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Chapter 7 - Evaluating signals using alphalens #304

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lyubomir-vasilev opened this issue Aug 25, 2023 · 1 comment
Open

Chapter 7 - Evaluating signals using alphalens #304

lyubomir-vasilev opened this issue Aug 25, 2023 · 1 comment

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@lyubomir-vasilev
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When using the get_clean_factor_and_forward_returns command, I get the following error:
ValueError Traceback (most recent call last)
File c:\ProgramData\anaconda3\envs\py38class\lib\site-packages\pandas\core\frame.py:11610, in _reindex_for_setitem(value, index)
11609 try:

11610 reindexed_value = value.reindex(index)._values
11611 except ValueError as err:
11612 # raised in MultiIndex.from_tuples, see test_insert_error_msmgs

File c:\ProgramData\anaconda3\envs\py38class\lib\site-packages\pandas\core\series.py:4923, in Series.reindex(self, index, axis, method, copy, level, fill_value, limit, tolerance)
4903 @doc(
4904 NDFrame.reindex, # type: ignore[has-type]
4905 klass=_shared_doc_kwargs["klass"],
(...)
4921 tolerance=None,
4922 ) -> Series:
-> 4923 return super().reindex(
4924 index=index,
4925 method=method,
4926 copy=copy,
4927 level=level,
4928 fill_value=fill_value,
4929 limit=limit,
4930 tolerance=tolerance,
4931 )
...
11618 "incompatible index of inserted column with frame index"
11619 ) from err
11620 return reindexed_value

TypeError: incompatible index of inserted column with frame index

I am just running the code in the notebook but it didn't work. I checked all the symbols and dates in the lr_factor and trade_prices and I made sure the indexes were compatible, i.e. I filtered the start date of trade_prices such that it matches with the one of lr_factor. Additionally, i checked that all of the assets in the trade_prices columns are present in the lr_factor's index. However, I kept getting this error.

I decided to proceed in a different way and use the compute_forward_returns function, then to use get_clean_factor. Unfortunately, I got the same error as when using the get_clean_factor_and_forward_returns. The forward returns were computed perfectly, the indexes are the same as the index of lr_factor, but I again get the same error.
Below is the code where I tried to split the tasks in two:
trade_prices_data = compute_forward_returns(factor= lr_factor,
prices= trade_prices,
periods = (1, 5, 10, 21)
)

image

I wasn't very sure exactly what to select for most of the parametres, but below is the code I used.
lr_factor_data = get_clean_factor(factor= lr_factor,
forward_returns=trade_prices_data,
groupby= None,
binning_by_group=False,
quantiles=5,
bins=None,
groupby_labels=None,
max_loss=0.35,
zero_aware=False
)
Environment: Windows
C:\ProgramData\anaconda3\envs\py38class

These are all of the packages I have installed:
absl-py @ file:///opt/conda/conda-bld/absl-py_1639803114343/work
aiohttp @ file:///C:/ci/aiohttp_1646806545879/work
aiosignal @ file:///tmp/build/80754af9/aiosignal_1637843061372/work
alabaster==0.7.12
alembic==1.11.2
alpha-vantage==2.3.1
alphalens==0.4.0
amqp @ file:///home/conda/feedstock_root/build_artifacts/amqp_1646564891451/work
anaconda-client @ file:///C:/ci/anaconda-client_1635342752200/work
anaconda-project @ file:///tmp/build/80754af9/anaconda-project_1637161053845/work
ansi2html==1.7.0
anyio @ file:///C:/ci/anyio_1644463701441/work/dist
aplus==0.11.0
appdirs==1.4.4
arctic==1.79.4
argh==0.26.2
argon2-cffi @ file:///opt/conda/conda-bld/argon2-cffi_1645000214183/work
argon2-cffi-bindings @ file:///C:/ci/argon2-cffi-bindings_1644569878360/work
arviz @ file:///home/conda/feedstock_root/build_artifacts/arviz_1633274821480/work
