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@MauricioLetelier
Created March 31, 2020 14:34
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"\n",
" setTimeout(function() {\n",
" var nbb_cell_id = 1;\n",
" var nbb_unformatted_code = \"%load_ext nb_black\\nimport cryptocompare\\nimport pandas as pd\\nimport numpy as np\\nimport warnings\\n\\ndf = pd.DataFrame(cryptocompare.get_historical_price_day(\\\"BTC\\\", curr=\\\"USD\\\", limit=2000))\\ndf[\\\"time\\\"] = pd.to_datetime(df[\\\"time\\\"], unit=\\\"s\\\")\\ndf.set_index(\\\"time\\\", inplace=True)\\nwarnings.filterwarnings(\\\"ignore\\\")\";\n",
" var nbb_formatted_code = \"%load_ext nb_black\\nimport cryptocompare\\nimport pandas as pd\\nimport numpy as np\\nimport warnings\\n\\ndf = pd.DataFrame(cryptocompare.get_historical_price_day(\\\"BTC\\\", curr=\\\"USD\\\", limit=2000))\\ndf[\\\"time\\\"] = pd.to_datetime(df[\\\"time\\\"], unit=\\\"s\\\")\\ndf.set_index(\\\"time\\\", inplace=True)\\nwarnings.filterwarnings(\\\"ignore\\\")\";\n",
" var nbb_cells = Jupyter.notebook.get_cells();\n",
" for (var i = 0; i < nbb_cells.length; ++i) {\n",
" if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
" if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
" nbb_cells[i].set_text(nbb_formatted_code);\n",
" }\n",
" break;\n",
" }\n",
" }\n",
" }, 500);\n",
" "
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%load_ext nb_black\n",
"import cryptocompare\n",
"import pandas as pd\n",
"import numpy as np\n",
"import warnings\n",
"\n",
"df = pd.DataFrame(cryptocompare.get_historical_price_day(\"BTC\", curr=\"USD\", limit=2000))\n",
"df[\"time\"] = pd.to_datetime(df[\"time\"], unit=\"s\")\n",
"df.set_index(\"time\", inplace=True)\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"\n",
" setTimeout(function() {\n",
" var nbb_cell_id = 2;\n",
" var nbb_unformatted_code = \"df[\\\"SMA50\\\"] = df[\\\"close\\\"].rolling(50).mean().fillna(0)\\ndf[\\\"SMA200\\\"] = df[\\\"close\\\"].rolling(200).mean().fillna(0)\\ndf[\\\"Difference\\\"] = df[\\\"SMA200\\\"] - df[\\\"SMA50\\\"]\\ndf[\\\"Difference1\\\"] = df[\\\"Difference\\\"].shift(1).fillna(0)\\ndf[\\\"Multiplication\\\"] = df[\\\"Difference\\\"] * df[\\\"Difference1\\\"]\\ndf[\\\"Multiplication\\\"] = df[\\\"Multiplication\\\"].apply(lambda x: 0 if x >= 0 else 1)\\ndf = df[df.index > \\\"2015-04-23\\\"]\\ndf[\\\"Multiplication\\\"] = np.where(\\n df[\\\"Difference1\\\"] > 0, df[\\\"Multiplication\\\"], df[\\\"Multiplication\\\"] * -1\\n)\\nSignal1Close = df[df[\\\"Multiplication\\\"] == 1].iloc[0].close\\nSignal1Date = df[df[\\\"Multiplication\\\"] == 1].iloc[0].name\\nSignal2Close = df[df[\\\"Multiplication\\\"] == 1].iloc[1].close\\nSignal2Date = df[df[\\\"Multiplication\\\"] == 1].iloc[1].name\\ndf[\\\"Investment Percent1\\\"] = df[\\\"close\\\"] / Signal1Close\\ndf[\\\"Investment Percent2\\\"] = df[\\\"close\\\"] / Signal2Close\\n\\nExitSignal1Scenario1 = df[\\n ((df[\\\"Investment Percent1\\\"] > 1.1) | (df[\\\"Investment