diff --git a/gamestonk_terminal/portfolio/portfolio_controller.py b/gamestonk_terminal/portfolio/portfolio_controller.py
index 42324a27b5b..16585f272e9 100644
--- a/gamestonk_terminal/portfolio/portfolio_controller.py
+++ b/gamestonk_terminal/portfolio/portfolio_controller.py
@@ -17,6 +17,7 @@ from gamestonk_terminal.helper_funcs import (
     valid_date,
     check_positive_float,
     check_positive,
+    EXPORT_ONLY_FIGURES_ALLOWED,
 )
 from gamestonk_terminal.menu import session
 
@@ -35,16 +36,7 @@ from gamestonk_terminal.helper_funcs import parse_known_args_and_warn
 class PortfolioController(BaseController):
     """Portfolio Controller class"""
 
-    CHOICES_COMMANDS = [
-        "load",
-        "save",
-        "show",
-        "add",
-        "rmv",
-        "ar",
-        "rmr",
-        "al",
-    ]
+    CHOICES_COMMANDS = ["load", "save", "show", "add", "rmv", "ar", "rmr", "al", "mdd"]
     CHOICES_MENUS = [
         "bro",
         "po",
@@ -93,6 +85,7 @@ class PortfolioController(BaseController):
 [info]Graphs:[/info][cmds]
     rmr         graph your returns versus the market's returns
     al          displays the allocation of the portfolio
+    mdd         display portfolio drawdown[/cmds]
         """
         console.print(text=help_text, menu="Portfolio")
 
@@ -402,3 +395,24 @@ class PortfolioController(BaseController):
                 console.print("Cannot generate a graph from an empty dataframe\n")
         else:
             console.print("Please add items to the portfolio\n")
+
+    def call_mdd(self, other_args: List[str]):
+        """Process mdd command"""
+        parser = argparse.ArgumentParser(
+            add_help=False,
+            formatter_class=argparse.ArgumentDefaultsHelpFormatter,
+            prog="mdd",
+            description="Show portfolio drawdown",
+        )
+        ns_parser = parse_known_args_and_warn(
+            parser, other_args, export_allowed=EXPORT_ONLY_FIGURES_ALLOWED
+        )
+        if ns_parser:
+            if not self.portfolio.empty:
+                val, _ = portfolio_model.convert_df(self.portfolio)
+                if not val.empty:
+                    df_m = yfinance_model.get_market(val.index[0], "SPY")
+                    returns, _ = portfolio_model.get_return(val, df_m, 365)
+                    portfolio_view.display_drawdown(returns[["return"]].dropna())
+            else:
+                console.print("[red]No portfolio loaded.\n[/red]")
diff --git a/gamestonk_terminal/portfolio/portfolio_model.py b/gamestonk_terminal/portfolio/portfolio_model.py
index 8a2de2e396a..248bc0ca52a 100644
--- a/gamestonk_terminal/portfolio/portfolio_model.py
+++ b/gamestonk_terminal/portfolio/portfolio_model.py
@@ -40,7 +40,7 @@ def save_df(df: pd.DataFrame, name: str) -> None:
     elif ".json" in name:
         df.to_json(path, index=False)
     elif ".xlsx" in name:
-        df = df.to_excel(path, index=False, engine="openpyxl")
+        df.to_excel(path, index=False, engine="openpyxl")
 
 
 def load_df(name: str) -> pd.DataFrame:
@@ -597,3 +597,28 @@ performance_text = (
     ". The information ratio is the excess return on systematic risk. An information ratio of"
     " 0.4 to 0.6 is considered good."
 )
+
+
+def calculate_drawdown(input_series: pd.Series, is_returns: bool = False) -> pd.Series:
+    """Calculate the drawdown (MDD) of historical series.  Note that the calculation is done
+     on cumulative returns (or prices).  The definition of drawdown is
+
+     DD = (current value - rolling maximum) / rolling maximum
+
+    Parameters
+    ----------
+    input_series: pd.DataFrame
+        Dataframe of input values
+    is_returns: bool
+        Flag to indicate inputs are returns
+
+    Returns
+    pd.Series
+        Drawdown series
+    -------
+    """
+    if is_returns:
+        input_series = (1 + input_series).cumprod()
+    rolling_max = input_series.cummax()
+    drawdown = (input_series - rolling_max) / rolling_max
+    return drawdown
diff --git a/gamestonk_terminal/portfolio/portfolio_view.py b/gamestonk_terminal/portfolio/portfolio_view.py
index 65001f2ab4c..48293500b08 100644
--- a/gamestonk_terminal/portfolio/portfolio_view.py
+++ b/gamestonk_terminal/portfolio/portfolio_view.py
@@ -5,6 +5,7 @@ from typing import List
 from datetime import datetime
 from io import BytesIO
 from os import path
+import os
 
 import numpy as np
 import pandas as pd
@@ -24,7 +25,7 @@ from gamestonk_terminal.portfolio import (
     yfinance_model,
 )
 from gamestonk_terminal.portfolio import reportlab_helpers
-from gamestonk_terminal.helper_funcs import get_rf
+from gamestonk_terminal.helper_funcs import get_rf, plot_autoscale, export_data
 from gamestonk_terminal.portfolio.portfolio_optimization import optimizer_model
 from gamestonk_terminal.rich_config import console
 
@@ -295,6 +296,40 @@ def display_allocation(data: pd.DataFrame, graph: bool):
         plt.show()
 
 
+def display_drawdown(holdings: pd.DataFrame, export: str = ""):
+    """Display drawdown curve
+
+    Parameters
+    ----------
+    holdings: pd.DataFrame
+        Dataframe of holdings vs time
+    export: str
+        Format to export data
+
+    """
+    drawdown = portfolio_model.calculate_drawdown(holdings)
+    fig, ax = plt.subplots(2, 1, figsize=plot_autoscale(), dpi=PLOT_DPI)
+    ax[0].plot(holdings.index, holdings)
+    ax[0].set_title("Cumulative Returns")
+
+    ax[1].plot(holdings.index, drawdown)
+    ax[1].fill_between(holdings.index, np.asarray(drawdown["return"]), alpha=0.4)
+    ax[1].set_title("Portfolio Drawdown")
+    ax[0].grid()
+    ax[1].grid()
+    fig.autofmt_xdate()
+    fig.tight_layout()
+    if gtff.USE_ION:
+        plt.ion()
+    console.print()
+    plt.show()
+    export_data(
+        export,
+        os.path.dirname(os.path.abspath(__file__)),
+        "mdd",
+    )
+
+
 class Report:
     def __init__(self, df: pd.DataFrame, hist: pd.DataFrame, m_tick: str, n: int):
         """Generate financial reports.
