AMC.ipynb

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   "source": [
    "import pandas as pd\r\n",
    "import requests\r\n",
    "from bs4 import BeautifulSoup\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "import pandas_datareader.data as web\r\n",
    "import datetime as dt\r\n",
    "import plotly.express as px\r\n",
    "import plotly.graph_objects as go"
   ],
   "outputs": [],
   "metadata": {}
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   "source": [
    "## AMC Stock Data\r\n",
    "start = dt.datetime(2021,5,1)\r\n",
    "end = dt.datetime.now()\r\n",
    "\r\n",
    "AMC = web.DataReader(['AMC'], 'yahoo', start, end)\r\n",
    "AMC_close = pd.DataFrame(web.DataReader(['AMC'], 'yahoo', start, end)['Close'])\r\n",
    "\r\n"
   ],
   "outputs": [],
   "metadata": {}
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   "source": [
    "# Area chart\r\n",
    "\r\n",
    "area_chart = px.area(AMC_close, title = 'AMC - YTD')\r\n",
    "\r\n",
    "area_chart.update_xaxes(title_text = 'Date')\r\n",
    "area_chart.update_yaxes(title_text = 'AMC Close Price', tickprefix = '$')\r\n",
    "area_chart.update_layout(showlegend = False)\r\n",
    "\r\n",
    "area_chart.show()"
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            "gridwidth": 2,
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            "gridwidth": 2,
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            "showbackground": true,
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          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
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          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
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           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
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          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
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         }
        },
        "title": {
         "text": "AMC - YTD"
        },
        "xaxis": {
         "anchor": "y",
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          0,
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         "title": {
          "text": "Date"
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        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
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         "tickprefix": "$",
         "title": {
          "text": "AMC Close Price"
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        }
       }
      }
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "# Customized Area chart\r\n",
    "\r\n",
    "AMC_area = px.area(AMC_close.AMC, title = 'AMC Share Price')\r\n",
    "\r\n",
    "AMC_area.update_xaxes(\r\n",
    "    title_text = 'Date',\r\n",
    "    rangeslider_visible = True,\r\n",
    "    rangeselector = dict(\r\n",
    "        buttons = list([\r\n",
    "            dict(count = 1, label = '1M', step = 'month', stepmode = 'backward'),\r\n",
    "            dict(count = 6, label = '6M', step = 'month', stepmode = 'backward'),\r\n",
    "            dict(count = 1, label = 'YTD', step = 'year', stepmode = 'todate'),\r\n",
    "            dict(count = 1, label = '1Y', step = 'year', stepmode = 'backward'),\r\n",
    "            dict(step = 'all')])))\r\n",
    "\r\n",
    "AMC_area.update_yaxes(title_text = 'AMC Close Price', tickprefix = '$')\r\n",
    "AMC_area.update_layout(showlegend = False,\r\n",
    "    title = {\r\n",
    "        'text': 'AMC Share Price',\r\n",
    "        'y':0.9,\r\n",
    "        'x':0.5,\r\n",
    "        'xanchor': 'center',\r\n",
    "        'yanchor': 'top'})\r\n",
    "\r\n",
    "AMC_area.show()"
   ],
   "outputs": [
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         "text": "AMC Share Price",
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         "xanchor": "center",
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         "yanchor": "top"
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         "anchor": "y",
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            "step": "month",
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          "text": "Date"
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        "yaxis": {
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         "tickprefix": "$",
         "title": {
          "text": "AMC Close Price"
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   "metadata": {}
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  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "## Customized Candlestick with moving average lines\r\n",
    "\r\n",
    "AMC_trace1 = {\r\n",
    "    'x' : AMC_close.index, \r\n",
    "    'open' : AMC[('Open',  'AMC')],\r\n",
    "    'high' : AMC[('High',  'AMC')],\r\n",
    "    'low' : AMC[('Low',  'AMC')], \r\n",
    "    'close' : AMC[('Close',   'AMC')],\r\n",
    "    'type' : 'candlestick',\r\n",
    "    'name': 'AMC'\r\n",
    "}\r\n",
    "\r\n",
    "## moving averages\r\n",
    "AMC_20 = AMC_close['AMC'].rolling(window=20, min_periods=1).mean()\r\n",
    "AMC_50 = AMC_close['AMC'].rolling(window=50, min_periods=1).mean()\r\n",
    "AMC_200 = AMC_close['AMC'].rolling(window=200, min_periods=1).mean()\r\n",
    "\r\n",
    "AMC_trace2 = {\r\n",
    "    'x': AMC_close.index,\r\n",
    "    'y': AMC_20,\r\n",
    "    'type': 'scatter',\r\n",
    "    'mode': 'lines',\r\n",
    "    'line': {\r\n",
    "        'width': 1,\r\n",
    "        'color': 'blue'\r\n",
    "            },\r\n",
    "    'name': 'Moving Average of 20 periods'\r\n",
    "}\r\n",
    "\r\n",
    "AMC_trace3 = {\r\n",
    "    'x': AMC_close.index,\r\n",
    "    'y': AMC_50,\r\n",
    "    'type': 'scatter',\r\n",
    "    'mode': 'lines',\r\n",
    "    'line': {\r\n",
    "        'width': 1,\r\n",
    "        'color': 'red'\r\n",
    "    },\r\n",
    "    'name': 'Moving Average of 50 periods'\r\n",
    "}\r\n",
    "\r\n",
    "AMC_trace4 = {\r\n",
    "    'x': AMC_close.index,\r\n",
    "    'y': AMC_200,\r\n",
    "    'type': 'scatter',\r\n",
    "    'mode': 'lines',\r\n",
    "    'line': {\r\n",
    "        'width': 1,\r\n",
    "        'color': 'yellow'\r\n",
    "    },\r\n",
    "    'name': 'Moving Average of 200 periods'\r\n",
    "}\r\n",
    "\r\n",
    "data = [AMC_trace1, AMC_trace2, AMC_trace3, AMC_trace4]\r\n",
    "\r\n",
    "AMC_candlestick = go.Figure(data = data)\r\n",
    "\r\n",
    "AMC_candlestick.update_xaxes(\r\n",
    "    title_text = 'Date',\r\n",
    "    rangeslider_visible = True,\r\n",
    "    rangeselector = dict(\r\n",
    "        buttons = list([\r\n",
    "            dict(count = 1, label = '1M', step = 'month', stepmode = 'backward'),\r\n",
    "            dict(count = 6, label = '6M', step = 'month', stepmode = 'backward'),\r\n",
    "            dict(count = 1, label = 'YTD', step = 'year', stepmode = 'todate'),\r\n",
    "            dict(count = 1, label = '1Y', step = 'year', stepmode = 'backward'),\r\n",
    "            dict(step = 'all')])))\r\n",
    "\r\n",
    "AMC_candlestick.update_layout(\r\n",
    "    title = {\r\n",
    "        'text': 'AMC Share Price',\r\n",
    "        'y':0.9,\r\n",
    "        'x':0.5,\r\n",
    "        'xanchor': 'center',\r\n",
    "        'yanchor': 'top'})\r\n",
    "\r\n",
    "AMC_candlestick.update_yaxes(title_text = 'AMC Share Price', tickprefix = '$')\r\n",
    "AMC_candlestick.show()"
   ],
   "outputs": [
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