technical_analysis.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 163,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "D6Bwfkp2pV0o",
        "outputId": "061bf175-71a4-4dbf-db6c-8ffe450098a8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-12-03 06:56:42--  http://prdownloads.sourceforge.net/ta-lib/ta-lib-0.4.0-src.tar.gz\n",
            "Resolving prdownloads.sourceforge.net (prdownloads.sourceforge.net)... 204.68.111.105\n",
            "Connecting to prdownloads.sourceforge.net (prdownloads.sourceforge.net)|204.68.111.105|:80... connected.\n",
            "HTTP request sent, awaiting response... 301 Moved Permanently\n",
            "Location: http://downloads.sourceforge.net/project/ta-lib/ta-lib/0.4.0/ta-lib-0.4.0-src.tar.gz [following]\n",
            "--2022-12-03 06:56:42--  http://downloads.sourceforge.net/project/ta-lib/ta-lib/0.4.0/ta-lib-0.4.0-src.tar.gz\n",
            "Resolving downloads.sourceforge.net (downloads.sourceforge.net)... 204.68.111.105\n",
            "Reusing existing connection to prdownloads.sourceforge.net:80.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: http://netactuate.dl.sourceforge.net/project/ta-lib/ta-lib/0.4.0/ta-lib-0.4.0-src.tar.gz [following]\n",
            "--2022-12-03 06:56:42--  http://netactuate.dl.sourceforge.net/project/ta-lib/ta-lib/0.4.0/ta-lib-0.4.0-src.tar.gz\n",
            "Resolving netactuate.dl.sourceforge.net (netactuate.dl.sourceforge.net)... 104.225.3.66\n",
            "Connecting to netactuate.dl.sourceforge.net (netactuate.dl.sourceforge.net)|104.225.3.66|:80... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 1330299 (1.3M) [application/x-gzip]\n",
            "Saving to: ‘ta-lib-0.4.0-src.tar.gz’\n",
            "\n",
            "ta-lib-0.4.0-src.ta 100%[===================>]   1.27M  --.-KB/s    in 0.05s   \n",
            "\n",
            "2022-12-03 06:56:42 (24.7 MB/s) - ‘ta-lib-0.4.0-src.tar.gz’ saved [1330299/1330299]\n",
            "\n",
            "checking for a BSD-compatible install... /usr/bin/install -c\n",
            "checking whether build environment is sane... yes\n",
            "checking for a thread-safe mkdir -p... /bin/mkdir -p\n",
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            "checking for mawk... mawk\n",
            "checking whether make sets $(MAKE)... yes\n",
            "checking for gcc... gcc\n",
            "checking for C compiler default output file name... a.out\n",
            "checking whether the C compiler works... yes\n",
            "checking whether we are cross compiling... no\n",
            "checking for suffix of executables... \n",
            "checking for suffix of object files... o\n",
            "checking whether we are using the GNU C compiler... yes\n",
            "checking whether gcc accepts -g... yes\n",
            "checking for gcc option to accept ISO C89... none needed\n",
            "checking for style of include used by make... GNU\n",
            "checking dependency style of gcc... gcc3\n",
            "checking build system type... x86_64-unknown-linux-gnu\n",
            "checking host system type... x86_64-unknown-linux-gnu\n",
            "checking for a sed that does not truncate output... /bin/sed\n",
            "checking for grep that handles long lines and -e... /bin/grep\n",
            "checking for egrep... /bin/grep -E\n",
            "checking for ld used by gcc... /usr/bin/ld\n",
            "checking if the linker (/usr/bin/ld) is GNU ld... yes\n",
            "checking for /usr/bin/ld option to reload object files... -r\n",
            "checking for BSD-compatible nm... /usr/bin/nm -B\n",
            "checking whether ln -s works... yes\n",
            "checking how to recognise dependent libraries... pass_all\n",
            "./configure: line 4354: /usr/bin/file: No such file or directory\n",
            "checking how to run the C preprocessor... gcc -E\n",
            "checking for ANSI C header files... yes\n",
            "checking for sys/types.h... yes\n",
            "checking for sys/stat.h... yes\n",
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            "checking dlfcn.h usability... yes\n",
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            "checking for g++... g++\n",
            "checking whether we are using the GNU C++ compiler... yes\n",
            "checking whether g++ accepts -g... yes\n",
            "checking dependency style of g++... gcc3\n",
            "checking how to run the C++ preprocessor... g++ -E\n",
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            "checking whether we are using the GNU Fortran 77 compiler... yes\n",
            "checking whether f77 accepts -g... yes\n",