Percent1\\\"] < 0.9))\\n & (df.index > Signal1Date)\\n].iloc[0]\\nExitSignal1Scenario2 = df[\\n ((df[\\\"Investment Percent1\\\"] > 1.35) | (df[\\\"Investment Percent1\\\"] < 0.65))\\n & (df.index > Signal1Date)\\n].iloc[0]\\nExitSignal2Scenario1 = df[\\n ((df[\\\"Investment Percent2\\\"] > 1.1) | (df[\\\"Investment Percent2\\\"] < 0.9))\\n & (df.index > Signal2Date)\\n].iloc[0]\\nExitSignal2Scenario2 = df[\\n ((df[\\\"Investment Percent2\\\"] > 1.35) | (df[\\\"Investment Percent2\\\"] < 0.65))\\n & (df.index > Signal2Date)\\n].iloc[0]\\n\\nPossitiveSignals = [\\n [ExitSignal1Scenario2, \\\"S1-2(+35%)\\\"],\\n [ExitSignal2Scenario1, \\\"S2-1(+10%)\\\"],\\n [ExitSignal2Scenario2, \\\"S2-2(+35%)\\\"],\\n]\\nNegativeSignals = [[ExitSignal1Scenario1, \\\"S1-1(-10%)\\\"]]\";\n",
" var nbb_formatted_code = \"df[\\\"SMA50\\\"] = df[\\\"close\\\"].rolling(50).mean().fillna(0)\\ndf[\\\"SMA200\\\"] = df[\\\"close\\\"].rolling(200).mean().fillna(0)\\ndf[\\\"Difference\\\"] = df[\\\"SMA200\\\"] - df[\\\"SMA50\\\"]\\ndf[\\\"Difference1\\\"] = df[\\\"Difference\\\"].shift(1).fillna(0)\\ndf[\\\"Multiplication\\\"] = df[\\\"Difference\\\"] * df[\\\"Difference1\\\"]\\ndf[\\\"Multiplication\\\"] = df[\\\"Multiplication\\\"].apply(lambda x: 0 if x >= 0 else 1)\\ndf = df[df.index > \\\"2015-04-23\\\"]\\ndf[\\\"Multiplication\\\"] = np.where(\\n df[\\\"Difference1\\\"] > 0, df[\\\"Multiplication\\\"], df[\\\"Multiplication\\\"] * -1\\n)\\nSignal1Close = df[df[\\\"Multiplication\\\"] == 1].iloc[0].close\\nSignal1Date = df[df[\\\"Multiplication\\\"] == 1].iloc[0].name\\nSignal2Close = df[df[\\\"Multiplication\\\"] == 1].iloc[1].close\\nSignal2Date = df[df[\\\"Multiplication\\\"] == 1].iloc[1].name\\ndf[\\\"Investment Percent1\\\"] = df[\\\"close\\\"] / Signal1Close\\ndf[\\\"Investment Percent2\\\"] = df[\\\"close\\\"] / Signal2Close\\n\\nExitSignal1Scenario1 = df[\\n ((df[\\\"Investment Percent1\\\"] > 1.1) | (df[\\\"Investment Percent1\\\"] < 0.9))\\n & (df.index > Signal1Date)\\n].iloc[0]\\nExitSignal1Scenario2 = df[\\n ((df[\\\"Investment Percent1\\\"] > 1.35) | (df[\\\"Investment Percent1\\\"] < 0.65))\\n & (df.index > Signal1Date)\\n].iloc[0]\\nExitSignal2Scenario1 = df[\\n ((df[\\\"Investment Percent2\\\"] > 1.1) | (df[\\\"Investment Percent2\\\"] < 0.9))\\n & (df.index > Signal2Date)\\n].iloc[0]\\nExitSignal2Scenario2 = df[\\n ((df[\\\"Investment Percent2\\\"] > 1.35) | (df[\\\"Investment Percent2\\\"] < 0.65))\\n & (df.index > Signal2Date)\\n].iloc[0]\\n\\nPossitiveSignals = [\\n [ExitSignal1Scenario2, \\\"S1-2(+35%)\\\"],\\n [ExitSignal2Scenario1, \\\"S2-1(+10%)\\\"],\\n [ExitSignal2Scenario2, \\\"S2-2(+35%)\\\"],\\n]\\nNegativeSignals = [[ExitSignal1Scenario1, \\\"S1-1(-10%)\\\"]]\";\n",
" var nbb_cells = Jupyter.notebook.get_cells();\n",
" for (var i = 0; i < nbb_cells.length; ++i) {\n",
" if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
" if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
" nbb_cells[i].set_text(nbb_formatted_code);\n",
" }\n",