diff --git a/gamestonk_terminal/stocks/prediction_techniques/pred_controller.py b/gamestonk_terminal/stocks/prediction_techniques/pred_controller.py
index f6ecdbdf669..91374daf0f5 100644
--- a/gamestonk_terminal/stocks/prediction_techniques/pred_controller.py
+++ b/gamestonk_terminal/stocks/prediction_techniques/pred_controller.py
@@ -761,6 +761,7 @@ class PredictionTechniquesController(BaseController):
             help="Number of simulations to perform",
             dest="n_sims",
             default=100,
+            type=check_positive,
         )
         parser.add_argument(
             "--dist",
diff --git a/poetry.lock b/poetry.lock
index 05af43de22d..b65271eadde 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1957,23 +1957,23 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pandas"
-version = "1.4.0"
+version = "1.3.5"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "main"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7.1"
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.17.3", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
     {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
     {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
 ]
-python-dateutil = ">=2.8.1"
-pytz = ">=2020.1"
+python-dateutil = ">=2.7.3"
+pytz = ">=2017.3"
 
 [package.extras]
-test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
+test = ["hypothesis (>=3.58)", "pytest (>=6.0)", "pytest-xdist"]
 
 [[package]]
 name = "pandas-datareader"
@@ -3836,7 +3836,7 @@ prediction = ["tensorflow"]
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.8,<3.10"
-content-hash = "65028ccaf95086a7576f5910cb4b439e7626f73c04879c4b4c4fc7ba66bbc935"
+content-hash = "67f5d4c5a7cf6088cd5a77ff1fadb13af8a765c2231e7d8bd5eae9bb90292516"
 
 [metadata.files]
 absl-py = [
@@ -4200,7 +4200,6 @@ cvxpy = [
     {file = "cvxpy-1.1.18-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9f82ca609e34577062940d5c32bc1f687fcf83d39ca92ec0d04fb1f290b43355"},
     {file = "cvxpy-1.1.18-cp39-cp39-manylinux_2_24_x86_64.whl", hash = "sha256:569f7298539a2bd8704209628af11ecf1bca0cff2d5e27c46b57ffea921a01cf"},
     {file = "cvxpy-1.1.18-cp39-cp39-win_amd64.whl", hash = "sha256:2eb079877d23f03494141102d6cf9d3139edf5e1dc07bfa3f767f4c79e837ecb"},
-    {file = "cvxpy-1.1.18.tar.gz", hash = "sha256:5baefe1f2ed6937749b293586c6ce4f42ed30e7890223f7661ccb2bb7df70bef"},
 ]
 cycler = [
     {file = "cycler-0.11.0-py3-none-any.whl", hash = "sha256:3a27e95f763a428a739d2add979fa7494c912a32c17c4c38c4d5f082cad165a3"},
@@ -5159,27 +5158,31 @@ packaging = [
     {file = "packaging-21.3.tar.gz", hash = "sha256:dd47c42927d89ab911e606518907cc2d3a1f38bbd026385970643f9c5b8ecfeb"},
 ]
 pandas = [
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-    {file = "pandas-1.4.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:46a18572f3e1cb75db59d9461940e9ba7ee38967fa48dd58f4139197f6e32280"},
-    {file = "pandas-1.4.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:73f7da2ccc38cc988b74e5400b430b7905db5f2c413ff215506bea034eaf832d"},
-    {file = "pandas-1.4.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5229c95db3a907451dacebc551492db6f7d01743e49bbc862f4a6010c227d187"},
-    {file = "pandas-1.4.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fe454180ad31bbbe1e5d111b44443258730467f035e26b4e354655ab59405871"},
-    {file = "pandas-1.4.0-cp310-cp310-win_amd64.whl", hash = "sha256:784cca3f69cfd7f6bd7c7fdb44f2bbab17e6de55725e9ff36d6f382510dfefb5"},
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-    {file = "pandas-1.4.0.tar.gz", hash = "sha256:cdd76254c7f0a1583bd4e4781fb450d0ebf392e10d3f12e92c95575942e37df5"},
+    {file = "pandas-1.3.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:62d5b5ce965bae78f12c1c0df0d387899dd4211ec0bdc52822373f13a3a022b9"},
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+    {file = "pandas-1.3.5-cp39-cp39-win32.whl", hash = "sha256:c69406a2808ba6cf580c2255bcf260b3f214d2664a3a4197d0e640f573b46fd3"},
+    {file = "pandas-1.3.5-cp39-cp39-win_amd64.whl", hash = "sha256:32e1a26d5ade11b547721a72f9bfc4bd113396947606e00d5b4a5b79b3dcb006"},
+    {file = "pandas-1.3.5.tar.gz", hash = "sha256:1e4285f5de1012de20ca46b188ccf33521bff61ba5c5ebd78b4fb28e5416a9f1"},
 ]
 pandas-datareader = [
     {file = "pandas-datareader-0.10.0.tar.gz", hash = "sha256:9fc3c63d39bc0c10c2683f1c6d503ff625020383e38f6cbe14134826b454d5a6"},
diff --git a/pyproject.toml b/pyproject.toml
index e14d1bcf814..2630b467949 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -69,7 +69,7 @@ pmdarima = "^1.8.4"
 pyrsistent = "^0.18.0"
 openpyxl = "^3.0.9"
 jsonschema = "3.2.0"
-pandas = "^1.3.4"
+pandas = "1.3.5"
 ipympl = "^0.8.2"
 voila = "^0.3.0"
 rich = "^10.16.1"
diff --git a/requirements-full.txt b/requirements-full.txt
index 8eb03896e02..04f66c8bfb6 100644
--- a/requirements-full.txt
+++ b/requirements-full.txt
@@ -6,40 +6,40 @@ ansiwrap==0.8.4; python_version >= "3.6"
 anyio==3.5.0; python_full_version >= "3.6.2" and python_version >= "3.7"
 appdirs==1.4.4; python_full_version >= "3.6.2" and python_version >= "3.6"
 appnope==0.1.2; platform_system == "Darwin" and python_version >= "3.8" and sys_platform == "darwin"
-argon2-cffi-bindings==21.2.0; python_version >= "3.6"
+argon2-cffi-bindings==21.2.0; python_version >= "3.7"
 argon2-cffi==21.3.0; python_version >= "3.7"
 astroid==2.9.3; python_full_version >= "3.6.2"
 asttokens==2.0.5; python_version >= "3.8"
 astunparse==1.6.3
 async-timeout==3.0.1; python_full_version >= "3.5.3" and python_version >= "3.6"
 atomicwrites==1.4.0; python_version >= "3.6" and python_full_version < "3.0.0" and sys_platform == "win32" or sys_platform == "win32" and python_version >= "3.6" and python_full_version >= "3.4.0"
-attrs==21.4.0; python_version >= "3.6" and python_full_version < "3.0.0" and python_version < "4.0" or python_full_version >= "3.5.0" and python_version >= "3.6" and python_version < "4.0"
+attrs==21.4.0; python_full_version >= "3.7.0" and python_version >= "3.6" and python_version < "4.0"
 babel==2.9.1; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.6" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.6")
 backcall==0.2.0; python_version >= "3.8"
 backports.zoneinfo==0.2.1; python_version < "3.9" and python_version >= "3.6" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6")
 bandit==1.7.1; python_version >= "3.5"
 beartype==0.7.1; python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.6.0"
-beautifulsoup4==4.10.0; python_full_version > "3.0.0" and python_version >= "3.5"
+beautifulsoup4==4.10.0; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.5"