            "checking the maximum length of command line arguments... 32768\n",
            "checking command to parse /usr/bin/nm -B output from gcc object... ok\n",
            "checking for objdir... .libs\n",
            "checking for ar... ar\n",
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            "checking for strip... strip\n",
            "checking if gcc supports -fno-rtti -fno-exceptions... no\n",
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            "checking whether the gcc linker (/usr/bin/ld) supports shared libraries... yes\n",
            "checking whether -lc should be explicitly linked in... no\n",
            "checking dynamic linker characteristics... GNU/Linux ld.so\n",
            "checking how to hardcode library paths into programs... immediate\n",
            "checking whether stripping libraries is possible... yes\n",
            "checking if libtool supports shared libraries... yes\n",
            "checking whether to build shared libraries... yes\n",
            "checking whether to build static libraries... yes\n",
            "configure: creating libtool\n",
            "appending configuration tag \"CXX\" to libtool\n",
            "checking for ld used by g++... /usr/bin/ld\n",
            "checking if the linker (/usr/bin/ld) is GNU ld... yes\n",
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            "checking for g++ option to produce PIC... -fPIC\n",
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            "checking if g++ supports -c -o file.o... yes\n",
            "checking whether the g++ linker (/usr/bin/ld) supports shared libraries... yes\n",
            "checking dynamic linker characteristics... GNU/Linux ld.so\n",
            "checking how to hardcode library paths into programs... immediate\n",
            "appending configuration tag \"F77\" to libtool\n",
            "checking if libtool supports shared libraries... yes\n",
            "checking whether to build shared libraries... yes\n",
            "checking whether to build static libraries... yes\n",
            "checking for f77 option to produce PIC... -fPIC\n",
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            "checking if f77 static flag -static works... yes\n",
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            "checking whether the f77 linker (/usr/bin/ld) supports shared libraries... yes\n",
            "checking dynamic linker characteristics... GNU/Linux ld.so\n",
            "checking how to hardcode library paths into programs... immediate\n",
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            "checking locale.h usability... yes\n",
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            "checking for stdint.h... (cached) yes\n",
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            "checking for unistd.h... (cached) yes\n",
            "checking wchar.h usability... yes\n",
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            "checking wctype.h usability... yes\n",
            "checking wctype.h presence... yes\n",
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            "checking for an ANSI C-conforming const... yes\n",
            "checking for size_t... yes\n",
            "checking whether struct tm is in sys/time.h or time.h... time.h\n",
            "checking for working volatile... yes\n",
            "checking for ptrdiff_t... yes\n",
            "checking return type of signal handlers... void\n",
            "checking for working strcoll... yes\n",
            "checking for strftime... yes\n",
            "checking for working strtod... yes\n",
            "checking for vprintf... yes\n",
            "checking for _doprnt... no\n",
            "checking for floor... no\n",
            "checking for isascii... yes\n",
            "checking for localeconv... yes\n",
            "checking for mblen... yes\n",
            "checking for memmove... yes\n",
            "checking for memset... yes\n",
            "checking for modf... yes\n",
            "checking for pow... no\n",
            "checking for sqrt... no\n",
            "checking for strcasecmp... yes\n",
            "checking for strchr... yes\n",
            "checking for strerror... yes\n",
            "checking for strncasecmp... yes\n",
            "checking for strrchr... yes\n",
            "checking for strstr... yes\n",
            "checking for strtol... yes\n",
            "checking for strtoul... yes\n",
            "configure: creating ./config.status\n",
            "config.status: creating Makefile\n",
            "config.status: creating src/Makefile\n",
            "config.status: creating src/ta_abstract/Makefile\n",