" break;\n",
" }\n",
" }\n",
" }, 500);\n",
" "
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[\"SMA50\"] = df[\"close\"].rolling(50).mean().fillna(0)\n",
"df[\"SMA200\"] = df[\"close\"].rolling(200).mean().fillna(0)\n",
"df[\"Difference\"] = df[\"SMA200\"] - df[\"SMA50\"]\n",
"df[\"Difference1\"] = df[\"Difference\"].shift(1).fillna(0)\n",
"df[\"Multiplication\"] = df[\"Difference\"] * df[\"Difference1\"]\n",
"df[\"Multiplication\"] = df[\"Multiplication\"].apply(lambda x: 0 if x >= 0 else 1)\n",
"df = df[df.index > \"2015-04-23\"]\n",
"df[\"Multiplication\"] = np.where(\n",
" df[\"Difference1\"] > 0, df[\"Multiplication\"], df[\"Multiplication\"] * -1\n",
")\n",
"Signal1Close = df[df[\"Multiplication\"] == 1].iloc[0].close\n",
"Signal1Date = df[df[\"Multiplication\"] == 1].iloc[0].name\n",
"Signal2Close = df[df[\"Multiplication\"] == 1].iloc[1].close\n",
"Signal2Date = df[df[\"Multiplication\"] == 1].iloc[1].name\n",
"df[\"Investment Percent1\"] = df[\"close\"] / Signal1Close\n",
"df[\"Investment Percent2\"] = df[\"close\"] / Signal2Close\n",
"\n",
"ExitSignal1Scenario1 = df[\n",
" ((df[\"Investment Percent1\"] > 1.1) | (df[\"Investment Percent1\"] < 0.9))\n",
" & (df.index > Signal1Date)\n",
"].iloc[0]\n",
"ExitSignal1Scenario2 = df[\n",
" ((df[\"Investment Percent1\"] > 1.35) | (df[\"Investment Percent1\"] < 0.65))\n",
" & (df.index > Signal1Date)\n",
"].iloc[0]\n",
"ExitSignal2Scenario1 = df[\n",
" ((df[\"Investment Percent2\"] > 1.1) | (df[\"Investment Percent2\"] < 0.9))\n",
" & (df.index > Signal2Date)\n",
"].iloc[0]\n",
"ExitSignal2Scenario2 = df[\n",
" ((df[\"Investment Percent2\"] > 1.35) | (df[\"Investment Percent2\"] < 0.65))\n",
" & (df.index > Signal2Date)\n",
"].iloc[0]\n",
"\n",
"PossitiveSignals = [\n",
" [ExitSignal1Scenario2, \"S1-2(+35%)\"],\n",
" [ExitSignal2Scenario1, \"S2-1(+10%)\"],\n",
" [ExitSignal2Scenario2, \"S2-2(+35%)\"],\n",
"]\n",
"NegativeSignals = [[ExitSignal1Scenario1, \"S1-1(-10%)\"]]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x151f2748>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1332x756 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"\n",
" setTimeout(function() {\n",
" var nbb_cell_id = 4;\n",
" var nbb_unformatted_code = \"import matplotlib.pyplot as plt\\nimport seaborn as sns\\nimport matplotlib.dates as mdates\\nfrom datetime import datetime, timedelta\\n\\nsns.set()\\nfig, ax = plt.subplots()\\n# fig.xticks(rotation=60)\\nax.plot(df[\\\"close\\\"], label=\\\"close\\\")\\n# plt.plot(df[\\\"MVA20\\\"][200:600], label=\\\"MVA20\\\")\\nax.plot(df[\\\"SMA50\\\"], label=\\\"SMA50\\\")\\nax.plot(df[\\\"SMA200\\\"], label=\\\"SMA200\\\")\\n# plt.plot_date(df.index[300],df['close'][300],xdate=True,linestyle='--')\\nfor index, row in df[df[\\\"Multiplication\\\"] == 1].iterrows():\\n ax.scatter(index, row[\\\"SMA50\\\"], s=120, color=\\\"gold\\\")\\n ax.annotate(\\n \\\"Price: \\\" + str(row[\\\"close\\\"]) + \\\"\\\\n\\\" + str(index)[0:10],\\n (mdates.date2num(index), row[\\\"close\\\"]),\\n xytext=(-75, np.random.randint(40, 120)),\\n textcoords=\\\"offset points\\\",\\n size=16,\\n arrowprops=dict(arrowstyle=\\\"-|>\\\", color=\\\"cyan\\\", lw=3),\\n )\\nplt.ylabel(\\\"USD\\\", fontsize=20)\\nfig.set_size_inches(18.5, 10.5, forward=True)\\nfig.autofmt_xdate()\\nplt.gca().legend(loc=\\\"upper left\\\")\";\n",
