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@uetchy
Last active June 21, 2017 12:34
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cc_analysis
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{
"cells": [
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false,
"inputHidden": false,
"outputHidden": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false,
"inputHidden": false,
"outputHidden": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x110cb5240>"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Vj3O9vRPaPYRRVbfrUX04N9WJnJf1YmD7XDc1vH8cuHXQ5+dRVnO/OXAwMx+I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\nemvNRjFExPbATsAngNWAsyPiksy8ez76liRJalkmtn33KLB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"text/plain": [
"<matplotlib.figure.Figure at 0x110c9ec50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv('output.csv',\n",
" index_col='Day',\n",
" parse_dates=True,\n",
" na_values='?',\n",
" dtype={'Price': 'float', 'Market Cap': 'float', 'Circulating Supply': 'float'})\n",
"df.groupby('Name')['Price'].mean().sort_values(ascending=False).head(20).plot.barh(logx=True, figsize=(10,9), fontsize=14)\n",
"plt.ylabel('Price.mean.log')"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x11444beb8>"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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LDtnp86amj9DUdBYAa9d+iJ6eh15QpqrqcObOvRWAzZtvpbX1Wg488JlRjyGXy/GFL1zN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\nCh4gFqvC53sWq3U/PJ5rh3tagiCMAA09N6OKsp00Nv4YTeuioOAh3O7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wiPnN11HGjMX/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zkQm1V/wLnHOxlJJsx6FVuKGgnJcpdOJo5E4OTJBE6e3PrYcP+9qDasw/nYP9o83xXodKNIT5+L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\nkYKDiIiIiIiMSMFBRERERERG9P8BCXC50AzqIDYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x118003780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bitcoin = df[df['Name'] == 'Bitcoin']\n",
"bitcoin['Price'].plot(figsize=(13,10), label='Bitcoin')\n",
"rm = bitcoin['Price'].rolling(20)\n",
"std = rm.std()\n",
"rm.mean().plot(style=\"r--\", label='Rolling Mean')\n",
"(rm.mean() + std * 2).plot(style=\"y--\", label='Upper')\n",
"(rm.mean() - std * 2).plot(style=\"y--\", label='Lower')\n",
"plt.legend()\n",
"plt.ylabel('Price(log)')"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Day Name \n",
"2013-05-12 Bitcoin 121.703333\n",
" Devcoin 0.000277\n",
" Litecoin 3.740000\n",
" Namecoin 1.027762\n",
" Novacoin 3.760000\n",
" Peercoin 0.312290\n",
" Terracoin 0.540555\n",
"2013-05-19 Bitcoin 117.543333\n",
" Devcoin 0.000230\n",
" Feathercoin 0.217779\n",
" Freicoin 0.060466\n",
" Litecoin 3.410000\n",
" Mincoin 0.196604\n",
" Namecoin 0.910448\n",
" Novacoin 3.576667\n",
" Peercoin 0.246063\n",
" Terracoin 0.446349\n",
"2013-05-26 BBQCoin 0.007773\n",
" BitBar 30.063333\n",
" Bitcoin 123.710000\n",
" CHNCoin 0.089281\n",
" Devcoin 0.000204\n",
" Feathercoin 0.117400\n",
" Freicoin 0.035371\n",
" Ixcoin 0.011699\n",
" Litecoin 3.283333\n",
" Mincoin 0.179398\n",
" Namecoin 0.874231\n",
" Novacoin 3.806667\n",
" Peercoin 0.216106\n",
" ... \n",
"2017-06-18 ZClassic 3.643333\n",
" ZCoin 11.466667\n",
" ZSEcoin 0.007183\n",
" Zayedcoin 0.006595\n",
" ZcCoin 0.051995\n",
" Zcash 315.043333\n",
" Zeitcoin 0.000134\n",
" ZenCash 8.496667\n",
" ZenGold 0.443210\n",
" Zennies 0.003557\n",
" Zero 0.327555\n",
" Zetacoin 0.023106\n",
" Zilbercoin 0.187096\n",
" Zoin 0.031080\n",
" Zonecoin 0.003431\n",
" Zurcoin 0.000672\n",
" bitBTC 2748.240000\n",
" bitCNY 0.140240\n",
" bitEUR 1.123333\n",
" bitGold 1453.616667\n",
" bitSilver 18.650000\n",
" bitUSD 1.001511\n",
" e-Gulden 0.061536\n",
" iBank 0.002328\n",
" iCash 0.008082\n",
" iExec RLC 0.793528\n",
" iTicoin 16.763333\n",
" netBit 0.005822\n",
" vSlice 0.489409\n",
" vTorrent 0.214351\n",
"Length: 82469, dtype: float64"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pivoted_df = pd.pivot_table(df, index='Day', columns='Name', values='Price')\n",
"av = pivoted_df.rolling(window=3).mean().stack()\n",
"av"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernel_info": {
"name": "python3"
},
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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