            "config.status: creating src/ta_common/Makefile\n",
            "config.status: creating src/ta_func/Makefile\n",
            "config.status: creating src/tools/Makefile\n",
            "config.status: creating src/tools/gen_code/Makefile\n",
            "config.status: creating src/tools/ta_regtest/Makefile\n",
            "config.status: creating ta-lib-config\n",
            "config.status: creating ta-lib.spec\n",
            "config.status: creating ta-lib.dpkg\n",
            "config.status: creating include/ta_config.h\n",
            "config.status: include/ta_config.h is unchanged\n",
            "config.status: executing depfiles commands\n",
            "Making all in src\n",
            "make[1]: Entering directory '/content/ta-lib/src'\n",
            "Making all in ta_abstract\n",
            "make[2]: Entering directory '/content/ta-lib/src/ta_abstract'\n",
            "make[2]: Nothing to be done for 'all'.\n",
            "make[2]: Leaving directory '/content/ta-lib/src/ta_abstract'\n",
            "Making all in ta_common\n",
            "make[2]: Entering directory '/content/ta-lib/src/ta_common'\n",
            "make[2]: Nothing to be done for 'all'.\n",
            "make[2]: Leaving directory '/content/ta-lib/src/ta_common'\n",
            "Making all in ta_func\n",
            "make[2]: Entering directory '/content/ta-lib/src/ta_func'\n",
            "make[2]: Nothing to be done for 'all'.\n",
            "make[2]: Leaving directory '/content/ta-lib/src/ta_func'\n",
            "make[2]: Entering directory '/content/ta-lib/src'\n",
            "make[2]: Nothing to be done for 'all-am'.\n",
            "make[2]: Leaving directory '/content/ta-lib/src'\n",
            "make[1]: Leaving directory '/content/ta-lib/src'\n",
            "Making all in src/tools\n",
            "make[1]: Entering directory '/content/ta-lib/src/tools'\n",
            "Making all in gen_code\n",
            "make[2]: Entering directory '/content/ta-lib/src/tools/gen_code'\n",
            "make  gen_code\n",
            "make[3]: Entering directory '/content/ta-lib/src/tools/gen_code'\n",
            "make[3]: 'gen_code' is up to date.\n",
            "make[3]: Leaving directory '/content/ta-lib/src/tools/gen_code'\n",
            "cp gen_code ../../../bin\n",
            "make[2]: Leaving directory '/content/ta-lib/src/tools/gen_code'\n",
            "Making all in ta_regtest\n",
            "make[2]: Entering directory '/content/ta-lib/src/tools/ta_regtest'\n",
            "make[2]: Nothing to be done for 'all'.\n",
            "make[2]: Leaving directory '/content/ta-lib/src/tools/ta_regtest'\n",
            "make[2]: Entering directory '/content/ta-lib/src/tools'\n",
            "make[2]: Nothing to be done for 'all-am'.\n",
            "make[2]: Leaving directory '/content/ta-lib/src/tools'\n",
            "make[1]: Leaving directory '/content/ta-lib/src/tools'\n",
            "make[1]: Entering directory '/content/ta-lib'\n",
            "make[1]: Nothing to be done for 'all-am'.\n",
            "make[1]: Leaving directory '/content/ta-lib'\n",
            "Making install in src\n",
            "make[1]: Entering directory '/content/ta-lib/src'\n",
            "Making install in ta_abstract\n",
            "make[2]: Entering directory '/content/ta-lib/src/ta_abstract'\n",
            "make[3]: Entering directory '/content/ta-lib/src/ta_abstract'\n",
            "make[3]: Nothing to be done for 'install-exec-am'.\n",
            "test -z \"/usr/include/ta-lib/\" || /bin/mkdir -p \"/usr/include/ta-lib/\"\n",
            " /usr/bin/install -c -m 644 '../../include/ta_defs.h' '/usr/include/ta-lib//ta_defs.h'\n",
            " /usr/bin/install -c -m 644 '../../include/ta_libc.h' '/usr/include/ta-lib//ta_libc.h'\n",
            " /usr/bin/install -c -m 644 '../../include/ta_abstract.h' '/usr/include/ta-lib//ta_abstract.h'\n",
            "make[3]: Leaving directory '/content/ta-lib/src/ta_abstract'\n",
            "make[2]: Leaving directory '/content/ta-lib/src/ta_abstract'\n",
            "Making install in ta_common\n",
            "make[2]: Entering directory '/content/ta-lib/src/ta_common'\n",
            "make[3]: Entering directory '/content/ta-lib/src/ta_common'\n",
            "make[3]: Nothing to be done for 'install-exec-am'.\n",
            "test -z \"/usr/include/ta-lib/\" || /bin/mkdir -p \"/usr/include/ta-lib/\"\n",
            " /usr/bin/install -c -m 644 '../../include/ta_defs.h' '/usr/include/ta-lib//ta_defs.h'\n",
            " /usr/bin/install -c -m 644 '../../include/ta_libc.h' '/usr/include/ta-lib//ta_libc.h'\n",
            " /usr/bin/install -c -m 644 '../../include/ta_common.h' '/usr/include/ta-lib//ta_common.h'\n",
