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ipython notebook: Python data scraping script to get data from the unofficial site BFL SC Pre-Order Information. http://bfl.ptz.ro/
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{
"metadata": {
"name": "bfl-ptz-ro"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "raw",
"metadata": {},
"source": [
"Python data scraping script to get data from the unofficial site BFL SC Pre-Order Information.\n",
"http://bfl.ptz.ro/\n",
"\n",
"Download HTML page using urllib\n",
"Parse HTML table using BeautifulSoup\n",
"Build DataFrame using Pandas\n",
"Draw chart using Matplotlib\n",
"\n",
"\n",
" Copyright (C) 2013 \"Working4coins\" <[email protected]>\n",
" You can donate: https://sites.google.com/site/working4coins/donate\n",
"\n",
" This program is free software: you can redistribute it and/or modify\n",
" it under the terms of the GNU General Public License as published by\n",
" the Free Software Foundation, either version 3 of the License, or\n",
" (at your option) any later version.\n",
"\n",
" This program is distributed in the hope that it will be useful,\n",
" but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
" MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n",
" GNU General Public License for more details.\n",
"\n",
" You should have received a copy of the GNU General Public License\n",
" along with this program. If not, see <http://www.gnu.org/licenses/>\n",
"\n",
"\n",
"I'm developper and I provide under free software license some softwares that can be useful for crypto-currency users/traders.\n",
"If you consider that what I'm doing for crypto-currency ecosystem is valuable you can send me some crypto-coins.\n",
"\n",
"https://sites.google.com/site/working4coins/donate"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import argparse\n",
"import urllib\n",
"import datetime\n",
"import pytz\n",
"\n",
"from bs4 import BeautifulSoup\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 136
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"flag_download = False"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 137
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def str2date(s):\n",
" formats = ['%Y/%m/%d', '%Y/%d/%m', '%Y%m%d', '%d%m%y', '%m%d%y', '%m/%d/%Y', '%d/%m/%Y', '%d/%m/%y', '%Y /%m/%d', '%Y-%m-%d', '%m/%d/%y', '%Y/%m/%d', '%Y/%m%d', '%Y//%m/%d']\n",
" \n",
" i = 0\n",
" error = True\n",
" \n",
" while error:\n",
" try:\n",
" dt = datetime.datetime.strptime(s, formats[i])\n",
" dt = dt.replace(tzinfo=pytz.UTC)\n",
" error = False\n",
" except:\n",
" i += 1\n",
" error = True\n",
" \n",
" if i > len(formats) - 1:\n",
" \n",
" if s == '2013/02/29':\n",
" dt = datetime.datetime(year=2013,month=2,day=28, tzinfo=pytz.UTC)\n",
" else:\n",
" print(\"No matching format for \" + s)\n",
" dt = np.nan\n",
" \n",
" error = False\n",
" \n",
" return(dt)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 138
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def download(url):\n",
" print(\"Download from \\'{url}\\'\".format(url=url))\n",
" data = urllib.urlopen(url).read()\n",
" return(data)\n",
" \n",
"def write_to_file(output_file, data):\n",
" print(\"Write to file \\'{output_file}\\'\".format(output_file=output_file))\n",
" with open(output_file, 'w') as f:\n",
" f.write(data)\n",
"\n",
"def read_from_file(input_file):\n",
" print(\"Read from file \\'{input_file}\\'\".format(input_file=input_file))\n",
" data = open(input_file).read()\n",
" return(data)\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 139
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def df0(table):\n",
" cols = ['Total SC Jalapeno', 'Total Qty Little Single', 'Total Qty SC Single', 'Total Mini Rig', 'Total']\n",
" \n",
" data = []\n",
" rows = table.findAll('tbody')[0].findAll('tr')\n",
" for line in range(0, len(rows)-1):\n",
" dataRow = []\n",
" for cell in rows[line].findAll('td'):\n",
" dataRow.append(cell.getText())\n",
" data.append(dataRow)\n",
" #print(data)\n",
" \n",
" df = pd.DataFrame(data, columns=cols)\n",
" df.index = ['Qty', 'Hash power (GH/s)', 'Value ($)']\n",
" del df['Total']\n",
" df = df.transpose()\n",
" df['Qty'] = df['Qty'].map(int)\n",
" df['Hash power (GH/s)'] = df['Hash power (GH/s)'].map(lambda x: float(x.split(' ')[0].replace(',','')))\n",
" df['Value ($)'] = df['Value ($)'].map(lambda x: float(x.split('$')[1].replace(',','')))\n",
" \n",
" return(df)\n",
"\n",
"def df1(table):\n",
