{ "cells": [ { "cell_type": "markdown", "id": "1fdc7d8c", "metadata": {}, "source": [ "# CryptoDataPy \n", "\n", "**CryptoDataPy** allows you to create high quality ready-for-analysis data sets from a variety of sources with only a few lines of code. The easy to use interface facilitates each step of the ETL (extract-transform-load) process, saving you from having to spend countless hours studying documentation, extracting data from different file formats and sources, as well as wrangling and cleaning the data.\n", "\n", "In this notebook, we will walk through how to use **CryptoDataPy** to collect various types of data from multiple sources and get it ready for data analysis. " ] }, { "cell_type": "markdown", "id": "3243eebb", "metadata": {}, "source": [ "\n", "## Quick Start:\n", "- **Long/short strategies**: perpetual futures prices for long/short algo trading strategy development, with sample history extended back using aggregate exchange spot prices.\n", "- **Data cleaning**: on-chain data cleaning in a few lines of code.\n", "- **Stablecoin analysis**: key indicators for the largest stablecoins." ] }, { "cell_type": "markdown", "id": "c70dead1", "metadata": {}, "source": [ "\n", "## Objects:\n", "- **`DataCatalog`** allows you to **explore what data is available** and understand it better.\n", "- **`DataRequest`** provides an intuitive interface which allows you to **specify the parameter values** for the data you want.\n", "- **`GetData`** **retrieves either metadata or time series data** from the data source for the parameters specified in the data request. \n", "- **`CleanData`** provides **tools for data cleaning**: filtering and repairing outliers, filtering assets trading below an average traded value (liquidity), removing observations with long periods of missing values, removing tickers with short price histories (minimum number of observations), and removing tickers to be excluded from the analysis (e.g. stablecoins)." ] }, { "cell_type": "markdown", "id": "ebad8633", "metadata": {}, "source": [ "# Long/Short Strategies\n", "\n", "Let's collect market and funding rate data for long/short algo trading strategy research. " ] }, { "cell_type": "code", "execution_count": 1, "id": "019f594c", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "id": "dc04c34e", "metadata": {}, "source": [ "## Step 1: Define Asset Universe\n", "\n", "\n", "First, we need to import `DataRequest` and `GetData` which will allow us to create a tickers list for our asset universe.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "a801ec25", "metadata": {}, "outputs": [], "source": [ "from cryptodatapy.extract.datarequest import DataRequest\n", "from cryptodatapy.extract.getdata import GetData" ] }, { "cell_type": "markdown", "id": "ce41a528", "metadata": {}, "source": [ "Let's get a list of tickers for the universe of assets with perpetual futures contracts trading on binance, the most liquid cryptoasset exchange." ] }, { "cell_type": "code", "execution_count": 3, "id": "d7d79b54", "metadata": {}, "outputs": [], "source": [ "data_req = DataRequest(source='ccxt')\n", "perp_tickers = GetData(data_req).get_meta(method='get_markets_info', exch='binanceusdm', as_list=True)" ] }, { "cell_type": "markdown", "id": "984c91dd", "metadata": {}, "source": [ "Which gives us an asset universe of 150 + cryptoassets." ] }, { "cell_type": "code", "execution_count": 4, "id": "6dfaab03", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "191" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(perp_tickers)" ] }, { "cell_type": "markdown", "id": "53fedf46", "metadata": {}, "source": [ "## Step 2: Get Perpetual Futures Data\n", "\n", "\n", "Next, let's create a data request for both market prices and funding rates for those perpetual futures tickers, using only the first 10 tickers for illustrative purposes.\n", "\n", "**Note**: using the `source_tickers` parameter is recommended when the tickers are already in the data source's format. If data source's format is not known, CryptoDataPy will convert tickers to source tickers automatically." ] }, { "cell_type": "code", "execution_count": 5, "id": "e9de9dba", "metadata": {}, "outputs": [], "source": [ "data_req = DataRequest(source='ccxt',\n", " source_tickers=perp_tickers[:10], \n", " fields=['close', 'volume', 'funding_rate'], \n", " mkt_type='perpetual_future', \n", " freq='d')" ] }, { "cell_type": "markdown", "id": "9d272b2e", "metadata": {}, "source": [ "We can now retrieve this data request using the `GetData` object and the `get_series` method." ] }, { "cell_type": "code", "execution_count": 6, "id": "f8ae249a", "metadata": {}, "outputs": [], "source": [ "df = GetData(data_req).get_series()" ] }, { "cell_type": "code", "execution_count": 7, "id": "365ae5ce", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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closevolumefunding_rate
dateticker
2019-09-08BTC10391.633096.291<NA>
2019-09-09BTC10307.014824.373<NA>
2019-09-10BTC10102.029068.955<NA>
2019-09-11BTC10159.5510897.9220.0003
2019-09-12BTC10415.1315609.6340.0003
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" ], "text/plain": [ " close volume funding_rate\n", "date ticker \n", "2019-09-08 BTC 10391.63 3096.291 \n", "2019-09-09 BTC 10307.0 14824.373 \n", "2019-09-10 BTC 10102.02 9068.955 \n", "2019-09-11 BTC 10159.55 10897.922 0.0003\n", "2019-09-12 BTC 10415.13 15609.634 0.0003" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "id": "082f7fa9", "metadata": {}, "source": [ "## Step 3: Extend Sample Size with Spot Data\n", "\n", "Since perpetual futures only started trading in 2019 on Binance, this gives us a limited sample size for quantitative research. Let's extend it back using spot prices from another data source.\n", "\n", "We will need to replace the market tickers with base asset tickers first from aggregate exchange prices on CryptoCompare before pulling the data." ] }, { "cell_type": "code", "execution_count": 8, "id": "16d76223", "metadata": {}, "outputs": [], "source": [ "cc_tickers = [ticker.split('/')[0] for ticker in perp_tickers]" ] }, { "cell_type": "code", "execution_count": 9, "id": "6b428beb", "metadata": {}, "outputs": [], "source": [ "data_req = DataRequest(source='cryptocompare',\n", " tickers=cc_tickers[:10], \n", " fields=['close', 'volume'], \n", " mkt_type='spot', \n", " freq='d')" ] }, { "cell_type": "code", "execution_count": 10, "id": "209812fe", "metadata": {}, "outputs": [], "source": [ "df1 = GetData(data_req).get_series()" ] }, { "cell_type": "markdown", "id": "e01dc951", "metadata": {}, "source": [ "We can now combine the two datasets to extend our history back to 2010." ] }, { "cell_type": "code", "execution_count": 11, "id": "58f069ea", "metadata": {}, "outputs": [], "source": [ "df = df.unstack().combine_first(df1.unstack()).stack()" ] }, { "cell_type": "code", "execution_count": 12, "id": "876fbf6f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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closefunding_ratevolume
dateticker
2010-07-17BTC0.04951<NA>20.0
2010-07-18BTC0.08584<NA>75.01
2010-07-19BTC0.0808<NA>574.0
2010-07-20BTC0.07474<NA>262.0
2010-07-21BTC0.07921<NA>575.0
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" ], "text/plain": [ " close funding_rate volume\n", "date ticker \n", "2010-07-17 BTC 0.04951 20.0\n", "2010-07-18 BTC 0.08584 75.01\n", "2010-07-19 BTC 0.0808 574.0\n", "2010-07-20 BTC 0.07474 262.0\n", "2010-07-21 BTC 0.07921 575.0" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "id": "e8489c48", "metadata": {}, "source": [ "## Step 4: Filter Asset Universe\n", "\n", "Lastly, we may want to filter this asset universe by:\n", "\n", "- identifying and repairing outliers\n", "- removing low trading volume cryptoassets (< $10 mil USD average traded volume)\n", "- removing cryptoassets with a limited data history (< 100 observations)\n", "\n", "We will need to import `CleanData` to use the filter methods available.\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "bf805af3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "ERROR:prophet.plot:Importing plotly failed. Interactive plots will not work.\n" ] } ], "source": [ "# import CleanData \n", "from cryptodatapy.transform.clean import CleanData" ] }, { "cell_type": "code", "execution_count": 14, "id": "701a1630", "metadata": {}, "outputs": [], "source": [ "# Filter data\n", "clean_df = CleanData(df).filter_outliers(od_method='mad').\\\n", " repair_outliers(imp_method='interpolate').\\\n", " filter_avg_trading_val(thresh_val=10000000).\\\n", " filter_missing_vals_gaps().\\\n", " filter_min_nobs().get(attr='df')" ] }, { "cell_type": "code", "execution_count": 15, "id": "f8ffa28c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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closefunding_ratevolume
dateticker
2014-12-09BTC352.19<NA>43827.16
2014-12-10BTC347.94<NA>27133.46
2014-12-11BTC347.68<NA>51080.97
2014-12-12BTC353.4<NA>26850.92
2014-12-17BTC320.02<NA>61338.52
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" ], "text/plain": [ " close funding_rate volume\n", "date ticker \n", "2014-12-09 BTC 352.19 43827.16\n", "2014-12-10 BTC 347.94 27133.46\n", "2014-12-11 BTC 347.68 51080.97\n", "2014-12-12 BTC 353.4 26850.92\n", "2014-12-17 BTC 320.02 61338.52" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clean_df.dropna(how='all').head()" ] }, { "cell_type": "markdown", "id": "b5fa47f6", "metadata": {}, "source": [ "We have extended our data sample by an extra 5 years and are now ready to do some long/short algo trading strategy research!" ] }, { "cell_type": "markdown", "id": "12231d54", "metadata": {}, "source": [ "# Data Cleaning \n", "\n", "Cryptoassets create a lot of data, but the data can have a lot of outliers and irregularities that can wreak havoc with predictive/ML models down stream. This is especially true for on-chain data and off-chain data, as well as higher frequency market data.\n", "\n", "This makes data cleaning and important part of any high quality cryptoasset data pipeline." ] }, { "cell_type": "markdown", "id": "1cbb5166", "metadata": {}, "source": [ "## Step 1: Data Extraction\n", "\n", "\n", "Let's start by collecting our data.\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "05cdfe3c", "metadata": {}, "outputs": [], "source": [ "# glassnode\n", "data_req = DataRequest(source='glassnode', \n", " tickers=['btc', 'eth'], \n", " fields=['close', 'add_act', 'hashrate'], \n", " freq='d',\n", " start_date='2016-01-01')" ] }, { "cell_type": "code", "execution_count": 17, "id": "825763be", "metadata": {}, "outputs": [], "source": [ "df = GetData(data_req).get_series()" ] }, { "cell_type": "markdown", "id": "c01824fa", "metadata": {}, "source": [ "With same data request parameters, can you retrieve the same data from other sources for comparison." ] }, { "cell_type": "code", "execution_count": 18, "id": "b3941448", "metadata": {}, "outputs": [], "source": [ "# coinmetrics\n", "data_req = DataRequest(source='coinmetrics', \n", " tickers=['btc', 'eth'], \n", " fields=['close', 'add_act', 'hashrate'], \n", " freq='d',\n", " start_date='2016-01-01')\n", "df1 = GetData(data_req).get_series()" ] }, { "cell_type": "code", "execution_count": 19, "id": "866febd6", "metadata": {}, "outputs": [], "source": [ "# cryptocompare\n", "data_req = DataRequest(source='cryptocompare', \n", " tickers=['btc', 'eth'], \n", " fields=['close', 'add_act', 'hashrate'], \n", " freq='d',\n", " start_date='2016-01-01')\n", "df2 = GetData(data_req).get_series()" ] }, { "cell_type": "markdown", "id": "0d0d4ed1", "metadata": {}, "source": [ "## Step 2: Visual Data Inspection\n", "\n", "Next, we can plot the series from various sources to compare them." ] }, { "cell_type": "code", "execution_count": 20, "id": "36c3c13e", "metadata": {}, "outputs": [ 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\n", 