" var nbb_formatted_code = \"import matplotlib.pyplot as plt\\nimport seaborn as sns\\nimport matplotlib.dates as mdates\\nfrom datetime import datetime, timedelta\\n\\nsns.set()\\nfig, ax = plt.subplots()\\n# fig.xticks(rotation=60)\\nax.plot(df[\\\"close\\\"], label=\\\"close\\\")\\n# plt.plot(df[\\\"MVA20\\\"][200:600], label=\\\"MVA20\\\")\\nax.plot(df[\\\"SMA50\\\"], label=\\\"SMA50\\\")\\nax.plot(df[\\\"SMA200\\\"], label=\\\"SMA200\\\")\\n# plt.plot_date(df.index[300],df['close'][300],xdate=True,linestyle='--')\\nfor index, row in df[df[\\\"Multiplication\\\"] == 1].iterrows():\\n ax.scatter(index, row[\\\"SMA50\\\"], s=120, color=\\\"gold\\\")\\n ax.annotate(\\n \\\"Price: \\\" + str(row[\\\"close\\\"]) + \\\"\\\\n\\\" + str(index)[0:10],\\n (mdates.date2num(index), row[\\\"close\\\"]),\\n xytext=(-75, np.random.randint(40, 120)),\\n textcoords=\\\"offset points\\\",\\n size=16,\\n arrowprops=dict(arrowstyle=\\\"-|>\\\", color=\\\"cyan\\\", lw=3),\\n )\\nplt.ylabel(\\\"USD\\\", fontsize=20)\\nfig.set_size_inches(18.5, 10.5, forward=True)\\nfig.autofmt_xdate()\\nplt.gca().legend(loc=\\\"upper left\\\")\";\n",
" var nbb_cells = Jupyter.notebook.get_cells();\n",
" for (var i = 0; i < nbb_cells.length; ++i) {\n",
" if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
" if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
" nbb_cells[i].set_text(nbb_formatted_code);\n",
" }\n",
" break;\n",
" }\n",
" }\n",
" }, 500);\n",
" "
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import matplotlib.dates as mdates\n",
"from datetime import datetime, timedelta\n",
"\n",
"sns.set()\n",
"fig, ax = plt.subplots()\n",
"# fig.xticks(rotation=60)\n",
"ax.plot(df[\"close\"], label=\"close\")\n",
"# plt.plot(df[\"MVA20\"][200:600], label=\"MVA20\")\n",
"ax.plot(df[\"SMA50\"], label=\"SMA50\")\n",
"ax.plot(df[\"SMA200\"], label=\"SMA200\")\n",
"# plt.plot_date(df.index[300],df['close'][300],xdate=True,linestyle='--')\n",
"for index, row in df[df[\"Multiplication\"] == 1].iterrows():\n",
" ax.scatter(index, row[\"SMA50\"], s=120, color=\"gold\")\n",
" ax.annotate(\n",
" \"Price: \" + str(row[\"close\"]) + \"\\n\" + str(index)[0:10],\n",
" (mdates.date2num(index), row[\"close\"]),\n",
" xytext=(-75, np.random.randint(40, 120)),\n",
" textcoords=\"offset points\",\n",
" size=16,\n",
" arrowprops=dict(arrowstyle=\"-|>\", color=\"cyan\", lw=3),\n",
" )\n",
"plt.ylabel(\"USD\", fontsize=20)\n",
"fig.set_size_inches(18.5, 10.5, forward=True)\n",
"fig.autofmt_xdate()\n",
"plt.gca().legend(loc=\"upper left\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x15252470>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1332x756 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"\n",