asn1crypto @ file:///tmp/build/80754af9/asn1crypto_1596577642040/work
astor==0.8.1
astroid @ file:///C:/ci/astroid_1639044403229/work
astropy==4.0.2
asttokens @ file:///opt/conda/conda-bld/asttokens_1646925590279/work
astunparse==1.6.3
async-timeout @ file:///tmp/build/80754af9/async-timeout_1637851218186/work
atomicwrites==1.4.0
attrs @ file:///opt/conda/conda-bld/attrs_1642510447205/work
Automat==22.10.0
autopep8 @ file:///tmp/build/80754af9/autopep8_1615918855173/work
Babel @ file:///tmp/build/80754af9/babel_1620871417480/work
backcall==0.2.0
backports.shutil-get-terminal-size==1.0.0
backports.zoneinfo==0.2.1
bcolz-zipline==1.2.6
bcrypt @ file:///C:/ci/bcrypt_1597936263757/work
beautifulsoup4==4.12.2
billiard @ file:///D:/bld/billiard_1636131411089/work
bitarray @ file:///C:/ci/bitarray_1641799256136/work
bkcharts==0.2
black==19.10b0
blake3 @ file:///D:/bld/blake3_1636283080831/work
bleach @ file:///opt/conda/conda-bld/bleach_1641577558959/work
blinker==1.4
blis @ file:///D:/bld/cython-blis_1645002897137/work
blosc @ file:///C:/ci/python-blosc_1638539958099/work
blosc2==2.0.0
blpapi==3.17.1
bokeh @ file:///C:/ci/bokeh_1638362940011/work
boto==2.49.0
boto3 @ file:///home/conda/feedstock_root/build_artifacts/boto3_1647500875427/work
botocore @ file:///home/conda/feedstock_root/build_artifacts/botocore_1647478405006/work
Bottleneck==1.3.2
bqplot @ file:///home/conda/feedstock_root/build_artifacts/bqplot_1644594233772/work
branca @ file:///home/conda/feedstock_root/build_artifacts/branca_1609346930842/work
Brotli @ file:///D:/bld/brotli-split_1635846030050/work
brotlipy==0.7.0
bs4==0.0.1
cachetools==4.2.4
catalogue @ file:///D:/bld/catalogue_1638867510751/work
celery @ file:///home/conda/feedstock_root/build_artifacts/celery_1644262149668/work
certifi==2023.7.22
cffi @ file:///C:/ci_310/cffi_1642682485096/work
cftime @ file:///D:/bld/cftime_1646333174733/work
chardet @ file:///D:/bld/chardet_1602255508636/work
charset-normalizer==3.2.0
chart-studio==1.1.0
chartpy==0.1.11
click @ file:///C:/ci/click_1646056799533/work
click-didyoumean @ file:///home/conda/feedstock_root/build_artifacts/click-didyoumean_1642673782881/work
click-plugins==1.1.1
click-repl @ file:///home/conda/feedstock_root/build_artifacts/click-repl_1623347986327/work
cloudpickle==1.3.0
clyent==1.2.2
colorama @ file:///tmp/build/80754af9/colorama_1603211150991/work
colorcet @ file:///home/conda/feedstock_root/build_artifacts/colorcet_1638280441091/work
colorlover==0.3.0
commonmark==0.9.1
comtypes==1.1.10
conda-pack @ file:///tmp/build/80754af9/conda-pack_1611163042455/work
configparser==5.2.0
constantly==15.1.0
contextlib2==0.6.0.post1
contourpy==1.1.0
convertdate @ file:///home/conda/feedstock_root/build_artifacts/convertdate_1642883757836/work
cramjam @ file:///D:/bld/cramjam_1639035096642/work
cryptography @ file:///C:/ci/cryptography_1639472366776/work
cssselect==1.1.0
cufflinks==0.17.3
cvlib==0.2.6
cvxpy==1.3.2
cycler @ file:///tmp/build/80754af9/cycler_1637851556182/work
cymem @ file:///D:/bld/cymem_1636053422146/work
Cython @ file:///C:/ci/cython_1639474807736/work
cytoolz==0.11.0
dash @ file:///home/conda/feedstock_root/build_artifacts/dash_1647257147344/work
dash-bootstrap-components @ file:///home/conda/feedstock_root/build_artifacts/dash-bootstrap-components_1644118775506/work
dash-colorscales @ file:///home/conda/feedstock_root/build_artifacts/dash_colorscales_1593443621680/work
dash-core-components @ file:///home/conda/feedstock_root/build_artifacts/dash-core-components_1645162191927/work
dash-daq @ file:///home/conda/feedstock_root/build_artifacts/dash-daq_1596869611219/work
dash-html-components @ file:///home/conda/feedstock_root/build_artifacts/dash-html-components_1645162180756/work
dash-table==5.0.0