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F6JsCnnioqamhsLCw2VpNTb4druyPxWKhpKSk3bUUFxfv0U5LA7Xa2lomTZrEpEmTWLp0Kfn5+Wzbto1JkyZRX1/fqrYOZOrUqbEg7IknnuDUU0+NhTntvZ7XXXcdK1as4N5776WkpASHw8E555wT+xnizeVyxb5uWttu0aJFHHXUUc2Os1ojYfLhhx/O5s2beemll1i5ciXnnXceJ598Mn/9618pLi5mw4YNrFy5khUrVnDllVdyzz338MYbb1BTU4PVamXt2rWxtpo0jSbc3++KtFyrFsvv27fvXrdzveqqqxJVn4iIdHGByP9X8TbW7P9AERERSbn+/fuTnp7Ou+++G7uvqqqKzz//fK/Hr127lnA4zPz58zn66KMZNGhQszWlmhQXF3P55Zfz7LPP8otf/IJFixbFHsvPz2fatGn8+c9/5v777+eRRx5pcb1Dhgxh9erVze5bvXo1gwYNwmq1MnjwYBobG1m7dm3s8Q0bNlBZWRn7/vDDD2fXrl2kpaVRUlLS7JaXl9fiWlLts88+w+v1ctddd3HssccyePDgPdZCGzFiBG+++SYNDQ17bSMjI4NQKHTAvn70ox/x0UcfsXbtWv761782G7XW3uu5evVqpk+fzllnncXw4cPp1asXW7ZsiT3ekr/TIUOGsH379mY7dr799tsH7Ltnz54UFRXx5Zdf7lF7v379Yse53W7OP/98Fi1axFNPPcUzzzxDeXk5EAkbp0yZwsKFC1m1ahVr1qxh/fr1jBo1ilAoRGlp6R5tf3sq6v5+V6RlWvVxw7vvvtvsSf/RRx9xyimnxIY4ioiItIYZDhOMBmHl4brUFiMiIiIHlJWVxbRp0/jlL39Jbm4uBQUF3HrrrVgslthorG8rKSmhoaGBBx54gClTprB69Wr+7//+r9kx1157LZMnT2bQoEFUVFTw+uuvx6b/zZ49myOOOIKhQ4dSV1fH888/v8fUwP35xS9+wZgxY7j99ts5//zzWbNmDQ8++GBsfbKm6Ws//elPefjhh0lLS+Paa69tNjLq5JNPZuzYsZx55pncfffdsTDvhRde4Kyzzmo2dW5fTNNk165de9xfUFCwx5pfidK7d28yMjJ44IEHuPzyy/noo4+4/fbbmx0zY8YMHnjgAX74wx8ya9YssrOzefvttznyyCM55JBD6Nu3L//85z/ZsGEDHo8nNh3wu/r27csxxxzDxRdfTCgU4vvf/37ssfZez4EDB/Lss88yZcoUDMPglltuaTYCsKV/p4MGDWLatGncc889+Hw+brrpphZdx7lz53L11VeTnZ3NqaeeSl1dHe+99x4VFRXMnDmT++67j8LCQkaNGoXFYuEvf/kLvXr1IicnhyVLlhAKhTjqqKNwOp38+c9/xuFw0KdPHzweD1OnTuXCCy+MLc6/e/duXn31VUaMGMH3vve9/f6uSMu16jcuPz+/2Tauzz//PAMGDGDChAmJqk9ERLqwhoZawtH/NHvNA3+6KCIiIql33333MXbsWE4//XROPvlkxo0bx5AhQ7Db7XscO3LkSO677z5+85vfMGzYMJYuXcq8efOaHRMKhbjqqqsYMmQIp556KoMGDYoFVRkZGcyaNYsRI0Zw3HHHYbVaWbZsWYtrPfzww3n66adZtmwZw4YNY/bs2dx2222xHSPhm8X+J0yYwA9+8AMuu+wyCgoKYo8bhsGLL77Icccdx09+8hMGDRrED3/4Q7Zu3UrPnj1bVIfP56OwsHCP23dHZCVSfn4+S5Ys4S9/+QuHHnood911V7MppgAej4fXXnuNmpoaJkyYwBFHHMGiRYti008vvfRSDjnkEEaPHk1+fv4eo+2+berUqaxbt46zzjqrWQjV3ut533330aNHD4455himTJnCpEmTOPzww5sdc6C/U4vFwvLlywkEAhx55JFccskl3HHHHS26jpdccgmPPvooixcvZvjw4UyYMIElS5bERoRlZWVx9913M3r0aMaMGcOWLVt48cUXsVgs5OTksGjRIsaNG8eIESNYuXIl//jHP2LTRhcvXsyFF17IL37xCw455BDOPPNM3n333dhumPv7XZGWM0zTNNtyYn19PUVFRcycOZNf/epX+zyurq6OurpvPuX3+XwUFxdTVVWF2+1uS9ciItJFVFVtY/xzkV2erKbJ+z/+EIu1a62NIiIisjfBYJDNmzfTr1+/vQZInUltbS0HHXQQ8+fP5+KLL051OSLSAe3v3zyfz0d2dnbScqI2j8F87rnnqKysbJak7828efPIzs6O3YqLi9vapYiIdDHBYGXs65BhUFW1NXXFiIiISIt88MEHPPnkk2zatIn3338/tv7Td3dnFBHpiNochD322GNMnjy52XajezNr1iyqqqpit+3bt7e1SxER6WICgYpm33srWrYFuYiIiKTWvffey8iRIzn55JOpra3lzTff7FQLx8fT0KFDyczM3Ott6dKlSavjzTff3GcdTbsOdgYd5XpK19Wm+Sdbt25l5cqVPPvsswc81mazYbPZ2tKNiIh0ccG6qmbfe6u20P6NxUVERCSRRo0a1WxHvu7uxRdf3Ocuiy1dQyweRo8ezYcffpi0/hKlo1xP6braFIQtXryYgoICvve978W7HhER6UaC9dXNvvdWf5WiSkRERETapk+fPqkuAQCHw0FJSef/SLGjXE/pulo9NTIcDrN48WKmTZtGWpoWNBYRkbYLfDcIq91zW3EREREREZF4aXUQtnLlSrZt28ZFF12UiHpERKQbCdbXNPveG/CmqBIREREREekOWj2ka+LEiZimmYhaRESkm/nuiLDy+srUFCIiIiIiIt1Cm3eNFBERaa9gQ22z773f+V5ERERERCSeFISJiEjKBBr8ADjCkZHG3lAgleWIiIiIiEgXpyBMRERSJtgYCb6KzMjLkddsTGU5IiIikmDTp0/nzDPPTHUZrXb88cdz7bXXprqMTq8zXMc5c+Zw2GGH7feYzvo8lggFYSIikjLBxiAAB6W5APBawAyHU1mSiIiIJNBvf/tblixZkuoyADAMg+eee65Fxz777LPcfvvtiS2ISE17uy1btozp06fv83HDMOjbty+w77BpyZIl5OTkJPxnAFi1ahWGYVBZWdns/mRdR5H9afVi+SIiIvESiI4IO8iWC8EaGgyD6uqvcGcXp7gyERERSYTs7OxUl9Aq9fX1ZGRkkJubm7Q+Fy9ezKmnntrsvpycHCZPnsxdd90Vu6+wsLDZsVarNWk1tlUyr2MqNT1vpGPSiDAREUmZYKgOgJwMN66mdcIqNqWyJBERkdQxTaivTc3NNFtcZjgc5u6776akpASbzUbv3r254447AFi/fj0nnngiDocDj8fDZZddRk1NTezc704pO/7447n66qu5/vrryc3NpVevXsyZM6dZf4Zh8Pvf/57TTz8dp9PJkCFDWLNmDRs3buT444/H5XJxzDHHsGlT8/9D/O1vf+Pwww/HbrfTv39/5s6dS2NjZBmGptFTZ511VrPRVE3T4h599FH69euH3W6P1fntUVZ1dXXccMMNFBcXY7PZKCkp4bHHHgOgoqKCqVOnkp+fj8PhYODAgSxevLjF1zcnJ4devXo1u9ntdrKzs5vd991j8/PzW9zHgWzatIkzzjiDnj17kpmZyZgxY1i5cmWzY/Z1DbZs2cIJJ5wAQI8ePTAMg+nTpwPNr+OvfvUrjjrqqD36HjlyJLfddlvs+0cffZQhQ4Zgt9sZPHgwv/vd71r8c9xwww0MGjQIp9NJ//79ueWWW2hoaGh2zF133UXPnj3Jysri4osvJhgMNns8FAoxc+ZMcnJy8Hg8XH/99Zjf+X05/vjjmTFjBtdeey15eXlMmjQJgI8++ojJkyeTmZlJz549+fGPf0xZWVnsvL/+9a8MHz489vty8sknU1sb2Txq1apVHHnkkbhcLnJychg3bhxbt26Nnbu/57dpmsyZM4fevXtjs9koKiri6quvbvF16+o0IkxERFImEK4HwJHuxGMa1ALeyi30S21ZIiIiqdHghzuLUtP3r3ZAhqtFh86aNYtFixaxYMECxo8fz86dO/nss8+ora1l0qRJjB07lnfffZfS0lIuueQSZsyYsd/pkI8//jgzZ87knXfeYc2aNUyfPp1x48ZxyimnxI65/fbbue+++7jvvvu44YYb+NGPfkT//v2ZNWsWvXv35qKLLmLGjBm89NJLALz55ptceOGFLFy4kGOPPZZNmzZx2WWXAXDrrbfy7rvvUlBQEBtR9e3RVBs3buSZZ57h2Wef3ecoqwsvvJA1a9awcOFCRo4cyebNm2MBxy233MInn3zCSy+9RF5eHhs3biQQ6FwbAtXU1HDaaadxxx13YLPZ+OMf/8iUKVPYsGEDvXv3BvZ9DYqLi3nmmWc4++yz2bBhA263G4fDsUcfU6dOZd68eWzatIkBAwYA8PHHH/Pf//6XZ555BoClS5cye/ZsHnzwQUaNGsUHH3zApZdeisvlYtq0aQf8ObKysliyZAlFRUWsX7+eSy+9lKysLK6//noAnn76aebMmcNDDz3E+PHj+dOf/sTChQvp379/rI358+ezZMkS/vCHPzBkyBDmz5/P8uXLOfHEE5v19fjjj3PFFVewevVqACorKznxxBO55JJLWLBgAYFAgBtuuIHzzjuP1157jZ07d3LBBRdw9913c9ZZZ1FdXc2bb76JaZo0NjZy5plncumll/Lkk09SX1/Pf/7zHwzDAA78/H7mmWdYsGABy5YtY+jQoezatYt169a16jnQpZlJVlVVZQJmVVVVsrsWEZEOZuafxpvDlgwzn3jpKvPHiw83hy0ZZr78r9tSXZaIiEjCBQIB85NPPjEDgcA3d9bVmOat7tTc6mpaVLfP5zNtNpu5aNGiPR575JFHzB49epg1Nd+09cILL5gWi8XctWuXaZqmOW3aNPOMM86IPT5hwgRz/PjxzdoZM2aMecMNN8S+B8ybb7459v2aNWtMwHzsscdi9z355JOm3W6PfX/SSSeZd955Z7N2//SnP5mFhYXN2l2+fHmzY2699VYzPT3dLC0tbXb/hAkTzGuuucY0TdPcsGGDCZgrVqzY4xqYpmlOmTLF/MlPfrLXxw4EMO12u+lyuZrdtm7dutdjv1t/U63p6el7tGGz2czs7Ow21WWapjl06FDzgQceME3zwNfg9ddfNwGzoqJij9qarqNpmubIkSPN22775v9+s2bNMo866qjY9wMGDDCfeOKJZm3cfvvt5tixY9v0M9xzzz3mEUccEft+7Nix5pVXXtnsmKOOOsocOXJk7PvCwkLz7rvvjn3f0NBgHnzwwXs8j0eNGrVHnRMnTmx23/bt203A3LBhg7l27VoTMLds2bJHnV6v1wTMVatW7fXnONDze/78+eagQYPM+vr6vZ6fCnv9Ny8q2TmRRoSJiEjKBMOR4dv2dCceqwPC9ZTXfp3iqkRERFIk3RkZmZWqvlvg008/pa6ujpNOOmmvj40cORKX65uRZePGjSMcDrNhwwZ69uy51zZHjBjR7PvCwkJKS0v3eUxTO8OHD292XzAYxOfz4Xa7WbduHatXr45N2YTIFLdgMIjf78fp3PfP26dPn/1OM/zwww+xWq1MmDBhr49fccUVnH322bz//vtMnDiRM888k2OOOWaf7X3XggULOPnkk5vdV1TUupGCU6dO5aabbmp237PPPsudd97ZovNramqYM2cOL7zwAjt37qSxsZFAIMC2bduAA1+D1tT5hz/8gVtuuQXTNHnyySeZOXMmALW1tWzatImLL76YSy+9NHZOY2Nji9eae+qpp1i4cCGbNm2ipqaGxsZG3G537PFPP/2Uyy+/vNk5Y8eO5fXXXwegqqqKnTt3NpvCmZaWxujRo/eYHnnEEUc0+37dunW8/vrrZGZm7lHXpk2bmDhxIieddBLDhw9n0qRJTJw4kXPOOYcePXqQm5vL9OnTmTRpEqeccgonn3wy5513HoWFhbG29/f8Pvfcc7n//vvp378/p556KqeddhpTpkwhLU0REGhqpIiIpFAg3AAGONJdeNKzoK4Kb6DswCeKiIh0RYbR4umJqbK3KW7tlZ6e3ux7wzAIf2cX6W8f0zQ9bG/3NZ1XU1PD3Llz+cEPfrBHf03rfu3Lt4O8vTnQNZg8eTJbt27lxRdfZMWKFZx00klcddVV3Hvvvfs9r0mvXr0oKSlp0bH7kp2dvUcbBQUFLT7/uuuuY8WKFdx7772UlJTgcDg455xzqK+PLmsRp+fBBRdcwA033MD7779PIBBg+/btnH/++QCxteUWLVq0x1piLdkYYM2aNUydOpW5c+cyadIksrOzWbZsGfPnz49L7d/13edNTU0NU6ZM4Te/+c0exxYWFmK1WlmxYgVvvfUWr7zyCg888AA33XQT77zzDv369WPx4sVcffXVvPzyyzz11FPcfPPNrFixgqOPPvqAz+/i4mI2bNjAypUrWbFiBVdeeSX33HMPb7zxxh6/b92RFssXEZGUCZohAOwZmeTacgDw1lWksCIRERHZn4EDB+JwOHj11Vf3eGzIkCGsW7cuttg3wOrVq7FYLBxyyCHJLJPDDz+cDRs2UFJSssfNYom8DU5PTycUCrW67eHDhxMOh3njjTf2eUx+fj7Tpk3jz3/+M/fffz+PPPJIm3+WVFi9ejXTp0/nrLPOYvjw4fTq1YstW7bEHj/QNWjaMfFA1/fggw9mwoQJLF26lKVLl3LKKafEAruePXtSVFTEl19+ucffYb9+B15R9q233qJPnz7cdNNNjB49moEDBzZbbB4iz9l33nmn2X1vv/127Ovs7GwKCwubHdPY2MjatWsP2P/hhx/Oxx9/TN++ffeovyk0MwyDcePGMXfuXD744AMyMjJYvnx5rI1Ro0Yxa9Ys3nrrLYYNG8YTTzwRa/tAz2+Hw8GUKVNYuHAhq1atYs2aNaxfv/6AdXcHGhEmIiIpEyDyqa0jIwuPMx984K2vOcBZIiIikip2u50bbriB66+/noyMDMaNG8fu3bv5+OOPmTp1KrfeeivTpk1jzpw57N69m5/97Gf8+Mc/3ue0yESZPXs2p59+Or179+acc87BYrGwbt06PvroI379618DkZ0jX331VcaNG4fNZqNHjx4tartv375MmzaNiy66KLZQ/NatWyktLeW8885j9uzZHHHEEQwdOpS6ujqef/55hgwZ0uLaKysr2bVrV7P7srKyDjhSLZ4GDhzIs88+y5QpUzAMg1tuuaXZKL0DXYM+ffpgGAbPP/88p512Gg6HY69TBIHY86a+vp4FCxY0e2zu3LlcffXVZGdnc+qpp1JXV8d7771HRUVFbArl/n6Gbdu2sWzZMsaMGcMLL7zQLGQCuOaaa5g+fTqjR49m3LhxLF26lI8//rjZYvnXXHMNd911FwMHDmTw4MHcd999VFZWHvAaXnXVVSxatIgLLrggtivqxo0bWbZsGY8++ijvvfcer776KhMnTqSgoIB33nmH3bt3M2TIEDZv3swjjzzC97//fYqKitiwYQNffPEFF154IXDg5/eSJUsIhUIcddRROJ1O/vznP+NwOOjTp88B6+4ONCJMRERSJmhG/kNlz3DjcUXWPPCGOteuSiIiIt3NLbfcwi9+8Qtmz57NkCFDOP/88yktLcXpdPLPf/6T8vJyxowZwznnnMNJJ53Egw8+mPQaJ02axPPPP88rr7zCmDFjOProo1mwYEGzIGD+/PmsWLGC4uJiRo0a1ar2H374Yc455xyuvPJKBg8ezKWXXhobCZeRkcGsWbMYMWIExx13HFarlWXLlrW47Z/85CcUFhY2uz3wwAOtqq+97rvvPnr06MExxxzDlClTmDRpEocffnizY/Z3DQ466CDmzp3LjTfeSM+ePZkxY8Y++zrnnHPwer34/X7OPPPMZo9dcsklPProoyxevJjhw4czYcIElixZ0qIRYd///vf5+c9/zowZMzjssMN46623uOWWW5odc/7553PLLbdw/fXXc8QRR7B161auuOKKZsf84he/4Mc//jHTpk1j7NixZGVlcdZZZx2w/6KiIlavXk0oFGLixIkMHz6ca6+9lpycHCwWC263m3/961+cdtppDBo0iJtvvpn58+czefJknE4nn332GWeffTaDBg3isssu46qrruKnP/0pcODnd05ODosWLWLcuHGMGDGClStX8o9//AOPx3PAursDw/zuCm8J5vP5yM7OpqqqqtkidSIi0v2c8IdhlFkN/nrMXfgDFVz4wW84KAQvX6Rh2yIi0rUFg0E2b95Mv379DrhmlYhIZ7e/f/OSnRNpaqSIiKRMILKuLQ5bNg5bZPefciOpn8+IiIiIiEg3oqmRIiKSEmY4TDAahNltOXhyIzsbBSwG/prS/ZwpIiIi0vnceeedZGZm7vU2efLkpNYydOjQfdaydOnSpNbSVh3pekrnohFhIiKSEo0NAULRrc7t9myczgLsYZOgxcBb8QXOzJZv8S0iIiLS0V1++eWcd955e33M4XAktZYXX3yRhoaGvT6W7I0N2qojXU/pXBSEiYhISgSC5bGvHU4PhsWCxzT4CvBWbaW4eFzqihMRERGJs9zcXHJzc1NdBkCX2D2wI11P6Vw0NVJERFIiGKwCIM00SU93AuAxIp/PeH3bU1aXiIiIiIh0XQrCREQkJYJ1lQDYv7U2fq41MozdW7MzBRWJiIiIiEhXpyBMRERSIhCsBJoHYZ70TAC8/t0pqEhERERERLo6BWEiIpISgXofAHaM2H25thwAvHUVqShJRERERES6OAVhIiKSEsG6agAcxjcvRR5HHgDl0ZBMREREREQknhSEiYhISgQbagBwfOulyOPqBYA3FEhJTSIiIiLSuR1//PFce+21qS5jv+bMmcNhhx2232OmT5/OmWeemZR6uhsFYSIikhLB+kgQZjessfs87oMB8IbrU1KTiIiIdEyrVq3CMAwqKytTXUqnZxjGXm/Lli1j+vTp+3zcMAz69u0L7DtsWrJkCTk5OUn5Ofb1nHj22We5/fbbk1KDdE5pqS5ARES6p0BTEGZJj93nye4LgNcw93aKiIiIdDINDQ2kp6cf+EBpkXhdz8WLF3Pqqac2uy8nJ4fJkydz1113xe4rLCxsdqzVaqWjy83NTXUJSVFfX09GRkaqy+iUNCJMRERSItDoB8Bu+eYzGU9uCQA1FoO6YFVK6hIREUkV0zTxN/hTcjPNln8IFQ6HufvuuykpKcFms9G7d2/uuOMOtmzZgmEYPPXUU0yYMAG73c4jjzyC2+3mr3/9a7M2nnvuOVwuF9XV1bHzli1bxjHHHIPdbmfYsGG88cYbAGzZsoUTTjgBgB49emAYBtOnTwegrq6Oq6++moKCAux2O+PHj+fdd99t1tfHH3/M6aefjtvtJisri2OPPZZNmzbFfpbbbruNgw8+GJvNxmGHHcbLL78cO7eptqeffppjjz0Wh8PBmDFj+Pzzz3n33XcZPXo0mZmZTJ48md27v9n1umla29y5c8nPz8ftdnP55ZdTX//NqPeXX36Z8ePHk5OTg8fj4fTTT4/V9e2+v309ly5dCsCjjz7KkCFDsNvtDB48mN/97nct/vuDSOjVq1evZje73U52dnaz+757bH5+fqv62Z9NmzZxxhln0LNnTzIzMxkzZgwrV65sdkxdXR033HADxcXF2Gw2SkpKeOyxx/b7nPj2aLVf/epXHHXUUXv0PXLkSG677bbY9+25njfccAODBg3C6XTSv39/brnlFhoaGpodc9ddd9GzZ0+ysrK4+OKLCQaDzR4PhULMnDkz9ly4/vrr9/idPP7445kxYwbXXnsteXl5TJo0CYCPPvqIyZMnk5mZSc+ePfnxj39MWVlZ7Ly//vWvDB8+HIfDgcfj4eSTT6a2thaIjKo78sgjcblc5OTkMG7cOLZu3Ro7929/+xuHH344drud/v37M3fuXBobG4HIv1dz5syhd+/e2Gw2ioqKuPrqq1t83VJJI8JERCQlgg2RdcAcFlvsPnfWwaSbJg2GQXn5RgqLjkhVeSIiIkkXaAxw1BN7vmlPhnd+9A7OdGeLjp01axaLFi1iwYIFjB8/np07d/LZZ5/FHr/xxhuZP38+o0aNwm63s27dOhYvXsw555wTO6bp+6ysLLxeLwC//OUvuf/++zn00EO57777mDJlCps3b6a4uJhnnnmGs88+mw0bNuB2u3E4HABcf/31PPPMMzz++OP06dOHu+++m0mTJrFx40Zyc3P56quvOO644zj++ON57bXXcLvdrF69OvZm/re//S3z58/n97//PaNGjeIPf/gD3//+9/n4448ZOHBgrN5bb72V+++/n969e3PRRRfxox/9iKysLH7729/idDo577zzmD17Ng8//HDsnFdffRW73c6qVavYsmULP/nJT/B4PNxxxx0A1NbWMnPmTEaMGEFNTQ2zZ8/mrLPO4sMPP8Ri+WbMynev59KlS5k9ezYPPvggo0aN4oMPPuDSSy/F5XIxbdq01v7Vp0xNTQ2nnXYad9xxBzabjT/+8Y9MmTKFDRs20Lt3bwAuvPBC1qxZw8KFCxk5ciSbN2+mrKxsv8+Jb5s6dSrz5s1j06ZNDBgwAIgEo//973955plnANp9PbOysliyZAlFRUWsX7+eSy+9lKysLK6//noAnn76aebMmcNDDz3E+PHj+dOf/sTChQvp379/rI358+ezZMkS/vCHPzBkyBDmz5/P8uXLOfHEE5v19fjjj3PFFVewevVqACorKznxxBO55JJLWLBgAYFAgBtuuIHzzjuP1157jZ07d3LBBRdw9913c9ZZZ1FdXc2bb76JaZo0NjZy5plncumll/Lkk09SX1/Pf/7zHwwjsqP7m2++yYUXXsjChQtj4fFll10GRH4fnnnmGRYsWMCyZcsYOnQou3btYt26da16DqSMmWRVVVUmYFZVVSW7axER6UAeevaH5rAlw8zbl01udv9Jjw01hy0ZZq7/+OkUVSYiIpJ4gUDA/OSTT8xAIBC7r7a+1hy2ZFhKbrX1tS2q2+fzmTabzVy0aNEej23evNkEzPvvv7/Z/e+8845ptVrNHTt2mKZpml9//bWZlpZmrlq1qtl5d911V+ychoYG8+CDDzZ/85vfmKZpmq+//roJmBUVFbFjampqzPT0dHPp0qWx++rr682ioiLz7rvvNk3TNGfNmmX269fPrK+v3+vPU1RUZN5xxx3N7hszZox55ZVXNqvt0UcfjT3+5JNPmoD56quvxu6bN2+eecghh8S+nzZtmpmbm2vW1n5zXR9++GEzMzPTDIVCe61l9+7dJmCuX79+v9dzwIAB5hNPPNHsvttvv90cO3bsXtv9LsC02+2my+Vqdtu6detej12+fPke90+YMMFMT0/fow2bzWZmZ2e3qI69GTp0qPnAAw+YpmmaGzZsMAFzxYoVez12b8+Jptquueaa2PcjR440b7vtttj3s2bNMo866qjY9+29nt91zz33mEcccUTs+7Fjx8aeT02OOuooc+TIkbHvCwsLY89Z0/zm+X/GGWc0+7lGjRq1R50TJ05sdt/27dtNwNywYYO5du1aEzC3bNmyR51er9cEYr+H33XSSSeZd955Z7P7/vSnP5mFhYWmaZrm/PnzzUGDBu3zd+u79vZvXpNk50QaESYiIikRDEWGhDustmb3e4w0viaE17c9FWWJiIikjCPNwTs/eidlfbfEp59+Sl1dHSeddNI+jxk9enSz74888kiGDh3K448/zo033sif//xn+vTpw3HHHdfsuLFjx8a+TktLY/To0Xz66af77GfTpk00NDQwbty42H3p6ekceeSRsfM+/PBDjj322L2uq+Xz+dixY0ez8wHGjRu3x8iWESNGxL7u2bMnAMOHD292X2lpabNzRo4cidP5zSi7sWPHUlNTw/bt2+nTpw9ffPEFs2fP5p133qGsrIxwOAzAtm3bGDZsWOy8b1/P2tpaNm3axMUXX8yll14au7+xsZHs7Ox9Xao9LFiwgJNPPrnZfUVFRS0+HyKjrW666aZm9z377LPceeedLTq/pqaGOXPm8MILL7Bz504aGxsJBAJs27YNiPzdWa1WJkyY0Kq69lbnH/7wB2655RZM0+TJJ59k5syZQHyu51NPPcXChQvZtGkTNTU1NDY24na7Y49/+umnXH755c3OGTt2LK+//joAVVVV7Ny5s9kUzqbnv/md6ZFHHNF8tsS6det4/fXXyczM3KOuTZs2MXHiRE466SSGDx/OpEmTmDhxIueccw49evQgNzeX6dOnM2nSJE455RROPvlkzjvvPAoLC2Ntr169OjaCESJTOIPBIH6/n3PPPZf777+f/v37c+qpp3LaaacxZcoU0tI6fszU8SsUEZEuyR+qA8ButTe7P9diB2rx1uxIQVUiIiKpYxhGi6cnpsrepp99l8vl2uO+Sy65hIceeogbb7yRxYsX85Of/CQ2BSuRWlJvS3w7SGuq+7v3NQVZLTVlyhT69OnDokWLKCoqIhwOM2zYsGbriEHz61lTE9lsaNGiRXusfdWahex79epFSUlJq+r9ruzs7D3aKCgoaPH51113HStWrODee++lpKQEh8PBOeecE/v54/V3d8EFF3DDDTfw/vvvEwgE2L59O+effz7Q/uu5Zs0apk6dyty5c5k0aRLZ2dksW7aM+fPnx6X27/ru71ZNTQ1TpkzhN7/5zR7HFhYWYrVaWbFiBW+99RavvPIKDzzwADfddBPvvPMO/fr1Y/HixVx99dW8/PLLPPXUU9x8882sWLGCo48+mpqaGubOncsPfvCDPdq22+0UFxezYcMGVq5cyYoVK7jyyiu55557eOONNzr