00:00", "2020-09-15T00:00:00", "2020-09-14T00:00:00", "2020-09-11T00:00:00", "2020-09-10T00:00:00", "2020-09-09T00:00:00", "2020-09-08T00:00:00", "2020-09-04T00:00:00", "2020-09-03T00:00:00", "2020-09-02T00:00:00", "2020-09-01T00:00:00", "2020-08-31T00:00:00", "2020-08-28T00:00:00", "2020-08-27T00:00:00", "2020-08-26T00:00:00", "2020-08-25T00:00:00", "2020-08-24T00:00:00", "2020-08-21T00:00:00", "2020-08-20T00:00:00", "2020-08-19T00:00:00", "2020-08-18T00:00:00", "2020-08-17T00:00:00", "2020-08-14T00:00:00", "2020-08-13T00:00:00", "2020-08-12T00:00:00", "2020-08-11T00:00:00", "2020-08-10T00:00:00", "2020-08-07T00:00:00", "2020-08-06T00:00:00", "2020-08-05T00:00:00", "2020-08-04T00:00:00", "2020-08-03T00:00:00", "2020-07-31T00:00:00", "2020-07-30T00:00:00", "2020-07-29T00:00:00", "2020-07-28T00:00:00", "2020-07-27T00:00:00", "2020-07-24T00:00:00", "2020-07-23T00:00:00", "2020-07-22T00:00:00", "2020-07-21T00:00:00", "2020-07-20T00:00:00", "2020-07-17T00:00:00", "2020-07-16T00:00:00", "2020-07-15T00:00:00", "2020-07-14T00:00:00", "2020-07-13T00:00:00", "2020-07-10T00:00:00", "2020-07-09T00:00:00", "2020-07-08T00:00:00", "2020-07-07T00:00:00", "2020-07-06T00:00:00", "2020-07-02T00:00:00", "2020-07-01T00:00:00", "2020-06-30T00:00:00", "2020-06-29T00:00:00", "2020-06-26T00:00:00", "2020-06-25T00:00:00", "2020-06-24T00:00:00", "2020-06-23T00:00:00", "2020-06-22T00:00:00", "2020-06-19T00:00:00", "2020-06-18T00:00:00", "2020-06-17T00:00:00", "2020-06-16T00:00:00", "2020-06-15T00:00:00", "2020-06-12T00:00:00", "2020-06-11T00:00:00", "2020-06-10T00:00:00", "2020-06-09T00:00:00", "2020-06-08T00:00:00", "2020-06-05T00:00:00", "2020-06-04T00:00:00", "2020-06-03T00:00:00", "2020-06-02T00:00:00", "2020-06-01T00:00:00", "2020-05-29T00:00:00", "2020-05-28T00:00:00", "2020-05-27T00:00:00", "2020-05-26T00:00:00", "2020-05-22T00:00:00", "2020-05-21T00:00:00", "2020-05-20T00:00:00", "2020-05-19T00:00:00", "2020-05-18T00:00:00", "2020-05-15T00:00:00", "2020-05-14T00:00:00", "2020-05-13T00:00:00", "2020-05-12T00:00:00", "2020-05-11T00:00:00", "2020-05-08T00:00:00", "2020-05-07T00:00:00", "2020-05-06T00:00:00", "2020-05-05T00:00:00", "2020-05-04T00:00:00", "2020-05-01T00:00:00", "2020-04-30T00:00:00", "2020-04-29T00:00:00", "2020-04-28T00:00:00", "2020-04-27T00:00:00", "2020-04-24T00:00:00", "2020-04-23T00:00:00", "2020-04-22T00:00:00", "2020-04-21T00:00:00", "2020-04-20T00:00:00", "2020-04-17T00:00:00", "2020-04-16T00:00:00", "2020-04-15T00:00:00", "2020-04-14T00:00:00", "2020-04-13T00:00:00", "2020-04-09T00:00:00", "2020-04-08T00:00:00", "2020-04-07T00:00:00", "2020-04-06T00:00:00", "2020-04-03T00:00:00", "2020-04-02T00:00:00", "2020-04-01T00:00:00", "2020-03-31T00:00:00", "2020-03-30T00:00:00", "2020-03-27T00:00:00", "2020-03-26T00:00:00", "2020-03-25T00:00:00", "2020-03-24T00:00:00", "2020-03-23T00:00:00", "2020-03-20T00:00:00", "2020-03-19T00:00:00", "2020-03-18T00:00:00", "2020-03-17T00:00:00", "2020-03-16T00:00:00", "2020-03-13T00:00:00", "2020-03-12T00:00:00", "2020-03-11T00:00:00", "2020-03-10T00:00:00", "2020-03-09T00:00:00", "2020-03-06T00:00:00", "2020-03-05T00:00:00", "2020-03-04T00:00:00", "2020-03-03T00:00:00", "2020-03-02T00:00:00", "2020-02-28T00:00:00", "2020-02-27T00:00:00", "2020-02-26T00:00:00", "2020-02-25T00:00:00", "2020-02-24T00:00:00", "2020-02-21T00:00:00", "2020-02-20T00:00:00", "2020-02-19T00:00:00", "2020-02-18T00:00:00", "2020-02-14T00:00:00", "2020-02-13T00:00:00", "2020-02-12T00:00:00", "2020-02-11T00:00:00", "2020-02-10T00:00:00", "2020-02-07T00:00:00", "2020-02-06T00:00:00", "2020-02-05T00:00:00", "2020-02-04T00:00:00", "2020-02-03T00:00:00", "2020-01-31T00:00:00", "2020-01-30T00:00:00", "2020-01-29T00:00:00", "2020-01-28T00:00:00", "2020-01-27T00:00:00", "2020-01-24T00:00:00", "2020-01-23T00:00:00", "2020-01-22T00:00:00", "2020-01-21T00:00:00", "2020-01-17T00:00:00", "2020-01-16T00:00:00", "2020-01-15T00:00:00", "2020-01-14T00:00:00", "2020-01-13T00:00:00", "2020-01-10T00:00:00", "2020-01-09T00:00:00", "2020-01-08T00:00:00", "2020-01-07T00:00:00", "2020-01-06T00:00:00", "2020-01-03T00:00:00", "2020-01-02T00:00:00", "2019-12-31T00:00:00", "2019-12-30T00:00:00", "2019-12-27T00:00:00", "2019-12-26T00:00:00", "2019-12-24T00:00:00", "2019-12-23T00:00:00", "2019-12-20T00:00:00", "2019-12-19T00:00:00", "2019-12-18T00:00:00", "2019-12-17T00:00:00", "2019-12-16T00:00:00", "2019-12-13T00:00:00", "2019-12-12T00:00:00", "2019-12-11T00:00:00", "2019-12-10T00:00:00", "2019-12-09T00:00:00", "2019-12-06T00:00:00", "2019-12-05T00:00:00", "2019-12-04T00:00:00", "2019-12-03T00:00:00", "2019-12-02T00:00:00", "2019-11-29T00:00:00", "2019-11-27T00:00:00", "2019-11-26T00:00:00", "2019-11-25T00:00:00", "2019-11-22T00:00:00", "2019-11-21T00:00:00", "2019-11-20T00:00:00", "2019-11-19T00:00:00", "2019-11-18T00:00:00", "2019-11-15T00:00:00", "2019-11-14T00:00:00", "2019-11-13T00:00:00", "2019-11-12T00:00:00", "2019-11-11T00:00:00", "2019-11-08T00:00:00", "2019-11-07T00:00:00", "2019-11-06T00:00:00", "2019-11-05T00:00:00", "2019-11-04T00:00:00", "2019-11-01T00:00:00", "2019-10-31T00:00:00", "2019-10-30T00:00:00", "2019-10-29T00:00:00", "2019-10-28T00:00:00", "2019-10-25T00:00:00", "2019-10-24T00:00:00", "2019-10-23T00:00:00", "2019-10-22T00:00:00", "2019-10-21T00:00:00", "2019-10-18T00:00:00", "2019-10-17T00:00:00", "2019-10-16T00:00:00", "2019-10-15T00:00:00", "2019-10-14T00:00:00", "2019-10-11T00:00:00", "2019-10-10T00:00:00", "2019-10-09T00:00:00", "2019-10-08T00:00:00", "2019-10-07T00:00:00", "2019-10-04T00:00:00", "2019-10-03T00:00:00", "2019-10-02T00:00:00", "2019-10-01T00:00:00", "2019-09-30T00:00:00", "2019-09-27T00:00:00", "2019-09-26T00:00:00", "2019-09-25T00:00:00", "2019-09-24T00:00:00", "2019-09-23T00:00:00", "2019-09-20T00:00:00", "2019-09-19T00:00:00", "2019-09-18T00:00:00", "2019-09-17T00:00:00", "2019-09-16T00:00:00", "2019-09-13T00:00:00", "2019-09-12T00:00:00", "2019-09-11T00:00:00", "2019-09-10T00:00:00", "2019-09-09T00:00:00", "2019-09-06T00:00:00", "2019-09-05T00:00:00", "2019-09-04T00:00:00", "2019-09-03T00:00:00", "2019-08-30T00:00:00", "2019-08-29T00:00:00", "2019-08-28T00:00:00", "2019-08-27T00:00:00", "2019-08-26T00:00:00", "2019-08-23T00:00:00", "2019-08-22T00:00:00", "2019-08-21T00:00:00", "2019-08-20T00:00:00", "2019-08-19T00:00:00", "2019-08-16T00:00:00", "2019-08-15T00:00:00", "2019-08-14T00:00:00", "2019-08-13T00:00:00", "2019-08-12T00:00:00", "2019-08-09T00:00:00", "2019-08-08T00:00:00", "2019-08-07T00:00:00", "2019-08-06T00:00:00", "2019-08-05T00:00:00", "2019-08-02T00:00:00", "2019-08-01T00:00:00", "2019-07-31T00:00:00", "2019-07-30T00:00:00", "2019-07-29T00:00:00", "2019-07-26T00:00:00", "2019-07-25T00:00:00", "2019-07-24T00:00:00", "2019-07-23T00:00:00", "2019-07-22T00:00:00", "2019-07-19T00:00:00", "2019-07-18T00:00:00", "2019-07-17T00:00:00", "2019-07-16T00:00:00", "2019-07-15T00:00:00", "2019-07-12T00:00:00", "2019-07-11T00:00:00", "2019-07-10T00:00:00", "2019-07-09T00:00:00", "2019-07-08T00:00:00", "2019-07-05T00:00:00", "2019-07-03T00:00:00", "2019-07-02T00:00:00", "2019-07-01T00:00:00", "2019-06-28T00:00:00", "2019-06-27T00:00:00", "2019-06-26T00:00:00", "2019-06-25T00:00:00", "2019-06-24T00:00:00", "2019-06-21T00:00:00", "2019-06-20T00:00:00", "2019-06-19T00:00:00", "2019-06-18T00:00:00", "2019-06-17T00:00:00", "2019-06-14T00:00:00", "2019-06-13T00:00:00", "2019-06-12T00:00:00", "2019-06-11T00:00:00", "2019-06-10T00:00:00", "2019-06-07T00:00:00", "2019-06-06T00:00:00", "2019-06-05T00:00:00", "2019-06-04T00:00:00", "2019-06-03T00:00:00", "2019-05-31T00:00:00", "2019-05-30T00:00:00", "2019-05-29T00:00:00", "2019-05-28T00:00:00", "2019-05-24T00:00:00", "2019-05-23T00:00:00", "2019-05-22T00:00:00", "2019-05-21T00:00:00", "2019-05-20T00:00:00", "2019-05-17T00:00:00", "2019-05-16T00:00:00", "2019-05-15T00:00:00", "2019-05-14T00:00:00", "2019-05-13T00:00:00", "2019-05-10T00:00:00", "2019-05-09T00:00:00", "2019-05-08T00:00:00", "2019-05-07T00:00:00", "2019-05-06T00:00:00", "2019-05-03T00:00:00", "2019-05-02T00:00:00", "2019-05-01T00:00:00", "2019-04-30T00:00:00", "2019-04-29T00:00:00", "2019-04-26T00:00:00", "2019-04-25T00:00:00", "2019-04-24T00:00:00", "2019-04-23T00:00:00", "2019-04-22T00:00:00", "2019-04-18T00:00:00", "2019-04-17T00:00:00", "2019-04-16T00:00:00", "2019-04-15T00:00:00", "2019-04-12T00:00:00", "2019-04-11T00:00:00", "2019-04-10T00:00:00", "2019-04-09T00:00:00", "2019-04-08T00:00:00", "2019-04-05T00:00:00", "2019-04-04T00:00:00", "2019-04-03T00:00:00", "2019-04-02T00:00:00", "2019-04-01T00:00:00", "2019-03-29T00:00:00", "2019-03-28T00:00:00", "2019-03-27T00:00:00", "2019-03-26T00:00:00", "2019-03-25T00:00:00", "2019-03-22T00:00:00", "2019-03-21T00:00:00", "2019-03-20T00:00:00", "2019-03-19T00:00:00", "2019-03-18T00:00:00", "2019-03-15T00:00:00", "2019-03-14T00:00:00", "2019-03-13T00:00:00", "2019-03-12T00:00:00", "2019-03-11T00:00:00", "2019-03-08T00:00:00", "2019-03-07T00:00:00", "2019-03-06T00:00:00", "2019-03-05T00:00:00", "2019-03-04T00:00:00", "2019-03-01T00:00:00", "2019-02-28T00:00:00", "2019-02-27T00:00:00", "2019-02-26T00:00:00", "2019-02-25T00:00:00", "2019-02-22T00:00:00", "2019-02-21T00:00:00", "2019-02-20T00:00:00", "2019-02-19T00:00:00", "2019-02-15T00:00:00", "2019-02-14T00:00:00", "2019-02-13T00:00:00", "2019-02-12T00:00:00", "2019-02-11T00:00:00", "2019-02-08T00:00:00", "2019-02-07T00:00:00", "2019-02-06T00:00:00", "2019-02-05T00:00:00", "2019-02-04T00:00:00", "2019-02-01T00:00:00", "2019-01-31T00:00:00", "2019-01-30T00:00:00", "2019-01-29T00:00:00", "2019-01-28T00:00:00", "2019-01-25T00:00:00", "2019-01-24T00:00:00", "2019-01-23T00:00:00", "2019-01-22T00:00:00", "2019-01-18T00:00:00", "2019-01-17T00:00:00", "2019-01-16T00:00:00", "2019-01-15T00:00:00", "2019-01-14T00:00:00", "2019-01-11T00:00:00", "2019-01-10T00:00:00", "2019-01-09T00:00:00", "2019-01-08T00:00:00", "2019-01-07T00:00:00", "2019-01-04T00:00:00", "2019-01-03T00:00:00", "2019-01-02T00:00:00", "2018-12-31T00:00:00", "2018-12-28T00:00:00", "2018-12-27T00:00:00", "2018-12-26T00:00:00", "2018-12-24T00:00:00", "2018-12-21T00:00:00", "2018-12-20T00:00:00", "2018-12-19T00:00:00", "2018-12-18T00:00:00", "2018-12-17T00:00:00", "2018-12-14T00:00:00", "2018-12-13T00:00:00", "2018-12-12T00:00:00", "2018-12-11T00:00:00", "2018-12-10T00:00:00", "2018-12-07T00:00:00", "2018-12-06T00:00:00", "2018-12-04T00:00:00", "2018-12-03T00:00:00", "2018-11-30T00:00:00", "2018-11-29T00:00:00", "2018-11-28T00:00:00", "2018-11-27T00:00:00", "2018-11-26T00:00:00", "2018-11-23T00:00:00", "2018-11-21T00:00:00", "2018-11-20T00:00:00", "2018-11-19T00:00:00", "2018-11-16T00:00:00", "2018-11-15T00:00:00", "2018-11-14T00:00:00", "2018-11-13T00:00:00", "2018-11-12T00:00:00", "2018-11-09T00:00:00", "2018-11-08T00:00:00", "2018-11-07T00:00:00", "2018-11-06T00:00:00", "2018-11-05T00:00:00", "2018-11-02T00:00:00", "2018-11-01T00:00:00", "2018-10-31T00:00:00", "2018-10-30T00:00:00", "2018-10-29T00:00:00", "2018-10-26T00:00:00", "2018-10-25T00:00:00", "2018-10-24T00:00:00", "2018-10-23T00:00:00", "2018-10-22T00:00:00", "2018-10-19T00:00:00", "2018-10-18T00:00:00", "2018-10-17T00:00:00", "2018-10-16T00:00:00", "2018-10-15T00:00:00", "2018-10-12T00:00:00", "2018-10-11T00:00:00", "2018-10-10T00:00:00", "2018-10-09T00:00:00", "2018-10-08T00:00:00", "2018-10-05T00:00:00", "2018-10-04T00:00:00", "2018-10-03T00:00:00", "2018-10-02T00:00:00", "2018-10-01T00:00:00", "2018-09-28T00:00:00", "2018-09-27T00:00:00", "2018-09-26T00:00:00", "2018-09-25T00:00:00", "2018-09-24T00:00:00", "2018-09-21T00:00:00", "2018-09-20T00:00:00", "2018-09-19T00:00:00", "2018-09-18T00:00:00", "2018-09-17T00:00:00", "2018-09-14T00:00:00", "2018-09-13T00:00:00", "2018-09-12T00:00:00", "2018-09-11T00:00:00", "2018-09-10T00:00:00", "2018-09-07T00:00:00", "2018-09-06T00:00:00", "2018-09-05T00:00:00", "2018-09-04T00:00:00", "2018-08-31T00:00:00", "2018-08-30T00:00:00", "2018-08-29T00:00:00", "2018-08-28T00:00:00", "2018-08-27T00:00:00", "2018-08-24T00:00:00", "2018-08-23T00:00:00", "2018-08-22T00:00:00", "2018-08-21T00:00:00", "2018-08-20T00:00:00", "2018-08-17T00:00:00", "2