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GitHub / yesteryearer / Praelexis-Technical-Assessment
An assessment exercise employed by the Praelexis Recruitement Team for the data scientist role. The task is to build a simple model using the PyMC package on the Twitter Airline Sentiment dataset.
Stars: 0
Forks: 0
Open Issues: 0
License: None
Language: Jupyter Notebook
Repo Size: 8.81 MB
Dependencies:
363
Created: 4 months ago
Updated: about 2 months ago
Last pushed: 4 months ago
Last synced: about 2 months ago
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Dependencies
requirements.txt
pypi
- arviz =0.17.0=pyhd8ed1ab_0
- atk-1.0 =2.38.0=hd4edc92_1
- binutils_impl_linux-64 =2.40=hf600244_0
- binutils_linux-64 =2.40=hbdbef99_2
- blas =2.120=openblas
- blas-devel =3.9.0=20_linux64_openblas
- brotli =1.1.0=hd590300_1
- brotli-bin =1.1.0=hd590300_1
- bzip2 =1.0.8=hd590300_5
- c-ares =1.25.0=hd590300_0
- ca-certificates =2023.11.17=hbcca054_0
- cached-property =1.5.2=hd8ed1ab_1
- cached_property =1.5.2=pyha770c72_1
- cachetools =5.3.2=pyhd8ed1ab_0
- cairo =1.18.0=h3faef2a_0
- certifi =2023.11.17=pyhd8ed1ab_0
- cloudpickle =3.0.0=pyhd8ed1ab_0
- cons =0.4.6=pyhd8ed1ab_0
- contourpy =1.2.0=py311h9547e67_0
- cycler =0.12.1=pyhd8ed1ab_0
- etuples =0.3.9=pyhd8ed1ab_0
- expat =2.5.0=hcb278e6_1
- fastprogress =1.0.3=pyhd8ed1ab_0
- filelock =3.13.1=pyhd8ed1ab_0
- font-ttf-dejavu-sans-mono =2.37=hab24e00_0
- font-ttf-inconsolata =3.000=h77eed37_0
- font-ttf-source-code-pro =2.038=h77eed37_0
- font-ttf-ubuntu =0.83=h77eed37_1
- fontconfig =2.14.2=h14ed4e7_0
- fonts-conda-ecosystem =1=0
- fonts-conda-forge =1=0
- fonttools =4.47.2=py311h459d7ec_0
- freetype =2.12.1=h267a509_2
- fribidi =1.0.10=h36c2ea0_0
- gcc =12.3.0=h8d2909c_2
- gcc_impl_linux-64 =12.3.0=he2b93b0_3
- gcc_linux-64 =12.3.0=h76fc315_2
- gdk-pixbuf =2.42.10=h829c605_4
- gettext =0.21.1=h27087fc_0
- giflib =5.2.1=h0b41bf4_3
- graphite2 =1.3.13=h58526e2_1001
- graphviz =9.0.0=h78e8752_1
- gtk2 =2.24.33=h7f000aa_3
- gts =0.7.6=h977cf35_4
- gxx =12.3.0=h8d2909c_2
- gxx_impl_linux-64 =12.3.0=he2b93b0_3
- gxx_linux-64 =12.3.0=h8a814eb_2
- h5netcdf =1.3.0=pyhd8ed1ab_0
- h5py =3.10.0=nompi_py311hebc2b07_101
- harfbuzz =8.3.0=h3d44ed6_0
- hdf5 =1.14.3=nompi_h4f84152_100
- icu =73.2=h59595ed_0
- kernel-headers_linux-64 =2.6.32=he073ed8_16
- keyutils =1.6.1=h166bdaf_0
- kiwisolver =1.4.5=py311h9547e67_1
- krb5 =1.21.2=h659d440_0
- lcms2 =2.16=hb7c19ff_0
- ld_impl_linux-64 =2.40=h41732ed_0
- lerc =4.0.0=h27087fc_0
- libaec =1.1.2=h59595ed_1
- libblas =3.9.0=20_linux64_openblas
- libbrotlicommon =1.1.0=hd590300_1
- libbrotlidec =1.1.0=hd590300_1
- libbrotlienc =1.1.0=hd590300_1
- libcblas =3.9.0=20_linux64_openblas
- libcurl =8.5.0=hca28451_0
- libdeflate =1.19=hd590300_0
- libedit =3.1.20191231=he28a2e2_2
- libev =4.33=hd590300_2
- libexpat =2.5.0=hcb278e6_1
- libffi =3.4.2=h7f98852_5
- libgcc-devel_linux-64 =12.3.0=h8bca6fd_103
- libgcc-ng =13.2.0=h807b86a_3
- libgd =2.3.3=h119a65a_9
- libgfortran-ng =13.2.0=h69a702a_3
- libgfortran5 =13.2.0=ha4646dd_3
- libglib =2.78.3=h783c2da_0
- libgomp =13.2.0=h807b86a_3
- libhwloc =2.9.3=default_h554bfaf_1009
- libiconv =1.17=hd590300_2
- libjpeg-turbo =3.0.0=hd590300_1
- liblapack =3.9.0=20_linux64_openblas
- liblapacke =3.9.0=20_linux64_openblas
- libnghttp2 =1.58.0=h47da74e_1
- libnsl =2.0.1=hd590300_0
- libopenblas =0.3.25=pthreads_h413a1c8_0
- libpng =1.6.39=h753d276_0
- librsvg =2.56.3=he3f83f7_1
- libsanitizer =12.3.0=h0f45ef3_3
- libsqlite =3.44.2=h2797004_0
- libssh2 =1.11.0=h0841786_0
- libstdcxx-devel_linux-64 =12.3.0=h8bca6fd_103
- libstdcxx-ng =13.2.0=h7e041cc_3
- libtiff =4.6.0=ha9c0a0a_2
- libuuid =2.38.1=h0b41bf4_0
- libwebp =1.3.2=h658648e_1
- libwebp-base =1.3.2=hd590300_0
- libxcb =1.15=h0b41bf4_0
- libxcrypt =4.4.36=hd590300_1
- libxml2 =2.12.4=h232c23b_1
- libzlib =1.2.13=hd590300_5
- llvm-openmp =17.0.6=h4dfa4b3_0
- logical-unification =0.4.6=pyhd8ed1ab_0
- matplotlib-base =3.8.2=py311h54ef318_0
- minikanren =1.0.3=pyhd8ed1ab_0
- mkl =2023.2.0=h84fe81f_50496
- mkl-service =2.4.0=py311h6c4e854_1
- multipledispatch =0.6.0=py_0
- munkres =1.1.4=pyh9f0ad1d_0
- ncurses =6.4=h59595ed_2
- numpy =1.26.3=py311h64a7726_0
- openblas =0.3.25=pthreads_h7a3da1a_0
- openjpeg =2.5.0=h488ebb8_3
- openssl =3.2.0=hd590300_1
- packaging =23.2=pyhd8ed1ab_0
- pandas =2.2.0=py311h320fe9a_0
- pango =1.50.14=ha41ecd1_2
- pcre2 =10.42=hcad00b1_0
- pillow =10.2.0=py311ha6c5da5_0
- pip =23.3.2=pyhd8ed1ab_0
- pixman =0.43.0=h59595ed_0
- pthread-stubs =0.4=h36c2ea0_1001
- pymc =5.10.3=hd8ed1ab_0
- pymc-base =5.10.3=pyhd8ed1ab_0
- pyparsing =3.1.1=pyhd8ed1ab_0
- pytensor =2.18.6=py311hb755f60_0
- pytensor-base =2.18.6=py311h320fe9a_0
- python =3.11.7=hab00c5b_1_cpython
- python-dateutil =2.8.2=pyhd8ed1ab_0
- python-graphviz =0.20.1=pyh22cad53_0
- python-tzdata =2023.4=pyhd8ed1ab_0
- python_abi =3.11=4_cp311
- pytz =2023.3.post1=pyhd8ed1ab_0
- readline =8.2=h8228510_1
- scipy =1.11.4=py311h64a7726_0
- setuptools =69.0.3=pyhd8ed1ab_0
- six =1.16.0=pyh6c4a22f_0
- sysroot_linux-64 =2.12=he073ed8_16
- tbb =2021.11.0=h00ab1b0_0
- tk =8.6.13=noxft_h4845f30_101
- toolz =0.12.0=pyhd8ed1ab_0
- typing-extensions =4.9.0=hd8ed1ab_0
- typing_extensions =4.9.0=pyha770c72_0
- tzdata =2023d=h0c530f3_0
- wheel =0.42.0=pyhd8ed1ab_0
- xarray =2024.1.0=pyhd8ed1ab_0
- xarray-einstats =0.7.0=pyhd8ed1ab_0
- xorg-kbproto =1.0.7=h7f98852_1002
- xorg-libice =1.1.1=hd590300_0
- xorg-libsm =1.2.4=h7391055_0
- xorg-libx11 =1.8.7=h8ee46fc_0
- xorg-libxau =1.0.11=hd590300_0
- xorg-libxdmcp =1.1.3=h7f98852_0
- xorg-libxext =1.3.4=h0b41bf4_2
- xorg-libxrender =0.9.11=hd590300_0
- xorg-renderproto =0.11.1=h7f98852_1002
- xorg-xextproto =7.3.0=h0b41bf4_1003
- xorg-xproto =7.0.31=h7f98852_1007
- xz =5.2.6=h166bdaf_0
- zlib =1.2.13=hd590300_5
- zstd =1.5.5=hfc55251_0
environment.yml
conda
- _libgcc_mutex 0.1
- _openmp_mutex 4.5
- arviz 0.17.0
- asttokens 2.4.1
- atk-1.0 2.38.0
- binutils_impl_linux-64 2.40
- binutils_linux-64 2.40
- blas 2.120
- blas-devel 3.9.0
- brotli 1.1.0
- brotli-bin 1.1.0
- bzip2 1.0.8
- c-ares 1.25.0
- ca-certificates 2023.11.17
- cached-property 1.5.2
- cached_property 1.5.2
- cachetools 5.3.2
- cairo 1.18.0
- certifi 2023.11.17
- cloudpickle 3.0.0
- comm 0.2.1
- cons 0.4.6
- contourpy 1.2.0
- cycler 0.12.1
- debugpy 1.8.0
- decorator 5.1.1
- etuples 0.3.9
- exceptiongroup 1.2.0
- executing 2.0.1
- expat 2.5.0
- fastprogress 1.0.3
- filelock 3.13.1
- font-ttf-dejavu-sans-mono 2.37
- font-ttf-inconsolata 3.000
- font-ttf-source-code-pro 2.038
- font-ttf-ubuntu 0.83
- fontconfig 2.14.2
- fonts-conda-ecosystem 1
- fonts-conda-forge 1
- fonttools 4.47.2
- freetype 2.12.1
- fribidi 1.0.10
- gcc 12.3.0
- gcc_impl_linux-64 12.3.0
- gcc_linux-64 12.3.0
- gdk-pixbuf 2.42.10
- gettext 0.21.1
- giflib 5.2.1
- graphite2 1.3.13
- graphviz 9.0.0
- gtk2 2.24.33
- gts 0.7.6
- gxx 12.3.0
- gxx_impl_linux-64 12.3.0
- gxx_linux-64 12.3.0
- h5netcdf 1.3.0
- h5py 3.10.0
- harfbuzz 8.3.0
- hdf5 1.14.3
- icu 73.2
- importlib-metadata 7.0.1
- importlib_metadata 7.0.1
- ipykernel 6.29.0
- ipython 8.20.0
- jedi 0.19.1
- joblib 1.3.2
- jupyter_client 8.6.0
- jupyter_core 5.7.1
- kernel-headers_linux-64 2.6.32
- keyutils 1.6.1
- kiwisolver 1.4.5
- krb5 1.21.2
- lcms2 2.16
