{
"metadata": {
"name": "Bitcoin"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import HTML"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"!curl -o mtgoxUSD.csv http://api.bitcoincharts.com/v1/trades.csv?symbol=mtgoxUSD"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" % Total % Received % Xferd Average Speed Time Time Time Current\r\n",
" Dload Upload Total Spent Left Speed\r\n",
"\r",
" 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\r",
" 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\r",
"100 577k 0 577k 0 0 458k 0 --:--:-- 0:00:01 --:--:-- 459k"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\r",
"100 829k 0 829k 0 0 542k 0 --:--:-- 0:00:01 --:--:-- 543k\r\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!head mtgoxUSD.csv"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1367570932,88.660020000000,1.000000000000\r\n",
"1367570925,88.829790000000,2.000000000000\r\n",
"1367570918,88.660010000000,0.016269960000\r\n",
"1367570918,88.670000000000,0.029680040000\r\n",
"1367570909,89.000000000000,10.755714540000\r\n",
"1367570905,89.000000000000,1.000000000000\r\n",
"1367570899,89.000000000000,0.010180200000\r\n",
"1367570896,89.000000000000,0.896400000000\r\n",
"1367570896,89.000000000000,17.518173580000\r\n",
"1367570895,90.000000000000,4.573877230000\r\n"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df=pd.read_csv(\"mtgoxUSD.csv\", \n",
" names=[\"unixtime\", \"price\", \"amount\"], \n",
" header=None)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Live-Abfrage\n",
"#df=pd.read_csv(\"http://api.bitcoincharts.com/v1/trades.csv?symbol=mtgoxUSD\", \n",
"# names=[\"unixtime\", \"price\", \"amount\"], \n",
"# header=None)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"
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"<class 'pandas.core.frame.DataFrame'>\n",
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"unixtime 20000 non-null values\n",
"price 20000 non-null values\n",
"amount 20000 non-null values\n",
"dtypes: float64(2), int64(1)\n",
"
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],
"output_type": "pyout",
"prompt_number": 8,
"text": [
"\n",
"Int64Index: 20000 entries, 0 to 19999\n",
"Data columns (total 3 columns):\n",
"unixtime 20000 non-null values\n",
"price 20000 non-null values\n",
"amount 20000 non-null values\n",
"dtypes: float64(2), int64(1)"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
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"text": [
" unixtime price amount\n",
"0 1367570932 88.66002 1.000000\n",
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"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import datetime"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df[\"datetime\"]=df[\"unixtime\"].map(datetime.datetime.fromtimestamp)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
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\n",
" \n",
" \n",
" | \n",
" unixtime | \n",
" price | \n",
" amount | \n",
" datetime | \n",
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\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1367570932 | \n",
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" unixtime price amount datetime\n",
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"prompt_number": 12
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{
"cell_type": "code",
"collapsed": false,
"input": [
"df.index"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 13,
"text": [
"Int64Index([0, 1, 2, ..., 19997, 19998, 19999], dtype=int64)"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df[\"price\"]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 14,
"text": [
"0 88.66002\n",
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"19985 113.41584\n",
"19986 113.41585\n",
"19987 113.41585\n",
"19988 113.41585\n",
"19989 113.90843\n",
"19990 113.90843\n",
"19991 113.41584\n",
"19992 113.90843\n",
"19993 113.90843\n",
"19994 113.00001\n",
"19995 113.00000\n",