8BhlaLF9ERFIiGIr8J8ee1jwI86RHPtHy+kv3OEdERERSa+DAgTgcDl599dVWnff//t//Y+vWrSxcuJBPPvlkr2svvf3227GvGxsbWbt2LUOGDAGI7Y4XCoVixwwYMICMjIzYekkQ2VXx3Xff5dBDDwUiI7nefPPNPRYvB3C73RQVFTU7H2D16tWx89tj3bp1BAKBZj9fZmYmxcXFeL1eNmzYwM0338xJJ53EkCFDqKioOGCbPXv2pKioiC+//JKSkpJmt379+rW75mRavXo106dP56yzzmL48OH06tWLLVu2xB4fPnw44XA4tmnCd+3tObE3Bx98MBMmTGDp0qUsXbqUU045JRbYtfd6vvXWW/Tp04ebbrqJ0aNHM3DgwGaLzQMMGTKEd95pPtLz28/17OxsCgsLmx3T9Pw/kMMPP5yPP/6Yvn377lF/U2hmGAbjxo1j7ty5fPDBB2RkZLB8+fJYG6NGjWLWrFm89dZbDBs2jCeeeCLW9oYNG/Zot6SkJLaGncPhYMqUKSxcuJBVq1axZs0a1q9ff8C6U00jwkREJCWC4einfd/55Ntjy4aGr/EGD/yfQREREUkuu93ODTfcwPXXX09GRgbjxo1j9+7dfPzxx/udLtmjRw9+8IMf8Mtf/pKJEydy8MEH73HMQw89xMCBAxkyZAgLFiygoqKCiy66CIA+ffpgGAbPP/88p512Gg6Hg8zMTK644gp++ctfkpubS+/evbn77rvx+/1cfPHFAMyYMYMHHniAH/7wh8yaNYvs7GzefvttjjzySA455BB++ctfcuuttzJgwAAOO+wwFi9ezIcffhjbnbE96uvrufjii7n55pvZsmULt956KzNmzMBisdCjRw88Hg+PPPIIhYWFbNu2jRtvvLFF7c6dO5err76a7OxsTj31VOrq6njvvfeoqKiITfk7kMrKSnbt2tXsvqysrL2O5kuUgQMH8uyzzzJlyhQMw+CWW25pNqqub9++TJs2jYsuuii2WP7WrVspLS3lvPPO2+dzYm+mTp3KrbfeSn19PQsWLGj2WHuu58CBA9m2bRvLli1jzJgxvPDCC81CJoBrrrmG6dOnM3r0aMaNG8fSpUv5+OOPmy2Wf80113DXXXcxcOBABg8ezH333UdlZeUBr+FVV13FokWLuOCCC7j++uvJzc1l48aNLFu2jEcffZT33nuPV199lYkTJ1JQUMA777zD7t27GTJkCJs3b+aRRx7h+9//PkVFRWzYsIEvvviCCy+8EIDZs2dz+umn07t3b8455xwsFgvr1q3jo48+4te//jVLliwhFApx1FFH4XQ6+fOf/4zD4aBPnz4HrDvlkrIS2bdosXwRETFN07zq8aPNYUuGmc+uuK7Z/Y+/cKk5bMkw87o/HZuiykRERBJvfwtHd3ShUMj89a9/bfbp08dMT083e/fubd55552xxd0/+OCDvZ736quvmoD59NPNN8RpOu+JJ54wjzzySDMjI8M89NBDzddee63ZcbfddpvZq1cv0zAMc9q0aaZpRq7jz372MzMvL8+02WzmuHHjzP/85z/Nzlu3bp05ceJE0+l0mllZWeaxxx5rbtq0KfazzJkzxzzooIPM9PR0c+TIkeZLL720R23f/pn2tkj74sWLmy0SP23aNPOMM84wZ8+ebXo8HjMzM9O89NJLzWAwGDtmxYoV5pAhQ0ybzWaOGDHCXLVqVbPF6fd3PZcuXWoedthhZkZGhtmjRw/zuOOOM5999tm9XvfvAvZ6mzdv3l6P3ddi+d9ekH5f12F/Nm/ebJ5wwgmmw+Ewi4uLzQcffHCPdgOBgPnzn//cLCwsNDMyMsySkhLzD3/4Q+zxvT0n9lZbRUWFabPZTKfTaVZXV+9RS3uu5y9/+cvY3/H5559vLliwYI9rcMcdd5h5eXlmZmamOW3aNPP6669vtlh+Q0ODec0115hut9vMyckxZ86caV544YV7LJa/t2v++eefm2eddZaZk5NjOhwOc/Dgwea1115rhsNh85NPPjEnTZpk5ufnmzabzRw0aFBsM4Jdu3aZZ555Zuza9unTx5w9e3azzRxefvll85hjjjEdDofpdrvNI4880nzkkUdM0zTN5cuXm0cddZTpdrtNl8tlHn300ebKlSv3eZ060mL5hml+Z/W1BPP5fGRnZ1NVVdVsATkREeleLnl8DO8Q5O6+ZzN5wpzY/S+sms2NW5czxrTxh+nvpa5AERGRBAoGg2zevJl+/fpht9sPfEIX8Kc//Ymf//zn7NixIzatDWDLli3069ePDz74gMMOOyx1BcbR9OnTqays5Lnnnkt1KSIdwv7+zUt2TqSpkSIikhKBcCNYwJ7RfAi7J+sgALzh+r2dJiIiIp2M3+9n586d3HXXXfz0pz9tFoKJiCSbFssXEZGUCBBZA2KPICw7sq5AudG6nZdERESkY7r77rsZPHgwvXr1YtasWakup0u78847yczM3Ott8uTJSa1l6NCh+6wlHmuwJUNHup4SP5oaKSIiKXHaH4az3Qp/OvxGDhs+NXZ/eflGJvzjLADe/9E7pHfwbeRFRETaojtOjZTEKy8vp7y8fK+PORwODjrooKTVsnXr1r3u1gmR3RqzsrKSVktbdaTr2dl16qmRX331FTfccAMvvfQSfr+fkpISFi9ezOjRoxNRn4iIdFFBTMDAYctudn9Odl+spknIMKgo/5KCnsNSU6CIiIhIJ5Obm0tubm6qywDoHLsHHkBHup4SP60KwioqKhg3bhwnnHACL730Evn5+XzxxRf06NEjUfWJiEgXFTQif9q/E4RZrGn0CEOZFbyVmxSEiYhIl5bkCToiIinRkf6ta1UQ9pvf/Ibi4mIWL14cu69fv35xL0pERLq+QFMQZs/e47Fcw0oZYbxV25JclYiISHKkp6cDkYXkHQ5HiqsREUksv98PfPNvXyq1Kgj7+9//zqRJkzj33HN54403OOigg7jyyiu59NJL93lOXV0ddXV1se99Pl/bqxURkS6hocFPoxFJwuz2nD0e91hsQABvzVfJLUxERCRJrFYrOTk5lJaWAuB0OjGir40iIl2FaZr4/X5KS0vJycnBarWmuqTWBWFffvklDz/8MDNnzuRXv/oV7777LldffTUZGRlMmzZtr+fMmzePuXPnxqVYERHpGoKBitjXDvue0+s9aS5oDOCtLU1mWSIiIknVq1cvgFgYJiLSVeXk5MT+zUu1VgVh4XCY0aNHc+eddwIwatQoPvroI/7v//5vn0HYrFmzmDlzZux7n89HcXFxO0oWEZHOLhisBMBqmqSnu/Z43JORDY1leIPeJFcmIiKSPIZhUFhYSEFBwT531xMR6ezS09M7xEiwJq0KwgoLCzn00EOb3TdkyBCeeeaZfZ5js9mw2Wxtq05ERLqkYF0lAHYTDItlj8c9Dg/4N+Gt13R6ERHp+qxWa4d6kygi0pXt+e5jP8aNG8eGDRua3ff55593iW1RRUQkefzREWH2fWwe43H2BKC8sTZJFYmIiIiISHfQqiDs5z//OW+//TZ33nknGzdu5IknnuCRRx7hqquuSlR9IiLSBQXrqgGws/dFgT1ZRQB4w3V7fVxERERERKQtWhWEjRkzhuXLl/Pkk08ybNgwbr/9du6//36mTp2aqPpERKQLCkanPDr2FYS5ewPgNUNJq0lERERERLq+Vq0RBnD66adz+umnJ6IWERHpJoL1NQA4jL2vh+LpMQCACguEGuuxpmUkrTYREREREem6WjUiTEREJB4C0SDMvo8grEc0CAsbBpWVW5JVloiIiIiIdHEKwkREJOmCDZFF8O2WvQ9MTku3kxOOrKTvrdyUtLpERERERKRrUxAmIiJJF2gKwoz0fR7jMSMvUd6qrUmpSUREREREuj4FYSIiknTBxgAADut+gjBLZF0wb/VXSalJRERERES6PgVhIiKSdE1BmN2y70XwPWkuALy1XyelJhERERER6foUhImISNIFQkEAHFb7Po/xZLgBKA96k1KTiIiIiIh0fQrCREQk6YKNdQDY0/YThNlzAfDWVSWlJhERERER6foUhImISNIFQi0IwpwFAHgbapJSk4iIiIiIdH0KwkREJOmC4XoAHGmOfR7jySoCwBsOJqUmERERERHp+hSEiYhI0gXDjQDY05z7PMbj7g2A12xMSk0iIiIiItL1KQgTEZGkC5gNADgyMvd5jCenPwDlFjDD4aTUJSIiIiIiXZuCMBERSbpgOASAPd21z2N69IgEYY2Ggc+3LSl1iYiIiIhI16YgTEREki5ANAjbz4gwmz2brLAJgLdiU1LqEhERERGRrk1BmIiIJF3QjEx1dGS493ucxzQA8FZuSXRJIiIiIiLSDSgIExGRpAsSGellt2Xt97hcSwYA3uqvEl6TiIiIiIh0fQrCREQk6QKRgV44bDn7Pc5jjewq6a3dleCKRERERESkO1AQJiIiSReMBmF2e/Z+j/NkREaMeQNliS5JRERERES6AQVhIiKSVI0NQRqMSBLmsOfs91iPPReA8rrKBFclIiIiIiLdgYIwERFJqmCwIva13d5jv8d6HPkAeBtqElqTiIiIiIh0DwrCREQkqYLBSgAM0yQjY/+L5XsyCwHwhgKJLktERERERLoBBWEiIpJUgWgQZjfBsOz/Zcjj7g2A12xMdFkiIiIiItINKAgTEZGkCtZVAeBowbG52X0A8BomZjicwKpERERERKQ7UBAmIiJJFWgKwkzjgMd6PAMBqLMY1NZ+ndC6RERERESk61MQJiIiSRWsrwbAzoGDMKczD0fYBKC8YlNC6xIRERERka5PQZiIiCRVLAgzWvYS5ImOHPNWbklUSSIiIiIi0k0oCBMRkaQK1NcAYDfSWnS8x0gHwOvbnrCaRERERESke1AQJiIiSRVsqAXA0dIgLC2yrL63dmfCahIRERERke5BQZiIiCRVoD4ahFlaGISlZwHg9e9OWE0iIiIiItI9KAgTEZGkCjYGALBbMlp0vMfWAwBvXUXCahIRERERke5BQZiIiCRVoCkIs7YwCHPkAeBtqE5YTSIiIiIi0j0oCBMRkaQKhoIA2K22Fh2f6+oJgDcUSFhNIiIiIiLSPSgIExGRpAqG6gBwpNlbdLzHXQyAN9yQsJpERERERKR7UBAmIiJJFYiOCHNYWxiEZfcFoNwwE1WSiIiIiIh0EwrCREQkqYKhyMgue7qjRcd7cksAqLUYBANaMF9ERERERNpOQZiIiCRVIDrF0Z7mbNHxmZmFZJiR0WDe8i8SVpeIiIiIiHR9CsJERCSpgmYjAPZ0V4uONywWPOHI197KzYkqS0REREREugEFYSIiklRNQZijhUEYgMdIB8Dr256QmkREREREpHtQECYiIkkVNEMAODKyWnyOJ7qwvrdmR0JqEhERERGR7qFVQdicOXMwDKPZbfDgwYmqTUREuqCAGZnnaG9NEJaeCYDXvzshNYmIiIiISPeQ1toThg4dysqVK79pIK3VTYiISDcWwAQM7DZ3i8/x2HKgfhfeYHnC6hIRERERka6v1SlWWloavXr1SkQtIiLSDQSNyJ+tCcJyHR6oBm+DL0FViYiIiIhId9DqNcK++OILioqK6N+/P1OnTmXbtm37Pb6urg6fz9fsJiIi3VdTEOawZbf4HI8z8gGMtzGQiJJERERERKSbaFUQdtRRR7FkyRJefvllHn74YTZv3syxxx5LdXX1Ps+ZN28e2dnZsVtxcXG7ixYRkc4p1FhPvRFJwhyO3Baf53EfDEBFuD4hdYmIiIiISPfQqiBs8uTJnHvuuYwYMYJJkybx4osvUllZydNPP73Pc2bNmkVVVVXstn379nYXLSIinVPwW2t82e05LT7PFQ3NagjHuyQREREREelG2rXSfU5ODoMGDWLjxo37PMZms2Gz2drTjYiIdBGBYGXsa1srpka67J7I+Ua8KxIRERERke6k1WuEfVtNTQ2bNm2isLAwXvWIiEgXFowGYY6wiWFp+UuQ0xEJwmoNMMMaFSYiIiIiIm3TqiDsuuuu44033mDLli289dZbnHXWWVitVi644IJE1SciIl1IsC6yYYq9lee5XHkAhA2DurqqOFclIiIiIiLdRaumRv7vf//jggsuwOv1kp+fz/jx43n77bfJz89PVH0iItKFBKMhlsNs3RxHhyMv9nVt7W7sjh5xrUtERERERLqHVgVhy5YtS1QdIiLSDQRiI8JaF4RZrGk4wiYBi4E/4MWTiOJERERERKTLa9caYSIiIq0RqK8BwG60/uXHZUb+9Ae88SxJRERERES6EQVhIiKSNMH6agDshrXV5zqjo8hqA+VxrUlERERERLoPBWEiIpI0wQY/AA6jVTPzAXBFwzO/FssXEREREZE2UhAmIiJJE2yoBcBhSW/1uY5oEFZbVxnPkkREREREpBtRECYiIkkTaIyMCLO3IQhzRc/xR6dXioiIiIiItJaCMBERSZpAYwAAuzWj1ec6LZFzFISJiIiIiEhbKQgTEZGkCTYGAbBbba0+1xU9xx+dXikiIiIiItJaCsJERCRpgqE6ABxtCMKcaQ4AaqML7ouIiIiIiLSWgjAREUmapiDMnmZv9bmxIKxRQZiIiIiIiLSNgjAREUkaf9OIsDRnq891pbmatSEiIiIiItJaCsJERCRpguFGAOxtCMKc6QrCRERERESkfRSEiYhI0gTNBgDs0VCrNVw2NwD+cH1caxIRERERke5DQZiIiCRN0AwB4GhDEObMyAKgNjqqTEREREREpLUUhImISNI0BWH2jMxWn+u05wDgJxTPkkREREREpBtRECYiIkkTaBoRFp3m2BpOWw4AfjMcz5JERERERKQbURAmIiJJE8AEwG7LavW5LkcuAH7DjGtNIiIiIiLSfSgIExGRpAkakT8dtuxWn+tyeACoNeJZkYiIiIiIdCcKwkREJGmC0T/tbQjCnM5IEFZvGDQ0+ONYlYiIiIiIdBcKwkREJCnCoUbqLJHhXPbowvet4XTkx772+8viVZaIiIiIiHQjCsJERCQpgnWVsa8d9txWn59uc5FuRtYH89fujldZIiIiIiLSjSgIExGRpAj4y2Nf29qwaySAK7pOvj9Qvv8DRURERERE9kJBmIiIJEXTiDB72MRiTWtTG04zMrWyNqggTEREREREWk9BmIiIJEUwWAWAvR1tOI3Iy5Y/WNn+gkREREREpNtRECYiIkkRrPcBYDfb3oYTKwC131pvTEREREREpKUUhImISFIE6qoBsLfjpcdliUyp9Nf54lKTiIiIiIh0LwrCREQkKQLREWEOoz1BWAYA/vrquNQkIiIiIiLdi4IwERFJimB9DQAOw9rmNpzWSBBWG21LRESkM/LXlDLnyYlc+cejaairTXU5IiLdioIwERFJimBD5D/69nYFYZGl9v2N/rjUJCIikmzbt69m6l9O4Zn6nbxp1rL+s2dSXZKISLeiIExERJIi0BSEWdLb3IYzzQFArYIwERHphN5673f8cOVP2WgJx+7buGttCisSEel+0lJdgIiIdA/BaHjVniDMle4EINAYjEtNIiIiyWCGwzz+4mUsKHubsMVgeDiNPhk5PN9YxsbKjakuT0SkW9GIMBERSYpAQwAAR3TB+7ZwprsAqA0pCBMRkc4h4C/nxidPZL73HcKGwZnpPVl8wSrGFo4FYGPg6xRXKCLSvSgIExGRpAg2RoMwq63NbbjSswCoDdfHpSYREZFE2rHjPaY9dSIvNnqxmiazeh7HbT98BZs9m5KiIwHYaOrDHRGRZFIQJiIiSREM1QFgb0cQ5rS5AfCHG+NSk4iISKK8+8Fj/PCf0/nUEqJH2GTRyJ/zo1MfwrBE3oL1630chmlSYTHwln2e4mpFRLoPrREmIiJJEWgKwqIL3reF05YNgN9UECYiIh2TGQ7z5Cs/4+5dbxCyGAwJW7l/0qMUFY1udpzDmUtx2GCbFTZuW4Unb1CKKhYR6V40IkxERJIiGG4A2heEuWw5APjNUDxKEhERibs3/rOAeV//i5BhMNmay+Pnv7ZHCNakJD0y0nnj1x8ks0QRkW5NQZiIiCRFILqulyO682NbOO05ANRixqMkERGRuPvvjrcBONXag9/86HUcztx9HjvAdRAAG6u+TEptIiKiIExERJKkaUSYI7rzY1u4nB4A/EZcShIREYm7r4PlAByS3T+2Hti+DPQcCsDG4O6E1yUiIhEKwkREJCmC0emM9nYEYQ5HNAizGIRDWidMREQ6nt0N1QAUuIoOeGzJQUcDsNGsxwyHE1qXiIhEtCsIu+uuuzAMg2uvvTZO5YiISFcVaArCMjLb3IbLWRD7Ohgob3dNIiIi8bY7FAQgP7v3AY/tW3wsaaZJjcXg69L/Jro0ERGhHUHYu+++y+9//3tGjBgRz3pERKSLCpqRT7rbE4TZ7TlYzMj6YLV+TSMREZGOp9SIvN4V5Aw44LHpNhd9wpG3ZBu3vZnQukREJKJNQVhNTQ1Tp05l0aJF9OjRI941iYhIFxQg8sbAkZHV5jYMiwVndJ38Wn9ZPMoSERGJm2CgAp8lspBlft7gFp1TkpEDwMbSdYkqS0REvqVNQdhVV13F9773PU4++eQDHltXV4fP52t2ExGR7icYXeDeYctpVztNQZg/WNG+gkREROJsd9knADjCJllZB7XonAGZxQB84ducsLpEROQbrQ7Cli1bxvvvv8+8efNadPy8efPIzs6O3YqLi1tdpIiIdH7B6J92e3a72nFGX7pqg1ojTEREOpbS8o0A5JvGAXeMbDIwbxgAm+q8CatLRES+0aogbPv27VxzzTUsXboUu93eonNmzZpFVVVV7LZ9+/Y2FSoiIp1XONRIMDpVxN7OEWEuI/LSFairam9ZIiIicbW7agsA+RZbi88pOfgYADbRqB2RRUSSIK01B69du5bS0lIOP/zw2H2hUIh//etfPPjgg9TV1WG1WpudY7PZsNla/kIgIiJdT13dN9PiHfacdrXlNNKAELVBBWEiItKxlNZ8BUBBmqvF5xQfPJYM0yRoMfhqxzsUF49LVHkiIkIrg7CTTjqJ9evXN7vvJz/5CYMHD+aGG27YIwQTEREBCHxrGqOtnUGYy5IBZh3++up2ViUiIhJfu6M7Gue3YvSzNS2D/qaVz4wwG/+3RkGYiEiCtSoIy8rKYtiwYc3uc7lceDyePe4XERFpEgxWAmALm1jTMtrVlsOSDiGobVAQJiIiHcvX0Q9+Cpw9W3VeSUYunzWWsXH3fzkhEYWJiEhMm3aNFBERaY1gdD2vlq0uuX+utEgrtfW1cWhNREQkfnY3Rl6bCjKLWnVeibsvAF/4tsa7JBER+Y5WjQjbm1WrVsWhDBER6cqaFra3m+1vy2V1RNps9Le/MRERkTjaHa4DK+Rn923VeSX5w6H8PTY1VCakLhER+YZGhImISMIF6yLTGB0Y7W7LmRYJwmobA+1uS0REJF7McJhSI/KJT0FuSavOLSkeD8BmI0RDgz7oERFJJAVhIiKScMHowvZ2o/0vO66MTAD8obp2tyUiIhIvtbVfE7BEPvDJzzu0VecW9jocZ9ikwTDY/r81iShPRESiFISJiEjCBZpGhBntnpGPIz2yJX1tqL7dbYmIiMRLadknAGSFTRzO3Fada7GmMYB0ADYqCBMRSSgFYSIiknCBhsjiwXbD2u62XBluAPymgjAREek4Sss3AlBgtu0tVondA8DGso/jVpOIiOxJQZiIiCRcMBaEpbe7LactGoSFG9vdloiISLzs9m0DIN/atj2SS7L7A7CxZnvcahIRkT0pCBMRkYQLRnd4tFvaPzXSZc8BoNYMtbstERGReCmt2QFAQXpmm84vyR8JwMYGX9xqEhGRPSkIExGRhAtGd3h0WDPa3ZbTlg2An3C72xIREYmX3YEyAPJtrVsfrElJ7wkAbLOEqQtWxa0uERFpTkGYiIgkXCAahNmttna35XRE1lCpNdrdlIiISNyU1lUAUODq2abz8/MPxR02CRkGW7a9Gc/SRETkWxSEiYhIwgVCdQA42rhuyre5nHmRNg0wwxoVJiIiHUNpdBmAgsyD23S+YbFQYkQ+MPpixztxq0tERJpTECYiIgkXjAZh9rT2B2FNI8IaDYP6+up2tyciIhIPu80GAPJz+rW5jRJ7PgCbvJ/GpSYREdmTgjAREUm4YKgeAEeao91tOZ35sa/9/rJ2tyciItJeZjhMqcUEoCB3YJvbKckpAWBj7Y641CUiIntSECYiIgkXDEc+JbfHIQizpmVgD0febNT6d7e7PRERkfaqrNxMoxFZvDLPM7jN7ZT0HAXAF40a8SwikigKwkREJOECTUFYujMu7TW14g9WxKU9ERGR9igti0xlzA2bpNtcbW5nQJ/IzpFfWTXqWUQkURSEiYhIwgXMRgAc6Zlxac9pRj519wfK49KeiIhIe5RWfglAAdZ2tZObW4InFBn1/OWW19tdl4iI7ElBmIiIJFzQDAFgz8iKS3suI/LyVasRYSIi0gHs9m0DIN/a/iUASqJtfLHz3Xa3JSIie1IQJiIiCRc0wwA4MuI0IsxIA8Bf54tLeyIiIu1RWrsLgIJ0d7vbKnH0AmBT+eftbktERPakIExERBIuSGSahz2j/W8Q4JsgrLauKi7tiYiItMfuQGQ9r3y7p91tlfSI7Dq50b+z3W2JiMieFISJiEjCBYxoEGaL09RIawYA/oaauLQnIiLSHqX1kRHKBa5e7W6rpHA0AF+EatvdloiI7ElBmIiIJFww+qfDnhOX9pwWGwD+egVhIiKSeqUhPwAF7uJ2tzWgd2TnyFKrga9qe7vbExGR5hSEiYhIQpnhMAFLZJdHe5yCMFdaZCFhf6M/Lu2JiIi0x+7o7sj5Of3b3VaW+yB6RXeO3LT1jXa3JyIizSkIExGRhKr71jpecRsRlmYHoLYxEJf2RERE2qqxIYg3+q6qwHNIXNossUY2l/li13txaU9ERL6hIExERBIqGKyMfW2z5cSlTWe6C4DaxuABjhQREUksb/nnhA0Dq2nSo8eAuLRZ4ioEYGPFF3FpT0REvqEgTEREEioQKAcg3TRJS7fHpc2mIMwfqotLeyIiIm2127sBgLwwWNMy4tJmSW5kZNmmwNdxaU9ERL6hIExERBIqEJ0a6TDj16YrI7L7pD9cH79GRURE2qC0cjMABUZ63NosKToSgI2mRj6LiMSbgjAREUmoYF1kS3l7XIOwbAD80cWJRUREUmV39f8AyE9zxq3N/r2PxzBNyi0G3rLP49auiIgoCBMRkQRrCsIcGHFr02lzA1CrIExERFKs1B+Zvpgf/ZAmHhzOXA4OR143N23/V9zaFRERBWEiIpJgwfpqAOxG/F5ynI4eAPjNcNzaFBERaYvSgBeAAocnru2WpEU+9Pli1/txbVdEpLtTECYiIgkVaArCsMatTac9GoQZcZxvKSIi0ga7GyKvcwWuori2W5IZaW9j1aa4tisi0t0pCBMRkYQKNNQCYLfELwhzRT91r41biyIiIm1TGo4saF/g7h3Xdks8hwKwKVgW13ZFRLo7BWEiIpJQwWgQ5ojjblrOaBBWZzFobNCOWiIikjq7CQGQ32NAXNstOehoADaadZhhLQUgIhIvCsJERCShgo1+AByW+AVhLldB7Gu/f3fc2hUREWmN+rpqKi2RRe0L8gbHte2+xeOxmibVFoOvS/8b17ZFRLozBWEiIpJQwYYAAHZr/IKw9HQXaWZkfTB/dJFiERGRZCvd/TEAGaaJO85TIzNsWfQJR96ubdr+77i2LSLSnSkIExGRhPI3RoMwiy1ubRoWC87oOvkKwkREJFV2l28EoCBsYFji/9aqJCMbgI2l6+LetohId6UgTEREEioYqgPAnha/IAzAFQvCyuParoiISEuVVm0GoMCSkZD2SzIjo8y+iPYjIiLtpyBMREQSqikIc1gdcW3XGX0Jqw1WxLVdERGRltpd8xUA+WmuhLR/kLsPAKUNvoS0LyLSHSkIExGRhAqG6gFwpMU3CHMZVgD8dXpzICIiqVHqLwUg35aTkPbdzsguyb5wfULaFxHpjhSEiYhIQgWj/3m3xzkIc1jSAKitq4pruyIiIi1VGh2VXODIT0j77mi7PjOUkPZFRLojBWEiIpJQgXAjAPZ0Z1zbdUXXY9GIMBERSZXdDdUAFGQelJD23Zm9AKg2zIS0LyLSHbUqCHv44YcZMWIEbrcbt9vN2LFjeemllxJVm4iIdAEBsykIi+/6Kc6mIKyhNq7tioiItFRpdNRzQXafhLSfFQvCwAyHE9KHiEh306og7OCDD+auu+5i7dq1vPfee5x44omcccYZfPzxx4mqT0REOrlgNAhz2rLi2q7LagegVkGYiIikyG4jEk7l9yhJSPvurIMBCBkGtbVfJ6QPEZHuplVB2JQpUzjttNMYOHAggwYN4o477iAzM5O33347UfWJiEgnFzQjbxLsGfENwpxpkSDM3+iPa7siIiItUVuzi1qLAUB+3iEJ6cNuzyHNjEyLrK7ekZA+RES6m7S2nhgKhfjLX/5CbW0tY8eO3edxdXV11NXVxb73+bSWi4hIdxIk8h/4uAdh0amWtY2BuLYrIiLSEqVlnwHgCpu4olMY482wWHCbUG6Ar2YnhQnpRUSke2n1Yvnr168nMzMTm83G5ZdfzvLlyzn00EP3efy8efPIzs6O3YqLi9tVsIiIdC6B6AK/dps7ru26okGYP1R3gCNFRETib3fFRgAKzMTuP+aOtu/zlya0HxGR7qLV/2ofcsghfPjhh7zzzjtcccUVTJs2jU8++WSfx8+aNYuqqqrYbfv27e0qWEREOpem8VqOOAdhzvRMAPzRhYpFRESSqbRqKwAFVltC+3EbVgB8/t0J7UdEpLto9dTIjIwMSkoii0EeccQRvPvuu/z2t7/l97///V6Pt9ls2GyJfXEQEZGOyQyHCUaWT8Fuy4lr265osFYbbohruyIiIi2xuyayZld+WmZC+8myZACN+ALehPYjItJdtHscbzgcbrYGmIiISJP6+mpMI5KEORy5cW3bGQ3C/NFdKUVERJKpNBAZoZVv75HQftzRXZKr6yoT2o+ISHfRqhFhs2bNYvLkyfTu3Zvq6mqeeOIJVq1axT//+c9E1SciIp1YMFgR+9pmz45r205b5I2H3wzFtV0REZGWKK2LvMYVOAsS2o87zQmhcnx12nRMRCQeWhWElZaWcuGFF7Jz506ys7MZMWIE//znPznllFMSVZ+IiHRigWAlAGmmSXq6M65tO+05APiju1KKiIgk0+5GPxhQkHlwQvtxZ2RCHfjqqxPaj4hId9GqIOyxxx5LVB0iItIFNQVhjgRkVS6HB4BaI/5ti4iIHEhpuB6sUJDTL6H9uDMiI6qrG/0J7UdEpLtI7F6/IiLSrQXrqgCwJyIIc+YB4Dcii/KLiIgkixkOs9sSeXHLzx2Y0L6ybJEgzBcKJrQfEZHuQkGYiIgkTLAuMo3DQfyHbTmjI8JMwyAQLI97+yIiIvvi822jProZTH7ekIT25Y6+3lWH6xPaj4hId6EgTEREEiZQH1nY127E/+XG7sjFMCOfxvv9ZXFvX0REZF++LvsUgJywSYYtK6F9ZUWDMF+4IaH9iIh0FwrCREQkYYL1NQDYsca9bYs1Lbb2mIIwERFJpt0VmwAoSMDr23e5XT0B8KFlAERE4kFBmIiIJEwgGoQ5LIl5o+CKBmG1AW9C2hcREdmbUt82APIt9oT35c7sBUC1NocREYkLBWEiIpIwwYZaAOxGqzYpbjFndO0xf3R3ShERkWTYXbsTgIKMxE6LBMjKKgIgaDGoj669KSIibacgTEREEiYY3erdYUlPSPtOIzLSrFZBmIiIJFFpdCRyvt2T8L6yMotia2L6fP9LeH8iIl2dgjAREUmYQGMAALslIyHtO6Mjzfx1VQlpX0REZG9Ko687Bc6eCe/LYk0jM7oUgK9mZ8L7ExHp6hSEiYhIwgQbgwDYrYkJwlzRkWb+6O6UIiIiybA7FBnxXODunZT+3GZkKQBf7a6k9Cci0pUpCBMRkYRpGhHmsNoS0r4rOtLM31CTkPZFRET2ptRsAKAgp19S+nNHlwLw1e5OSn8iIl2ZgjAREUmYYKgOALs1MbtqOaMBW219bULaFxER+a5QYz3e6Luo/NxDktKnOzoCulq7JIuItJuCMBERSZhguB4Ae5ojIe07o+3WNioIExGR5Kio2ETIMLCYJrm5JUnpM8sS+eDHFyxPSn8iIl2ZgjAREUmYQCgydcSR7kxI+01BmD+6FpmIiEiife39FABPGNLSEzPi+bvc0de76nptDiMi0l4KwkREJGGC0TVU7AkKwlzpLkBBmIiIJM/uys0AFER3Lk6GrLTI652vrjppfYqIdFUKwkREJGEC4UYAHNHAKt6cTUFYuC4h7YuIiHxXqW87APnWxHzIszduWxYAvkZtDiMi0l4KwkREJGGCZggAe0ZmQtp3ZrgBqA03JKR9ERGR79pd+zUABdHXoGRwZ+QAUK0R0CIi7aYgTEREEiYWhKUnKAiLfkLuj448ExERSbTdwcjOjfmOvKT1mWXvAYAvpCBMRKS9FISJiEjCBDABcNiyE9K+y5YDgN9UECYiIsnxdb0PgAJXr6T16XZGQjefqRHQIiLtpSBMREQSJhgNwuzRkVvx5rLnAlBLOCHti4iIfNfucACAAnefpPXpdhYAUG3q9U5EpL0UhImISMIEjcifiRoR5rTnAOA3EtK8iIjIHnYTmfaf36N/0vrMckWCMJ9hJq1PEZGuSkGYiIgkhBkOE4gGVPboFMZ4c0WnitQqCBMRkSRoqKul3BJ50SnwDE5av+6sIgBqDAiHtByAiEh7KAgTEZGEaGioJWxE3izY7YkZEeZwegBoNAwa6moT0oeIiEiTMu9nAKSZJjk5/ZLWrzvrIABMw6C6ZkfS+hUR6YoUhImISEIEghWxr5sCq3hzOr/ZsavWX5qQPkRERJp8Xb4BgIKwgWFJ3lupDFsW9nBkWqTP91XS+hUR6YoUhImISEIEg5VA5FPz9HRnQvpIT3eSYUbeGPgD3oT0ISIi0mR35RYACizpSe/bHV0erLr266T3LSLSlSgIExGRhAgGqwCwJ3hdX1e0/Vp/WWI7EhGRbq+0+n8A5FtdSe87K/rWzacgTESkXRSEiYhIQjRNjUx0EOY0I+uQ+aMj0ERERBJld3QafkGCNoHZH3d0FJrPvzvpfYuIdCUKwkREJCGC9dUA2Enslo5OI/JSVhssT2g/IiIiu+sirzX5jrwDHBl/bksGANXfWoNTRERaT0GYiIgkRKApCDMS+1LjMqwA+KNTMUVERBLl64bIa1tBZlHS+86y2gHw1VUmvW8Rka5EQZiIiCRE01RFJ9aE9uM00iL9RYM3ERGRRNkdqgOgILtP0vt2p0fWJfPV6YMfEZH2UBAmIiIJ4a3dBUBu9BPsRHFFp4rU1vsS2o+IiHRv4VAjXxthAPJ7lCS9f3d6FgDVDbVJ71tEpCtRECYiIglRHojs4uhJz0xoPw6rDQC/3hiIiHQrwUAFb733O0KN9Unpb+1/H6fWYpAZNjm4aExS+vy2LFskCPM1+pPet4hIV6IgTEREEsIbXbw+15ad0H5c0RFntQrCRES6lT+vuJaffvwwf3jxkqT09/dPnwRgkr2IjGgolUxuWw8AfKFg0vsWEelKFISJiEhClEcXFPYkeGctZ5oDgEBjIKH9iIhIx/K5bwsAK7z/TXhfAX85r9RFpvxPOXRqwvvbG7fDA0B1ODkj4EREuioFYSIikhDeaDCV6+yZ0H5c6U4AakMKwkREuhNvY2Qk8KeWEGW7P01oX6/95378FoODQnD48B8ntK99yXJGPljymY0p6V9EpKtQECYiIglRHv3E2uM+OKH9OKNrkNVGd/ISEZHuoexbI6NWr388oX39Y+s/Afh+j2EYltS8hXK7Ih8s+QwzJf2LiHQVCsJERCQhvNGdtXLdvRPajzMjEoT5Qw0J7UdERDqWsujrDMC/d7yVsH5Kv/6INWZk9NmU0TMS1s+BuF29APAZYIbDBzhaRET2RUGYiIjEXUNdLT6LAYCnx4CE9uXKcAPgNxWEiYh0F/V11bHXGYC3GsppbEjMIvIvvns/YcNglJlBcfG4hPTREm73QQA0GgaB6IY0IiLSegrCREQk7sorNwFgNU2ys/sktC9ndFdKv9ZMERHpNrzezwFIM03cYROfxeCjz56Jez9mOMzfdr8LwJSi4+Lefms4nQVYzci0yOrqHSmtRUSkM2tVEDZv3jzGjBlDVlYWBQUFnHnmmWzYsCFRtYmISCdVXrkZgB5hsFjTEtqXyx7ZTr7W1DQREZHuoqziSwDywnBMei4Ab278e9z7+eyLf7DREibDNJl01My4t98ahsVCVnR5MJ+CMBGRNmtVEPbGG29w1VVX8fbbb7NixQoaGhqYOHEitbW1iapPREQ6IW/VNgByDWvC+3LacwDwo8WDRUS6izLfVgDyjHTGFY4F4N+V8f+A/u//fQyAE9JycWcXx7391nKbkemg1bWlKa5ERKTzatXH9C+//HKz75csWUJBQQFr167luONSO1RYREQ6jvKanQB4LLaE9+V0eADwGwc4UEREuoyy6q8A8FjtjB8xHf73Ip9YQnjLPseTNygufTQ0+Hmx5kuwGHx/4FlxabO93EYa0IgvsDvVpYiIdFrtWiOsqqoKgNzc3H0eU1dXh8/na3YTEZGurdwf+aQ6N82V8L6agrCAxSDUWJ/w/kREJPXKoq8zeelZ5OUPYUg4MgL5rfWPx62PNe//nnKLQW7YZOzhP41bu+2RZUkHwOf3prgSEZHOq81BWDgc5tprr2XcuHEMGzZsn8fNmzeP7Ozs2K24OPVDikVEJLG8wch/0D3RHR0TyeXKj30dCOiNgYhId+CtqwDAE10ncnz2QADe/Orfcevj718sB+C0zP6kpzvj1m57uK12AKqjP7+IiLRem4Owq666io8++ohly5bt97hZs2ZRVVUVu23fvr2tXYqISCdRXh8dMWzf94jheLHZsmO7aNX6NVVERKQ78NZHZpnkOSIfhowfMAWAtxq8cRkdXFW1jdcbywH4/oiL291evLjTIoGcr64qxZWIiHRebQrCZsyYwfPPP8/rr7/OwQcfvN9jbTYbbre72U1ERLo2b0NkExWPsyDhfRkWC87oOvn+QHnC+xMRkdQrC/kByMssAmDEoeeRFTapshh89Nmz7W7/lXcWUG8YDAxbGDxwSrvbi5es9MiSA7766hRXIiLSebUqCDNNkxkzZrB8+XJee+01+vXrl6i6RESkEysP1wGQG32DkmjfBGGaGiki0h2UhRsAyHP3BiAt3c7Y9Mg0yX9/8bd2t/+PHf8C4Pv5YzAs7VpWOa7c0SUHfI3+FFciItJ5tepf9auuuoo///nPPPHEE2RlZbFr1y527dpFIBBIVH0iItIJec1GADzu/Y8ajhdn9OXMH6xMSn8iIpI6ZjiM14h8ApLX45sP5scXjgXg35Wftav97dtX84FRj8U0OW3Mte1qK96ybNkA+Br1/ktEpK1aFYQ9/PDDVFVVcfzxx1NYWBi7PfXUU4mqT0REOhkzHKY8+uriyemflD5dRmS3sNq6yqT0JyIiqeP3lxKwGAB4egyM3T9u2IUAfGw0UF6+sc3t/+O9BwEYa7go6LnvTcFSwR1de7M6rF2SRUTaqtVTI/d2mz59eoLKExGRzsbn20ajEXmD0qNHcoIwZzQI89f5ktKfiIikTpn3CwCcYRNn5jdrURb0HMYhYQumYbB63ZI2tW2Gw/y94iMApvSZ1O5a483tzAPAZzakuBIRkc6r40x4FxGRLsFb8SUAWWETmz07KX06LRkA1CoIExHp8soqI68zeaaxx2Pj3ZERYqt3rG5T2++v/xNfWcEVNjnxyGvbXGOiuJ2RXTJ9ZijFlYiIdF4KwkREJK68VVsAyN3LG5REcVltAPgbapLWp4iIpEaZbxsAedEPQb5t/IDTAXirfjfhUGOr2/7HJ0sBmGjvhcOZ244qE8OdWQhAdfJeYkVEuhwFYSIiElfl1V8B4NnLG5REccaCsNqk9SkiIqlRVrMTAI/VucdjI4eeR2bYpMJi8PFny1vVbjBQwT+DOwCYMuRH7S80AdxZBwHgtxg0NGjnSBGRtlAQJiIiceWt3QVArtWRtD5daZG+avWmQESky/MGdgOQl+He47H0dCdj03IA+PcXrQvCVr27kBqLQVEIjhh+YbvrTITM6IgwgOrqHSmsRESk81IQJiIicVUe8ALgSc9KWp/OaBDmDwWT1qeIiKRGWV0FAHmOvU9dHF94NAD/rvi0Ve3+fctLAJze41As1rR2VJg4ael2XGETgOrqnSmuRkSkc1IQJiIiceWNvkHJteUkrU9neiYAtQrCRES6vLLoepB5zp57fXxcdDTXeqOBivJNLWtz96e8FY60+/3DZ8ShysRxR3IwfDW7UluIiEgnpSBMRETiqjz6BsUT3dkqGZzpLgD8ofqk9SkiIqlRFv3QIy+6XtZ39ew5goFhC6Zh8NZ/Hz9ge+FQIwtX/oyQYTAynE6fPsfGtd54yzKsAPj8X6e4EhGRzklBmIiIxFV5KABArqtX0vp02SLrxPjDCsJERLo6rxnZDdKT3Wefx4x3DwDg31+9ud+2Qo31zHn6VJbXf41hmlw8uGMukv9tbiMdgOroUgQiItI6CsJERCSuvOEGADxZByetT2c0CKuNvjkSEZGuKRxqxBt9B5PXo2Sfxx3b/3sAvFW/m3Bo768NjQ1Bbn5qEsvrv8ZimtzZ9yxOGHtd3GuOtyxLZKdkX6A8xZWIiHROCsJERCSuyo3I4iW5+/mkPt5c0fXI/GY4aX2KiEjyVVZtIWQYAOTm7jsIO2zYBbjCJuUWg0827Ll7ZEODnxueOoXnG8tIM03uHnA+px9/e8Lqjid3dIMYX31ViisREemcFISJiEjcBAMV1Foib1A8+3mDEm9ORw8AalEQJiLSlZWVfwFATtgkPd25z+PS050cnZYNwL+/+Fuzx+rrqvnFk6fwSqiSNNNk/qALmXTsLYkrOs7c0XUxffW+FFciItI5KQgTEZG4Ka+I7M6VbppkZhYmrV+nPReAgJG0LkVEJAXKKjcDkGce+G3M+F5HAfDv8k9i99UFq7j2qVN43fSRYZosPPQyTjzm+sQUmyBZ0Z2SffU1Ka5ERKRzUhAmIiJx462IvEHxhMGwJO8lxuXIA6DWADOsUWEiIl2Vt3oHAB6r7YDHjh9+IQDrjXqqKrcQ8Jcz46lTeNOsxR42eXD4DI498uqE1psIbltkpFt1dHMaERFpnbRUFyAiIl1HefV2AHKN5L68OJ0eAMKGQV1dFfboVEkREelavLW7AMhLyzzgsb16HUZJ2MJGS5iV7z7A81+9wXtGHY6wyUOjZjLmsIsSXW5CuKOjoH2huhRXIiLSOWlEmIiIxI23pumTentS+3U4PLGva2t3J7VvERFJnrJAGQB5GdktOn58Vn8Abv/qn7xn1JEZNnlk9KxOG4IBuB3RICxcn+JKREQ6JwVhIiISN+X+SAiV24JP6uPJmpaBIxzZrdIfUBAmItJVlUV3SsyLTok/kPH9JwMQMgyywiaLjrqVw4ZPTVh9yeB2FgBQbYZSXImISOekIExEROLGGywHwGNr2Sf18eSM5GD4AxVJ71tERJKjrDGyQLzH1atFxx8+dCoHhSA3bPKHY+5k2KHnJrK8pHC7egLgM8wUVyIi0jlpjTAREYkbb3Qr91y75wBHxp8TAy9QGyhPet8iIpIc3lAdWCHPfXCLjk+3uXjugn8RNkM4nS0bRdbRZUV3Za6ObhCTzM1pRES6Av2rKSIicVMe8gOQG522kUwuI/KS5q+rSnrfIiKSHGVGZGfgvOy+LT7H7ujRZUIwALf7ICCyQUxt7dcprkZEpPNRECYiInHjjS7c68kqSnrfzuhOlbV1lUnvW0REEq+hrpZKiwFAXu7AFFeTOjZbNulmZFqkr/qrFFcjItL5KAgTEZG4KSeycK/H3TvpfTuNdAD89dVJ71tERBLPW/EFAGmmSXZ2nxRXkzqGxYI7MjCO6ppdqS1GRKQTUhAmIiJxEWqspyLyQT2eHgOS3r/LmgEoCBMR6aq8FZsAyA2Dxdq9lzp2R9/G+TQ1UkSk1RSEiYhIXFRUfolpGBimSU5Ov6T372wKwhpqk963iIgkXlnVVgDyjO4dggFkRa+Bz787xZWIiHQ+CsJERCQuyis3A5BjQlq6Pen9u6wOAGob/EnvW0REEq8suh5WXvTf++7MbYl8+OMLaqdkEZHWUhAmIiJxUV61DYBcMzUvLY60aBDWqCBMRKQrKvOXApCXnpniSlLPnRb5wMkXrExtISIinZCCMBERiQtv9JN6T/RT6mRzpbsA8IfqUtK/iIgkVlnQC4DH1iPFlaReVpoTAF99VYorERHpfBSEiYhIXJT7Iwv25kb/c55srugIAQVhIiJdk7feB0CeMz/FlaSeO/qaV11fk+JKREQ6HwVhIiISF95A9JP6jOyU9O/MyALAH65PSf8iIpJYZaEAAHmuwhRXknrZtshrrU/LAYiItJqCMBERiYvy+koAcu05KenfZXMDUBtuTEn/IiKSWGXRDzry3L1TXEnqZUWDsOpQMMWViIh0PgrCREQkLrwNtQB4HAUp6d8RDcL8hFLSv4iIJFaZYQKQ16N/iitJPbfdA4AvrOUARERaS0GYiIjERXn0U+nczNRMWXHZcwHwm+GU9C8iIonjryklYDEA8OSWpLia1MtyNgVhGgUtItJaCsJERCQuvGYDAB53cUr6d0anZNZGRwy0V1nZZzz9z2so2/1pXNoTEZG281Z8AYAjbOJ0pmbkcUfidvUEoBp9+CMi0loKwkREpN3McJjyyAf15Gb3SUkNLmceAH4jPu3d/MI0bt/1Gqc9fy4PLv8hNdU749OwiIi0WlnFZgA8poFh0VsYd3T0tS9Or3kiIt2JXkVERKTdamu/pi46ZSU3RVNWnI7INJF6w6ChoX27aG3Z8garibQRsBj83vcx3/vrKSx96Uoa6mrbXauIiLROmW8bAHmW9BRX0jFkRYOwOotBXbAqxdWIiHQuCsJERKTdyis2AU1TVvJSUoPrW1Nl/P6ydrX19Lv3AXCs4eK+ARfQNwTlFoO7St/k+0uP5sU3biUc0rosIiLJUlazA4A8qzPFlXQMmZmFGGZkKYDq6h0prkZEpHNRECYiIu3mrdwCRKaspEq6zUV69E2Bv3Z3m9sJ+Mt5riYS7P3wkAs4ZfyvePbH73BL4UnkhUz+Z4UbtjzLD/84mjVr/y8utYuIyP6VBSL/rnsy3CmupGOwWNPIii6J6atRECYi0hoKwkREpN3Kq/8HQK6R2ikrzuibAn+gvM1tvPzWPKotBgeFYNwRVwCQnu7kvIn388IPVzEj5zBcYZNPLSEu++ghLnv8SDZ88UI8yhcRkX3wBisAyIvuECyQFf3wyVf7dYorERHpXBSEiYhIu3lrIgvJe6yOlNbhir4pqA22LQgzw2Ge3L4CgPMLjsSaltHscaczj5+e8SdePOM5/p+jL2mmyRoC/PjfN7B23ePtK15ERPaprKEagDztGBnjNqwA+NoxClpEpDtqdRD2r3/9iylTplBUVIRhGDz33HMJKEtERDoTbyCyJlduuiuldThpCsIq2nT++k//wqeWEBmmyZnH/Gqfx+XmlnDDef/g7yct4ijsBCwGV75/Dx9+9ESb+hURkf0rCwUAyMs6KMWVdBzu6MYBvkD71sUUEeluWh2E1dbWMnLkSB566KFE1CMiIp2Qty4SPHnsPVJah9NIA8Bf17YdtJ5a93sATs0ooEfugAMeX1w8lgfPe4WjsOO3GFzx7p2s//gvbepbRET2rcyMbFCS5+6d4ko6DrfFBkB1Gz/8ERHprtJae8LkyZOZPHlyImoREZFOqrw+MmUl1+5JaR0uSxrQwFbvhlafW1G+iZfrS8EwOH/kT1t8nt3Rg4XnvsSVT5/KWksdP/3PXB61pnPo4DNbXYOIiOwpHGrEG/34Pq9HSWqL6UDcaU6or8LXxg9/RES6q4SvEVZXV4fP52t2ExGRrqU8OmXF4+qZ0jpO6HkkAI+U/Ydduz5s1bnPvXUn9YbBkLCV4UPObdW5TmcevzvnRUaZGVRbDC5bczMbPn++VW2IiMje+XzbaTQiU99zcxWENcmKLkfgq9f7KxGR1kh4EDZv3jyys7Njt+Li4kR3KSIiSeYN1wPgyTo4pXWcd/J9jAinUWsxuOOVKzHD4RadFw418lTpfwD4YfHJGJbWvzw6Mwv43dnPMyKcRpXF4NLVN7Jx0yutbkdERJorK/8CgOywSYYtK8XVdBzujMi1qG6sTXElIiKdS8KDsFmzZlFVVRW7bd++PdFdiohIkpUbkcApN8Vrt1jTMph73G9IM01WmdX889+3t+i81Wt/x1dWyAqbTN7PIvkHkplVyMM/+DuHhq1UWAwueWMmX25+rc3tiYgIlFVuBiDP1Ib33+a25QDgawykthARkU4m4a8mNpsNt9vd7CYiIl1HQ10tPktkyoqnA0xZKRkwkctyRgAwb9NfqKzYfMBznvrsSQDOzByAw5nbrv7d2cU8ctZzDA5b8FoNLnn9arZufbNdbYqIdGdl1f8DIM9qS3ElHUtWdIMaX6guxZWIiHQu+lhFRETapbxyEwBW08Tt7hjT3y+ZvIiSkEG5xeCely7e77FfffUO/wpHFvs/b8zMuPSfndOXR854lpKwhd1Wg4tfvYLt29fEpW0Rke7GW7sLAE+aK8WVdCxuRx4A1WZDiisREelcWh2E1dTU8OGHH/Lhhx8CsHnzZj788EO2bdsW79pERKQT8FZ8CUBuGCzWVm9GnBDpNhdzjvwVhmny94bdrH73wX0e+/Tbd2MaBmNx0LfvhLjV0CN3AI9O+Qv9QwZfWw0uXnEppV9/FLf2RUS6i7JAGQB5GdkprqRjcbsKAPCZLVsPU0REIlodhL333nuMGjWKUaNGATBz5kxGjRrF7Nmz416ciIh0fOW+yNqPuYY1xZU0N3LYD5nq7AfAbet/j7+mdI9j6oJVLPdtAOD8gWfHvQZP3iAePf1J+oZgp9XgyX/PiXsfIiJdXVldJQB50RFQEpEV3am52jBTXImISOfS6iDs+OOPxzTNPW5LlixJQHkiItLReWu+AsBj6Xhrt/zstMcoCsEOKyx8cc8pkq+suYcKi0HPkMmEMdckpIb8gqFc1PtUAD6o3pKQPkREurKy6K6Iea5eKa6kY3FnFgFQbTEINdanuBoRkc5Da4SJiEi7lPt3A5DbAdducWYWcOvwywF4wr+ZDz96otnjT215EYBzPaNIS7cnrI6RAyYD8LEZpKHBn7B+RES6orJwZDF4TzT4kQh31kGxr2tqdqSwEhGRzkVBmIiItIs34AXA00HXbjlmzFV8P70A0zCY85+7qK+LLIz/6Ya/sc7SQJppcvYxv0poDX17H4c7bBK0GHy+8aWE9iUi0tWUEwLAk9M3tYV0MOk2F45wZFqkr3pniqsREek8FISJiEi7lNf7AMi156a4kn27/rTHyA2bbLKaPPriZQA89f5DAJyS5iEvf0hC+7dY0xhpzQTgwy0rE9qXiEhX0tDgp8KIfJ3XY2Bqi+mAsqLLg/lqFYSJiLSUgjAREWkXb2MNAJ7o7lUdUXZOX2YNOA+ARVXr+eC/f+bFYGQayfnDL0pKDYflRN7ArfN+kpT+RES6goryLzENA6tpkqMRYXtwR9/O+Wr33BBGRET2TkGYiIi0S3l07ZbcDr52y6TxN3O8kUWjYfDTtXcRsBiUhC0cPvzHSel/5MHHAvBhvTcp/YmIdAVlFRsByA2DNS0jxdV0PG5LOgDV/rIUVyIi0nkoCBMRkXbxmtG1W9y9U1zJ/hkWCzdP+j8ywyYBS2SezQ+LJmBYkvNSOHzQmVhMk51Wg6+//m9S+hQR6ezKqrYCkGekpbiSjskd3bHZFyxPcSUiIp2HgjAREWmzcKiRiugrSW4nmLLSs+cIZh50CgCusMnp4xK7SP63OTMLOMSMvJFb9/nfk9aviEhn5q3+HwAeS+J29u3MsqyR61JdV5XiSkREOg99tCIiIm3m822n0YiMrvJ0kkWMzz7pHnj1l/TJH4ors1dS+x7hLOLT4HY+3PUuE5Pas4hI51Tm/xqAvPTMFFfSMbnTXdC4G5+CMBGRFlMQJiIibVZe+SUAWWGTdJsrxdW0jMWaxrkTF6Sk78N6HsFTW7ezrmZ7SvoXEelsyqJT/vJsOaktpINyp2dCAHwNNakuRUSk09DUSBERaTNvdO0Wj6mXk5YYOeA0AD4x6qkL6tN7EZEDKauP/FuZ58xPcSUdU5bNDUB1YyDFlYiIdB565yIiIm3m9UXWbsmN7lol+3fwQUfhCZk0GgaffP6PVJcjItLhlTX6AfC4ClNcScfktvcAwBcKprgSEZHOQ0GYiIi0WXl07RaP1ZniSjoHw2LhsPRsANZtW5XaYkREOgFvuB6AvA6+M3GquB15APii10lERA5MQZiIiLSZN1AGQG5GVoor6TxG9hgMwIcVn6a4EhGRjq/MMAHIy+mX4ko6pqxoEFZtNqa4EhGRzkNBmIiItFl5XSUAHi1i3GKH9T4BgHUNVZjhcIqrERHpuPz+MmotkZ2J8zyDUlxNx+TO7AmALxoYiojIgSkIExGRNvPWR3ap8ji0iHFLHTpoCmmmSZnV4Ksd/0l1OSIiHZbX+wUA9rCJy9UzxdV0TO7MyNppPgN9uCIi0kIKwkREpM3KQ5FdqnJdvVJcSedhs2dzqBnZXODDjS+kuBoRkY7LW/klAB7TwLDobcveuDOLAGg0DALB8hRXIyLSOegVRURE2sxrNgDgcRenuJLOZWRmZNHndV+vTXElIiIdV1nVNgDyDO1MvC8OZx5pZmRapC+6k7OIiOyfgjAREWmz8uiaJLnZfVJcSecystdoANb5d6S4EhGRjqusJvJvZF6aI8WVdFyGxUJWdHmw6ppdqS1GRKSTUBAmIiJtEvCX448uYuzJLUlxNZ3LyIFTANhgNOKvKU1xNSIiHVNZYDcAeenuFFfSsbnNyGuxr/brFFciItI5KAgTEZE2Ka/YCECGqUWMW6tXr8PoFTIJGwYfffH3VJcjItIhlUXXvPLYe6S4ko7NbaQB4PPvTnElIiKdg4IwERFpE2/lZgA8YbSIcRsclpELwIfb30hxJSIiHZO3IbozsbMgxZV0bFmWyBpq1QEtli8i0hJ65yIiIm1SXh1ZlDc3+km0tM5hnqEArKvcmOJKREQ6Jm90Z+K86M6Isnduqx0AX52CMBGRllAQJiIibeKtjixi7LFqEeO2GNnnRADWhaoJhxpTXI2ISMdTFt2ZOE8bsuyXO80JgC9YleJKREQ6BwVhIiLSJuXRRYxz01wprqRzOmTg97CHTaosBlu2/SvV5YiIdChmOExZ9J1KXo8BqS2mg8tKzwSgOjqVVERE9k9BmIiItIk3WAHA/2/v3uOjqO7/j7/PzG4uGEJIuAQxXJRqoSgURUq9IBaE+rMVrXf6A0Tr71uxtnhpRR8WxEdF67etVWr1W7/9alvBSq14q9QWhVpFW1Hw8kUUCwUFFAIkEJLN7s75/TGzs7tJFAIhm8vrySPMZefymTNnzsycOTtbll+S20DaqWi0i4aYfEnS6n8tyXE0ANC2VO/+UHGT+mXiz+U4mratOM//Vc3qRE2OIwGA9oGKMADAAdlRXy1JKi0szXEk7dfwrgMkSas/WZXTOACgranc8b4kqatnlV/QLcfRtG3FBSWSpOpEXW4DAYB2goowAMAB2ZHcK0kq61Ke40jar+GHj5YkrardmuNIAKBt2R78MnEPy+3KvnQt6C5JqvZiOY4EANoHziwAgANSmfQvuEu78mteB+q4z31dkvSBa1VdtSnH0QBA27G92i8Tezh5OY6k7Svu0lOSVG354RUA2B9UhAEADsgO40mSyvg1rwNW1uNo9Uv6/W+uXZzTWACgLdles0WS1IMfZNmnVEXYbpvMcSQA0D5QEQYAaLZEvE47/XcYq7RkYG6DaeeG5fs3MKs/ejnHkQBA27G9drskqSyf94PtS3GR/4qCapPjQACgnaAiDADQbLuqNsgaI2Otupccmetw2rXhPY6VJK2q/iDHkQBA21EZ2yVJ6lFQlttA2oHirn0lSbWOUTy+N8fRAEDbR0UYAKDZKnf6lTbdreRGeH/LwRh25BmSpDe9vUom6nMcDQC0DdvjeyRJPQ7rneNI2r6iovS7Onfv3pzDSACgfaAiDADQbDuClxiXys1xJO3foIHjdZhntdcxWrf+L7kOBwDahO3BLyD26HpEjiNp+9xInoo8K0mqrv4ox9EAQNtHRRgAoNkqd/sX2mX8mtdBcyN5OtbpIkla/a/nchwNALQN2+W/+L1HtwG5DaSdKLX+C8LuevFGfoUYAPaBijAAQLPt2PuxJKnU7ZLjSDqG4cVHSZJWbX8rx5EAQO7F6qrCH2QpKx2U22DaiSuPPEcRa7XUq9YFj52pt/93Ua5DAoA2i4owAECzVdZWSpLK8opzHEnHMKzvlyVJq2PbchwJAOSOl0zo2eVzNGnBybLGKI8fZNlv/+e0ufrNyNnqm5Q+cqX/+49b9Ns//T9Zz8t1aADQ5lARBgBoth2xKklSaUH3HEfSMRx3zCRJ0kZXqtz+Xm6DAYAcWLHyPl30mxP0/Q2P6UNXKktazR1wLj/I0gzHfuF8PfqNP2mc000JY/TjbS/r6t+drKpdG3IdGgC0KVSEAQCarTLh/5pXWZdeOY6kYyjuVqGjkv73gN58/8kcRwMAred/312sKx46UVe8/QutcZI6zLO6qmS4/nTB8/o/p83NdXjtTnG3Cv108t80q/epilqrZXa3zv/jWVr19oJchwYAbUbkQGb6xS9+oTvvvFNbt27VsGHDdM899+jEE09s6dgAoM2Lx2pUueM9bd+5Ttuq/q3tuz/S9uD9WeVFfVXe/Sj1KRus8t7HqaCw/bWeqqvdqQ0bX9QHW17TBzve1fqazfogXq1/O55kjEqL+uQ6xA5jeGG5PqjfolWbV2hsroMBgENs06Y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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# concat dfs\n", "df3 = pd.concat([df, df1, df2], axis=1)\n", "add_act_df = df3.loc[pd.IndexSlice[:, 'ETH'], 'add_act'].droplevel(1)\n", "# rename cols\n", "col_names = [vendor + '_' + 'ETH_' + 'active_addresses' for vendor in ['glassnode', 'coinmetrics', 'cryptocompare']]\n", "add_act_df.columns = col_names\n", "# plot active addresses\n", "add_act_df.plot(figsize=(15,5))\n", "add_act_df.loc['2016-09-01':'2017-01-01'].plot(figsize=(15,5))\n", "add_act_df.plot(subplots=True, layout=(1,3), figsize=(15,5))\n", "plt.legend(loc='upper right');" ] }, { "cell_type": "markdown", "id": "658be29c", "metadata": {}, "source": [ "Comparing the three active address series, we notice that both the Cryptocompare and Coinmetrics active addresses appear to have **large outliers in ETH active addresses** in late 2016. \n", "\n", "Large outliers can cause major distortions down stream in any machine learning or predictive process so cleaning this data before doing so is a necessary next step." ] }, { "cell_type": "markdown", "id": "c50b06be", "metadata": {}, "source": [ "## Step 3: Data Cleaning\n", "\n", "Once outliers are detected through visual data inspection, they can be filtered and repaired by importing **CryptoDataPy**'s `CleanData` module. \n", "\n", "We have several options:\n", "\n", "1. **Use the series without large outliers**.\n", "2. **Filter the outliers using one of CryptoDataPy's outlier detection methods** (shown below) and keeping the 'clean' series.\n", "3. **Combine 1 and 2**, e.g. filtering and repairing outliers using outlier detection and missing values imputation algorithms, and then taking the median (or some other measure of central tendency) from the resulting series as the representative 'true series (also shown below)." ] }, { "cell_type": "code", "execution_count": 21, "id": "5b1d8182", "metadata": {}, "outputs": [], "source": [ "# import CleanData\n", "from cryptodatapy.transform.clean import CleanData" ] }, { "cell_type": "markdown", "id": "26d31b41", "metadata": {}, "source": [ "Here, we will use the **STL outlier detection algorithm**, similar to the one used by [Twitter](https://blog.twitter.com/engineering/en_us/a/2015/introducing-practical-and-robust-anomaly-detection-in-a-time-series) to filter/remove outliers, and then use the **interpolation method** for outlier repair." ] }, { "cell_type": "code", "execution_count": 30, "id": "15c6b28e", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# filter cryptocompare data \n", "# show raw vs filtered plot\n", "CleanData(df2).filter_outliers(od_method='stl').\\\n", " repair_outliers(imp_method='interpolate').\\\n", " show_plot(plot_series=('ETH', 'add_act'))\n", "# save filtered df\n", "clean_df2 = CleanData(df2).filter_outliers(od_method='stl').\\\n", " repair_outliers(imp_method='interpolate').\\\n", " get(attr='df')" ] }, { "cell_type": "markdown", "id": "2acf59fe", "metadata": {}, "source": [ "Let's visually inspect the data once again to assess data quality." ] }, { "cell_type": "code", "execution_count": 31, "id": "5c853187", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# concat dfs\n", "df_clean = pd.concat([df, clean_df1, clean_df2], axis=1)\n", "add_act_df1 = df_clean.loc[pd.IndexSlice[:, 'ETH'], 'add_act'].droplevel(1)\n", "# rename cols\n", "col_names = [vendor + '_' + 'ETH_' + 'active_addresses' for vendor in ['glassnode', 'coinmetrics', 'cryptocompare']]\n", "add_act_df1.columns = col_names\n", "# plot active addresses\n", "add_act_df1.plot(figsize=(15,5))\n", "add_act_df1.loc['2016-09-01':'2017-01-01'].plot(figsize=(15,5))\n", "add_act_df1.plot(subplots=True, layout=(1,3), figsize=(15,5))\n", "plt.legend(loc='upper right');" ] }, { "cell_type": "markdown", "id": "bf1d6c05", "metadata": {}, "source": [ "These data cleaning algorithms do a good job of filtering and repairing large outliers as we can see.\n", "\n", "We can now use one of the 'cleaned' data sets for data analysis, or alternatively, **use all 3 series to construct a 'series of truth'** which uses the median of the 3 time series." ] }, { "cell_type": "code", "execution_count": 25, "id": "8f6d130c", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot series of truth\n", "df_clean.add_act.median(axis=1).unstack()['ETH'].plot(title='ETH Active Addresses - Series of Truth', figsize=(15,7));" ] }, { "cell_type": "markdown", "id": "27da44ec", "metadata": {}, "source": [ "You are now ready to begin exploring, analyzing and predicting with clean data!" ] }, { "cell_type": "markdown", "id": "a17e9a17", "metadata": {}, "source": [ "# Stablecoin Analysis\n", "\n", "Stablecoins are a growing and import part of the cryptoeconomic ecosystem. The recent failures of some stablecoin projects and the broader impact this can have on the ecosystem makes risk monitoring and analysis of stablecoins increasingly import.\n", "\n", "**CrptoDataPy** makes it easy to find data on stablecoins.\n", "\n", "The `DataCatalog` allows us to find information on the largest stablecoins by market cap." ] }, { "cell_type": "code", "execution_count": 26, "id": "ea6a3228", "metadata": {}, "outputs": [], "source": [ "from cryptodatapy.util.datacatalog import DataCatalog \n", "dc = DataCatalog()" ] }, { "cell_type": "markdown", "id": "b1c199c2", "metadata": {}, "source": [ "If we want to get metadata" ] }, { "cell_type": "code", "execution_count": 27, "id": "2a1ad7a2", "metadata": {}, "outputs": [], "source": [ "sc_meta = dc.get_tickers_metadata(cat='crypto')" ] }, { "cell_type": "code", "execution_count": 28, "id": "2cc2d338", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namedescriptionurlcountry_id_2country_id_3country_nameaggcategorysubcategorymkt_typefrequencytenorunitquote_ccytiingo_idfred_iddbnomics_idinvestpy_id
ticker
USDTTether USDTUSDT is a cryptocurrency asset issued on the B...NaNWLWLDWorldWLcryptostablecoinspottickNaNfiat currency per unit of stablecoinNaNNaNNaNNaNNaN
USDCUSD CoinUSD Coin (USDC) is a fully collateralized US ...NaNWLWLDWorldWLcryptostablecoinspottickNaNfiat currency per unit of stablecoinNaNNaNNaNNaNNaN
BUSDBinance USDBinance USD (BUSD) is a stable coin pegged to ...NaNWLWLDWorldWLcryptostablecoinspottickNaNfiat currency per unit of stablecoinNaNNaNNaNNaNNaN
DAIDai DAIThe Maker Protocol, also known as the Multi-Co...NaNWLWLDWorldWLcryptostablecoinspottickNaNfiat currency per unit of stablecoinNaNNaNNaNNaNNaN
FRAXFrax FRAXFrax attempts to be the first stablecoin proto...NaNWLWLDWorldWLcryptostablecoinspottickNaNfiat currency per unit of stablecoinNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " name description url \\\n", "ticker \n", "USDT Tether USDT USDT is a cryptocurrency asset issued on the B... NaN \n", "USDC USD Coin USD Coin (USDC) is a fully collateralized US ... NaN \n", "BUSD Binance USD Binance USD (BUSD) is a stable coin pegged to ... NaN \n", "DAI Dai DAI The Maker Protocol, also known as the Multi-Co... NaN \n", "FRAX Frax FRAX Frax attempts to be the first stablecoin proto... NaN \n", "\n", " country_id_2 country_id_3 country_name agg category subcategory \\\n", "ticker \n", "USDT WL WLD World WL crypto stablecoin \n", "USDC WL WLD World WL crypto stablecoin \n", "BUSD WL WLD World WL crypto stablecoin \n", "DAI WL WLD World WL crypto stablecoin \n", "FRAX WL WLD World WL crypto stablecoin \n", "\n", " mkt_type frequency tenor unit \\\n", "ticker \n", "USDT spot tick NaN fiat currency per unit of stablecoin \n", "USDC spot tick NaN fiat currency per unit of stablecoin \n", "BUSD spot tick NaN fiat currency per unit of stablecoin \n", "DAI spot tick NaN fiat currency per unit of stablecoin \n", "FRAX spot tick NaN fiat currency per unit of stablecoin \n", "\n", " quote_ccy tiingo_id fred_id dbnomics_id investpy_id \n", "ticker \n", "USDT NaN NaN NaN NaN NaN \n", "USDC NaN NaN NaN NaN NaN \n", "BUSD NaN NaN NaN NaN NaN \n", "DAI NaN NaN NaN NaN NaN \n", "FRAX NaN NaN NaN NaN NaN " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sc_meta.head()" ] }, { "cell_type": "markdown", "id": "842e295b", "metadata": {}, "source": [ "Or we can get a list of stablecoins" ] }, { "cell_type": "code", "execution_count": 29, "id": "88886520", "metadata": {}, "outputs": [], "source": [ "sc_list = dc.get_tickers_metadata(cat='crypto', as_list=True)" ] }, { "cell_type": "code", "execution_count": 30, "id": "99ed544e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['XAUT',\n", " 'USDT',\n", " 'EOSDT',\n", " 'USDN',\n", " 'USDX',\n", " 'ALUSD',\n", " 'YUSD',\n", " 'RSV',\n", " 'OUSD',\n", " 'JGBP']" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sc_list[:10]" ] }, { "cell_type": "markdown", "id": "b0c36b80", "metadata": {}, "source": [ "If instead we want an updated stablecoin list, we can use the `scrape_stablecoins` method to scrape stablecoin information for various source. The information will be returned to us sorted by market cap." ] }, { "cell_type": "code", "execution_count": 31, "id": "3b302901", "metadata": {}, "outputs": [], "source": [ "sc_scraped = dc.scrape_stablecoins(source='coinmarketcap')" ] }, { "cell_type": "code", "execution_count": 32, "id": "8a7d5704", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nameprice24h_%_chg7d_%_chgmkt_capvolume_24hcirc_suppkly
ticker
USDTTether1.00000.00000.00016.796102e+103.447678e+216.795470e+10
USDCUSD Coin1.00000.00010.00014.959400e+103.761719e+194.959359e+10
BUSDBinance USD0.99960.00070.00032.050853e+106.563867e+192.051725e+10
DAIDai0.99950.00050.00016.926312e+091.957382e+176.930064e+09
FRAXFrax0.99280.00410.00551.346251e+091.413502e+131.355966e+09
\n", "
" ], "text/plain": [ " name price 24h_%_chg 7d_%_chg mkt_cap volume_24h \\\n", "ticker \n", "USDT Tether 1.0000 0.0000 0.0001 6.796102e+10 3.447678e+21 \n", "USDC USD Coin 1.0000 0.0001 0.0001 4.959400e+10 3.761719e+19 \n", "BUSD Binance USD 0.9996 0.0007 0.0003 2.050853e+10 6.563867e+19 \n", "DAI Dai 0.9995 0.0005 0.0001 6.926312e+09 1.957382e+17 \n", "FRAX Frax 0.9928 0.0041 0.0055 1.346251e+09 1.413502e+13 \n", "\n", " circ_suppkly \n", "ticker \n", "USDT 6.795470e+10 \n", "USDC 4.959359e+10 \n", "BUSD 2.051725e+10 \n", "DAI 6.930064e+09 \n", "FRAX 1.355966e+09 " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sc_scraped.head()" ] }, { "cell_type": "code", "execution_count": 33, "id": "ca6d6e3a", "metadata": {}, "outputs": [], "source": [ "top_sc_list = sc_scraped.index.to_list()[:5]" ] }, { "cell_type": "markdown", "id": "92120299", "metadata": {}, "source": [ "We can take the top 5 stablecoins by market cap and we can find out which ones have available data selecting from a specific source." ] }, { "cell_type": "code", "execution_count": 34, "id": "acb7a1d5", "metadata": {}, "outputs": [], "source": [ "cm_assets = GetData(DataRequest(source='coinmetrics')).get_meta(attr='assets')" ] }, { "cell_type": "code", "execution_count": 35, "id": "32ea62d1", "metadata": {}, "outputs": [], "source": [ "cm_sc_list = [asset for asset in cm_assets if asset.upper() in top_sc_list]" ] }, { "cell_type": "markdown", "id": "f418443a", "metadata": {}, "source": [ "Coinmetrics provides data on all of them" ] }, { "cell_type": "code", "execution_count": 36, "id": "8cc542a0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(cm_sc_list)" ] }, { "cell_type": "markdown", "id": "7cd21a34", "metadata": {}, "source": [ "We can then narrow it down further to the assets with circulating supply data, a key metric for stablecoin health." ] }, { "cell_type": "code", "execution_count": 37, "id": "eb82527d", "metadata": {}, "outputs": [], "source": [ "data_req = DataRequest(source='coinmetrics', tickers=cm_sc_list, fields=['supply_circ', 'ref_rate_usd'])" ] }, { "cell_type": "code", "execution_count": 38, "id": "43fe8b5e", "metadata": {}, "outputs": [], "source": [ "cm_supply_list = GetData(data_req).get_meta(method='get_onchain_tickers_list', data_req=data_req)" ] }, { "cell_type": "code", "execution_count": 39, "id": "121c2d33", "metadata": {}, "outputs": [], "source": [ "cm_sc_list = [asset for asset in cm_supply_list if asset.upper() in top_sc_list]" ] }, { "cell_type": "code", "execution_count": 40, "id": "29633ed9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['usdc', 'busd', 'usdt', 'dai']" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cm_sc_list" ] }, { "cell_type": "markdown", "id": "9c0a49e2", "metadata": {}, "source": [ "Finally, we can pull circulationg supply for those stablecoins" ] }, { "cell_type": "code", "execution_count": 41, "id": "d8f1da90", "metadata": {}, "outputs": [], "source": [ "data_req = DataRequest(source='coinmetrics', tickers=cm_sc_list, fields=['supply_circ', 'ref_rate_usd'])" ] }, { "cell_type": "code", "execution_count": 42, "id": "c39035ce", "metadata": {}, "outputs": [], "source": [ "df = GetData(data_req).get_series()" ] }, { "cell_type": "code", "execution_count": 43, "id": "978301c0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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supply_circref_rate_usd
dateticker
2013-12-29USDT<NA>0.997938
2013-12-30USDT<NA>1.004237
2013-12-31USDT<NA>0.996674
2014-01-01USDT<NA>0.990799
2014-01-02USDT<NA>0.995514
\n", "
" ], "text/plain": [ " supply_circ ref_rate_usd\n", "date ticker \n", "2013-12-29 USDT 0.997938\n", "2013-12-30 USDT 1.004237\n", "2013-12-31 USDT 0.996674\n", "2014-01-01 USDT 0.990799\n", "2014-01-02 USDT 0.995514" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 44, "id": "32802976", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.unstack().supply_circ.plot(title='Stablecoins - Circulating Supply', figsize=(15,7));" ] }, { "cell_type": "code", "execution_count": 45, "id": "db747ae5", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.unstack().ref_rate_usd.plot(title='Stablecoins - Price', figsize=(15,7));" ] }, { "cell_type": "markdown", "id": "7410b08c", "metadata": {}, "source": [ "You are now ready to monitor key indicators for stablecoins!" ] }, { "cell_type": "markdown", "id": "6f4ad689", "metadata": {}, "source": [ "For a deeper dive on how to maximize your use of **CryptoDataPy**, we explore how to use each one of it's objects below." ] }, { "cell_type": "markdown", "id": "568c9b75", "metadata": {}, "source": [ "# Data Catalog \n", "\n", "The `DataCatalog` allow us to explore what data is available and understand it better.\n", "\n", "It includes the following attributes and methods:\n", "\n", "- **`data_sources`** attribute retrieves information on all the available data sources. \n", "- **`get_tickers_metadata`** method retrieves information on available tickers. The `get_fields_metadata` method retrieves information on available fields. \n", "- **`search_tickers`** method allows you to search for tickers by ticker, country, country id, asset class, etc. The `search_fields` method allows you to search for fields by name, id, category, etc. It also provides identifiers for each data source.\n", "- **`scrape_stablecoins`** method scrapes information on stablecoins from the selected source. " ] }, { "cell_type": "markdown", "id": "d711562a", "metadata": {}, "source": [ "To access the data catalog, instantiate a DataCatalog object." ] }, { "cell_type": "code", "execution_count": 46, "id": "1de02ac7", "metadata": {}, "outputs": [], "source": [ "from cryptodatapy.util.datacatalog import DataCatalog \n", "dc = DataCatalog()" ] }, { "cell_type": "markdown", "id": "990d8359", "metadata": {}, "source": [ "## Data Sources \n", "\n", "Available `data sources` \n" ] }, { "cell_type": "code", "execution_count": 47, "id": "33cba2e4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'ccxt': 'https://github.com/ccxt/ccxt',\n", " 'cryptocompare': 'https://min-api.cryptocompare.com/documentation',\n", " 'coinmetrics': 'https://docs.coinmetrics.io/info/markets',\n", " 'glassnode': 'https://glassnode.com/',\n", " 'tiingo': 'https://api.tiingo.com/products/crypto-api',\n", " 'yahoo finance': 'https://finance.yahoo.com/',\n", " 'investpy': 'https://investpy.readthedocs.io/',\n", " 'dbnomics': 'https://db.nomics.world/providers',\n", " 'fred': 'https://fred.stlouisfed.org/'}" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dc.data_sources" ] }, { "cell_type": "markdown", "id": "19a8bfb4", "metadata": {}, "source": [ "## Metadata\n", "\n", "Available tickers can be accessed with the `get_tickers_metadata` method.\n", "\n", "**Note**: cryptoasset and individual equity tickers are not listed in the tickers metadata due to a large number of assets. They can be accessed by calling the data source object and using the `get_assets_info` method to see available tickers." ] }, { "cell_type": "code", "execution_count": 48, "id": "95f631b7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namedescriptionurlcountry_id_2country_id_3country_nameaggcategorysubcategorymkt_typefrequencytenorunitquote_ccytiingo_idfred_iddbnomics_idinvestpy_id
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ARSArgentine PesoArgentine Peso vs. quote currency, spot exchan...NaNARARGArgentinaEMfxspot ratespottickNaNforeign currency per unit of domestic currrencyNaNARSNaNNaNNaN
AUDAustralian DollarAustralian Dollar vs. quote currency, spot exc...NaNAUAUSAustraliaDMfxspot ratespottickNaNforeign currency per unit of domestic currrencyNaNAUDNaNNaNNaN
EUREuroEuro vs. quote currency, spot exchange rateNaNATAUTAustriaDMfxspot ratespottickNaNforeign currency per unit of domestic currrencyNaNEURNaNNaNNaN
EUREuroEuro vs. quote currency, spot exchange rateNaNBEBELBelgiumDMfxspot ratespottickNaNforeign currency per unit of domestic currrencyNaNEURNaNNaNNaN
BDTBangladeshi TakaBangladeshi Taka vs. quote currency, spot exch...NaNBDBGDBangladeshNaNfxspot ratespottickNaNforeign currency per unit of domestic currrencyNaNBDTNaNNaNNaN
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" ], "text/plain": [ " name description \\\n", "ticker \n", "ARS Argentine Peso Argentine Peso vs. quote currency, spot exchan... \n", "AUD Australian Dollar Australian Dollar vs. quote currency, spot exc... \n", "EUR Euro Euro vs. quote currency, spot exchange rate \n", "EUR Euro Euro vs. quote currency, spot exchange rate \n", "BDT Bangladeshi Taka Bangladeshi Taka vs. quote currency, spot exch... \n", "\n", " url country_id_2 country_id_3 country_name agg category subcategory \\\n", "ticker \n", "ARS NaN AR ARG Argentina EM fx spot rate \n", "AUD NaN AU AUS Australia DM fx spot rate \n", "EUR NaN AT AUT Austria DM fx spot rate \n", "EUR NaN BE BEL Belgium DM fx spot rate \n", "BDT NaN BD BGD Bangladesh NaN fx spot rate \n", "\n", " mkt_type frequency tenor \\\n", "ticker \n", "ARS spot tick NaN \n", "AUD spot tick NaN \n", "EUR spot tick NaN \n", "EUR spot tick NaN \n", "BDT spot tick NaN \n", "\n", " unit quote_ccy tiingo_id \\\n", "ticker \n", "ARS foreign currency per unit of domestic currrency NaN ARS \n", "AUD foreign currency per unit of domestic currrency NaN AUD \n", "EUR foreign currency per unit of domestic currrency NaN EUR \n", "EUR foreign currency per unit of domestic currrency NaN EUR \n", "BDT foreign currency per unit of domestic currrency NaN BDT \n", "\n", " fred_id dbnomics_id investpy_id \n", "ticker \n", "ARS NaN NaN NaN \n", "AUD NaN NaN NaN \n", "EUR NaN NaN NaN \n", "EUR NaN NaN NaN \n", "BDT NaN NaN NaN " ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dc.get_tickers_metadata().head()" ] }, { "cell_type": "markdown", "id": "9b334953", "metadata": {}, "source": [ "Available fields can be accessed with the `get_fields_metadata` method." ] }, { "cell_type": "code", "execution_count": 49, "id": "c6a8f825", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datedatedate and timeallnoneallYYYY-MM-DD-HH:MM:SSDatetimeIndextimetimedatetimetdateDateperiodDATEindexindexDate
tickerticker symbolticker symbol for asset or indexallnoneallnonestringsymbolmarketsymbolNaNtickerNaNNaNsymboltickertickerSymbols
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askbest ask pricelowest price that a seller is willing to sell ...marketquotestickquote currency unitsFloat64NaNask_priceNaNNaNNaNNaNNaNNaNNaNNaNNaN
bid_sizebid sizeThe quantity/size of the highest price bidmarketquotestickasset unitsFloat64NaNbid_sizeNaNNaNNaNNaNNaNNaNNaNNaNNaN
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" ], "text/plain": [ " name description \\\n", "id \n", "date date date and time \n", "ticker ticker symbol ticker symbol for asset or index \n", "bid best bid price highest price that a buyer is willing to pay f... \n", "ask best ask price lowest price that a seller is willing to sell ... \n", "bid_size bid size The quantity/size of the highest price bid \n", "\n", " category subcategory freq unit data_type \\\n", "id \n", "date all none all YYYY-MM-DD-HH:MM:SS DatetimeIndex \n", "ticker all none all none string \n", "bid market quotes tick quote currency units Float64 \n", "ask market quotes tick quote currency units Float64 \n", "bid_size market quotes tick asset units Float64 \n", "\n", " cryptocompare_id coinmetrics_id ccxt_id glassnode_id tiingo_id \\\n", "id \n", "date time time datetime t date \n", "ticker symbol market symbol NaN ticker \n", "bid NaN bid_price NaN NaN NaN \n", "ask NaN ask_price NaN NaN NaN \n", "bid_size NaN bid_size NaN NaN NaN \n", "\n", " investpy_id dbnomics_id fred_id av-daily_id av-forex-daily_id \\\n", "id \n", "date Date period DATE index index \n", "ticker NaN NaN symbol ticker ticker \n", "bid NaN NaN NaN NaN NaN \n", "ask NaN NaN NaN NaN NaN \n", "bid_size NaN NaN NaN NaN NaN \n", "\n", " yahoo_id \n", "id \n", "date Date \n", "ticker Symbols \n", "bid NaN \n", "ask NaN \n", "bid_size NaN " ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dc.get_fields_metadata().head()" ] }, { "cell_type": "markdown", "id": "1a5b81ba", "metadata": {}, "source": [ "## Search \n", "\n", "We can search for tickers with the `search_tickers` method by column name and keyword.\n", "\n", "Let's look for tickers with assets in the US." ] }, { "cell_type": "code", "execution_count": 50, "id": "39e5e564", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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USDUs DollarUs Dollar vs. quote currency, spot exchange rateNaNUSUSAUnited StatesDMfxspot ratespottickNaNforeign currency per unit of domestic currrencyNaNUSDNaNNaNNaN
USD_TWIUS Dollar Trade-Weighted Index, Nominal BroadThe trade-weighted US dollar index, also known...https://fred.stlouisfed.org/series/DTWEXBGSUSUSAUnited StatesDMfxindexspotdNaNtrade-weighted indexUSDNaNDTWEXBGSNaNNaN
USD_IdxUS Dollar Index SpotThe Ice U.S. Dollar Index (USDX, DXY, DX, or i...https://www.theice.com/forex/usdxUSUSAUnited StatesDMfxindexspottickNaNweighted-indexUSDNaNNaNNaNUS Dollar Index
USD_Idx_FutUS Dollar Index Futures, USDXThe Ice U.S. Dollar Index (USDX, DXY, DX, or i...https://www.theice.com/products/194/US-Dollar-...USUSAUnited StatesDMfxindexfuturetickNaNweighted-indexUSDNaNNaNNaNUS Dollar Index Futures
USD_Idx_ETFInvesco DB US Dollar Index Bullish FundThe Invesco DB US Dollar Index Bullish (Fund) ...https://www.invesco.com/us/financial-products/...USUSAUnited StatesDMfxindexetftickNaNweighted-indexUSDUUPNaNNaNNaN
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" ], "text/plain": [ " name \\\n", "ticker \n", "USD Us Dollar \n", "USD_TWI US Dollar Trade-Weighted Index, Nominal Broad \n", "USD_Idx US Dollar Index Spot \n", "USD_Idx_Fut US Dollar Index Futures, USDX \n", "USD_Idx_ETF Invesco DB US Dollar Index Bullish Fund \n", "\n", " description \\\n", "ticker \n", "USD Us Dollar vs. quote currency, spot exchange rate \n", "USD_TWI The trade-weighted US dollar index, also known... \n", "USD_Idx The Ice U.S. Dollar Index (USDX, DXY, DX, or i... \n", "USD_Idx_Fut The Ice U.S. Dollar Index (USDX, DXY, DX, or i... \n", "USD_Idx_ETF The Invesco DB US Dollar Index Bullish (Fund) ... \n", "\n", " url country_id_2 \\\n", "ticker \n", "USD NaN US \n", "USD_TWI https://fred.stlouisfed.org/series/DTWEXBGS US \n", "USD_Idx https://www.theice.com/forex/usdx US \n", "USD_Idx_Fut https://www.theice.com/products/194/US-Dollar-... US \n", "USD_Idx_ETF https://www.invesco.com/us/financial-products/... US \n", "\n", " country_id_3 country_name agg category subcategory mkt_type \\\n", "ticker \n", "USD USA United States DM fx spot rate spot \n", "USD_TWI USA United States DM fx index spot \n", "USD_Idx USA United States DM fx index spot \n", "USD_Idx_Fut USA United States DM fx index future \n", "USD_Idx_ETF USA United States DM fx index etf \n", "\n", " frequency tenor unit \\\n", "ticker \n", "USD tick NaN foreign currency per unit of domestic currrency \n", "USD_TWI d NaN trade-weighted index \n", "USD_Idx tick NaN weighted-index \n", "USD_Idx_Fut tick NaN weighted-index \n", "USD_Idx_ETF tick NaN weighted-index \n", "\n", " quote_ccy tiingo_id fred_id dbnomics_id investpy_id \n", "ticker \n", "USD NaN USD NaN NaN NaN \n", "USD_TWI USD NaN DTWEXBGS NaN NaN \n", "USD_Idx USD NaN NaN NaN US Dollar Index \n", "USD_Idx_Fut USD NaN NaN NaN US Dollar Index Futures \n", "USD_Idx_ETF USD UUP NaN NaN NaN " ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dc.search_tickers(by_col='country_id_2', keyword='US').head()" ] }, { "cell_type": "markdown", "id": "67d0acdc", "metadata": {}, "source": [ "The same can be done when searching for fields.\n", "\n", "For example, let's look for avaialble on-chain data fields." ] }, { "cell_type": "code", "execution_count": 51, "id": "a4ebd25c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namedescriptioncategorysubcategoryfrequnitdata_typecryptocompare_idcoinmetrics_idccxt_idglassnode_idtiingo_idinvestpy_iddbnomics_idfred_idav-daily_idav-forex-daily_idyahoo_id
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add_actactive addressesnumber of unique addresses that were active in...on-chainaddressesd, w, m, qaddressesInt64active_addressesAdrActCntNaNaddresses/active_countNaNNaNNaNNaNNaNNaNNaN
add_act_newnew addressesnumber of new unique addresses that were creat...on-chainaddressesd, w, m, qaddressesInt64new_addressesNaNNaNaddresses/new_non_zero_countNaNNaNNaNNaNNaNNaNNaN
add_act_sentactive addresses sentnumber of unique addresses that were active in...on-chainaddressesd, w, m, qaddressesInt64NaNAdrActSentCntNaNaddresses/sending_countNaNNaNNaNNaNNaNNaNNaN
add_act_recactive addresses receivednumber of unique addresses that were active in...on-chainaddressesd, w, m, qaddressesInt64NaNAdrActRecCntNaNaddresses/receiving_countNaNNaNNaNNaNNaNNaNNaN
add_tottotal address countnumber of unique addresses in the network at ...on-chainaddressesd, w, m, qaddressesInt64unique_addresses_all_timeNaNNaNaddresses/countNaNNaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " name \\\n", "id \n", "add_act active addresses \n", "add_act_new new addresses \n", "add_act_sent active addresses sent \n", "add_act_rec active addresses received \n", "add_tot total address count \n", "\n", " description category \\\n", "id \n", "add_act number of unique addresses that were active in... on-chain \n", "add_act_new number of new unique addresses that were creat... on-chain \n", "add_act_sent number of unique addresses that were active in... on-chain \n", "add_act_rec number of unique addresses that were active in... on-chain \n", "add_tot number of unique addresses in the network at ... on-chain \n", "\n", " subcategory freq unit data_type \\\n", "id \n", "add_act addresses d, w, m, q addresses Int64 \n", "add_act_new addresses d, w, m, q addresses Int64 \n", "add_act_sent addresses d, w, m, q addresses Int64 \n", "add_act_rec addresses d, w, m, q addresses Int64 \n", "add_tot addresses d, w, m, q addresses Int64 \n", "\n", " cryptocompare_id coinmetrics_id ccxt_id \\\n", "id \n", "add_act active_addresses AdrActCnt NaN \n", "add_act_new new_addresses NaN NaN \n", "add_act_sent NaN AdrActSentCnt NaN \n", "add_act_rec NaN AdrActRecCnt NaN \n", "add_tot unique_addresses_all_time NaN NaN \n", "\n", " glassnode_id tiingo_id investpy_id dbnomics_id \\\n", "id \n", "add_act addresses/active_count NaN NaN NaN \n", "add_act_new addresses/new_non_zero_count NaN NaN NaN \n", "add_act_sent addresses/sending_count NaN NaN NaN \n", "add_act_rec addresses/receiving_count NaN NaN NaN \n", "add_tot addresses/count NaN NaN NaN \n", "\n", " fred_id av-daily_id av-forex-daily_id yahoo_id \n", "id \n", "add_act NaN NaN NaN NaN \n", "add_act_new NaN NaN NaN NaN \n", "add_act_sent NaN NaN NaN NaN \n", "add_act_rec NaN NaN NaN NaN \n", "add_tot NaN NaN NaN NaN " ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dc.search_fields(by_col='category', keyword='on-chain').head()" ] }, { "cell_type": "markdown", "id": "7218bd63", "metadata": {}, "source": [ "## Stablecoins\n", "\n", "We can find static info on stablecoins by using the `get_tickers_metadata` method and setting the `cat` parameter to 'crypto' " ] }, { "cell_type": "code", "execution_count": 52, "id": "9e386184", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namedescriptionurlcountry_id_2country_id_3country_nameaggcategorysubcategorymkt_typefrequencytenorunitquote_ccytiingo_idfred_iddbnomics_idinvestpy_id
ticker
USDTTether USDTUSDT is a cryptocurrency asset issued on the B...NaNWLWLDWorldWLcryptostablecoinspottickNaNfiat currency per unit of stablecoinNaNNaNNaNNaNNaN
USDCUSD CoinUSD Coin (USDC) is a fully collateralized US ...NaNWLWLDWorldWLcryptostablecoinspottickNaNfiat currency per unit of stablecoinNaNNaNNaNNaNNaN
BUSDBinance USDBinance USD (BUSD) is a stable coin pegged to ...NaNWLWLDWorldWLcryptostablecoinspottickNaNfiat currency per unit of stablecoinNaNNaNNaNNaNNaN
DAIDai DAIThe Maker Protocol, also known as the Multi-Co...NaNWLWLDWorldWLcryptostablecoinspottickNaNfiat currency per unit of stablecoinNaNNaNNaNNaNNaN
FRAXFrax FRAXFrax attempts to be the first stablecoin proto...NaNWLWLDWorldWLcryptostablecoinspottickNaNfiat currency per unit of stablecoinNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " name description url \\\n", "ticker \n", "USDT Tether USDT USDT is a cryptocurrency asset issued on the B... NaN \n", "USDC USD Coin USD Coin (USDC) is a fully collateralized US ... NaN \n", "BUSD Binance USD Binance USD (BUSD) is a stable coin pegged to ... NaN \n", "DAI Dai DAI The Maker Protocol, also known as the Multi-Co... NaN \n", "FRAX Frax FRAX Frax attempts to be the first stablecoin proto... NaN \n", "\n", " country_id_2 country_id_3 country_name agg category subcategory \\\n", "ticker \n", "USDT WL WLD World WL crypto stablecoin \n", "USDC WL WLD World WL crypto stablecoin \n", "BUSD WL WLD World WL crypto stablecoin \n", "DAI WL WLD World WL crypto stablecoin \n", "FRAX WL WLD World WL crypto stablecoin \n", "\n", " mkt_type frequency tenor unit \\\n", "ticker \n", "USDT spot tick NaN fiat currency per unit of stablecoin \n", "USDC spot tick NaN fiat currency per unit of stablecoin \n", "BUSD spot tick NaN fiat currency per unit of stablecoin \n", "DAI spot tick NaN fiat currency per unit of stablecoin \n", "FRAX spot tick NaN fiat currency per unit of stablecoin \n", "\n", " quote_ccy tiingo_id fred_id dbnomics_id investpy_id \n", "ticker \n", "USDT NaN NaN NaN NaN NaN \n", "USDC NaN NaN NaN NaN NaN \n", "BUSD NaN NaN NaN NaN NaN \n", "DAI NaN NaN NaN NaN NaN \n", "FRAX NaN NaN NaN NaN NaN " ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dc.get_tickers_metadata(cat='crypto').head()" ] }, { "cell_type": "markdown", "id": "19093c06", "metadata": {}, "source": [ "For dynamic/real-time info on stablecoins, we can scrape the data from CoinGecko or CoinMarketCap using the `scrape_stablecoins` method." ] }, { "cell_type": "code", "execution_count": 53, "id": "64abab58", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nameprice24h_%_chg7d_%_chgmkt_capvolume_24hcirc_suppkly
ticker
USDTTether1.00000.00000.00016.796102e+103.447678e+216.795470e+10
USDCUSD Coin1.00000.00010.00014.959400e+103.761719e+194.959359e+10
BUSDBinance USD0.99960.00070.00032.050853e+106.563867e+192.051725e+10
DAIDai0.99950.00050.00016.926312e+091.957382e+176.930064e+09
FRAXFrax0.99280.00410.00551.346251e+091.413502e+131.355966e+09
\n", "
" ], "text/plain": [ " name price 24h_%_chg 7d_%_chg mkt_cap volume_24h \\\n", "ticker \n", "USDT Tether 1.0000 0.0000 0.0001 6.796102e+10 3.447678e+21 \n", "USDC USD Coin 1.0000 0.0001 0.0001 4.959400e+10 3.761719e+19 \n", "BUSD Binance USD 0.9996 0.0007 0.0003 2.050853e+10 6.563867e+19 \n", "DAI Dai 0.9995 0.0005 0.0001 6.926312e+09 1.957382e+17 \n", "FRAX Frax 0.9928 0.0041 0.0055 1.346251e+09 1.413502e+13 \n", "\n", " circ_suppkly \n", "ticker \n", "USDT 6.795470e+10 \n", "USDC 4.959359e+10 \n", "BUSD 2.051725e+10 \n", "DAI 6.930064e+09 \n", "FRAX 1.355966e+09 " ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dc.scrape_stablecoins(source='coinmarketcap').head()" ] }, { "cell_type": "markdown", "id": "4510ef13", "metadata": {}, "source": [ "# Data Request \n", "\n", "`DataRequest` provides an intuitive parameter interface which allows you to **specify the parameter values** for the data you want.\n" ] }, { "cell_type": "markdown", "id": "91507eb9", "metadata": {}, "source": [ "By initializing a `DataRequest` object, we provide all the relevant parameters needed to retrieve data from the selected data source. `DataRequest` will automatically convert parameter values to the format required for each data source, allowing the user to experience a consistent and intuitive interface for every data source." ] }, { "cell_type": "code", "execution_count": 54, "id": "7deafdaf", "metadata": {}, "outputs": [], "source": [ "data_req = DataRequest(\n", " source='cryptocompare', # provide the name of the supported data source, if not specified defaults to 'CCXT'\n", " tickers=['btc', 'eth'], # ticker symbols, if not specified defaults to 'btc'\n", " freq = 'd', # frequency of data, if not specified defaults to daily\n", " quote_ccy = 'USDT', # quote currency, if not specified defaults to USD/USDT\n", " exch = None, # exchance, if not specified defaults to aggregate \n", " mkt_type = \"spot\", # market type, if not specified defaults to spot\n", " start_date = None, # start date, if not specified defaults to beginning of data history\n", " end_date = None, # end date, if not specified defaults to end of data history\n", " fields = [\"close\", 'volume', \"add_act\"], # data fields, if not specified defaults to close\n", " tz = None, # timezone, if not specified defaults to 'UTC'\n", " inst = None, # institution name, only necessary when retrieving data from institution, e.g. grayscale\n", " cat = None, # category of asset or data, must be specified when data source provides data for many asset classes\n", " trials = 3, # number of tries when requesting data, defaults to 3 \n", " pause = 0.1, # pause between trials to avoid rate limits, defaults to 0.1 sec\n", " source_tickers = None, # tickers in data source format, overrides tickers parameter when specified \n", " source_freq = None, # frequency in data source format, overrides tickers parameter when specified \n", " source_fields = None, # fields in data source format, overrides tickers parameter when specified \n", " )" ] }, { "cell_type": "code", "execution_count": 55, "id": "7ee4062b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'_source': 'cryptocompare', '_tickers': ['btc', 'eth'], '_frequency': 'd', '_quote_ccy': 'USDT', '_exch': None, '_mkt_type': 'spot', '_start_date': None, '_end_date': None, '_fields': ['close', 'volume', 'add_act'], '_timezone': None, '_inst': None, '_category': None, '_trials': 3, '_pause': 0.1, '_source_tickers': None, '_source_freq': None, '_source_fields': None}\n" ] } ], "source": [ "print(vars(data_req)) " ] }, { "cell_type": "markdown", "id": "1b08b1e2", "metadata": {}, "source": [ "# Get Data \n", "\n", "`GetData` retrieves either metadata or time series data from the data source and parameters specified in the data request.\n", "\n", "- **`get_meta`** method will instantiate a data source object for the selected data source and retrieve all the relevant metadata for it.\n", "- **`get_series`** method will retrieve any time series data by initializing the selected data source's object and using the `get_data` method. The data is retrieved and wrangled into [tidy data](https://www.jstatsoft.org/article/view/v059i10) format.\n", "\n" ] }, { "cell_type": "markdown", "id": "8e669fe2", "metadata": {}, "source": [ "## Get Meta \n", "\n", "Using the `DataRequest` object we initialized in the previous section, we can get information on availalable assets by using the `get_meta` method and specifying the metadata method for the data source." ] }, { "cell_type": "code", "execution_count": 56, "id": "2c6237ff", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IdUrlImageUrlContentCreatedOnNameSymbolCoinNameFullNameDescriptionAssetTokenStatus...MaxSupplyMktCapPenaltyIsUsedInDefiIsUsedInNftPlatformTypeAlgorithmTypeDifficultyBuiltOnSmartContractAddressDecimalPoints
ticker
424321/coins/42/overview/media/35650717/42.jpg1427211129424242 Coin42 Coin (42)Everything about 42 coin is 42 - apart from th...N/A...42000blockchainscrypt41.514489NaNNaNNaN
300749869/coins/300/overview/media/27010595/300.png1517935016300300300 token300 token (300)300 token is an ERC20 token. This Token was cr...N/A...300000tokenNaNNaNETH0xaec98a708810414878c3bcdf46aad31ded4a455718
36533639/coins/365/overview/media/352070/365.png1480032918365365365Coin365Coin (365)365Coin is a Proof of Work and Proof of Stake ...N/A...-1000blockchainNaNNaNNaNNaNNaN
40421227/coins/404/overview/media/35650851/404-300x300.jpg1466100361404404404Coin404Coin (404)404 is a PoW/PoS hybrid cryptocurrency that al...N/A...-1000blockchainNaNNaNNaNNaNNaN
433926547/coins/433/overview/media/34836095/433.png1541597321433433433 Token433 Token (433)433 Token is a decentralised soccer platform t...Finished...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", "

5 rows × 36 columns

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" ], "text/plain": [ " Id Url ImageUrl \\\n", "ticker \n", "42 4321 /coins/42/overview /media/35650717/42.jpg \n", "300 749869 /coins/300/overview /media/27010595/300.png \n", "365 33639 /coins/365/overview /media/352070/365.png \n", "404 21227 /coins/404/overview /media/35650851/404-300x300.jpg \n", "433 926547 /coins/433/overview /media/34836095/433.png \n", "\n", " ContentCreatedOn Name Symbol CoinName FullName \\\n", "ticker \n", "42 1427211129 42 42 42 Coin 42 Coin (42) \n", "300 1517935016 300 300 300 token 300 token (300) \n", "365 1480032918 365 365 365Coin 365Coin (365) \n", "404 1466100361 404 404 404Coin 404Coin (404) \n", "433 1541597321 433 433 433 Token 433 Token (433) \n", "\n", " Description AssetTokenStatus \\\n", "ticker \n", "42 Everything about 42 coin is 42 - apart from th... N/A \n", "300 300 token is an ERC20 token. This Token was cr... N/A \n", "365 365Coin is a Proof of Work and Proof of Stake ... N/A \n", "404 404 is a PoW/PoS hybrid cryptocurrency that al... N/A \n", "433 433 Token is a decentralised soccer platform t... Finished \n", "\n", " ... MaxSupply MktCapPenalty IsUsedInDefi IsUsedInNft PlatformType \\\n", "ticker ... \n", "42 ... 42 0 0 0 blockchain \n", "300 ... 300 0 0 0 token \n", "365 ... -1 0 0 0 blockchain \n", "404 ... -1 0 0 0 blockchain \n", "433 ... NaN NaN NaN NaN NaN \n", "\n", " AlgorithmType Difficulty BuiltOn \\\n", "ticker \n", "42 scrypt 41.514489 NaN \n", "300 NaN NaN ETH \n", "365 NaN NaN NaN \n", "404 NaN NaN NaN \n", "433 NaN NaN NaN \n", "\n", " SmartContractAddress DecimalPoints \n", "ticker \n", "42 NaN NaN \n", "300 0xaec98a708810414878c3bcdf46aad31ded4a4557 18 \n", "365 NaN NaN \n", "404 NaN NaN \n", "433 NaN NaN \n", "\n", "[5 rows x 36 columns]" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "GetData(data_req).get_meta(method='get_assets_info').head()" ] }, { "cell_type": "markdown", "id": "066cfe8e", "metadata": {}, "source": [ "## Get Series \n", "\n", "We can then pull the time series data using the `get_series` method." ] }, { "cell_type": "code", "execution_count": 57, "id": "23aa182c", "metadata": {}, "outputs": [], "source": [ "df = GetData(data_req).get_series()" ] }, { "cell_type": "code", "execution_count": 58, "id": "0ca6fbeb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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closevolumeadd_act
dateticker
2009-01-03BTC<NA><NA>1
2009-01-04BTC<NA><NA><NA>
2009-01-05BTC<NA><NA><NA>
2009-01-06BTC<NA><NA><NA>
2009-01-07BTC<NA><NA><NA>
\n", "
" ], "text/plain": [ " close volume add_act\n", "date ticker \n", "2009-01-03 BTC 1\n", "2009-01-04 BTC \n", "2009-01-05 BTC \n", "2009-01-06 BTC \n", "2009-01-07 BTC " ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "id": "a6b11923", "metadata": {}, "source": [ "# Clean Data \n", "\n", "`CleanData` provides **tools for data cleaning**. \n", "\n", "- **`OutlierDetection`** class contains a range of method for outlier detection in time series data. Many traditional outlter detection method are not well suited for time series data.\n", "- **`Filter`** class contains methods that allow the filtering of unwanted values (e.g. below a trading liquidity threshold) and tickers (ticker with insufficient price history or stablecoins) to get the data ready for a specific type of analysis (e.g. long/short startegy research, on-chain predictive analytics, etc).\n", "- **`Impute`** class deals with missing values in the data with methods that will replace missing values, or repair outliers which were removed by an outlier detection algorithm.\n", "- **`CleanData`** class is composed of the previous three classes to allow the creation of a data cleaningn pipeline in a few lines of code." ] }, { "cell_type": "markdown", "id": "acbe8164", "metadata": {}, "source": [ "## Outlier Detection \n", "\n", "The `OutlierDetection` class has 8 methods which implement an outlier detection algorithm with the flexibility to set parameters according to use case." ] }, { "cell_type": "markdown", "id": "5481a47e", "metadata": {}, "source": [ "For example, we can use the `stl` outlier detection method to decompose series into three components: trend, seasonal and residual.\n", "\n", "We run it on the dataframe we retrieved in the previous section using the `filter_outliers` method and `show_plot` to show the results." ] }, { "cell_type": "code", "execution_count": 59, "id": "bfac5c9f", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "CleanData(df).filter_outliers(od_method='stl', thresh_val=20).show_plot(plot_series=('ETH', 'add_act'))" ] }, { "cell_type": "markdown", "id": "24a3a733", "metadata": {}, "source": [ "We can see that it goes a reasonably good job of identifying the large global outliers in active addresses for ETH in late 2017." ] }, { "cell_type": "markdown", "id": "7682992e", "metadata": {}, "source": [ "## Filter \n", "\n", "In addition to filtering outliers, the `Filter` class has several methods allow us to remove data that isn't of interest to us in our analysis." ] }, { "cell_type": "markdown", "id": "73adf6be", "metadata": {}, "source": [ "For example, let's say we only want assets with a mimimum of $10 mil USD of average traded volumne, and those with a minimum of 100 price close observations. We can run the `filter_avg_trading_val` and `filter_min_nobs` methods on the raw data." ] }, { "cell_type": "code", "execution_count": 60, "id": "eee4b74f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "CleanData(df).filter_avg_trading_val(thresh_val=10000000, window_size=30).filter_min_nobs(min_obs=100).show_plot(plot_series=('ETH', 'close'))" ] }, { "cell_type": "markdown", "id": "60b96405", "metadata": {}, "source": [ "We see that our filter removed values up to early 2017 since ETH didn't meet the minimum average trading value over a 30-day window." ] }, { "cell_type": "markdown", "id": "3195cd6b", "metadata": {}, "source": [ "## Impute \n", "\n", "The `Impute` class has several methods that allow us to replace missing values which can cause many issues in predictive/ML models, e.g. scikit-learn and other ML packages may not like missing values and fail to run properly.\n", "\n", "We can use it to impute/repair the missing vals/outliers from late 2017 for ETH active addresses with the `repair_outliers` method." ] }, { "cell_type": "code", "execution_count": 61, "id": "49abd349", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "CleanData(df).filter_outliers(od_method='stl').\\\n", " repair_outliers(imp_method='interpolate').\\\n", " show_plot(plot_series=('ETH', 'add_act'))" ] }, { "cell_type": "markdown", "id": "73e78e97", "metadata": {}, "source": [ "## Clean Data \n", "\n", "`CleanData` allows us to chain together a series of data cleaning operations and returns either a plot of the filtered vs. raw data, the clean data in a dataframe, the filtered outlies (and forecasts if applicable) and/or a summary of all the data cleaning operations and final data." ] }, { "cell_type": "code", "execution_count": 62, "id": "398800e2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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closevolumeadd_act
BTCETHBTCETHBTCETH
n_obs2220.002198.002220.002198.005004.002606.00
%_NaN_start55.7256.1655.7256.160.2048.03
%_outliers2.972.693.655.865.822.01
%_imputed14.868.9515.4613.865.862.03
%_below_avg_trading_val20.6011.5720.5213.3064.2813.46
%_NaN_end64.4461.4764.4461.4764.4461.47
\n", "
" ], "text/plain": [ " close volume add_act \n", " BTC ETH BTC ETH BTC ETH\n", "n_obs 2220.00 2198.00 2220.00 2198.00 5004.00 2606.00\n", "%_NaN_start 55.72 56.16 55.72 56.16 0.20 48.03\n", "%_outliers 2.97 2.69 3.65 5.86 5.82 2.01\n", "%_imputed 14.86 8.95 15.46 13.86 5.86 2.03\n", "%_below_avg_trading_val 20.60 11.57 20.52 13.30 64.28 13.46\n", "%_NaN_end 64.44 61.47 64.44 61.47 64.44 61.47" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "CleanData(df).filter_outliers(od_method='stl').\\\n", " repair_outliers(imp_method='interpolate').\\\n", " filter_avg_trading_val(thresh_val=10000000).\\\n", " get(attr='summary')" ] }, { "cell_type": "code", "execution_count": 63, "id": "f51698a2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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closevolumeadd_act
dateticker
2009-01-03BTC<NA><NA><NA>
2009-01-04BTC<NA><NA><NA>
2009-01-05BTC<NA><NA><NA>
2009-01-06BTC<NA><NA><NA>
2009-01-07BTC<NA><NA><NA>
...............
2022-09-23ETH1327.412004418.15501558.0
2022-09-24BTC18923.79330541.25987921.0
ETH1317.251068761.99525728.0
2022-09-25BTC18904.56224299.67987921.0
ETH1292.72877499.91525728.0
\n", "

7621 rows × 3 columns

\n", "
" ], "text/plain": [ " close volume add_act\n", "date ticker \n", "2009-01-03 BTC \n", "2009-01-04 BTC \n", "2009-01-05 BTC \n", "2009-01-06 BTC \n", "2009-01-07 BTC \n", "... ... ... ...\n", "2022-09-23 ETH 1327.41 2004418.15 501558.0\n", "2022-09-24 BTC 18923.79 330541.25 987921.0\n", " ETH 1317.25 1068761.99 525728.0\n", "2022-09-25 BTC 18904.56 224299.67 987921.0\n", " ETH 1292.72 877499.91 525728.0\n", "\n", "[7621 rows x 3 columns]" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "CleanData(df).filter_outliers(od_method='stl').\\\n", " repair_outliers(imp_method='interpolate').\\\n", " filter_avg_trading_val(thresh_val=10000000).\\\n", " get(attr='df')" ] } ], "metadata": { "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }