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bugSomething isn't workingSomething isn't workingplot_modeltime_seriesTopics related to the time seriesTopics related to the time series
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Description
pycaret version checks
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I have checked that this issue has not already been reported here.
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I have confirmed this bug exists on the latest version of pycaret.
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I have confirmed this bug exists on the master branch of pycaret (pip install -U git+https://github.com/pycaret/pycaret.git@master).
Issue Description
Setup Time Series
exp = TSForecastingExperiment()
exp.setup(data=train, target='Close', fh=3, session_id = 123)
I have a df which looks like:
Date | Open | High | Low | Volume | CloseLag-1 |
---|---|---|---|---|---|
2023-05-17 | 171.710007 | 172.929993 | 170.419998 | 57951600.0 | 172.070007 |
2023-05-18 | 173.000000 | 175.240005 | 172.580002 | 65308000.0 | 172.690002 |
2023-05-19 | 173.000000 | 176.240005 | 175.550003 | 5663667.0 | 175.050003 |
test train split
train = data.iloc[:int(len(data)+3)]
test = data.iloc[int(len(data))-3:].drop(columns=['Close'],axis=1)
Additional Information
exp.predict_model(final_best, fh = 3, X=test)
Works well as expected. Able to get prediction.
Reproducible Example
from pycaret.time_series import *
exp = TSForecastingExperiment()
exp.setup(data=train, target='Close', fh=3, session_id = 123)
exp.plot_model(final_best, plot='forecast', data_kwargs={'fh':3, 'X':test})
best = exp.compare_models()
final_best = exp.finalize_model(best)
exp.plot_model(final_best, plot='forecast', data_kwargs={'fh':3, 'X':test})
Expected Behavior
Plot Model with exogenous variables
Actual Results
---------------------------------------------------------------------------
KeyError Traceback (most recent call last)
[/usr/local/lib/python3.10/dist-packages/pandas/core/indexes/base.py](https://localhost:8080/#) in get_loc(self, key, method, tolerance)
3801 try:
-> 3802 return self._engine.get_loc(casted_key)
3803 except KeyError as err:
8 frames
pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()
pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()
KeyError: 0
The above exception was the direct cause of the following exception:
KeyError Traceback (most recent call last)
[/usr/local/lib/python3.10/dist-packages/pandas/core/indexes/base.py](https://localhost:8080/#) in get_loc(self, key, method, tolerance)
3802 return self._engine.get_loc(casted_key)
3803 except KeyError as err:
-> 3804 raise KeyError(key) from err
3805 except TypeError:
3806 # If we have a listlike key, _check_indexing_error will raise
KeyError: 0
Installed Versions
Package Version
----------------------------- --------------------
absl-py 1.4.0
alabaster 0.7.13
albumentations 1.2.1
altair 4.2.2
ansi2html 1.8.0
anyio 3.6.2
appdirs 1.4.4
argon2-cffi 21.3.0
argon2-cffi-bindings 21.2.0
array-record 0.2.0
arviz 0.15.1
astropy 5.2.2
astunparse 1.6.3
attrs 23.1.0
audioread 3.0.0
autograd 1.5
Babel 2.12.1
backcall 0.2.0
beautifulsoup4 4.11.2
bleach 6.0.0
blis 0.7.9
blosc2 2.0.0
bokeh 2.4.3
branca 0.6.0
build 0.10.0
CacheControl 0.12.11
cached-property 1.5.2
cachetools 5.3.0
catalogue 2.0.8
category-encoders 2.6.1
certifi 2022.12.7
cffi 1.15.1
chardet 4.0.0
charset-normalizer 2.0.12
chex 0.1.7
click 8.1.3
cloudpickle 2.2.1
cmake 3.25.2
cmdstanpy 1.1.0
colorcet 3.0.1
colorlover 0.3.0
community 1.0.0b1
confection 0.0.4
cons 0.4.5
contextlib2 0.6.0.post1
contourpy 1.0.7
convertdate 2.4.0
cryptography 40.0.2
cufflinks 0.17.3
cvxopt 1.3.0
cvxpy 1.3.1
cycler 0.11.0
cymem 2.0.7
Cython 0.29.34
dash 2.9.3
dash-core-components 2.0.0
dash-html-components 2.0.0
dash-table 5.0.0
dask 2022.12.1
datascience 0.17.6
db-dtypes 1.1.1
dbus-python 1.2.16
debugpy 1.6.6
decorator 4.4.2
defusedxml 0.7.1
Deprecated 1.2.13
deprecation 2.1.0
distributed 2022.12.1
dlib 19.24.1
dm-tree 0.1.8
docutils 0.16
dopamine-rl 4.0.6
duckdb 0.7.1
earthengine-api 0.1.350
easydict 1.10
ecos 2.0.12
editdistance 0.6.2
en-core-web-sm 3.5.0
entrypoints 0.4
ephem 4.1.4
et-xmlfile 1.1.0
etils 1.2.0
etuples 0.3.8
exceptiongroup 1.1.1
fastai 2.7.12
fastcore 1.5.29
fastdownload 0.0.7
fastjsonschema 2.16.3
fastprogress 1.0.3
fastrlock 0.8.1
filelock 3.12.0
firebase-admin 5.3.0
Flask 2.2.4
flatbuffers 23.3.3
flax 0.6.9
folium 0.14.0
fonttools 4.39.3
frozendict 2.3.7
fsspec 2023.4.0
future 0.18.3
gast 0.4.0
GDAL 3.3.2
gdown 4.6.6
gensim 4.3.1
geographiclib 2.0
geopy 2.3.0
gin-config 0.5.0
glob2 0.7
google 2.0.3
google-api-core 2.11.0
google-api-python-client 2.84.0
google-auth 2.17.3
google-auth-httplib2 0.1.0
google-auth-oauthlib 1.0.0
google-cloud-bigquery 3.9.0
google-cloud-bigquery-storage 2.19.1
google-cloud-core 2.3.2
google-cloud-datastore 2.15.1
google-cloud-firestore 2.11.0
google-cloud-language 2.9.1
google-cloud-storage 2.8.0
google-cloud-translate 3.11.1
google-colab 1.0.0
google-crc32c 1.5.0
google-pasta 0.2.0
google-resumable-media 2.5.0
googleapis-common-protos 1.59.0
googledrivedownloader 0.4
graphviz 0.20.1
greenlet 2.0.2
grpcio 1.54.0
grpcio-status 1.48.2
gspread 3.4.2
gspread-dataframe 3.0.8
gym 0.25.2
gym-notices 0.0.8
h5netcdf 1.1.0
h5py 3.8.0
hijri-converter 2.3.1