            "make[3]: Leaving directory '/content/ta-lib/src/ta_common'\n",
            "make[2]: Leaving directory '/content/ta-lib/src/ta_common'\n",
            "Making install in ta_func\n",
            "make[2]: Entering directory '/content/ta-lib/src/ta_func'\n",
            "make[3]: Entering directory '/content/ta-lib/src/ta_func'\n",
            "make[3]: Nothing to be done for 'install-exec-am'.\n",
            "test -z \"/usr/include/ta-lib/\" || /bin/mkdir -p \"/usr/include/ta-lib/\"\n",
            " /usr/bin/install -c -m 644 '../../include/ta_defs.h' '/usr/include/ta-lib//ta_defs.h'\n",
            " /usr/bin/install -c -m 644 '../../include/ta_libc.h' '/usr/include/ta-lib//ta_libc.h'\n",
            " /usr/bin/install -c -m 644 '../../include/ta_func.h' '/usr/include/ta-lib//ta_func.h'\n",
            "make[3]: Leaving directory '/content/ta-lib/src/ta_func'\n",
            "make[2]: Leaving directory '/content/ta-lib/src/ta_func'\n",
            "make[2]: Entering directory '/content/ta-lib/src'\n",
            "make[3]: Entering directory '/content/ta-lib/src'\n",
            "test -z \"/usr/lib\" || /bin/mkdir -p \"/usr/lib\"\n",
            " /bin/bash ../libtool --mode=install /usr/bin/install -c  'libta_lib.la' '/usr/lib/libta_lib.la'\n",
            "/usr/bin/install -c .libs/libta_lib.so.0.0.0 /usr/lib/libta_lib.so.0.0.0\n",
            "(cd /usr/lib && { ln -s -f libta_lib.so.0.0.0 libta_lib.so.0 || { rm -f libta_lib.so.0 && ln -s libta_lib.so.0.0.0 libta_lib.so.0; }; })\n",
            "(cd /usr/lib && { ln -s -f libta_lib.so.0.0.0 libta_lib.so || { rm -f libta_lib.so && ln -s libta_lib.so.0.0.0 libta_lib.so; }; })\n",
            "/usr/bin/install -c .libs/libta_lib.lai /usr/lib/libta_lib.la\n",
            "/usr/bin/install -c .libs/libta_lib.a /usr/lib/libta_lib.a\n",
            "chmod 644 /usr/lib/libta_lib.a\n",
            "ranlib /usr/lib/libta_lib.a\n",
            "PATH=\"$PATH:/sbin\" ldconfig -n /usr/lib\n",
            "----------------------------------------------------------------------\n",
            "Libraries have been installed in:\n",
            "   /usr/lib\n",
            "\n",
            "If you ever happen to want to link against installed libraries\n",
            "in a given directory, LIBDIR, you must either use libtool, and\n",
            "specify the full pathname of the library, or use the `-LLIBDIR'\n",
            "flag during linking and do at least one of the following:\n",
            "   - add LIBDIR to the `LD_LIBRARY_PATH' environment variable\n",
            "     during execution\n",
            "   - add LIBDIR to the `LD_RUN_PATH' environment variable\n",
            "     during linking\n",
            "   - use the `-Wl,--rpath -Wl,LIBDIR' linker flag\n",
            "   - have your system administrator add LIBDIR to `/etc/ld.so.conf'\n",
            "\n",
            "See any operating system documentation about shared libraries for\n",
            "more information, such as the ld(1) and ld.so(8) manual pages.\n",
            "----------------------------------------------------------------------\n",
            "make[3]: Nothing to be done for 'install-data-am'.\n",
            "make[3]: Leaving directory '/content/ta-lib/src'\n",
            "make[2]: Leaving directory '/content/ta-lib/src'\n",
            "make[1]: Leaving directory '/content/ta-lib/src'\n",
            "Making install in src/tools\n",
            "make[1]: Entering directory '/content/ta-lib/src/tools'\n",
            "Making install in gen_code\n",
            "make[2]: Entering directory '/content/ta-lib/src/tools/gen_code'\n",
            "make  gen_code\n",
            "make[3]: Entering directory '/content/ta-lib/src/tools/gen_code'\n",
            "make[3]: 'gen_code' is up to date.\n",
            "make[3]: Leaving directory '/content/ta-lib/src/tools/gen_code'\n",
            "cp gen_code ../../../bin\n",
            "make[3]: Entering directory '/content/ta-lib/src/tools/gen_code'\n",
            "make[3]: Nothing to be done for 'install-exec-am'.\n",
            "make[3]: Nothing to be done for 'install-data-am'.\n",
            "make[3]: Leaving directory '/content/ta-lib/src/tools/gen_code'\n",
            "make[2]: Leaving directory '/content/ta-lib/src/tools/gen_code'\n",
            "Making install in ta_regtest\n",
            "make[2]: Entering directory '/content/ta-lib/src/tools/ta_regtest'\n",
            "make[3]: Entering directory '/content/ta-lib/src/tools/ta_regtest'\n",
            "make[3]: Nothing to be done for 'install-exec-am'.\n",
            "make[3]: Nothing to be done for 'install-data-am'.\n",
            "make[3]: Leaving directory '/content/ta-lib/src/tools/ta_regtest'\n",
            "make[2]: Leaving directory '/content/ta-lib/src/tools/ta_regtest'\n",
            "make[2]: Entering directory '/content/ta-lib/src/tools'\n",
            "make[3]: Entering directory '/content/ta-lib/src/tools'\n",
            "make[3]: Nothing to be done for 'install-exec-am'.\n",
            "make[3]: Nothing to be done for 'install-data-am'.\n",
            "make[3]: Leaving directory '/content/ta-lib/src/tools'\n",
            "make[2]: Leaving directory '/content/ta-lib/src/tools'\n",
            "make[1]: Leaving directory '/content/ta-lib/src/tools'\n",
            "make[1]: Entering directory '/content/ta-lib'\n",
            "make[2]: Entering directory '/content/ta-lib'\n",
            "test -z \"/usr/bin\" || /bin/mkdir -p \"/usr/bin\"\n",
            " /usr/bin/install -c 'ta-lib-config' '/usr/bin/ta-lib-config'\n",
            "make[2]: Nothing to be done for 'install-data-am'.\n",
            "make[2]: Leaving directory '/content/ta-lib'\n",
            "make[1]: Leaving directory '/content/ta-lib'\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: ta-lib in /usr/local/lib/python3.8/dist-packages (0.4.25)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.8/dist-packages (from ta-lib) (1.21.6)\n"
          ]
        }
      ],
      "source": [
        "!wget http://prdownloads.sourceforge.net/ta-lib/ta-lib-0.4.0-src.tar.gz \\\n",
        "  && sudo tar -xzf ta-lib-0.4.0-src.tar.gz \\\n",
        "  && sudo rm ta-lib-0.4.0-src.tar.gz \\\n",
        "  && cd ta-lib/ \\\n",
        "  && sudo ./configure --prefix=/usr \\\n",
        "  && sudo make \\\n",
        "  && sudo make install \\\n",
        "  && cd ~ \\\n",
        "  && sudo rm -rf ta-lib/ \\\n",
        "  && pip install ta-lib"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 164,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "s-p-CJcrpYem",
        "outputId": "bd9a3faa-10eb-4417-ade0-0d04c81637d2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: yfinance in /usr/local/lib/python3.8/dist-packages (0.1.87)\n",
            "Requirement already satisfied: pandas>=0.24.0 in /usr/local/lib/python3.8/dist-packages (from yfinance) (1.3.5)\n",
            "Requirement already satisfied: requests>=2.26 in /usr/local/lib/python3.8/dist-packages (from yfinance) (2.28.1)\n",
            "Requirement already satisfied: appdirs>=1.4.4 in /usr/local/lib/python3.8/dist-packages (from yfinance) (1.4.4)\n",
            "Requirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.8/dist-packages (from yfinance) (0.0.11)\n",
            "Requirement already satisfied: numpy>=1.15 in /usr/local/lib/python3.8/dist-packages (from yfinance) (1.21.6)\n",
            "Requirement already satisfied: lxml>=4.5.1 in /usr/local/lib/python3.8/dist-packages (from yfinance) (4.9.1)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.8/dist-packages (from pandas>=0.24.0->yfinance) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.8/dist-packages (from pandas>=0.24.0->yfinance) (2022.6)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.8/dist-packages (from python-dateutil>=2.7.3->pandas>=0.24.0->yfinance) (1.15.0)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.8/dist-packages (from requests>=2.26->yfinance) (2.10)\n",
            "Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/lib/python3.8/dist-packages (from requests>=2.26->yfinance) (2.1.1)\n",
            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.8/dist-packages (from requests>=2.26->yfinance) (1.24.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.8/dist-packages (from requests>=2.26->yfinance) (2022.9.24)\n"
          ]
        }
      ],
      "source": [
        "!pip install yfinance"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 165,
      "metadata": {
        "id": "V-cMIddvpYne"
      },
      "outputs": [],
      "source": [
        "import talib as ta\n",
        "import yfinance as yf\n",
        "from talib import abstract\n",
        "\n",
        "import matplotlib.pyplot as plt \n",
        "import plotly.graph_objects as go\n",
        "import numpy as np\n",
        "import pandas as pd"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 166,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "w5LnLdfgpYq3",
        "outputId": "3e9efb34-ccd5-491d-987c-b64881dabc82"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Cycle Indicators',\n",
              " 'Math Operators',\n",
              " 'Math Transform',\n",
              " 'Momentum Indicators',\n",
              " 'Overlap Studies',\n",
              " 'Pattern Recognition',\n",
              " 'Price Transform',\n",
              " 'Statistic Functions',\n",
              " 'Volatility Indicators',\n",