018-08-16T00:00:00", "2018-08-15T00:00:00", "2018-08-14T00:00:00", "2018-08-13T00:00:00", "2018-08-10T00:00:00", "2018-08-09T00:00:00", "2018-08-08T00:00:00", "2018-08-07T00:00:00", "2018-08-06T00:00:00", "2018-08-03T00:00:00", "2018-08-02T00:00:00", "2018-08-01T00:00:00", "2018-07-31T00:00:00", "2018-07-30T00:00:00", "2018-07-27T00:00:00", "2018-07-26T00:00:00", "2018-07-25T00:00:00", "2018-07-24T00:00:00", "2018-07-23T00:00:00", "2018-07-20T00:00:00", "2018-07-19T00:00:00", "2018-07-18T00:00:00", "2018-07-17T00:00:00", "2018-07-16T00:00:00", "2018-07-13T00:00:00", "2018-07-12T00:00:00", "2018-07-11T00:00:00", "2018-07-10T00:00:00", "2018-07-09T00:00:00", "2018-07-06T00:00:00", "2018-07-05T00:00:00", "2018-07-03T00:00:00", "2018-07-02T00:00:00", "2018-06-29T00:00:00", "2018-06-28T00:00:00", "2018-06-27T00:00:00", "2018-06-26T00:00:00", "2018-06-25T00:00:00", "2018-06-22T00:00:00", "2018-06-21T00:00:00", "2018-06-20T00:00:00", "2018-06-19T00:00:00", "2018-06-18T00:00:00", "2018-06-15T00:00:00", "2018-06-14T00:00:00", "2018-06-13T00:00:00", "2018-06-12T00:00:00", "2018-06-11T00:00:00", "2018-06-08T00:00:00", "2018-06-07T00:00:00", "2018-06-06T00:00:00", "2018-06-05T00:00:00", "2018-06-04T00:00:00", "2018-06-01T00:00:00", "2018-05-31T00:00:00", "2018-05-30T00:00:00", "2018-05-29T00:00:00", "2018-05-25T00:00:00", "2018-05-24T00:00:00", "2018-05-23T00:00:00", "2018-05-22T00:00:00", "2018-05-21T00:00:00", "2018-05-18T00:00:00", "2018-05-17T00:00:00", "2018-05-16T00:00:00", "2018-05-15T00:00:00", "2018-05-14T00:00:00", "2018-05-11T00:00:00", "2018-05-10T00:00:00", "2018-05-09T00:00:00", "2018-05-08T00:00:00", "2018-05-07T00:00:00", "2018-05-04T00:00:00", "2018-05-03T00:00:00", "2018-05-02T00:00:00", "2018-05-01T00:00:00", "2018-04-30T00:00:00", "2018-04-27T00:00:00", "2018-04-26T00:00:00", "2018-04-25T00:00:00", "2018-04-24T00:00:00", "2018-04-23T00:00:00", "2018-04-20T00:00:00", "2018-04-19T00:00:00", "2018-04-18T00:00:00", "2018-04-17T00:00:00", "2018-04-16T00:00:00", "2018-04-13T00:00:00", "2018-04-12T00:00:00", "2018-04-11T00:00:00", "2018-04-10T00:00:00", "2018-04-09T00:00:00", "2018-04-06T00:00:00", "2018-04-05T00:00:00", "2018-04-04T00:00:00", "2018-04-03T00:00:00", "2018-04-02T00:00:00", "2018-03-29T00:00:00", "2018-03-28T00:00:00", "2018-03-27T00:00:00", "2018-03-26T00:00:00", "2018-03-23T00:00:00", "2018-03-22T00:00:00", "2018-03-21T00:00:00", "2018-03-20T00:00:00", "2018-03-19T00:00:00", "2018-03-16T00:00:00", "2018-03-15T00:00:00", "2018-03-14T00:00:00", "2018-03-13T00:00:00", "2018-03-12T00:00:00", "2018-03-09T00:00:00", "2018-03-08T00:00:00", "2018-03-07T00:00:00", "2018-03-06T00:00:00", "2018-03-05T00:00:00", "2018-03-02T00:00:00", "2018-03-01T00:00:00", "2018-02-28T00:00:00", "2018-02-27T00:00:00", "2018-02-26T00:00:00", "2018-02-23T00:00:00", "2018-02-22T00:00:00", "2018-02-21T00:00:00", "2018-02-20T00:00:00", "2018-02-16T00:00:00", "2018-02-15T00:00:00", "2018-02-14T00:00:00", "2018-02-13T00:00:00", "2018-02-12T00:00:00", "2018-02-09T00:00:00", "2018-02-08T00:00:00", "2018-02-07T00:00:00", "2018-02-06T00:00:00", "2018-02-05T00:00:00", "2018-02-02T00:00:00", "2018-02-01T00:00:00", "2018-01-31T00:00:00", "2018-01-30T00:00:00", "2018-01-29T00:00:00", "2018-01-26T00:00:00", "2018-01-25T00:00:00", "2018-01-24T00:00:00", "2018-01-23T00:00:00", "2018-01-22T00:00:00", "2018-01-19T00:00:00", "2018-01-18T00:00:00", "2018-01-17T00:00:00", "2018-01-16T00:00:00", "2018-01-12T00:00:00", "2018-01-11T00:00:00", "2018-01-10T00:00:00", "2018-01-09T00:00:00", "2018-01-08T00:00:00", "2018-01-05T00:00:00", "2018-01-04T00:00:00", "2018-01-03T00:00:00", "2018-01-02T00:00:00", "2017-12-29T00:00:00", "2017-12-28T00:00:00", "2017-12-27T00:00:00", "2017-12-26T00:00:00", "2017-12-22T00:00:00", "2017-12-21T00:00:00", "2017-12-20T00:00:00", "2017-12-19T00:00:00", "2017-12-18T00:00:00", "2017-12-15T00:00:00", "2017-12-14T00:00:00", "2017-12-13T00:00:00", "2017-12-12T00:00:00", "2017-12-11T00:00:00", "2017-12-08T00:00:00", "2017-12-07T00:00:00", "2017-12-06T00:00:00", "2017-12-05T00:00:00", "2017-12-04T00:00:00", "2017-12-01T00:00:00", "2017-11-30T00:00:00", "2017-11-29T00:00:00", "2017-11-28T00:00:00", "2017-11-27T00:00:00", "2017-11-24T00:00:00", "2017-11-22T00:00:00", "2017-11-21T00:00:00", "2017-11-20T00:00:00", "2017-11-17T00:00:00", "2017-11-16T00:00:00", "2017-11-15T00:00:00", "2017-11-14T00:00:00", "2017-11-13T00:00:00", "2017-11-10T00:00:00", "2017-11-09T00:00:00", "2017-11-08T00:00:00", "2017-11-07T00:00:00", "2017-11-06T00:00:00", "2017-11-03T00:00:00", "2017-11-02T00:00:00", "2017-11-01T00:00:00", "2017-10-31T00:00:00", "2017-10-30T00:00:00", "2017-10-27T00:00:00", "2017-10-26T00:00:00", "2017-10-25T00:00:00", "2017-10-24T00:00:00", "2017-10-23T00:00:00", "2017-10-20T00:00:00", "2017-10-19T00:00:00", "2017-10-18T00:00:00", "2017-10-17T00:00:00", "2017-10-16T00:00:00", "2017-10-13T00:00:00", "2017-10-12T00:00:00", "2017-10-11T00:00:00", "2017-10-10T00:00:00", "2017-10-09T00:00:00", "2017-10-06T00:00:00", "2017-10-05T00:00:00", "2017-10-04T00:00:00", "2017-10-03T00:00:00", "2017-10-02T00:00:00", "2017-09-29T00:00:00", "2017-09-28T00:00:00", "2017-09-27T00:00:00", "2017-09-26T00:00:00", "2017-09-25T00:00:00", "2017-09-22T00:00:00", "2017-09-21T00:00:00", "2017-09-20T00:00:00", "2017-09-19T00:00:00", "2017-09-18T00:00:00", "2017-09-15T00:00:00", "2017-09-14T00:00:00", "2017-09-13T00:00:00", "2017-09-12T00:00:00", "2017-09-11T00:00:00", "2017-09-08T00:00:00", "2017-09-07T00:00:00", "2017-09-06T00:00:00", "2017-09-05T00:00:00", "2017-09-01T00:00:00", "2017-08-31T00:00:00", "2017-08-30T00:00:00", "2017-08-29T00:00:00", "2017-08-28T00:00:00", "2017-08-25T00:00:00", "2017-08-24T00:00:00", "2017-08-23T00:00:00", "2017-08-22T00:00:00", "2017-08-21T00:00:00", "2017-08-18T00:00:00", "2017-08-17T00:00:00", "2017-08-16T00:00:00", "2017-08-15T00:00:00", "2017-08-14T00:00:00", "2017-08-11T00:00:00", "2017-08-10T00:00:00", "2017-08-09T00:00:00", "2017-08-08T00:00:00", "2017-08-07T00:00:00", "2017-08-04T00:00:00", "2017-08-03T00:00:00", "2017-08-02T00:00:00", "2017-08-01T00:00:00", "2017-07-31T00:00:00", "2017-07-28T00:00:00", "2017-07-27T00:00:00", "2017-07-26T00:00:00", "2017-07-25T00:00:00", "2017-07-24T00:00:00", "2017-07-21T00:00:00", "2017-07-20T00:00:00", "2017-07-19T00:00:00", "2017-07-18T00:00:00", "2017-07-17T00:00:00", "2017-07-14T00:00:00", "2017-07-13T00:00:00", "2017-07-12T00:00:00", "2017-07-11T00:00:00", "2017-07-10T00:00:00", "2017-07-07T00:00:00", "2017-07-06T00:00:00", "2017-07-05T00:00:00", "2017-07-03T00:00:00", "2017-06-30T00:00:00", "2017-06-29T00:00:00", "2017-06-28T00:00:00", "2017-06-27T00:00:00", "2017-06-26T00:00:00", "2017-06-23T00:00:00", "2017-06-22T00:00:00", "2017-06-21T00:00:00", "2017-06-20T00:00:00", "2017-06-19T00:00:00", "2017-06-16T00:00:00", "2017-06-15T00:00:00", "2017-06-14T00:00:00", "2017-06-13T00:00:00", "2017-06-12T00:00:00", "2017-06-09T00:00:00", "2017-06-08T00:00:00", "2017-06-07T00:00:00", "2017-06-06T00:00:00", "2017-06-05T00:00:00", "2017-06-02T00:00:00", "2017-06-01T00:00:00", "2017-05-31T00:00:00", "2017-05-30T00:00:00", "2017-05-26T00:00:00", "2017-05-25T00:00:00", "2017-05-24T00:00:00", "2017-05-23T00:00:00", "2017-05-22T00:00:00", "2017-05-19T00:00:00", "2017-05-18T00:00:00", "2017-05-17T00:00:00", "2017-05-16T00:00:00", "2017-05-15T00:00:00", "2017-05-12T00:00:00", "2017-05-11T00:00:00", "2017-05-10T00:00:00", "2017-05-09T00:00:00", "2017-05-08T00:00:00", "2017-05-05T00:00:00", "2017-05-04T00:00:00", "2017-05-03T00:00:00", "2017-05-02T00:00:00", "2017-05-01T00:00:00", "2017-04-28T00:00:00", "2017-04-27T00:00:00", "2017-04-26T00:00:00", "2017-04-25T00:00:00", "2017-04-24T00:00:00", "2017-04-21T00:00:00", "2017-04-20T00:00:00", "2017-04-19T00:00:00", "2017-04-18T00:00:00", "2017-04-17T00:00:00", "2017-04-13T00:00:00", "2017-04-12T00:00:00", "2017-04-11T00:00:00", "2017-04-10T00:00:00", "2017-04-07T00:00:00", "2017-04-06T00:00:00", "2017-04-05T00:00:00", "2017-04-04T00:00:00", "2017-04-03T00:00:00", "2017-03-31T00:00:00", "2017-03-30T00:00:00", "2017-03-29T00:00:00" ], "y": [ 34.914, 35.272, 36.208, 37.196, 37.54, 37.488, 37.562, 37.486, 36.864, 36.466, 36.678, 36.486, 36.16, 35.948, 36.068, 35.452, 34.788, 33.456, 32.022, 30.832, 30.386, 30.61, 30.938, 31.382, 31.99, 32.774, 33.512, 34.836, 36.78, 37.992, 38.626, 38.548, 38.354, 37.968, 38.028, 38.264, 39.154, 39.704, 40, 40.234, 40.288, 39.514, 39.166, 39.05, 35.826, 34.184, 33.404, 32.336, 30.638, 31.398, 30.71, 30.11, 29.962, 30.302, 31.64, 32.924, 33.932, 35.18, 36.432, 37.98, 39.632, 40.834, 41.498, 42.158, 41.878, 42.022, 42.998, 44.132, 45.402, 46.548, 47.284, 47.694, 48.024, 47.772, 47.58, 46.922, 46.252, 45.456, 45.384, 45.534, 46.278, 47.384, 48.916, 50.318, 51.028, 50.984, 50.178, 49.288, 48.056, 47.498, 47.684, 48.278, 48.628, 49.31, 49.64, 50.134, 50.876, 51.856, 52.744, 53.998, 54.474, 54.438, 54.102, 54.044, 53.918, 53.812, 53.606, 53.618, 53.094, 52.91, 52.792, 53.218, 53.034, 53.672, 53.776, 54.288, 58.432, 63.158, 67.366, 71.626, 76.066, 76.372, 76.232, 75.998, 75.544, 75.076, 75.004, 74.64, 74.27, 73.81, 73.86, 73.378, 73.104, 73.306, 75.076, 76.648, 77.748, 79.116, 79.45, 77.78, 76.11, 74.732, 73.736, 72.78, 72.686, 72.634, 73.062, 73.164, 74.2, 74.964, 74.848, 74.758, 75.154, 74.758, 74.366, 73.904, 74.008, 73.712, 73.91, 73.83, 73.68, 73.134, 72.57, 71.958, 72.338, 73.218, 74.132, 74.93, 76.072, 76.344, 76.756, 76.83, 76.346, 75.416, 75.104, 74.624, 74.476, 74.594, 75.158, 75.868, 73.478, 70.924, 68.596, 65.248, 61.516, 61.022, 60.838, 61.162, 62.204, 63.504, 63.796, 64.328, 65.35, 66.09, 66.46, 67.696, 68.184, 67.616, 67.452, 67.45, 67.092, 66.164, 65.64, 64.74, 63.668, 62.438, 62.308, 62.302, 62.486, 62.554, 62.868, 62.442, 62.002, 61.384, 60.978, 61.182, 61.89, 62.04, 62.054, 62.052, 61.324, 60.61, 59.508, 58.708, 57.372, 56.214, 54.972, 54.248, 53.026, 52.556, 52.542, 52.188, 52.53, 52.856, 53.358, 53.856, 55.262, 56.686, 58.624, 60.218, 61.164, 61.334, 61.23, 60.184, 59.436, 59.032, 59.116, 59.106, 60.474, 61.216, 62.006, 62.406, 62.81, 62.672, 62.316, 61.204, 59.538, 57.782, 55.6, 53.476, 52.014, 51.512, 50.896, 50.54, 51.67, 53.388, 54.74, 56.156, 58.844, 60.238, 61.354, 62.22, 62.446, 60.67, 59.484, 57.314, 56.262, 55.88, 56.87, 58.512, 61.268, 62.914, 64.024, 65.914, 67.102, 66.45, 66.422, 66.344, 64.994, 63.466, 63.178, 62.52, 62.466, 62.482, 62.676, 63.01, 62.226, 61.558, 60.772, 59.386, 57.246, 56.21, 54.148, 53.032, 52.392, 52.518, 52.772, 53.422, 52.842, 52.174, 51.266, 51.072, 51.922, 52.72, 53.204, 53.886, 53.164, 51.936, 50.978, 50.446, 49.828, 50.11, 49.7, 49.812, 50.146, 50.694, 50.92, 51.866, 52.486, 52.468, 52.32, 52.168, 52.236, 52.216, 51.716, 51.446, 51.016, 49.97, 48.93, 48.598, 47.498, 46.492, 46.078, 45.6, 44.96, 45.112, 45.086, 44.338, 43.352, 42.348, 41.112, 40.34, 39.942, 39.508, 39.362, 39.766, 40.756, 41.006, 41.712, 42.238, 42.176, 40.978, 41.112, 41.286, 41.36, 41.456, 42.212, 41.562, 40.29, 37.672, 35.15, 32.082, 29.9, 28.064, 27.774, 27.434, 27.268, 27.066, 26.936, 26.882, 26.998, 26.926, 26.872, 26.76, 26.612, 26.252, 25.862, 25.37, 25.222, 25.118, 24.746, 24.572, 24.568, 24.466, 24.266, 24.316, 24.39, 24.192, 23.95, 23.594, 23.256, 23.058, 23.102, 22.854, 22.834, 22.808, 22.516, 22.082, 21.824, 21.48, 21.338, 21.356, 21.468, 21.598, 21.782, 21.8, 21.814, 21.802, 21.768, 21.814, 21.792, 21.682, 21.65, 21.682, 21.522, 21.69, 21.902, 22.142, 22.308, 22.632, 22.578, 22.49, 22.55, 22.98, 23.466, 23.944, 24.33, 24.598, 24.398, 24.198, 24.396, 24.804, 25.178, 25.392, 25.222, 24.76, 24.316, 23.732, 23.388, 23.318, 23.57, 23.552, 23.588, 23.61, 23.528, 23.03, 22.668, 22.114, 21.624, 21.128, 20.672, 20.548, 20.586, 20.566, 20.596, 20.506, 20.212, 19.944, 19.724, 19.446, 19.244, 18.698, 18.23, 17.854, 17.576, 17.572, 17.668, 17.684, 17.57, 17.446, 17.154, 17.134, 17.254, 17.48, 17.724, 17.836, 17.862, 17.664, 17.376, 17.268, 17.368, 17.148, 17.11, 16.952, 16.642, 16.478, 15.684, 14.886, 14.282, 13.674, 12.988, 13.256, 13.38, 13.506, 13.546, 13.25, 12.926, 12.43, 11.962, 11.56, 