csv_price.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#STEP 1: Needed functions and variables\n",
    "import csv\n",
    "from datetime import datetime\n",
    "from datetime import timedelta\n",
    "import json\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly.graph_objects as go\n",
    "import requests\n",
    "import time\n",
    "from turtle import title\n",
    "from turtle import width\n",
    "from urllib.request import urlopen\n",
    "\n",
    "ETH = '0x82aF49447D8a07e3bd95BD0d56f35241523fBab1'\n",
    "WBTC = '0x2f2a2543B76A4166549F7aaB2e75Bef0aefC5B0f'\n",
    "LINK = '0xf97f4df75117a78c1A5a0DBb814Af92458539FB4'\n",
    "UNI = '0xFa7F8980b0f1E64A2062791cc3b0871572f1F7f0'\n",
    "# today_date = datetime.now().strftime(\"%m/%d/%Y\")\n",
    "\n",
    "#change to include other coins\n",
    "coins = {ETH:'ETH/USD',WBTC:'WBTC/USD'}\n",
    "WBTC_data = []\n",
    "ETH_data = []\n",
    "\n",
    "prices_url = \"https://api.gmx.io/prices\" #prices_json -> dict : {'addy':'price * 10**30}\n",
    "\n",
    "def price_format(x):\n",
    "    return int(x)/10**30\n",
    "\n",
    "def included_coins(x):\n",
    "    return True if x in coins else False\n",
    "\n",
    "def get_prices():\n",
    "    response = urlopen(prices_url) # store the response of URL \n",
    "    prices_json = json.loads(response.read()) # storing the JSON response\n",
    "    return prices_json\n",
    "\n",
    "def time_price_data():\n",
    "    \n",
    "    p_json = get_prices()\n",
    "    now = datetime.now()\n",
    "    current_time = now.strftime(\"%I:%M:%S %p\")\n",
    "    # print(\"Time:\", current_time)\n",
    "    \n",
    "    for addy in p_json:\n",
    "        if addy in coins:\n",
    "            # print(coins[addy],price_format(p_json[addy]))\n",
    "            if coins[addy] == 'WBTC/USD':\n",
    "                WBTC_data.append([datetime.now().strftime(\"%m/%d/%Y\"),current_time,'WBTC/USD',price_format(p_json[addy])])\n",
    "            if coins[addy] == 'ETH/USD':\n",
    "                ETH_data.append([datetime.now().strftime(\"%m/%d/%Y\"),current_time,'ETH/USD',price_format(p_json[addy])])\n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Record Start: 10:16:18 PM\n",
      "Record End: 10:16:33 PM\n"
     ]
    }
   ],
   "source": [
    "#STEP 2: Acquiring LIVE data from GMX's API\n",
    "green_light = True\n",
    "print('Record Start: ' + datetime.now().strftime(\"%I:%M:%S %p\"))\n",
    "while green_light:\n",
    "    try:\n",
    "        time_price_data()\n",
    "        time.sleep(0.5)\n",
    "    except KeyboardInterrupt:\n",
    "        print('Record End: ' + datetime.now().strftime(\"%I:%M:%S %p\"))\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#STEP 3: Creating CSV, Dataframe, and plots for analysis and visuals\n",
    "\n",
    "def create_df_file(coin):\n",
    "    global df\n",
    "    col_names = [['Date','Time','Pair','Price']]\n",
    "\n",
    "    #Formatting data and creating an CSV file and dataframe\n",
    "    txt_file_str = str(coin) +'_data.txt'\n",
    "    with open(txt_file_str,'w') as f:\n",
    "        write = csv.writer(f)\n",
    "        write.writerows(col_names)\n",
    "        if coin == 'WBTC':\n",
    "            write.writerows(WBTC_data)\n",
    "        elif coin == 'ETH':\n",
    "            write.writerows(ETH_data)\n",
    "\n",
    "    read_file = pd.read_csv(txt_file_str)\n",
    "    csv_file_str = str(coin) +'_data.csv'\n",
    "    read_file.to_csv(csv_file_str, index=None)\n",
    "    df = pd.DataFrame(pd.read_csv(txt_file_str))\n",
    "\n",
    "    f.close()\n",
    "    \n",
    "def plot_rate(coin,rate):  #rate(in seconds) is the time-scaling interval of VIEWING the data\n",
    "    \n",
    "    create_df_file(coin)\n",
    "    \n",
    "    opens = {}\n",
    "    closes = {}\n",
    "    highs = {}\n",
    "    lows = {}\n",
    "    average = 0\n",
    "    range_values = []\n",
    "\n",
    "    dt = rate  #time interval(1 for 1s, 60 for 1m, 300 for 5m)\n",
    "\n",
    "    # prices = df.loc[:,'Price']\n",