 black==21.7b0; python_full_version >= "3.6.2"
 bleach==4.1.0; python_version >= "3.7"
 bs4==0.0.1
 bt==0.2.9; (python_version >= "2.7" and python_full_version < "3.0.0") or (python_full_version >= "3.6.0")
 cachetools==5.0.0; python_version >= "3.7" and python_version < "4.0" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6")
-certifi==2021.10.8; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0"
-cffi==1.15.0; implementation_name == "pypy" and python_version >= "3.6"
+certifi==2021.10.8; python_full_version >= "3.7.1" and python_version >= "3.6" and python_full_version < "4.0.0" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0") and (python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.6.0") and (python_version >= "3" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3")
+cffi==1.15.0; implementation_name == "pypy" and python_version >= "3.7" and python_full_version >= "3.7.0"
 cfgv==3.3.1; python_full_version >= "3.6.1"
 chardet==4.0.0; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3.6"
-charset-normalizer==2.0.10; python_full_version >= "3.6.0" and python_version >= "3"
+charset-normalizer==2.0.10; python_full_version >= "3.7.1" and python_version >= "3.6" and python_full_version < "4.0.0" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0") and (python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.6.0") and (python_version >= "3" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3")
 click==8.0.3; python_full_version >= "3.6.2" and python_version >= "3.6"
 codespell==2.1.0; python_version >= "3.5"
-colorama==0.4.4; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and (python_version >= "3.6" and python_full_version < "3.0.0" and sys_platform == "win32" or sys_platform == "win32" and python_version >= "3.6" and python_full_version >= "3.5.0") and sys_platform == "win32" and python_version >= "3.6" and (python_version >= "3.5" and python_full_version < "3.0.0" and platform_system == "Windows" or platform_system == "Windows" and python_version >= "3.5" and python_full_version >= "3.5.0") and (python_version >= "2.7" and python_full_version < "3.0.0" and platform_system == "Windows" or python_full_version >= "3.5.0" and platform_system == "Windows") and (python_version >= "3.6" and python_full_version < "3.0.0" and platform_system == "Windows" or platform_system == "Windows" and python_version >= "3.6" and python_full_version >= "3.5.0") and (python_version >= "3.8" and python_full_version < "3.0.0" and sys_platform == "win32" or sys_platform == "win32" and python_version >= "3.8" and python_full_version >= "3.5.0")
+colorama==0.4.4; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and (python_version >= "3.6" and python_full_version < "3.0.0" and sys_platform == "win32" or sys_platform == "win32" and python_version >= "3.6" and python_full_version >= "3.5.0") and sys_platform == "win32" and python_version >= "3.6" and (python_version >= "3.5" and python_full_version < "3.0.0" and platform_system == "Windows" or platform_system == "Windows" and python_version >= "3.5" and python_full_version >= "3.5.0") and (python_version >= "3.6" and python_full_version < "3.0.0" and platform_system == "Windows" or python_full_version >= "3.5.0" and platform_system == "Windows" and python_version >= "3.6") and platform_system == "Windows" and (python_version >= "3.8" and python_full_version < "3.0.0" and sys_platform == "win32" or sys_platform == "win32" and python_version >= "3.8" and python_full_version >= "3.5.0")
 commonmark==0.9.1; python_full_version >= "3.6.2" and python_full_version < "4.0.0"
 convertdate==2.4.0; python_version >= "3.7" and python_version < "4"
 coverage==6.2; python_version >= "3.6"
 cryptography==36.0.1; python_version >= "3.6"
 cssselect==1.1.0; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.4.0"
 cvxpy==1.1.18; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6"
-cycler==0.11.0; python_version >= "3.7"
+cycler==0.11.0; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
 cython==0.29.26; python_version >= "3.6" and python_full_version < "3.0.0" and sys_platform == "darwin" or python_full_version >= "3.3.0" and sys_platform == "darwin" and python_version >= "3.6"
 dateparser==1.1.0; python_version >= "3.5"
 datetime==4.3; python_version >= "3.5"
@@ -53,7 +53,7 @@ distlib==0.3.4; python_full_version >= "3.6.1"
 dnspython==2.2.0; python_version >= "3.6" and python_version < "4.0"
 docutils==0.16; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.6" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3.6")
 ecos==2.0.10; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6"
-entrypoints==0.3; python_full_version >= "3.6.1" and python_version >= "3.7"
+entrypoints==0.3; python_full_version >= "3.7.0" and python_version >= "3.7"
 et-xmlfile==1.1.0; python_version >= "3.6"
 exchange-calendars==3.5.1; python_version >= "3.7" and python_full_version >= "3.7.0"
 executing==0.8.2; python_version >= "3.8"
@@ -65,7 +65,7 @@ finviz==1.4.3
 finvizfinance==0.9.10; python_version >= "3.5"
 flake8==3.9.2; (python_version >= "2.7" and python_full_version < "3.0.0") or (python_full_version >= "3.5.0")
 flatbuffers==2.0
-fonttools==4.28.5; python_version >= "3.7"
+fonttools==4.28.5; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
 fred==3.1
 fredapi==0.4.3
 frozendict==2.2.0; python_version >= "3.6"
@@ -82,7 +82,7 @@ h5py==3.6.0; python_version >= "3.7"
 hijri-converter==2.2.2; python_version >= "3.6"
 holidays==0.11.3.1; python_version >= "3.6"
 identify==2.4.4; python_full_version >= "3.6.1"
-idna==3.3; python_full_version >= "3.6.2" and python_version >= "3.7"
+idna==3.3; python_full_version >= "3.7.1" and python_version >= "3.7" and python_full_version < "4.0.0" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0") and (python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.6.0") and (python_version >= "3" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3")
 imagesize==1.3.0; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.6"
 importlib-metadata==4.10.1; python_version < "3.10" and python_version >= "3.7"
 inflection==0.5.1; python_version >= "3.6"
@@ -90,19 +90,19 @@ iniconfig==1.1.1; python_version >= "3.6"
 investpy==1.0.7; python_version >= "3"
 ipykernel==6.7.0; python_version >= "3.7"
 ipympl==0.8.7
-ipython-genutils==0.2.0; python_version >= "3.7"
+ipython-genutils==0.2.0; python_full_version >= "3.7.0" and python_version >= "3.7"
 ipython==8.0.1; python_version >= "3.8"
 ipywidgets==7.6.5
 iso8601==0.1.16
 isort==5.10.1; python_full_version >= "3.6.2" and python_version < "4.0"
 jedi==0.18.1; python_version >= "3.8"