" setTimeout(function() {\n",
" var nbb_cell_id = 5;\n",
" var nbb_unformatted_code = \"fig, ax = plt.subplots()\\nax.plot(df[\\\"close\\\"][50:450], label=\\\"close\\\")\\nax.plot(df[\\\"SMA50\\\"][50:450], label=\\\"SMA50\\\")\\nax.plot(df[\\\"SMA200\\\"][50:450], label=\\\"SMA200\\\")\\nfor index, row in df[50:450][df[\\\"Multiplication\\\"] == 1].iterrows():\\n ax.scatter(index, row[\\\"SMA50\\\"], s=120, color=\\\"gold\\\")\\n ax.annotate(\\n \\\"Price: \\\" + str(row[\\\"close\\\"]) + \\\"\\\\n\\\" + str(index)[0:10],\\n (mdates.date2num(index), row[\\\"close\\\"]),\\n xytext=(-75, np.random.randint(40, 120)),\\n textcoords=\\\"offset points\\\",\\n size=16,\\n arrowprops=dict(arrowstyle=\\\"-|>\\\", color=\\\"cyan\\\", lw=3),\\n )\\nplt.ylabel(\\\"USD\\\", fontsize=20)\\nfig.set_size_inches(18.5, 10.5, forward=True)\\nfig.autofmt_xdate()\\nplt.gca().legend(loc=\\\"upper left\\\")\";\n",
" var nbb_formatted_code = \"fig, ax = plt.subplots()\\nax.plot(df[\\\"close\\\"][50:450], label=\\\"close\\\")\\nax.plot(df[\\\"SMA50\\\"][50:450], label=\\\"SMA50\\\")\\nax.plot(df[\\\"SMA200\\\"][50:450], label=\\\"SMA200\\\")\\nfor index, row in df[50:450][df[\\\"Multiplication\\\"] == 1].iterrows():\\n ax.scatter(index, row[\\\"SMA50\\\"], s=120, color=\\\"gold\\\")\\n ax.annotate(\\n \\\"Price: \\\" + str(row[\\\"close\\\"]) + \\\"\\\\n\\\" + str(index)[0:10],\\n (mdates.date2num(index), row[\\\"close\\\"]),\\n xytext=(-75, np.random.randint(40, 120)),\\n textcoords=\\\"offset points\\\",\\n size=16,\\n arrowprops=dict(arrowstyle=\\\"-|>\\\", color=\\\"cyan\\\", lw=3),\\n )\\nplt.ylabel(\\\"USD\\\", fontsize=20)\\nfig.set_size_inches(18.5, 10.5, forward=True)\\nfig.autofmt_xdate()\\nplt.gca().legend(loc=\\\"upper left\\\")\";\n",
" var nbb_cells = Jupyter.notebook.get_cells();\n",
" for (var i = 0; i < nbb_cells.length; ++i) {\n",
" if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
" if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
" nbb_cells[i].set_text(nbb_formatted_code);\n",
" }\n",
" break;\n",
" }\n",
" }\n",
" }, 500);\n",
" "
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.plot(df[\"close\"][50:450], label=\"close\")\n",
"ax.plot(df[\"SMA50\"][50:450], label=\"SMA50\")\n",
"ax.plot(df[\"SMA200\"][50:450], label=\"SMA200\")\n",
"for index, row in df[50:450][df[\"Multiplication\"] == 1].iterrows():\n",
" ax.scatter(index, row[\"SMA50\"], s=120, color=\"gold\")\n",
" ax.annotate(\n",
" \"Price: \" + str(row[\"close\"]) + \"\\n\" + str(index)[0:10],\n",
" (mdates.date2num(index), row[\"close\"]),\n",
" xytext=(-75, np.random.randint(40, 120)),\n",
" textcoords=\"offset points\",\n",
" size=16,\n",
" arrowprops=dict(arrowstyle=\"-|>\", color=\"cyan\", lw=3),\n",
" )\n",
"plt.ylabel(\"USD\", fontsize=20)\n",
"fig.set_size_inches(18.5, 10.5, forward=True)\n",
"fig.autofmt_xdate()\n",