              " 'Volume Indicators']"
            ]
          },
          "metadata": {},
          "execution_count": 166
        }
      ],
      "source": [
        "# ta.get_function_groups() # get all indicators along with the group they belong to\n",
        "# ta.get_function_groups()['Momentum Indicators'] # get indicators of a group\n",
        "# ta.get_functions() # all function\n",
        "# ?ta.MACD # function definition\n",
        "# dir(ta) # list of the attributes and methods of any object\n",
        "list(ta.get_function_groups().keys()) # these are the indicator groups"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 167,
      "metadata": {
        "id": "agV2r953CnqX"
      },
      "outputs": [],
      "source": [
        "# df = yf.download('RELIANCE.NS',start='2022-12-1',end='2022-12-2',interval = \"15m\",ignore_tz = False,auto_adjust = True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 168,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 255
        },
        "id": "gBS1M2EsCnqZ",
        "outputId": "bdaa61dd-b48c-4808-c697-fd0b17ee6a95"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\r[*********************100%***********************]  1 of 1 completed\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                            Open         High          Low        Close  \\\n",
              "Datetime                                                                  \n",
              "2022-12-01 13:00:00  2747.300049  2747.850098  2735.750000  2740.449951   \n",
              "2022-12-01 13:30:00  2740.199951  2744.149902  2734.199951  2736.949951   \n",
              "2022-12-01 14:00:00  2737.000000  2743.550049  2736.000000  2740.350098   \n",
              "2022-12-01 14:30:00  2740.350098  2740.449951  2728.449951  2729.649902   \n",
              "2022-12-01 15:00:00  2729.350098  2729.649902  2716.199951  2725.550049   \n",
              "\n",
              "                       Adj Close  Volume  \n",
              "Datetime                                  \n",
              "2022-12-01 13:00:00  2740.449951  224504  \n",
              "2022-12-01 13:30:00  2736.949951  261018  \n",
              "2022-12-01 14:00:00  2740.350098  215763  \n",
              "2022-12-01 14:30:00  2729.649902  327756  \n",
              "2022-12-01 15:00:00  2725.550049  848569  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-59c92923-6154-4c24-9036-142a17da962c\">\n",
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              "      <th>2022-12-01 15:00:00</th>\n",
              "      <td>2729.350098</td>\n",
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              "      <td>2716.199951</td>\n",
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              "          const element = document.querySelector('#df-59c92923-6154-4c24-9036-142a17da962c');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
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            ]
          },
          "metadata": {},
          "execution_count": 168
        }
      ],
      "source": [
        "df = yf.download('RELIANCE.NS',start='2022-11-1',end='2022-12-2',interval = \"30m\")\n",
        "df.tail(5)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Custom function - Pivot Points,  Supports and Resistances\n",
        "def PPSR(df1):  \n",
        "    df = df1.copy(deep=True)\n",
        "    PP = pd.Series((df['High'] + df['Low'] + df['Close']) / 3)  \n",
        "    R1 = pd.Series(2 * PP - df['Low'])  \n",
        "    S1 = pd.Series(2 * PP - df['High'])  \n",
        "    R2 = pd.Series(PP + df['High'] - df['Low'])  \n",
        "    S2 = pd.Series(PP - df['High'] + df['Low'])  \n",
        "    R3 = pd.Series(df['High'] + 2 * (PP - df['Low']))  \n",
        "    S3 = pd.Series(df['Low'] - 2 * (df['High'] - PP))  \n",
        "    psr = {'PP':PP, 'R1':R1, 'S1':S1, 'R2':R2, 'S2':S2, 'R3':R3, 'S3':S3}  \n",
        "    PSR = pd.DataFrame(psr)  \n",
        "    df = df.join(PSR)  \n",
        "    return df['PP'],df['R3'],df['S3'] # taking Pivot Point & 3rd Supports and Resistances"
      ],
      "metadata": {
        "id": "cXHfccF7LTIj"
      },
      "execution_count": 169,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 170,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 824
        },
        "id": "Ef1klCPGpY3s",
        "outputId": "8b3abc48-81bc-47d6-e7a9-7dbb5b78f5d7"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "# Indicator - Pivot Points, Supports and Resistances  + EMA -> We're only plotting 3rd Supports and Resistances \n",
        "\n",
        "df['EMA'] = ta.EMA(df['Close'], timeperiod = 15)\n",
        "df['Pivot Point'],df['Resistance'],df['Support'] = PPSR(df)\n",
