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@sslotin
Created April 3, 2018 14:00
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"import seaborn as sns\n",
"sns.set()"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"google = pd.read_csv('google.csv') # https://trends.google.com/trends/explore?q=bitcoin\n",
"coindesk = pd.read_csv('coindesk.csv') # https://www.coindesk.com/price/"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
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58+cDsGTJEoYPH17l2PXr13PNNddw7bXXMn78eJ544gnatrXS/qZMmcJjjz3G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I3Pd+sxrF19T3WZPNnACy/43pBnLF6s5+WX/TwjUNavL7wJgtXq7km5Yy4XgS/1R5uU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\nA2lpCv362Vi9WkdSk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"text/plain": [
"<matplotlib.figure.Figure at 0x7f06b6f25e80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots()\n",
"\n",
"plt.rcParams[\"figure.figsize\"] = (12,6)\n",
"\n",
"ax2 = ax1.twinx()\n",
"ax1.plot(pd.to_datetime(google['date'], format='%Y-%m-%d'), google.popularity, 'r')\n",
"ax2.plot(pd.to_datetime(coindesk['date'], format='%Y-%m-%d %H:%M:%S'), coindesk.price, 'b')\n",
"\n",
"plt.title('Хайп и цена биткойна', fontsize=20)\n",
"ax1.set_ylabel('Популярность в Google, %', color='r')\n",
"ax2.set_ylabel('Рыночная цена, $', color='b')\n",
"\n",
"plt.show()"
]
}
],
"metadata": {
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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