dask @ file:///tmp/build/80754af9/dask-core_1617390489108/work
datashader @ file:///home/conda/feedstock_root/build_artifacts/datashader_1623315462041/work
datashape==0.5.4
DateTime==5.2
debugpy @ file:///C:/ci/debugpy_1637073815078/work
decorator @ file:///opt/conda/conda-bld/decorator_1643638310831/work
defusedxml @ file:///tmp/build/80754af9/defusedxml_1615228127516/work
Deprecated @ file:///home/conda/feedstock_root/build_artifacts/deprecated_1632758190537/work
deprecation @ file:///home/conda/feedstock_root/build_artifacts/deprecation_1589881437857/work
diff-match-patch @ file:///tmp/build/80754af9/diff-match-patch_1594828741838/work
dill @ file:///home/conda/feedstock_root/build_artifacts/dill_1623610058511/work
distributed @ file:///C:/ci/distributed_1620907381536/work
distro @ file:///home/conda/feedstock_root/build_artifacts/distro_1636872986284/work
dm-tree==0.1.8
docutils @ file:///C:/ci/docutils_1638528665024/work
docx==0.2.4
dtale @ file:///home/conda/feedstock_root/build_artifacts/dtale_1647357168981/work
ecos==2.0.12
eikon @ file:///home/conda/feedstock_root/build_artifacts/eikon_1597983976546/work
empyrical==0.5.5
empyrical-reloaded==0.5.9
en-core-web-md @ https://github.com/explosion/spacy-models/releases/download/en_core_web_md-3.2.0/en_core_web_md-3.2.0-py3-none-any.whl
en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.2.0/en_core_web_sm-3.2.0-py3-none-any.whl
entrypoints==0.3
enum-compat==0.0.3
ephem @ file:///D:/bld/ephem_1645531741779/work
et-xmlfile==1.1.0
exceptiongroup==1.1.2
exchange-calendars==4.2.8
executing @ file:///opt/conda/conda-bld/executing_1646925071911/work
fake-useragent==0.1.11
fastapi @ file:///home/conda/feedstock_root/build_artifacts/fastapi_1646447241602/work
fastcache==1.1.0
fastparquet @ file:///D:/bld/fastparquet_1643251108536/work
fbprophet @ file:///D:/bld/fbprophet_1599365958928/work
feedfinder2==0.0.4
feedparser @ file:///home/conda/feedstock_root/build_artifacts/feedparser_1624371037925/work
filelock @ file:///opt/conda/conda-bld/filelock_1647002191454/work
financepy==0.193
findatapy==0.1.26
findspark @ file:///home/conda/feedstock_root/build_artifacts/findspark_1644599740637/work
finmarketpy==0.11.11
flake8 @ file:///tmp/build/80754af9/flake8_1615834841867/work
Flask @ file:///tmp/build/80754af9/flask_1634118196080/work
Flask-Compress @ file:///home/conda/feedstock_root/build_artifacts/flask-compress_1646141388556/work
fonttools==4.25.0
formulaic==0.6.4
freetype-py @ file:///home/conda/feedstock_root/build_artifacts/freetype-py_1594318845769/work
frozendict==2.3.8
frozenlist @ file:///C:/ci/frozenlist_1637767289747/work
fsspec @ file:///opt/conda/conda-bld/fsspec_1647268051896/work
funcy @ file:///home/conda/feedstock_root/build_artifacts/funcy_1640095670534/work
future==0.18.2
fxcmpy==1.2.10
gast==0.3.3
gensim @ file:///D:/bld/gensim_1589441310359/work
gevent @ file:///C:/ci/gevent_1628273793586/work
glob2==0.7
gmpy2 @ file:///C:/ci/gmpy2_1645456279018/work
google-auth @ file:///opt/conda/conda-bld/google-auth_1646735974934/work
google-auth-oauthlib==0.4.1
google-pasta==0.2.0
graphlib-backport==1.0.3
graphviz @ file:///tmp/build/80754af9/python-graphviz_1612303637553/work
greenlet @ file:///C:/ci/greenlet_1628888262822/work
grpcio @ file:///C:/ci/grpcio_1637590968244/work
h11==0.14.0
h2==3.2.0
h5py==2.10.0
HeapDict==1.0.1
hijri-converter @ file:///home/conda/feedstock_root/build_artifacts/hijri-converter_1644680066407/work
holidays @ file:///home/conda/feedstock_root/build_artifacts/holidays_1644933126202/work
holoviews @ file:///home/conda/feedstock_root/build_artifacts/holoviews_1645018991041/work
hpack==3.0.0
hsluv @ file:///home/conda/feedstock_root/build_artifacts/hsluv_1614057510686/work
html5lib==1.1
http3==0.6.7