        "df[['Close','Resistance','Support']].plot(figsize=(15,15)) \n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 171,
      "metadata": {
        "id": "MYkDaPb8pY6m",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 824
        },
        "outputId": "512ff66f-1828-44f6-f54a-99be48b8aa8d"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "# Indicator - Bollinger Bands :  standard deviation level above and below a SMA of the price\n",
        "\n",
        "df['upper_band'], df['middle_band'], df['lower_band'] = ta.BBANDS(df['Close'], timeperiod =20)\n",
        "df[['Close','upper_band','middle_band','lower_band']].plot(figsize=(15,15))\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 172,
      "metadata": {
        "id": "LU-8M8LYpY-S",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 824
        },
        "outputId": "1221d329-5750-4a52-da34-0884f8d6dba3"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "# Indicator - RSI : speed and magnitude of a security's recent price changes to evaluate overvalued or undervalued\n",
        "\n",
        "df['RSI'] = ta.RSI(df['Close'],14) \n",
        "df['RSI'].plot(figsize=(15,15)) \n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 173,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 824
        },
        "id": "Um5P31EbCnqm",
        "outputId": "c359664e-f013-4a61-f431-364d9cb293cb"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "# Stochastic oscillators - Slow\n",
        "\n",
        "df['slowk'],df['slowd'] = ta.STOCH(df['High'],df['Low'],df['Close'], fastk_period=14, \n",
        "                                   slowk_period=3, slowk_matype=0, \n",
        "                                   slowd_period=3, slowd_matype=0) \n",
        "df[['slowk','slowd']].plot(figsize=(15,15)) \n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 174,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 824
        },
        "id": "0NuMV4zuCnqm",
        "outputId": "00b5822b-3aa7-4527-b912-8cd352b52d0d"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "# Stochastic oscillators - Fast\n",
        "\n",
        "df['fastk'],df['fastd'] = ta.STOCHF(df['High'],df['Low'],df['Close'], fastk_period=14, \n",
        "                                                fastd_period=3, fastd_matype=0) \n",
        "df[['fastk','fastd']].plot(figsize=(15,15)) \n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 175,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Fz57s_goCnqo",
        "outputId": "6a2d3397-fccf-46d7-dbf4-321a23fc9cf1"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['CDL2CROWS', 'CDL3BLACKCROWS', 'CDL3INSIDE', 'CDL3LINESTRIKE', 'CDL3OUTSIDE']"
            ]
          },
          "metadata": {},
          "execution_count": 175
        }
      ],
      "source": [
        "candle_names = ta.get_function_groups()['Pattern Recognition']\n",
        "candle_names[:5]"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# For NSE data - we need to use .NS extension\n",
        "\n",
        "df = yf.download('RELIANCE.NS',start='2022-1-1',end='2022-12-2',interval = \"1d\") # 1 day interval\n",
        "df.tail(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 255
        },
        "id": "CxdVuJi7-1tC",
        "outputId": "4454626c-7306-4b42-c38c-bd44fe54e170"
      },
      "execution_count": 176,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\r[*********************100%***********************]  1 of 1 completed\n"
          ]
        },
        {
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          "data": {
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              "                   Open         High          Low        Close    Adj Close  \\\n",
              "Date                                                                          \n",
              "2022-11-24  2566.000000  2594.000000  2548.199951  2579.100098  2579.100098   \n",
              "2022-11-25  2589.000000  2624.899902  2582.100098  2617.600098  2617.600098   \n",
              "2022-11-28  2608.899902  2721.050049  2502.000000  2707.550049  2707.550049   \n",
              "2022-11-29  2703.949951  2731.649902  2694.000000  2712.199951  2712.199951   \n",
              "2022-11-30  2712.500000  2745.449951  2698.199951  2731.350098  2731.350098   \n",
              "\n",
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          "metadata": {},
          "execution_count": 176
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig = go.Figure(data=[go.Candlestick(x=df.index, open=df['Open'], high=df['High'],low=df['Low'], close=df['Close'])])\n",
        "\n",
        "fig.update_layout(\n",
        "    title='Candlestick Chart',\n",
        "    yaxis_title='RELIANCE.NS Stock',\n",
        "    shapes = [dict(x0='2022-11-28', x1='2022-12-02', y0=0, y1=1, xref='x', yref='paper',line_width=2),\n",
        "              dict(x0='2022-04-18', x1='2022-04-30', y0=0, y1=1, xref='x', yref='paper',line_width=2),\n",
        "              dict(x0='2022-06-10', x1='2022-07-02', y0=0, y1=1, xref='x', yref='paper',line_width=2)],\n",
        "    annotations=[dict(x='2022-11-28', y=0.05, xref='x', yref='paper',showarrow=False, xanchor='left', text='Breakout'),\n",
        "                 dict(x='2022-04-18', y=0.05, xref='x', yref='paper',showarrow=False, xanchor='left', text='Breakout'),\n",
        "                 dict(x='2022-06-10', y=0.05, xref='x', yref='paper',showarrow=False, xanchor='left', text='BreakDown')]\n",
        ")\n",
        "\n",
        "fig.show()\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "FkEs5ZK69soY",
        "outputId": "2a9889c8-6649-4de0-b3b7-1d8727722ea1"
      },
      "execution_count": 177,
      "outputs": [
        {
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              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-6d655ba2-37ae-4724-a4ac-a2cb92dd4043 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-6d655ba2-37ae-4724-a4ac-a2cb92dd4043');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 178
        }
      ],
      "source": [
        "df = yf.download('RELIANCE.NS',start='2022-1-1',end='2022-12-2',interval = \"1h\") # 1 hour interval\n",
        "df['EMA'] = ta.EMA(df['Close'], timeperiod = 15)\n",
        "df.tail(5)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig = go.Figure(data=[go.Candlestick(x=df.index, open=df['Open'], high=df['High'],low=df['Low'], close=df['Close'])])\n",
        "\n",
        "fig.update_layout(\n",
        "    title='Candlestick Chart',\n",
        "    yaxis_title='RELIANCE.NS Stock',\n",
        "    shapes = [dict(x0='2022-11-28', x1='2022-12-02', y0=0, y1=1, xref='x', yref='paper',line_width=2),\n",
        "              dict(x0='2022-04-18', x1='2022-04-30', y0=0, y1=1, xref='x', yref='paper',line_width=2),\n",
        "              dict(x0='2022-06-10', x1='2022-07-02', y0=0, y1=1, xref='x', yref='paper',line_width=2)],\n",
        "    annotations=[dict(x='2022-11-28', y=0.05, xref='x', yref='paper',showarrow=False, xanchor='left', text='Breakout'),\n",
        "                 dict(x='2022-04-18', y=0.05, xref='x', yref='paper',showarrow=False, xanchor='left', text='Breakout'),\n",
        "                 dict(x='2022-06-10', y=0.05, xref='x', yref='paper',showarrow=False, xanchor='left', text='BreakDown')]\n",
        ")\n",
        "\n",
        "fig.add_trace(go.Scatter(x=df.index,y=df['EMA'],name=\"EMA-15\",line=dict(color='#17becf')))\n",
        "\n",
        "fig.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "QkwuoM3XEhYY",
        "outputId": "b7a07837-9415-454d-e99b-6a9ad2af1430"
      },
      "execution_count": 179,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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          },
          "metadata": {}
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "morning_star = ta.CDLMORNINGSTAR(df['Open'], df['High'], df['Low'], df['Close'])\n",
        "\n",
        "engulfing = ta.CDLENGULFING(df['Open'], df['High'], df['Low'], df['Close'])\n",
        "\n",
        "df['Morning Star'] = morning_star\n",
        "df['Engulfing'] = engulfing\n",
        "\n",
        "bullish_engulfing_days = df[df['Engulfing'] == 100]\n",
        "bearish_engulfing_days = df[df['Engulfing'] == -100]"
      ],
      "metadata": {
        "id": "_IEeuoMfEuOG"
      },
      "execution_count": 180,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "fig = go.Figure(data=[go.Candlestick(x=df.index, open=df['Open'], high=df['High'],low=df['Low'], close=df['Close'])])\n",
        " \n",
        "fig.update_layout(title='Candlestick Chart',yaxis_title='RELIANCE.NS Stock')\n",
        "\n",
        "fig.add_scatter(x=bullish_engulfing_days.index,y=bullish_engulfing_days['Close'],mode='markers',\n",
        "                marker=dict(size=5,color='#ff7f0e'),name='Bullish')\n",
        "\n",
        "fig.add_scatter(x=bearish_engulfing_days.index,y=bearish_engulfing_days['Close'],mode='markers',\n",
        "                marker=dict(size=5,color='#9467bd'),name='Bearish')\n",
        "\n",
        "fig.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "i067PLPRZ1Er",
        "outputId": "056daf9c-b680-40ef-93d2-55edb761acec"
      },
      "execution_count": 181,
      "outputs": [
        {
          "output_type": "display_data",
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