 jinja2==3.0.3; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
-joblib==1.1.0; python_version >= "3.7"
+joblib==1.1.0; python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.7"
 json5==0.9.6; python_version >= "3.6"
 jsonschema==3.2.0
 jupyter-client==7.1.2; python_full_version >= "3.7.0" and python_version >= "3.7"
 jupyter-console==6.4.0; python_version >= "3.6"
-jupyter-core==4.9.1; python_full_version >= "3.6.1" and python_version >= "3.7"
+jupyter-core==4.9.1; python_full_version >= "3.7.0" and python_version >= "3.7"
 jupyter-server==1.13.4; python_version >= "3.7"
 jupyter==1.0.0
 jupyterlab-pygments==0.1.2; python_version >= "3.7"
@@ -111,7 +111,7 @@ jupyterlab-widgets==1.0.2; python_version >= "3.6"
 jupyterlab==3.2.8; python_version >= "3.6"
 keras-preprocessing==1.1.2
 keras==2.7.0
-kiwisolver==1.3.2; python_version >= "3.7"
+kiwisolver==1.3.2; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
 korean-lunar-calendar==0.2.1; python_version >= "3.7" and python_full_version >= "3.7.0"
 lazy-object-proxy==1.7.1; python_version >= "3.6" and python_full_version >= "3.6.2"
 libclang==11.1.0
@@ -119,7 +119,7 @@ lxml==4.7.1; python_full_version >= "3.6.8" and python_version >= "3.5" and pyth
 m2r2==0.2.8; python_full_version >= "3.6.8" and python_full_version < "4.0.0"
 markdown-it-py==1.1.0; python_version >= "3.6" and python_version < "4.0"
 markdown==3.3.6; python_version >= "3.6"
-markupsafe==2.0.1; python_version >= "3.6"
+markupsafe==2.0.1; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
 matplotlib-inline==0.1.3; python_version >= "3.8"
 matplotlib==3.5.1; python_version >= "3.7"
 mccabe==0.6.1; python_full_version >= "3.6.2"
@@ -151,7 +151,7 @@ packaging==21.3; python_full_version >= "3.6.8" and python_full_version < "4.0.0
 pandas-datareader==0.10.0; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6"
 pandas-market-calendars==3.2; python_full_version >= "3.7.0"
 pandas-ta==0.3.14b
-pandas==1.4.0; python_version >= "3.8"
+pandas==1.3.5; python_full_version >= "3.7.1"
 pandocfilters==1.5.0; python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.7"
 papermill==2.3.3; python_version >= "3.6"
 parso==0.8.3; python_version >= "3.8"
@@ -174,13 +174,13 @@ protobuf==3.19.3; python_full_version >= "3.7.1" and python_full_version < "4.0.
 psaw==0.0.12; python_version >= "3"
 ptyprocess==0.7.0; os_name != "nt" and python_version >= "3.8" and sys_platform != "win32"
 pure-eval==0.2.2; python_version >= "3.8"
-py==1.11.0; python_version >= "3.6" and python_full_version < "3.0.0" and implementation_name == "pypy" or python_full_version >= "3.5.0" and python_version >= "3.6" and implementation_name == "pypy"
+py==1.11.0; python_full_version >= "3.7.0" and python_version >= "3.7" and implementation_name == "pypy"
 pyally==1.1.2
 pyasn1-modules==0.2.8; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6"
 pyasn1==0.4.8; python_version >= "3.6" and python_full_version < "3.0.0" and python_version < "4" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6") or python_full_version >= "3.6.0" and python_version >= "3.6" and python_version < "4" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6")
 pycodestyle==2.7.0; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.5.0"
 pycoingecko==2.2.0
-pycparser==2.21; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.6"
+pycparser==2.21; implementation_name == "pypy" and python_version >= "3.7" and python_full_version >= "3.7.0"
 pyex==0.5.0
 pyflakes==2.3.1; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.5.0"
 pygments==2.11.2; python_version >= "3.5"
@@ -191,7 +191,7 @@ pymongo==3.11.0; (python_version >= "2.7" and python_full_version < "3.0.0") or
 pyobjc-core==8.1; python_version >= "3.6" and sys_platform == "darwin"
 pyobjc-framework-cocoa==8.1; python_version >= "3.6" and sys_platform == "darwin"
 pyotp==2.6.0; python_version >= "3"
-pyparsing==3.0.7; python_version >= "3.7"
+pyparsing==3.0.7; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
 pyportfolioopt==1.5.1; python_full_version >= "3.6.1" and python_full_version < "4.0.0"
 pyprind==2.11.3; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0"
 pyrsistent==0.18.1; python_version >= "3.7"
@@ -200,16 +200,16 @@ pytest-recording==0.12.0; python_version >= "3.5"
 pytest==6.2.5; python_version >= "3.6"
 python-binance==1.0.15
 python-coinmarketcap==0.2
-python-dateutil==2.8.2; python_full_version >= "3.7.0" and python_version >= "3.8" and (python_version >= "3.8" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.8") and (python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.7") and (python_version >= "3.5" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.5")
+python-dateutil==2.8.2; python_full_version >= "3.7.1" and python_version >= "3.7" and python_full_version < "4.0.0" and (python_version >= "3.5" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.5")
 python-dotenv==0.19.2; python_version >= "3.5"
 pytrends==4.7.3
 pytz-deprecation-shim==0.1.0.post0; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6"
-pytz==2021.3; python_version >= "3.8" and python_full_version >= "3.7.0" and python_full_version < "4.0.0"
+pytz==2021.3; python_full_version >= "3.7.1" and python_version >= "3.7" and python_full_version < "4.0.0" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.6")
 pyupgrade==2.31.0; python_full_version >= "3.6.1"
-pywin32==303; sys_platform == "win32" and platform_python_implementation != "PyPy" and python_version >= "3.6"
-pywinpty==1.1.6; os_name == "nt" and python_version >= "3.6"
+pywin32==303; sys_platform == "win32" and platform_python_implementation != "PyPy" and python_version >= "3.7" and python_full_version >= "3.7.0"
+pywinpty==1.1.6; os_name == "nt" and python_version >= "3.7"
 pyyaml==6.0; python_version >= "3.6" and python_full_version >= "3.6.1"
-pyzmq==22.3.0; python_full_version >= "3.6.1" and python_version >= "3.7"
+pyzmq==22.3.0; python_full_version >= "3.7.0" and python_version >= "3.7"
 qdldl==0.1.5.post0; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6"
 qtconsole==5.2.2; python_version >= "3.6"
 qtpy==2.0.0; python_version >= "3.6"
@@ -223,15 +223,15 @@ rich==10.16.2; python_full_version >= "3.6.2" and python_full_version < "4.0.0"
 robin-stocks==2.1.0; python_version >= "3"
 rsa==4.8; python_version >= "3.6" and python_version < "4" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6")
 scikit-learn==1.0.2; python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.7"
-scipy==1.7.3; python_version >= "3.7" and python_version < "3.11" and python_full_version >= "3.6.1" and python_full_version < "4.0.0" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0")