11.518, 11.456, 11.68, 11.816, 11.82, 11.642, 11.402, 10.984, 10.488, 9.916, 9.498, 9.18, 9.432, 9.622, 10.11, 10.726, 11.204, 11.534, 12.22, 12.784, 13.096, 13.684, 13.918, 14.08, 14.488, 14.956, 15.308, 15.814, 16.266, 16.572, 16.828, 17.11, 17.288, 17.384, 17.466, 17.552, 17.466, 17.348, 17.106, 17.38, 17.506, 17.756, 18.132, 18.722, 18.724, 18.802, 18.936, 19.01, 19.002, 19.004, 19.102, 18.942, 18.73, 18.508, 18.308, 17.968, 17.79, 17.486, 17.294, 17.05, 16.918, 16.802, 16.734, 16.506, 16.356, 16.2, 15.966, 15.798, 15.73, 15.616, 15.444, 15.342, 15.266, 15.174, 14.972, 14.796, 14.594, 14.418, 14.348, 14.394, 14.548, 14.714, 14.788, 14.89, 15.024, 15.116, 15.232, 15.364, 15.33, 15.322, 15.262, 15.1, 14.836, 14.694, 14.526, 14.37, 14.31, 14.36, 14.318, 14.306, 14.396, 14.588, 14.786, 14.966, 15.056, 15.018, 14.884, 14.64, 14.332, 13.996, 13.868, 13.848, 13.76, 13.812, 13.91, 13.928, 13.764, 13.892, 13.952, 14.06, 14.072, 14.214, 14.286, 14.33, 14.448, 14.722, 14.988, 15.288, 15.828, 16.29, 16.594, 16.858, 17.062, 17.038, 16.996, 16.954, 16.682, 16.474, 16.252, 15.934, 15.572, 15.482, 15.606, 15.626, 15.724, 15.906, 16.01, 15.842, 15.778, 15.72, 15.756, 15.7, 15.76, 15.878, 15.992, 16.002, 16.088, 16.07, 16.114, 16.298, 16.428, 16.628, 16.782, 16.692, 16.55, 16.48, 16.49, 16.474, 16.652, 16.78, 16.988, 17.16, 17.362, 17.524, 17.104, 16.434, 15.66, 15.032, 14.496, 14.53, 14.8, 15.118, 15.322, 15.388, 15.438, 15.366, 15.29, 15.128, 14.896, 14.716, 14.548, 14.418, 14.408, 14.494, 14.576, 14.628, 14.68, 14.672, 14.738, 14.496, 14.376, 14.23, 14.046, 13.782, 13.826, 13.808, 13.75, 13.588, 13.47, 13.054, 12.658, 12.292, 12.04, 11.764, 11.738, 11.584, 11.448, 11.42, 11.344, 11.33, 11.39, 11.26, 11.05, 10.834, 10.634, 10.546, 10.578, 10.714, 11.046, 11.308, 11.36, 11.436, 11.43, 11.32, 11.142, 11.052, 11.064, 11.234, 11.296, 11.448, 11.64, 11.726, 11.698, 11.786, 11.832, 11.886, 12.018, 12.102, 12.076, 11.952, 11.78, 11.554, 11.372, 11.208, 11.11, 11.006, 10.914, 10.786, 10.728, 10.772, 10.832, 10.806, 10.85, 10.936, 10.99, 10.812, 10.662, 10.466, 10.13, 9.772, 9.736, 9.776, 9.768, 9.832, 9.894, 9.882, 9.882, 9.922, 9.904, 9.822, 9.708, 9.548, 9.348, 9.244, 9.18, 9.092, 9.034, 9.03, 8.906, 8.81, 8.458, 8.046, 7.608, 7.23, 6.826, 6.704, 6.586, 6.484, 6.382, 6.266, 6.166, 6.134, 6.002, 5.896, 6.006, 6.082, 6.102, 6.198, 6.326, 6.298, 6.278, 6.212, 6.104, 6.006, 5.828, 5.728, 5.608, 5.556, 5.434, 5.33, 5.202, 5.214, 5.26, 5.34, 5.526, 5.684, 5.784, 5.804, 5.822, 5.798, 5.82, 5.88, 6.002, 6.17, 6.29, 6.398, 6.436, 6.464, 6.402, 6.392, 6.308, 6.238, 6.236, 6.36, 6.386, 6.51, 6.63, 6.69, 6.73, 6.874, 6.95, 7, 7.006, 7.042, 6.924, 6.792, 6.61, 6.502, 6.46, 6.456, 6.534, 6.704, 6.81, 6.774, 6.868, 6.954, 7.066, 7.14, 7.14, 7.046, 6.996, 7.012, 7.13, 7.328, 7.656, 7.892, 8.068, 8.21, 8.41, 8.562, 8.736, 8.854, 8.986, 9.068, 9.102, 9.118, 9.164, 9.194, 9.222, 9.23, 9.382, 9.494, 9.622, 9.712, 9.894, 10.034, 10.266, 10.496, 10.77, 11.006, 11.25, 11.396, 11.46, 11.514, 11.544, 11.528, 11.58, 11.734, 11.882, 12.062, 12.23, 12.314, 12.342, 12.352, 12.508, 12.604, 12.688, 12.766, 12.796, 12.672, 12.516, 12.536, 12.67, 12.872, 13, 13.224, 13.312, 13.324, 13.316, 13.372, 13.308, 13.326, 13.37, 13.38, 13.358, 13.474, 13.508, 13.42, 13.37, 13.338, 13.226, 13.2, 13.122, 13.092, 13.082, 13.104, 13.072, 13.068, 13.13, 13.32, 13.484, 13.61, 13.774, 13.796, 13.62, 13.432, 13.204, 13.106, 13.008, 12.838, 12.548, 12.28, 11.848, 11.372, 11.05, 10.844, 10.696, 10.65, 10.682, 10.656, 10.65, 10.636, 10.618, 10.672, 10.764, 10.852, 10.938, 11.002, 10.954, 10.904, 10.896, 10.9, 11.532, 12.25, 12.938, 13.684, 14.386, 14.686, 14.928, 15.122, 15.15, 15.172, 15.022, 14.83, 14.766, 14.782, 14.812, 14.732, 14.646, 14.52, 14.414, 14.372, 14.292, 14.354, 14.678, 14.99, 15.312, 15.746, 16.126, 16.266, 16.39, 16.35, 16.384, 16.514, 16.64, 16.896, 17.198, 17.536, 17.71, 17.8, 17.834, 17.934, 17.962, 17.988, 17.9, 17.76, 17.422, 17.19, 17.078, 17.138, 17.402, 17.924, 18.59, 19.05, 19.46, 19.448, 19.388, 19.064, 18.992, 19.23, 18.326, 17.37, 16.352, 15.258, 13.812, 13.652, 13.576, 13.546, 13.504, 13.688, 13.886, 14.026, 14.122, 14.182, 13.998, 13.848, 13.836, 13.948, 14.076, 14.192, 14.304, 14.382, 14.38, 14.512, 14.682, 14.792, 14.862, 14.912, 14.852, 14.892, 15.044, 15.174, 15.36, 15.578, 15.698, 15.832, 15.924, 15.956, 15.98, 15.844, 15.576, 15.304, 15.106, 14.576, 14.336, 14.152, 13.972, 13.706, 13.604, 13.424, 13.192, 12.92, 12.68, 12.666, 12.584, 12.552, 12.598, 12.596, 12.55, 12.514, 12.604, 13.114, 13.6, 14.102, 14.536, 14.856, 14.9, 15.07, 15.104, 15.072, 15.002, 14.852, 14.71, 14.734, 14.906, 15.224, 15.524, 15.744, 15.932, 16.192, 16.238, 15.888, 15.616, 15.274, 14.86, 14.57, 14.63, 14.664, 14.614, 14.608, 14.526, 14.38, 14.048, 13.88, 13.744, 13.752, 13.914, 14.254, 14.564, 14.792, 14.966, 15.048, 15.118, 15.136, 15.184, 15.078, 14.95, 14.75, 14.584, 14.546, 14.644, 14.784, 14.886, 14.89, 14.916, 14.824, 14.502, 14.348, 14.112, 13.718, 13.36, 13.164, 12.728, 12.812, 12.9, 12.956, 13.114, 13.452, 13.284, 13.102, 13.118, 13.174, 13.232, 13.446, 13.596, 13.754, 13.836, 13.97, 14.148, 14.462, 14.63, 14.84, 14.998, 15.158, 15.212, 15.36, 15.732, 16.114, 16.438, 16.854, 17.278, 17.434, 17.576, 17.666, 17.67, 17.61, 17.564, 17.514, 17.416, 17.41, 17.528, 17.528, 17.4, 17.522, 17.68, 17.744, 17.852, 18.222, 18.558, 19.01, 19.412, 20.014, 20.512, 20.842, 21.06, 21.262, 21.43, 21.268, 21.032, 20.758, 20.514, 20.182, 20.056, 20.206, 20.338, 20.166, 19.722, 20.338, 20.846, 21.19, 22, 22.908, 22.676, 22.41, 22.36, 22.232, 22.116, 22.068, 21.938, 21.736, 21.412, 21.24, 21.048, 20.89, 20.638, 20.49, 20.304, 20.32, 20.404, 20.58, 20.656, 20.752, 21.04, 21.316, 21.658, 21.99, 22.36, 22.374, 22.67, 22.712, 22.892 ] }, { "name": "SMA_long", "type": "scatter", "x": [ "2022-04-13T00:00:00", "2022-04-12T00:00:00", "2022-04-11T00:00:00", "2022-04-08T00:00:00", "2022-04-07T00:00:00", "2022-04-06T00:00:00", "2022-04-05T00:00:00", "2022-04-04T00:00:00", "2022-04-01T00:00:00", "2022-03-31T00:00:00", "2022-03-30T00:00:00", "2022-03-29T00:00:00", "2022-03-28T00:00:00", "2022-03-25T00:00:00", "2022-03-24T00:00:00", "2022-03-23T00:00:00", "2022-03-22T00:00:00", "2022-03-21T00:00:00", "2022-03-18T00:00:00", "2022-03-17T00:00:00", "2022-03-16T00:00:00", "2022-03-15T00:00:00", "2022-03-14T00:00:00", "2022-03-11T00:00:00", "2022-03-10T00:00:00", "2022-03-09T00:00:00", "2022-03-08T00:00:00", "2022-03-07T00:00:00", "2022-03-04T00:00:00", "2022-03-03T00:00:00", "2022-03-02T00:00:00", "2022-03-01T00:00:00", "2022-02-28T00:00:00", "2022-02-25T00:00:00", "2022-02-24T00:00:00", "2022-02-23T00:00:00", "2022-02-22T00:00:00", "2022-02-18T00:00:00", "2022-02-17T00:00:00", "2022-02-16T00:00:00", "2022-02-15T00:00:00", "2022-02-14T00:00:00", "2022-02-11T00:00:00", "2022-02-10T00:00:00", "2022-02-09T00:00:00", "2022-02-08T00:00:00", "2022-02-07T00:00:00", "2022-02-04T00:00:00", "2022-02-03T00:00:00", "2022-02-02T00:00:00", "2022-02-01T00:00:00", "2022-01-31T00:00:00", "2022-01-28T00:00:00", "2022-01-27T00:00:00", "2022-01-26T00:00:00", "2022-01-25T00:00:00", "2022-01-24T00:00:00", "2022-01-21T00:00:00", "2022-01-20T00:00:00", "2022-01-19T00:00:00", "2022-01-18T00:00:00", "2022-01-14T00:00:00", "2022-01-13T00:00:00", "2022-01-12T00:00:00", "2022-01-11T00:00:00", "2022-01-10T00:00:00", "2022-01-07T00:00:00", "2022-01-06T00:00:00", "2022-01-05T00:00:00", "2022-01-04T00:00:00", "2022-01-03T00:00:00", "2021-12-31T00:00:00", "2021-12-30T00:00:00", "2021-12-29T00:00:00", "2021-12-28T00:00:00", "2021-12-27T00:00:00", "2021-12-23T00:00:00", "2021-12-22T00:00:00", "2021-12-21T00:00:00", "2021-12-20T00:00:00", "2021-12-17T00:00:00", "2021-12-16T00:00:00", "2021-12-15T00:00:00", "2021-12-14T00:00:00", "2021-12-13T00:00:00", "2021-12-10T00:00:00", "2021-12-09T00:00:00", "2021-12-08T00:00:00", "2021-12-07T00:00:00", "2021-12-06T00:00:00", "2021-12-03T00:00:00", "2021-12-02T00:00:00", "2021-12-01T00:00:00", "2021-11-30T00:00:00", "2021-11-29T00:00:00", "2021-11-26T00:00:00", "2021-11-24T00:00:00", "2021-11-23T00:00:00", "2021-11-22T00:00:00", "2021-11-19T00:00:00", "2021-11-18T00:00:00", "2021-11-17T00:00:00", "2021-11-16T00:00:00", "2021-11-15T00:00:00", "2021-11-12T00:00:00", "2021-11-11T00:00:00", "2021-11-10T00:00:00", "2021-11-09T00:00:00", "2021-11-08T00:00:00", "2021-11-05T00:00:00", "2021-11-04T00:00:00", "2021-11-03T00:00:00", "2021-11-02T00:00:00", "2021-11-01T00:00:00", "2021-10-29T00:00:00", "2021-10-28T00:00:00", "2021-10-27T00:00:00", "2021-10-26T00:00:00", "2021-10-25T00:00:00", "2021-10-22T00:00:00", "2021-10-21T00:00:00", "2021-10-20T00:00:00", "2021-10-19T00:00:00", "2021-10-18T00:00:00", "2021-10-15T00:00:00", "2021-10-14T00:00:00", "2021-10-13T00:00:00", "2021-10-12T00:00:00", "2021-10-11T00:00:00", "2021-10-08T00:00:00", "2021-10-07T00:00:00", "2021-10-06T00:00:00", "2021-10-05T00:00:00", "2021-10-04T00:00:00", "2021-10-01T00:00:00", "2021-09-30T00:00:00", "2021-09-29T00:00:00", "2021-09-28T00:00:00", "2021-09-27T00:00:00", "2021-09-24T00:00:00", "2021-09-23T00:00:00", "2021-09-22T00:00:00", "2021-09-21T00:00:00", "2021-09-20T00:00:00", "2021-09-17T00:00:00", "2021-09-16T00:00:00", "2021-09-15T00:00:00", "2021-09-14T00:00:00", "2021-09-13T00:00:00", "2021-09-10T00:00:00", "2021-09-09T00:00:00", "2021-09-08T00:00:00", "2021-09-07T00:00:00", "2021-09-03T00:00:00", "2021-09-02T00:00:00", "2021-09-01T00:00:00", "2021-08-31T00:00:00", "2021-08-30T00:00:00", "2021-08-27T00:00:00", "2021-08-26T00:00:00", "2021-08-25T00:00:00", "2021-08-24T00:00:00", "2021-08-23T00:00:00", "2021-08-20T00:00:00", "2021-08-19T00:00:00", "2021-08-18T00:00:00", "2021-08-17T00:00:00", "2021-08-16T00:00:00", "2021-08-13T00:00:00", "2021-08-12T00:00:00", "2021-08-11T00:00:00", "2021-08-10T00:00:00", "2021-08-09T00:00:00", "2021-08-06T00:00:00", "2021-08-05T00:00:00", "2021-08-04T00:00:00", "2021-08-03T00:00:00", "2021-08-02T00:00:00", "2021-07-30T00:00:00", "2021-07-29T00:00:00", "2021-07-28T00:00:00", "2021-07-27T00:00:00", "2021-07-26T00:00:00", "2021-07-23T00:00:00", "2021-07-22T00:00:00", "2021-07-21T00:00:00", "2021-07-20T00:00:00", "2021-07-19T00:00:00", "2021-07-16T00:00:00", "2021-07-15T00:00:00", "2021-07-14T00:00:00", "2021-07-13T00:00:00", "2021-07-12T00:00:00", "2021-07-09T00:00:00", "2021-07-08T00:00:00", "2021-07-07T00:00:00", "2021-07-06T00:00:00", "2021-07-02T00:00:00", "2021-07-01T00:00:00", "2021-06-30T00:00:00", "2021-06-29T00:00:00", "2021-06-28T00:00:00", "2021-06-25T00:00:00", "2021-06-24T00:00:00", "2021-06-23T00:00:00", "2021-06-22T00:00:00", "2021-06-21T00:00:00", "2021-06-18T00:00:00", "2021-06-17T00:00:00", "2021-06-16T00:00:00", "2021-06-15T00:00:00", "2021-06-14T00:00:00", "2021-06-11T00:00:00", "2021-06-10T00:00:00", "2021-06-09T00:00:00", "2021-06-08T00:00:00", "2021-06-07T00:00:00", "2021-06-04T00:00:00", "2021-06-03T00:00:00", "2021-06-02T00:00:00", "2021-06-01T00:00:00", "2021-05-28T00:00:00", "2021-05-27T00:00:00", "2021-05-26T00:00:00", "2021-05-25T00:00:00", "2021-05-24T00:00:00", "2021-05-21T00:00:00", "2021-05-20T00:00:00", "2021-05-19T00:00:00", "2021-05-18T00:00:00", "2021-05-17T00:00:00", "2021-05-14T00:00:00", "2021-05-13T00:00:00", "2021-05-12T00:00:00", "2021-05-11T00:00:00", "2021-05-10T00:00:00", "2021-05-07T00:00:00", "2021-05-06T00:00:00", "2021-05-05T00:00:00", "2021-05-04T00:00:00", "2021-05-03T00:00:00", "2021-04-30T00:00:00", "2021-04-29T00:00:00", "2021-04-28T00:00:00", "2021-04-27T00:00:00", "2021-04-26T00:00:00", "2021-04-23T00:00:00", "2021-04-22T00:00:00", "2021-04-21T00:00:00", "2021-04-20T00:00:00", "2021-04-19T00:00:00", "2021-04-16T00:00:00", "2021-04-15T00:00:00", "2021-04-14T00:00:00", "2021-04-13T00:00:00", "2021-04-12T00:00:00", "2021-04-09T00:00:00", "2021-04-08T00:00:00", "2021-04-07T00:00:00", "2021-04-06T00:00:00", "2021-04-05T00:00:00", "2021-04-01T00:00:00", "2021-03-31T00:00:00", "2021-03-30T00:00:00", "2021-03-29T00:00:00", "2021-03-26T00:00:00", "2021-03-25T00:00:00", "2021-03-24T00:00:00", "2021-03-23T00:00:00", "2021-03-22T00:00:00", "2021-03-19T00