" cols = ['Id', 'Date Paid', 'Order Number', 'Trade-In (Y/N)', 'Qty SC Jalapeno', 'Qty SC Little Single', 'Qty SC Single', 'Qty SC Mini Rig', 'Wait Time', 'User', 'Status']\n",
" \n",
" data = []\n",
" rows = table.findAll('tbody')[0].findAll('tr')\n",
" for line in range(0, len(rows)-1):\n",
" dataRow = []\n",
" for cell in rows[line].findAll('td'):\n",
" dataRow.append(cell.getText())\n",
" data.append(dataRow)\n",
" \n",
" df = pd.DataFrame(data, columns=cols)\n",
" df.index = df.index + 1\n",
" del df['Id']\n",
" \n",
" for col in ['Qty SC Jalapeno', 'Qty SC Little Single', 'Qty SC Single', 'Qty SC Mini Rig']:\n",
" df[col] = df[col].map(int)\n",
" \n",
" d = {\n",
" 'Delivered': True,\n",
" 'Undelivered': False\n",
" }\n",
" #df['Status'] = df['Status'].map(lambda x: d[x] if x in d else np.nan)\n",
" df['Status'] = df['Status'].map(d)\n",
" \n",
" df = df.rename(columns={\n",
" 'Status': 'Delivered'\n",
" })\n",
" \n",
" #df['Order Number'] = df['Order Number'].map(lambda x: int(x) if x.isdigit() else str(x))\n",
" df['Order Number'] = df['Order Number'].map(lambda x: int(x) if x.isdigit() else np.nan)\n",
" df['User'] = df['User'].map(lambda x: x.encode('ascii', 'ignore'))\n",
"\n",
" d = {\n",
" 'Yes': True,\n",
" 'No': False\n",
" }\n",
" #df['Trade-In (Y/N)'] = df['Trade-In (Y/N)'].map(lambda x: d[x] if x in d else np.nan)\n",
" df['Trade-In (Y/N)'] = df['Trade-In (Y/N)'].map(d)\n",
" \n",
" \n",
" df['Date Paid'] = df['Date Paid'].map(str2date)\n",
" \n",
" return(df)\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 140
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"if flag_download == None:\n",
" data = download('http://bfl.ptz.ro/')\n",
" write_to_file('index.html', data)\n",
"else:\n",
" data = read_from_file('index.html')\n",
" \n",
"soup = BeautifulSoup(data)\n",
"\n",
"print(\"The soup is ready!\")\n",
"\n",
"#print(soup)\n",
"\n",
"tables = soup.findAll('table')\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Read from file 'index.html'\n",
"The soup is ready!"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 141
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#print(tables[0])\n",
"\n",
"#cols = []\n",
"#for col in tables[0].findAll('thead')[0].findAll('tr')[0].findAll('th'):\n",
"# cols.append(col.getText())\n",
"#print(cols)\n",
"\n",
"df0 = df0(tables[0])\n",
"df0_sum = df0.sum()\n",
"print(df0)\n",
"print('')\n",
"print('Total')\n",
"print(df0_sum)\n",
"\n",
"df0.to_csv('table0.csv')\n",
"#df0.to_excel('table0.xls')\n",
"\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Qty Hash power (GH/s) Value ($)\n",
"Total SC Jalapeno 3575 16088 532675\n",
"Total Qty Little Single 1230 36900 798270\n",
"Total Qty SC Single 2678 160680 3478722\n",
"Total Mini Rig 185 277500 5531315\n",
"\n",
"Total\n",
"Qty 7668\n",
"Hash power (GH/s) 491168\n",
"Value ($) 10340982\n",
"dtype: float64\n"
]
}
],
"prompt_number": 142
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df1 = df1(tables[1])\n",
"\n",
"df1 = df1[(df1['Date Paid']>datetime.datetime(year=2012, month=1, day=1, tzinfo=pytz.utc)) & (df1['Date Paid']<datetime.datetime(year=2014, month=1, day=1, tzinfo=pytz.utc))]\n",
"\n",
"print(df1.head())\n",
"print(df1)\n",
"print(df1.tail())\n",
"\n",
"df1.to_csv('table1.csv')\n",
"#df1.to_excel('table1.xls')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Date Paid Order Number Trade-In (Y/N) Qty SC Jalapeno \\\n",
"2 2012-02-06 00:00:00+00:00 19771 False 0 \n",
"3 2012-04-03 00:00:00+00:00 100032108 True 0 \n",
"4 2012-06-12 00:00:00+00:00 2229 False 1 \n",
"5 2012-06-15 00:00:00+00:00 56 True 0 \n",
"6 2012-06-15 00:00:00+00:00 3365 True 0 \n",
"\n",
" Qty SC Little Single Qty SC Single Qty SC Mini Rig Wait Time \\\n",
"2 0 1 0 \n",
"3 0 1 0 \n",
"4 0 0 0 \n",
"5 0 3 0 \n",
"6 1 0 0 \n",
"\n",
" User Delivered \n",
"2 BitCoinBros False \n",
"3 revbat False \n",
"4 mightygoose True \n",
"5 Nicolai1985 False \n",
"6 xxsoulxx False \n",
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 4943 entries, 2 to 4950\n",
"Data columns (total 10 columns):\n",
"Date Paid 4943 non-null values\n",
"Order Number 4775 non-null values\n",
"Trade-In (Y/N) 4943 non-null values\n",
"Qty SC Jalapeno 4943 non-null values\n",
"Qty SC Little Single 4943 non-null values\n",
"Qty SC Single 4943 non-null values\n",
"Qty SC Mini Rig 4943 non-null values\n",
"Wait Time 4943 non-null values\n",
"User 4943 non-null values\n",
"Delivered 4943 non-null values\n",
"dtypes: bool(2), float64(1), int64(4), object(3)\n",
" Date Paid Order Number Trade-In (Y/N) Qty SC Jalapeno \\\n",