"plt.gca().legend(loc=\"upper left\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x15517a20>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1332x756 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"\n",
" setTimeout(function() {\n",
" var nbb_cell_id = 6;\n",
" var nbb_unformatted_code = \"fig, ax = plt.subplots()\\n# fig.xticks(rotation=60)\\nax.plot(df[\\\"close\\\"][50:250], label=\\\"close\\\")\\n# plt.plot(df[\\\"MVA20\\\"][200:600], label=\\\"MVA20\\\")\\nax.plot(df[\\\"SMA50\\\"][50:250], label=\\\"SMA50\\\")\\nax.plot(df[\\\"SMA200\\\"][50:250], label=\\\"SMA200\\\")\\n# plt.plot_date(df.index[300],df['close'][300],xdate=True,linestyle='--')\\nfor index, row in df[50:250][df[\\\"Multiplication\\\"] == 1].iterrows():\\n ax.scatter(index, row[\\\"SMA50\\\"], s=120, color=\\\"gold\\\")\\n ax.annotate(\\n \\\"Price: \\\" + str(row[\\\"close\\\"]) + \\\"\\\\n\\\" + str(index)[0:10],\\n (mdates.date2num(index), row[\\\"close\\\"]),\\n xytext=(-100, np.random.randint(40, 120)),\\n textcoords=\\\"offset points\\\",\\n size=16,\\n arrowprops=dict(arrowstyle=\\\"-|>\\\", color=\\\"cyan\\\", lw=3),\\n )\\nfor i in [0, 1, 2]:\\n ax.scatter(\\n PossitiveSignals[i][0].name, PossitiveSignals[i][0].close, s=120, color=\\\"green\\\"\\n )\\n ax.text(\\n PossitiveSignals[i][0].name + timedelta(days=3),\\n PossitiveSignals[i][0].close,\\n PossitiveSignals[i][1],\\n size=15,\\n color=\\\"green\\\",\\n weight=\\\"bold\\\",\\n bbox=dict(facecolor=\\\"none\\\", edgecolor=\\\"black\\\"),\\n )\\nfor i in [0]:\\n ax.scatter(\\n NegativeSignals[i][0].name, NegativeSignals[i][0].close, s=120, color=\\\"red\\\",\\n )\\n ax.text(\\n NegativeSignals[i][0].name + timedelta(days=3),\\n NegativeSignals[i][0].close,\\n NegativeSignals[i][1],\\n size=15,\\n color=\\\"red\\\",\\n weight=\\\"bold\\\",\\n bbox=dict(facecolor=\\\"none\\\", edgecolor=\\\"black\\\"),\\n )\\nplt.ylabel(\\\"USD\\\", fontsize=20)\\nfig.set_size_inches(18.5, 10.5, forward=True)\\nfig.autofmt_xdate()\\nplt.gca().legend(loc=\\\"upper left\\\")\";\n",
" var nbb_formatted_code = \"fig, ax = plt.subplots()\\n# fig.xticks(rotation=60)\\nax.plot(df[\\\"close\\\"][50:250], label=\\\"close\\\")\\n# plt.plot(df[\\\"MVA20\\\"][200:600], label=\\\"MVA20\\\")\\nax.plot(df[\\\"SMA50\\\"][50:250], label=\\\"SMA50\\\")\\nax.plot(df[\\\"SMA200\\\"][50:250], label=\\\"SMA200\\\")\\n# plt.plot_date(df.index[300],df['close'][300],xdate=True,linestyle='--')\\nfor index, row in df[50:250][df[\\\"Multiplication\\\"] == 1].iterrows():\\n ax.scatter(index, row[\\\"SMA50\\\"], s=120, color=\\\"gold\\\")\\n ax.annotate(\\n \\\"Price: \\\" + str(row[\\\"close\\\"]) + \\\"\\\\n\\\" + str(index)[0:10],\\n (mdates.date2num(index), row[\\\"close\\\"]),\\n xytext=(-100, np.random.randint(40, 120)),\\n textcoords=\\\"offset points\\\",\\n size=16,\\n arrowprops=dict(arrowstyle=\\\"-|>\\\", color=\\\"cyan\\\", lw=3),\\n )\\nfor i in [0, 1, 2]:\\n ax.scatter(\\n PossitiveSignals[i][0].name, PossitiveSignals[i][0].close, s=120, color=\\\"green\\\"\\n )\\n ax.text(\\n PossitiveSignals[i][0].name + timedelta(days=3),\\n PossitiveSignals[i][0].close,\\n PossitiveSignals[i][1],\\n size=15,\\n color=\\\"green\\\",\\n weight=\\\"bold\\\",\\n bbox=dict(facecolor=\\\"none\\\", edgecolor=\\\"black\\\"),\\n )\\nfor i in [0]:\\n ax.scatter(\\n NegativeSignals[i][0].name, NegativeSignals[i][0].close, s=120, color=\\\"red\\\",\\n )\\n ax.text(\\n NegativeSignals[i][0].name + timedelta(days=3),\\n NegativeSignals[i][0].close,\\n NegativeSignals[i][1],\\n size=15,\\n color=\\\"red\\\",\\n weight=\\\"bold\\\",\\n bbox=dict(facecolor=\\\"none\\\", edgecolor=\\\"black\\\"),\\n )\\nplt.ylabel(\\\"USD\\\", fontsize=20)\\nfig.set_size_inches(18.5, 10.5, forward=True)\\nfig.autofmt_xdate()\\nplt.gca().legend(loc=\\\"upper left\\\")\";\n",
" var nbb_cells = Jupyter.notebook.get_cells();\n",
" for (var i = 0; i < nbb_cells.length; ++i) {\n",
" if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
" if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
" nbb_cells[i].set_text(nbb_formatted_code);\n",
" }\n",
" break;\n",
" }\n",
" }\n",
" }, 500);\n",
" "
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"# fig.xticks(rotation=60)\n",
"ax.plot(df[\"close\"][50:250], label=\"close\")\n",
"# plt.plot(df[\"MVA20\"][200:600], label=\"MVA20\")\n",
"ax.plot(df[\"SMA50\"][50:250], label=\"SMA50\")\n",
"ax.plot(df[\"SMA200\"][50:250], label=\"SMA200\")\n",
"# plt.plot_date(df.index[300],df['close'][300],xdate=True,linestyle='--')\n",
"for index, row in df[50:250][df[\"Multiplication\"] == 1].iterrows():\n",
" ax.scatter(index, row[\"SMA50\"], s=120, color=\"gold\")\n",
" ax.annotate(\n",
" \"Price: \" + str(row[\"close\"]) + \"\\n\" + str(index)[0:10],\n",
" (mdates.date2num(index), row[\"close\"]),\n",
" xytext=(-100, np.random.randint(40, 120)),\n",
" textcoords=\"offset points\",\n",
" size=16,\n",
" arrowprops=dict(arrowstyle=\"-|>\", color=\"cyan\", lw=3),\n",
" )\n",
"for i in [0, 1, 2]:\n",
" ax.scatter(\n",
" PossitiveSignals[i][0].name, PossitiveSignals[i][0].close, s=120, color=\"green\"\n",
" )\n",
" ax.text(\n",
" PossitiveSignals[i][0].name + timedelta(days=3),\n",
" PossitiveSignals[i][0].close,\n",
" PossitiveSignals[i][1],\n",
" size=15,\n",
" color=\"green\",\n",
" weight=\"bold\",\n",
" bbox=dict(facecolor=\"none\", edgecolor=\"black\"),\n",
" )\n",
"for i in [0]:\n",
" ax.scatter(\n",
" NegativeSignals[i][0].name, NegativeSignals[i][0].close, s=120, color=\"red\",\n",
" )\n",
" ax.text(\n",
" NegativeSignals[i][0].name + timedelta(days=3),\n",
" NegativeSignals[i][0].close,\n",
" NegativeSignals[i][1],\n",
" size=15,\n",
" color=\"red\",\n",
" weight=\"bold\",\n",
" bbox=dict(facecolor=\"none\", edgecolor=\"black\"),\n",
" )\n",
"plt.ylabel(\"USD\", fontsize=20)\n",
"fig.set_size_inches(18.5, 10.5, forward=True)\n",
"fig.autofmt_xdate()\n",
"plt.gca().legend(loc=\"upper left\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:root] *",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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