:00:00", "2021-03-18T00:00:00", "2021-03-17T00:00:00", "2021-03-16T00:00:00", "2021-03-15T00:00:00", "2021-03-12T00:00:00", "2021-03-11T00:00:00", "2021-03-10T00:00:00", "2021-03-09T00:00:00", "2021-03-08T00:00:00", "2021-03-05T00:00:00", "2021-03-04T00:00:00", "2021-03-03T00:00:00", "2021-03-02T00:00:00", "2021-03-01T00:00:00", "2021-02-26T00:00:00", "2021-02-25T00:00:00", "2021-02-24T00:00:00", "2021-02-23T00:00:00", "2021-02-22T00:00:00", "2021-02-19T00:00:00", "2021-02-18T00:00:00", "2021-02-17T00:00:00", "2021-02-16T00:00:00", "2021-02-12T00:00:00", "2021-02-11T00:00:00", "2021-02-10T00:00:00", "2021-02-09T00:00:00", "2021-02-08T00:00:00", "2021-02-05T00:00:00", "2021-02-04T00:00:00", "2021-02-03T00:00:00", "2021-02-02T00:00:00", "2021-02-01T00:00:00", "2021-01-29T00:00:00", "2021-01-28T00:00:00", "2021-01-27T00:00:00", "2021-01-26T00:00:00", "2021-01-25T00:00:00", "2021-01-22T00:00:00", "2021-01-21T00:00:00", "2021-01-20T00:00:00", "2021-01-19T00:00:00", "2021-01-15T00:00:00", "2021-01-14T00:00:00", "2021-01-13T00:00:00", "2021-01-12T00:00:00", "2021-01-11T00:00:00", "2021-01-08T00:00:00", "2021-01-07T00:00:00", "2021-01-06T00:00:00", "2021-01-05T00:00:00", "2021-01-04T00:00:00", "2020-12-31T00:00:00", "2020-12-30T00:00:00", "2020-12-29T00:00:00", "2020-12-28T00:00:00", "2020-12-24T00:00:00", "2020-12-23T00:00:00", "2020-12-22T00:00:00", "2020-12-21T00:00:00", "2020-12-18T00:00:00", "2020-12-17T00:00:00", "2020-12-16T00:00:00", "2020-12-15T00:00:00", "2020-12-14T00:00:00", "2020-12-11T00:00:00", "2020-12-10T00:00:00", "2020-12-09T00:00:00", "2020-12-08T00:00:00", "2020-12-07T00:00:00", "2020-12-04T00:00:00", "2020-12-03T00:00:00", "2020-12-02T00:00:00", "2020-12-01T00:00:00", "2020-11-30T00:00:00", "2020-11-27T00:00:00", "2020-11-25T00:00:00", "2020-11-24T00:00:00", "2020-11-23T00:00:00", "2020-11-20T00:00:00", "2020-11-19T00:00:00", "2020-11-18T00:00:00", "2020-11-17T00:00:00", "2020-11-16T00:00:00", "2020-11-13T00:00:00", "2020-11-12T00:00:00", "2020-11-11T00:00:00", "2020-11-10T00:00:00", "2020-11-09T00:00:00", "2020-11-06T00:00:00", "2020-11-05T00:00:00", "2020-11-04T00:00:00", "2020-11-03T00:00:00", "2020-11-02T00:00:00", "2020-10-30T00:00:00", "2020-10-29T00:00:00", "2020-10-28T00:00:00", "2020-10-27T00:00:00", "2020-10-26T00:00:00", "2020-10-23T00:00:00", "2020-10-22T00:00:00", "2020-10-21T00:00:00", "2020-10-20T00:00:00", "2020-10-19T00:00:00", "2020-10-16T00:00:00", "2020-10-15T00:00:00", "2020-10-14T00:00:00", "2020-10-13T00:00:00", "2020-10-12T00:00:00", "2020-10-09T00:00:00", "2020-10-08T00:00:00", "2020-10-07T00:00:00", "2020-10-06T00:00:00", "2020-10-05T00:00:00", "2020-10-02T00:00:00", "2020-10-01T00:00:00", "2020-09-30T00:00:00", "2020-09-29T00:00:00", "2020-09-28T00:00:00", "2020-09-25T00:00:00", "2020-09-24T00:00:00", "2020-09-23T00:00:00", "2020-09-22T00:00:00", "2020-09-21T00:00:00", "2020-09-18T00:00:00", "2020-09-17T00:00:00", "2020-09-16T00:00:00", "2020-09-15T00:00:00", "2020-09-14T00:00:00", "2020-09-11T00:00:00", "2020-09-10T00:00:00", "2020-09-09T00:00:00", "2020-09-08T00:00:00", "2020-09-04T00:00:00", "2020-09-03T00:00:00", "2020-09-02T00:00:00", "2020-09-01T00:00:00", "2020-08-31T00:00:00", "2020-08-28T00:00:00", "2020-08-27T00:00:00", "2020-08-26T00:00:00", "2020-08-25T00:00:00", "2020-08-24T00:00:00", "2020-08-21T00:00:00", "2020-08-20T00:00:00", "2020-08-19T00:00:00", "2020-08-18T00:00:00", "2020-08-17T00:00:00", "2020-08-14T00:00:00", "2020-08-13T00:00:00", "2020-08-12T00:00:00", "2020-08-11T00:00:00", "2020-08-10T00:00:00", "2020-08-07T00:00:00", "2020-08-06T00:00:00", "2020-08-05T00:00:00", "2020-08-04T00:00:00", "2020-08-03T00:00:00", "2020-07-31T00:00:00", "2020-07-30T00:00:00", "2020-07-29T00:00:00", "2020-07-28T00:00:00", "2020-07-27T00:00:00", "2020-07-24T00:00:00", "2020-07-23T00:00:00", "2020-07-22T00:00:00", "2020-07-21T00:00:00", "2020-07-20T00:00:00", "2020-07-17T00:00:00", "2020-07-16T00:00:00", "2020-07-15T00:00:00", "2020-07-14T00:00:00", "2020-07-13T00:00:00", "2020-07-10T00:00:00", "2020-07-09T00:00:00", "2020-07-08T00:00:00", "2020-07-07T00:00:00", "2020-07-06T00:00:00", "2020-07-02T00:00:00", "2020-07-01T00:00:00", "2020-06-30T00:00:00", "2020-06-29T00:00:00", "2020-06-26T00:00:00", "2020-06-25T00:00:00", "2020-06-24T00:00:00", "2020-06-23T00:00:00", "2020-06-22T00:00:00", "2020-06-19T00:00:00", "2020-06-18T00:00:00", "2020-06-17T00:00:00", "2020-06-16T00:00:00", "2020-06-15T00:00:00", "2020-06-12T00:00:00", "2020-06-11T00:00:00", "2020-06-10T00:00:00", "2020-06-09T00:00:00", "2020-06-08T00:00:00", "2020-06-05T00:00:00", "2020-06-04T00:00:00", "2020-06-03T00:00:00", "2020-06-02T00:00:00", "2020-06-01T00:00:00", "2020-05-29T00:00:00", "2020-05-28T00:00:00", "2020-05-27T00:00:00", "2020-05-26T00:00:00", "2020-05-22T00:00:00", "2020-05-21T00:00:00", "2020-05-20T00:00:00", "2020-05-19T00:00:00", "2020-05-18T00:00:00", "2020-05-15T00:00:00", "2020-05-14T00:00:00", "2020-05-13T00:00:00", "2020-05-12T00:00:00", "2020-05-11T00:00:00", "2020-05-08T00:00:00", "2020-05-07T00:00:00", "2020-05-06T00:00:00", "2020-05-05T00:00:00", "2020-05-04T00:00:00", "2020-05-01T00:00:00", "2020-04-30T00:00:00", "2020-04-29T00:00:00", "2020-04-28T00:00:00", "2020-04-27T00:00:00", "2020-04-24T00:00:00", "2020-04-23T00:00:00", "2020-04-22T00:00:00", "2020-04-21T00:00:00", "2020-04-20T00:00:00", "2020-04-17T00:00:00", "2020-04-16T00:00:00", "2020-04-15T00:00:00", "2020-04-14T00:00:00", "2020-04-13T00:00:00", "2020-04-09T00:00:00", "2020-04-08T00:00:00", "2020-04-07T00:00:00", "2020-04-06T00:00:00", "2020-04-03T00:00:00", "2020-04-02T00:00:00", "2020-04-01T00:00:00", "2020-03-31T00:00:00", "2020-03-30T00:00:00", "2020-03-27T00:00:00", "2020-03-26T00:00:00", "2020-03-25T00:00:00", "2020-03-24T00:00:00", "2020-03-23T00:00:00", "2020-03-20T00:00:00", "2020-03-19T00:00:00", "2020-03-18T00:00:00", "2020-03-17T00:00:00", "2020-03-16T00:00:00", "2020-03-13T00:00:00", "2020-03-12T00:00:00", "2020-03-11T00:00:00", "2020-03-10T00:00:00", "2020-03-09T00:00:00", "2020-03-06T00:00:00", "2020-03-05T00:00:00", "2020-03-04T00:00:00", "2020-03-03T00:00:00", "2020-03-02T00:00:00", "2020-02-28T00:00:00", "2020-02-27T00:00:00", "2020-02-26T00:00:00", "2020-02-25T00:00:00", "2020-02-24T00:00:00", "2020-02-21T00:00:00", "2020-02-20T00:00:00", "2020-02-19T00:00:00", "2020-02-18T00:00:00", "2020-02-14T00:00:00", "2020-02-13T00:00:00", "2020-02-12T00:00:00", "2020-02-11T00:00:00", "2020-02-10T00:00:00", "2020-02-07T00:00:00", "2020-02-06T00:00:00", "2020-02-05T00:00:00", "2020-02-04T00:00:00", "2020-02-03T00:00:00", "2020-01-31T00:00:00", "2020-01-30T00:00:00", "2020-01-29T00:00:00", "2020-01-28T00:00:00", "2020-01-27T00:00:00", "2020-01-24T00:00:00", "2020-01-23T00:00:00", "2020-01-22T00:00:00", "2020-01-21T00:00:00", "2020-01-17T00:00:00", "2020-01-16T00:00:00", "2020-01-15T00:00:00", "2020-01-14T00:00:00", "2020-01-13T00:00:00", "2020-01-10T00:00:00", "2020-01-09T00:00:00", "2020-01-08T00:00:00", "2020-01-07T00:00:00", "2020-01-06T00:00:00", "2020-01-03T00:00:00", "2020-01-02T00:00:00", "2019-12-31T00:00:00", "2019-12-30T00:00:00", "2019-12-27T00:00:00", "2019-12-26T00:00:00", "2019-12-24T00:00:00", "2019-12-23T00:00:00", "2019-12-20T00:00:00", "2019-12-19T00:00:00", "2019-12-18T00:00:00", "2019-12-17T00:00:00", "2019-12-16T00:00:00", "2019-12-13T00:00:00", "2019-12-12T00:00:00", "2019-12-11T00:00:00", "2019-12-10T00:00:00", "2019-12-09T00:00:00", "2019-12-06T00:00:00", "2019-12-05T00:00:00", "2019-12-04T00:00:00", "2019-12-03T00:00:00", "2019-12-02T00:00:00", "2019-11-29T00:00:00", "2019-11-27T00:00:00", "2019-11-26T00:00:00", "2019-11-25T00:00:00", "2019-11-22T00:00:00", "2019-11-21T00:00:00", "2019-11-20T00:00:00", "2019-11-19T00:00:00", "2019-11-18T00:00:00", "2019-11-15T00:00:00", "2019-11-14T00:00:00", "2019-11-13T00:00:00", "2019-11-12T00:00:00", "2019-11-11T00:00:00", "2019-11-08T00:00:00", "2019-11-07T00:00:00", "2019-11-06T00:00:00", "2019-11-05T00:00:00", "2019-11-04T00:00:00", "2019-11-01T00:00:00", "2019-10-31T00:00:00", "2019-10-30T00:00:00", "2019-10-29T00:00:00", "2019-10-28T00:00:00", "2019-10-25T00:00:00", "2019-10-24T00:00:00", "2019-10-23T00:00:00", "2019-10-22T00:00:00", "2019-10-21T00:00:00", "2019-10-18T00:00:00", "2019-10-17T00:00:00", "2019-10-16T00:00:00", "2019-10-15T00:00:00", "2019-10-14T00:00:00", "2019-10-11T00:00:00", "2019-10-10T00:00:00", "2019-10-09T00:00:00", "2019-10-08T00:00:00", "2019-10-07T00:00:00", "2019-10-04T00:00:00", "2019-10-03T00:00:00", "2019-10-02T00:00:00", "2019-10-01T00:00:00", "2019-09-30T00:00:00", "2019-09-27T00:00:00", "2019-09-26T00:00:00", "2019-09-25T00:00:00", "2019-09-24T00:00:00", "2019-09-23T00:00:00", "2019-09-20T00:00:00", "2019-09-19T00:00:00", "2019-09-18T00:00:00", "2019-09-17T00:00:00", "2019-09-16T00:00:00", "2019-09-13T00:00:00", "2019-09-12T00:00:00", "2019-09-11T00:00:00", "2019-09-10T00:00:00", "2019-09-09T00:00:00", "2019-09-06T00:00:00", "2019-09-05T00:00:00", "2019-09-04T00:00:00", "2019-09-03T00:00:00", "2019-08-30T00:00:00", "2019-08-29T00:00:00", "2019-08-28T00:00:00", "2019-08-27T00:00:00", "2019-08-26T00:00:00", "2019-08-23T00:00:00", "2019-08-22T00:00:00", "2019-08-21T00:00:00", "2019-08-20T00:00:00", "2019-08-19T00:00:00", "2019-08-16T00:00:00", "2019-08-15T00:00:00", "2019-08-14T00:00:00", "2019-08-13T00:00:00", "2019-08-12T00:00:00", "2019-08-09T00:00:00", "2019-08-08T00:00:00", "2019-08-07T00:00:00", "2019-08-06T00:00:00", "2019-08-05T00:00:00", "2019-08-02T00:00:00", "2019-08-01T00:00:00", "2019-07-31T00:00:00", "2019-07-30T00:00:00", "2019-07-29T00:00:00", "2019-07-26T00:00:00", "2019-07-25T00:00:00", "2019-07-24T00:00:00", "2019-07-23T00:00:00", "2019-07-22T00:00:00", "2019-07-19T00:00:00", "2019-07-18T00:00:00", "2019-07-17T00:00:00", "2019-07-16T00:00:00", "2019-07-15T00:00:00", "2019-07-12T00:00:00", "2019-07-11T00:00:00", "2019-07-10T00:00:00", "2019-07-09T00:00:00", "2019-07-08T00:00:00", "2019-07-05T00:00:00", "2019-07-03T00:00:00", "2019-07-02T00:00:00", "2019-07-01T00:00:00", "2019-06-28T00:00:00", "2019-06-27T00:00:00", "2019-06-26T00:00:00", "2019-06-25T00:00:00", "2019-06-24T00:00:00", "2019-06-21T00:00:00", "2019-06-20T00:00:00", "2019-06-19T00:00:00", "2019-06-18T00:00:00", "2019-06-17T00:00:00", "2019-06-14T00:00:00", "2019-06-13T00:00:00", "2019-06-12T00:00:00", "2019-06-11T00:00:00", "2019-06-10T00:00:00", "2019-06-07T00:00:00", "2019-06-06T00:00:00", "2019-06-05T00:00:00", "2019-06-04T00:00:00", "2019-06-03T00:00:00", "2019-05-31T00:00:00", "2019-05-30T00:00:00", "2019-05-29T00:00:00", "2019-05-28T00:00:00", "2019-05-24T00:00:00", "2019-05-23T00:00:00", "2019-05-22T00:00:00", "2019-05-21T00:00:00", "2019-05-20T00:00:00", "2019-05-17T00:00:00", "2019-05-16T00:00:00", "2019-05-15T00:00:00", "2019-05-14T00:00:00", "2019-05-13T00:00:00", "2019-05-10T00:00:00", "2019-05-09T00:00:00", "2019-05-08T00:00:00", "2019-05-07T00:00:00", "2019-05-06T00:00:00", "2019-05-03T00:00:00", "2019-05-02T00:00:00", "2019-05-01T00:00:00", "2019-04-30T00:00:00", "2019-04-29T00:00:00", "2019-04-26T00:00:00", "2019-04-25T00:00:00", "2019-04-24T00:00:00", "2019-04-23T00:00:00", "2019-04-22T00:00:00", "2019-04-18T00:00:00", "2019-04-17T00:00:00", "2019-04-16T00:00:00", "2019-04-15T00:00:00", "2019-04-12T00:00:00", "2019-04-11T00:00:00", "2019-04-10T00:00:00", "2019-04-09T00:00:00", "2019-04-08T00:00:00", "2019-04-05T00:00:00", "2019-04-04T00:00:00", "2019-04-03T00:00:00", "2019-04-02T00:00:00", "2019-04-01T00:00:00", "2019-03-29T00:00:00", "2019-03-28T00:00:00", "2019-03-27T00:00:00", "2019-03-26T00:00:00", "2019-03-25T00:00:00", "2019-03-22T00:00:00", "2019-03-21T00:00:00", "2019-03-20T00:00:00", "2019-03-19T00:00:00", "2019-03-18T00:00:00", "2019-03-15T00:00:00", "2019-03-14T00:00:00", "2019-03-13T00:00:00", "2019-03-12T00:00:00", "2019-03-11T00:00:00", "2019-03-08T00:00:00", "2019-03-07T00:00:00", "2019-03-06T00:00:00", "2019-03-05T00:00:00", "2019-03-04T00:00:00", "2019-03-01T00:00:00", "2019-02-28T00:00:00", "2019-02-27T00:00:00", "2019-02-26T00:00:00", "2019-02-25T00:00:00", "2019-02-22T00:00:00", "2019-02-21T00:00:00", "2019-02-20T00:00:00", "2019-02-19T00:00:00", "2019-02-15T00:00:00", "2019-02-14T00:00:00", "2019-02-13T00:00:00", "2019-02-12T00:00:00", "2019-02-11T00:00:00", "2019-02-08T00:00:00", "2019-02-07T00:00:00", "2019-02-06T00:00:00", "2019-02-05T00:00:00", "2019-02-04T00:00:00", "2019-02-01T00:00:00", "2019-01-31T00:00:00", "2019-01-30T00:00:00", "2019-01-29T00:00:00", "2019-01-28T00:00:00", "2019-01-25T00:00:00", "2019-01-24T00:00:00", "2019-01-23T00:00:00", "2019-01-22T00:00:00", "2019-01-18T00:00:00", "2019-01-17T00:00:00", "2019-01-16T00:00:00", "2019-01-15T00:00:00", "2019-01-14T00:00:00", "2019-01-11T00:00:00", "2019-01-10T00:00:00", "2019-01-09T00:00:00", "2019-01-08T00:00:00", "2019-01-07T00:00:00", "2019-01-04T00:00:00", "2019-01-03T00:00:00", "2019-01-02T00:00:00", "2018-12-31T00:00:00", "2018-12-28T00:00:00", "2018-12-27T00:00:00", "2018-12-26T00:00:00", "2018-12-24T00:00:00", "2018-12-21T00:00:00", "2018-12-20T00:00:00", "2018-12-19T00:00:00", "2018-12-18T00:00:00", "2018-12-17T00:00:00", "2018-12-14T00:00:00", "2018-12-13T00:00:00", "2018-12-12T00:00:00", "2018-12-11T00:00:00", "2018-12-10T00:00:00", "2018-12-07T00:00:00", "2018-12-06T00:00:00", "2018-12-04T00:00:00", "2018-12-03T00:00:00", "2018-11-30T00:00:00", "2018-11-29T00:00:00", "2018-11-28T00:00:00", "2018-11-27T00:00:00", "2018-11-26T00:00:00", "2018-11-23T00:00:00", "2018-11-21T00:00:00", "2018-11-20T00:00:00", "2018-11-19T00:00:00", "2018-11-16T00:00:00", "2018-11-15T00:00:00", "2018-11-14T00:00:00", "2018-11-13T00:00:00", "2018-11-12T00:00:00", "2018-11-09T00:00:00", "2018-11-08T00:00:00", "2018-11-07T00:00:00", "2018-11-06T00:00:00", "2018-11-05T00:00:00", "2018-11-02T00:00:00", "2018-11-01T00:00:00", "2018-10-31T00:00:00", "2018-10-30T00:00:00", "2018-10-29T00:00:00", "2018-10-26T00:00:00", "2018-10-25T00:00:00", "2018-10-24T00:00:00", "2018-10-23T00:00:00", "2018-10-22T00:00:00", "2018-10-19T00:00:00", "2018-10-18T00:00:00", "2018-10-17T00:00:00", "2018-10-16T00:00:00", "2018-10-15T00:00:00", "2018-10-12T00:00:00", "2018-10-11T00:00:00", "2018-10-10T00:00:00", "2018-10-09T00:00:00", "2018-10-08T00:00:00", "2018-10-05T00:00:00", "2018-10-04T00:00:00", "2018-10-03T00:00:00", "2018-10-02T00:00:00", "2018-10-01T00:00:00", "2018-09-28T00:00:00", "2018-09-27T00:00:00", "2018-09-26T00:00:00", "2018-09-25T00:00:00", "2018-09-24T00:00:00", "2018-09-21T00:00:00", "2018-09-20T00:00:00", "2018-09-19T00:00:00", "2018-09-18T00:00:00", "2018-09-17T00:00:00", "2018-09-14T00:00:00", "2018-09-13T00:00:00", "2018-09-12T00:00:00", "2018-09-11T00:00:00", "2018-09-10T00:00:00", "2018-09-07T00:00:00", "2018-09-06T00:00:00", "2018-09-05T00:00:00", "2018-09-04T00:00:00", "2018-08-31T00:00:00", "2018-08-30T00:00:00", "2018-08-29T00:00:00", "2018-08-28T00:00:00", "2018-08-27T00:00:00", "2018-08-24T00:00:00", "2018-08-23T00:00:00", "2018-08-22T00:00:00", "2018-08-21T00:00:00", "2018-08-20T00:00:00", "2018-08-17T00:00:00", "2018-08-16T00:00:00", "2018-08-15T00:00:00", "2018-08-14T00:00:00", "2018-08-13T00:00:00", "2018-08-10T00:00:00", "2018-08-09T00:00:00", "2018-08-08T00:00:00", "2018-08-07T00:00:00", "2018-08-06T00:00:00", "2018-08-03T00:00:00", "2018-08-02T00:00:00", "2018-08-01T00:00:00", "2018-07-31T00:00:00", "2018-07-30T00:00:00", "2018-07-27T00:00:00", "2018-07-26T00:00:00", "2018-07-25T00:00:00", "2018-07-24T00:00:00", "2018-07-23T00:00:00", "2018-07-20T00:00:00", "2018-07-19T00:00:00", "2018-07-18T00:00:00", "2018-07-17T00:00:00", "2018-07-16T00:00:00", "2018-07-13T00:00:00", "2018-07-12T00:00:00", "2018-07-11T00:00:00", "2018-07-10T00:00:00", "2018-07-09T00:00:00", "2018-07-06T00:00:00", "2018-07-05T00:00:00", "2018-07-03T00:00:00", "2018-07-02T00:00:00", "2018-06-29T00:00:00", "2018-06-28T00:00:00", "2018-06-27T00:00:00", "2018-06-26T00:00:00", "2018-06-25T00:00:00", "2018-06-22T00:00:00", "2018-06-21T00:00:00", "2018-06-20T00:00:00", "2018-06-19T00:00:00", "2018-06-18T00:00:00", "2018-06-15T00:00:00", "2018-06-14T00:00:00", "2018-06-13T00:00:00", "2018-06-12T00:00:00", "2018-06-11T00:00:00", "2018-06-08T00:00:00", "2018-06-07T00:00:00", "2018-06-06T00:00:00", "2018-06-05T00:00:00", "2018-06-04T00:00:00", "2018-06-01T00:00:00", "2018-05-31T00:00:00", "2018-05-30T00:00:00", "2018-05-29T00:00:00", "2018-05-25T00:00:00", "2018-05-24T00:00:00", "2018-05-23T00:00:00", "2018-05-22T00:00:00", "2018-05-21T00:00:00", "2018-05-18T00:00:00", "2018-05-17T00:00:00", "2018-05-16T00:00:00", "2018-05-15T00:00:00", "2018-05-14T00:00:00", "2018-05-11T00:00:00", "2018-05-10T00:00:00", "2018-05-09T00:00:00", "2018-05-08T00:00:00", "2018-05-07T00:00:00", "2018-05-04T00:00:00", "2018-05-03T00:00:00", "2018-05-02T00:00:00", "2018-05-01T00:00:00", "2018-04-30T00:00:00", "2018-04-27T00:00:00", "2018-04-26T00:00:00", "2018-04-25T00:00:00", "2018-04-24T00:00:00", "2018-04-23T00:00:00", "2018-04-20T00:00:00", "2018-04-19T00:00:00", "2018-04-18T00:00:00", "2018-04-17T00:00:00", "2018-04-16T00:00:00", "2018-04-13T00:00:00", "2018-04-12T00:00:00", "2018-04-11T00:00:00", "2018-04-10T00:00:00", "2018-04-09T00:00:00", "2018-04-06T00:00:00", "2018-04-05T00:00:00", "2018-04-04T00:00:00", "2018-04-03T00:00:00", "2018-04-02T00:00:00", "2018-03-29T00:00:00", "2018-03-28T00:00:00", "2018-03-27T00:00:00", "2018-03-26T00:00:00", "2018-03-23T00:00:00", "2018-03-22T00:00:00", "2018-03-21T00:00:00", "2018-03-20T00:00:00", "2018-03-19T00:00:00", "2018-03-16T00:00:00", "2018-03-15T00:00:00", "2018-03-14T00:00:00", "2018-03-13T00:00:00", "2018-03-12T00:00:00", "2018-03-09T00:00:00", "2018-03-08T00:00:00", "2018-03-07T00:00:00", "2018-03-06T00:00:00", "2018-03-05T00:00:00", "2018-03-02T00:00:00", "2018-03-01T00:00:00", "2018-02-28T00:00:00", "2018-02-27T00:00:00", "2018-02-26T00:00:00", "2018-02-23T00:00:00", "2018-02-22T00:00:00", "2018-02-21T00:00:00", "2018-02-20T00:00:00", "2018-02-16T00:00:00", "2018-02-15T00:00:00", "2018-02-14T00:00:00", "2018-02-13T00:00:00", "2018-02-12T00:00:00", "2018-02-09T00:00:00", "2018-02-08T00:00:00", "2018-02-07T00:00:00", "2018-02-06T00:00:00", "2018-02-05T00:00:00", "2018-02-02T00:00:00", "2018-02-01T00:00:00", "2018-01-31T00:00:00", "2018-01-30T00:00:00", "2018-01-29T00:00:00", "2018-01-26T00:00:00", "2018-01-25T00:00:00", "2018-01-24T00:00:00", "2018-01-23T00:00:00", "2018-01-22T00:00:00", "2018-01-19T00:00:00", "2018-01-18T00:00:00", "2018-01-17T00:00:00", "2018-01-16T00:00:00", "2018-01-12T00:00:00", "2018-01-11T00:00:00", "2018-01-10T00:00:00", "2018-01-09T00:00:00", "2018-01-08T00:00:00", "2018-01-05T00:00:00", "2018-01-04T00:00:00", "2018-01-03T00:00:00", "2018-01-02T00:00:00", "2017-12-29T00:00:00", "2017-12-28T00:00:00", "2017-12-27T00:00:00", "2017-12-26T00:00:00", "2017-12-22T00:00:00", "2017-12-21T00:00:00", "2017-12-20T00:00:00", "2017-12-19T00:00:00", "2017-12-18T00:00:00", "2017-12-15T00:00:00", "2017-12-14T00:00:00", "2017-12-13T00:00:00", "2017-12-12T00:00:00", "2017-12-11T00:00:00", "2017-12-08T00:00:00", "2017-12-07T00:00:00", "2017-12-06T00:00:00", "2017-12-05T00:00:00", "2017-12-04T00:00:00", "2017-12-01T00:00:00", "2017-11-30T00:00:00", "2017-11-29T00:00:00", "2017-11-28T00:00:00", "2017-11-27T00:00:00", "2017-11-24T00:00:00", "2017-11-22T00:00:00", "2017-11-21T00:00:00", "2017-11-20T00:00:00", "2017-11-17T00:00:00", "2017-11-16T00:00:00", "2017-11-15T00:00:00", "2017-11-14T00:00:00", "2017-11-13T00:00:00", "2017-11-10T00:00:00", "2017-11-09T00:00:00", "2017-11-08T00:00:00", "2017-11-07T00:00:00", "2017-11-06T00:00:00", "2017-11-03T00:00:00", "2017-11-02T00:00:00", "2017-11-01T00:00:00", "2017-10-31T00:00:00", "2017-10-30T00:00:00", "2017-10-27T00:00:00", "2017-10-26T00:00:00", "2017-10-25T00:00:00", "2017-10-24T00:00:00", "2017-10-23T00:00:00", "2017-10-20T00:00:00", "2017-10-19T00:00:00", "2017-10-18T00:00:00", "2017-10-17T00:00:00", "2017-10-16T00:00:00", "2017-10-13T00:00:00", "2017-10-12T00:00:00", "2017-10-11T00:00:00", "2017-10-10T00:00:00", "2017-10-09T00:00:00", "2017-10-06T00:00:00", "2017-10-05T00:00:00", "2017-10-04T00:00:00", "2017-10-03T00:00:00", "2017-10-02T00:00:00", "2017-09-29T00:00:00", "2017-09-28T00:00:00", "2017-09-27T00:00:00", "2017-09-26T00:00:00", "2017-09-25T00:00:00", "2017-09-22T00:00:00", "2017-09-21T00:00:00", "2017-09-20T00:00:00", "2017-09-19T00:00:00", "2017-09-18T00:00:00", "2017-09-15T00:00:00", "2017-09-14T00:00:00", "2017-09-13T00:00:00", "2017-09-12T00:00:00", "2017-09-11T00:00:00", "2017-09-08T00:00:00", "2017-09-07T00:00:00", "2017-09-06T00:00:00", "2017-09-05T00:00:00", "2017-09-01T00:00:00", "2017-08-31T00:00:00", "2017-08-30T00:00:00", "2017-08-29T00:00:00", "2017-08-28T00:00:00", "2017-08-25T00:00:00", "2017-08-24T00:00:00", "2017-08-23T00:00:00", "2017-08-22T00:00:00", "2017-08-21T00:00:00", "2017-08-18T00:00:00", "2017-08-17T00:00:00", "2017-08-16T00:00:00", "2017-08-15T00:00:00", "2017-08-14T00:00:00", "2017-08-11T00:00:00", "2017-08-10T00:00:00", "2017-08-09T00:00:00", "2017-08-08T00:00:00", "2017-08-07T00:00:00", "2017-08-04T00:00:00", "2017-08-03T00:00:00", "2017-08-02T00:00:00", "2017-08-01T00:00:00", "2017-07-31T00:00:00", "2017-07-28T00:00:00", "2017-07-27T00:00:00", "2017-07-26T00:00:00", "2017-07-25T00:00:00", "2017-07-24T00:00:00", "2017-07-21T00:00:00", "2017-07-20T00:00:00", "2017-07-19T00:00:00", "2017-07-18T00:00:00", "2017-07-17T00:00:00", "2017-07-14T00:00:00", "2017-07-13T00:00:00", "2017-07-12T00:00:00", "2017-07-11T00:00:00", "2017-07-10T00:00:00", "2017-07-07T00:00:00", "2017-07-06T00:00:00", "2017-07-05T00:00:00", "2017-07-03T00:00:00", "2017-06-30T00:00:00", "2017-06-29T00:00:00", "2017-06-28T00:00:00", "2017-06-27T00:00:00", "2017-06-26T00:00:00", "2017-06-23T00:00:00", "2017-06-22T00:00:00", "2017-06-21T00:00:00", "2017-06-20T00:00:00", "2017-06-19T00:00:00", "2017-06-16T00:00:00", "2017-06-15T00:00:00", "2017-06-14T00:00:00", "2017-06-13T00:00:00", "2017-06-12T00:00:00", "2017-06-09T00:00:00", "2017-06-08T00:00:00", "2017-06-07T00:00:00", "2017-06-06T00:00:00", "2017-06-05T00:00:00", "2017-06-02T00:00:00", "2017-06-01T00:00:00", "2017-05-31T00:00:00", "2017-05-30T00:00:00", "2017-05-26T00:00:00", "2017-05-25T00:00:00", "2017-05-24T00:00:00", "2017-05-23T00:00:00", "2017-05-22T00:00:00", "2017-05-19T00:00:00", "2017-05-18T00:00:00", "2017-05-17T00:00:00", "2017-05-16T00:00:00", "2017-05-15T00:00:00", "2017-05-12T00:00:00", "2017-05-11T00:00:00", "2017-05-10T00:00:00", "2017-05-09T00:00:00", "2017-05-08T00:00:00", "2017-05-05T00:00:00", "2017-05-04T00:00:00", "2017-05-03T00:00:00", "2017-05-02T00:00:00", "2017-05-01T00:00:00", "2017-04-28T00:00:00", "2017-04-27T00:00:00", "2017-04-26T00:00:00", "2017-04-25T00:00:00", "2017-04-24T00:00:00", "2017-04-21T00:00:00", "2017-04-20T00:00:00", "2017-04-19T00:00:00", "2017-04-18T00:00:00", "2017-04-17T00:00:00", "2017-04-13T00:00:00", "2017-04-12T00:00:00", "2017-04-11T00:00:00", "2017-04-10T00:00:00", "2017-04-07T00:00:00", "2017-04-06T00:00:00", "2017-04-05T00:00:00", "2017-04-04T00:00:00", "2017-04-03T00:00:00", "2017-03-31T00:00:00", "2017-03-30T00:00:00", "2017-03-29T00:00:00" ], "y": [ 36.133, 36.027, 35.8275, 35.5075, 35.2265, 35.001, 34.8615, 34.51, 34.054, 33.839, 33.8225, 33.849, 33.8475, 34.033, 34.2205, 34.3095, 34.3645, 34.396, 34.538, 34.7105, 35.0125, 35.456, 35.958, 36.5325, 37.061, 37.488, 37.682, 38.015, 38.4495, 38.02, 37.8405, 37.655, 37.39, 36.914, 36.3715, 35.8615, 35.5455, 35.292, 34.9975, 34.7745, 34.5265, 34.24, 34.161, 34.1055, 34.211, 34.3625, 34.57, 34.744, 34.8825, 35.724, 36.322, 36.9685, 37.693, 38.5735, 39.5115, 40.4655, 41.3645, 42.2085, 42.941, 43.4965, 43.965, 44.4445, 44.7775, 45.179, 45.385, 45.6265, 46.082, 46.632, 47.219, 47.6725, 47.867, 47.877, 47.921, 47.8825, 47.91, 47.967, 48.023, 48.072, 48.267, 48.425, 48.77, 49.179, 49.672, 50.107, 50.541, 50.819, 50.9425, 50.9685, 51.0385, 51.2635, 51.526, 51.7995, 52.051, 52.298, 52.6165, 52.803, 53.0345, 53.1525, 53.3885, 53.6505, 53.8415, 54.9235, 55.978, 57.044, 58.0575, 59.2395, 60.407, 61.5105, 62.5325, 63.464, 64.5555, 65.7565, 66.766, 67.8265, 68.689, 69.8225, 70.7965, 71.7835, 72.735, 74.014, 75.4125, 75.6255, 75.773, 75.756, 75.5525, 75.4235, 