    "    for i in range(df.shape[0]):\n",
    "        t = df.iloc[i,1] #time\n",
    "        if i+dt <= df.shape[0]: #required ammo for new candle\n",
    "            dp = df.iloc[i,-1] #new price\n",
    "\n",
    "            # if i!=0:\n",
    "            range_values.append(dp)\n",
    "            #Open and Close values\n",
    "            if i % dt == 0: #new candle\n",
    "                opening = dp\n",
    "                opens[t] = opening\n",
    "                if i != 0: #close is last value of interval\n",
    "                    close = df.iloc[i+dt-1,-1]\n",
    "                    closes[t] = close\n",
    "                    lows[t] = np.min(range_values) #---low at end of interval t, NOT WHEN low occurs, important distinction \n",
    "                    highs[t] = np.max(range_values)\n",
    "                    # print('Min/Max:',np.min(range_values),np.max(range_values))\n",
    "                    # print(i,t,range_values)\n",
    "                    # print('len:',len(range_values))\n",
    "                    range_values = [] #reset for next interval\n",
    "        else:  \n",
    "            #---Since open is first, there'll be 1 more value in open than close/low/high, so we'll pad close with current open(setting equal essentially)\n",
    "            gen_time = str((datetime.strptime(list(opens.keys())[-1],'%I:%M:%S %p') + timedelta(seconds=dt)).time())\n",
    "            closes[gen_time] = opens[list(opens.keys())[-1]]\n",
    "            lows[gen_time] = lows[list(lows.keys())[-1]]\n",
    "            highs[gen_time] = highs[list(highs.keys())[-1]]\n",
    "            break\n",
    "\n",
    "    open_data = list(opens.values())\n",
    "    high_data = list(highs.values())\n",
    "    low_data = list(lows.values())\n",
    "    close_data = list(closes.values())\n",
    "    times = list(opens.keys())\n",
    "\n",
    "\n",
    "    fig = go.Figure(data=[go.Candlestick(x=times,\n",
    "                                        open=open_data, \n",
    "                                        high=high_data,\n",
    "                                        low=low_data, \n",
    "                                        close=close_data,\n",
    "                                        name=coin)])\n",
    "\n",
    "    fig.update_layout(\n",
    "                    title={\n",
    "                        'text' : coin + '/USD '+str(rate)+\"s from \" + df.iloc[0,1] + ' to ' + df.iloc[-1,1] + ' on ' + str(df.iloc[:,0].unique()[0]),\n",
    "                        'y':0.92,\n",
    "                        'x':0.5,\n",
    "                        'xanchor': 'center',\n",
    "                        'yanchor': 'top'},\n",
    "                    xaxis_title=\"Time\",\n",
    "                    yaxis_title= coin + '/USD',\n",
    "                    width =1900,\n",
    "                    height = 900)\n",
    "\n",
    "    fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
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        "title": {
         "text": "WBTC/USD 1s from 05:57:25 PM to 10:16:32 PM on 10/13/2022",
         "x": 0.5,
         "xanchor": "center",
         "y": 0.92,
         "yanchor": "top"
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   "source": [
    "plot_rate('WBTC',1) #Check WBTC_plot_rate_1 for output"
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            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "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
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "WBTC/USD 300s from 05:57:25 PM to 10:16:32 PM on 10/13/2022",
         "x": 0.5,
         "xanchor": "center",
         "y": 0.92,
         "yanchor": "top"
        },
        "width": 1900,
        "xaxis": {
         "title": {
          "text": "Time"
         }
        },
        "yaxis": {
         "title": {
          "text": "WBTC/USD"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rate('WBTC',300) #Check WBTC_plot_rate_300 for output"
   ]
  }
 ],
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