+scipy==1.7.3; python_version >= "3.7" and python_version < "3.11" and python_full_version >= "3.6.1" and python_full_version < "4.0.0" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0") and (python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.7")
 screeninfo==0.6.7
 scs==3.1.0; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6"
 seaborn==0.11.2; python_version >= "3.6"
 selenium==3.141.0
 send2trash==1.8.0; python_version >= "3.7"
 sentiment-investor==2.1.0; python_version >= "3.8" and python_version < "4.0"
-setuptools-scm==6.4.2; python_version >= "3.7"
-six==1.16.0; python_full_version >= "3.7.1" and python_version >= "3.6" and python_full_version < "4.0.0" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.6") and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.3.0") and (python_version >= "3.5" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.5") and (python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.7") and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6") and (python_version >= "3.8" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.8")
+setuptools-scm==6.4.2; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
+six==1.16.0; python_full_version >= "3.7.1" and python_version >= "3.7" and python_full_version < "4.0.0" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.6") and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.3.0") and (python_version >= "3.5" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.5") and (python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.7") and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6") and (python_version >= "3.8" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.8")
 smmap==5.0.0; python_version >= "3.7"
 sniffio==1.2.0; python_full_version >= "3.6.2" and python_version >= "3.7"
 snowballstemmer==2.2.0; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.6"
@@ -263,12 +263,12 @@ terminado==0.12.1; python_version >= "3.7"
 testpath==0.5.0; python_version >= "3.7"
 textwrap3==0.9.2; python_version >= "3.6"
 thepassiveinvestor==1.0.10
-threadpoolctl==3.0.0; python_version >= "3.7"
+threadpoolctl==3.0.0; python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.7"
 tokenize-rt==4.2.1; python_full_version >= "3.6.1"
 toml==0.10.2; python_full_version >= "3.6.2" and python_version >= "3.6" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.6")
 tomli==1.2.3; python_full_version >= "3.6.2" and python_version >= "3.7"
 toolz==0.11.2; python_version >= "3.7" and python_full_version >= "3.7.0"
-tornado==6.1; python_full_version >= "3.6.1" and python_version >= "3.7"
+tornado==6.1; python_full_version >= "3.7.0" and python_version >= "3.7"
 tqdm==4.62.3; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.6"
 tradingview-ta==3.2.10; python_version >= "3.6"
 traitlets==5.1.1; python_full_version >= "3.7.0" and python_version >= "3.8"
@@ -285,14 +285,14 @@ tzlocal==4.1; python_version >= "3.6"
 ujson==5.1.0; python_version >= "3.7"
 unidecode==1.3.2; python_version >= "3.5"
 update-checker==0.18.0; python_version >= "3.6" and python_version < "4.0"
-urllib3==1.26.8; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version < "4" and python_version >= "3.6"
+urllib3==1.26.8; python_full_version >= "3.7.1" and python_version < "4" and python_version >= "3.6" and python_full_version < "4.0.0" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0") and (python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.6.0") and (python_version >= "3" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3")
 user-agent==0.1.10
 vadersentiment==3.3.2
 valinvest==0.0.2; python_version >= "3.6"
 vcrpy==4.1.1; python_version >= "3.5"
 virtualenv==20.13.0; python_full_version >= "3.6.1"
 voila==0.3.0; python_version >= "3.6"
-wcwidth==0.2.5; python_full_version >= "3.6.2" and python_version >= "3.6"
+wcwidth==0.2.5; python_full_version >= "3.6.2" and python_version >= "3.8"
 webencodings==0.5.1; python_version >= "3.7"
 websocket-client==1.2.3; python_version >= "3.8" and python_version < "4.0"
 websockets==9.1; python_full_version >= "3.6.1" and python_version >= "3.6"
diff --git a/requirements.txt b/requirements.txt
index 3c35347e730..46437f8e091 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -5,32 +5,32 @@ ansiwrap==0.8.4; python_version >= "3.6"
 anyio==3.5.0; python_full_version >= "3.6.2" and python_version >= "3.7"
 appdirs==1.4.4; python_full_version >= "3.6.2" and python_version >= "3.6"
 appnope==0.1.2; platform_system == "Darwin" and python_version >= "3.8" and sys_platform == "darwin"
-argon2-cffi-bindings==21.2.0; python_version >= "3.6"
+argon2-cffi-bindings==21.2.0; python_version >= "3.7"
 argon2-cffi==21.3.0; python_version >= "3.7"
 asttokens==2.0.5; python_version >= "3.8"
 async-timeout==3.0.1; python_full_version >= "3.5.3" and python_version >= "3.6"
-attrs==21.4.0; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3.6"
+attrs==21.4.0; python_full_version >= "3.7.0" and python_version >= "3.6"
 babel==2.9.1; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.6" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.6")
 backcall==0.2.0; python_version >= "3.8"
 backports.zoneinfo==0.2.1; python_version < "3.9" and python_version >= "3.6" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6")
 beartype==0.7.1; python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.6.0"
-beautifulsoup4==4.10.0; python_full_version > "3.0.0" and python_version >= "3.5"
+beautifulsoup4==4.10.0; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.5"
 black==21.7b0; python_full_version >= "3.6.2"
 bleach==4.1.0; python_version >= "3.7"
 bs4==0.0.1
 bt==0.2.9; (python_version >= "2.7" and python_full_version < "3.0.0") or (python_full_version >= "3.6.0")
-certifi==2021.10.8; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0"
-cffi==1.15.0; implementation_name == "pypy" and python_version >= "3.6"
+certifi==2021.10.8; python_full_version >= "3.7.1" and python_version >= "3.6" and python_full_version < "4.0.0" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0") and (python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.6.0") and (python_version >= "3" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3")
+cffi==1.15.0; implementation_name == "pypy" and python_version >= "3.7" and python_full_version >= "3.7.0"
 chardet==4.0.0; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3.6"
-charset-normalizer==2.0.10; python_full_version >= "3.6.0" and python_version >= "3"
+charset-normalizer==2.0.10; python_full_version >= "3.7.1" and python_version >= "3.6" and python_full_version < "4.0.0" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0") and (python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.6.0") and (python_version >= "3" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3")
 click==8.0.3; python_full_version >= "3.6.2" and python_version >= "3.6"
-colorama==0.4.4; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and sys_platform == "win32" and python_version >= "3.6" and (python_version >= "2.7" and python_full_version < "3.0.0" and platform_system == "Windows" or python_full_version >= "3.5.0" and platform_system == "Windows") and (python_version >= "3.6" and python_full_version < "3.0.0" and platform_system == "Windows" or platform_system == "Windows" and python_version >= "3.6" and python_full_version >= "3.5.0") and (python_version >= "3.8" and python_full_version < "3.0.0" and sys_platform == "win32" or sys_platform == "win32" and python_version >= "3.8" and python_full_version >= "3.5.0")
+colorama==0.4.4; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and sys_platform == "win32" and python_version >= "3.6" and (python_version >= "3.6" and python_full_version < "3.0.0" and platform_system == "Windows" or python_full_version >= "3.5.0" and platform_system == "Windows" and python_version >= "3.6") and platform_system == "Windows" and (python_version >= "3.8" and python_full_version < "3.0.0" and sys_platform == "win32" or sys_platform == "win32" and python_version >= "3.8" and python_full_version >= "3.5.0")
 commonmark==0.9.1; python_full_version >= "3.6.2" and python_full_version < "4.0.0"
 convertdate==2.4.0; python_version >= "3.7" and python_version < "4"
 cryptography==36.0.1; python_version >= "3.6"
 cssselect==1.1.0; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.4.0"
 cvxpy==1.1.18; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6"
-cycler==0.11.0; python_version >= "3.7"
+cycler==0.11.0; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
 cython==0.29.26; python_version >= "3.6" and python_full_version < "3.0.0" and sys_platform == "darwin" or python_full_version >= "3.3.0" and sys_platform == "darwin" and python_version >= "3.6"
 dateparser==1.1.0; python_version >= "3.5"
 datetime==4.3; python_version >= "3.5"
@@ -43,7 +43,7 @@ detecta==0.0.5; python_version >= "3.6"
 dnspython==2.2.0; python_version >= "3.6" and python_version < "4.0"
 docutils==0.16; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.6"
 ecos==2.0.10; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6"
-entrypoints==0.3; python_full_version >= "3.6.1" and python_version >= "3.7"
+entrypoints==0.3; python_full_version >= "3.7.0" and python_version >= "3.7"
 et-xmlfile==1.1.0; python_version >= "3.6"
 executing==0.8.2; python_version >= "3.8"
 fear-greed-index==0.1.3; python_full_version >= "3.6.8" and python_full_version < "4.0.0"
@@ -51,7 +51,7 @@ ffn==0.3.6; python_version >= "2.7" and python_full_version < "3.0.0" or python_
 financedatabase==1.0.2
 finviz==1.4.3
 finvizfinance==0.9.10; python_version >= "3.5"
-fonttools==4.28.5; python_version >= "3.7"
+fonttools==4.28.5; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
 fred==3.1
 fredapi==0.4.3
 frozendict==2.2.0; python_version >= "3.6"
@@ -62,35 +62,35 @@ gitpython==3.1.26; python_version >= "3.7"
 grpcio==1.43.0; python_full_version >= "3.7.1" and python_full_version < "4.0.0" and python_version >= "3.6"
 hijri-converter==2.2.2; python_version >= "3.6"
 holidays==0.11.3.1; python_version >= "3.6"
-idna==3.3; python_full_version >= "3.6.2" and python_version >= "3.7"
+idna==3.3; python_full_version >= "3.7.1" and python_version >= "3.7" and python_full_version < "4.0.0" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0") and (python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.6.0") and (python_version >= "3" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3")
 imagesize==1.3.0; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.6"
 inflection==0.5.1; python_version >= "3.6"
 investpy==1.0.7; python_version >= "3"
 ipykernel==6.7.0; python_version >= "3.7"
 ipympl==0.8.7
-ipython-genutils==0.2.0; python_version >= "3.7"
+ipython-genutils==0.2.0; python_full_version >= "3.7.0" and python_version >= "3.7"
 ipython==8.0.1; python_version >= "3.8"
 ipywidgets==7.6.5
 iso8601==0.1.16
 jedi==0.18.1; python_version >= "3.8"
 jinja2==3.0.3; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
-joblib==1.1.0; python_version >= "3.7"
+joblib==1.1.0; python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.7"
 json5==0.9.6; python_version >= "3.6"
 jsonschema==3.2.0
 jupyter-client==7.1.2; python_full_version >= "3.7.0" and python_version >= "3.7"
 jupyter-console==6.4.0; python_version >= "3.6"
-jupyter-core==4.9.1; python_full_version >= "3.6.1" and python_version >= "3.7"
+jupyter-core==4.9.1; python_full_version >= "3.7.0" and python_version >= "3.7"
 jupyter-server==1.13.4; python_version >= "3.7"
 jupyter==1.0.0
 jupyterlab-pygments==0.1.2; python_version >= "3.7"
 jupyterlab-server==2.10.3; python_version >= "3.6"
 jupyterlab-widgets==1.0.2; python_version >= "3.6"
 jupyterlab==3.2.8; python_version >= "3.6"
-kiwisolver==1.3.2; python_version >= "3.7"
+kiwisolver==1.3.2; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
 korean-lunar-calendar==0.2.1; python_version >= "3.6"
 lxml==4.7.1; python_full_version >= "3.6.8" and python_version >= "3.5" and python_full_version < "4.0.0" and (python_version >= "3" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3") and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6")
 m2r2==0.2.8; python_full_version >= "3.6.8" and python_full_version < "4.0.0"
-markupsafe==2.0.1; python_version >= "3.6"
+markupsafe==2.0.1; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
 matplotlib-inline==0.1.3; python_version >= "3.8"
 matplotlib==3.5.1; python_version >= "3.7"
 mistune==0.8.4; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
@@ -115,7 +115,7 @@ osqp==0.6.2.post5; python_full_version >= "3.6.1" and python_full_version < "4.0
 packaging==21.3; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
 pandas-datareader==0.10.0; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6"
 pandas-ta==0.3.14b
-pandas==1.4.0; python_version >= "3.8"
+pandas==1.3.5; python_full_version >= "3.7.1"
 pandocfilters==1.5.0; python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.7"
 papermill==2.3.3; python_version >= "3.6"
 parso==0.8.3; python_version >= "3.8"
@@ -134,10 +134,10 @@ protobuf==3.19.3; python_full_version >= "3.7.1" and python_full_version < "4.0.