75.2155, 75.149, 74.9515, 74.838, 74.813, 74.73, 74.78, 74.934, 75.1265, 75.06, 75.075, 75.2925, 75.297, 74.949, 74.374, 74.14, 73.9415, 73.912, 73.9615, 73.7665, 73.7405, 73.65, 73.7065, 73.8745, 73.9125, 74.008, 74.0915, 74.1745, 74.2195, 74.3895, 74.526, 74.3895, 74.339, 74.404, 74.5695, 74.643, 74.61, 74.651, 74.9135, 74.519, 74.0905, 73.6165, 72.9735, 72.208, 71.47, 70.767, 70.1745, 69.5065, 68.998, 68.23, 67.6415, 67.4255, 67.175, 66.837, 66.498, 66.0685, 65.681, 65.2485, 64.7325, 64.9015, 64.8785, 64.942, 65.1215, 65.2705, 65.2555, 65.246, 65.227, 65.192, 65.033, 65.0235, 64.7745, 64.39, 64.0155, 63.6625, 63.395, 63.201, 62.996, 62.666, 62.313, 61.953, 61.8125, 61.463, 61.158, 60.739, 60.397, 59.9785, 59.4495, 58.793, 58.2395, 57.8155, 57.415, 57.0815, 56.661, 56.3345, 55.984, 55.758, 55.743, 55.8035, 55.876, 55.944, 55.939, 56.1735, 56.1725, 56.392, 56.6485, 56.975, 57.388, 58.0345, 58.557, 59.0145, 59.5295, 59.958, 60.4885, 60.7965, 60.8515, 60.5985, 60.232, 59.7325, 59.111, 58.564, 58.143, 57.6485, 57.3215, 57.1695, 57.153, 57.049, 56.911, 56.914, 56.925, 56.99, 57.0025, 56.82, 56.4135, 56.217, 56.0175, 56.1835, 56.3445, 56.731, 57.476, 58.331, 59.034, 59.6265, 60.5745, 61.334, 61.5965, 61.9545, 62.1735, 62.112, 62.141, 62.0525, 62.0295, 62.1785, 62.565, 62.939, 63.4765, 63.5205, 63.598, 63.5405, 63.1575, 62.471, 61.8445, 61.129, 60.32, 59.48, 58.988, 58.432, 57.8985, 57.282, 56.657, 56.01, 55.57, 55.2625, 54.8415, 54.289, 53.729, 53.3045, 52.857, 52.393, 52.054, 51.8745, 51.7795, 51.745, 51.588, 51.4925, 51.4185, 51.3165, 51.356, 51.499, 51.566, 51.682, 51.5905, 51.4345, 51.373, 51.194, 51.072, 51.0535, 50.943, 50.861, 50.732, 50.4895, 50.149, 50.0375, 49.808, 49.4355, 49.094, 48.6905, 48.1555, 47.5245, 46.9055, 46.292, 45.7335, 45.082, 44.3475, 43.817, 43.372, 43.1685, 42.841, 42.543, 42.227, 42.0415, 41.79, 41.5995, 41.4645, 41.327, 41.1275, 41.0715, 40.9055, 40.699, 40.158, 39.637, 39.007, 38.395, 37.838, 37.261, 36.554, 35.635, 34.91, 34.144, 33.422, 32.7595, 32.122, 31.35, 30.5125, 29.735, 28.9585, 28.0345, 27.302, 26.7455, 26.5965, 26.3575, 26.157, 25.969, 25.846, 25.7195, 25.578, 25.4375, 25.2505, 25.0995, 24.8975, 24.6425, 24.4705, 24.308, 24.123, 23.953, 23.7815, 23.634, 23.486, 23.2735, 23.0435, 22.9295, 22.83, 22.711, 22.5565, 22.4225, 22.3005, 22.186, 22.1135, 22.011, 21.9775, 21.9345, 21.842, 21.7505, 21.718, 21.6495, 21.655, 21.6885, 21.7655, 21.839, 21.9375, 21.965, 21.972, 22.036, 22.1845, 22.3585, 22.501, 22.601, 22.735, 22.842, 22.9545, 23.152, 23.3815, 23.617, 23.7695, 23.8795, 23.9195, 23.985, 24.0145, 24.0395, 24.051, 24.1675, 24.2505, 24.274, 24.197, 24.0665, 23.939, 23.835, 23.653, 23.5035, 23.299, 23.008, 22.771, 22.505, 22.297, 22.1425, 21.9445, 21.745, 21.558, 21.381, 21.1745, 20.863, 20.5315, 20.2185, 19.942, 19.6865, 19.4985, 19.2815, 19.111, 18.9285, 18.766, 18.619, 18.428, 18.278, 18.157, 18.048, 17.9515, 17.8405, 17.708, 17.57, 17.5035, 17.4825, 17.453, 17.428, 17.3445, 17.27, 17.209, 16.957, 16.7285, 16.5225, 16.327, 16.1675, 15.9875, 15.76, 15.529, 15.2825, 15.021, 14.7535, 14.4515, 14.1755, 13.8555, 13.5585, 13.3305, 13.094, 12.8915, 12.65, 12.3495, 12.26, 12.1185, 11.943, 11.7105, 11.477, 11.241, 11.1315, 10.972, 10.8515, 10.846, 10.8105, 10.9075, 11.0365, 11.1575, 11.2405, 11.3675, 11.467, 11.6025, 11.8245, 12.069, 12.344, 12.6745, 13.047, 13.4885, 13.9015, 14.3265, 14.6385, 14.9875, 15.3275, 15.608, 15.892, 16.092, 16.209, 16.4765, 16.7105, 16.91, 17.1455, 17.3695, 17.5355, 17.672, 17.817, 17.9445, 18.0535, 18.1435, 18.2405, 18.275, 18.305, 18.3345, 18.354, 18.3445, 18.356, 18.3395, 18.3815, 18.2715, 18.1975, 18.1175, 17.99, 17.8275, 17.6795, 17.547, 17.375, 17.187, 17.0095, 16.8325, 16.6325, 16.475, 16.321, 16.176, 15.9985, 15.8395, 15.676, 15.554, 15.4395, 15.3345, 15.247, 15.154, 15.0675, 15.0355, 15.0015, 14.976, 14.9705, 14.959, 14.9355, 14.928, 14.9305, 14.91, 14.8515, 14.8155, 14.8165, 14.824, 14.839, 14.837, 14.808, 14.7945, 14.786, 14.8075, 14.8365, 14.827, 14.8025, 14.7615, 14.7205, 14.6555, 14.5775, 14.471, 14.413, 14.4075, 14.3865, 14.357, 14.317, 14.3025, 14.271, 14.2695, 14.2655, 14.2555, 14.2215, 14.1775, 14.1445, 14.1065, 14.1035, 14.1475, 14.2035, 14.3065, 14.4805, 14.677, 14.829, 14.956, 15.132, 15.287, 15.4485, 15.5855, 15.6855, 15.7775, 15.862, 15.917, 15.9605, 16.0025, 16.1075, 16.186, 16.236, 16.2565, 16.258, 16.246, 16.1735, 16.0935, 16.047, 15.9685, 15.9205, 15.8835, 15.8425, 15.809, 15.82, 15.8195, 15.849, 15.9335, 16.023, 16.1065, 16.1135, 16.1155, 16.14, 16.1665, 16.2265, 16.2715, 16.334, 16.405, 16.4745, 16.5915, 16.672, 16.7455, 16.683, 16.5825, 16.4845, 16.4125, 16.341, 16.241, 16.1755, 16.107, 16.0475, 16.015, 15.963, 15.897, 15.807, 15.711, 15.576, 15.447, 15.287, 15.1215, 14.9725, 14.8185, 14.815, 14.8355, 14.8765, 14.8825, 14.879, 14.8065, 14.7295, 14.6545, 14.5635, 14.4775, 14.4035, 14.34, 14.2695, 14.1785, 14.121, 13.988, 13.8675, 13.738, 13.5865, 13.4385, 13.2785, 13.1065, 12.93, 12.7735, 12.59, 12.487, 12.36, 12.1875, 12.0245, 11.853, 11.689, 11.5445, 11.3945, 11.306, 11.247, 11.2525, 11.22, 11.1805, 11.1535, 11.136, 11.1035, 11.087, 11.0845, 11.107, 11.124, 11.133, 11.1495, 11.201, 11.269, 11.362, 11.4325, 11.4845, 11.561, 11.616, 11.6195, 11.5935, 11.5895, 11.5905, 11.6015, 11.5915, 11.5855, 11.578, 11.553, 11.4895, 11.4495, 11.4165, 11.376, 11.323, 11.2775, 11.237, 11.206, 11.1075, 10.984, 10.8685, 10.7505, 10.661, 10.5965, 10.5395, 10.4675, 10.4065, 10.357, 10.3155, 10.2815, 10.2515, 10.2005, 10.1195, 10.0345, 9.967, 9.876, 9.7775, 9.667, 9.6045, 9.56, 9.517, 9.4715, 9.4265, 9.285, 9.1275, 8.977, 8.821, 8.6595, 8.4905, 8.3035, 8.1175, 7.9405, 7.7705, 7.605, 7.45, 7.281, 7.1035, 6.977, 6.8525, 6.717, 6.573, 6.4585, 6.349, 6.3075, 6.2585, 6.197, 6.1525, 6.0995, 6.0635, 6.014, 5.965, 5.9155, 5.8655, 5.8225, 5.784, 5.7795, 5.7765, 5.7455, 5.723, 5.7045, 5.681, 5.6505, 5.6205, 5.6085, 5.6215, 5.6555, 5.6915, 5.736, 5.776, 5.8285, 5.8825, 5.9335, 6.0015, 6.0525, 6.0845, 6.1265, 6.1885, 6.2165, 6.259, 6.296, 6.348, 6.4155, 6.4855, 6.5415, 6.576, 6.599, 6.6335, 6.644, 6.64, 6.6195, 6.6085, 6.648, 6.66, 6.6965, 6.736, 6.752, 6.7515, 6.7805, 6.8075, 6.845, 6.8645, 6.854, 6.8235, 6.819, 6.848, 6.8955, 6.9255, 7.0065, 7.094, 7.2125, 7.3225, 7.413, 7.533, 7.6445, 7.75, 7.8665, 7.9865, 8.0915, 8.1855, 8.2745, 8.38, 8.507, 8.6375, 8.782, 8.895, 9.003, 9.103, 9.197, 9.3175, 9.4445, 9.5745, 9.693, 9.808, 9.946, 10.08, 10.193, 10.3045, 10.4185, 10.5485, 10.684, 10.828, 10.9695, 11.1265, 11.2605, 11.389, 11.508, 11.6295, 11.78, 11.903, 11.9945, 12.0755, 12.136, 12.1965, 12.2195, 12.2795, 12.378, 12.4755, 12.5605, 12.6435, 12.7125, 12.7755, 12.834, 12.888, 12.913, 12.9655, 13.0325, 13.091, 13.1005, 13.1305, 13.1705, 13.196, 13.2345, 13.267, 13.308, 13.3365, 13.309, 13.2895, 13.2875, 13.278, 13.2765, 13.245, 13.243, 13.2745, 13.322, 13.3475, 13.346, 13.347, 13.34, 13.3115, 13.2715, 13.2675, 13.2565, 13.215, 13.142, 13.0415, 12.949, 12.8265, 12.707, 12.577, 12.4475, 12.3445, 12.2145, 12.041, 11.8685, 11.704, 11.5555, 11.4335, 11.327, 11.2235, 11.1375, 11.0295, 10.92, 10.8435, 10.8105, 10.7925, 10.9505, 11.1395, 11.3155, 11.5205, 11.715, 11.9595, 12.201, 12.432, 12.6455, 12.849, 13.0605, 13.2405, 13.4325, 13.628, 13.8175, 13.993, 14.1635, 14.3365, 14.5075, 14.6855, 14.683, 14.6895, 14.7715, 14.834, 14.917, 14.948, 14.989, 15.0575, 15.144, 15.2115, 15.2885, 15.41, 15.526, 15.6725, 15.808, 15.9895, 16.176, 16.346, 16.5275, 16.6985, 16.907, 17.0845, 17.1515, 17.22, 17.226, 17.268, 17.3225, 17.3695, 17.473, 17.6195, 17.8195, 17.9565, 18.0745, 18.111, 18.167, 18.2015, 18.277, 18.432, 18.234, 18.026, 17.799, 17.5945, 17.41, 17.207, 17.0645, 16.888, 16.701, 16.5475, 16.328, 16.09, 15.771, 15.484, 15.182, 14.928, 14.702, 14.492, 14.255, 13.9225, 13.9225, 13.955, 13.999, 14.0685, 14.14, 14.2075, 14.2765, 14.3405, 14.4055, 14.441, 14.497, 14.5635, 14.65, 14.7545, 14.866, 14.993, 15.0855, 15.152, 15.2305, 15.279, 15.311, 15.316, 15.3335, 15.2465, 15.1925, 15.151, 15.0935, 15.032, 14.9345, 14.8255, 14.688, 14.53, 14.362, 14.2065, 14.047, 13.868, 13.6985, 13.522, 13.349, 13.2145, 13.125, 13.151, 13.1455, 13.2305, 13.2645, 13.301, 13.383, 13.4865, 13.6055, 13.6765, 13.7535, 13.866, 13.994, 14.1225, 14.257, 14.4215, 14.5975, 14.781, 14.968, 15.1765, 15.33, 15.291, 15.285, 15.261, 15.2575, 15.2585, 15.2235, 15.1835, 15.1385, 15.1415, 15.1395, 15.1055, 15.018, 14.925, 14.851, 14.7715, 14.703, 14.6455, 14.583, 14.501, 14.4535, 14.493, 14.521, 14.5485, 14.582, 14.5805, 14.573, 14.5425, 14.541, 14.5665, 14.61, 14.674, 14.752, 14.7935, 14.8595, 14.878, 14.821, 14.7755, 14.6805, 14.591, 14.4765, 14.35, 14.178, 14.0995, 14.02, 13.946, 13.891, 13.8535, 13.7745, 13.659, 13.5645, 13.4885, 13.44, 13.4135, 13.329, 13.297, 13.322, 13.3455, 13.4225, 13.515, 13.6145, 13.741, 13.913, 14.009, 14.093, 14.2155, 14.3955, 14.5785, 14.7975, 15.031, 15.2555, 15.4605, 15.6645, 15.8525, 16.0495, 16.2195, 16.3925, 16.5505, 16.6695, 16.7865, 16.944, 17.0645, 17.151, 17.2605, 17.4035, 17.54, 17.5945, 17.678, 17.7905, 17.9425, 18.0735, 18.2395, 18.412, 18.5845, 18.79, 18.9865, 19.206, 19.3505, 19.4885, 19.627, 19.733, 19.8695, 20.0145, 20.1595, 20.2915, 20.3385, 20.337, 20.5435, 20.7315, 20.8365, 20.9855, 21.0605, 21.0845, 21.1235, 21.1615, 21.228, 21.232, 21.2845, 21.35, 21.406, 21.4525, 21.4965, 21.5325, 21.521, 21.481, 21.5335, 21.642, 21.528, 21.4105, 21.3285, 21.1975, 21.103, 21.119, 21.137, 21.153, 21.137, 21.164, 21.1955, 21.32, 21.397, 21.507, 21.5405, 21.5285, 21.4975, 21.4775, 21.4625, 21.49, 21.484, 21.49, 21.5525, 21.6595, 21.765, 21.73, 21.801, 22.029, 22.1415 ] } ], "layout": { "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Prices" }, "xaxis": { "anchor": "y", "domain": [ 0, 1 ] }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ] } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Moving Average 5 and 20\n", "dataSMA_short, meta_data_sma_short = ti.get_sma(symbol=symbol, time_period=5)\n", "dataSMA_short.columns = ['SMA_short']\n", "data = data.merge(dataSMA_short, left_index=True, right_index=True)\n", "\n", "dataSMA_long, meta_data_sma_long = ti.get_sma(symbol=symbol, time_period=20)\n", "dataSMA_long.columns = ['SMA_long']\n", "data = data.merge(dataSMA_long, left_index=True, right_index=True)\n", "\n", "data['SMATrend'] = np.where(data['SMA_short'] > data['SMA_long'], 1, 0) # Up trend is 1,, Down Trend is 0\n", "data['GoldenCrossHappened'] = np.where(data['SMATrend'] > data['SMATrend'].shift(-1), 1, 0)\n", "#pd.set_option('display.max_rows', None)\n", "\n", "# theory 1\n", "# we should see price up after seeing golden cross between SMA 5 and SMA20.\n", "# this is giving as some days later price as example\n", "turningPointChange = 0\n", "priceActuallyUp = 0\n", "for index, row in data.iterrows():\n", " if row['GoldenCrossHappened'] == 1:\n", " turningPointChange += 1\n", " if row['4. close'] < row['SomeDaysAfterClosingPrice']:\n", " priceActuallyUp += 1\n", "\n", "print(\"Golden Cross Point: \" + str(turningPointChange))\n", "print(\"Actual Price Up: \" + str(priceActuallyUp))\n", "print(\"Percentage: \" + str((priceActuallyUp/turningPointChange)*100) + \"%\")\n", "\n", "def interactive_plot(df, title):\n", " fig = px.line(title = title)\n", " \n", " # Loop through each stock (while ignoring time columns with index 0)\n", " for i in df.columns[:]:\n", " if i == \"4. close\" or i == \"SMA_short\" or i == \"SMA_long\":\n", " fig.add_scatter(x = df.index, y = df[i], name = i) # add a new Scatter trace\n", "\n", " fig.show()\n", "\n", "interactive_plot(data, 'Prices')" ] }, { "cell_type": "markdown", "metadata": { "id": "llUGqpVT2w4d" }, "source": [ "## ボリンジャーバンド\n", "\n", "「価格の大半がボリンジャーバンド (幅) の中に収まる」が、バンドから離れた価格は10日後に戻るか？を検証する。" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 491 }, "executionInfo": { "elapsed": 1233, "status": "error", "timestamp": 1649918929150, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "XIr4UTPU1KuC", "outputId": "15e7bbf6-a35f-458b-8c37-52c659936189" }, "outputs": [ { "ename": "ValueError", "evalue": "Thank you for using Alpha Vantage! This is a premium endpoint and there are multiple ways to unlock premium endpoints: (1) become a holder of Alpha Vantage Coin (AVC), an Ethereum-based cryptocurrency that provides various utility & governance functions within the Alpha Vantage ecosystem (AVC mining guide: https://www.alphatournament.com/avc_mining_guide/) to unlock all premium endpoints, (2) subscribe to any of the premium plans at https://www.alphavantage.co/premium/ to instantly unlock all premium endpoints", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "Input \u001b[1;32mIn [14]\u001b[0m, in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m#BB\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m dataBB, meta_data_bb \u001b[38;5;241m=\u001b[39m \u001b[43mti\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_bbands\u001b[49m\u001b[43m(\u001b[49m\u001b[43msymbol\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msymbol\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3\u001b[0m data \u001b[38;5;241m=\u001b[39m data\u001b[38;5;241m.\u001b[39mmerge(dataBB, left_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, right_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m 4\u001b[0m data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPriceBelowLowerBB\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mwhere(data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mReal Lower Band\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m4. close\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m0\u001b[39m)\n", "File \u001b[1;32mD:\\sys\\Anaconda3\\envs\\stock\\lib\\site-packages\\alpha_vantage\\alphavantage.py:218\u001b[0m, in \u001b[0;36mAlphaVantage._output_format.._format_wrapper\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 216\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(func)\n\u001b[0;32m 217\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_format_wrapper\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m--> 218\u001b[0m call_response, data_key, meta_data_key \u001b[38;5;241m=\u001b[39m func(\n\u001b[0;32m 219\u001b[0m \u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 220\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mjson\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moutput_format\u001b[38;5;241m.\u001b[39mlower() \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpandas\u001b[39m\u001b[38;5;124m'\u001b[39m \\\n\u001b[0;32m 221\u001b[0m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moutput_format\u001b[38;5;241m.\u001b[39mlower():\n\u001b[0;32m 222\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data_key \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", "File \u001b[1;32mD:\\sys\\Anaconda3\\envs\\stock\\lib\\site-packages\\alpha_vantage\\alphavantage.py:160\u001b[0m, in \u001b[0;36mAlphaVantage._call_api_on_func.._call_wrapper\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 158\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 159\u001b[0m url \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mformat(url, apikey_parameter)\n\u001b[1;32m--> 160\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle_api_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m)\u001b[49m, data_key, meta_data_key\n", "File \u001b[1;32mD:\\sys\\Anaconda3\\envs\\stock\\lib\\site-packages\\alpha_vantage\\alphavantage.py:361\u001b[0m, in \u001b[0;36mAlphaVantage._handle_api_call\u001b[1;34m(self, url)\u001b[0m\n\u001b[0;32m 359\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(json_response[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mError Message\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[0;32m 360\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInformation\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m json_response \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtreat_info_as_error:\n\u001b[1;32m--> 361\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(json_response[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInformation\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[0;32m 362\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNote\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m json_response \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtreat_info_as_error:\n\u001b[0;32m 363\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(json_response[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNote\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n", "\u001b[1;31mValueError\u001b[0m: Thank you for using Alpha Vantage! This is a premium endpoint and there are multiple ways to unlock premium endpoints: (1) become a holder of Alpha Vantage Coin (AVC), an Ethereum-based cryptocurrency that provides various utility & governance functions within the Alpha Vantage ecosystem (AVC mining guide: https://www.alphatournament.com/avc_mining_guide/) to unlock all premium endpoints, (2) subscribe to any of the premium plans at https://www.alphavantage.co/premium/ to instantly unlock all premium endpoints" ] } ], "source": [ "#BB\n", "dataBB, meta_data_bb = ti.get_bbands(symbol=symbol)\n", "data = data.merge(dataBB, left_index=True, right_index=True)\n", "data['PriceBelowLowerBB'] = np.where(data['Real Lower Band'] > data['4. close'], 1, 0)\n", "data['TouchDownOnLowerBBHappened'] = np.where(data['PriceBelowLowerBB'] > data['PriceBelowLowerBB'].shift(-1), 1, 0)\n", "# theory 2\n", "# we should see price up after reaching lower BB.\n", "# this is giving as some days later price as example\n", "turningPointChange = 0\n", "priceActuallyUp = 0\n", "for index, row in data.iterrows():\n", " if row['TouchDownOnLowerBBHappened'] == 1:\n", " turningPointChange += 1\n", " if row['4. close'] < row['SomeDaysAfterClosingPrice']:\n", " priceActuallyUp += 1\n", "\n", "print(\"LowerBBTouched Point: \" + str(turningPointChange))\n", "print(\"Actual Price Up: \" + str(priceActuallyUp))\n", "print(\"Percentage: \" + str((priceActuallyUp/turningPointChange)*100) + \"%\")\n", "\n", "def interactive_plot(df, title):\n", " fig = px.line(title = title)\n", " \n", " # Loop through each stock (while ignoring time columns with index 0)\n", " for i in df.columns[:]:\n", " if i == \"4. close\" or i == \"Real Middle Band\" or i == \"Real Upper Band\" or i == \"Real Lower Band\":\n", " fig.add_scatter(x = df.index, y = df[i], name = i) # add a new Scatter trace\n", "\n", " fig.show()\n", "\n", "interactive_plot(data, 'Prices')" ] }, { "cell_type": "markdown", "metadata": { "id": "97ZOJZ__3Sax" }, "source": [ "## RSI (相対力指数)\n", "\n", "終値ベースで、直近の一定期間において上昇変動と下降変動のどちらの勢いが強いか。\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 702, "status": "ok", "timestamp": 1649919141936, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "p3BmYeX11OFo", "outputId": "ef340066-b27f-45e2-d725-12730b5a0b6c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Price Touch RSI30 Point: 12\n", "Actual Price Up: 5\n", "Percentage: 41.66666666666667%\n" ] } ], "source": [ "# RSI\n", "dataRSI, meta_data_rsi = ti.get_rsi(symbol=symbol)\n", "data = data.merge(dataRSI, left_index=True, right_index=True)\n", "data['RSITouched30'] = np.where(data['RSI'] < 30, 1, 0)\n", "data['TouchDownRSI30Happened'] = np.where(data['RSITouched30'] > data['RSITouched30'].shift(-1), 1, 0)\n", "# theory 3\n", "# we should see price up after reaching RSI30.\n", "# this is giving as some days later price as example\n", "turningPointChange = 0\n", "priceActuallyUp = 0\n", "for index, row in data.iterrows():\n", " if row['TouchDownRSI30Happened'] == 1:\n", " turningPointChange += 1\n", " if row['4. close'] < row['SomeDaysAfterClosingPrice']:\n", " priceActuallyUp += 1\n", "\n", "print(\"Price Touch RSI30 Point: \" + str(turningPointChange))\n", "print(\"Actual Price Up: \" + str(priceActuallyUp))\n", "print(\"Percentage: \" + str((priceActuallyUp/turningPointChange)*100) + \"%\")" ] }, { "cell_type": "markdown", "metadata": { "id": "-y00zIWp3wR6" }, "source": [ "## MACD (Moving Average Convergence Divergence)\n", "\n", "MACD のラインがシグナルを抜いた上で、ヒストグラムも上昇である10日後に価格は上昇するか？" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 473 }, "executionInfo": { "elapsed": 702, "status": "error", "timestamp": 1649919156472, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "woSMUhDi2CLi", "outputId": "a5d4c4ea-fb83-419a-f8fe-4c88120bb5da" }, "outputs": [ { "ename": "ValueError", "evalue": "Thank you for using Alpha Vantage! This is a premium endpoint and there are multiple ways to unlock premium endpoints: (1) become a holder of Alpha Vantage Coin (AVC), an Ethereum-based cryptocurrency that provides various utility & governance functions within the Alpha Vantage ecosystem (AVC mining guide: https://www.alphatournament.com/avc_mining_guide/) to unlock all premium endpoints, (2) subscribe to any of the premium plans at https://www.alphavantage.co/premium/ to instantly unlock all premium endpoints", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "Input \u001b[1;32mIn [16]\u001b[0m, in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m#MACD\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m dataMACD, meta_data_macd \u001b[38;5;241m=\u001b[39m \u001b[43mti\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_macd\u001b[49m\u001b[43m(\u001b[49m\u001b[43msymbol\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msymbol\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minterval\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdaily\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3\u001b[0m data \u001b[38;5;241m=\u001b[39m data\u001b[38;5;241m.\u001b[39mmerge(dataMACD, left_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, right_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m 4\u001b[0m data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMACDOverSignal\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mwhere(data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMACD\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMACD_Signal\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m0\u001b[39m)\n", "File \u001b[1;32mD:\\sys\\Anaconda3\\envs\\stock\\lib\\site-packages\\alpha_vantage\\alphavantage.py:218\u001b[0m, in \u001b[0;36mAlphaVantage._output_format.._format_wrapper\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 216\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(func)\n\u001b[0;32m 217\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_format_wrapper\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m--> 218\u001b[0m call_response, data_key, meta_data_key \u001b[38;5;241m=\u001b[39m func(\n\u001b[0;32m 219\u001b[0m \u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 220\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mjson\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moutput_format\u001b[38;5;241m.\u001b[39mlower() \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpandas\u001b[39m\u001b[38;5;124m'\u001b[39m \\\n\u001b[0;32m 221\u001b[0m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moutput_format\u001b[38;5;241m.\u001b[39mlower():\n\u001b[0;32m 222\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data_key \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", "File \u001b[1;32mD:\\sys\\Anaconda3\\envs\\stock\\lib\\site-packages\\alpha_vantage\\alphavantage.py:160\u001b[0m, in \u001b[0;36mAlphaVantage._call_api_on_func.._call_wrapper\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 158\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 159\u001b[0m url \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mformat(url, apikey_parameter)\n\u001b[1;32m--> 160\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle_api_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m)\u001b[49m, data_key, meta_data_key\n", "File \u001b[1;32mD:\\sys\\Anaconda3\\envs\\stock\\lib\\site-packages\\alpha_vantage\\alphavantage.py:361\u001b[0m, in \u001b[0;36mAlphaVantage._handle_api_call\u001b[1;34m(self, url)\u001b[0m\n\u001b[0;32m 359\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(json_response[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mError Message\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[0;32m 360\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInformation\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m json_response \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtreat_info_as_error:\n\u001b[1;32m--> 361\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(json_response[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInformation\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[0;32m 362\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNote\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m json_response \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtreat_info_as_error:\n\u001b[0;32m 363\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(json_response[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNote\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n", "\u001b[1;31mValueError\u001b[0m: Thank you for using Alpha Vantage! This is a premium endpoint and there are multiple ways to unlock premium endpoints: (1) become a holder of Alpha Vantage Coin (AVC), an Ethereum-based cryptocurrency that provides various utility & governance functions within the Alpha Vantage ecosystem (AVC mining guide: https://www.alphatournament.com/avc_mining_guide/) to unlock all premium endpoints, (2) subscribe to any of the premium plans at https://www.alphavantage.co/premium/ to instantly unlock all premium endpoints" ] } ], "source": [ "#MACD\n", "dataMACD, meta_data_macd = ti.get_macd(symbol=symbol, interval='daily')\n", "data = data.merge(dataMACD, left_index=True, right_index=True)\n", "data['MACDOverSignal'] = np.where(data['MACD'] > data['MACD_Signal'], 1, 0)\n", "data['MACDHistUp'] = np.where(data['MACD_Hist'] > data['MACD_Hist'].shift(-2), 1, 0)\n", "data['MACDOverSignalTrendHappened'] = np.where(data['MACDOverSignal'] > data['MACDOverSignal'].shift(-1), 1, 0)\n", "data['MACDHistUpTrendHappened'] = np.where(data['MACDHistUp'] > data['MACDHistUp'].shift(-1), 1, 0)\n", "data['MACDUpTrendHappened'] = np.where((data['MACDOverSignalTrendHappened'] == 1) & (data['MACDHistUpTrendHappened'] == 1), 1, 0)\n", "# theory 4\n", "# we should see price up after reaching MACD Trend is up.\n", "# this is giving as some days later price as example\n", "turningPointChange = 0\n", "priceActuallyUp = 0\n", "for index, row in data.iterrows():\n", " if row['MACDUpTrendHappened'] == 1:\n", " turningPointChange += 1\n", " if row['4. close'] < row['SomeDaysAfterClosingPrice']:\n", " priceActuallyUp += 1\n", "\n", "print(\"MACD Uptrend Point: \" + str(turningPointChange))\n", "print(\"Actual Price Up: \" + str(priceActuallyUp))\n", "print(\"Percentage: \" + str((priceActuallyUp/turningPointChange)*100) + \"%\")" ] }, { "cell_type": "markdown", "metadata": { "id": "nlU2m8Xc4R4a" }, "source": [ "# 追加検証\n", "## 曜日アノマリーを分析\n", "\n", "「金曜日は売られやすく、月曜日は買われやすいか」を検証する\n", "\n", "今回のデータでは「金曜日が最も買われやすい」という結論が出た。" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 665, "status": "ok", "timestamp": 1649919170330, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "yTXKlTZC2Fub", "outputId": "bd469b4a-ec43-45d3-c818-f226cf439f0b" }, "outputs": [ { "data": { "text/plain": [ "{'Monday': 107,\n", " 'Tuesday': 123,\n", " 'Wednesday': 127,\n", " 'Thursday': 131,\n", " 'Friday': 136}" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Calendar data\n", "# which week of day get higher price than previous day\n", "data = data.sort_index(ascending=1)\n", "count = {'Monday': 0, 'Tuesday': 0, 'Wednesday': 0, 'Thursday': 0,'Friday': 0}\n", "for index, row in data.iterrows():\n", " if index.day_name() == 'Monday' and int(row['Price_Up_From_PreviousDay']) == 1:\n", " count['Monday'] += 1\n", " elif index.day_name() == 'Tuesday' and int(row['Price_Up_From_PreviousDay']) == 1:\n", " count['Tuesday'] += 1\n", " elif index.day_name() == 'Wednesday' and int(row['Price_Up_From_PreviousDay']) == 1:\n", " count['Wednesday'] += 1\n", " elif index.day_name() == 'Thursday' and int(row['Price_Up_From_PreviousDay']) == 1:\n", " count['Thursday'] += 1 \n", " elif index.day_name() == 'Friday' and int(row['Price_Up_From_PreviousDay']) == 1:\n", " count['Friday'] += 1 \n", "\n", "count " ] }, { "cell_type": "markdown", "metadata": { "id": "yT7JcVMg5lRz" }, "source": [ "前日も翌日も連続して株価が上がる曜日を調べる。\n", "\n", "今回のデータでは木曜日が最も株価が上がっている。" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 270, "status": "ok", "timestamp": 1649920115178, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "HOxCkMiv2JHd", "outputId": "a86f2031-ed26-4bee-f19d-ed7c96c38552" }, "outputs": [ { "data": { "text/plain": [ "{'Monday': 43, 'Tuesday': 59, 'Wednesday': 67, 'Thursday': 69, 'Friday': 68}" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check which day of week get previous day and next day also got up\n", "data = data.sort_index(ascending=1)\n", "series_count = {'Monday': 0, 'Tuesday': 0, 'Wednesday': 0, 'Thursday': 0,'Friday': 0}\n", "for index, row in data.iterrows():\n", " if index.day_name() == 'Monday' and int(row['Price_Up_From_PreviousDay']) == 1 and int(row['Tomorrow_Price_Up']) == 1:\n", " series_count['Monday'] += 1\n", " elif index.day_name() == 'Tuesday' and int(row['Price_Up_From_PreviousDay']) == 1 and int(row['Tomorrow_Price_Up']) == 1:\n", " series_count['Tuesday'] += 1\n", " elif index.day_name() == 'Wednesday' and int(row['Price_Up_From_PreviousDay']) == 1 and int(row['Tomorrow_Price_Up']) == 1:\n", " series_count['Wednesday'] += 1\n", " elif index.day_name() == 'Thursday' and int(row['Price_Up_From_PreviousDay']) == 1 and int(row['Tomorrow_Price_Up']) == 1:\n", " series_count['Thursday'] += 1 \n", " elif index.day_name() == 'Friday' and int(row['Price_Up_From_PreviousDay']) == 1 and int(row['Tomorrow_Price_Up']) == 1:\n", " series_count['Friday'] += 1 \n", "series_count " ] }, { "cell_type": "markdown", "metadata": { "id": "_KZezqOs7yYq" }, "source": [ "前日比からの暴騰率を足し合わせた結果が、最も上昇しやすい曜日を調べる。\n", "\n", "今回のデータでは、金曜日のスコアが一番よい。" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 283, "status": "ok", "timestamp": 1649920202168, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "Hh0XnuzZ2MbK", "outputId": "6d68b381-4941-434a-9c5b-1e8ead267fbe" }, "outputs": [ { "data": { "text/plain": [ "{'Monday': -0.37827719589172787,\n", " 'Tuesday': 0.06393317369109724,\n", " 'Wednesday': 0.23639491887426275,\n", " 'Thursday': 0.08800158758023528,\n", " 'Friday': 0.6133976315548666}" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# which week of day get higher average raise\n", "percentageUp = {'Monday': 0, 'Tuesday': 0, 'Wednesday': 0, 'Thursday': 0,'Friday': 0}\n", "total = {'Monday': 0, 'Tuesday': 0, 'Wednesday': 0, 'Thursday': 0,'Friday': 0}\n", "for index, row in data.iterrows():\n", " if not math.isnan(row['Percentage']):\n", " if index.day_name() == 'Monday':\n", " percentageUp['Monday'] += row['Percentage']\n", " total['Monday'] += 1\n", " elif index.day_name() == 'Tuesday':\n", " percentageUp['Tuesday'] += row['Percentage']\n", " total['Tuesday'] += 1\n", " elif index.day_name() == 'Wednesday':\n", " percentageUp['Wednesday'] += row['Percentage']\n", " total['Wednesday'] += 1\n", " elif index.day_name() == 'Thursday':\n", " percentageUp['Thursday'] += row['Percentage'] \n", " total['Thursday'] += 1\n", " elif index.day_name() == 'Friday':\n", " percentageUp['Friday'] += row['Percentage'] \n", " total['Friday'] += 1\n", "\n", "percentageUp['Monday'] = percentageUp['Monday']/ total['Monday']*100\n", "percentageUp['Tuesday'] = percentageUp['Tuesday']/ total['Tuesday']*100\n", "percentageUp['Wednesday'] = percentageUp['Wednesday']/ total['Wednesday']*100\n", "percentageUp['Thursday'] = percentageUp['Thursday']/ total['Thursday']*100\n", "percentageUp['Friday'] = percentageUp['Friday']/ total['Friday']*100\n", "percentageUp" ] }, { "cell_type": "markdown", "metadata": { "id": "EZgy-oOY8QgV" }, "source": [ "3 % 以上上昇した曜日をカウントする。" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 260, "status": "ok", "timestamp": 1649919204844, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "X8UXuXZ52O0W", "outputId": "374f1300-c743-46fe-c96a-f5d59eda1d12" }, "outputs": [ { "data": { "text/plain": [ "{'Monday': 33, 'Tuesday': 41, 'Wednesday': 42, 'Thursday': 46, 'Friday': 50}" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# which week of day get more than 3% raise\n", "\n", "total = {'Monday': 0, 'Tuesday': 0, 'Wednesday': 0, 'Thursday': 0,'Friday': 0}\n", "for index, row in data.iterrows():\n", " if not math.isnan(row['Percentage']) and row['Percentage'] > 0.03:\n", " if index.day_name() == 'Monday':\n", "\n", " total['Monday'] += 1\n", " elif index.day_name() == 'Tuesday':\n", "\n", " total['Tuesday'] += 1\n", " elif index.day_name() == 'Wednesday':\n", "\n", " total['Wednesday'] += 1\n", " elif index.day_name() == 'Thursday':\n", " \n", " total['Thursday'] += 1\n", " elif index.day_name() == 'Friday':\n", "\n", " total['Friday'] += 1\n", "\n", "total" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 435, "status": "ok", "timestamp": 1649920801477, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "1Wgo1pT12Rpo", "outputId": "5d1f6530-6a08-4a0d-dd6a-23ff721a3208" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2022-02-04 00:00:00\n", "how much percentage they got up 0.5881632653061223\n", "2020-06-23 00:00:00\n", "how many days in row got up 8\n" ] } ], "source": [ "# historically how many days in a row they got price-up\n", "\n", "data = data.sort_index(ascending=1)\n", "\n", "days = 0\n", "max_days = 0\n", "percentage= 0\n", "maxPercentage = 0\n", "recorded_index = \"\"\n", "recorded_index_row = \"\"\n", "for index, row in data.iterrows():\n", " if not math.isnan(row['Percentage']):\n", " if row['Price_Up_From_PreviousDay'] == 1:\n", " days+= 1\n", " if days > max_days:\n", " max_days = days\n", " recorded_index_row = index\n", "\n", " percentage = row['Percentage']\n", " if percentage > maxPercentage:\n", " maxPercentage = percentage\n", " recorded_index = index\n", " else:\n", " #initialize\n", " days = 0 \n", " percentage = 0\n", "\n", "print(recorded_index)\n", "print(\"how much percentage they got up \" + str(maxPercentage))\n", "print(recorded_index_row)\n", "print(\"how many days in row got up \" + str(max_days))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 272, "status": "ok", "timestamp": 1649919229616, "user": { "displayName": "Yoshihisa Nitta", "userId": "15888006800030996813" }, "user_tz": -540 }, "id": "w9sMB_ZS2VCn", "outputId": "c33e27a8-e476-4569-a13d-13e56d866917" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-10-22 00:00:00\n", "how much percentage they got down 0.2658767141525762\n", "2022-01-27 00:00:00\n", "how many days in row got down 11\n" ] } ], "source": [ "# historically how many days in a row they got price-down\n", "\n", "data = data.sort_index(ascending=1)\n", "\n", "days = 0\n", "max_days = 0\n", "percentage= 0\n", "maxPercentage = 0\n", "recorded_index = \"\"\n", "recorded_index_row = \"\"\n", "for index, row in data.iterrows():\n", " if not math.isnan(row['Percentage']):\n", " if row['Price_Up_From_PreviousDay'] == 0:\n", " days+= 1\n", " if days > max_days:\n", " max_days = days\n", " recorded_index_row = index\n", "\n", " percentage = row['Percentage']*-1\n", " if percentage > maxPercentage:\n", " maxPercentage = percentage\n", " recorded_index = index\n", " else:\n", "\n", " #initialize\n", " days = 0 \n", " percentage = 0\n", "\n", "\n", "print(recorded_index)\n", "print(\"how much percentage they got down \" + str(maxPercentage))\n", "print(recorded_index_row)\n", "print(\"how many days in row got down \" + str(max_days))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "C8Etasl72XqU" }, "outputs": [], "source": [] } ], "metadata": { "colab": { "authorship_tag": "ABX9TyMqqXcKltRoQnnlOHRh+atp", "collapsed_sections": [], "name": "USStockTechincalAnalysis.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 1 }