huggingface-hub @ file:///home/conda/feedstock_root/build_artifacts/huggingface_hub_1641988520462/work
hyperframe==5.2.0
hyperlink==21.0.0
idna==3.4
imageio @ file:///home/conda/feedstock_root/build_artifacts/imageio_1594044661732/work
imagesize @ file:///tmp/build/80754af9/imagesize_1637939814114/work
importlib-metadata @ file:///C:/ci/importlib-metadata_1638543108096/work
importlib-resources==6.0.1
imutils==0.5.4
incremental==22.10.0
inflection @ file:///home/conda/feedstock_root/build_artifacts/inflection_1598089801258/work
iniconfig @ file:///tmp/build/80754af9/iniconfig_1602780191262/work
interface-meta==1.3.0
intervaltree @ file:///tmp/build/80754af9/intervaltree_1598376443606/work
ipydatawidgets @ file:///home/conda/feedstock_root/build_artifacts/ipydatawidgets_1609929402090/work
ipykernel @ file:///C:/ci/ipykernel_1647000978151/work/dist/ipykernel-6.9.1-py3-none-any.whl
ipyleaflet @ file:///home/conda/feedstock_root/build_artifacts/ipyleaflet_1639075278024/work
ipympl @ file:///home/conda/feedstock_root/build_artifacts/ipympl_1645174282670/work
ipython @ file:///C:/ci/ipython_1646948643510/work
ipython_genutils==0.2.0
ipyvolume @ file:///home/conda/feedstock_root/build_artifacts/ipyvolume_1618924410810/work
ipyvue @ file:///home/conda/feedstock_root/build_artifacts/ipyvue_1635425457130/work
ipyvuetify @ file:///home/conda/feedstock_root/build_artifacts/ipyvuetify_1644248876173/work
ipywebrtc @ file:///home/conda/feedstock_root/build_artifacts/ipywebrtc_1617018267587/work
ipywidgets @ file:///tmp/build/80754af9/ipywidgets_1634143127070/work
iso3166==2.1.1
iso4217==1.11.20220401
isort @ file:///tmp/build/80754af9/isort_1628603791788/work
itemadapter==0.8.0
itemloaders==1.1.0
itsdangerous @ file:///tmp/build/80754af9/itsdangerous_1621432558163/work
jdcal==1.4.1
jedi @ file:///C:/ci/jedi_1598353661586/work
jellyfish @ file:///D:/bld/jellyfish_1641751695265/work
jieba3k @ file:///D:/bld/jieba3k_1636293213748/work
Jinja2 @ file:///opt/conda/conda-bld/jinja2_1647436528585/work
jmespath @ file:///home/conda/feedstock_root/build_artifacts/jmespath_1647416812516/work
joblib==1.3.1
json5 @ file:///tmp/build/80754af9/json5_1624432770122/work
jsonschema @ file:///C:/ci/jsonschema_1601490672432/work
jupyter==1.0.0
jupyter-client @ file:///opt/conda/conda-bld/jupyter_client_1643638337975/work
jupyter-console @ file:///opt/conda/conda-bld/jupyter_console_1647002188872/work
jupyter-contrib-core==0.3.3
jupyter-contrib-nbextensions @ file:///D:/bld/jupyter_contrib_nbextensions_1602805696229/work
jupyter-core @ file:///C:/ci/jupyter_core_1646976462809/work
jupyter-dash==0.4.1
jupyter-highlight-selected-word @ file:///D:/bld/jupyter_highlight_selected_word_1638383158909/work
jupyter-latex-envs @ file:///D:/bld/jupyter_latex_envs_1614809104175/work
jupyter-nbextensions-configurator @ file:///D:/bld/jupyter_nbextensions_configurator_1611341297787/work
jupyter-server @ file:///opt/conda/conda-bld/jupyter_server_1644494914632/work
jupyterlab @ file:///opt/conda/conda-bld/jupyterlab_1647445413472/work
jupyterlab-pygments @ file:///tmp/build/80754af9/jupyterlab_pygments_1601490720602/work
jupyterlab-server @ file:///opt/conda/conda-bld/jupyterlab_server_1644500396812/work
jupyterlab-widgets @ file:///tmp/build/80754af9/jupyterlab_widgets_1609884341231/work
kaleido==0.2.1
Keras-Applications==1.0.8
Keras-Preprocessing==1.1.2
keyring @ file:///C:/ci/keyring_1638531661481/work
kiwisolver @ file:///C:/ci/kiwisolver_1644962567532/work
koalas @ file:///home/conda/feedstock_root/build_artifacts/koalas_1634690075417/work
kombu @ file:///D:/bld/kombu_1646562331815/work
korean-lunar-calendar @ file:///home/conda/feedstock_root/build_artifacts/korean_lunar_calendar_1589354365811/work
langcodes @ file:///home/conda/feedstock_root/build_artifacts/langcodes_1636741340529/work
lazy-object-proxy @ file:///C:/ci/lazy-object-proxy_1616529307648/work
libarchive-c==2.9
linearmodels==4.31
llvmlite==0.37.0
locket @ file:///C:/ci/locket_1647006279754/work
Logbook==1.6.0
lru-dict==1.2.0
LunarCalendar==0.0.9
lxml==4.9.3
lz4 @ file:///C:/ci/lz4_1619516660854/work
Mako==1.2.4
Markdown==3.4.4
MarkupSafe==2.1.3
matplotlib==3.7.2
matplotlib-inline @ file:///tmp/build/80754af9/matplotlib-inline_1628242447089/work
mccabe==0.6.1
menuinst @ file:///C:/ci/menuinst_1631733428175/work
MetaTrader5==5.0.45
missingno==0.4.2
mistune==0.8.4
mkl-fft==1.3.0
mkl-random==1.1.0
mkl-service==2.3.0
mock @ file:///tmp/build/80754af9/mock_1607622725907/work
mockextras==1.0.2
modin @ file:///D:/bld/modin_1615928016565/work
more-itertools @ file:///tmp/build/80754af9/more-itertools_1637733554872/work
mpmath==1.2.1
msgpack @ file:///C:/ci/msgpack-python_1612287368835/work
multidict @ file:///C:/ci/multidict_1607362065515/work
multipledispatch==0.6.0
multiprocess @ file:///D:/bld/multiprocess_1635876102526/work
multitasking==0.0.11
munkres==1.1.4
murmurhash @ file:///D:/bld/murmurhash_1636019767292/work
mypy-extensions==0.4.3
nbclassic @ file:///opt/conda/conda-bld/nbclassic_1644943264176/work
nbclient @ file:///tmp/build/80754af9/nbclient_1645431659072/work
nbconvert @ file:///D:/bld/nbconvert_1647040776267/work
nbformat @ file:///tmp/build/80754af9/nbformat_1617383369282/work
nest-asyncio @ file:///tmp/build/80754af9/nest-asyncio_1613680548246/work
netCDF4==1.5.3
networkx @ file:///opt/conda/conda-bld/networkx_1647437648384/work
newspaper3k @ file:///D:/bld/newspaper3k_1602639957269/work
nltk @ file:///opt/conda/conda-bld/nltk_1645628263994/work
nose==1.3.7
notebook @ file:///C:/ci/notebook_1645002756862/work
numba @ file:///C:/ci/numba_1635186101448/work
numexpr @ file:///C:/ci/numexpr_1614798525447/work
numpy==1.21.0
numpydoc @ file:///opt/conda/conda-bld/numpydoc_1643788541039/work
oauthlib==3.2.2
olefile==0.46
openpyxl @ file:///tmp/build/80754af9/openpyxl_1632777717936/work
opt-einsum==3.3.0
osqp==0.6.3
outcome==1.2.0
packaging @ file:///tmp/build/80754af9/packaging_1637314298585/work
pandas==2.0.3
pandas-datareader==0.10.0
pandocfilters @ file:///opt/conda/conda-bld/pandocfilters_1643405455980/work
panel @ file:///home/conda/feedstock_root/build_artifacts/panel_1639076155277/work
param @ file:///home/conda/feedstock_root/build_artifacts/param_1634834173834/work
paramiko @ file:///opt/conda/conda-bld/paramiko_1640109032755/work
parse==1.19.0
parsel==1.8.1
parso==0.7.0
partd @ file:///opt/conda/conda-bld/partd_1647245470509/work
path @ file:///opt/conda/conda-bld/path_1641578212155/work
pathlib2 @ file:///C:/ci/pathlib2_1625585790401/work
pathos @ file:///home/conda/feedstock_root/build_artifacts/pathos_1623937754918/work
pathspec==0.7.0
pathtools==0.1.2
pathy @ file:///home/conda/feedstock_root/build_artifacts/pathy_1635227809952/work
patsy==0.5.3
pdfkit==1.0.0
pdfminer.six==20211012
pep8==1.7.1
pexpect==4.8.0
pickleshare==0.7.5
Pillow==7.2.0
pkginfo @ file:///tmp/build/80754af9/pkginfo_1643162084911/work
platformdirs @ file:///tmp/build/80754af9/platformdirs_1638968569495/work
plotly @ file:///home/conda/feedstock_root/build_artifacts/plotly_1644503417459/work
pluggy @ file:///C:/ci/pluggy_1633697237830/work
ply==3.11
pox @ file:///home/conda/feedstock_root/build_artifacts/pox_1623773830989/work
ppft @ file:///home/conda/feedstock_root/build_artifacts/ppft_1623774454681/work
ppscore @ file:///home/conda/feedstock_root/build_artifacts/ppscore_1610419476864/work
preshed @ file:///D:/bld/preshed_1636077851980/work
progressbar==2.5
progressbar2 @ file:///home/conda/feedstock_root/build_artifacts/progressbar2_1643742461370/work
prometheus-client @ file:///opt/conda/conda-bld/prometheus_client_1643788673601/work
prompt-toolkit @ file:///tmp/build/80754af9/prompt-toolkit_1633440160888/work
property-cached==1.6.4
Protego==0.3.0
protobuf==3.20.3
psutil @ file:///C:/ci/psutil_1612298324802/work
ptyprocess @ file:///home/conda/feedstock_root/build_artifacts/ptyprocess_1609419310487/work/dist/ptyprocess-0.7.0-py2.py3-none-any.whl
pure-eval @ file:///opt/conda/conda-bld/pure_eval_1646925070566/work
py @ file:///opt/conda/conda-bld/py_1644396412707/work
py-cpuinfo==9.0.0
py4j @ file:///home/conda/feedstock_root/build_artifacts/py4j_1639545792025/work
pyarrow==7.0.0
pyasn1==0.5.0
pyasn1-modules==0.3.0
pycodestyle==2.6.0
pycosat==0.6.3
pycparser @ file:///tmp/build/80754af9/pycparser_1636541352034/work
pyct @ file:///C:/ci/pyct_1600458386426/work
pycurl==7.44.1
pydantic @ file:///D:/bld/pydantic_1636021198197/work
PyDispatcher==2.0.7
pydocstyle @ file:///tmp/build/80754af9/pydocstyle_1621600989141/work
pydub==0.25.1
pyee==8.2.2
pyemd @ file:///D:/bld/pyemd_1636478530592/work
pyflakes==2.2.0
pyfolio==0.9.2
Pygments @ file:///opt/conda/conda-bld/pygments_1644249106324/work
pyhdfe==0.2.0
PyJWT==1.7.1
pykalman==0.9.5
pyLDAvis @ file:///home/conda/feedstock_root/build_artifacts/pyldavis_1616598811607/work
pylint @ file:///C:/ci/pylint_1639650750934/work
pyls-black @ file:///tmp/build/80754af9/pyls-black_1607553132291/work
pyls-spyder @ file:///tmp/build/80754af9/pyls-spyder_1613849700860/work
pyluach==2.2.0
PyMeeus @ file:///tmp/build/80754af9/pymeeus_1634069098549/work
pymongo==4.0.2
PyNaCl @ file:///C:/ci/pynacl_1595000047588/work
pyodbc @ file:///C:/ci/pyodbc_1647426060948/work
pyOpenSSL @ file:///opt/conda/conda-bld/pyopenssl_1643788558760/work
pyparsing @ file:///tmp/build/80754af9/pyparsing_1635766073266/work
pyphen @ file:///home/conda/feedstock_root/build_artifacts/pyphen_1640641668581/work
pyportfolioopt==1.5.5
pyppeteer==1.0.2
pyproj @ file:///D:/bld/pyproj_1646811431781/work
PyQt5==5.12.3
PyQt5_sip==4.19.18
PyQtChart==5.12
PyQtWebEngine==5.12.1
pyquery==1.4.3
pyreadline==2.1
pyrsistent @ file:///C:/ci/pyrsistent_1636111468851/work
PySocks==1.7.1
pyspark @ file:///home/conda/feedstock_root/build_artifacts/pyspark_1643189326666/work
pystan==2.19.1.1
pytesseract @ file:///home/conda/feedstock_root/build_artifacts/pytesseract_1647306555263/work
pytest==6.2.5
python-dateutil @ file:///tmp/build/80754af9/python-dateutil_1626374649649/work
python-docx==0.8.11
python-engineio==3.9.0
python-interface==1.6.1
python-jsonrpc-server @ file:///tmp/build/80754af9/python-jsonrpc-server_1600278539111/work
python-language-server @ file:///tmp/build/80754af9/python-language-server_1607972495879/work
python-snappy @ file:///D:/bld/python-snappy_1636127269385/work
python-socketio==4.4.0
python-utils @ file:///home/conda/feedstock_root/build_artifacts/python-utils_1642203277698/work
pythreejs @ file:///home/conda/feedstock_root/build_artifacts/pythreejs_1614691447028/work
pytz==2023.3
pytz-deprecation-shim==0.1.0.post0
pyviz-comms @ file:///home/conda/feedstock_root/build_artifacts/pyviz_comms_1625215435439/work
PyWavelets @ file:///C:/ci/pywavelets_1601658407916/work
pywin32==302
pywin32-ctypes==0.2.0
pywinpty @ file:///C:/ci_310/pywinpty_1644230983541/work/target/wheels/pywinpty-2.0.2-cp38-none-win_amd64.whl
PyYAML==6.0
pyzmq @ file:///C:/ci/pyzmq_1638435185959/work
QDarkStyle==2.8.1
qdldl==0.1.7.post0
QtAwesome @ file:///tmp/build/80754af9/qtawesome_1637160816833/work
qtconsole @ file:///opt/conda/conda-bld/qtconsole_1643819126524/work
QtPy @ file:///opt/conda/conda-bld/qtpy_1643087291789/work
Quandl==3.7.0
queuelib==1.6.2
ray==1.6.0
redis @ file:///home/conda/feedstock_root/build_artifacts/redis-py_1645010473018/work
regex @ file:///C:/ci/regex_1629302316714/work
requests==2.31.0
requests-async==0.6.2
requests-file @ file:///home/conda/feedstock_root/build_artifacts/requests-file_1591227832914/work
requests-html==0.10.0
requests-oauthlib==1.3.1
retrying==1.3.3
rfc3986 @ file:///home/conda/feedstock_root/build_artifacts/rfc3986_1620442452971/work
rich @ file:///home/conda/feedstock_root/build_artifacts/rich_1646937619122/work
rise==5.7.1
rope @ file:///opt/conda/conda-bld/rope_1643788605236/work
rsa==4.9
Rtree @ file:///C:/ci/rtree_1618421009405/work
ruamel-yaml-conda @ file:///C:/ci/ruamel_yaml_1616016967756/work
s3transfer @ file:///home/conda/feedstock_root/build_artifacts/s3transfer_1645745825648/work
sacremoses @ file:///home/conda/feedstock_root/build_artifacts/sacremoses_1647361442468/work
scikit-image==0.18.3
scikit-learn @ file:///C:/ci/scikit-learn_1642599125707/work
scipy==1.10.1
Scrapy==2.10.0
scs==3.2.3
seaborn==0.11.1
seasonal==0.3.1
selenium==4.11.2
Send2Trash @ file:///tmp/build/80754af9/send2trash_1632406701022/work
sentencepiece==0.1.96
service-identity==23.1.0
setproctitle @ file:///D:/bld/setproctitle_1610127780928/work
setuptools-git==1.2
setuptools-scm==7.1.0
sgmllib3k @ file:///home/conda/feedstock_root/build_artifacts/sgmllib3k_1600021450347/work
Shapely==1.8.0
shellingham @ file:///home/conda/feedstock_root/build_artifacts/shellingham_1612179560728/work
simplegeneric==0.8.1
singledispatch @ file:///tmp/build/80754af9/singledispatch_1629321204894/work
sip==4.19.25
six==1.15.0
sklearn==0.0
smart-open @ file:///home/conda/feedstock_root/build_artifacts/smart_open_1630238320325/work
sniffio @ file:///C:/ci/sniffio_1614030707456/work
snowballstemmer @ file:///tmp/build/80754af9/snowballstemmer_1637937080595/work
sortedcollections @ file:///tmp/build/80754af9/sortedcollections_1611172717284/work
sortedcontainers @ file:///tmp/build/80754af9/sortedcontainers_1623949099177/work
soupsieve==2.4.1
spacy @ file:///D:/bld/spacy_1644658342625/work
spacy-legacy @ file:///home/conda/feedstock_root/build_artifacts/spacy-legacy_1645713043381/work
spacy-loggers @ file:///home/conda/feedstock_root/build_artifacts/spacy-loggers_1634809367310/work
SpeechRecognition==3.10.0
Sphinx @ file:///tmp/build/80754af9/sphinx_1616268783226/work
sphinxcontrib-applehelp==1.0.2
sphinxcontrib-devhelp==1.0.2
sphinxcontrib-htmlhelp @ file:///tmp/build/80754af9/sphinxcontrib-htmlhelp_1623945626792/work
sphinxcontrib-jsmath==1.0.1
sphinxcontrib-qthelp==1.0.3
sphinxcontrib-serializinghtml @ file:///tmp/build/80754af9/sphinxcontrib-serializinghtml_1624451540180/work
sphinxcontrib-websupport @ file:///tmp/build/80754af9/sphinxcontrib-websupport_1597081412696/work
spyder @ file:///C:/ci/spyder_1616776239898/work
spyder-kernels @ file:///C:/ci/spyder-kernels_1614030842607/work
SQLAlchemy==2.0.19
squarify==0.4.3
srsly @ file:///D:/bld/srsly_1638879736505/work
stack-data @ file:///opt/conda/conda-bld/stack_data_1646927590127/work
starlette @ file:///home/conda/feedstock_root/build_artifacts/starlette-recipe_1641778727195/work
statsmodels==0.14.0
streamz @ file:///home/conda/feedstock_root/build_artifacts/streamz_1633363454258/work
strsimpy @ file:///home/conda/feedstock_root/build_artifacts/strsimpy_1602624469551/work
sympy @ file:///C:/ci/sympy_1635237204453/work
ta==0.10.2
TA-Lib @ file:///D:/bld/ta-lib_1637267093594/work
tables==3.8.0
tabula-py @ file:///C:/ci/tabula-py_1637055935735/work
tabulate @ file:///home/conda/feedstock_root/build_artifacts/tabulate_1614001031686/work
tblib @ file:///tmp/build/80754af9/tblib_1597928476713/work
tenacity @ file:///home/conda/feedstock_root/build_artifacts/tenacity_1626090218611/work
tensorboard @ file:///tmp/build/80754af9/tensorboard_1633093581375/work/tensorboard-2.6.0-py3-none-any.whl
tensorboard-data-server @ file:///C:/ci/tensorboard-data-server_1633035228378/work/tensorboard_data_server-0.6.0-py3-none-any.whl
tensorboard-plugin-wit==1.8.1
tensorflow==2.3.0
tensorflow-estimator @ file:///home/builder/adipietro/tf/tensorflow-estimator_1630508970172/work/tensorflow_estimator-2.6.0-py2.py3-none-any.whl
termcolor==1.1.0
terminado @ file:///C:/ci/terminado_1644322757089/work
testpath @ file:///tmp/build/80754af9/testpath_1624638946665/work
textacy==0.10.0
textblob==0.15.3
textdistance @ file:///tmp/build/80754af9/textdistance_1612461398012/work
thinc @ file:///D:/bld/thinc_1638980369428/work
threadpoolctl==3.2.0
three-merge @ file:///tmp/build/80754af9/three-merge_1607553261110/work
tifffile==2020.10.1
tldextract @ file:///home/conda/feedstock_root/build_artifacts/tldextract_1645411981621/work
tokenizers @ file:///D:/bld/tokenizers_1632285922127/work
toml @ file:///tmp/build/80754af9/toml_1616166611790/work
tomli==2.0.1
toolz @ file:///tmp/build/80754af9/toolz_1636545406491/work
torch==1.11.0
torchvision==0.12.0
tornado @ file:///C:/ci/tornado_1606942392901/work
tqdm @ file:///opt/conda/conda-bld/tqdm_1647339053476/work
traitlets @ file:///tmp/build/80754af9/traitlets_1636710298902/work
traittypes @ file:///home/conda/feedstock_root/build_artifacts/traittypes_1600843364635/work
transformers @ file:///home/conda/feedstock_root/build_artifacts/transformers_1643665047793/work
trio==0.22.2
trio-websocket==0.10.3
Twisted==22.10.0
twisted-iocpsupport==1.0.4
twython==3.9.1
typed-ast @ file:///C:/ci/typed-ast_1624953785070/work
typer @ file:///home/conda/feedstock_root/build_artifacts/typer_1630326630489/work
typing_extensions==4.7.1
tzdata==2022.1
tzlocal==4.1
ujson @ file:///C:/ci/ujson_1611241570789/work
unicodecsv==0.14.1
urllib3 @ file:///opt/conda/conda-bld/urllib3_1643638302206/work
vaderSentiment==3.3.2
vaex-astro @ file:///home/conda/feedstock_root/build_artifacts/vaex-astro_1631339901381/work
vaex-core @ file:///D:/bld/vaex-core_1639773909708/work
vaex-hdf5 @ file:///home/conda/feedstock_root/build_artifacts/vaex-hdf5_1640686607215/work
vaex-jupyter @ file:///home/conda/feedstock_root/build_artifacts/vaex-jupyter_1640686696974/work
vaex-ml @ file:///home/conda/feedstock_root/build_artifacts/vaex-ml_1640688153658/work
vaex-server @ file:///home/conda/feedstock_root/build_artifacts/vaex-server_1644306057562/work
vaex-viz @ file:///home/conda/feedstock_root/build_artifacts/vaex-viz_1640688182221/work
vine @ file:///home/conda/feedstock_root/build_artifacts/vine_1604930048994/work
vispy @ file:///D:/bld/vispy_1644029990752/work
voila @ file:///home/conda/feedstock_root/build_artifacts/voila_1647001037282/work
w3lib==1.22.0
wasabi @ file:///home/conda/feedstock_root/build_artifacts/wasabi_1638865582891/work
watchdog @ file:///C:/ci/watchdog_1612471251191/work
wcwidth @ file:///tmp/build/80754af9/wcwidth_1593447189090/work
webencodings==0.5.1
websocket-client @ file:///C:/ci/websocket-client_1614804473297/work
websockets @ file:///D:/bld/websockets_1645531210500/work
Werkzeug==2.3.6
widgetsnbextension @ file:///C:/ci/widgetsnbextension_1645009558218/work
win-inet-pton==1.1.0
win-unicode-console==0.5
wincertstore==0.2
wordcloud==1.8.1
wrapt==1.12.1
wsproto==1.2.0
xarray @ file:///home/conda/feedstock_root/build_artifacts/xarray_1646254587173/work
xlrd @ file:///tmp/build/80754af9/xlrd_1608072521494/work
XlsxWriter @ file:///tmp/build/80754af9/xlsxwriter_1636633762820/work
xlwings==0.23.0
xlwt==1.3.0
xyzservices @ file:///home/conda/feedstock_root/build_artifacts/xyzservices_1646849493349/work
yapf @ file:///tmp/build/80754af9/yapf_1615749224965/work
yarl @ file:///C:/ci/yarl_1606940076464/work
yellowbrick==1.5
yfinance==0.2.27
zict==2.0.0
zipline-reloaded==3.0.3
zipp @ file:///opt/conda/conda-bld/zipp_1641824620731/work
zope.event==4.5.0
zope.interface==6.0
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