"4946 2013-04-06 00:00:00+00:00 100035073 False 1 \n",
"4947 2013-05-30 00:00:00+00:00 100062828 False 0 \n",
"4948 2013-05-30 00:00:00+00:00 100062828 True 0 \n",
"4949 2013-06-16 00:00:00+00:00 100067004 False 0 \n",
"4950 2013-06-20 00:00:00+00:00 100067784 False 0 \n",
"\n",
" Qty SC Little Single Qty SC Single Qty SC Mini Rig Wait Time \\\n",
"4946 0 0 0 \n",
"4947 0 0 1 \n",
"4948 0 0 5 \n",
"4949 0 1 0 \n",
"4950 0 1 0 \n",
"\n",
" User Delivered \n",
"4946 jmesmon False \n",
"4947 bizmaks False \n",
"4948 bizmaks False \n",
"4949 BIT.ASIC False \n",
"4950 arubarts False "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 143
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cols = ['Qty SC Jalapeno', 'Qty SC Little Single', 'Qty SC Single', 'Qty SC Mini Rig']\n",
"data = {}\n",
"for qty in cols:\n",
" ts = df1.groupby('Date Paid').apply(lambda x: x[qty].sum())\n",
" data[qty] = ts\n",
" #plt.clf()\n",
" plt.title(qty)\n",
" ts.plot()\n",
" plt.show()\n",
" name = qty.replace(' ','_')\n",
" name = name.lower()\n",
" plt.savefig(\"plot_{i}.png\".format(i=name))\n",
" #plt.clf()\n",
" plt.title(qty + ' (cumsum)')\n",
" (ts.cumsum()).plot()\n",
" plt.show()\n",
" plt.savefig(\"plot_cumsum_{i}.png\".format(i=name))\n",
" \n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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rtnNkMvZXUcEaB/j7W67pWxLpc7p0UZi/kw1wpftqD9zK6bsr/MFy5mxHgupN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\nW36fK571KNJ5Spedna2yuET+bzS2s7OTPDTKysokjaG/Lk4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},
{
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1VfgIOqO5qJXT5xgh67Jm8Zw6BfTqBbw556EmnVNV6XJMn2GYCue334B/p8Vi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\nfPgwAgMD69zWsWPHBrctENQXofQFrRpNTU1kZmYiJycH/v7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},
{
"output_type": "display_data",
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9/LJmWfuWU6mybptT+QGiYcPMOxamYDHmO62SvXPmzBl4e3sDALy9vREeHp7t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\nqwcXFxecO3cuL4dotP5Kx/jWW2/ho48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GiYmJUCqVSE9PH/M9zc3NyM3NnXJb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\nGWNMRDjpM8aYiHDSZ4wxEfkf/BzG5CIn8ZUAAAAASUVORK5CYII=\n"
},
{
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MeUWjnD7HCFlX2zVDQ4HkZMDVtew0i4s26ZanmL5GOX2G0XbOnwf69QMqq623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\n7d+/n1q3bk3p6enC/oq+oa1bt5KjoyN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},
{
"output_type": "display_data",
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pHDx7p+Rj7DGNsrKA0qUNV0e2bgViYw2zL07xQlKRvlQ1QnWRPtf0uU1l9HH6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\nb95EfHw8Tp06BWBqpe7mctAi4te04ndeG+9SoKOjg7a2tqy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},
{
"output_type": "display_data",
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FCxego6MDIyMjPHz4EACwYsUKVKlSJd+WPsf0GXUmMRFo2hQ4dw4wM1O2NUxF\nolTz9J8/fw4AyMzMxO7du9G7d28AgI2NDU6dOoWoqChIpVJoaGhAR0cHAGBsbIy9e/ciPj4eBw8e\nhG1x54dlGBUjO1vIye/Vix0+U3Io7PSHDx+Odu3aITw8HI0bN8a2bdvg6ekJc3Nz2NnZISMjA27/\n/0qzrq4u3Nzc4OjoiAkTJogtfgBYvnw5li5dCmtra9jb2+ebuaMoueNnZYkydNWprMrSVaYmkfCx\n8wcPgPXry0azrFEnXWWVNT8U7sjds2dPnnWurq4F7u/h4QEPD488601NTcX0TYZh5FmwQPj+bWAg\nj75lShaee4dhyhkpKUD9+kB4OPDZZ8q2hqmo8Nw7DFMByM4GVq8GrKzY4TOlg0o5fY4Rsm5F1kxJ\nAVxdpdizB9i2rex01emeKku3PMX0VcrpM0xFJD0dWLwYaNQIuHpVGHnbtKmyrWJUFY7pM4wSiYwE\nRo0CatQAfHzY2TMlB8f0GaYckZkJLFsGtG0L2NgIc+uww2fKApVy+hwjZN2KoBkdDXTuLIRxrl0T\nnL+GRulq/hfqdE+VpcsxfYZRU+LjgcGDgXbtgIAAQF9f2RYx6gbH9BmmjHj1CmjZEhg6FFi58n3r\nnmFKg4J8Jzt9hikjZs4UWvqbNyvbEkYdUIuOXI4Rsm551Xz+HNi0CZg7t+w0C4s63VNl6XJMn2HU\njN27hVi+np6yLWHUHQ7vMEwZ4OIiZOz8x9yEDFOiqEV4h2HKI0TCSNvWrZVtCcOomNPnGCHrlkfN\nffsAbe3COf2KXE7WLV+aBVFiH0ZnGCYvV68CU6cKH0KpzL82phzAMX2GKSXevQOMjIDlywFnZ0Ai\nUbZFjDrBefoMU8b89BNw7x7wxx/KtoRRR9SiI5djhKxbXjRPngR8fYFVq8pOs6io0z1Vlm55iumr\nlNNnmPLA338DI0cCBw7w16+Y8geHdximBElOBgwNgf37AXt7ZVvDqDMc02eYMsDNTXD8v/2mbEsY\ndYdj+iqmq05lVZauIpoxMcCffwJ79gArVpSNZkmhTvdUWbrlKabPmcMMU0RiYoT4/a5dwPXrQIcO\nQj5+3brKtoxhCkbh8I6rqyv+/vtv1K9fH7du3QIAJCYmwtnZGdevX4eVlRV27tyJGjVqAAB8fHyw\nZs0aaGpqYtOmTejQoQMAICwsDCNGjEBCQgKGDx+OX3/9NX8DObzDlEOio4EuXYDPPwfGjAH69hVG\n3TJMeaGuC8GgAAAgAElEQVTEwjtjxozByZMn5dZt2LAB+vr6uH//PvT09LBx40YAQGxsLNavXw9/\nf39s2LABEydOFI+ZMmUKPD09ERwcjICAAFy9elVRUxhGKYSEAF98AYwdK7T0hwxhh89UHBR2+vb2\n9qhdu7bcuqCgIIwdOxba2tpwdXWFTCYDAMhkMvTs2RP6+vro1KkTiAhJSUkAgPDwcDg5OaFOnToY\nNGiQeExx4Bgh65a2ZmYm0L27MMp2+vSy0Sxt1OmeKku3PMX0S6QjNzg4GMbGxgAAY2NjBAUFARCc\nvomJibhfixYtIJPJEBERgfr164vrTU1NERgYWBKmMEypEhIC1KsHODkp2xKGKRol0pGrSMxdks8E\nJB87fvTo0TAwMAAA1KpVCxYWFnBwcADw/gnq4OAABwcHueUPt5fmcg7K0i+r5Zx15cWe0lw2MnKA\nr6+w/O6dA/bsAe7ckWLIEAAoHf2cdepQf/n3WrLLUqkUO3bsAADRX+ZHkfL0IyMj0bdvX7Ejd/Dg\nwfDy8oKlpSX+/fdfLFq0CPv378fRo0dx5swZeHt7AwAsLCxw4cIF6OjowMjICA8fPgQArFixAlWq\nVIG7u3teA7kjlykDMjOFqRMiI4W5cm7fFj5cbmgobG/aFBgxAmjTBmjUSKmmMkyhKNU8fVtbW2zb\ntg0pKSnYtm0b7OzsAAA2NjY4deoUoqKiIJVKoaGhAR0dHQBCGGjv3r2Ij4/HwYMHYWtrW2w7PnyK\nlxXK0FWnspa07vPnwKJFwpTHHToAVaoAmprAL78A//4LeHoC4eHAgQNSXL0qTI/8xx9Av36l7/C5\nLqmmrrLKmh8Kh3eGDx+OgIAAvHz5Eo0bN8bPP/8MNzc3ODs7o0WLFrCyssKSJUsAALq6unBzc4Oj\noyO0tLTg6+srnmf58uVwdnbGzJkzMWzYMLRt27bkSsUwBZCSAsyZIzj+Dh2AefMAOzugWjWhZZ+b\n0FClmMgwpQpPw8CoLCEhwJkzwJMnwuCpkBAgPV34OPnZs4C+vrItZJjSg+feYVSe+Hjg6VPgzh1g\n/nwgMRH46iugcWPA0hKwsADq1FG2lQxTNvDcOyqmq05lLUj3+XNg+3Zg2jTAykoYHTtihDD/zbJl\nwgPA21uI3XfporjDV5f7Wp7uqarqVuiYPsMok6goYPFiwM8PyMgA+vQRHP6SJUCnToCWlrItZJjy\nDYd3mHLP3bvA1q1AXBxw7BgwfLjQuq9XD6haVdnWMUz5RC3CO4xq8eKF8EHxdu2EtMp27YT0yTVr\nhE5YdvgMozgq5fQ5RljxdTMzhXltTEyAFi2EVMrISKBLFynGjwf+Y6BhiaMu91VV61J50uWYPsP8\nn6wsYMcO4OhRIevmyROhQ9bPD2jZUmjhMwxTcnBMn1EaQUHA+PFAjRrAd98BbdsK0x7wNMUMU3wK\n8p3c0mfKlIQEwN9fmO5g505g3Dhg5kygMtdEhikTOKZfQXUrYln//FPogN28WZjr5vffgZ9+KpzD\nV5drrC6a6qbLMX1G7QgJAdzdgQsXgNatlW0Nw6gvHNNnSp2nT4GuXYVW/ddfK9sahlEPOE+fUQq3\nbgEdOwLDhrHDZ5jygEo5fY4Rlh/dzExh5GyPHsAPPwBz55aNbknCmqxbkTULgmP6TIkSEiJMcBYZ\nKeTbP3rEKZgMU57gmD5TIiQlCR8k+e034atU1tbC4KpKlZRtGcOoJ5ynz5Qa9+8DffsCX3wBBAeX\n7VQJDMMoBsf0K6hueSjrmzfCAKtu3YDvvxfmti8th68u11hdNNVNl2P6TIXnr7+A0aMBW1tg3Tph\nXnuGYco/HNNnFOLNG2DbNmDhQuDkSaBNG2VbxDBMfnCePlNsDhwAGjQArlwRPjjODp9hKh4q5fQ5\nRlg6+PkBNjZCOMfbW4o//yz7qRRU/Rqrm6a66ZanmL5KOX2mZImIEOL1P/4ITJ4MPH4MNG+ubKsY\nhikOHNNn5HjxAtiyRZj+OCxMGFE7ZAjw5ZfKtoxhGEUoyHey02fkGDFCGGg1aJAwV46mprItYhim\nKJRJR66BgQHMzc1haWkJGxsbAEBiYiL69+8PfX19DBgwAElJSeL+Pj4+aNasGUxNTXHx4sVi63OM\nsHj8/jtw6pSQez9qVP4On68xa7JuxdAsiBJ1+hKJBFKpFNevX0dQUBAAYMOGDdDX18f9+/ehp6eH\njRs3AgBiY2Oxfv16+Pv7Y8OGDZg4cWJJmsIUgW++AXx8AB0dZVvCMExpUaLhHUNDQ1y9ehV16tQR\n1w0ZMgReXl6wsLDAtWvXsGjRIuzbtw9Hjx6Fv78/Vq9eDQCwtLTE+fPnofOBx+HwTtkQHw80awa8\negVIJMq2hmGY4lImc+9IJBI4OjrC0NAQrq6u6NevH4KDg2FsbAwAMDY2Ft8AZDIZTExMxGNbtGiB\noKAgdOnSJc95R48eDYP/j++vVasWLCws4ODgAOD9axMvF29ZInGAsTEQEFA+7OFlXuZlxZalUil2\n7NgBAKK/zBcqQZ49e0ZERKGhodS0aVN6/vw5NW7cmFJSUoiI6N27d6Svr09ERLNnz6aNGzeKxzo5\nOZG/v3+ecypi4rlz54phfdFRhm5JaSYlEf30E1HdukRr1pSdrqJU5GvMmqyrDM2CfGeJxvQbNmwI\nADAxMUG/fv1w9OhRWFtbIywsDAAQFhYGa2trAICtrS1CQ0PFY+/evStuY8qG6GghS+fGDeDyZWHS\nNIZhVJsSi+knJycjKysLOjo6iIuLg4ODA06ePIk9e/bgyZMnWLp0KaZOnQpDQ0NMnToVL168QKdO\nnXD69Gk8fPgQP/74I65du5bXQI7plzhSKeDrC5w+LXysfPZs/tAJw6gapR7Tf/HiBQYOHAgAqFOn\nDqZMmYLGjRvDzc0Nzs7OaNGiBaysrLBkyRIAgK6uLtzc3ODo6AgtLS34+vqWlCnMf3DzJvDVV8Av\nvwArVgCffaZsixiGKVPKMMRUJBQxkWOEBXP1KpG1NVGtWkR+fmWnW1JUhGvMmqxbnjQL8p08946K\nk5ICuLgAXbsCw4YBcXGAs7OyrWIYRlnwNAwqzNu3wKRJQEKCMJ/Op58q2yKGYcoKnk9fjXj9WphD\n57PPhBj+xo3s8BmGEVApp58zUEEddAvSPHNGmOu+Th0gNha4ehWoX7/0dUub8nSNWZN1K4JmQfA3\nclWEtDTA01P4utW2bcLHyhmGYT6EY/oqQGqqkG8fFQX88QeHchiGKaO5d5iy5+VLYXbM+Hhg3z52\n+AzD/Dcc06+gulKpFCdPAtbWgJ4ecPy48NHystBVBuoSh1UXTXXT5Zg+U2zevQNcXYG1a4URtgzD\nMIWBY/oVkHv3hJCOhYXw0ROGYZgP4Tx9FSElRfhYuY0NsGqVsq1hGKaioVJOXx1ihH5+gKkp8OWX\nUlSqVGayIupwjVmTdVVBsyA4pl+BSE8HFi4Edu0CMjKUbQ3DMBURjulXIDZsAI4cAU6cULYlDMOU\ndwrynez0KwhZWYCBAfDXX0KaJsMwzH+hFh25qhwjvHkTqFHjvcNX5bKWF13WZN2KrFkQKuX0VZmL\nFwF7e2VbwTBMRYfDOxWEiRMBIyNhfnyGYZiPoRbhHVUmOlqYboFhGKY4qJTTV+UY4ZMnQOPGZauZ\nH+qky5qsW5E1C0KlnL4q86HTZxiGKQoc068AZGUB2trCvPmVeTgdwzCFgGP6FZjXr4FPPmGHzzBM\n8VEpp6+qMcL4eOGbt2WpWRDqpMuarFuRNQtCqU7//PnzMDExQbNmzbBmzZpiny8kJKQErCp/ui9f\n5nX6qlrW8qTLmqxbkTULQqlO38PDA76+vjhz5gzWrVuH+Pj4Yp0vISGhhCwrX7rx8UDdumWrWRDq\npMuarFuRNQtCaU7/zZs3AICOHTuiSZMm6N69O2QymbLMKdfk19JnGIYpCkrrGgwODoaxsbG4bGpq\nisDAQPTp0yfPvq6uwv+5O6I/7JQmAi5disSjRx/fT9FtH9svKCgSoaHFO0dukpKAR4+AN2+EzyKm\npgILFsjvExkZCWWgTrqsyboVWbMglJayeebMGWzduhV79uwBAGzcuBFPnz7Fgg+8m0QiUYZ5DMMw\nFZ783LvSWvrW1taYNm2auHznzh307Nkzz37qnqPPMAxTkigtpv/JJ58AEDJ4IiMj8c8//8DW1lZZ\n5jAMw6gFSh3us3r1anz77bfIyMjAxIkTUffDFBWGYRimRCn30zDkx61bt1C9enUYGRmVmWZaWhq0\ntLTUoo8hIyMDlSpVgoaGBohILcqs6iQlJaF69epqcS/T0tIgkUigpaWlbFPKJRVqYH9oaCimTp0K\niUSChIQEzJw5E/b29mKoqDSIi4vDvHnzoKWlhUaNGmHq1KmlppVDUlISNm/ejIYNG6JTp05o2LBh\nqWvmsGzZMoSFhaFhw4b45ZdfytRJ/PPPP0hISECrVq3kMrtKi8DAQDRo0ACNGjWCpqZmqevl1q1W\nrRrMzc1LXSsuLg5eXl5IT0+Hvr4+5s+fX+qaSUlJWLlyJerVqwdra2u0bdu21DVzWLZsGQIDA9Go\nUSMsWLCgVH3Dh/z99994+vQpzMzM0L59+zLTVZRK8+bNm6dsIwpDWloaJk+eDBsbG2zYsAE6Ojo4\nfvw4WrdujTqllMQuk8kwYMAAtGnTBmPGjIGnpydq164Nc3PzUmsB79+/H0OHDkX9+vVx7949BAQE\niI6pNHnx4gUGDhyI169fw8vLC3v37sXFixfRu3fvUm/tR0dHY+jQoQgICEDlypWxadMmGBgYwMDA\noFT07ty5g7Fjx+L06dO4ffs2zp49i169epWKVm5u376N8ePH4/jx47hw4QLS0tJgamqKyqU0qZJM\nJkOvXr1gY2ODn376CSNGjEDr1q3RrFmzUtEDgH379sHFxQW6urqoVKkSjh49CnNz81L7jeYQHx+P\nbt26ITExEd7e3vjtt99w9epVfPnll6WqCwj196uvvsKFCxdgbGyMefPmoXXr1tDX1y917SJB5ZzU\n1FTx77CwMEpMTBSXW7ZsSZcuXSo17Tt37tCZM2fE5V27dlHHjh1LTY+IaNmyZaLmixcvyNPTk/74\n449S1czROnjwoLgcHR1NhoaG9PLly1LXPnjwIC1dulRcXr16NQ0ZMqRUtOLi4ujHH3+kVatWERHR\nzZs3qU+fPpScnFwqejlkZWXRsGHDaOXKlUREtHv3bhoxYkSpar569YoePHggLk+YMIGCgoJKVfP3\n33+nGzduEBFRZGQkubu7l6peDhkZGRQSEiIub926lbZs2ULp6emlru3v709bt24Vl6dOnUr//vtv\nqesWlXLr9I8ePUqOjo7k7e0trsvOziYiorS0NEpOTqZevXpRWFiYuL64hISE0J49eyghIYGIiN6+\nfUupqamUnZ1NmZmZdPjwYZo0aRIRCT/ikiAyMpIeP34sLsfFxdG7d+/E8/fr14/27dtHRFRi5SQS\nyrZ161aKjIwkIqL09HR6+/YtEQnXNzo6mvr160cpKSklVtbcPHv2TPz76dOnFBsbKy7/9ttvNHfu\nXCIq2TLnnC/n/hIRfffddzRmzBgKDAwsUZ0ccjdacj9Ypk+fTi4uLnTlyhU5e4rDh/U3MzOTiIR7\n3adPH6patSp16tSJZs2aRfHx8SWi+WH9zblfT58+JUdHRzI0NKS5c+fSkSNHiKjkfjcf1t8c3ays\nLFq4cCFJJBLq168fde/eXc6+kiJ3/U1LSxP/Xrx4MWlpadGCBQvor7/+Em0qT5TLWTYfPnyIX3/9\nFXp6eggPD8eNGzcAvM/Z19LSwps3b/Du3TsYGhpCIpEgPT29WJp+fn6wtLSEj48Prl+/DgDQ0dGB\ntrY2AKBSpUq4d+8eqlSpAgDQ0CjepSMizJ07F82bN8eYMWPE9XXr1kW1atVAwgMZ1atXR7169QCU\n3EC1f//9F2ZmZvD09MSFCxeQkpICTU1N6OjoABCub0JCApKTkyGRSIpd1twEBgZCV1cX3bp1E9d9\n9tlnqFevnnh/nz9/jlevXgEofpmPHz+OZs2a4cqVK+L5PvnkE2RkZGD79u0IDw+Hqakphg8fjrVr\n1wIombEhx44dQ5cuXeDr6yuuq1q1KgBhIOL58+fRvHlz/PLLL1i9enWxNfOrv5UqVQIg1OPZs2cj\nOTkZa9euRWhoKKKjo4ulV1D9zblf4eHhGDZsGI4fP44GDRpg0aJFSEpKKpG6lF/9zZk7XkNDA336\n9EFiYiIOHz6MBg0a4NSpU6LNxSWn/nbv3l1cl9Nh/ODBA6SlpeHo0aNo1KgRxo8fj4SEhBL9/ZQE\n5caa7Oxs8W8jIyPs3LkT8+bNQ926dfHXX38BgJhNAgBXrlxBmzZtoK2tjdmzZ2Pbtm3IyMgoknZ6\nejoaN26M4OBg9OzZE+fPn8fTp08BQC6effLkSQwcOBAAcOLEiWJNopSYmIi3b9/i3Llz0NLSgp+f\nHwAgMzMTgPCDffXqFe7du4cvvvgCAHD37t0i6+VGU1MTO3fuxIoVKyCTyfI97/79+9GxY0doa2sj\nICAAjx49KrZuSkoKLly4gIULF6JmzZrYvn07gPf3Puc6nz17FkOGDAEAvHz5ssh6wcHB2LFjB3R1\ndbFw4UK5bZqamhg4cCDOnj2LqVOnYvPmzdi5c6ecHUWloEZLTv10dXXFlStX4OXlhbFjx+Lt27dy\n9V9RPlZ/AYh1qGXLltDW1sa///5bnCIWWH9zyti5c2eMGzcOxsbG6NevH1q1aoW4uLhiaeZQUP3N\nuW/m5uaoXr06AMDBwQEBAQFy24tK7vqro6OTp/4aGhpizpw56N69O8aMGYPOnTvj2LFjxdIsDcqF\n09+0aRNsbGwwe/ZsnDt3DgDQtGlTGBoaws7ODjExMTh9+jQAICsrCwDw+PFjHD16FO3atcOzZ88w\nYsQIhTIwTp8+jbVr1yIyMhJaWlqwtbVFmzZtMGDAANy7dw9Xr15FVlYWJBIJMjIykJaWhrp16yIo\nKAidO3fG5s2bFX6C//vvv4iKikJycjJq1qyJadOmoV27dvjmm2/g7e2NzMxMVK5cWaxEDx8+RPPm\nzREREYFu3bphy5YtRXqjuXfvHlauXInLly8DEOY56tixI5ycnJCamoqLFy/i9evXAN4/dN69ewdN\nTU2MHj0aEydORGpqqsK6Oed79OgRUlNTUbVqVQwcOBBjx46Fl5cXli1bhsTERPE6EhEyMzPRqFEj\nGBkZYcaMGejatSvevn1baD0iEq+RoaEh5s+fj4sXLyIqKgq7d+8G8P5HWqtWLfG4WrVqoUuXLkhO\nTi5SOQvTaMmpn7nraf369REfH69wXVKk/uZGKpVCIpEUaSBkYeqvpqZmngdYzgMm541VURSpv7l5\n8OABrly5ggEDBhRJF1Cs/ua+h4mJiWjYsCFat25dZO1SQwkhJTlu3rxJlpaWdPbsWVq6dCmNGDGC\nLl++LG6PjY2lZcuW0Q8//CB33A8//EDm5uZ0+/ZthTWXLFlCTZo0oW+//Zb69+9PZ8+eldu+dOlS\nmjRpEt26dUtcFxcXRxKJhGxtbenEiRMK6aWmptIPP/xADRs2JGdnZxozZozc9szMTHJyciIvLy8i\neh+f/OOPP0gikVC7du1o165dCpeTiEgqlVL9+vXJzc2N2rdvT3/++adcZ/jx48dp1KhRch3WRESt\nWrWi2rVr0/r164ukS0R06NAhql+/PvXt2zffTsv+/fuTp6cnEb2PP798+ZIkEgk1a9aMJk6cqFBH\n8po1a6hDhw70/fffizHXnI68/fv3k7m5OaWkpIj75/QNbd++ndq3b0+///57kcrp6+tLbdq0oVmz\nZuWpS8ePH6fx48fTqVOniEiI72ZlZVFSUhJt3LiROnToQNu3b1dIT9H6m5GRQffu3SNnZ2dq27Zt\nqdffHAIDA+nrr78ma2tr+ueffxTSzKEo9ffZs2e0ePFiMjIyEjvsi4Ii9TcrK4uys7MpOjqaNm3a\nRObm5vTTTz+VSUeyoijF6efunJNKpTRmzBjxx/D777+Tubm53P5Xr16lWbNm0dKlS8nT05NiY2Mp\nKSmpSLqZmZk0ZcoU8Yeybds2mjhxIh07dkzcLzo6mkaNGkVHjhyhV69eUVhYGKWkpIgdMznkOKqP\nERkZSQ4ODpSQkEBJSUlka2tLmzZtktsnMDCQWrZsKXYKZWVl0b59+2j27Nly+ynaKbR9+3b69ddf\niYjo8OHD9NNPP8llyhAJ2QYrV66kN2/eiB2af/31l5zDzcjIUEg3JSWFxo8fTwcOHKCUlBTq0aMH\nbdy4Ua5TLTw8nAwMDEQHnZSURCEhITRixAgxA6Sw3Lp1ixwcHOjMmTP0ww8/0MiRIykiIkJun+7d\nu4sdxETCA2Hx4sXUt29fCg4OVkgvh6I0WtLT02ndunXk4OCgUJZHUervy5cvKTw8nIgoz4O9sJ3k\nRam/aWlpdP78+Tx1TVEUqb8JCQnifTx//rxc/VX0d1OU+puamkr37t2jqVOnlnqWVHEoc6e/dOlS\nWrZsGZ0/f56IiIKCgmjYsGFyLbBOnTrRli1bxOXk5GRycHCgmjVr0sSJExXWvHTpktjLT0TUu3dv\nWrt2LREJLcutW7fSyJEj5XrhDx48SJaWllSzZk2aMWOG3PkK4wCjo6PFv2NjY2nw4MGiM7h48SJ1\n6tSJ7t27R0TvHx5z5swhU1NTsrOzy9N6K6zTvXnzJoWFhYmZOAsXLqSBAwcSkfBDPHv2LA0ZMkTu\nDen58+fUvn17atSoEdnb28vdi4yMjEI7h3fv3sktt2/fnnbs2EFERP/++y95eHjQ5s2bxQc8EdGC\nBQuoe/fuNGLECJo/f36hdHLIbdeRI0fIxsZGXJ4xYwbNnTuX7t+/L667e/cumZqa0sWLF8nT05Me\nP35Mb968Ebfntquwuoo2WmbMmEGxsbFyWT0fo7j1N6c1moMy6m9hG0jFrb8dO3aUq7+ZmZllVn/n\nzZtXKB1lU2Yx/aCgIFhaWuL+/fuoVasWJkyYgICAAFhbWyMmJkYuy2HatGm4du2aGF+ePn06NDU1\nERYWBm9v70JrXr58GY6OjliyZAlmz56NOXPmAAB+/PFH7N69G+np6fj0009haWkpdroBwKtXrzBv\n3jxUrVoVZ8+exaJFi+TO+1+DaYKDg9GnTx+4ublh6dKlePjwIWrWrInmzZvjzZs3yMrKQvv27dG8\neXPs2LEDgNBpGxoaimPHjqF69er49ddf0blzZ/Gc2dnZHx3AExsbixEjRsDNzQ1r167FyJEjxWv5\n+PFjyGQyaGlpoVmzZrCyskJERAQAoRNw4cKFuHfvHpYvX47z58+LGUo5ZS1MB9j8+fMxYsQIrFq1\nCmfPngUAuLu748aNG8jOzoaVlRWMjY0RHR0t1+GekJCAs2fPQl9fX7w/hcHHxwerVq1CUFAQAODL\nL79E48aNxSydoUOH4tWrV2KHJgC0aNECSUlJ6NatGzQ1NaGvr4+aNWsCEPqKNDQ0PhpbX7ZsGVas\nWIELFy4AAKpVq4aUlBSkp6dDQ0MDLi4uqF27NrZu3SoeY2pqisuXL+OXX35BSkoK6tWrJ2aF/Rcl\nVX8XL14sd96yrr9EJGYSFURJ1d+AgAC5+lupUqUyq79z5879qE65oKyeLoGBgXIDGDw9Pem7774j\nIuFVzMzMTHwdP3nyJH3//ffiEzv3k7uwxMbGkru7u/jGcO/ePfr000/pyZMnRETk4uJCCxYsICIh\nXt+3b1+6cuUKERHFx8fTuXPnxHMVtgUolUrJ0tKS9u7dS48ePaKpU6fSzJkziUhoEUyfPl0sY0RE\nBJmZmYmvoDt27JB7u8nOzi50CyU1NZVWrlxJU6dOFdeZmJiIrZQlS5bQoEGDxG0eHh7k4+NDRMJb\nlFQqlTufIqGc58+fk5OTEzk7O5NMJqM1a9ZQx44d6fXr13Tp0iWaOHEiHT9+nIiIHjx4QJaWlvTq\n1Svxek2ZMkW8J4UhKCiIWrduTWPGjKFff/2VvvrqK7Fe/fzzz7Rs2TJx30mTJokx3devX5OXlxcN\nGDCAnj59Wmi9HGQyGVlYWNC4ceNo8+bN1LJlS/G6OTg40OrVq8V9jx07RhMmTBCv4/fff0/dunVT\nSJfrr2rW3/JAmTn9xMRESk5OFl/zDh8+TN9//714g5YvX05jx44lb29vGjx4MI0bN65YeqmpqXTt\n2jUiev9qOWLECDFmHR4eToaGhnT27FlKSUmhXr16iZ1tuSlMBcqp3ImJiXT48GFx/e7du2nw4MFE\nRPTkyRPy8PCgpUuXUlxcHEVFRdGoUaPyHZijaPyciOjGjRtyD8fFixfTmjVriEi4Fh07dqTFixcT\nEdGPP/5Iv/zyS4novn37Vq6TOSYmhlxcXCgiIoLi4uLI19eXXFxcxPBEnz59yN/fn4iKNmjl0KFD\ntGfPHnHZz8+PPDw8iEjorP3hhx9Ee06cOEEODg7ivrkHJGVkZCikX9aNFq6/qll/ywOlEt7JSavM\nTY0aNVC1alXxNe/UqVNo2LCh+Krp7u4OFxcX3LhxAwYGBli/fr1Cmh+miWlra4vpUpUqVUJCQgJk\nMhk+++wzEBGaN2+OmTNnws/PD8bGxvj000/Rrl27POf9r1fhlJQUABAHhtSoUUPuc4+fffYZJBIJ\nUlNToaenh2+//Rbx8fFwdnZGly5dUKVKFdSoUUPcn/6fU12UuVjMzMzkXmvPnj0rzneira0NHx8f\nhIWFwcbGBgEBAWIefGHLWhA6Ojro27evuCyRSHDjxg3o6Oigbt26GDNmDPT19TFy5Ej069cPMTEx\nMDExAaDYALeca9OlSxf06NFDXI6KihJTIHv27InBgwdjzpw5+PPPP7F+/XrY29uLYcKc65GVlYXK\nlSsrpG9mZobhw4eLdbtdu3aoXLkyMjMzYW9vjzFjxmDRokXw8fHB5s2bkZaWJt6P3PelILj+qnb9\nLTMvErAAABL3SURBVFeU9FMk9yvdqVOn5DqXiN4/jb/88ksxQ+PmzZtii6G4KU75PX2zsrLo9u3b\n1KtXrzzbUlJSxOyGD+3/LxYuXEjz58/Pt0Mux4ZFixaJ0zbk3nbo0CEKCAgolM6HfKxDLCMjg9LS\n0sjR0ZHi4uKI6P01zcjIoNDQ0CLp5kd+1+r27dvUp0+fPOtPnjxJa9euVej+/te9yLnGixcvFluA\nOezatYs8PDzI3d29SPWpMJ2OEyZMELNKiIR6JJVKydXVlaZMmVKkVicR119Vqr/llVIJ77x48YKm\nTJlCnTp1ovv378tV5Jz44siRI2n//v00ePBgcnJyEm+wIuScNyd+uHTpUvH198Mfj7+/P82ZM4de\nvnxJLi4u5OfnJ7c9Jx3uY+T8mM+fP09dunSRm+Qp97mIiCZPnkznz5+njIwMWrlyZZ70vMJq5lee\nhIQEUefDcyQlJdHw4cMpMTGRfvnllzw/3NzlKAonT54UsytybMj5/++//xZDc0eOHCmSc8jOzs5T\n3g9/oDnLXbt2FbNKrl69Km7PXT5FXsPLstHC9Vc16295p9jvJx+GcmJiYrBq1SocPHgQR48exeef\nfy7Xe66hoYE7d+7Az88PS5YsgaOjI/bu3Vukr2blvF5JJBJIJBLcuXMHR44cEdflZv/+/fDz80Pf\nvn1Rv359ODk5yW2XSCQfzTAA3r9C2tvbo23btti+fTsSExPz7EdEePToEdavXw9bW1vExMTAzMxM\nbnthNXOX9cKFC7C1tcWMGTPw008/AUCec/j7++PYsWP48ssvcfv2bbi7uxdYjo9B+cxXsmHDBqxe\nvVpuXc71vnjxIlJTUzF27FgsW7asUKGN3OSMItXQ0MC9e/dw/PhxZGdn57mfEokEL1++RLVq1VC1\nalUMHToUXl5eePXqFYgIlStXBhEhOztboddwiUSC2NhYTJ06FQsXLkRUVJRc6EVDQwPZ2dn49NNP\ncf/+fQwZMgS//vqrmNGhyKhwrr+qV38rBMV5YuR+Ql+6dIlev35NRMIgEGNjYzp69CgR5X3KP3ny\nhH799VeFB1jljHojEp7MISEhNHfuXPH19siRI+Tl5SXXOsvR9vDwoKFDh9KjR4/ybFNEPyYmhubN\nm0dXrlyhuLg46tSpE508eTJPS/TZs2ckkUho+PDhRRo1nLsVlZmZSYmJiTR9+nQaP348HT58mO7f\nv0/t27enRYsWifvksHPnTrK3t5cbjFOUsubYkZqaKtfBt2nTJlq7dq2cZk5rtW/fvmRkZFSskbwp\nKSnk5+dHlpaW5OjoSF5eXuI1zH2dHz16RBKJhMzMzMS8dUX5sJX5/PlzmjFjBhkZGeVpDeZw8+ZN\nkkgkZG1tTevWrSu0Ftdf9ai/5R2Fnb5UKpW7gP7+/tS+fXsaO3Ys/fzzz+Ko1fnz59OPP/4ovu4W\nd4rc3K9zOWliL1++pClTptDQoUMpODiYDhw4QN988w0R5a0kMTEx4t+FTWGbPHmymBb34sULIhIy\nCb777jtauHAhERFt2LCBhg0bJnf+nMokk8kU1vzQ9tzhAhcXFzIzMxN/hLdv36YmTZqIw9Jzjvsw\nVFbYV/Ccc3x4r8LDw6l+/fr0559/UkpKCu3YsYNGjhyZ77kPHjyYZ5DLf/Hh8ZmZmTR27FgyMTGh\nhIQESkhIoJkzZ9KcOXPEgVQ55bx+/TrNmjVLTk+RspZlo4Xrr2rW34qIQk7/xYsXJJFIyNLSkqKi\noig7O5vmzp1Lly5doqioKHJ0dCQTExOKiYmhkJAQcnNzo927dxNR0Zz+h51USUlJ5OHhQUOGDKG1\na9eKMdWtW7fSwIEDacuWLdSyZcv/7B9QpAIFBARQ7dq16e7duzRkyBA6ffo0ERGdO3eOXF1d6cSJ\nE5SdnU39+/enrVu3ij/sD8ta2Pjjhx/yWL9+PfXr1482btxIQUFB9Pz5c2rXrh2dOXNG3Perr77K\nk6esqC4Ria3aHM6cOUOzZ8+mv/76S5yeYfLkyTRx4kRKSUmhli1byuWdFzd97fHjx+KP//Tp06St\nrU0PHz4kIiH1ctKkSbR//34iyr8uFXbkcFk2Wrj+qk/9rUgUKtiZE9OsW7cuxo0bB11dXfj4+EAi\nkWDq1KnQ1tbGoEGDMGDAAFhbW2POnDlo3bo1DA0NcenSJXFedkV49uwZGjZsCHd3d3HE4+TJk1G7\ndm14e3vjypUrmDZtGrKysuDq6ooxY8bg/PnzSE5OznfGvRwKG4MkInTs2BHdu3fHjBkzMHjwYHH6\nWAcHB9SrVw8HDhxAZmYmxo4dix07dhQ4B/zH4o9nzpxB586d4e/vj7S0NADAuXPn8OzZM/j4+OD+\n/fv47rvv8Omnn8LR0RErVqzAoUOHcOLECWT+r72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},
{
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pmzLSF+O8inXdqEJSTl+qsEhfu0jfksfpayqzfKSvKyzSlxaScvpS1/Qtee6d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\nMqpWrZrQYa8PurTf7OxsysnJoZiYGNq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},