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],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts=df.set_index(\"datetime\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" unixtime | \n",
" price | \n",
" amount | \n",
"
\n",
" \n",
" datetime | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2013-05-03 10:48:52 | \n",
" 1367570932 | \n",
" 88.66002 | \n",
" 1.000000 | \n",
"
\n",
" \n",
" 2013-05-03 10:48:45 | \n",
" 1367570925 | \n",
" 88.82979 | \n",
" 2.000000 | \n",
"
\n",
" \n",
" 2013-05-03 10:48:38 | \n",
" 1367570918 | \n",
" 88.66001 | \n",
" 0.016270 | \n",
"
\n",
" \n",
" 2013-05-03 10:48:38 | \n",
" 1367570918 | \n",
" 88.67000 | \n",
" 0.029680 | \n",
"
\n",
" \n",
" 2013-05-03 10:48:29 | \n",
" 1367570909 | \n",
" 89.00000 | \n",
" 10.755715 | \n",
"
\n",
" \n",
"
\n",
"
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],
"output_type": "pyout",
"prompt_number": 16,
"text": [
" unixtime price amount\n",
"datetime \n",
"2013-05-03 10:48:52 1367570932 88.66002 1.000000\n",
"2013-05-03 10:48:45 1367570925 88.82979 2.000000\n",
"2013-05-03 10:48:38 1367570918 88.66001 0.016270\n",
"2013-05-03 10:48:38 1367570918 88.67000 0.029680\n",
"2013-05-03 10:48:29 1367570909 89.00000 10.755715"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"del ts[\"unixtime\"]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" price | \n",
" amount | \n",
"
\n",
" \n",
" datetime | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2013-05-03 10:48:52 | \n",
" 88.66002 | \n",
" 1.000000 | \n",
"
\n",
" \n",
" 2013-05-03 10:48:45 | \n",
" 88.82979 | \n",
" 2.000000 | \n",
"
\n",
" \n",
" 2013-05-03 10:48:38 | \n",
" 88.66001 | \n",
" 0.016270 | \n",
"
\n",
" \n",
" 2013-05-03 10:48:38 | \n",
" 88.67000 | \n",
" 0.029680 | \n",
"
\n",
" \n",
" 2013-05-03 10:48:29 | \n",
" 89.00000 | \n",
" 10.755715 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"output_type": "pyout",
"prompt_number": 18,
"text": [
" price amount\n",
"datetime \n",
"2013-05-03 10:48:52 88.66002 1.000000\n",
"2013-05-03 10:48:45 88.82979 2.000000\n",
"2013-05-03 10:48:38 88.66001 0.016270\n",
"2013-05-03 10:48:38 88.67000 0.029680\n",
"2013-05-03 10:48:29 89.00000 10.755715"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.price"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 19,
"text": [
"datetime\n",
"2013-05-03 10:48:52 88.66002\n",
"2013-05-03 10:48:45 88.82979\n",
"2013-05-03 10:48:38 88.66001\n",
"2013-05-03 10:48:38 88.67000\n",
"2013-05-03 10:48:29 89.00000\n",
"2013-05-03 10:48:25 89.00000\n",
"2013-05-03 10:48:19 89.00000\n",
"2013-05-03 10:48:16 89.00000\n",
"2013-05-03 10:48:16 89.00000\n",
"2013-05-03 10:48:15 90.00000\n",
"2013-05-03 10:48:15 89.67233\n",
"2013-05-03 10:48:15 89.62752\n",
"2013-05-03 10:48:15 89.47170\n",
"2013-05-03 10:48:15 89.26982\n",
"2013-05-03 10:48:08 89.00000\n",
"...\n",
"2013-05-02 23:37:06 113.41584\n",
"2013-05-02 23:37:05 113.41585\n",
"2013-05-02 23:37:04 113.41585\n",
"2013-05-02 23:37:02 113.41585\n",
"2013-05-02 23:36:59 113.90843\n",
"2013-05-02 23:36:56 113.90843\n",
"2013-05-02 23:36:53 113.41584\n",
"2013-05-02 23:36:52 113.90843\n",
"2013-05-02 23:36:50 113.90843\n",
"2013-05-02 23:36:49 113.00001\n",
"2013-05-02 23:36:42 113.00000\n",
"2013-05-02 23:36:41 113.00000\n",
"2013-05-02 23:36:38 113.00000\n",
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]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.price.describe()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 20,
"text": [
"count 20000.000000\n",
"mean 97.886799\n",
"std 6.485139\n",
"min 85.010000\n",
"25% 93.000000\n",
"50% 97.625120\n",
"75% 102.962353\n",
"max 114.000000\n",
"dtype: float64"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\n",
"For more information, type 'help(pylab)'."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"figsize(15,9)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.price.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 23,
"text": [
""
]
},
{
"output_type": "display_data",
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+viqITjxR/h6tQDt6VC2z72Sjaitav9IVV6R+Li85noO2fft2FBUVAQCKioqw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\nmoNmp04dvcfYTVYbPifTxlTnoO3frxZ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3zztPX7xj6VL9easCrUkT/b7Tvce0As3pHLSb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\nxJ/6UaaVpbFxtwAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.price.plot()\n",
"pd.rolling_mean(ts.price, 1000).plot(style=\"r-\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 24,
"text": [
""
]
},
{
"output_type": "display_data",
"png": 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tgFY6uczef19/bZjtqYgp0IiIiIiIAKBqVfV12TL7PV2jRgGffKL2yPJmPy5A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\n90l4owgtWgDDh4du/tU//5CXNlR/f4bxFyFjoHFcqxiskzislTislRg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BSUmOr9EaSepK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\nxYt07dqVXr16MXbs2FyTiFiih7Nq0qQJd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}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.amount.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 25,
"text": [
""
]
},
{
"output_type": "display_data",
"png": 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1depUHXjggTrqqKO0bdu2Pc+dM2eOxo8frwkTJmjp0qXZWp2jtONoXToi2C2M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\nFcnVvvNGzZtdXmOOP/xh71+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/+EH6aRTFlQ1DGnm1/Yknon9fhfUL6qubNW8sC92Tx7BJ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\nh+QAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.amount.describe()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 26,
"text": [
"count 2.000000e+04\n",
"mean 5.716326e+00\n",
"std 2.283848e+01\n",
"min 9.000000e-08\n",
"25% 4.810129e-02\n",
"50% 5.428574e-01\n",
"75% 3.593949e+00\n",
"max 9.632340e+02\n",
"dtype: float64"
]
}
],
"prompt_number": 26
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Umsatzvolumen ausrechnen"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts[\"volume\"]=ts[\"price\"]*ts[\"amount\"]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.volume.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 28,
"text": [
""
]
},
{
"output_type": "display_data",
"png": 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teu2117T7UhL19fWqra3V/v37VVNTo/r6eklSe3u71q9fr/b2drW0tGjZsmWJ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\nXHBwMDd79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}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.volume.sum()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 29,
"text": [
"11049420.640076589"
]
}
],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.volume.max()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 30,
"text": [
"89580.758641770008"
]
}
],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts.volume.idxmax()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 31,
"text": [
""
]
}
],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"per_hour = ts.resample(\"H\", how=\"sum\")\n",
"per_hour"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
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"prompt_number": 32,
"text": [
" price amount volume\n",
"datetime \n",
"2013-05-02 23:00:00 55270.68755 1797.114673 201076.050965\n",
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"2013-05-03 08:00:00 103206.79038 5544.781968 531549.828447\n",
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}
],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"per_hour.volume.plot(kind=\"bar\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 33,
"text": [
""
]
},
{
"output_type": "display_data",
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RnK/8HEEAmH/8DDCgFz5DGiv08nMEAQAA6C8OghVw7zqnjzad5PSR00ebTnL6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\nAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 33
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Weighted Prices"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!curl -o bitcoin_weighted_prices.json http://api.bitcoincharts.com/v1/weighted_prices.json"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" % Total % Received % Xferd Average Speed Time Time Time Current\r\n",
" Dload Upload Total Spent Left Speed\r\n",
"\r",
" 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\r",
"100 1221 100 1221 0 0 24023 0 --:--:-- --:--:-- --:--:-- 27133\r\n"
]
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import json"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!head bitcoin_weighted_prices.json"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"{\"JPY\": {\"7d\": \"12571.02\", \"30d\": \"11924.65\", \"24h\": \"9725.55\"}, \"USD\": {\"7d\": \"119.22\", \"30d\": \"114.39\", \"24h\": \"101.09\"}, \"AUD\": {\"7d\": \"119.21\", \"30d\": \"115.31\", \"24h\": \"99.10\"}, \"CHF\": {\"7d\": \"119.89\", \"30d\": \"114.46\", \"24h\": \"99.83\"}, \"RUB\": {\"7d\": \"3899.36\", \"30d\": \"3961.13\", \"24h\": \"3312.98\"}, \"timestamp\": 1367570706, \"THB\": {\"7d\": \"4001.93\", \"30d\": \"2580.31\", \"24h\": \"2800.00\"}, \"SLL\": {\"7d\": \"35291.65\", \"30d\": \"33266.80\", \"24h\": \"30565.66\"}, \"DKK\": {\"7d\": \"676.85\", \"30d\": \"693.10\", \"24h\": \"557.41\"}, \"XRP\": {\"7d\": \"33012.22\", \"30d\": \"42760.89\", \"24h\": \"21500.00\"}, \"BRL\": {\"7d\": \"298.62\", \"30d\": \"309.04\", \"24h\": \"236.22\"}, \"CAD\": {\"7d\": \"122.94\", \"30d\": \"128.12\", \"24h\": \"105.42\"}, \"ILS\": {\"7d\": \"444.77\", \"30d\": \"589.03\", \"24h\": \"391.27\"}, \"GBP\": {\"7d\": \"78.57\", \"30d\": \"76.39\", \"24h\": \"64.59\"}, \"NZD\": {\"7d\": \"140.40\", \"30d\": \"150.37\", \"24h\": \"117.72\"}, \"PLN\": {\"7d\": \"388.96\", \"30d\": \"435.09\", \"24h\": \"322.39\"}, \"CNY\": {\"7d\": \"763.84\", \"30d\": \"802.23\", \"24h\": \"657.48\"}, \"SEK\": {\"7d\": \"817.75\", \"30d\": \"827.22\", \"24h\": \"707.78\"}, \"SGD\": {\"7d\": \"159.39\", \"30d\": \"163.81\", \"24h\": \"130.12\"}, \"HKD\": {\"7d\": \"1010.62\", \"30d\": \"939.79\", \"24h\": \"784.94\"}, \"EUR\": {\"7d\": \"92.18\", \"30d\": \"95.61\", \"24h\": \"79.32\"}}"
]
}
],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data=[json.loads(line) for line in open(\"bitcoin_weighted_prices.json\")]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 37
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 38,
"text": [
"[{u'AUD': {u'24h': u'99.10', u'30d': u'115.31', u'7d': u'119.21'},\n",
" u'BRL': {u'24h': u'236.22', u'30d': u'309.04', u'7d': u'298.62'},\n",
" u'CAD': {u'24h': u'105.42', u'30d': u'128.12', u'7d': u'122.94'},\n",
" u'CHF': {u'24h': u'99.83', u'30d': u'114.46', u'7d': u'119.89'},\n",
" u'CNY': {u'24h': u'657.48', u'30d': u'802.23', u'7d': u'763.84'},\n",
" u'DKK': {u'24h': u'557.41', u'30d': u'693.10', u'7d': u'676.85'},\n",
" u'EUR': {u'24h': u'79.32', u'30d': u'95.61', u'7d': u'92.18'},\n",
" u'GBP': {u'24h': u'64.59', u'30d': u'76.39', u'7d': u'78.57'},\n",
" u'HKD': {u'24h': u'784.94', u'30d': u'939.79', u'7d': u'1010.62'},\n",
" u'ILS': {u'24h': u'391.27', u'30d': u'589.03', u'7d': u'444.77'},\n",
" u'JPY': {u'24h': u'9725.55', u'30d': u'11924.65', u'7d': u'12571.02'},\n",
" u'NZD': {u'24h': u'117.72', u'30d': u'150.37', u'7d': u'140.40'},\n",
" u'PLN': {u'24h': u'322.39', u'30d': u'435.09', u'7d': u'388.96'},\n",
" u'RUB': {u'24h': u'3312.98', u'30d': u'3961.13', u'7d': u'3899.36'},\n",
" u'SEK': {u'24h': u'707.78', u'30d': u'827.22', u'7d': u'817.75'},\n",
" u'SGD': {u'24h': u'130.12', u'30d': u'163.81', u'7d': u'159.39'},\n",
" u'SLL': {u'24h': u'30565.66', u'30d': u'33266.80', u'7d': u'35291.65'},\n",
" u'THB': {u'24h': u'2800.00', u'30d': u'2580.31', u'7d': u'4001.93'},\n",
" u'USD': {u'24h': u'101.09', u'30d': u'114.39', u'7d': u'119.22'},\n",
" u'XRP': {u'24h': u'21500.00', u'30d': u'42760.89', u'7d': u'33012.22'},\n",
" u'timestamp': 1367570706}]"
]
}
],
"prompt_number": 38
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