- ld_impl_linux-64 2.40
- lerc 4.0.0
- libaec 1.1.2
- libblas 3.9.0
- libbrotlicommon 1.1.0
- libbrotlidec 1.1.0
- libbrotlienc 1.1.0
- libcblas 3.9.0
- libcurl 8.5.0
- libdeflate 1.19
- libedit 3.1.20191231
- libev 4.33
- libexpat 2.5.0
- libffi 3.4.2
- libgcc-devel_linux-64 12.3.0
- libgcc-ng 13.2.0
- libgd 2.3.3
- libgfortran-ng 13.2.0
- libgfortran5 13.2.0
- libglib 2.78.3
- libgomp 13.2.0
- libhwloc 2.9.3
- libiconv 1.17
- libjpeg-turbo 3.0.0
- liblapack 3.9.0
- liblapacke 3.9.0
- libnghttp2 1.58.0
- libnsl 2.0.1
- libopenblas 0.3.25
- libpng 1.6.39
- librsvg 2.56.3
- libsanitizer 12.3.0
- libsodium 1.0.18
- libsqlite 3.44.2
- libssh2 1.11.0
- libstdcxx-devel_linux-64 12.3.0
- libstdcxx-ng 13.2.0
- libtiff 4.6.0
- libuuid 2.38.1
- libwebp 1.3.2
- libwebp-base 1.3.2
- libxcb 1.15
- libxcrypt 4.4.36
- libxml2 2.12.4
- libzlib 1.2.13
- llvm-openmp 17.0.6
- logical-unification 0.4.6
- matplotlib-base 3.8.2
- matplotlib-inline 0.1.6
- minikanren 1.0.3
- mkl 2023.2.0
- mkl-service 2.4.0
- multipledispatch 0.6.0
- munkres 1.1.4
- ncurses 6.4
- nest-asyncio 1.5.9
- numpy 1.26.3
- openblas 0.3.25
- openjpeg 2.5.0
- openssl 3.2.0
- packaging 23.2
- pandas 2.2.0
- pango 1.50.14
- parso 0.8.3
- patsy 0.5.6
- pcre2 10.42
- pexpect 4.8.0
- pickleshare 0.7.5
- pillow 10.2.0
- pip 23.3.2
- pixman 0.43.0
- platformdirs 4.1.0
- prompt-toolkit 3.0.42
- psutil 5.9.8
- pthread-stubs 0.4
- ptyprocess 0.7.0
- pure_eval 0.2.2
- pygments 2.17.2
- pymc 5.10.3
- pymc-base 5.10.3
- pyparsing 3.1.1
- pytensor 2.18.6
- pytensor-base 2.18.6
- python 3.11.7
- python-dateutil 2.8.2
- python-graphviz 0.20.1
- python-tzdata 2023.4
- python_abi 3.11
- pytz 2023.3.post1
- pyzmq 25.1.2
- readline 8.2
- scikit-learn 1.4.0
- scipy 1.11.4
- seaborn 0.13.1
- seaborn-base 0.13.1
- setuptools 69.0.3
- six 1.16.0
- stack_data 0.6.2
- statsmodels 0.14.1
- sysroot_linux-64 2.12
- tbb 2021.11.0
- threadpoolctl 3.2.0
- tk 8.6.13
- toolz 0.12.0
- tornado 6.3.3
- traitlets 5.14.1
- typing-extensions 4.9.0
- typing_extensions 4.9.0
- tzdata 2023d
- wcwidth 0.2.13
- wheel 0.42.0
- xarray 2024.1.0
- xarray-einstats 0.7.0
- xorg-kbproto 1.0.7
- xorg-libice 1.1.1
- xorg-libsm 1.2.4
- xorg-libx11 1.8.7
- xorg-libxau 1.0.11
- xorg-libxdmcp 1.1.3
- xorg-libxext 1.3.4
- xorg-libxrender 0.9.11
- xorg-renderproto 0.11.1
- xorg-xextproto 7.3.0
- xorg-xproto 7.0.31
- xz 5.2.6
- zeromq 4.3.5
- zipp 3.17.0
- zlib 1.2.13
- zstd 1.5.5