Add stocksera source to stocks/dps/ctb (#2896)

* Got stocksera source working * Added fixes * Removed prints * Updated documentation * Fixed pytest * Added tests Co-authored-by: James Maslek <jmaslek11@gmail.com>
2026-10-27 12:40:35 +00:00 · 2022-10-20 00:24:48 +02:00
parent 66f7d25edb
commit 52dd7a1f66
20 changed files with 1147 additions and 86 deletions
--- a/openbb_terminal/config_terminal.py
+++ b/openbb_terminal/config_terminal.py
@@ -181,3 +181,6 @@ API_EODHD_KEY = os.getenv("OPENBB_API_EODHD_KEY") or "REPLACE_ME"

 # https://tokenterminal.com
 API_TOKEN_TERMINAL_KEY = os.getenv("OPENBB_API_TOKEN_TERMINAL_KEY") or "REPLACE_ME"
+
+# https://stocksera.pythonanywhere.com/accounts/developers
+API_STOCKSERA_KEY = os.getenv("OPENBB_API_STOCKSERA_KEY") or "REPLACE_ME"
--- a/openbb_terminal/keys_controller.py
+++ b/openbb_terminal/keys_controller.py
@@ -81,6 +81,8 @@ class KeysController(BaseController):  # pylint: disable=too-many-public-methods
            elif status_msg == str(keys_model.KeyStatus.NOT_DEFINED):
                c = "grey30"

+            if status_msg is None:
+                status_msg = str(keys_model.KeyStatus.NOT_DEFINED)
            mt.add_raw(
                f"    [cmds]{cmd_name}[/cmds] {(20 - len(cmd_name)) * ' '}"
                f" [{c}] {api_name} {(25 - len(api_name)) * ' '} {translate(status_msg)} [/{c}]\n"
@@ -1114,3 +1116,33 @@ class KeysController(BaseController):  # pylint: disable=too-many-public-methods
            self.status_dict["tokenterminal"] = keys_model.set_tokenterminal_key(
                key=ns_parser.key, persist=True, show_output=True
            )
+
+    @log_start_end(log=logger)
+    def call_stocksera(self, other_args: List[str]):
+        """Process stocksera command"""
+        parser = argparse.ArgumentParser(
+            add_help=False,
+            formatter_class=argparse.ArgumentDefaultsHelpFormatter,
+            prog="stocksera",
+            description="Set Stocksera API key.",
+        )
+        parser.add_argument(
+            "-k",
+            "--key",
+            type=str,
+            dest="key",
+            help="key",
+        )
+        if not other_args:
+            console.print(
+                "For your API Key, https://stocksera.pythonanywhere.com/accounts/developers\n"
+            )
+            return
+
+        if other_args and "-" not in other_args[0][0]:
+            other_args.insert(0, "-k")
+        ns_parser = parse_simple_args(parser, other_args)
+        if ns_parser:
+            self.status_dict["stocksera"] = keys_model.set_stocksera_key(
+                key=ns_parser.key, persist=True, show_output=True
+            )
--- a/openbb_terminal/keys_model.py
+++ b/openbb_terminal/keys_model.py
@@ -15,6 +15,7 @@ import binance
 import pandas as pd
 import quandl
 import requests
+import stocksera
 from prawcore.exceptions import ResponseException
 import praw
 import pyEX
@@ -80,6 +81,7 @@ API_DICT: Dict = {
    "santiment": "SANTIMENT",
    "tokenterminal": "TOKEN_TERMINAL",
    "shroom": "SHROOM",
+    "stocksera": "STOCKSERA",
 }


@@ -2106,3 +2108,57 @@ def check_tokenterminal_key(show_output: bool = False) -> str:
        console.print(status.colorize() + "\n")

    return str(status)
+
+
+def set_stocksera_key(key: str, persist: bool = False, show_output: bool = False):
+    """Set Stocksera key.
+
+    Parameters
+    ----------
+        key: str
+            API key
+        persist: bool
+            If False, api key change will be contained to where it was changed. For example, Jupyter notebook.
+            If True, api key change will be global, i.e. it will affect terminal environment variables.
+            By default, False.
+        show_output: bool
+            Display status string or not. By default, False.
+
+    Returns
+    -------
+    status: str
+
+    """
+    set_key("OPENBB_API_STOCKSERA_KEY", key, persist)
+    return check_stocksera_key(show_output)
+
+
+def check_stocksera_key(show_output: bool = False):
+    """Check Stocksera key
+    Parameters
+    ----------
+        show_output: bool
+            Display status string or not. By default, False.
+
+    Returns
+    -------
+    status: str
+    """
+    if cfg.API_STOCKSERA_KEY == "REPLACE_ME":
+        logger.info("Stocksera key not defined")
+        status = KeyStatus.NOT_DEFINED
+    else:
+
+        client = stocksera.Client(api_key=cfg.API_STOCKSERA_KEY)
+
+        try:
+            client.borrowed_shares(ticker="AAPL")
+            logger.info("Stocksera key defined, test passed")
+            status = KeyStatus.DEFINED_TEST_PASSED
+        except Exception as _:  # noqa: F841
+            logger.warning("Stocksera key defined, test failed")
+            status = KeyStatus.DEFINED_TEST_FAILED
+
+    if show_output:
+        console.print(status.colorize() + "\n")
+    return str(status)
--- a/openbb_terminal/miscellaneous/data_sources_default.json
+++ b/openbb_terminal/miscellaneous/data_sources_default.json
@@ -102,7 +102,8 @@
      "dpotc": ["FINRA"],
      "ftd": ["SEC"],
      "spos": ["Stockgrid"],
-      "psi": ["Stockgrid", "Quandl"]
+      "psi": ["Stockgrid", "Quandl"],
+      "ctb": ["ibkr", "stocksera"]
    },
    "scr": {
      "view": [],
--- a/openbb_terminal/miscellaneous/i18n/en.yml
+++ b/openbb_terminal/miscellaneous/i18n/en.yml
@@ -226,7 +226,7 @@ en:
  stocks/sia/ca: take these to comparison analysis menu
  stocks/dps/load: load a specific stock ticker for analysis
  stocks/dps/shorted: show most shorted stocks
-  stocks/dps/ctb: stocks with highest cost to borrow
+  stocks/dps/ctb: cost to borrow of stocks
  stocks/dps/hsi: show top high short interest stocks of over 20% ratio
  stocks/dps/prom: promising tickers based on dark pool shares regression
  stocks/dps/pos: dark pool short position
--- a/openbb_terminal/miscellaneous/scripts/test_stocks_dps.openbb
+++ b/openbb_terminal/miscellaneous/scripts/test_stocks_dps.openbb
@@ -2,6 +2,7 @@ stocks
 dps
 shorted
 ctb
+ctb -source stocksera
 hsi
 pos
 sidtc
--- a/openbb_terminal/stocks/dark_pool_shorts/dps_controller.py
+++ b/openbb_terminal/stocks/dark_pool_shorts/dps_controller.py
@@ -30,6 +30,7 @@ from openbb_terminal.stocks.dark_pool_shorts import (
    stockgrid_view,
    yahoofinance_view,
    ibkr_view,
+    stocksera_view,
 )

 logger = logging.getLogger(__name__)
@@ -213,7 +214,7 @@ class DarkPoolShortsController(StockBaseController):
            add_help=False,
            formatter_class=argparse.ArgumentDefaultsHelpFormatter,
            prog="ctb",
-            description="Print stocks with highest cost to borrow. [Source: Interactive Broker]",
+            description="Show cost to borrow of stocks. [Source: Stocksera/Interactive Broker]",
        )
        parser.add_argument(
            "-n",
@@ -222,18 +223,28 @@ class DarkPoolShortsController(StockBaseController):
            dest="number",
            type=check_int_range(1, 10000),
            default=20,
-            help="Number of stocks with high cost to borrow to retrieve.",
+            help="Number of records to retrieve.",
+        )
+        parser.add_argument(
+            "--raw",
+            action="store_true",
+            default=False,
+            dest="raw",
+            help="Print raw data.",
        )
-        if other_args and "-" not in other_args[0][0]:
-            other_args.insert(0, "-l")
        ns_parser = self.parse_known_args_and_warn(
            parser, other_args, EXPORT_ONLY_RAW_DATA_ALLOWED
        )
        if ns_parser:
-            ibkr_view.display_cost_to_borrow(
-                limit=ns_parser.number,
-                export=ns_parser.export,
-            )
+            if ns_parser.source == "ibkr":
+                ibkr_view.display_cost_to_borrow(
+                    limit=ns_parser.number,
+                    export=ns_parser.export,
+                )
+            else:
+                stocksera_view.cost_to_borrow(
+                    self.ticker, limit=ns_parser.number, raw=ns_parser.raw
+                )

    @log_start_end(log=logger)
    def call_hsi(self, other_args: List[str]):
--- a/openbb_terminal/stocks/dark_pool_shorts/stocksera_model.py
+++ b/openbb_terminal/stocks/dark_pool_shorts/stocksera_model.py
@@ -0,0 +1,43 @@
+"""Stocksera model"""
+__docformat__ = "numpy"
+
+import logging
+
+import stocksera
+import pandas as pd
+
+from stocksera.exceptions import StockseraRequestException
+
+from openbb_terminal import config_terminal as cfg
+from openbb_terminal.decorators import log_start_end
+from openbb_terminal.rich_config import console
+
+logger = logging.getLogger(__name__)
+
+
+@log_start_end(log=logger)
+def get_cost_to_borrow(symbol: str) -> pd.DataFrame:
+    """Get cost to borrow of stocks [Source: Stocksera]
+    Parameters
+    ----------
+    symbol : str
+        ticker to get cost to borrow from
+    Returns
+    -------
+    pd.DataFrame
+        Cost to borrow
+    """
+
+    df = pd.DataFrame()
+
+    try:
+        client = stocksera.Client(api_key=cfg.API_STOCKSERA_KEY)
+        df = pd.DataFrame(client.borrowed_shares(ticker=symbol))
+        df.columns = ["Ticker", "Fees", "Available", "Date"]
+        df.set_index("Date", inplace=True)
+
+    except StockseraRequestException:
+        console.print("[red]Invalid API Key[/red]\n")
+    except Exception as e:
+        console.print(f"[red]{e}[/red]\n")
+    return df
--- a/openbb_terminal/stocks/dark_pool_shorts/stocksera_view.py
+++ b/openbb_terminal/stocks/dark_pool_shorts/stocksera_view.py
@@ -0,0 +1,135 @@
+""" Stocksera View """
+__docformat__ = "numpy"
+
+import logging
+import os
+from typing import List, Optional
+
+import matplotlib.ticker
+import pandas as pd
+from matplotlib import pyplot as plt
+
+from openbb_terminal.decorators import check_api_key
+from openbb_terminal.config_terminal import theme
+from openbb_terminal.decorators import log_start_end
+from openbb_terminal.config_plot import PLOT_DPI
+from openbb_terminal.helper_funcs import (
+    export_data,
+    lambda_long_number_format,
+    print_rich_table,
+    plot_autoscale,
+    is_valid_axes_count,
+)
+from openbb_terminal.stocks.dark_pool_shorts import stocksera_model
+from openbb_terminal.rich_config import console
+
+logger = logging.getLogger(__name__)
+
+
+@log_start_end(log=logger)
+def plot_cost_to_borrow(
+    symbol: str,
+    data: pd.DataFrame,
+    external_axes: Optional[List[plt.Axes]] = None,
+):
+    """Plots the cost to borrow of a stock. [Source: Stocksera]
+    Parameters
+    ----------
+    symbol : str
+        ticker to get cost to borrow from
+    data: pd.DataFrame
+        Cost to borrow dataframe
+    external_axes : Optional[List[plt.Axes]], optional
+        External axes (2 axes are expected in the list), by default None
+    """
+
+    # This plot has 2 axes
+    if not external_axes:
+        _, ax1 = plt.subplots(figsize=plot_autoscale(), dpi=PLOT_DPI)
+        ax2 = ax1.twinx()
+    elif is_valid_axes_count(external_axes, 2):
+        (ax1, ax2) = external_axes
+    else:
+        return
+
+    if data.empty:
+        return
+
+    ax1.bar(
+        data.index,
+        data["Available"],
+        0.3,
+        color=theme.up_color,
+    )
+
+    ax1.set_title(f"Cost to Borrow of {symbol}")
+
+    ax1.legend(labels=["Number Shares"], loc="best")
+    ax1.yaxis.set_major_formatter(matplotlib.ticker.EngFormatter())
+
+    ax2.set_ylabel("Fees %")
+    ax2.plot(data.index, data["Fees"].values)
+    ax2.tick_params(axis="y", which="major")
+
+    theme.style_twin_axes(ax1, ax2)
+
+    ax1.xaxis.set_major_locator(matplotlib.ticker.MaxNLocator(6))
+
+    if not external_axes:
+        theme.visualize_output()
+
+
+@log_start_end(log=logger)
+@check_api_key(["API_STOCKSERA_KEY"])
+def cost_to_borrow(
+    symbol: str,
+    limit: int = 100,
+    raw: bool = False,
+    export: str = "",
+    external_axes: Optional[List[plt.Axes]] = None,
+):
+    """Plots the short interest of a stock. This corresponds to the
+    number of shares that have been sold short but have not yet been
+    covered or closed out. Either NASDAQ or NYSE [Source: Quandl]
+    Parameters
+    ----------
+    symbol : str
+        ticker to get cost to borrow from
+    limit: int
+        Number of historical cost to borrow data to show
+    raw : bool
+        Flag to print raw data instead
+    export : str
+        Export dataframe data to csv,json,xlsx file
+    external_axes : Optional[List[plt.Axes]], optional
+        External axes (2 axes are expected in the list), by default None
+    """
+    # Note: if you send an empty string stocksera will search every ticker
+    if not symbol:
+        console.print("[red]No symbol provided[/red]\n")
+        return
+    df_cost_to_borrow = stocksera_model.get_cost_to_borrow(symbol)
+
+    df_cost_to_borrow = df_cost_to_borrow.head(limit)[::-1]
+
+    pd.options.mode.chained_assignment = None
+
+    plot_cost_to_borrow(symbol, df_cost_to_borrow, external_axes)
+
+    if raw:
+        df_cost_to_borrow["Available"] = df_cost_to_borrow["Available"].apply(
+            lambda x: lambda_long_number_format(x)
+        )
+        print_rich_table(
+            df_cost_to_borrow,
+            headers=list(df_cost_to_borrow.columns),
+            show_index=True,
+            title=f"Cost to Borrow of {symbol}",
+        )
+
+    export_data(
+        export,
+        os.path.dirname(os.path.abspath(__file__)),
+        "stocksera",
+        df_cost_to_borrow,
+    )
--- a/poetry.lock
+++ b/poetry.lock
@@ -1066,7 +1066,7 @@ gitdb = ">=4.0.1,<5"

 [[package]]
 name = "grpcio"
-version = "1.49.1"
+version = "1.50.0"
 description = "HTTP/2-based RPC framework"
 category = "main"
 optional = false
@@ -1076,7 +1076,7 @@ python-versions = ">=3.7"
 six = ">=1.5.2"

 [package.extras]
-protobuf = ["grpcio-tools (>=1.49.1)"]
+protobuf = ["grpcio-tools (>=1.50.0)"]

 [[package]]
 name = "h11"
@@ -1879,11 +1879,11 @@ test = ["pytest (<5.4)", "pytest-cov"]

 [[package]]
 name = "more-itertools"
-version = "8.14.0"
+version = "9.0.0"
 description = "More routines for operating on iterables, beyond itertools"
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"

 [[package]]
 name = "mplfinance"
@@ -2230,7 +2230,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"

 [[package]]
 name = "pandas"
-version = "1.5.0"
+version = "1.5.1"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "main"
 optional = false
@@ -2540,7 +2540,7 @@ requests = "*"

 [[package]]
 name = "psutil"
-version = "5.9.2"
+version = "5.9.3"
 description = "Cross-platform lib for process and system monitoring in Python."
 category = "main"
 optional = false
@@ -3084,7 +3084,7 @@ requests = ">=2.0"

 [[package]]
 name = "pytz"
-version = "2022.4"
+version = "2022.5"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -3726,6 +3726,18 @@ python-versions = ">=3.8"
 [package.dependencies]
 pbr = ">=2.0.0,<2.1.0 || >2.1.0"

+[[package]]
+name = "stocksera"
+version = "0.1.21"
+description = "Official Stocksera API"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+pandas = "*"
+requests = "*"
+
 [[package]]
 name = "streamlit"
 version = "1.13.0"
@@ -3944,13 +3956,14 @@ requests = "*"

 [[package]]
 name = "traitlets"
-version = "5.4.0"
+version = "5.5.0"
 description = ""
 category = "main"
 optional = false
 python-versions = ">=3.7"

 [package.extras]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
 test = ["pre-commit", "pytest"]

 [[package]]
@@ -4346,7 +4359,7 @@ prediction = ["torch"]
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.8,<3.11, !=3.9.7"
-content-hash = "e8f775dcd95fd3f54e30eee355252e33e01619e070847be661b4e95b20ef1936"
+content-hash = "c221577c37f21f30c12f8ccf882c6ca0bfdfc2afe303ea803d33bb7622bdc8d2"

 [metadata.files]
 aiodns = []
@@ -4880,53 +4893,7 @@ gitdb = [
    {file = "gitdb-4.0.9.tar.gz", hash = "sha256:bac2fd45c0a1c9cf619e63a90d62bdc63892ef92387424b855792a6cabe789aa"},
 ]
 gitpython = []
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-    {file = "grpcio-1.49.1-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:ea9d0172445241ad7cb49577314e39d0af2c5267395b3561d7ced5d70458a9f3"},
-    {file = "grpcio-1.49.1-cp37-cp37m-win32.whl", hash = "sha256:2070e87d95991473244c72d96d13596c751cb35558e11f5df5414981e7ed2492"},
-    {file = "grpcio-1.49.1-cp37-cp37m-win_amd64.whl", hash = "sha256:4fcedcab49baaa9db4a2d240ac81f2d57eb0052b1c6a9501b46b8ae912720fbf"},
-    {file = "grpcio-1.49.1-cp38-cp38-linux_armv7l.whl", hash = "sha256:afbb3475cf7f4f7d380c2ca37ee826e51974f3e2665613996a91d6a58583a534"},
-    {file = "grpcio-1.49.1-cp38-cp38-macosx_10_10_x86_64.whl", hash = "sha256:a4f9ba141380abde6c3adc1727f21529137a2552002243fa87c41a07e528245c"},
-    {file = "grpcio-1.49.1-cp38-cp38-manylinux_2_17_aarch64.whl", hash = "sha256:cf0a1fb18a7204b9c44623dfbd1465b363236ce70c7a4ed30402f9f60d8b743b"},
-    {file = "grpcio-1.49.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:17bb6fe72784b630728c6cff9c9d10ccc3b6d04e85da6e0a7b27fb1d135fac62"},
-    {file = "grpcio-1.49.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:18305d5a082d1593b005a895c10041f833b16788e88b02bb81061f5ebcc465df"},
-    {file = "grpcio-1.49.1-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:b6a1b39e59ac5a3067794a0e498911cf2e37e4b19ee9e9977dc5e7051714f13f"},
-    {file = "grpcio-1.49.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:0e20d59aafc086b1cc68400463bddda6e41d3e5ed30851d1e2e0f6a2e7e342d3"},
-    {file = "grpcio-1.49.1-cp38-cp38-win32.whl", hash = "sha256:e1e83233d4680863a421f3ee4a7a9b80d33cd27ee9ed7593bc93f6128302d3f2"},
-    {file = "grpcio-1.49.1-cp38-cp38-win_amd64.whl", hash = "sha256:221d42c654d2a41fa31323216279c73ed17d92f533bc140a3390cc1bd78bf63c"},
-    {file = "grpcio-1.49.1-cp39-cp39-linux_armv7l.whl", hash = "sha256:fa9e6e61391e99708ac87fc3436f6b7b9c6b845dc4639b406e5e61901e1aacde"},
-    {file = "grpcio-1.49.1-cp39-cp39-macosx_10_10_x86_64.whl", hash = "sha256:9b449e966ef518ce9c860d21f8afe0b0f055220d95bc710301752ac1db96dd6a"},
-    {file = "grpcio-1.49.1-cp39-cp39-manylinux_2_17_aarch64.whl", hash = "sha256:aa34d2ad9f24e47fa9a3172801c676e4037d862247e39030165fe83821a7aafd"},
-    {file = "grpcio-1.49.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5207f4eed1b775d264fcfe379d8541e1c43b878f2b63c0698f8f5c56c40f3d68"},
-    {file = "grpcio-1.49.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0b24a74651438d45619ac67004638856f76cc13d78b7478f2457754cbcb1c8ad"},
-    {file = "grpcio-1.49.1-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:fe763781669790dc8b9618e7e677c839c87eae6cf28b655ee1fa69ae04eea03f"},
-    {file = "grpcio-1.49.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:2f2ff7ba0f8f431f32d4b4bc3a3713426949d3533b08466c4ff1b2b475932ca8"},
-    {file = "grpcio-1.49.1-cp39-cp39-win32.whl", hash = "sha256:08ff74aec8ff457a89b97152d36cb811dcc1d17cd5a92a65933524e363327394"},
-    {file = "grpcio-1.49.1-cp39-cp39-win_amd64.whl", hash = "sha256:274ffbb39717918c514b35176510ae9be06e1d93121e84d50b350861dcb9a705"},
-    {file = "grpcio-1.49.1.tar.gz", hash = "sha256:d4725fc9ec8e8822906ae26bb26f5546891aa7fbc3443de970cc556d43a5c99f"},
-]
+grpcio = []
 h11 = []
 hijri-converter = [
    {file = "hijri-converter-2.2.4.tar.gz", hash = "sha256:9e1d9fa4c220f6867da2abb1a96240675ae974abba951c686a781f4ef6ac218f"},
@@ -5714,10 +5681,7 @@ pytrends = [
    {file = "pytrends-4.8.0-py2-none-any.whl", hash = "sha256:31a76cf560a23a9eb691a9a83a3306bbe555ed1665122a5756e789829f56a0ef"},
    {file = "pytrends-4.8.0.tar.gz", hash = "sha256:04b7b33eb6dfc120aa89cb4640688a8b633337276b6ddcea44ff0c7f6b6243d2"},
 ]
-pytz = [
-    {file = "pytz-2022.4-py2.py3-none-any.whl", hash = "sha256:2c0784747071402c6e99f0bafdb7da0fa22645f06554c7ae06bf6358897e9c91"},
-    {file = "pytz-2022.4.tar.gz", hash = "sha256:48ce799d83b6f8aab2020e369b627446696619e79645419610b9facd909b3174"},
-]
+pytz = []
 pytz-deprecation-shim = [
    {file = "pytz_deprecation_shim-0.1.0.post0-py2.py3-none-any.whl", hash = "sha256:8314c9692a636c8eb3bda879b9f119e350e93223ae83e70e80c31675a0fdc1a6"},
    {file = "pytz_deprecation_shim-0.1.0.post0.tar.gz", hash = "sha256:af097bae1b616dde5c5744441e2ddc69e74dfdcb0c263129610d85b87445a59d"},
@@ -6184,6 +6148,7 @@ statsmodels = [
    {file = "statsmodels-0.13.2.tar.gz", hash = "sha256:77dc292c9939c036a476f1770f9d08976b05437daa229928da73231147cde7d4"},
 ]
 stevedore = []
+stocksera = []
 streamlit = []
 tabulate = [
    {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"},
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -101,6 +101,7 @@ ipyflex = "^0.2.4"
 setuptools = "^65.4.1"
 investiny = "^0.5.0"
 numpy = "1.21.6"
+stocksera = "^0.1.21"

 [tool.poetry.dev-dependencies]
 pytest = "^6.2.2"
--- a/requirements-full.txt
+++ b/requirements-full.txt
@@ -83,7 +83,7 @@ fundamentalanalysis==0.2.14
 future==0.18.2; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0"
 gitdb==4.0.9; python_version >= "3.7" and python_full_version < "3.9.7" or python_full_version > "3.9.7" and python_version >= "3.7"
 gitpython==3.1.29; python_version >= "3.7"
-grpcio==1.49.1; python_full_version >= "3.7.1" and python_full_version < "4.0.0" and python_version >= "3.7"
+grpcio==1.50.0; python_full_version >= "3.7.1" and python_full_version < "4.0.0" and python_version >= "3.7"
 h11==0.12.0; python_version >= "3.8" and python_version < "4.0"
 hijri-converter==2.2.4; python_version >= "3.7"
 holidays==0.14.2; python_version >= "3.7"
@@ -135,7 +135,7 @@ mccabe==0.6.1; python_full_version >= "3.7.2"
 mdit-py-plugins==0.2.8; python_version >= "3.6" and python_version < "4.0"
 mistune==0.8.4; python_version >= "3.7"
 mock==4.0.3; python_version >= "3.6"
-more-itertools==8.14.0; python_version >= "3.6"
+more-itertools==9.0.0; python_version >= "3.7"
 mplfinance==0.12.9b1
 multidict==6.0.2; python_version >= "3.7" and python_full_version >= "3.7.0"
 multitasking==0.0.11
@@ -162,7 +162,7 @@ packaging==21.3; python_version >= "3.8" and python_full_version < "3.9.7" and p
 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==1.5.0; python_version >= "3.8"
+pandas==1.5.1; python_version >= "3.8"
 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"
 parso==0.8.3; python_version >= "3.8" and python_full_version >= "3.7.0" and python_full_version < "4.0.0"
 pathspec==0.10.1; python_version >= "3.7"
@@ -183,7 +183,7 @@ prompt-toolkit==3.0.31; python_full_version >= "3.6.2"
 property-cached==1.6.4; python_version >= "3.8"
 protobuf==3.20.3; python_full_version >= "3.7.1" and python_full_version < "4.0.0" and python_version >= "3.7" and (python_version >= "3.7" and python_full_version < "3.9.7" or python_full_version > "3.9.7" and python_version >= "3.7")
 psaw==0.0.12; python_version >= "3"
-psutil==5.9.2; python_full_version >= "3.7.0" and python_full_version < "4.0.0" and python_version >= "3.7"
+psutil==5.9.3; python_full_version >= "3.7.0" and python_full_version < "4.0.0" and python_version >= "3.7"
 ptyprocess==0.7.0; os_name != "nt" and python_version >= "3.8" and sys_platform != "win32" and python_full_version >= "3.7.0" and python_full_version < "4.0.0"
 pure-eval==0.2.2; python_version >= "3.8" and python_full_version >= "3.7.0" and python_full_version < "4.0.0"
 py==1.11.0; python_full_version >= "3.7.0" and python_version >= "3.7" and python_full_version < "4.0.0" and implementation_name == "pypy"
@@ -224,7 +224,7 @@ python-dotenv==0.19.2; python_version >= "3.5"
 python-i18n==0.3.9
 pytrends==4.8.0
 pytz-deprecation-shim==0.1.0.post0; python_version >= "3.7" and python_full_version < "3.0.0" or python_version >= "3.7" and python_full_version < "3.9.7" and python_full_version >= "3.6.0" or python_full_version > "3.9.7" and python_version >= "3.6"
-pytz==2022.4; python_full_version >= "3.7.1" and python_full_version < "4.0.0" and python_version >= "3.8" and (python_version >= "3.8" and python_full_version < "3.9.7" or python_full_version > "3.9.7" and python_version >= "3.8") and python_version < "4.0"
+pytz==2022.5; python_full_version >= "3.7.1" and python_full_version < "4.0.0" and python_version >= "3.8" and (python_version >= "3.8" and python_full_version < "3.9.7" or python_full_version > "3.9.7" and python_version >= "3.8") and python_version < "4.0"
 pyupgrade==2.38.4; python_version >= "3.7"
 pywin32==304; sys_platform == "win32" and platform_python_implementation != "PyPy" and python_version >= "3.7"
 pywinpty==2.0.8; os_name == "nt" and python_version >= "3.7"
@@ -273,6 +273,7 @@ sseclient==0.0.27
 stack-data==0.5.1; python_version >= "3.8" and python_full_version >= "3.7.0" and python_full_version < "4.0.0"
 statsmodels==0.13.2; python_version >= "3.7"
 stevedore==4.0.1; python_version >= "3.8"
+stocksera==0.1.21; python_version >= "3.6"
 streamlit==1.13.0; (python_version >= "3.7" and python_full_version < "3.9.7") or (python_full_version > "3.9.7")
 tabulate==0.9.0; python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.7"
 temporal-cache==0.1.4
@@ -291,7 +292,7 @@ torch==1.11.0; python_full_version >= "3.7.0"
 tornado==6.2; python_version >= "3.7" and python_full_version < "3.9.7" and python_full_version >= "3.7.0" or python_full_version > "3.9.7" and python_version >= "3.7" and python_full_version < "4.0.0"
 tqdm==4.64.1; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.4.0"
 tradingview-ta==3.3.0; python_version >= "3.6"
-traitlets==5.4.0; python_full_version >= "3.7.0" and python_full_version < "4.0.0" and python_version >= "3.8"
+traitlets==5.5.0; python_full_version >= "3.7.0" and python_full_version < "4.0.0" and python_version >= "3.8"
 types-python-dateutil==2.8.19.2
 types-pytz==2021.3.8
 types-pyyaml==6.0.12
--- a/requirements.txt
+++ b/requirements.txt
@@ -72,7 +72,7 @@ fundamentalanalysis==0.2.14
 future==0.18.2; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0"
 gitdb==4.0.9; python_version >= "3.7" and python_full_version < "3.9.7" or python_full_version > "3.9.7" and python_version >= "3.7"
 gitpython==3.1.29; python_version >= "3.7"
-grpcio==1.49.1; python_full_version >= "3.7.1" and python_full_version < "4.0.0" and python_version >= "3.7"
+grpcio==1.50.0; python_full_version >= "3.7.1" and python_full_version < "4.0.0" and python_version >= "3.7"
 h11==0.12.0; python_version >= "3.8" and python_version < "4.0"
 hijri-converter==2.2.4; python_version >= "3.7"
 holidays==0.14.2; python_version >= "3.7"
@@ -116,7 +116,7 @@ matplotlib-inline==0.1.6; python_version >= "3.8"
 matplotlib==3.5.3; python_version >= "3.7"
 mccabe==0.6.1; python_full_version >= "3.7.0"
 mistune==0.8.4; python_version >= "3.7"
-more-itertools==8.14.0; python_version >= "3.6"
+more-itertools==9.0.0; python_version >= "3.7"
 mplfinance==0.12.9b1
 multidict==6.0.2; python_version >= "3.7" and python_full_version >= "3.7.0"
 multitasking==0.0.11
@@ -140,7 +140,7 @@ packaging==21.3; python_version >= "3.8" and python_full_version < "3.9.7" or py
 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==1.5.0; python_version >= "3.8"
+pandas==1.5.1; python_version >= "3.8"
 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"
 parso==0.8.3; python_version >= "3.8"
 pathspec==0.10.1; python_version >= "3.7"
@@ -158,7 +158,7 @@ prompt-toolkit==3.0.31; python_full_version >= "3.6.2"
 property-cached==1.6.4; python_version >= "3.8"
 protobuf==3.20.3; python_full_version >= "3.7.1" and python_full_version < "4.0.0" and python_version >= "3.7" and (python_version >= "3.7" and python_full_version < "3.9.7" or python_full_version > "3.9.7" and python_version >= "3.7")
 psaw==0.0.12; python_version >= "3"
-psutil==5.9.2; python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.7"
+psutil==5.9.3; python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.7"
 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 >= "3.7" and python_full_version < "3.0.0" and implementation_name == "pypy" or implementation_name == "pypy" and python_version >= "3.7" and python_full_version >= "3.5.0"
@@ -193,7 +193,7 @@ python-dotenv==0.19.2; python_version >= "3.5"
 python-i18n==0.3.9
 pytrends==4.8.0
 pytz-deprecation-shim==0.1.0.post0; python_version >= "3.7" and python_full_version < "3.0.0" or python_version >= "3.7" and python_full_version < "3.9.7" and python_full_version >= "3.6.0" or python_full_version > "3.9.7" and python_version >= "3.6"
-pytz==2022.4; python_full_version >= "3.7.1" and python_full_version < "4.0.0" and python_version >= "3.8" and (python_version >= "3.8" and python_full_version < "3.9.7" or python_full_version > "3.9.7" and python_version >= "3.8") and python_version < "4.0"
+pytz==2022.5; python_full_version >= "3.7.1" and python_full_version < "4.0.0" and python_version >= "3.8" and (python_version >= "3.8" and python_full_version < "3.9.7" or python_full_version > "3.9.7" and python_version >= "3.8") and python_version < "4.0"
 pywin32==304; sys_platform == "win32" and platform_python_implementation != "PyPy" and python_version >= "3.7"
 pywinpty==2.0.8; os_name == "nt" and python_version >= "3.7"
 pyyaml==6.0; python_version >= "3.8"
@@ -232,6 +232,7 @@ squarify==0.4.3
 sseclient==0.0.27
 stack-data==0.5.1; python_version >= "3.8"
 statsmodels==0.13.2; python_version >= "3.7"
+stocksera==0.1.21; python_version >= "3.6"
 streamlit==1.13.0; (python_version >= "3.7" and python_full_version < "3.9.7") or (python_full_version > "3.9.7")
 tabulate==0.9.0; python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.7"
 temporal-cache==0.1.4
@@ -247,7 +248,7 @@ toolz==0.12.0; python_version >= "3.8" and python_version < "4.0" and python_ful
 tornado==6.2; python_version >= "3.7" and python_full_version < "3.9.7" or python_full_version > "3.9.7" and python_version >= "3.7"
 tqdm==4.64.1; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.4.0"
 tradingview-ta==3.3.0; python_version >= "3.6"
-traitlets==5.4.0; python_version >= "3.8" and python_full_version >= "3.7.0"
+traitlets==5.5.0; python_version >= "3.8" and python_full_version >= "3.7.0"
 typing-extensions==4.4.0; python_full_version >= "3.7.0" and python_full_version < "4.0.0" and python_version < "3.9" and python_version >= "3.7" and (python_version >= "3.7" and python_full_version < "3.9.7" or python_full_version > "3.9.7" and python_version >= "3.7") and (python_version >= "3.7" and python_full_version < "3.9.7" or python_full_version > "3.9.7")
 tzdata==2022.5; python_version >= "3.7" and python_full_version < "3.0.0" and platform_system == "Windows" or python_version >= "3.7" and python_full_version < "3.9.7" and platform_system == "Windows" and python_full_version >= "3.6.0" or python_full_version > "3.9.7" and python_version >= "3.6" and platform_system == "Windows"
 tzlocal==4.2; python_version >= "3.7" and python_full_version < "3.9.7" or python_full_version > "3.9.7" and python_version >= "3.6"
--- a/tests/openbb_terminal/stocks/dark_pool_shorts/cassettes/test_stocksera_model/test_get_cost_to_borrow.yaml
+++ b/tests/openbb_terminal/stocks/dark_pool_shorts/cassettes/test_stocksera_model/test_get_cost_to_borrow.yaml
@@ -0,0 +1,120 @@
+interactions:
+- request:
+    body: null
+    headers:
+      Accept-Encoding:
+      - gzip, deflate
+      Authorization:
+      - Token B2Pkbvgg.rZpUFr105BqA0uOc8JtyxYUYnfU9rPMm
+      Connection:
+      - keep-alive
+      User-Agent:
+      - python-requests/2.28.1
+      accept:
+      - application/json
+    method: GET
+    uri: https://stocksera.pythonanywhere.com/api/borrowed_shares/TSLA
+  response:
+    body:
+      string: ''
+    headers:
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '0'
+      Content-Type:
+      - text/html; charset=utf-8
+      Date:
+      - Wed, 19 Oct 2022 15:22:20 GMT
+      Location:
+      - /api/borrowed_shares/TSLA/
+      Referrer-Policy:
+      - same-origin
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--- a/tests/openbb_terminal/stocks/dark_pool_shorts/test_stocksera_model.py
+++ b/tests/openbb_terminal/stocks/dark_pool_shorts/test_stocksera_model.py
@@ -0,0 +1,14 @@
+# IMPORTATION STANDARD
+
+# IMPORTATION THIRDPARTY
+import pytest
+
+# IMPORTATION INTERNAL
+from openbb_terminal.stocks.dark_pool_shorts import stocksera_model
+
+
+@pytest.mark.vcr
+def test_get_cost_to_borrow(recorder):
+    result_df = stocksera_model.get_cost_to_borrow("TSLA")
+
+    recorder.capture(result_df)
--- a/tests/openbb_terminal/stocks/dark_pool_shorts/test_stocksera_view.py
+++ b/tests/openbb_terminal/stocks/dark_pool_shorts/test_stocksera_view.py
@@ -0,0 +1,19 @@
+# IMPORTATION STANDARD
+
+# IMPORTATION THIRDPARTY
+import pytest
+import pandas as pd
+
+# IMPORTATION INTERNAL
+from openbb_terminal.stocks.dark_pool_shorts import stocksera_view
+
+
+@pytest.mark.vcr
+def test_plot_cost_to_borrow():
+    df = pd.DataFrame()
+    stocksera_view.plot_cost_to_borrow("TSLA", df)
+
+
+@pytest.mark.vcr
+def test_cost_to_borrow():
+    stocksera_view.cost_to_borrow("TSLA")
--- a/tests/openbb_terminal/stocks/dark_pool_shorts/txt/test_dps_controller/test_print_help.txt
+++ b/tests/openbb_terminal/stocks/dark_pool_shorts/txt/test_dps_controller/test_print_help.txt
@@ -1,7 +1,7 @@
    load               load a specific stock ticker for analysis                       [YahooFinance, IEXCloud, AlphaVantage, Polygon, EODHD]

    shorted            show most shorted stocks                                        [YahooFinance]
-    ctb                stocks with highest cost to borrow                              [InteractiveBrokers]
+    ctb                cost to borrow of stocks                                        [ibkr, stocksera]
    hsi                show top high short interest stocks of over 20% ratio           [Shortinterest]
    prom               promising tickers based on dark pool shares regression          [FINRA]
    pos                dark pool short position                                        [Stockgrid]
--- a/website/content/terminal/stocks/dps/ctb/_index.md
+++ b/website/content/terminal/stocks/dps/ctb/_index.md
@@ -6,10 +6,13 @@ Request a list of stocks that have the highest cost to borrow [Source: Interacti

 ```
 optional arguments:
-  -n NUM, --num NUM     Number of the stocks with high cost to borrow to retrieve. (default: 20)
-  --export {csv,json,xlsx}
-                        Export dataframe data to csv,json,xlsx file
+  -n NUMBER, --number NUMBER
+                        Number of records to retrieve. (default: 20)
+  --raw                 Print raw data. (default: False)
  -h, --help            show this help message (default: False)
+  --export EXPORT       Export raw data into csv, json, xlsx (default: )
+  --source {ibkr,stocksera}
+                        Data source to select from (default: ibkr)
 ```

 Example: