nepalstockinfoscrape.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Welcome To Colaboratory",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/satishchaudhary382/algorithmic-trading-with-python/blob/master/nepalstockinfoscrape.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FazxkCmvsaAl"
      },
      "source": [
        "# !pip install selenium\n",
        "# !apt-get update \n",
        "# !apt install chromium-chromedriver\n",
        "# !pip install pandas_ta\n",
        "# !pip install MarketProfile\n",
        "# !pip install fake-useragent\n",
        "# !pip install mpl_finance"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Zj0zYjKjytld"
      },
      "source": [
        "import time\n",
        "import datetime\n",
        "import pandas as pd\n",
        "import numpy as np \n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "from fake_useragent import UserAgent\n",
        "import requests\n",
        "\n",
        "from selenium import webdriver\n",
        "from market_profile import MarketProfile\n",
        "import random\n",
        "import pandas_ta as ta\n",
        "useragent = UserAgent()\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.pyplot as plt\n",
        "from bokeh.plotting import figure, output_file, show\n",
        "import bokeh\n",
        "from sklearn.preprocessing import StandardScaler,MinMaxScaler\n",
        "\n",
        "import altair as alt\n",
        "from math import pi\n",
        "from bokeh.io import output_notebook\n",
        "from bokeh.models import Label\n",
        "from datetime import datetime as dt\n",
        "# Call once to configure Bokeh to display plots inline in the notebook.\n",
        "output_notebook()\n",
        "%matplotlib inline\n",
        "from math import pi\n",
        "from bokeh.models import Span\n",
        "from mpl_finance import candlestick_ohlc\n",
        "import matplotlib.dates as mpl_dates\n",
        "import pandas_datareader as pdr\n",
        "\n",
        "from bs4 import BeautifulSoup\n",
        "\n",
        "from selenium.webdriver.support.ui import WebDriverWait\n",
        "from selenium.webdriver.support import expected_conditions as EC\n",
        "from selenium.webdriver.common.by import By\n",
        "from selenium.common.exceptions import TimeoutException\n",
        "from selenium.webdriver.support.ui import Select\n"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ublBItTJFWBL"
      },
      "source": [
        "import bs4 as bs\n",
        "import urllib.request\n",
        "import pandas as pd\n",
        "\n",
        "source = urllib.request.urlopen('https://nepalstockinfo.com/companyhistory/SINDU').read()\n",
        "soup = bs.BeautifulSoup(source,'lxml')\n",
        "\n",
        "# table = soup.find('table', attrs={'class':'subs noBorders evenRows'})\n",
        "# table_rows = table.find_all('tr')"
      ],
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wY9Z6fVUFdp0",
        "outputId": "ad0fd7d2-697c-41c9-b549-44d22ccdc15f",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "table = soup.find('table', attrs={'class':'table table-bordered stripe row-border order-column example_datatable_fixedcolumn'})\n",
        "table_rows = table.find_all('tr')\n",
        "for tr in table_rows:\n",
        "  td = tr.find_all('td')\n",
        "  row = [tr.text for tr in td]\n",
        "  print(row)"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[]\n",
            "['1', '2021-05-19', '280', '-13', '300', '278', '293', '332', '65740', '18695800']\n",
            "['2', '2021-05-18', '293', '15', '303', '273', '278', '457', '102393', '29211400']\n",
            "['3', '2021-05-17', '278', '1', '285', '273', '277', '429', '87945', '24433900']\n",
            "['4', '2021-05-16', '277', '20', '282', '265', '257', '1139', '308503', '84625200']\n",
            "['5', '2021-05-13', '257', '13', '257', '247', '244', '249', '58039', '14778600']\n",
            "['6', '2021-05-12', '244', '2', '248', '233', '242', '128', '34803', '8423850']\n",
            "['7', '2021-05-11', '242', '2', '244', '236', '240', '74', '13393', '3233580']\n",
            "['8', '2021-05-10', '240', '1', '244', '238', '239', '57', '9620', '2315980']\n",
            "['9', '2021-05-09', '239', '-4', '244', '237', '243', '77', '10246', '2457550']\n",
            "['10', '2021-05-06', '243', '-3', '249', '242', '246', '73', '11158', '2732860']\n",
            "['11', '2021-05-05', '246', '-3', '249', '243', '249', '91', '16989', '4168720']\n",
            "['12', '2021-05-04', '249', '-1', '249', '245', '250', '122', '28844', '7095140']\n",
            "['13', '2021-05-03', '250', '-7', '257', '249', '257', '124', '18849', '4749140']\n",
            "['14', '2021-05-02', '257', '-1', '262', '253', '258', '128', '35237', '8984570']\n",
            "['15', '2021-04-29', '258', '7', '265', '250', '251', '121', '26545', '6765580']\n",
            "['16', '2021-04-28', '251', '-11', '265', '246', '262', '182', '44751', '11258600']\n",
            "['17', '2021-04-27', '262', '7', '265', '253', '255', '159', '23904', '6164190']\n",
            "['18', '2021-04-26', '255', '-20', '270', '250', '275', '178', '35952', '9335550']\n",
            "['19', '2021-04-25', '275', '-11', '300', '260', '286', '284', '75000', '20578000']\n",
            "['20', '2021-04-22', '286', '26', '286', '264', '260', '362', '154059', '43166600']\n",
            "['21', '2021-04-21', '260', '-5', '280', '255', '265', '360', '156828', '41443900']\n",
            "['22', '2021-04-20', '265', '8', '271', '257', '257', '302', '89588', '23808200']\n",
            "['23', '2021-04-19', '257', '-8', '265', '250', '265', '246', '92144', '23898100']\n",
            "['24', '2021-04-18', '265', '-3', '273', '245', '268', '690', '254999', '66456000']\n",
            "['25', '2021-04-15', '268', '22', '270', '248', '246', '986', '203014', '53743300']\n",
            "['26', '2021-04-13', '246', '22', '246', '230', '224', '642', '246888', '60093600']\n",
            "['27', '2021-04-12', '224', '20', '224', '207', '204', '583', '172887', '37973400']\n",
            "['28', '2021-04-08', '204', '7', '204', '195', '197', '235', '82607', '16440200']\n",
            "['29', '2021-04-07', '197', '7', '200', '190', '190', '210', '57084', '11101400']\n",
            "['30', '2021-04-06', '190', '-1', '191', '186', '191', '66', '19488', '3673080']\n",
            "['31', '2021-04-05', '191', '2', '195', '187', '189', '64', '13927', '2626520']\n",
            "['32', '2021-04-04', '189', '-1', '196', '187', '190', '78', '21934', '4172370']\n",
            "['33', '2021-04-01', '190', '3', '191', '185', '187', '133', '33996', '6405340']\n",
            "['34', '2021-03-31', '187', '1', '187', '183', '186', '44', '13186', '2447700']\n",
            "['35', '2021-03-30', '186', '1', '187', '182', '185', '32', '7048', '1298750']\n",
            "['36', '2021-03-29', '185', '-1', '190', '180', '186', '53', '9889', '1819250']\n",
            "['37', '2021-03-25', '186', '0', '186', '179', '186', '111', '28175', '5125070']\n",
            "['38', '2021-03-24', '186', '0', '188', '183', '186', '57', '21990', '4065450']\n",
            "['39', '2021-03-23', '186', '0', '186', '182', '186', '31', '12885', '2376670']\n",
            "['40', '2021-03-22', '186', '-1', '190', '182', '187', '25', '3299', '608390']\n",
            "['41', '2021-03-21', '187', '5', '189', '182', '182', '69', '14506', '2693000']\n",
            "['42', '2021-03-18', '182', '1', '183', '180', '181', '46', '7568', '1376460']\n",
            "['43', '2021-03-17', '181', '1', '189', '177', '180', '66', '25331', '4554370']\n",
            "['44', '2021-03-16', '180', '-1', '184', '179', '181', '23', '4296', '771225']\n",
            "['45', '2021-03-15', '181', '2', '186', '179', '179', '46', '24120', '4370450']\n",
            "['46', '2021-03-14', '179', '-6', '184', '179', '185', '31', '4896', '882372']\n",
            "['47', '2021-03-10', '185', '0', '185', '182', '185', '37', '3677', '677017']\n",
            "['48', '2021-03-09', '185', '0', '185', '180', '185', '26', '3070', '565820']\n",
            "['49', '2021-03-07', '185', '-5', '192', '183', '190', '75', '18922', '3498000']\n",
            "['50', '2021-03-04', '190', '6', '191', '182', '184', '45', '9094', '1702650']\n",
            "['51', '2021-03-03', '184', '0', '185', '179', '184', '66', '16815', '3058980']\n",
            "['52', '2021-03-02', '184', '-6', '193', '183', '190', '80', '12436', '2336960']\n",
            "['53', '2021-03-01', '190', '5', '192', '182', '185', '67', '8566', '1613500']\n",
            "['54', '2021-02-28', '185', '-6', '191', '182', '191', '79', '14081', '2608160']\n",
            "['55', '2021-02-25', '191', '-5', '198', '189', '196', '76', '15501', '2966090']\n",
            "['56', '2021-02-24', '196', '4', '197', '192', '192', '97', '25416', '4948380']\n",
            "['57', '2021-02-23', '192', '-2', '194', '189', '194', '72', '11280', '2155310']\n",
            "['58', '2021-02-22', '194', '-1', '197', '193', '195', '94', '21120', '4111800']\n",
            "['59', '2021-02-21', '195', '-3', '199', '190', '198', '303', '71396', '13843500']\n",
            "['60', '2021-02-18', '198', '5', '199', '194', '193', '159', '49279', '9724870']\n",
            "['61', '2021-02-17', '193', '0', '196', '191', '193', '68', '12612', '2430440']\n",
            "['62', '2021-02-16', '193', '-2', '199', '189', '195', '113', '30189', '5855280']\n",
            "['63', '2021-02-15', '195', '3', '196', '193', '192', '117', '19937', '3885360']\n",
            "['64', '2021-02-14', '192', '1', '197', '189', '191', '78', '10768', '2055100']\n",
            "['65', '2021-02-11', '191', '0', '200', '191', '191', '104', '26050', '5041190']\n",
            "['66', '2021-02-10', '191', '-4', '198', '191', '195', '83', '20452', '3935820']\n",
            "['67', '2021-02-09', '195', '-5', '205', '192', '200', '124', '21240', '4144890']\n",
            "['68', '2021-02-08', '200', '12', '201', '187', '188', '175', '49152', '9492810']\n",
            "['69', '2021-02-07', '188', '-3', '193', '187', '191', '96', '18729', '3551350']\n",
            "['70', '2021-02-04', '191', '0', '193', '185', '191', '129', '28699', '5423010']\n",
            "['71', '2021-02-03', '191', '-4', '198', '188', '195', '129', '22577', '4324710']\n",
            "['72', '2021-02-02', '195', '-3', '209', '193', '198', '138', '25068', '4930260']\n",
            "['73', '2021-02-01', '198', '17', '199', '180', '181', '403', '112767', '22007700']\n",
            "['74', '2021-01-31', '181', '-4', '188', '178', '185', '60', '12065', '2193120']\n",
            "['75', '2021-01-28', '185', '-2', '196', '179', '187', '163', '53553', '9972800']\n",
            "['76', '2021-01-27', '187', '2', '194', '182', '185', '109', '28615', '5378920']\n",
            "['77', '2021-01-26', '185', '-5', '193', '184', '190', '105', '23940', '4458610']\n",
            "['78', '2021-01-25', '190', '-11', '200', '187', '201', '241', '79886', '15298400']\n",
            "['79', '2021-01-24', '201', '3', '204', '185', '198', '184', '52438', '10110800']\n",
            "['80', '2021-01-21', '198', '13', '201', '191', '185', '373', '99610', '19653300']\n",
            "['81', '2021-01-20', '185', '16', '185', '168', '169', '420', '184987', '33472100']\n",
            "['82', '2021-01-19', '169', '-1', '173', '163', '170', '54', '23296', '3906220']\n",
            "['83', '2021-01-18', '170', '1', '172', '166', '169', '118', '39054', '6600530']\n",
            "['84', '2021-01-17', '169', '9', '169', '159', '160', '99', '35869', '5835590']\n",
            "['85', '2021-01-13', '160', '-2', '165', '158', '162', '70', '25325', '4066290']\n",
            "['86', '2021-01-12', '162', '4', '162', '154', '158', '70', '23876', '3800550']\n",
            "['87', '2021-01-11', '158', '1', '161', '155', '157', '48', '8990', '1414070']\n",
            "['88', '2021-01-10', '157', '3', '160', '154', '154', '30', '6531', '1018450']\n",
            "['89', '2021-01-07', '154', '-1', '158', '152', '155', '37', '6171', '947054']\n",
            "['90', '2021-01-06', '155', '5', '159', '148', '150', '37', '6750', '1050420']\n",
            "['91', '2021-01-05', '150', '-1', '152', '148', '151', '27', '9965', '1495130']\n",
            "['92', '2021-01-04', '151', '0', '153', '150', '151', '24', '9795', '1480940']\n",
            "['93', '2021-01-03', '151', '0', '156', '150', '151', '23', '6823', '1032780']\n",
            "['94', '2020-12-31', '151', '3', '151', '147', '148', '25', '14866', '2230290']\n",
            "['95', '2020-12-30', '148', '-2', '156', '148', '150', '27', '3745', '559460']\n",
            "['96', '2020-12-29', '150', '-1', '152', '149', '151', '24', '9978', '1501710']\n",
            "['97', '2020-12-28', '151', '-1', '157', '149', '152', '27', '5538', '848542']\n",
            "['98', '2020-12-27', '152', '3', '161', '150', '149', '55', '8523', '1329680']\n",
            "['99', '2020-12-24', '149', '-2', '153', '149', '151', '34', '5972', '898332']\n",
            "['100', '2020-12-23', '151', '-4', '155', '147', '155', '39', '12285', '1840240']\n",
            "['101', '2020-12-22', '155', '1', '157', '152', '154', '31', '7689', '1181450']\n",
            "['102', '2020-12-21', '154', '5', '154', '145', '149', '21', '9665', '1423590']\n",
            "['103', '2020-12-20', '149', '-7', '153', '148', '156', '45', '11451', '1718980']\n",
            "['104', '2020-12-17', '156', '-3', '162', '156', '159', '15', '2809', '441549']\n",
            "['105', '2020-12-16', '159', '0', '165', '156', '159', '35', '10051', '1582610']\n",
            "['106', '2020-12-15', '159', '-7', '169', '159', '166', '14', '2337', '376444']\n",
            "['107', '2020-12-14', '166', '9', '172', '156', '157', '36', '10185', '1617650']\n",
            "['108', '2020-12-13', '157', '2', '158', '154', '155', '27', '11158', '1732440']\n",
            "['109', '2020-12-10', '155', '-6', '163', '155', '161', '27', '12340', '1938550']\n",
            "['110', '2020-12-09', '161', '1', '163', '158', '160', '35', '5128', '820787']\n",
            "['111', '2020-12-08', '160', '0', '168', '157', '160', '40', '7631', '1219680']\n",
            "['112', '2020-12-07', '160', '4', '165', '150', '156', '75', '17138', '2669970']\n",
            "['113', '2020-12-06', '156', '-8', '167', '156', '164', '52', '13644', '2159840']\n",
            "['114', '2020-12-03', '164', '-1', '166', '164', '165', '22', '4532', '745638']\n",
            "['115', '2020-12-02', '165', '-1', '168', '164', '166', '44', '13523', '2239280']\n",
            "['116', '2020-12-01', '166', '-5', '173', '166', '171', '52', '14557', '2462020']\n",
            "['117', '2020-11-30', '171', '-4', '186', '167', '175', '123', '36345', '6306840']\n",
            "['118', '2020-11-29', '175', '11', '176', '164', '164', '101', '35167', '5983800']\n",
            "['119', '2020-11-26', '164', '-5', '175', '163', '169', '52', '15687', '2596260']\n",
            "['120', '2020-11-25', '169', '2', '173', '164', '167', '50', '17714', '2960630']\n",
            "['121', '2020-11-24', '167', '3', '172', '164', '164', '66', '29169', '4872410']\n",
            "['122', '2020-11-23', '164', '-2', '175', '164', '166', '41', '18200', '3027030']\n",
            "['123', '2020-11-22', '166', '-1', '174', '164', '167', '47', '18345', '3060490']\n",
            "['124', '2020-11-19', '167', '0', '169', '164', '167', '53', '29117', '4857440']\n",
            "['125', '2020-11-18', '167', '-9', '173', '161', '176', '81', '40900', '6855780']\n",
            "['126', '2020-11-12', '176', '-3', '180', '172', '179', '49', '41180', '7186110']\n",
            "['127', '2020-11-11', '179', '7', '179', '169', '172', '105', '42684', '7476010']\n",
            "['128', '2020-11-10', '172', '-1', '175', '166', '173', '97', '63566', '10850000']\n",
            "['129', '2020-11-09', '173', '-3', '178', '172', '176', '63', '23106', '4043620']\n",
            "['130', '2020-11-08', '176', '1', '180', '164', '175', '223', '87925', '15355400']\n",
            "['131', '2020-11-05', '175', '15', '175', '158', '160', '122', '55030', '9117540']\n",
            "['132', '2020-11-04', '160', '-2', '162', '159', '162', '33', '10184', '1630220']\n",
            "['133', '2020-11-03', '162', '-1', '165', '161', '163', '23', '6298', '1023080']\n",
            "['134', '2020-11-02', '163', '1', '165', '159', '162', '41', '6998', '1126300']\n",
            "['135', '2020-11-01', '162', '2', '165', '158', '160', '37', '9506', '1542260']\n",
            "['136', '2020-10-29', '160', '-6', '170', '160', '166', '105', '32785', '5314350']\n",
            "['137', '2020-10-28', '166', '3', '168', '157', '163', '77', '30440', '4913650']\n",
            "['138', '2020-10-22', '163', '3', '164', '160', '160', '25', '6086', '991603']\n",
            "['139', '2020-10-21', '160', '-3', '167', '160', '163', '41', '8555', '1401430']\n",
            "['140', '2020-10-20', '163', '4', '166', '160', '159', '33', '7833', '1267430']\n",
            "['141', '2020-10-19', '159', '4', '161', '154', '155', '21', '3894', '611461']\n",
            "['142', '2020-10-18', '155', '-4', '160', '152', '159', '37', '9055', '1403760']\n",
            "['143', '2020-10-15', '159', '-1', '172', '156', '160', '64', '16307', '2590500']\n",
            "['144', '2020-10-14', '160', '-6', '164', '160', '166', '41', '6977', '1126490']\n",
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            "['730', '2017-08-02', '350', '-1', '350', '346', '351', '4', '2023', '704050']\n"
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