{
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M3LgB6OuLWzbGShvO6bMSLSMDMDICdHSARo2AefNkN2GFhnKDz5gqaVSjzznC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\nAElFTkSuQmCC\n"
}
],
"prompt_number": 144
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# put TimeSeries in a DataFrame\n",
"df = pd.DataFrame(index=data[cols[0]].index)\n",
"for qty in cols:\n",
" df[qty] = data[qty]\n",
"\n",
"df = df.asfreq('1D', method=None)\n",
"df = df.fillna(0)\n",
"\n",
"df_cumsum = df.cumsum()\n",
"\n",
"for qty in cols:\n",
" #plt.clf()\n",
" plt.title(qty)\n",
" df[qty].plot()\n",
" plt.show()\n",
" name = qty.replace(' ','_')\n",
" name = name.lower()\n",
" plt.savefig(\"plot_{i}.png\".format(i=name))\n",
"\n",
" #plt.clf()\n",
" plt.title(qty + ' (cumsum)')\n",
" (df[qty].cumsum()).plot()\n",
" plt.show()\n",
" plt.savefig(\"plot_cumsum_{i}.png\".format(i=name))\n",
"\n",
" \n",
"#plt.clf()\n",
"df_cumsum.plot()\n",
"plt.show()\n",
"plt.savefig('qty_sc.png')\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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ByLAbMtIxLc0a2Ek1wkj1wROmEGw9o5T1kIdNyKmt5dm1yLAzMhxF2lmQ5Rm2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\nioEDeSPepUtcACwW136zn3wCbNsmLZe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},
{
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QkGA6ogeYOXMm7777Lj169KB3795W/9L1jx8jbZ3ktTwtZa5J1u3boWdPy2Wp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\nlSvNzh89ejSjR4+uMF+n05G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},
{
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eNZ0gCM9x/jzw3//yaVFhi0gEsF9h28umrSvsc+eAq1c9q5XQJ4aosGXLp2TT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\n63w7164pAyEJs/zpJ6XdnBx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},
{
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zea1c+VVHL/SWF/SXWa95Dx0Cb29ts9SGXsdX7+rVgwdTrzwxMbHKOnd3d9at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\njlLu7kodPdqw59LbGEte29J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},
{
"output_type": "display_data",
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/P3GiFcJ71LodudRqJT09HUVFRYiOjkZxcTEmTZpUa3G1RTpNUSOMeb4duad3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\nD8u3J2k7VvP+Zg8RNSuhaSN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},
{
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8Ciwrrh0THR1NQEAAAD4+PoSEhBD5+6xMeQddbsttZ9zeu3evS+Q5fjySwEBo\n0sSEdeZJY/O4621XeT3Yu20ymVi9ejWArV4WptghlJmZmQwePNjWk7/Vf//7X55++ml27NjB559/\nztdff82iRYsACAkJ4dtvv8Xb25umTZty6NAhABYsWEDVqlWZOHFiwTDSkxdu7rffICwM/ud/YORI\no9MIXTh0COWJEycAuHHjBvHx8QwYMACA8PBwEhMTOXr0KCaTCU9PT7y9vQEIDAwkISGBrKws1q9f\nT0RERFmfixAV2vLl8OCDUuCFA6kijBw5UjVo0EBVrlxZ+fn5qffee0+NHj1atWnTRrVv315NmTJF\nnT171rZ+bGysatasmQoKClLbt2+3LU9LS1OhoaEqICBATZs2rdD9FRPHobZu3Vpu+3IEyet8Rme+\ncEGpBg2U2rev+HWNzlpauuVVSq/MRdXOInvya9asKbAsJiam0PUnT57M5MmTCywPDg62DacUQhR0\n5QoMGwaPPgq3XJYixB2TaQ2EcAFPPQVnz8I//wl33WV0GqGbomqnzEIphMHeew+2b4ddu6TAC8eT\nuWs0IXmdz6jM//oXvPIK3HNPybfR7fjqlhf0zGyP2xZ5IVzBli3WM/gePYxOIioq6ckLYQClYM8e\n6NvX2ofv1cvoREJnMtWwEC5k82Zo2xb694fFi6XAC+dy2yKvW79N8jpfeWT+979h1ChrD/7EibJ/\nObdux1e3vKBnZntkdI0Q5eDiRYiOtk4dvH699ctAhCgP0pMXwsnS060XOoWHw4oVULWq0YlERSM9\neSEMkp4O3brBlCnw/vtS4EX5c9sir1u/TfI6n6Mzp6Zaz+BnzIC//AXszLxdZrodX93ygp6Z7ZGe\nvBBOkJtr/YB18mQYP97oNMKdSU9eCCfYsAFefRVSUhx7Bi+EPdKTF6IcKQXz5sH06VLghfHctsjr\n1m+TvM7nqMzHjsHhw/DIIw55OLt0O7665QU9M9vjtkVeCGfZv986J7yn/O8SLkB68kI42FtvQWYm\nxMUZnUS4C+nJC1FObtyAt9+2zksjhCtw2yKvW79N8jqfIzL/7/9CrVrOL/K6HV/d8oKeme2RcfJC\nOMgnn8BLL0F8vNFJhPiD9OSFcICbN60fti5ZAj17Gp1GuBvpyQvhZO++C3XqyDc8CdfjtkVet36b\n5HW+smbesQNmzbKOpimvi590O7665QU9M9vjtkVeCEdIS4NHH4XVqyEkxOg0QhQkPXkh7sDjj1u/\nym/qVKO3xQ6gAAAU9ElEQVSTCHdWVO2UIi9EGW3bZp1pct8+67BJIYwiH7zaoVu/TfI6X2kynzoF\nCxbAiy8aU+B1O7665QU9M9vjtkVeiNKyWKy994gIaNkSKlWytmuEcGXSrhGiBNavt37LU9++8Mwz\n1r8ryaWEwkWUuV0TExODr68vbdq0sS2zWCxERUXh7+/PkCFDyMnJsd0XFxdHixYtCA4OJikpybY8\nPT2dsLAwmjZtysyZM+/0+QhRrr74Ap56Cnbtgk2bYOBAKfBCH0UW+SeeeIIvv/wy37Lly5fj7+/P\nwYMH8fPzY8WKFQCcPn2aZcuWsWXLFpYvX86kSZNs2/z9739n6tSppKSksG3bNnbv3u2Ep1I6uvXb\nJK/z2cu8aRM88QR8/jmEh5d/psLodnx1ywt6ZranyCLftWtXat32qVJycjLjxo2jSpUqxMTEYDab\nATCbzfTr1w9/f3+6d++OUsp2ln/gwAFGjBhB7dq1GTp0qG0bIVzd0qUQG2vtwwuho1L/0pmSkkJg\nYCAAgYGBJCcnA9YiHxQUZFuvZcuWmM1mGjduTL169WzLg4OD+fjjj5k4caLdx4+OjiYgIAAAHx8f\nQkJCiIyMBP54Z3XE7cjISIc+nrNvS17n385bFhkZydWr8OmnJr75Bt55xzXy6Xx8dcubJ+/14Ap5\nbr1tMplYvXo1gK1eFqbYD14zMzMZPHgw33//PQD+/v789NNPVK1alUuXLhEUFMSRI0eYNWsWjRo1\n4qmnngJg5MiRjB8/Hn9/f0aPHs3OnTsB2LRpE/Hx8Xz44YcFw8gHr8IAFy/C99/DDz9Yb//8s3XK\n4EqVoE8f67w0Qrgyh46T79ChA+np6YD1A9UOHToAEBERwf79+23r/fjjj3To0IHmzZtz6tQp2/L9\n+/fTsWPH0u7W4fLeFXUheR3jxg3rUMjEROs49wcfBB8fePJJWLvWxK5d1qL/r3/BkSOuW+Bd9fgW\nRre8oGdme0rdromIiGDVqlW8/vrrrFq1ylaww8PDeeGFFzh69CiHDh3C09MTb29vwNrWSUhIoHfv\n3qxfv57Y2FjHPgshCqEUvPee9ev4UlPh22+tyxo1gl69YNq0P0bLmExwy2/qQlQMqggjR45UDRo0\nUF5eXsrPz0+tWrVKZWdnq4cfflg1atRIRUVFKYvFYls/NjZWNWvWTAUFBant27fblqelpanQ0FAV\nEBCgpk2bVuj+iokjRKmZzUr5+Sk1d65Sn36q1NmzRicSwvGKqp1yMZSoEJSyzgh54gQkJ8Nnn8GZ\nM5CVBTNmwPTpRicUwnlk7ho7dOu3SV77lLJONdC+PQweDPPnw/Hj8MYbsGWLta8+bVrJHkunY6xT\nVtAvL+iZ2R65bk9o5cIFSEqCdeuso2EOHYL77oM337T22OVKVCHyk3aNcGk3b1pHuJw8Ce+/D+fO\nQWAg/PnP1pExTZpA3brl941MQrgimU9eaOmrr+Dpp61FvFs365l6jx5yti7E7aQnb4du/TZ3yJub\nC19+af2mpRo1YPx465QC334L//iH9cIkZxZ4nY6xTllBv7ygZ2Z75JxIGE4p66iYKVMgJcXaX+/T\nx1ropQ0jxJ2Rdo0wzKVL8H//B2PHWov5uHHw6qtwzz1GJxNCL0XVTjmTF+Vq+3ZYudI6Qub0aWje\n3Dqdr1xpKoRzSE9eE7rnvX7deqb+2GPWaXu/+QZycqwTg7lKgdfpGOuUFfTLC3pmtkfO5IVTWSzW\ns/cNG2D3bmvPvVEjo1MJ4T6kJy+c4vp1iI6GjRuhQwfrn0mToGFDo5MJUfFIT16Uu5kz4fx5+PVX\nqFnT6DRCuC/pyWtCp7w7dsB775n48EO9CrxOx1inrKBfXtAzsz1uW+SFc+zbB8OHw+TJULu20WmE\nENKTFw5x44Z1bpn/+R+YO9c69l0IUT6kJy+cRinrJGITJsD+/bB4sXXKXyGEa3Dbdo1u/TZXzPvL\nLxAeDpUrw08/WeedySvwrpi3ODpl1ikr6JcX9Mxsj9sWeVF2SsGSJdZhkY89Zp1YbNs2+P0rfYUQ\nLkR68qJUcnPhySdhzx744ANo187oREII6ckLhzhxAl5+GQ4csA6TrF7d6ERCiOK4bbtGt36bkXmv\nX7eOlgkMhOxs+Pzz4gu8bscX9MqsU1bQLy/omdkeOZMXRbp6FZ591jpj5JEj4ONjdCIhRGlIT17Y\npRS8/josWwatW8OHH8K99xqdSghhj/TkRans2wcff2ydXGztWusoGiGEnqQnr4nyyrtunXXse2am\ndXrgshZ43Y4v6JVZp6ygX17QM7M9ciYvyM21fpi6fr317D0hAYYMMTqVEMIRpCfvxq5fh7/9zToc\nsnJleOIJePhhaNzY6GRCiNKQnryw65NP4LvvrN+5Gh4OleTVIESFU+aefEBAAG3btiU0NJTw8HAA\nLBYLUVFR+Pv7M2TIEHJycmzrx8XF0aJFC4KDg0lKSrrz5HdIt36bo/MePAjTp8OcOdCpk+MLvG7H\nF/TKrFNW0C8v6JnZnjIXeQ8PD0wmE6mpqSQnJwOwfPly/P39OXjwIH5+fqxYsQKA06dPs2zZMrZs\n2cLy5cuZNGmSY9KLMlu2DJo0gf79jU4ihHCmOxpdc3sPKDk5mXHjxlGlShViYmIwm80AmM1m+vXr\nh7+/P927d0cphcViuZNd37HIyEhD919ajs6bkQHPPQeeThpfpdvxBb0y65QV9MsLema2547O5Hv2\n7MmQIUPYuHEjACkpKQQGBgIQGBhoO8M3m80EBQXZtm3ZsqXtPmGMjAxo3tzoFEIIZytzJ3bHjh00\naNCA9PR0Bg8eTHh4eKlGxnh4eNhdHh0dTUBAAAA+Pj6EhITY3lHzemSOuH1rv80Zj++qea9fh/T0\nSE6ehGPHTJw549p5y/N2bGys015vjr6t2/HVLS+49uvBZDKxevVqAFu9LJRygClTpqi3335bDR06\nVO3Zs0cppdTu3bvVsGHDlFJKbdy4UU2aNMm2frt27VR2dnaBx3FQnBLZunVrue3LERyR9+xZpe6/\nX6mBA5X64Yc7z1QU3Y6vUnpl1imrUvrlVUqvzEXVzjKNk7906RI3b97E29ubM2fOEBkZyZdffsma\nNWv45ZdfeP3113n++edp0qQJzz//PKdOnaJ79+5s3ryZQ4cO8dxzz7Fnz54Cjyvj5J3j5k1ITISJ\nE+HPf7Z+D6sQouJw+Dj5U6dO8cgjjwBQu3Zt/v73v9OoUSMmTJjAqFGjaNmyJWFhYcyfPx8AX19f\nJkyYQM+ePfHy8mLlypVlfCqitL780jpNcP36sHQpDBhgdCIhRLkqp98mSqQ84+j0q5hSpc+bm6vU\nd98p5eurlBFPVbfjq5RemXXKqpR+eZXSK3NRtVOucayAfv4ZxoyBU6dg5kyoICPBhBBlIHPXVDBx\ncTB3rrX3vmiR88bBCyFcR1G1U4p8BbJrFzzyCJhM0LKl0WmEEOWlqNrptud5t47b1UFReVNSoFUr\nePBB68gZVyjwuh1f0CuzTllBv7ygZ2Z7pCevsStX4JVX4J13rCNnhg2T9owQIj9p12jqwgVrUa9e\nHd5+2zpEUgjhnqRdU8FcuWK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},
{
"output_type": "display_data",
"png": 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},
{
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XtVTL64j0yIUhnnpKf4xb/fqwYQM8+qjRiYRQl7RWhCFCQ+HzzyEszOgkQqij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\nL+Lj4+3Pjq1Xrx7R0dF4eXk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},
{
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kyBHKyMggJycnio2NrdE3UhVS1YbGXP5v3rx59NVXX6lahkJR13GnjPC+/fuJ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\n3N2BgQOBK1e4fO+RkVzemfoy8Hy7v0DdNOcW5GL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}
],
"prompt_number": 145
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"current_hash_rate = 200000E9\n",
"\n",
"hash_rate = {\n",
" 'SC Jalapeno': 5E9,\n",
" 'SC Little Single': 25E9,\n",
" 'SC Single': 50E9,\n",
" 'SC Mini Rig': 500E9\n",
"}\n",
"\n",
"df_cumsum['Total hash rate'] = df_cumsum['Qty SC Jalapeno']*hash_rate['SC Jalapeno'] + df_cumsum['Qty SC Little Single']*hash_rate['SC Little Single'] + df_cumsum['Qty SC Single']*hash_rate['SC Single'] + df_cumsum['Qty SC Mini Rig']*hash_rate['SC Mini Rig'] + current_hash_rate\n",
"#plt.clf()\n",
"df_cumsum['Total hash rate'].plot()\n",
"plt.show()\n",
"plt.savefig('total_hash_rate.png')\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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}
],
"prompt_number": 146
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 146
}
],
"metadata": {}
}
]
}
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