holidays 0.23
holoviews 1.15.4
html5lib 1.1
httpimport 1.3.0
httplib2 0.21.0
humanize 4.6.0
hyperopt 0.2.7
idna 3.4
imageio 2.25.1
imageio-ffmpeg 0.4.8
imagesize 1.4.1
imbalanced-learn 0.10.1
imgaug 0.4.0
importlib-metadata 6.6.0
importlib-resources 5.12.0
imutils 0.5.4
inflect 6.0.4
iniconfig 2.0.0
intel-openmp 2023.1.0
ipykernel 5.5.6
ipython 7.34.0
ipython-genutils 0.2.0
ipython-sql 0.4.1
ipywidgets 7.7.1
itsdangerous 2.1.2
jax 0.4.8
jaxlib 0.4.7+cuda11.cudnn86
jedi 0.18.2
jieba 0.42.1
Jinja2 3.1.2
joblib 1.2.0
jsonpickle 3.0.1
jsonschema 4.3.3
jupyter-client 6.1.12
jupyter-console 6.1.0
jupyter_core 5.3.0
jupyter-dash 0.4.2
jupyter-server 1.24.0
jupyterlab-pygments 0.2.2
jupyterlab-widgets 3.0.7
kaggle 1.5.13
kaleido 0.2.1
keras 2.12.0
kiwisolver 1.4.4
korean-lunar-calendar 0.3.1
langcodes 3.3.0
lazy_loader 0.2
libclang 16.0.0
librosa 0.10.0.post2
lightgbm 3.3.5
lit 16.0.5
llvmlite 0.39.1
locket 1.0.0
logical-unification 0.4.5
LunarCalendar 0.0.9
lxml 4.9.2
Markdown 3.4.3
markdown-it-py 2.2.0
MarkupSafe 2.1.2
matplotlib 3.7.1
matplotlib-inline 0.1.6
matplotlib-venn 0.11.9
mdurl 0.1.2
miniKanren 1.0.3
missingno 0.5.2
mistune 0.8.4
mizani 0.8.1
mkl 2019.0
ml-dtypes 0.1.0
mlxtend 0.14.0
more-itertools 9.1.0
moviepy 1.0.3
mpmath 1.3.0
msgpack 1.0.5
multipledispatch 0.6.0
multitasking 0.0.11
murmurhash 1.0.9
music21 8.1.0
natsort 8.3.1
nbclient 0.7.4
nbconvert 6.5.4
nbformat 5.8.0
nest-asyncio 1.5.6
networkx 3.1
nibabel 3.0.2
nltk 3.8.1
notebook 6.4.8
numba 0.56.4
numexpr 2.8.4
numpy 1.22.4
oauth2client 4.1.3
oauthlib 3.2.2
opencv-contrib-python 4.7.0.72
opencv-python 4.7.0.72
opencv-python-headless 4.7.0.72
openpyxl 3.0.10
opt-einsum 3.3.0
optax 0.1.5
orbax-checkpoint 0.2.1
orjson 3.8.12
osqp 0.6.2.post8
packaging 23.1
palettable 3.3.3
pandas 1.5.3
pandas-datareader 0.10.0
pandas-gbq 0.17.9
pandocfilters 1.5.0
panel 0.14.4
param 1.13.0
parso 0.8.3
partd 1.4.0
pathlib 1.0.1
pathy 0.10.1
patsy 0.5.3
pexpect 4.8.0
pickleshare 0.7.5
Pillow 8.4.0
pip 23.1.2
pip-tools 6.13.0
platformdirs 3.3.0
plotly 5.13.1
plotly-resampler 0.8.3.2
plotnine 0.10.1
pluggy 1.0.0
pmdarima 2.0.3
polars 0.17.3
pooch 1.6.0
portpicker 1.3.9
prefetch-generator 1.0.3
preshed 3.0.8
prettytable 0.7.2
proglog 0.1.10
progressbar2 4.2.0
prometheus-client 0.16.0
promise 2.3
prompt-toolkit 3.0.38
prophet 1.1.2
proto-plus 1.22.2
protobuf 3.20.3
psutil 5.9.5
psycopg2 2.9.6
ptyprocess 0.7.0
py-cpuinfo 9.0.0
py4j 0.10.9.7
pyarrow 9.0.0
pyasn1 0.5.0
pyasn1-modules 0.3.0
pycaret 3.0.2
pycocotools 2.0.6
pycparser 2.21
pyct 0.5.0
pydantic 1.10.7
pydata-google-auth 1.7.0
pydot 1.4.2
pydot-ng 2.0.0
pydotplus 2.0.2
PyDrive 1.3.1
pyerfa 2.0.0.3
pygame 2.3.0
Pygments 2.14.0
PyGObject 3.36.0
pymc 5.1.2
PyMeeus 0.5.12
pymystem3 0.2.0
pyod 1.0.9
PyOpenGL 3.1.6
pyparsing 3.0.9
pyproject_hooks 1.0.0
pyrsistent 0.19.3
PySocks 1.7.1
pytensor 2.10.1
pytest 7.2.2
python-apt 0.0.0
python-dateutil 2.8.2
python-louvain 0.16
python-slugify 8.0.1
python-utils 3.5.2
pytz 2022.7.1
pytz-deprecation-shim 0.1.0.post0
pyviz-comms 2.2.1
PyWavelets 1.4.1
PyYAML 6.0
pyzmq 23.2.1
qdldl 0.1.7
qudida 0.0.4
regex 2022.10.31
requests 2.27.1
requests-oauthlib 1.3.1
requests-unixsocket 0.2.0
requirements-parser 0.5.0
retrying 1.3.4
rich 13.3.4
rpy2 3.5.5
rsa 4.9
schemdraw 0.15
scikit-image 0.19.3
scikit-learn 1.2.2
scikit-plot 0.3.7
scipy 1.10.1
scs 3.2.3
seaborn 0.12.2
Send2Trash 1.8.0
setuptools 67.7.2
shapely 2.0.1
six 1.16.0
sklearn-pandas 2.2.0
sktime 0.17.0
smart-open 6.3.0
sniffio 1.3.0
snowballstemmer 2.2.0
sortedcontainers 2.4.0
soundfile 0.12.1
soupsieve 2.4.1
soxr 0.3.5
spacy 3.5.2
spacy-legacy 3.0.12
spacy-loggers 1.0.4
Sphinx 3.5.4
sphinxcontrib-applehelp 1.0.4
sphinxcontrib-devhelp 1.0.2
sphinxcontrib-htmlhelp 2.0.1
sphinxcontrib-jsmath 1.0.1
sphinxcontrib-qthelp 1.0.3
sphinxcontrib-serializinghtml 1.1.5
SQLAlchemy 2.0.10
sqlparse 0.4.4
srsly 2.4.6
statsmodels 0.13.5
sympy 1.11.1
tables 3.8.0
tabulate 0.8.10
tbats 1.1.3
tblib 1.7.0
tenacity 8.2.2
tensorboard 2.12.2
tensorboard-data-server 0.7.0
tensorboard-plugin-wit 1.8.1
tensorflow 2.12.0
tensorflow-datasets 4.9.2
tensorflow-estimator 2.12.0
tensorflow-gcs-config 2.12.0
tensorflow-hub 0.13.0
tensorflow-io-gcs-filesystem 0.32.0
tensorflow-metadata 1.13.1
tensorflow-probability 0.20.0
tensorstore 0.1.36
termcolor 2.3.0
terminado 0.17.1
text-unidecode 1.3
textblob 0.17.1
tf-slim 1.1.0
thinc 8.1.9
threadpoolctl 3.1.0
tifffile 2023.4.12
tinycss2 1.2.1
toml 0.10.2
tomli 2.0.1
toolz 0.12.0
torch 2.0.1+cu118
torchaudio 2.0.2+cu118
torchdata 0.6.1
torchsummary 1.5.1
torchtext 0.15.2
torchvision 0.15.2+cu118
tornado 6.3.1
tqdm 4.65.0
trace-updater 0.0.9.1
traitlets 5.7.1
triton 2.0.0
tweepy 4.13.0
typer 0.7.0
types-setuptools 67.7.0.2
typing_extensions 4.5.0
tzdata 2023.3
tzlocal 4.3
uritemplate 4.1.1
urllib3 1.26.15
vega-datasets 0.9.0
wasabi 1.1.1
wcwidth 0.2.6
webcolors 1.13
webencodings 0.5.1
websocket-client 1.5.1
Werkzeug 2.3.0
wheel 0.40.0
widgetsnbextension 3.6.4
wordcloud 1.8.2.2
wrapt 1.14.1
wurlitzer 3.0.3
xarray 2022.12.0
xarray-einstats 0.5.1
xgboost 1.7.5
xlrd 2.0.1
xxhash 3.2.0
yellowbrick 1.5
yfinance 0.2.18
zict 3.0.0
zipp 3.15.0
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bugSomething isn't workingSomething isn't workingplot_modeltime_seriesTopics related to the time seriesTopics related to the time series