 psaw==0.0.12; python_version >= "3"
 ptyprocess==0.7.0; os_name != "nt" and python_version >= "3.8" and sys_platform != "win32"
 pure-eval==0.2.2; python_version >= "3.8"
-py==1.11.0; python_version >= "3.6" and python_full_version < "3.0.0" and implementation_name == "pypy" or implementation_name == "pypy" and python_version >= "3.6" and python_full_version >= "3.5.0"
+py==1.11.0; implementation_name == "pypy" and python_version >= "3.7" and python_full_version >= "3.7.0"
 pyally==1.1.2
 pycoingecko==2.2.0
-pycparser==2.21; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.6"
+pycparser==2.21; implementation_name == "pypy" and python_version >= "3.7" and python_full_version >= "3.7.0"
 pyex==0.5.0
 pygments==2.11.2; python_version >= "3.5"
 pymeeus==0.5.11; python_version >= "3.7" and python_version < "4"
@@ -145,21 +145,21 @@ pymongo==3.11.0; (python_version >= "2.7" and python_full_version < "3.0.0") or
 pyobjc-core==8.1; python_version >= "3.6" and sys_platform == "darwin"
 pyobjc-framework-cocoa==8.1; python_version >= "3.6" and sys_platform == "darwin"
 pyotp==2.6.0; python_version >= "3"
-pyparsing==3.0.7; python_version >= "3.7"
+pyparsing==3.0.7; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
 pyportfolioopt==1.5.1; python_full_version >= "3.6.1" and python_full_version < "4.0.0"
 pyprind==2.11.3; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0"
 pyrsistent==0.18.1; python_version >= "3.7"
 python-binance==1.0.15
 python-coinmarketcap==0.2
-python-dateutil==2.8.2; python_full_version >= "3.6.1" and python_version >= "3.8"
+python-dateutil==2.8.2; python_full_version >= "3.7.1" and python_version >= "3.7" and python_full_version < "4.0.0" and (python_version >= "3.5" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.5")
 python-dotenv==0.19.2; python_version >= "3.5"
 pytrends==4.7.3
 pytz-deprecation-shim==0.1.0.post0; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6"
-pytz==2021.3; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.8"
-pywin32==303; sys_platform == "win32" and platform_python_implementation != "PyPy" and python_version >= "3.6"
-pywinpty==1.1.6; os_name == "nt" and python_version >= "3.6"
+pytz==2021.3; python_full_version >= "3.7.1" and python_version >= "3.6" and python_full_version < "4.0.0" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.6")
+pywin32==303; sys_platform == "win32" and platform_python_implementation != "PyPy" and python_version >= "3.7" and python_full_version >= "3.7.0"
+pywinpty==1.1.6; os_name == "nt" and python_version >= "3.7"
 pyyaml==6.0; python_version >= "3.6"
-pyzmq==22.3.0; python_full_version >= "3.6.1" and python_version >= "3.7"
+pyzmq==22.3.0; python_full_version >= "3.7.0" and python_version >= "3.7"
 qdldl==0.1.5.post0; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6"
 qtconsole==5.2.2; python_version >= "3.6"
 qtpy==2.0.0; python_version >= "3.6"
@@ -172,15 +172,15 @@ requests==2.27.1; (python_version >= "2.7" and python_full_version < "3.0.0") or
 rich==10.16.2; python_full_version >= "3.6.2" and python_full_version < "4.0.0"
 robin-stocks==2.1.0; python_version >= "3"
 scikit-learn==1.0.2; python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.7"
-scipy==1.7.3; python_version >= "3.7" and python_version < "3.11" and python_full_version >= "3.6.1" and python_full_version < "4.0.0" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0")
+scipy==1.7.3; python_version >= "3.7" and python_version < "3.11" and python_full_version >= "3.6.1" and python_full_version < "4.0.0" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0") and (python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.7")
 screeninfo==0.6.7
 scs==3.1.0; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6"
 seaborn==0.11.2; python_version >= "3.6"
 selenium==3.141.0
 send2trash==1.8.0; python_version >= "3.7"
 sentiment-investor==2.1.0; python_version >= "3.8" and python_version < "4.0"
-setuptools-scm==6.4.2; python_version >= "3.7"
-six==1.16.0; python_full_version >= "3.7.1" and python_version >= "3.6" and python_full_version < "4.0.0" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.6") and (python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.7") and (python_version >= "3.8" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.8")
+setuptools-scm==6.4.2; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7"
+six==1.16.0; python_full_version >= "3.7.1" and python_version >= "3.7" and python_full_version < "4.0.0" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.6") and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.3.0") and (python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.7") and (python_version >= "3.8" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.8")
 smmap==5.0.0; python_version >= "3.7"
 sniffio==1.2.0; python_full_version >= "3.6.2" and python_version >= "3.7"
 snowballstemmer==2.2.0; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.6"
@@ -204,9 +204,9 @@ terminado==0.12.1; python_version >= "3.7"
 testpath==0.5.0; python_version >= "3.7"
 textwrap3==0.9.2; python_version >= "3.6"
 thepassiveinvestor==1.0.10
-threadpoolctl==3.0.0; python_version >= "3.7"
+threadpoolctl==3.0.0; python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.7"
 tomli==1.2.3; python_full_version >= "3.6.2" and python_version >= "3.7"
-tornado==6.1; python_full_version >= "3.6.1" and python_version >= "3.7"
+tornado==6.1; python_full_version >= "3.7.0" and python_version >= "3.7"
 tqdm==4.62.3; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.6"
 tradingview-ta==3.2.10; python_version >= "3.6"
 traitlets==5.1.1; python_full_version >= "3.7.0" and python_version >= "3.8"
@@ -216,12 +216,12 @@ tzlocal==4.1; python_version >= "3.6"
 ujson==5.1.0; python_version >= "3.7"
 unidecode==1.3.2; python_version >= "3.5"
 update-checker==0.18.0; python_version >= "3.6" and python_version < "4.0"
-urllib3==1.26.8; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version < "4" and python_version >= "3.6"
+urllib3==1.26.8; python_full_version >= "3.7.1" and python_version < "4" and python_version >= "3.6" and python_full_version < "4.0.0" and (python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0") and (python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.6.0") and (python_version >= "3" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3")
 user-agent==0.1.10
 vadersentiment==3.3.2
 valinvest==0.0.2; python_version >= "3.6"
 voila==0.3.0; python_version >= "3.6"
-wcwidth==0.2.5; python_full_version >= "3.6.2" and python_version >= "3.6"
+wcwidth==0.2.5; python_full_version >= "3.6.2" and python_version >= "3.8"
 webencodings==0.5.1; python_version >= "3.7"
 websocket-client==1.2.3; python_version >= "3.8" and python_version < "4.0"
 websockets==9.1; python_full_version >= "3.6.1" and python_version >= "3.6"
diff --git a/tests/gamestonk_terminal/portfolio/test_portfolio_controller.py b/tests/gamestonk_terminal/portfolio/test_portfolio_controller.py
new file mode 100644
index 00000000000..d8f64d25ecf
--- /dev/null
+++ b/tests/gamestonk_terminal/portfolio/test_portfolio_controller.py
@@ -0,0 +1,193 @@
+import os
+import pytest
+from gamestonk_terminal.portfolio import portfolio_controller
+
+
+@pytest.mark.vcr(record_mode="none")
+@pytest.mark.parametrize(
+    "queue, expected",
+    [
+        (["load", "help"], []),
+        (["quit", "help"], ["help"]),
+    ],
+)
+def test_menu_with_queue(expected, mocker, queue):
+    path_controller = "gamestonk_terminal.portfolio.portfolio_controller"
+
+    # MOCK SWITCH
+    mocker.patch(
+        target=f"{path_controller}.PortfolioController.switch",
+        return_value=["quit"],
+    )
+    result_menu = portfolio_controller.PortfolioController(queue=queue).menu()
+
+    assert result_menu == expected
+
+
+@pytest.mark.vcr(record_mode="none")
+def test_menu_without_queue_completion(mocker):
+    path_controller = "gamestonk_terminal.portfolio.portfolio_controller"
+
+    # ENABLE AUTO-COMPLETION : HELPER_FUNCS.MENU
+    mocker.patch(
+        target="gamestonk_terminal.feature_flags.USE_PROMPT_TOOLKIT",
+        new=True,
+    )
+    mocker.patch(
+        target="gamestonk_terminal.parent_classes.session",
+    )
+    mocker.patch(
+        target="gamestonk_terminal.parent_classes.session.prompt",
+        return_value="quit",
+    )
+
+    # DISABLE AUTO-COMPLETION : CONTROLLER.COMPLETER
+    mocker.patch.object(
+        target=portfolio_controller.gtff,
+        attribute="USE_PROMPT_TOOLKIT",
+        new=True,
+    )
+    mocker.patch(
+        target=f"{path_controller}.session",
+    )
+    mocker.patch(
+        target=f"{path_controller}.session.prompt",
+        return_value="quit",
+    )
+
+    result_menu = portfolio_controller.PortfolioController(queue=None).menu()
+
+    assert result_menu == []
+
+
+@pytest.mark.vcr(record_mode="none")
+@pytest.mark.parametrize(
+    "mock_input",
+    ["help", "homee help", "home help", "mock"],
+)
+def test_menu_without_queue_sys_exit(mock_input, mocker):
+    path_controller = "gamestonk_terminal.portfolio.portfolio_controller"
+
+    # DISABLE AUTO-COMPLETION
+    mocker.patch.object(
+        target=portfolio_controller.gtff,
+        attribute="USE_PROMPT_TOOLKIT",
+        new=False,
+    )
+    mocker.patch(
+        target=f"{path_controller}.session",
+        return_value=None,
+    )
+
+    # MOCK USER INPUT
+    mocker.patch("builtins.input", return_value=mock_input)
+
+    # MOCK SWITCH
+    class SystemExitSideEffect:
+        def __init__(self):
+            self.first_call = True
+
+        def __call__(self, *args, **kwargs):
+            if self.first_call:
+                self.first_call = False
+                raise SystemExit()
+            return ["quit"]
+
+    mock_switch = mocker.Mock(side_effect=SystemExitSideEffect())
+    mocker.patch(
+        target=f"{path_controller}.PortfolioController.switch",
+        new=mock_switch,
+    )
+
+    result_menu = portfolio_controller.PortfolioController(queue=None).menu()
+
+    assert result_menu == []
+
+
+@pytest.mark.vcr(record_mode="none")
+@pytest.mark.record_stdout
+def test_print_help():
+
+    controller = portfolio_controller.PortfolioController(queue=None)
+    controller.print_help()
+
+
+@pytest.mark.vcr(record_mode="none")
+@pytest.mark.parametrize(
+    "an_input, expected_queue",
+    [
+        ("", []),
+        ("/help", ["quit", "help"]),
+        ("help/help", ["help"]),
+        ("q", ["quit"]),
+        ("h", []),
+        (
+            "r",
+            [
+                "quit",
+                "reset",
+                "portfolio",
+            ],
+        ),
+    ],
+)
+def test_switch(an_input, expected_queue):
+
+    controller = portfolio_controller.PortfolioController(queue=None)
+    queue = controller.switch(an_input=an_input)
+
+    assert queue == expected_queue
+
+
+@pytest.mark.vcr(record_mode="none")
+def test_call_cls(mocker):
+    mocker.patch("os.system")
+
+    controller = portfolio_controller.PortfolioController(queue=None)
+    controller.call_cls([])
+
+    assert controller.queue == []
+    os.system.assert_called_once_with("cls||clear")
+
+
+@pytest.mark.vcr(record_mode="none")
+@pytest.mark.parametrize(
+    "func, queue, expected_queue",
+    [
+        (
+            "call_exit",
+            [],
+            ["quit", "quit"],
+        ),
+        ("call_exit", ["help"], ["quit", "quit", "help"]),
+        ("call_home", [], ["quit"]),
+        ("call_help", [], []),
+        ("call_quit", [], ["quit"]),
+        ("call_quit", ["help"], ["quit", "help"]),
+        (
+            "call_reset",
+            [],
+            [
+                "quit",
+                "reset",
+                "portfolio",
+            ],
+        ),
+        (
+            "call_reset",
+            ["help"],
+            [
+                "quit",
+                "reset",
+                "portfolio",
+                "help",
+            ],
+        ),
+    ],
+)
+def test_call_func_expect_queue(expected_queue, func, queue):
+    controller = portfolio_controller.PortfolioController(queue=queue)
+    result = getattr(controller, func)([])
+
+    assert result is None
+    assert controller.queue == expected_queue
diff --git a/tests/gamestonk_terminal/portfolio/txt/test_portfolio_controller/test_print_help.txt b/tests/gamestonk_terminal/portfolio/txt/test_portfolio_controller/test_print_help.txt
new file mode 100644
index 00000000000..ba79982304c
--- /dev/null
+++ b/tests/gamestonk_terminal/portfolio/txt/test_portfolio_controller/test_print_help.txt
@@ -0,0 +1,20 @@
+
+>   bro         brokers holdings, 		 supports: robinhood, ally, degiro, coinbase
+>   po          portfolio optimization, 	 optimal portfolio weights from pyportfolioopt
+>   pa          portfolio analysis, 		 analyse portfolios
+
+Portfolio:
+    load        load data into the portfolio
+    save        save your portfolio for future use
+    show        show existing transactions
+    add         add a security to your portfolio
+    rmv         remove a security from your portfolio
+
+Reports:
+    ar          annual report for performance of a given portfolio
+
+Graphs:
+    rmr         graph your returns versus the market's returns
+    al          displays the allocation of the portfolio
+    mdd         display portfolio drawdown
+        
diff --git a/website/content/portfolio/mdd/_index.md b/website/content/portfolio/mdd/_index.md
new file mode 100644
index 00000000000..d7f1faa319a
--- /dev/null
+++ b/website/content/portfolio/mdd/_index.md
@@ -0,0 +1,10 @@
+```
+usage: mdd [-h] [--export {png,jpg,pdf,svg}]
+```
+Show portfolio drawdown
+
+```optional arguments:
+  -h, --help            show this help message (default: False)
+  --export {png,jpg,pdf,svg}
+                        Export figure into png, jpg, pdf, svg (default: )
+```
\ No newline at end of file
diff --git a/website/data/menu/main.yml b/website/data/menu/main.yml
index 89b3a696600..ad0112f1b80 100755
--- a/website/data/menu/main.yml
+++ b/website/data/menu/main.yml
@@ -1126,6 +1126,8 @@ main:
         ref: "/portfolio/ar"
       - name: rmr
         ref: "/portfolio/rmr"
+      - name: mdd
+        ref: "portfolio/mdd"
   - name: forex
     ref: "/forex"
     sub: