diff --git a/.gitignore b/.gitignore
index d9013b4..60e4316 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,6 +2,7 @@
 # Edit at https://www.toptal.com/developers/gitignore?templates=latex,macos,visualstudiocode,jupyternotebooks
 
 .idea
+.coverage
 
 __pycache__
 */__pycache__/*
diff --git a/poetry.lock b/poetry.lock
index a0f38e3..0f09e8c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,25 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
-
-[[package]]
-name = "anyio"
-version = "4.1.0"
-description = "High level compatibility layer for multiple asynchronous event loop implementations"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "anyio-4.1.0-py3-none-any.whl", hash = "sha256:56a415fbc462291813a94528a779597226619c8e78af7de0507333f700011e5f"},
-    {file = "anyio-4.1.0.tar.gz", hash = "sha256:5a0bec7085176715be77df87fc66d6c9d70626bd752fcc85f57cdbee5b3760da"},
-]
-
-[package.dependencies]
-exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
-idna = ">=2.8"
-sniffio = ">=1.1"
-
-[package.extras]
-doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (>=0.23)"]
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
 [[package]]
 name = "appdirs"
@@ -79,20 +58,116 @@ files = [
     {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
 ]
 
+[[package]]
+name = "cfgv"
+version = "3.4.0"
+description = "Validate configuration and produce human readable error messages."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"},
+    {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"},
+]
+
 [[package]]
 name = "charset-normalizer"
-version = "2.1.1"
+version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
-python-versions = ">=3.6.0"
+python-versions = ">=3.7.0"
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@@ -114,31 +189,6 @@ files = [
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 scipy = "*"
 
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 [package.dependencies]
@@ -280,22 +330,6 @@ tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.1
 [package.extras]
 toml = ["tomli"]
 
-[[package]]
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-[package.dependencies]
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-pandas = "*"
-scipy = "*"
-
 [[package]]
 name = "cvxpy"
 version = "1.4.1"
@@ -386,35 +420,6 @@ files = [
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 tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
-[[package]]
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-test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
-
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 version = "5.1.1"
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+[[package]]
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+description = "Distribution utilities"
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+python-versions = "*"
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 [package.extras]
 tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
 
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+description = "A platform independent file lock."
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+testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
+typing = ["typing-extensions (>=4.8)"]
+
 [[package]]
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+    {file = "frozendict-2.4.0.tar.gz", hash = "sha256:c26758198e403337933a92b01f417a8240c954f553e1d4b5e0f8e39d9c8e3f0a"},
 ]
 
 [[package]]
@@ -748,48 +647,18 @@ genshi = ["genshi"]
 lxml = ["lxml"]
 
 [[package]]
-name = "httpcore"
-version = "0.17.2"
-description = "A minimal low-level HTTP client."
+name = "identify"
+version = "2.5.33"
+description = "File identification library for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "httpcore-0.17.2-py3-none-any.whl", hash = "sha256:5581b9c12379c4288fe70f43c710d16060c10080617001e6b22a3b6dbcbefd36"},
-    {file = "httpcore-0.17.2.tar.gz", hash = "sha256:125f8375ab60036db632f34f4b627a9ad085048eef7cb7d2616fea0f739f98af"},
+    {file = "identify-2.5.33-py2.py3-none-any.whl", hash = "sha256:d40ce5fcd762817627670da8a7d8d8e65f24342d14539c59488dc603bf662e34"},
+    {file = "identify-2.5.33.tar.gz", hash = "sha256:161558f9fe4559e1557e1bff323e8631f6a0e4837f7497767c1782832f16b62d"},
 ]
 
-[package.dependencies]
-anyio = ">=3.0,<5.0"
-certifi = "*"
-h11 = ">=0.13,<0.15"
-sniffio = "==1.*"
-
 [package.extras]
-http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (==1.*)"]
-
-[[package]]
-name = "httpx"
-version = "0.24.1"
-description = "The next generation HTTP client."
-optional = false
-python-versions = ">=3.7"
-files = [
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-
-[package.dependencies]
-certifi = "*"
-httpcore = ">=0.15.0,<0.18.0"
-idna = "*"
-sniffio = "*"
-
-[package.extras]
-brotli = ["brotli", "brotlicffi"]
-cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
-http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (==1.*)"]
+license = ["ukkonen"]
 
 [[package]]
 name = "idna"
@@ -802,25 +671,6 @@ files = [
     {file = "idna-3.6.tar.gz", hash = "sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca"},
 ]
 
-[[package]]
-name = "importlib-metadata"
-version = "7.0.0"
-description = "Read metadata from Python packages"
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
-
-[package.dependencies]
-zipp = ">=0.5"
-
-[package.extras]
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-perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
-
 [[package]]
 name = "importlib-resources"
 version = "6.1.1"
@@ -906,34 +756,6 @@ docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alab
 qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
 testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
-[[package]]
-name = "jinja2"
-version = "3.1.2"
-description = "A very fast and expressive template engine."
-optional = false
-python-versions = ">=3.7"
-files = [
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-]
-
-[package.dependencies]
-MarkupSafe = ">=2.0"
-
-[package.extras]
-i18n = ["Babel (>=2.7)"]
-
-[[package]]
-name = "joblib"
-version = "1.3.2"
-description = "Lightweight pipelining with Python functions"
-optional = false
-python-versions = ">=3.7"
-files = [
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-
 [[package]]
 name = "kiwisolver"
 version = "1.4.5"
@@ -1047,210 +869,108 @@ files = [
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 ]
 
-[[package]]
-name = "locket"
-version = "1.0.0"
-description = "File-based locks for Python on Linux and Windows"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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-
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-description = "Python logging made (stupidly) simple"
-optional = false
-python-versions = ">=3.5"
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-
 [[package]]
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-version = "4.9.3"
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 description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*"
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 [[package]]
 name = "osqp"
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 ]
 
 [package.dependencies]
 numpy = [
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-    {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""},
+    {version = ">=1.22.4,<2", markers = "python_version < \"3.11\""},
+    {version = ">=1.23.2,<2", markers = "python_version == \"3.11\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
 tzdata = ">=2022.1"
 
 [package.extras]
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+all = ["PyQt5 (>=5.15.6)", "SQLAlchemy (>=1.4.36)", "beautifulsoup4 (>=4.11.1)", "bottleneck (>=1.3.4)", "dataframe-api-compat (>=0.1.7)", "fastparquet (>=0.8.1)", "fsspec (>=2022.05.0)", "gcsfs (>=2022.05.0)", "html5lib (>=1.1)", "hypothesis (>=6.46.1)", "jinja2 (>=3.1.2)", "lxml (>=4.8.0)", "matplotlib (>=3.6.1)", "numba (>=0.55.2)", "numexpr (>=2.8.0)", "odfpy (>=1.4.1)", "openpyxl (>=3.0.10)", "pandas-gbq (>=0.17.5)", "psycopg2 (>=2.9.3)", "pyarrow (>=7.0.0)", "pymysql (>=1.0.2)", "pyreadstat (>=1.1.5)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)", "pyxlsb (>=1.0.9)", "qtpy (>=2.2.0)", "s3fs (>=2022.05.0)", "scipy (>=1.8.1)", "tables (>=3.7.0)", "tabulate (>=0.8.10)", "xarray (>=2022.03.0)", "xlrd (>=2.0.1)", "xlsxwriter (>=3.0.3)", "zstandard (>=0.17.0)"]
+aws = ["s3fs (>=2022.05.0)"]
+clipboard = ["PyQt5 (>=5.15.6)", "qtpy (>=2.2.0)"]
+compression = ["zstandard (>=0.17.0)"]
+computation = ["scipy (>=1.8.1)", "xarray (>=2022.03.0)"]
+consortium-standard = ["dataframe-api-compat (>=0.1.7)"]
+excel = ["odfpy (>=1.4.1)", "openpyxl (>=3.0.10)", "pyxlsb (>=1.0.9)", "xlrd (>=2.0.1)", "xlsxwriter (>=3.0.3)"]
 feather = ["pyarrow (>=7.0.0)"]
-fss = ["fsspec (>=2021.07.0)"]
-gcp = ["gcsfs (>=2021.07.0)", "pandas-gbq (>=0.15.0)"]
-hdf5 = ["tables (>=3.6.1)"]
-html = ["beautifulsoup4 (>=4.9.3)", "html5lib (>=1.1)", "lxml (>=4.6.3)"]
-mysql = ["SQLAlchemy (>=1.4.16)", "pymysql (>=1.0.2)"]
-output-formatting = ["jinja2 (>=3.0.0)", "tabulate (>=0.8.9)"]
+fss = ["fsspec (>=2022.05.0)"]
+gcp = ["gcsfs (>=2022.05.0)", "pandas-gbq (>=0.17.5)"]
+hdf5 = ["tables (>=3.7.0)"]
+html = ["beautifulsoup4 (>=4.11.1)", "html5lib (>=1.1)", "lxml (>=4.8.0)"]
+mysql = ["SQLAlchemy (>=1.4.36)", "pymysql (>=1.0.2)"]
+output-formatting = ["jinja2 (>=3.1.2)", "tabulate (>=0.8.10)"]
 parquet = ["pyarrow (>=7.0.0)"]
-performance = ["bottleneck (>=1.3.2)", "numba (>=0.53.1)", "numexpr (>=2.7.1)"]
+performance = ["bottleneck (>=1.3.4)", "numba (>=0.55.2)", "numexpr (>=2.8.0)"]
 plot = ["matplotlib (>=3.6.1)"]
-postgresql = ["SQLAlchemy (>=1.4.16)", "psycopg2 (>=2.8.6)"]
-spss = ["pyreadstat (>=1.1.2)"]
-sql-other = ["SQLAlchemy (>=1.4.16)"]
-test = ["hypothesis (>=6.34.2)", "pytest (>=7.0.0)", "pytest-asyncio (>=0.17.0)", "pytest-xdist (>=2.2.0)"]
-xml = ["lxml (>=4.6.3)"]
+postgresql = ["SQLAlchemy (>=1.4.36)", "psycopg2 (>=2.9.3)"]
+spss = ["pyreadstat (>=1.1.5)"]
+sql-other = ["SQLAlchemy (>=1.4.36)"]
+test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
+xml = ["lxml (>=4.8.0)"]
 
 [[package]]
 name = "parso"
@@ -1527,23 +1238,15 @@ qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
 testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
-name = "partd"
-version = "1.4.1"
-description = "Appendable key-value storage"
+name = "peewee"
+version = "3.17.0"
+description = "a little orm"
 optional = false
-python-versions = ">=3.7"
+python-versions = "*"
 files = [
-    {file = "partd-1.4.1-py3-none-any.whl", hash = "sha256:27e766663d36c161e2827aa3e28541c992f0b9527d3cca047e13fb3acdb989e6"},
-    {file = "partd-1.4.1.tar.gz", hash = "sha256:56c25dd49e6fea5727e731203c466c6e092f308d8f0024e199d02f6aa2167f67"},
+    {file = "peewee-3.17.0.tar.gz", hash = "sha256:3a56967f28a43ca7a4287f4803752aeeb1a57a08dee2e839b99868181dfb5df8"},
 ]
 
-[package.dependencies]
-locket = "*"
-toolz = "*"
-
-[package.extras]
-complete = ["blosc", "numpy (>=1.9.0)", "pandas (>=0.19.0)", "pyzmq"]
-
 [[package]]
 name = "pexpect"
 version = "4.9.0"
@@ -1625,6 +1328,21 @@ files = [
 docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
 
+[[package]]
+name = "platformdirs"
+version = "4.1.0"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "platformdirs-4.1.0-py3-none-any.whl", hash = "sha256:11c8f37bcca40db96d8144522d925583bdb7a31f7b0e37e3ed4318400a8e2380"},
+    {file = "platformdirs-4.1.0.tar.gz", hash = "sha256:906d548203468492d432bcb294d4bc2fff751bf84971fbb2c10918cc206ee420"},
+]
+
+[package.extras]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.1)", "sphinx-autodoc-typehints (>=1.24)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
+
 [[package]]
 name = "pluggy"
 version = "1.3.0"
@@ -1641,100 +1359,37 @@ dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
-name = "prompt-toolkit"
-version = "3.0.41"
-description = "Library for building powerful interactive command lines in Python"
+name = "pre-commit"
+version = "3.6.0"
+description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.9"
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+wcwidth = "*"
+
 [[package]]
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 version = "0.7.0"
@@ -1774,20 +1429,6 @@ files = [
 [package.extras]
 global = ["pybind11-global (==2.11.1)"]
 
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 [[package]]
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@@ -1803,32 +1444,6 @@ files = [
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 windows-terminal = ["colorama (>=0.4.6)"]
 
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 [[package]]
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 version = "3.1.1"
@@ -1897,17 +1512,6 @@ files = [
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-
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-pymysql = ["pymysql", "pymysql (<1)"]
-sqlcipher = ["sqlcipher3-binary"]
-
 [[package]]
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 version = "0.6.3"
@@ -2452,31 +1813,6 @@ files = [
 [package.extras]
 widechars = ["wcwidth"]
 
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 [[package]]
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+distlib = ">=0.3.7,<1"
+filelock = ">=3.12.2,<4"
+platformdirs = ">=3.9.1,<5"
+
 [package.extras]
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 [[package]]
 name = "wcwidth"
@@ -2653,63 +1939,15 @@ files = [
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-optional = false
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-[package.extras]
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-optional = ["python-socks", "wsaccel"]
-test = ["websockets"]
-
-[[package]]
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-optional = false
-python-versions = ">=3.5"
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-
-[package.extras]
-dev = ["black (>=19.3b0)", "pytest (>=4.6.2)"]
-
-[[package]]
-name = "wrds"
-version = "3.1.6"
-description = "Access WRDS data through PostgreSQL in Python."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "wrds-3.1.6-py3-none-any.whl", hash = "sha256:d44921d47bc76571c524f10c7896da74ee9cc81e4ef59ca353ddcf690003f147"},
-    {file = "wrds-3.1.6.tar.gz", hash = "sha256:60d44603d47f6c6cceaafa0c0259cd20eec9148e51ec6d0d313592d977ebd89f"},
-]
-
-[package.dependencies]
-numpy = "*"
-pandas = "*"
-psycopg2-binary = "*"
-scipy = "*"
-sqlalchemy = "<2"
-
 [[package]]
 name = "yfinance"
-version = "0.2.25"
+version = "0.2.33"
 description = "Download market data from Yahoo! Finance API"
 optional = false
 python-versions = "*"
 files = [
-    {file = "yfinance-0.2.25-py2.py3-none-any.whl", hash = "sha256:ce9b8a15f80058a6911c84b2069dd44bf4d86153e1e604893ba7a4d0981d21b6"},
-    {file = "yfinance-0.2.25.tar.gz", hash = "sha256:e042c130bb8a993b6632146aa7fd0c29df2238980d2a4435068488e8e633a8a7"},
+    {file = "yfinance-0.2.33-py2.py3-none-any.whl", hash = "sha256:2076a19ee13fb55af0ad3d5f110db3fb007409893e40464177685fc3e6d08ffd"},
+    {file = "yfinance-0.2.33.tar.gz", hash = "sha256:08aeb63a927742514098698d80f4315aa92d23bc253c1f204ced6377457c3e07"},
 ]
 
 [package.dependencies]
@@ -2721,8 +1959,9 @@ lxml = ">=4.9.1"
 multitasking = ">=0.0.7"
 numpy = ">=1.16.5"
 pandas = ">=1.3.0"
+peewee = ">=3.16.2"
 pytz = ">=2022.5"
-requests = ">=2.26"
+requests = ">=2.31"
 
 [[package]]
 name = "zipp"
@@ -2742,4 +1981,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9, <3.12"
-content-hash = "6c960d2b86f683257c8e636d3185bc7508db199cc30ca7ed399dd1c8e00a5e15"
+content-hash = "6cab1ce5eb5fbc3593998d8e58ffb8626f4d6998665b1757a3dc5dc5cea17e58"
diff --git a/pyproject.toml b/pyproject.toml
index c58156a..6bb70fe 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "stats-arb"
-version = "0.1.0"
+version = "0.0.0"
 description = "Statistical arbitrage trading strategy using convex concave programming."
 authors = ["Kasper Johansson, Thomas Schmelzer, and Stephen Boyd"]
 readme = "README.md"
@@ -10,33 +10,29 @@ packages = [{include = "cvx"}]
 python = "^3.9, <3.12"
 numpy = "*"
 cvxpy = "*"
-#pandas = "^2.0.0"
-cvxsimulator = "0.7.5"
-scikit-learn = "*"
+#scikit-learn = "*"
 
-[tool.poetry.dev-dependencies]
-pytest = "7.4.4"
+[tool.poetry.group.test.dependencies]
+pytest = "*"
 pytest-cov = "*"
-#jupyter = "^1.0.0"
+pre-commit = "*"
 
-seaborn = "^0.13.1"
-dask = "^2023.9.0"
+[tool.poetry.group.dev.dependencies]
+seaborn = "^0.12.2"
+#dask = "^2023.9.0"
 tqdm = "^4.65.0"
 matplotlib = "^3.7.1"
-refinitiv-data = "*"
+#refinitiv-data = "*"
 clarabel = "*"
-
-#
-#mosek = "^10.0.40"
-yfinance = "^0.2.14"
-wrds = "^3.1.6"
-twelvedata = "^1.2.11"
-graphviz = "^0.20.1"
-quantstats = "*"
-loguru = "*"
-numpy_financial = "*"
-mosek = "*"
-cvxcovariance = "*"
+#yfinance = "^0.2.14"
+#wrds = "^3.1.6"
+#twelvedata = "^1.2.11"
+#graphviz = "^0.20.1"
+cvxsimulator = "0.7.5"
+#loguru = "*"
+#numpy_financial = "*"
+#mosek = "*"
+#cvxcovariance = "*"
 
 [build-system]
 requires = ["poetry-core"]