From 5af0a722367b2c6e4f090a3403bb85c8e1e26097 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CBitaET?= <“bita.et@gmail.com”> Date: Thu, 8 Sep 2022 17:35:53 -0700 Subject: [PATCH 1/8] Assignment No.1 --- Assignment1.py | 0 README.md | 2 +- requirements.dev.txt | 84 ++++++------- requirements.in | 27 ++++- requirements.txt | 276 ++++++++++++++++++++++++++++++++++++++++++- 5 files changed, 340 insertions(+), 49 deletions(-) create mode 100644 Assignment1.py diff --git a/Assignment1.py b/Assignment1.py new file mode 100644 index 0000000..e69de29 diff --git a/README.md b/README.md index 3cd99cc..7867140 100644 --- a/README.md +++ b/README.md @@ -6,7 +6,7 @@ - You can run `./scripts/create-venv.sh` to generate one - `pip3 install --upgrade pip` - Install pip-tools `pip3 install pip-tools` -- Update dev requirements: `pip-compile --output-file=requirements.dev.txt requirements.dev.in --upgrade` +- Update dev requirement s: `pip-compile --output-file=requirements.dev.txt requirements.dev.in --upgrade` - Update requirements: `pip-compile --output-file=requirements.txt requirements.in --upgrade` - Install dev requirements `pip3 install -r requirements.dev.txt` - Install requirements `pip3 install -r requirements.txt` diff --git a/requirements.dev.txt b/requirements.dev.txt index e05a14b..0ddad30 100644 --- a/requirements.dev.txt +++ b/requirements.dev.txt @@ -1,11 +1,15 @@ # -# This file is autogenerated by pip-compile with python 3.8 +# This file is autogenerated by pip-compile with python 3.10 # To update, run: # # pip-compile --output-file=requirements.dev.txt requirements.dev.in # anyio==3.6.1 # via jupyter-server +appnope==0.1.3 + # via + # ipykernel + # ipython argon2-cffi==21.3.0 # via # jupyter-server @@ -13,9 +17,9 @@ argon2-cffi==21.3.0 # notebook argon2-cffi-bindings==21.2.0 # via argon2-cffi -asttokens==2.0.5 +asttokens==2.0.8 # via stack-data -attrs==21.4.0 +attrs==22.1.0 # via jsonschema babel==2.10.3 # via jupyterlab-server @@ -35,13 +39,13 @@ cffi==1.15.1 # via argon2-cffi-bindings cfgv==3.3.1 # via pre-commit -charset-normalizer==2.1.0 +charset-normalizer==2.1.1 # via requests click==8.1.3 # via # black # pip-tools -debugpy==1.6.2 +debugpy==1.6.3 # via ipykernel decorator==5.1.1 # via ipython @@ -49,35 +53,29 @@ defusedxml==0.7.1 # via nbconvert detect-secrets==1.3.0 # via -r requirements.dev.in -distlib==0.3.5 +distlib==0.3.6 # via virtualenv entrypoints==0.4 - # via - # jupyter-client - # nbconvert -executing==0.9.1 + # via jupyter-client +executing==1.0.0 # via stack-data fastjsonschema==2.16.1 # via nbformat -filelock==3.7.1 +filelock==3.8.0 # via virtualenv flake8==4.0.1 # via -r requirements.dev.in -identify==2.5.2 +identify==2.5.5 # via pre-commit idna==3.3 # via # anyio # requests -importlib-metadata==4.12.0 - # via jupyterlab-server -importlib-resources==5.9.0 - # via jsonschema -ipykernel==6.15.1 +ipykernel==6.15.2 # via # nbclassic # notebook -ipython==8.4.0 +ipython==8.5.0 # via # ipykernel # jupyterlab @@ -97,13 +95,13 @@ jinja2==3.1.2 # nbclassic # nbconvert # notebook -json5==0.9.8 +json5==0.9.10 # via jupyterlab-server -jsonschema==4.7.2 +jsonschema==4.15.0 # via # jupyterlab-server # nbformat -jupyter-client==7.3.4 +jupyter-client==7.3.5 # via # ipykernel # jupyter-server @@ -125,31 +123,33 @@ jupyter-server==1.18.1 # jupyterlab-server # nbclassic # notebook-shim -jupyterlab==3.4.4 +jupyterlab==3.4.6 # via -r requirements.dev.in jupyterlab-pygments==0.2.2 # via nbconvert -jupyterlab-server==2.15.0 +jupyterlab-server==2.15.1 # via jupyterlab +lxml==4.9.1 + # via nbconvert markupsafe==2.1.1 # via # jinja2 # nbconvert -matplotlib-inline==0.1.3 +matplotlib-inline==0.1.6 # via # ipykernel # ipython mccabe==0.6.1 # via flake8 -mistune==0.8.4 +mistune==2.0.4 # via nbconvert mypy-extensions==0.4.3 # via black nbclassic==0.4.3 # via jupyterlab -nbclient==0.6.6 +nbclient==0.6.7 # via nbconvert -nbconvert==6.5.0 +nbconvert==7.0.0 # via # jupyter-server # nbclassic @@ -188,9 +188,9 @@ pandocfilters==1.5.0 # via nbconvert parso==0.8.3 # via jedi -pathspec==0.9.0 +pathspec==0.10.1 # via black -pep517==0.12.0 +pep517==0.13.0 # via build pexpect==4.8.0 # via ipython @@ -209,9 +209,9 @@ prometheus-client==0.14.1 # jupyter-server # nbclassic # notebook -prompt-toolkit==3.0.30 +prompt-toolkit==3.0.31 # via ipython -psutil==5.9.1 +psutil==5.9.2 # via ipykernel ptyprocess==0.7.0 # via @@ -225,7 +225,7 @@ pycparser==2.21 # via cffi pyflakes==2.4.0 # via flake8 -pygments==2.12.0 +pygments==2.13.0 # via # ipython # nbconvert @@ -235,13 +235,13 @@ pyrsistent==0.18.1 # via jsonschema python-dateutil==2.8.2 # via jupyter-client -pytz==2022.1 +pytz==2022.2.1 # via babel pyyaml==6.0 # via # detect-secrets # pre-commit -pyzmq==23.2.0 +pyzmq==23.2.1 # via # ipykernel # jupyter-client @@ -262,11 +262,11 @@ six==1.16.0 # asttokens # bleach # python-dateutil -sniffio==1.2.0 +sniffio==1.3.0 # via anyio soupsieve==2.3.2.post1 # via beautifulsoup4 -stack-data==0.3.0 +stack-data==0.5.0 # via ipython terminado==0.15.0 # via @@ -304,11 +304,9 @@ traitlets==5.3.0 # nbconvert # nbformat # notebook -typing-extensions==4.3.0 - # via black -urllib3==1.26.11 +urllib3==1.26.12 # via requests -virtualenv==20.16.1 +virtualenv==20.16.5 # via pre-commit wcwidth==0.2.5 # via prompt-toolkit @@ -316,14 +314,10 @@ webencodings==0.5.1 # via # bleach # tinycss2 -websocket-client==1.3.3 +websocket-client==1.4.1 # via jupyter-server wheel==0.37.1 # via pip-tools -zipp==3.8.1 - # via - # importlib-metadata - # importlib-resources # The following packages are considered to be unsafe in a requirements file: # pip diff --git a/requirements.in b/requirements.in index 296d654..d86a5d6 100644 --- a/requirements.in +++ b/requirements.in @@ -1 +1,26 @@ -numpy \ No newline at end of file +fastapi +flake8==5.0.4 +flask +graphviz +gunicorn +isort[requirements] +netcal +nose +numpy +pandas +pip-tools +pre-commit +plotly +pydot +pygam +pyspark +pyspark-stubs +requests +scikit-learn +seaborn +statsmodels +sqlalchemy +sympy +uvicorn +wheel + diff --git a/requirements.txt b/requirements.txt index b000696..6b6a538 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,8 +1,280 @@ # -# This file is autogenerated by pip-compile with python 3.8 +# This file is autogenerated by pip-compile with python 3.10 # To update, run: # # pip-compile --output-file=requirements.txt requirements.in # -numpy==1.23.1 +absl-py==1.2.0 + # via tensorboard +anyio==3.6.1 + # via starlette +build==0.8.0 + # via pip-tools +cachetools==5.2.0 + # via google-auth +certifi==2022.6.15 + # via requests +cfgv==3.3.1 + # via pre-commit +charset-normalizer==2.1.1 + # via requests +click==8.1.3 + # via + # flask + # pip-tools + # uvicorn +cycler==0.11.0 + # via matplotlib +distlib==0.3.6 + # via virtualenv +fastapi==0.82.0 # via -r requirements.in +filelock==3.8.0 + # via virtualenv +flake8==5.0.4 + # via -r requirements.in +flask==2.2.2 + # via -r requirements.in +fonttools==4.37.1 + # via matplotlib +future==0.18.2 + # via pygam +google-auth==2.11.0 + # via + # google-auth-oauthlib + # tensorboard +google-auth-oauthlib==0.4.6 + # via tensorboard +graphviz==0.20.1 + # via -r requirements.in +grpcio==1.48.1 + # via tensorboard +gunicorn==20.1.0 + # via -r requirements.in +h11==0.13.0 + # via uvicorn +identify==2.5.5 + # via pre-commit +idna==3.3 + # via + # anyio + # requests +isort[requirements]==5.10.1 + # via -r requirements.in +itsdangerous==2.1.2 + # via flask +jinja2==3.1.2 + # via flask +joblib==1.1.0 + # via scikit-learn +kiwisolver==1.4.4 + # via matplotlib +markdown==3.4.1 + # via tensorboard +markupsafe==2.1.1 + # via + # jinja2 + # werkzeug +matplotlib==3.5.3 + # via + # netcal + # seaborn + # tikzplotlib +mccabe==0.7.0 + # via flake8 +mpmath==1.2.1 + # via sympy +netcal==1.2.1 + # via -r requirements.in +nodeenv==1.7.0 + # via pre-commit +nose==1.3.7 + # via -r requirements.in +numpy==1.23.2 + # via + # -r requirements.in + # matplotlib + # netcal + # opt-einsum + # pandas + # patsy + # pygam + # pyro-ppl + # scikit-learn + # scipy + # seaborn + # statsmodels + # tensorboard + # tikzplotlib + # torchvision +oauthlib==3.2.0 + # via requests-oauthlib +opt-einsum==3.3.0 + # via pyro-ppl +packaging==21.3 + # via + # build + # matplotlib + # statsmodels +pandas==1.4.4 + # via + # -r requirements.in + # seaborn + # statsmodels +patsy==0.5.2 + # via statsmodels +pep517==0.13.0 + # via build +pillow==9.2.0 + # via + # matplotlib + # tikzplotlib + # torchvision +pip-tools==6.8.0 + # via -r requirements.in +platformdirs==2.5.2 + # via virtualenv +plotly==5.10.0 + # via -r requirements.in +pre-commit==2.20.0 + # via -r requirements.in +progressbar2==4.0.0 + # via pygam +protobuf==3.19.4 + # via tensorboard +py4j==0.10.9 + # via pyspark +pyasn1==0.4.8 + # via + # pyasn1-modules + # rsa +pyasn1-modules==0.2.8 + # via google-auth +pycodestyle==2.9.1 + # via flake8 +pydantic==1.10.2 + # via fastapi +pydot==1.4.2 + # via -r requirements.in +pyflakes==2.5.0 + # via flake8 +pygam==0.8.0 + # via -r requirements.in +pyparsing==3.0.9 + # via + # matplotlib + # packaging + # pydot +pyro-api==0.1.2 + # via pyro-ppl +pyro-ppl==1.8.2 + # via netcal +pyspark==3.0.3 + # via + # -r requirements.in + # pyspark-stubs +pyspark-stubs==3.0.0.post3 + # via -r requirements.in +python-dateutil==2.8.2 + # via + # matplotlib + # pandas +python-utils==3.3.3 + # via progressbar2 +pytz==2022.2.1 + # via pandas +pyyaml==6.0 + # via pre-commit +requests==2.28.1 + # via + # -r requirements.in + # requests-oauthlib + # tensorboard + # torchvision +requests-oauthlib==1.3.1 + # via google-auth-oauthlib +rsa==4.9 + # via google-auth +scikit-learn==1.1.2 + # via + # -r requirements.in + # netcal +scipy==1.9.1 + # via + # netcal + # pygam + # scikit-learn + # statsmodels +seaborn==0.12.0 + # via -r requirements.in +six==1.16.0 + # via + # google-auth + # grpcio + # patsy + # python-dateutil +sniffio==1.3.0 + # via anyio +sqlalchemy==1.4.41 + # via -r requirements.in +starlette==0.19.1 + # via fastapi +statsmodels==0.13.2 + # via -r requirements.in +sympy==1.11.1 + # via -r requirements.in +tenacity==8.0.1 + # via plotly +tensorboard==2.10.0 + # via netcal +tensorboard-data-server==0.6.1 + # via tensorboard +tensorboard-plugin-wit==1.8.1 + # via tensorboard +threadpoolctl==3.1.0 + # via scikit-learn +tikzplotlib==0.10.1 + # via netcal +toml==0.10.2 + # via pre-commit +tomli==2.0.1 + # via + # build + # pep517 +torch==1.12.1 + # via + # netcal + # pyro-ppl + # torchvision +torchvision==0.13.1 + # via netcal +tqdm==4.64.1 + # via + # netcal + # pyro-ppl +typing-extensions==4.3.0 + # via + # pydantic + # torch + # torchvision +urllib3==1.26.12 + # via requests +uvicorn==0.18.3 + # via -r requirements.in +virtualenv==20.16.5 + # via pre-commit +webcolors==1.12 + # via tikzplotlib +werkzeug==2.2.2 + # via + # flask + # tensorboard +wheel==0.37.1 + # via + # -r requirements.in + # pip-tools + # tensorboard + +# The following packages are considered to be unsafe in a requirements file: +# pip +# setuptools From 08508ca752a77e05de395d43f77db76a8e6014b7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CBitaET?= <“bita.et@gmail.com”> Date: Thu, 8 Sep 2022 22:16:16 -0700 Subject: [PATCH 2/8] update Assignment1.py --- Assignment1.py | 61 ++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 61 insertions(+) diff --git a/Assignment1.py b/Assignment1.py index e69de29..a34fd8f 100644 --- a/Assignment1.py +++ b/Assignment1.py @@ -0,0 +1,61 @@ +import pandas as pd +import plotly.express as px +from sklearn.ensemble import RandomForestClassifier +from sklearn.linear_model import LogisticRegression +from sklearn.metrics import classification_report, confusion_matrix +from sklearn.model_selection import train_test_split +from sklearn.preprocessing import StandardScaler +from sklearn.svm import SVC +from sklearn.pipeline import Pipeline + +df = pd.read_csv('https://archive.ics.uci.edu/ml/machine-learning-databases/iris/iris.data', + names=["SepalLengthCm", "SepalWidthCm", "PetalLengthCm", "PetalWidthCm", "Species"]) +print(df) + +print(df.describe()) + +fig = px.scatter(df, x="SepalWidthCm", y="SepalLengthCm", color="Species", size='PetalLengthCm', + hover_data=['PetalWidthCm']) + +fig2 = px.bar(df, x="SepalWidthCm", y="SepalLengthCm", color="Species") + +fig3 = px.box(df, y="PetalWidthCm", color="Species", points='all') + +fig4 = px.violin(df, y="PetalLengthCm", color="Species", violinmode='overlay', hover_data=df.columns) + +fig5 = px.ecdf(df, x="SepalLengthCm", y="SepalWidthCm", color="Species", ecdfnorm=None) + +X = df.drop('Species', axis=1) +y = df['Species'] + +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.20) +print(X_train) + +scale = StandardScaler() +scale.fit(X_train) +X_train_sc = scale.transform(X_train) +X_test_sc = scale.transform(X_test) + +clf = RandomForestClassifier(n_estimators=100) +clf.fit(X_train_sc, y_train) +predictor = clf.predict(X_test_sc) + +pipeline = Pipeline([('scaler', StandardScaler()), ('classifier', RandomForestClassifier())]) +pipeline.fit(X_train_sc, y_train) +r2 = pipeline.score(X_test_sc, y_test) +print(f"RFR: {r2}") + +svclassifier = SVC(kernel='poly', degree=8) +svclassifier.fit(X_train_sc, y_train) + +predictor_svc = svclassifier.predict(X_test_sc) + +print(confusion_matrix(y_test, predictor_svc)) +print(classification_report(y_test, predictor_svc)) + +logreg = LogisticRegression() +logreg.fit(X_train_sc, y_train) +predictor_reg = logreg.predict(X_test_sc) + +print(confusion_matrix(y_test, predictor_reg)) +print(classification_report(y_test, predictor_reg)) From 70a7954b66539b9741aea987c087c92f3e1f358d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CBitaET?= <“bita.et@gmail.com”> Date: Wed, 5 Oct 2022 22:54:42 -0700 Subject: [PATCH 3/8] new files --- Assignment1.py | 61 -------------------- Assignment3/Assignment3.py | 103 ++++++++++++++++++++++++++++++++++ README.md | 2 +- mariadb-java-client-3.0.8.jar | Bin 0 -> 589405 bytes requirements.dev.txt | 43 +++++++------- requirements.in | 4 +- requirements.txt | 41 ++++++++------ 7 files changed, 151 insertions(+), 103 deletions(-) delete mode 100644 Assignment1.py create mode 100644 Assignment3/Assignment3.py create mode 100644 mariadb-java-client-3.0.8.jar diff --git a/Assignment1.py b/Assignment1.py deleted file mode 100644 index a34fd8f..0000000 --- a/Assignment1.py +++ /dev/null @@ -1,61 +0,0 @@ -import pandas as pd -import plotly.express as px -from sklearn.ensemble import RandomForestClassifier -from sklearn.linear_model import LogisticRegression -from sklearn.metrics import classification_report, confusion_matrix -from sklearn.model_selection import train_test_split -from sklearn.preprocessing import StandardScaler -from sklearn.svm import SVC -from sklearn.pipeline import Pipeline - -df = pd.read_csv('https://archive.ics.uci.edu/ml/machine-learning-databases/iris/iris.data', - names=["SepalLengthCm", "SepalWidthCm", "PetalLengthCm", "PetalWidthCm", "Species"]) -print(df) - -print(df.describe()) - -fig = px.scatter(df, x="SepalWidthCm", y="SepalLengthCm", color="Species", size='PetalLengthCm', - hover_data=['PetalWidthCm']) - -fig2 = px.bar(df, x="SepalWidthCm", y="SepalLengthCm", color="Species") - -fig3 = px.box(df, y="PetalWidthCm", color="Species", points='all') - -fig4 = px.violin(df, y="PetalLengthCm", color="Species", violinmode='overlay', hover_data=df.columns) - -fig5 = px.ecdf(df, x="SepalLengthCm", y="SepalWidthCm", color="Species", ecdfnorm=None) - -X = df.drop('Species', axis=1) -y = df['Species'] - -X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.20) -print(X_train) - -scale = StandardScaler() -scale.fit(X_train) -X_train_sc = scale.transform(X_train) -X_test_sc = scale.transform(X_test) - -clf = RandomForestClassifier(n_estimators=100) -clf.fit(X_train_sc, y_train) -predictor = clf.predict(X_test_sc) - -pipeline = Pipeline([('scaler', StandardScaler()), ('classifier', RandomForestClassifier())]) -pipeline.fit(X_train_sc, y_train) -r2 = pipeline.score(X_test_sc, y_test) -print(f"RFR: {r2}") - -svclassifier = SVC(kernel='poly', degree=8) -svclassifier.fit(X_train_sc, y_train) - -predictor_svc = svclassifier.predict(X_test_sc) - -print(confusion_matrix(y_test, predictor_svc)) -print(classification_report(y_test, predictor_svc)) - -logreg = LogisticRegression() -logreg.fit(X_train_sc, y_train) -predictor_reg = logreg.predict(X_test_sc) - -print(confusion_matrix(y_test, predictor_reg)) -print(classification_report(y_test, predictor_reg)) diff --git a/Assignment3/Assignment3.py b/Assignment3/Assignment3.py new file mode 100644 index 0000000..d01c708 --- /dev/null +++ b/Assignment3/Assignment3.py @@ -0,0 +1,103 @@ +import sys + +from pyspark import StorageLevel +from pyspark.ml.regression import RandomForestRegressor +from pyspark.sql import SparkSession + + +def main(): + appName = "assignment3" + master = "local" + spark = ( + SparkSession.builder.appName(appName) + .master(master) + .config( + "spark.jars", + "/Users/bitaetaati/PythonProjectTemplate/PythonProjectTemplate/mariadb-java-client-3.0.8.jar", + ) + .getOrCreate() + ) + + sql1 = "select * from baseball.batter_counts" + database = "baseball" + user = "bita" + server = "localhost" + port = 3306 + jdbc_url = f"jdbc:mysql://{server}:{port}/{database}?permitMysqlScheme" + jdbc_driver = "org.mariadb.jdbc.Driver" + + df1 = ( + spark.read.format("jdbc") + .option("url", jdbc_url) + .option("query", sql1) + .option("user", user) + .option("password") + .option("driver", jdbc_driver) + .load() + ) + + df1.show() + df1.printSchema() + + sql2 = "select * from baseball.game" + database = "baseball" + user = "bita" + server = "localhost" + port = 3306 + jdbc_url = f"jdbc:mysql://{server}:{port}/{database}?permitMysqlScheme" + jdbc_driver = "org.mariadb.jdbc.Driver" + + df2 = ( + spark.read.format("jdbc") + .option("url", jdbc_url) + .option("query", sql2) + .option("user", user) + .option("password") + .option("driver", jdbc_driver) + .load() + ) + + df2.show() + + df1.createOrReplaceTempView("batter_counts") + df2.createOrReplaceTempView("game") + df1.persist(StorageLevel.DISK_ONLY) + df2.persist(StorageLevel.DISK_ONLY) + + results = spark.sql( + """drop table if exists rolling_batting_average; + create table rolling_batting_average (with t1 as + (select btc.batter, max(gm.local_date) as max_date, btc.game_id from batter_counts btc + left join game gm + on btc.game_id = gm.game_id + group by btc.batter, btc.game_id), + t2 as + (select btc.batter, sum(btc.hit)/sum(btc.atBat) as batting_average, + gm.local_date, case when btc.atBat = 0 then 'zero' end as atBat + from batter_counts btc + left join game gm + on btc.game_id = gm.game_id + group by btc.batter, btc.game_id) + select t2.batter , avg(t2.batting_average) from t2 + right join t1 on t2.batter = t1.batter + where t2.local_date > date_add(t1.max_date, INTERVAL -100 DAY) + group by t1.batter, t1.game_id)""" + ) + results.show() + + # Random Forest + random_forest = RandomForestRegressor( + labelCol="batter", + featuresCol="batting_average", + numTrees=100, + predictionCol="pred_survived", + ) + random_forest_fitted = random_forest.fit(results) + titanic_df = random_forest_fitted.transform(results) + titanic_df.show() + + return + + +if __name__ == "__main__": + sys.exit(main()) diff --git a/README.md b/README.md index 7867140..c31fa59 100644 --- a/README.md +++ b/README.md @@ -5,7 +5,7 @@ - Setup a python 3.x venv (usually in `.venv`) - You can run `./scripts/create-venv.sh` to generate one - `pip3 install --upgrade pip` -- Install pip-tools `pip3 install pip-tools` +- Install pip-tools ` ` - Update dev requirement s: `pip-compile --output-file=requirements.dev.txt requirements.dev.in --upgrade` - Update requirements: `pip-compile --output-file=requirements.txt requirements.in --upgrade` - Install dev requirements `pip3 install -r requirements.dev.txt` diff --git 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@@ -33,7 +33,7 @@ bleach==5.0.1 # via nbconvert build==0.8.0 # via pip-tools -certifi==2022.6.15 +certifi==2022.9.24 # via requests cffi==1.15.1 # via argon2-cffi-bindings @@ -57,21 +57,21 @@ distlib==0.3.6 # via virtualenv entrypoints==0.4 # via jupyter-client -executing==1.0.0 +executing==1.1.0 # via stack-data -fastjsonschema==2.16.1 +fastjsonschema==2.16.2 # via nbformat filelock==3.8.0 # via virtualenv flake8==4.0.1 # via -r requirements.dev.in -identify==2.5.5 +identify==2.5.6 # via pre-commit -idna==3.3 +idna==3.4 # via # anyio # requests -ipykernel==6.15.2 +ipykernel==6.16.0 # via # nbclassic # notebook @@ -97,7 +97,7 @@ jinja2==3.1.2 # notebook json5==0.9.10 # via jupyterlab-server -jsonschema==4.15.0 +jsonschema==4.16.0 # via # jupyterlab-server # nbformat @@ -117,20 +117,18 @@ jupyter-core==4.11.1 # nbconvert # nbformat # notebook -jupyter-server==1.18.1 +jupyter-server==1.19.1 # via # jupyterlab # jupyterlab-server # nbclassic # notebook-shim -jupyterlab==3.4.6 +jupyterlab==3.4.8 # via -r requirements.dev.in jupyterlab-pygments==0.2.2 # via nbconvert -jupyterlab-server==2.15.1 +jupyterlab-server==2.15.2 # via jupyterlab -lxml==4.9.1 - # via nbconvert markupsafe==2.1.1 # via # jinja2 @@ -145,23 +143,23 @@ mistune==2.0.4 # via nbconvert mypy-extensions==0.4.3 # via black -nbclassic==0.4.3 +nbclassic==0.4.4 # via jupyterlab -nbclient==0.6.7 +nbclient==0.6.8 # via nbconvert -nbconvert==7.0.0 +nbconvert==7.1.0 # via # jupyter-server # nbclassic # notebook -nbformat==5.4.0 +nbformat==5.6.1 # via # jupyter-server # nbclassic # nbclient # nbconvert # notebook -nest-asyncio==1.5.5 +nest-asyncio==1.5.6 # via # ipykernel # jupyter-client @@ -235,13 +233,13 @@ pyrsistent==0.18.1 # via jsonschema python-dateutil==2.8.2 # via jupyter-client -pytz==2022.2.1 +pytz==2022.4 # via babel pyyaml==6.0 # via # detect-secrets # pre-commit -pyzmq==23.2.1 +pyzmq==24.0.1 # via # ipykernel # jupyter-client @@ -266,9 +264,9 @@ sniffio==1.3.0 # via anyio soupsieve==2.3.2.post1 # via beautifulsoup4 -stack-data==0.5.0 +stack-data==0.5.1 # via ipython -terminado==0.15.0 +terminado==0.16.0 # via # jupyter-server # nbclassic @@ -281,6 +279,7 @@ tomli==2.0.1 # via # black # build + # jupyterlab # pep517 tornado==6.2 # via @@ -291,7 +290,7 @@ tornado==6.2 # nbclassic # notebook # terminado -traitlets==5.3.0 +traitlets==5.4.0 # via # ipykernel # ipython diff --git a/requirements.in b/requirements.in index d86a5d6..f5cccfc 100644 --- a/requirements.in +++ b/requirements.in @@ -23,4 +23,6 @@ sqlalchemy sympy uvicorn wheel - +MariaDB +pyspark +pyspark-stubs diff --git a/requirements.txt b/requirements.txt index 6b6a538..05da548 100644 --- a/requirements.txt +++ b/requirements.txt @@ -12,7 +12,7 @@ build==0.8.0 # via pip-tools cachetools==5.2.0 # via google-auth -certifi==2022.6.15 +certifi==2022.9.24 # via requests cfgv==3.3.1 # via pre-commit @@ -23,11 +23,13 @@ click==8.1.3 # flask # pip-tools # uvicorn +contourpy==1.0.5 + # via matplotlib cycler==0.11.0 # via matplotlib distlib==0.3.6 # via virtualenv -fastapi==0.82.0 +fastapi==0.85.0 # via -r requirements.in filelock==3.8.0 # via virtualenv @@ -35,11 +37,11 @@ flake8==5.0.4 # via -r requirements.in flask==2.2.2 # via -r requirements.in -fonttools==4.37.1 +fonttools==4.37.4 # via matplotlib future==0.18.2 # via pygam -google-auth==2.11.0 +google-auth==2.12.0 # via # google-auth-oauthlib # tensorboard @@ -47,15 +49,15 @@ google-auth-oauthlib==0.4.6 # via tensorboard graphviz==0.20.1 # via -r requirements.in -grpcio==1.48.1 +grpcio==1.49.1 # via tensorboard gunicorn==20.1.0 # via -r requirements.in -h11==0.13.0 +h11==0.14.0 # via uvicorn -identify==2.5.5 +identify==2.5.6 # via pre-commit -idna==3.3 +idna==3.4 # via # anyio # requests @@ -65,17 +67,19 @@ itsdangerous==2.1.2 # via flask jinja2==3.1.2 # via flask -joblib==1.1.0 +joblib==1.2.0 # via scikit-learn kiwisolver==1.4.4 # via matplotlib +mariadb==1.1.4 + # via -r requirements.in markdown==3.4.1 # via tensorboard markupsafe==2.1.1 # via # jinja2 # werkzeug -matplotlib==3.5.3 +matplotlib==3.6.0 # via # netcal # seaborn @@ -90,9 +94,10 @@ nodeenv==1.7.0 # via pre-commit nose==1.3.7 # via -r requirements.in -numpy==1.23.2 +numpy==1.23.3 # via # -r requirements.in + # contourpy # matplotlib # netcal # opt-einsum @@ -107,7 +112,7 @@ numpy==1.23.2 # tensorboard # tikzplotlib # torchvision -oauthlib==3.2.0 +oauthlib==3.2.1 # via requests-oauthlib opt-einsum==3.3.0 # via pyro-ppl @@ -116,7 +121,7 @@ packaging==21.3 # build # matplotlib # statsmodels -pandas==1.4.4 +pandas==1.5.0 # via # -r requirements.in # seaborn @@ -140,7 +145,7 @@ pre-commit==2.20.0 # via -r requirements.in progressbar2==4.0.0 # via pygam -protobuf==3.19.4 +protobuf==3.19.6 # via tensorboard py4j==0.10.9 # via pyspark @@ -181,7 +186,7 @@ python-dateutil==2.8.2 # pandas python-utils==3.3.3 # via progressbar2 -pytz==2022.2.1 +pytz==2022.4 # via pandas pyyaml==6.0 # via pre-commit @@ -217,15 +222,15 @@ sniffio==1.3.0 # via anyio sqlalchemy==1.4.41 # via -r requirements.in -starlette==0.19.1 +starlette==0.20.4 # via fastapi statsmodels==0.13.2 # via -r requirements.in sympy==1.11.1 # via -r requirements.in -tenacity==8.0.1 +tenacity==8.1.0 # via plotly -tensorboard==2.10.0 +tensorboard==2.10.1 # via netcal tensorboard-data-server==0.6.1 # via tensorboard From 900bd01a838b2153790599804f9dae2b6e68b6bf Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CBitaET?= <“bita.et@gmail.com”> Date: Wed, 12 Oct 2022 23:41:51 -0700 Subject: [PATCH 4/8] new files --- Assignment3/Assignment3.py | 103 --------------- Assignment4.py | 263 +++++++++++++++++++++++++++++++++++++ requirements.dev.txt | 16 +-- requirements.in | 20 +-- requirements.txt | 182 +++---------------------- 5 files changed, 289 insertions(+), 295 deletions(-) delete mode 100644 Assignment3/Assignment3.py create mode 100644 Assignment4.py diff --git a/Assignment3/Assignment3.py b/Assignment3/Assignment3.py deleted file mode 100644 index d01c708..0000000 --- a/Assignment3/Assignment3.py +++ /dev/null @@ -1,103 +0,0 @@ -import sys - -from pyspark import StorageLevel -from pyspark.ml.regression import RandomForestRegressor -from pyspark.sql import SparkSession - - -def main(): - appName = "assignment3" - master = "local" - spark = ( - SparkSession.builder.appName(appName) - .master(master) - .config( - "spark.jars", - "/Users/bitaetaati/PythonProjectTemplate/PythonProjectTemplate/mariadb-java-client-3.0.8.jar", - ) - .getOrCreate() - ) - - sql1 = "select * from baseball.batter_counts" - database = "baseball" - user = "bita" - server = "localhost" - port = 3306 - jdbc_url = f"jdbc:mysql://{server}:{port}/{database}?permitMysqlScheme" - jdbc_driver = "org.mariadb.jdbc.Driver" - - df1 = ( - spark.read.format("jdbc") - .option("url", jdbc_url) - .option("query", sql1) - .option("user", user) - .option("password") - .option("driver", jdbc_driver) - .load() - ) - - df1.show() - df1.printSchema() - - sql2 = "select * from baseball.game" - database = "baseball" - user = "bita" - server = "localhost" - port = 3306 - jdbc_url = f"jdbc:mysql://{server}:{port}/{database}?permitMysqlScheme" - jdbc_driver = "org.mariadb.jdbc.Driver" - - df2 = ( - spark.read.format("jdbc") - .option("url", jdbc_url) - .option("query", sql2) - .option("user", user) - .option("password") - .option("driver", jdbc_driver) - .load() - ) - - df2.show() - - df1.createOrReplaceTempView("batter_counts") - df2.createOrReplaceTempView("game") - df1.persist(StorageLevel.DISK_ONLY) - df2.persist(StorageLevel.DISK_ONLY) - - results = spark.sql( - """drop table if exists rolling_batting_average; - create table rolling_batting_average (with t1 as - (select btc.batter, max(gm.local_date) as max_date, btc.game_id from batter_counts btc - left join game gm - on btc.game_id = gm.game_id - group by btc.batter, btc.game_id), - t2 as - (select btc.batter, sum(btc.hit)/sum(btc.atBat) as batting_average, - gm.local_date, case when btc.atBat = 0 then 'zero' end as atBat - from batter_counts btc - left join game gm - on btc.game_id = gm.game_id - group by btc.batter, btc.game_id) - select t2.batter , avg(t2.batting_average) from t2 - right join t1 on t2.batter = t1.batter - where t2.local_date > date_add(t1.max_date, INTERVAL -100 DAY) - group by t1.batter, t1.game_id)""" - ) - results.show() - - # Random Forest - random_forest = RandomForestRegressor( - labelCol="batter", - featuresCol="batting_average", - numTrees=100, - predictionCol="pred_survived", - ) - random_forest_fitted = random_forest.fit(results) - titanic_df = random_forest_fitted.transform(results) - titanic_df.show() - - return - - -if __name__ == "__main__": - sys.exit(main()) diff --git a/Assignment4.py b/Assignment4.py new file mode 100644 index 0000000..013caae --- /dev/null +++ b/Assignment4.py @@ -0,0 +1,263 @@ +import pandas as pd +import plotly.express as px +import statsmodels +from matplotlib import pyplot as plt +from sklearn.ensemble import RandomForestRegressor +from sklearn.linear_model import LogisticRegression +from sklearn.model_selection import train_test_split +from sklearn.preprocessing import OneHotEncoder + +df = pd.read_csv( + "https://raw.githubusercontent.com/mwaskom/seaborn-data/master/titanic.csv" +) +# print(df) + +df.rename(columns={"class": "v_class"}, inplace=True) +# print(list(df)) + +# make a list of predictor and response variables +responses = ["survived"] +predictors = [ + "pclass", + "sex", + "age", + "sibsp", + "parch", + "fare", + "embarked", + "v_class", + "who", + "adult_male", + "deck", + "embark_town", + "alive", + "alone", +] + +# print(list(responses)) +# print(list(predictors)) + +# getting rid of missed values ASAP +for col in df.columns: + if df[col].dtypes == "float": + df[col].fillna((df[col].mean()), inplace=True) + else: + df = df.apply(lambda col: col.fillna(col.value_counts().index[0])) + +# determine if boolean or continuous + +boolean_labels = {} +for i in responses: + if df[i].nunique() == 2: + df[i] = df[i].astype("bool") + df.replace({False: 0, True: 1}, inplace=True) + boolean_labels = {idx: value for idx, value in enumerate(df[i].unique())} +# print(boolean_labels) + +# create dictionary for predictors type +predictors_type = {"continuous": [], "categorical": []} +continuous = df.select_dtypes(include=["float"]) + +for i in predictors: + if i in list(continuous): + predictors_type["continuous"].append(i) + else: + predictors_type["categorical"].append(i) +print(predictors_type) + +data_cat = df.select_dtypes("object") + +# one hot encoder for categorical variables +onehotencoder = OneHotEncoder(handle_unknown="ignore") +encoder = onehotencoder.fit_transform(data_cat.values.reshape(-1, 1)).toarray() +dfOneHot = pd.DataFrame(encoder) +data = pd.concat([df.select_dtypes(exclude=["object"]), dfOneHot], axis=1) +data = data.head(len(df)) +# print(data) + +# creating train and test set +for i in responses: + x = data.drop(i, axis=1) + y = data[i] +# print(x) +# print(y) + +x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.20) + +# Plotting the variables + +# def cont_resp_cat_predictor(): +# n = 200 +# +# # Add histogram data +# x1 = +# x2 = +# x3 = +# +# # Group data together +# hist_data = [x1, x2, x3, x4] +# +# group_labels = ["Group 1", "Group 2", "Group 3", "Group 4"] +# +# # Create distribution plot with custom bin_size +# fig_1 = ff.create_distplot(hist_data, group_labels, bin_size=0.2) +# fig_1.update_layout( +# title="Continuous Response by Categorical Predictor", +# xaxis_title="Response", +# yaxis_title="Distribution", +# ) +# fig_1.show() +# +# fig_2 = go.Figure() +# for curr_hist, curr_group in zip(hist_data, group_labels): +# fig_2.add_trace( +# go.Violin( +# x=numpy.repeat(curr_group, n), +# y=curr_hist, +# name=curr_group, +# box_visible=True, +# meanline_visible=True, +# ) +# ) +# fig_2.update_layout( +# title="Continuous Response by Categorical Predictor", +# xaxis_title="Groupings", +# yaxis_title="Response", +# ) +# fig_2.show() +# +# return +# +# +# def cat_resp_cont_predictor(): +# n = 200 +# +# # Add histogram data +# x1 = +# x3 = +# +# # Group data together +# hist_data = [x1, x3] +# +# group_labels = ["Response = 0", "Response = 1"] +# +# # Create distribution plot with custom bin_size +# fig_1 = ff.create_distplot(hist_data, group_labels, bin_size=0.2) +# fig_1.update_layout( +# title="Continuous Predictor by Categorical Response", +# xaxis_title="Predictor", +# yaxis_title="Distribution", +# ) +# fig_1.show() +# +# fig_2 = go.Figure() +# for curr_hist, curr_group in zip(hist_data, group_labels): +# fig_2.add_trace( +# go.Violin( +# x=numpy.repeat(curr_group, n), +# y=curr_hist, +# name=curr_group, +# box_visible=True, +# meanline_visible=True, +# ) +# ) +# fig_2.update_layout( +# title="Continuous Predictor by Categorical Response", +# xaxis_title="Response", +# yaxis_title="Predictor", +# ) +# fig_2.show() +# +# return +# +# +# def cat_response_cat_predictor(): +# n = 200 +# x = +# y = +# +# x_2 = [1 if abs(x_) > 0.5 else 0 for x_ in x] +# y_2 = [1 if abs(y_) > 0.5 else 0 for y_ in y] +# +# conf_matrix = confusion_matrix(x_2, y_2) +# +# fig_no_relationship = go.Figure( +# data=go.Heatmap(z=conf_matrix, zmin=0, zmax=conf_matrix.max()) +# ) +# fig_no_relationship.update_layout( +# title="Categorical Predictor by Categorical Response (without relationship)", +# xaxis_title="Response", +# yaxis_title="Predictor", +# ) +# fig_no_relationship.show() +# +# x = numpy.random.randn(n) +# y = x + numpy.random.randn(n) +# +# x_2 = [1 if abs(x_) > 1.5 else 0 for x_ in x] +# y_2 = [1 if abs(y_) > 1.5 else 0 for y_ in y] +# +# conf_matrix = confusion_matrix(x_2, y_2) +# +# fig_no_relationship = go.Figure( +# data=go.Heatmap(z=conf_matrix, zmin=0, zmax=conf_matrix.max()) +# ) +# fig_no_relationship.update_layout( +# title="Categorical Predictor by Categorical Response (with relationship)", +# xaxis_title="Response", +# yaxis_title="Predictor", +# ) +# fig_no_relationship.show() +# +# return +# +# +# def cont_response_cont_predictor(): +# n = 200 +# x = numpy.random.randn(n) - 2 +# y = x + numpy.random.randn(n) / 5 +# +# fig = px.scatter(x=x, y=y, trendline="ols") +# fig.update_layout( +# title="Continuous Response by Continuous Predictor", +# xaxis_title="Predictor", +# yaxis_title="Response", +# ) +# fig.show() +# +# return + + +# creating models based on response category +for i in responses: + if df[i].nunique() == 2: + model = LogisticRegression() + model.fit(x_train, y_train) + predictor_reg = model.predict(x_test) + else: + feature_name = i + predictor = statsmodels.api.add_constant(x[i].values) + model = statsmodels.api.OLS(y, predictor) + model_fitted = model.fit() + print(f"Variable: {feature_name}") + print(model_fitted.summary()) + + # T-value and P-value + t_value = round(model_fitted.tvalues[1], 6) + p_value = "{:.6e}".format(model_fitted.pvalues[1]) + + # Plot + fig = px.scatter(x=[i].values, y=y, trendline="ols") + fig.update_layout( + title=f"Variable: {feature_name}: (t-value={t_value}) (p-value={p_value})", + xaxis_title=f"Variable: {feature_name}", + yaxis_title="y", + ) + fig.show() + + # Random forest + rf = RandomForestRegressor(n_estimators=100) + rf.fit(x_train, y_train) + sorted_idx = rf.feature_importances_.argsort() + plt.barh(x.feature_names[sorted_idx], rf.feature_importances_[sorted_idx]) + plt.xlabel("Random Forest Feature Importance") diff --git a/requirements.dev.txt b/requirements.dev.txt index 83f5594..3ad9ca3 100644 --- a/requirements.dev.txt +++ b/requirements.dev.txt @@ -57,7 +57,7 @@ distlib==0.3.6 # via virtualenv entrypoints==0.4 # via jupyter-client -executing==1.1.0 +executing==1.1.1 # via stack-data fastjsonschema==2.16.2 # via nbformat @@ -101,7 +101,7 @@ jsonschema==4.16.0 # via # jupyterlab-server # nbformat -jupyter-client==7.3.5 +jupyter-client==7.4.2 # via # ipykernel # jupyter-server @@ -117,7 +117,7 @@ jupyter-core==4.11.1 # nbconvert # nbformat # notebook -jupyter-server==1.19.1 +jupyter-server==1.21.0 # via # jupyterlab # jupyterlab-server @@ -143,16 +143,16 @@ mistune==2.0.4 # via nbconvert mypy-extensions==0.4.3 # via black -nbclassic==0.4.4 +nbclassic==0.4.6 # via jupyterlab -nbclient==0.6.8 +nbclient==0.7.0 # via nbconvert -nbconvert==7.1.0 +nbconvert==7.2.1 # via # jupyter-server # nbclassic # notebook -nbformat==5.6.1 +nbformat==5.7.0 # via # jupyter-server # nbclassic @@ -194,7 +194,7 @@ pexpect==4.8.0 # via ipython pickleshare==0.7.5 # via ipython -pip-tools==6.8.0 +pip-tools==6.9.0 # via -r requirements.dev.in platformdirs==2.5.2 # via diff --git a/requirements.in b/requirements.in index f5cccfc..9fcd45c 100644 --- a/requirements.in +++ b/requirements.in @@ -1,28 +1,12 @@ fastapi flake8==5.0.4 -flask -graphviz -gunicorn isort[requirements] -netcal -nose numpy pandas pip-tools pre-commit plotly -pydot -pygam -pyspark -pyspark-stubs -requests scikit-learn -seaborn statsmodels -sqlalchemy -sympy -uvicorn -wheel -MariaDB -pyspark -pyspark-stubs +matplotlib +matplotlib diff --git a/requirements.txt b/requirements.txt index 05da548..51c0cbe 100644 --- a/requirements.txt +++ b/requirements.txt @@ -4,25 +4,14 @@ # # pip-compile --output-file=requirements.txt requirements.in # -absl-py==1.2.0 - # via tensorboard anyio==3.6.1 # via starlette build==0.8.0 # via pip-tools -cachetools==5.2.0 - # via google-auth -certifi==2022.9.24 - # via requests cfgv==3.3.1 # via pre-commit -charset-normalizer==2.1.1 - # via requests click==8.1.3 - # via - # flask - # pip-tools - # uvicorn + # via pip-tools contourpy==1.0.5 # via matplotlib cycler==0.11.0 @@ -35,87 +24,34 @@ filelock==3.8.0 # via virtualenv flake8==5.0.4 # via -r requirements.in -flask==2.2.2 - # via -r requirements.in fonttools==4.37.4 # via matplotlib -future==0.18.2 - # via pygam -google-auth==2.12.0 - # via - # google-auth-oauthlib - # tensorboard -google-auth-oauthlib==0.4.6 - # via tensorboard -graphviz==0.20.1 - # via -r requirements.in -grpcio==1.49.1 - # via tensorboard -gunicorn==20.1.0 - # via -r requirements.in -h11==0.14.0 - # via uvicorn identify==2.5.6 # via pre-commit idna==3.4 - # via - # anyio - # requests + # via anyio isort[requirements]==5.10.1 # via -r requirements.in -itsdangerous==2.1.2 - # via flask -jinja2==3.1.2 - # via flask joblib==1.2.0 # via scikit-learn kiwisolver==1.4.4 # via matplotlib -mariadb==1.1.4 +matplotlib==3.6.1 # via -r requirements.in -markdown==3.4.1 - # via tensorboard -markupsafe==2.1.1 - # via - # jinja2 - # werkzeug -matplotlib==3.6.0 - # via - # netcal - # seaborn - # tikzplotlib mccabe==0.7.0 # via flake8 -mpmath==1.2.1 - # via sympy -netcal==1.2.1 - # via -r requirements.in nodeenv==1.7.0 # via pre-commit -nose==1.3.7 - # via -r requirements.in -numpy==1.23.3 +numpy==1.23.4 # via # -r requirements.in # contourpy # matplotlib - # netcal - # opt-einsum # pandas # patsy - # pygam - # pyro-ppl # scikit-learn # scipy - # seaborn # statsmodels - # tensorboard - # tikzplotlib - # torchvision -oauthlib==3.2.1 - # via requests-oauthlib -opt-einsum==3.3.0 - # via pyro-ppl packaging==21.3 # via # build @@ -124,18 +60,14 @@ packaging==21.3 pandas==1.5.0 # via # -r requirements.in - # seaborn # statsmodels -patsy==0.5.2 +patsy==0.5.3 # via statsmodels pep517==0.13.0 # via build pillow==9.2.0 - # via - # matplotlib - # tikzplotlib - # torchvision -pip-tools==6.8.0 + # via matplotlib +pip-tools==6.9.0 # via -r requirements.in platformdirs==2.5.2 # via virtualenv @@ -143,142 +75,60 @@ plotly==5.10.0 # via -r requirements.in pre-commit==2.20.0 # via -r requirements.in -progressbar2==4.0.0 - # via pygam -protobuf==3.19.6 - # via tensorboard -py4j==0.10.9 - # via pyspark -pyasn1==0.4.8 - # via - # pyasn1-modules - # rsa -pyasn1-modules==0.2.8 - # via google-auth +px==0.1.0 + # via -r requirements.in pycodestyle==2.9.1 # via flake8 pydantic==1.10.2 # via fastapi -pydot==1.4.2 - # via -r requirements.in pyflakes==2.5.0 # via flake8 -pygam==0.8.0 - # via -r requirements.in pyparsing==3.0.9 # via # matplotlib # packaging - # pydot -pyro-api==0.1.2 - # via pyro-ppl -pyro-ppl==1.8.2 - # via netcal -pyspark==3.0.3 - # via - # -r requirements.in - # pyspark-stubs -pyspark-stubs==3.0.0.post3 - # via -r requirements.in python-dateutil==2.8.2 # via # matplotlib # pandas -python-utils==3.3.3 - # via progressbar2 pytz==2022.4 # via pandas pyyaml==6.0 # via pre-commit -requests==2.28.1 - # via - # -r requirements.in - # requests-oauthlib - # tensorboard - # torchvision -requests-oauthlib==1.3.1 - # via google-auth-oauthlib -rsa==4.9 - # via google-auth scikit-learn==1.1.2 + # via -r requirements.in +scipy==1.9.2 # via - # -r requirements.in - # netcal -scipy==1.9.1 - # via - # netcal - # pygam # scikit-learn # statsmodels -seaborn==0.12.0 - # via -r requirements.in six==1.16.0 # via - # google-auth - # grpcio # patsy # python-dateutil sniffio==1.3.0 # via anyio -sqlalchemy==1.4.41 - # via -r requirements.in starlette==0.20.4 # via fastapi statsmodels==0.13.2 # via -r requirements.in -sympy==1.11.1 - # via -r requirements.in tenacity==8.1.0 # via plotly -tensorboard==2.10.1 - # via netcal -tensorboard-data-server==0.6.1 - # via tensorboard -tensorboard-plugin-wit==1.8.1 - # via tensorboard threadpoolctl==3.1.0 # via scikit-learn -tikzplotlib==0.10.1 - # via netcal toml==0.10.2 # via pre-commit tomli==2.0.1 # via # build # pep517 -torch==1.12.1 - # via - # netcal - # pyro-ppl - # torchvision -torchvision==0.13.1 - # via netcal -tqdm==4.64.1 - # via - # netcal - # pyro-ppl -typing-extensions==4.3.0 - # via - # pydantic - # torch - # torchvision -urllib3==1.26.12 - # via requests -uvicorn==0.18.3 - # via -r requirements.in +typing-extensions==4.4.0 + # via pydantic virtualenv==20.16.5 # via pre-commit -webcolors==1.12 - # via tikzplotlib -werkzeug==2.2.2 - # via - # flask - # tensorboard +websocket-client==1.4.1 + # via px wheel==0.37.1 - # via - # -r requirements.in - # pip-tools - # tensorboard + # via pip-tools # The following packages are considered to be unsafe in a requirements file: # pip From ce888ec0b3112acc26edcb51f36f4ff7a0e3c959 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CBitaET?= <“bita.et@gmail.com”> Date: Sat, 29 Oct 2022 23:19:10 -0700 Subject: [PATCH 5/8] First commit --- Assignment4.py | 263 ------------------------ Midterm_finalEdition.py | 441 ++++++++++++++++++++++++++++++++++++++++ requirements.dev.txt | 32 +-- requirements.in | 1 + requirements.txt | 47 +++-- test.py | 21 ++ 6 files changed, 513 insertions(+), 292 deletions(-) delete mode 100644 Assignment4.py create mode 100644 Midterm_finalEdition.py create mode 100644 test.py diff --git a/Assignment4.py b/Assignment4.py deleted file mode 100644 index 013caae..0000000 --- a/Assignment4.py +++ /dev/null @@ -1,263 +0,0 @@ -import pandas as pd -import plotly.express as px -import statsmodels -from matplotlib import pyplot as plt -from sklearn.ensemble import RandomForestRegressor -from sklearn.linear_model import LogisticRegression -from sklearn.model_selection import train_test_split -from sklearn.preprocessing import OneHotEncoder - -df = pd.read_csv( - "https://raw.githubusercontent.com/mwaskom/seaborn-data/master/titanic.csv" -) -# print(df) - -df.rename(columns={"class": "v_class"}, inplace=True) -# print(list(df)) - -# make a list of predictor and response variables -responses = ["survived"] -predictors = [ - "pclass", - "sex", - "age", - "sibsp", - "parch", - "fare", - "embarked", - "v_class", - "who", - "adult_male", - "deck", - "embark_town", - "alive", - "alone", -] - -# print(list(responses)) -# print(list(predictors)) - -# getting rid of missed values ASAP -for col in df.columns: - if df[col].dtypes == "float": - df[col].fillna((df[col].mean()), inplace=True) - else: - df = df.apply(lambda col: col.fillna(col.value_counts().index[0])) - -# determine if boolean or continuous - -boolean_labels = {} -for i in responses: - if df[i].nunique() == 2: - df[i] = df[i].astype("bool") - df.replace({False: 0, True: 1}, inplace=True) - boolean_labels = {idx: value for idx, value in enumerate(df[i].unique())} -# print(boolean_labels) - -# create dictionary for predictors type -predictors_type = {"continuous": [], "categorical": []} -continuous = df.select_dtypes(include=["float"]) - -for i in predictors: - if i in list(continuous): - predictors_type["continuous"].append(i) - else: - predictors_type["categorical"].append(i) -print(predictors_type) - -data_cat = df.select_dtypes("object") - -# one hot encoder for categorical variables -onehotencoder = OneHotEncoder(handle_unknown="ignore") -encoder = onehotencoder.fit_transform(data_cat.values.reshape(-1, 1)).toarray() -dfOneHot = pd.DataFrame(encoder) -data = pd.concat([df.select_dtypes(exclude=["object"]), dfOneHot], axis=1) -data = data.head(len(df)) -# print(data) - -# creating train and test set -for i in responses: - x = data.drop(i, axis=1) - y = data[i] -# print(x) -# print(y) - -x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.20) - -# Plotting the variables - -# def cont_resp_cat_predictor(): -# n = 200 -# -# # Add histogram data -# x1 = -# x2 = -# x3 = -# -# # Group data together -# hist_data = [x1, x2, x3, x4] -# -# group_labels = ["Group 1", "Group 2", "Group 3", "Group 4"] -# -# # Create distribution plot with custom bin_size -# fig_1 = ff.create_distplot(hist_data, group_labels, bin_size=0.2) -# fig_1.update_layout( -# title="Continuous Response by Categorical Predictor", -# xaxis_title="Response", -# yaxis_title="Distribution", -# ) -# fig_1.show() -# -# fig_2 = go.Figure() -# for curr_hist, curr_group in zip(hist_data, group_labels): -# fig_2.add_trace( -# go.Violin( -# x=numpy.repeat(curr_group, n), -# y=curr_hist, -# name=curr_group, -# box_visible=True, -# meanline_visible=True, -# ) -# ) -# fig_2.update_layout( -# title="Continuous Response by Categorical Predictor", -# xaxis_title="Groupings", -# yaxis_title="Response", -# ) -# fig_2.show() -# -# return -# -# -# def cat_resp_cont_predictor(): -# n = 200 -# -# # Add histogram data -# x1 = -# x3 = -# -# # Group data together -# hist_data = [x1, x3] -# -# group_labels = ["Response = 0", "Response = 1"] -# -# # Create distribution plot with custom bin_size -# fig_1 = ff.create_distplot(hist_data, group_labels, bin_size=0.2) -# fig_1.update_layout( -# title="Continuous Predictor by Categorical Response", -# xaxis_title="Predictor", -# yaxis_title="Distribution", -# ) -# fig_1.show() -# -# fig_2 = go.Figure() -# for curr_hist, curr_group in zip(hist_data, group_labels): -# fig_2.add_trace( -# go.Violin( -# x=numpy.repeat(curr_group, n), -# y=curr_hist, -# name=curr_group, -# box_visible=True, -# meanline_visible=True, -# ) -# ) -# fig_2.update_layout( -# title="Continuous Predictor by Categorical Response", -# xaxis_title="Response", -# yaxis_title="Predictor", -# ) -# fig_2.show() -# -# return -# -# -# def cat_response_cat_predictor(): -# n = 200 -# x = -# y = -# -# x_2 = [1 if abs(x_) > 0.5 else 0 for x_ in x] -# y_2 = [1 if abs(y_) > 0.5 else 0 for y_ in y] -# -# conf_matrix = confusion_matrix(x_2, y_2) -# -# fig_no_relationship = go.Figure( -# data=go.Heatmap(z=conf_matrix, zmin=0, zmax=conf_matrix.max()) -# ) -# fig_no_relationship.update_layout( -# title="Categorical Predictor by Categorical Response (without relationship)", -# xaxis_title="Response", -# yaxis_title="Predictor", -# ) -# fig_no_relationship.show() -# -# x = numpy.random.randn(n) -# y = x + numpy.random.randn(n) -# -# x_2 = [1 if abs(x_) > 1.5 else 0 for x_ in x] -# y_2 = [1 if abs(y_) > 1.5 else 0 for y_ in y] -# -# conf_matrix = confusion_matrix(x_2, y_2) -# -# fig_no_relationship = go.Figure( -# data=go.Heatmap(z=conf_matrix, zmin=0, zmax=conf_matrix.max()) -# ) -# fig_no_relationship.update_layout( -# title="Categorical Predictor by Categorical Response (with relationship)", -# xaxis_title="Response", -# yaxis_title="Predictor", -# ) -# fig_no_relationship.show() -# -# return -# -# -# def cont_response_cont_predictor(): -# n = 200 -# x = numpy.random.randn(n) - 2 -# y = x + numpy.random.randn(n) / 5 -# -# fig = px.scatter(x=x, y=y, trendline="ols") -# fig.update_layout( -# title="Continuous Response by Continuous Predictor", -# xaxis_title="Predictor", -# yaxis_title="Response", -# ) -# fig.show() -# -# return - - -# creating models based on response category -for i in responses: - if df[i].nunique() == 2: - model = LogisticRegression() - model.fit(x_train, y_train) - predictor_reg = model.predict(x_test) - else: - feature_name = i - predictor = statsmodels.api.add_constant(x[i].values) - model = statsmodels.api.OLS(y, predictor) - model_fitted = model.fit() - print(f"Variable: {feature_name}") - print(model_fitted.summary()) - - # T-value and P-value - t_value = round(model_fitted.tvalues[1], 6) - p_value = "{:.6e}".format(model_fitted.pvalues[1]) - - # Plot - fig = px.scatter(x=[i].values, y=y, trendline="ols") - fig.update_layout( - title=f"Variable: {feature_name}: (t-value={t_value}) (p-value={p_value})", - xaxis_title=f"Variable: {feature_name}", - yaxis_title="y", - ) - fig.show() - - # Random forest - rf = RandomForestRegressor(n_estimators=100) - rf.fit(x_train, y_train) - sorted_idx = rf.feature_importances_.argsort() - plt.barh(x.feature_names[sorted_idx], rf.feature_importances_[sorted_idx]) - plt.xlabel("Random Forest Feature Importance") diff --git a/Midterm_finalEdition.py b/Midterm_finalEdition.py new file mode 100644 index 0000000..1fd77c2 --- /dev/null +++ b/Midterm_finalEdition.py @@ -0,0 +1,441 @@ +import bisect +import itertools +import math +import statistics +import sys +import warnings +from collections import defaultdict + +import numpy +import numpy as np +import pandas +import pandas as pd +import scipy.stats +import statsmodels +import statsmodels.api as sm +from scipy import stats +from sklearn.linear_model import LogisticRegression +from sklearn.model_selection import train_test_split +from sklearn.preprocessing import OneHotEncoder + +# *************** Defining all necessary functions ****************** + + +def onehotencoder(df, df_cat): + onehotencoder = OneHotEncoder(handle_unknown="ignore") + encoder = onehotencoder.fit_transform(df_cat.values.reshape(-1, 1)).toarray() + dfOneHot = pd.DataFrame(encoder) + data = pd.concat([df.select_dtypes(exclude=["object"]), dfOneHot], axis=1) + data = data.head(len(df)) + return data + + +def boundaries(X): + stdev = statistics.stdev(X) + bin_width = 3.49 * (stdev) * (len(X)) ** (-(1 / 3)) + bin_number = round(math.sqrt(len(X))) + sorted_pred = sorted(X) + + boundaries = [] + for i in range(0, bin_number): + boundaries.append(sorted_pred[0] + bin_width * i) + return boundaries + + +def MeanSquaredDiff(X): + bn = boundaries(X) + pop_mean = statistics.mean(X) + dic = defaultdict(list) + total_population = len(X) + + for x in X: + ind = bisect.bisect_right(bn, x) + dic[ind].append(x) + list_df = list(dic.values()) + + for j in range(0, len(list_df) - 1): + chunk_mean = statistics.mean(list_df[j]) + msf = (chunk_mean - pop_mean) ** 2 + MeanSquaredDiff = msf.sum() / total_population + return MeanSquaredDiff + + +def WeightedMeanSquaredDiff(X): + bn = boundaries(X) + pop_mean = statistics.mean(X) + dic = defaultdict(list) + total_population = len(X) + + for x in X: + ind = bisect.bisect_right(bn, x) + dic[ind].append(x) + list_df = list(dic.values()) + + for j in range(0, len(list_df) - 1): + chunk_mean = statistics.mean(list_df[j]) + PopulationProportion = len(list_df[j]) / total_population + msf = (chunk_mean - pop_mean) ** 2 + weightedMeanSquaredDiff = (PopulationProportion * msf.sum()) / total_population + return weightedMeanSquaredDiff + + +def cat_correlation(x, y, bias_correction=True, tschuprow=False): + corr_coeff = numpy.nan + try: + x, y = fill_na(x), fill_na(y) + crosstab_matrix = pandas.crosstab(x, y) + n_observations = crosstab_matrix.sum().sum() + + yates_correct = True + if bias_correction: + if crosstab_matrix.shape == (2, 2): + yates_correct = False + + chi2, _, _, _ = stats.chi2_contingency( + crosstab_matrix, correction=yates_correct + ) + phi2 = chi2 / n_observations + + # r and c are number of categories of x and y + r, c = crosstab_matrix.shape + if bias_correction: + phi2_corrected = max(0, phi2 - ((r - 1) * (c - 1)) / (n_observations - 1)) + r_corrected = r - ((r - 1) ** 2) / (n_observations - 1) + c_corrected = c - ((c - 1) ** 2) / (n_observations - 1) + if tschuprow: + corr_coeff = numpy.sqrt( + phi2_corrected / numpy.sqrt((r_corrected - 1) * (c_corrected - 1)) + ) + return corr_coeff + corr_coeff = numpy.sqrt( + phi2_corrected / min((r_corrected - 1), (c_corrected - 1)) + ) + return corr_coeff + if tschuprow: + corr_coeff = numpy.sqrt(phi2 / numpy.sqrt((r - 1) * (c - 1))) + return corr_coeff + corr_coeff = numpy.sqrt(phi2 / min((r - 1), (c - 1))) + return corr_coeff + except Exception as ex: + print(ex) + if tschuprow: + warnings.warn("Error calculating Tschuprow's T", RuntimeWarning) + else: + warnings.warn("Error calculating Cramer's V", RuntimeWarning) + return corr_coeff + + +def cat_cont_correlation(categories, values): + f_cat, _ = pandas.factorize(categories) + cat_num = numpy.max(f_cat) + 1 + y_avg_array = numpy.zeros(cat_num) + n_array = numpy.zeros(cat_num) + for i in range(0, cat_num): + cat_measures = values[numpy.argwhere(f_cat == i).flatten()] + n_array[i] = len(cat_measures) + y_avg_array[i] = numpy.average(cat_measures) + y_total_avg = numpy.sum(numpy.multiply(y_avg_array, n_array)) / numpy.sum(n_array) + numerator = numpy.sum( + numpy.multiply( + n_array, numpy.power(numpy.subtract(y_avg_array, y_total_avg), 2) + ) + ) + denominator = numpy.sum(numpy.power(numpy.subtract(values, y_total_avg), 2)) + if numerator == 0: + eta = 0.0 + else: + eta = numpy.sqrt(numerator / denominator) + return eta + + +def fill_na(data): + if isinstance(data, pd.Series): + return data.fillna(0) + else: + return numpy.array([value if value is not None else 0 for value in data]) + + +def main(): + # *************** Reading Dataset ****************** + + # Explanation 1: For the sake of running time, I'm doing all the analysis on the first 100 rows of dataset. + # You can run whole code with changing df_full to df and removing line 13. + + # Explanation 2: I deleted all columns with only 1 unique values, since they cannot contribute to the model. + + df_full = pd.read_csv( + "https://archive.ics.uci.edu/ml/machine-learning-databases/00492/Metro_Interstate_Traffic_Volume.csv.gz" + ) + + df = df_full.head(100) + + for col in df.columns: + if len(df[col].unique()) == 1: + df.drop(col, inplace=True, axis=1) + + print(df.to_string()) + + # *************** Identifying Response and Predictors and Their Type ****************** + + responses = ["traffic_volume"] + predictors = ["temp", "clouds_all", "weather_main", "weather_description"] + + response_type = "" + + for i in responses: + if df[i].nunique() == 2: + df[i] = df[i].astype("bool") + df.replace({False: 0, True: 1}, inplace=True) + response_type = "categorical" + else: + response_type = "continuous" + + predictors_type = {"continuous": [], "categorical": []} + continuous = df.select_dtypes(include=["float", "int"]) + for i in predictors: + if i in list(continuous) and df[i].nunique() > 5: + predictors_type["continuous"].append(i) + else: + predictors_type["categorical"].append(i) + + print("Response variable is:", *responses) + print("Response type is:", response_type) + + print("Predictor variables are:", predictors) + print("Predictors types:", predictors_type) + + # dividing dataframes to categorical and continuous + + for key, value in predictors_type.items(): + if key == "continuous": + df_continuous = df[value] + else: + df_categorical = df[value] + + print(df_continuous) + print(df_categorical) + + # creating list for continuous and categorical variables for iteration purposes + + predictors_con = [] + predictors_cat = [] + for i in predictors: + if i in df_continuous: + predictors_con.append(i) + else: + predictors_cat.append(i) + + # *************** Handling Null Values ****************** + + for col in df.columns: + if ( + df[col].dtypes == "float" + or df[col].dtypes == "int" + and df[col].nunique() > 5 + ): + df[col].fillna((df[col].mean()), inplace=True) + else: + df = df.apply(lambda col: col.fillna(col.value_counts().index[0])) + + # *************** One Hot Encoder ****************** + + data_cat = df.select_dtypes("object") + data = onehotencoder(df, data_cat) + + # *************** Test and Train Datasets ****************** + + for i in responses: + x = data.drop(i, axis=1) + y = data[i] + + x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.20) + + for i in responses: + if response_type == "categorical": + logr = LogisticRegression() + logr_fitted = logr.fit(x_train, y_train) + logr_predict = logr_fitted.predict(x_test) + print(logr_predict) + print(logr_fitted.summary()) + else: + feature_name = i + ols_predict = statsmodels.api.add_constant(x) + ols = statsmodels.api.OLS(y, ols_predict) + ols_fitted = ols.fit() + predictor_ols = ols_fitted.predict() + print(predictor_ols) + print(f"Variable: {feature_name}") + print(ols_fitted.summary()) + + # *************** Correlation Tables for all 3 possibilities ****************** + + # 1. creating permutations: + + combo = set(itertools.combinations(predictors, 2)) + + # 2. creating the tables: + + table_con = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Pearson Correlation", + "Absolute Value of Correlation", + ] + ) + + table_cat = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Cramers V", + "Absolute Value of Correlation", + ] + ) + + table_catcon = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Correlation ratio", + "Absolute Value of Correlation", + ] + ) + + table_concat = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Correlation ratio", + "Absolute Value of Correlation", + ] + ) + + # 3. Fill in the Correlation tables + + for index, tup in enumerate(combo): + if tup[0] in predictors_con and tup[1] in predictors_con: + x_label = df[tup[0]] + y_label = df[tup[1]] + pearson = scipy.stats.pearsonr(x_label, y_label).statistic + new = [x_label.name, y_label.name, pearson, np.abs(pearson)] + table_con.loc[len(table_con)] = new + elif tup[0] in predictors_cat and tup[1] in predictors_cat: + x_label = df[tup[0]] + y_label = df[tup[1]] + fill_na(df) + correlation = cat_correlation(x_label, y_label) + new = [x_label.name, y_label.name, correlation, np.abs(correlation)] + table_cat.loc[len(table_cat)] = new + elif tup[0] in predictors_cat and tup[1] in predictors_con: + x_label = df[tup[0]] + y_label = df[tup[1]] + correlation = cat_cont_correlation(x_label, y_label) + new = [x_label.name, y_label.name, correlation, np.abs(correlation)] + table_catcon.loc[len(table_catcon)] = new + elif tup[0] in predictors_con and tup[1] in predictors_cat: + x_label = df[tup[1]] + y_label = df[tup[0]] + correlation = cat_cont_correlation(x_label, y_label) + new = [x_label.name, y_label.name, correlation, np.abs(correlation)] + table_concat.loc[len(table_concat)] = new + table_final = pd.concat([table_concat, table_catcon]) + + # *************** Brute Force for all 3 possibilities ****************** + + # 1. creating the tables: + + brute_force_con = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Difference of Mean Response", + "Weighted Difference of Mean Response", + ] + ) + + brute_force_cat = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Difference of Mean Response", + "Weighted Difference of Mean Response", + ] + ) + + brute_force_both = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Difference of Mean Response", + "Weighted Difference of Mean Response", + ] + ) + + # 2. Fill in the Brute Force tables + + for i in responses: + if response_type == "continuous": + for index, tup in enumerate(combo): + if tup[0] in predictors_con and tup[1] in predictors_con: + x = tup[0] + y = tup[1] + dataset = data[[x, y]] + model = sm.OLS(df[i], dataset, axis=1).fit() + pred = model.predict() + meansquareddiff = MeanSquaredDiff(pred) + weightedmeansquareddiff = WeightedMeanSquaredDiff(pred) + con_new = [x, y, meansquareddiff, weightedmeansquareddiff] + brute_force_con.loc[len(brute_force_con)] = con_new + if tup[0] in predictors_cat and tup[1] in predictors_cat: + x = tup[0] + y = tup[1] + dataset = df[[x, y]] + dt = onehotencoder(dataset, dataset) + model = sm.OLS(df[i], dt, axis=1).fit() + pred = model.predict() + # corr = model.rsquared ** .5 + meansquareddiff = MeanSquaredDiff(pred) + weightedmeansquareddiff = WeightedMeanSquaredDiff(pred) + cat_new = [x, y, meansquareddiff, weightedmeansquareddiff] + brute_force_cat.loc[len(brute_force_cat)] = cat_new + if tup[0] in predictors_cat and tup[1] in predictors_con: + x = tup[0] + y = tup[1] + dataset = df[[x, y]] + dt = onehotencoder(dataset, df[x]) + model = sm.OLS(df[i], dt, axis=1).fit() + pred = model.predict() + meansquareddiff = MeanSquaredDiff(pred) + weightedmeansquareddiff = WeightedMeanSquaredDiff(pred) + both = [x, y, meansquareddiff, weightedmeansquareddiff] + brute_force_both.loc[len(brute_force_both)] = both + if tup[0] in predictors_con and tup[1] in predictors_cat: + x = tup[0] + y = tup[1] + dataset = df[[x, y]] + dt = onehotencoder(dataset, df[y]) + model = sm.OLS(df[i], dt, axis=1).fit() + pred = model.predict() + meansquareddiff = MeanSquaredDiff(pred) + weightedmeansquareddiff = WeightedMeanSquaredDiff(pred) + both = [x, y, meansquareddiff, weightedmeansquareddiff] + brute_force_both.loc[len(brute_force_both)] = both + + # *************** Printing Tables for Each Possibility ****************** + + # 1. both categorical + print(table_cat.sort_values(["Cramers V"], ascending=[False]).to_string()) + print(brute_force_cat.to_string()) + + # 2. both continuous + print(table_con.sort_values(["Pearson Correlation"], ascending=[False]).to_string()) + print(brute_force_con.to_string()) + + # 2. categorical and continuous + print(table_final.sort_values(["Correlation ratio"], ascending=[False]).to_string()) + print(brute_force_both.to_string()) + + +if __name__ == "__main__": + sys.exit(main()) diff --git a/requirements.dev.txt b/requirements.dev.txt index 3ad9ca3..90830c3 100644 --- a/requirements.dev.txt +++ b/requirements.dev.txt @@ -4,7 +4,7 @@ # # pip-compile --output-file=requirements.dev.txt requirements.dev.in # -anyio==3.6.1 +anyio==3.6.2 # via jupyter-server appnope==0.1.3 # via @@ -71,7 +71,7 @@ idna==3.4 # via # anyio # requests -ipykernel==6.16.0 +ipykernel==6.16.1 # via # nbclassic # notebook @@ -101,14 +101,14 @@ jsonschema==4.16.0 # via # jupyterlab-server # nbformat -jupyter-client==7.4.2 +jupyter-client==7.4.3 # via # ipykernel # jupyter-server # nbclassic # nbclient # notebook -jupyter-core==4.11.1 +jupyter-core==4.11.2 # via # jupyter-client # jupyter-server @@ -127,7 +127,7 @@ jupyterlab==3.4.8 # via -r requirements.dev.in jupyterlab-pygments==0.2.2 # via nbconvert -jupyterlab-server==2.15.2 +jupyterlab-server==2.16.1 # via jupyterlab markupsafe==2.1.1 # via @@ -143,11 +143,13 @@ mistune==2.0.4 # via nbconvert mypy-extensions==0.4.3 # via black -nbclassic==0.4.6 - # via jupyterlab +nbclassic==0.4.5 + # via + # jupyterlab + # notebook nbclient==0.7.0 # via nbconvert -nbconvert==7.2.1 +nbconvert==7.2.2 # via # jupyter-server # nbclassic @@ -170,9 +172,9 @@ nodeenv==1.7.0 # via pre-commit nose==1.3.7 # via -r requirements.dev.in -notebook==6.4.12 +notebook==6.5.1 # via jupyterlab -notebook-shim==0.1.0 +notebook-shim==0.2.0 # via nbclassic packaging==21.3 # via @@ -202,14 +204,14 @@ platformdirs==2.5.2 # virtualenv pre-commit==2.20.0 # via -r requirements.dev.in -prometheus-client==0.14.1 +prometheus-client==0.15.0 # via # jupyter-server # nbclassic # notebook prompt-toolkit==3.0.31 # via ipython -psutil==5.9.2 +psutil==5.9.3 # via ipykernel ptyprocess==0.7.0 # via @@ -233,7 +235,7 @@ pyrsistent==0.18.1 # via jsonschema python-dateutil==2.8.2 # via jupyter-client -pytz==2022.4 +pytz==2022.5 # via babel pyyaml==6.0 # via @@ -271,7 +273,7 @@ terminado==0.16.0 # jupyter-server # nbclassic # notebook -tinycss2==1.1.1 +tinycss2==1.2.1 # via nbconvert toml==0.10.2 # via pre-commit @@ -290,7 +292,7 @@ tornado==6.2 # nbclassic # notebook # terminado -traitlets==5.4.0 +traitlets==5.5.0 # via # ipykernel # ipython diff --git a/requirements.in b/requirements.in index 9fcd45c..762e489 100644 --- a/requirements.in +++ b/requirements.in @@ -10,3 +10,4 @@ scikit-learn statsmodels matplotlib matplotlib +dython diff --git a/requirements.txt b/requirements.txt index 51c0cbe..498d8d2 100644 --- a/requirements.txt +++ b/requirements.txt @@ -4,7 +4,7 @@ # # pip-compile --output-file=requirements.txt requirements.in # -anyio==3.6.1 +anyio==3.6.2 # via starlette build==0.8.0 # via pip-tools @@ -18,13 +18,15 @@ cycler==0.11.0 # via matplotlib distlib==0.3.6 # via virtualenv -fastapi==0.85.0 +dython==0.7.2 + # via -r requirements.in +fastapi==0.85.1 # via -r requirements.in filelock==3.8.0 # via virtualenv flake8==5.0.4 # via -r requirements.in -fonttools==4.37.4 +fonttools==4.38.0 # via matplotlib identify==2.5.6 # via pre-commit @@ -33,11 +35,17 @@ idna==3.4 isort[requirements]==5.10.1 # via -r requirements.in joblib==1.2.0 - # via scikit-learn + # via + # scikit-learn + # scikit-plot kiwisolver==1.4.4 # via matplotlib -matplotlib==3.6.1 - # via -r requirements.in +matplotlib==3.6.0 + # via + # -r requirements.in + # dython + # scikit-plot + # seaborn mccabe==0.7.0 # via flake8 nodeenv==1.7.0 @@ -46,20 +54,24 @@ numpy==1.23.4 # via # -r requirements.in # contourpy + # dython # matplotlib # pandas # patsy # scikit-learn # scipy + # seaborn # statsmodels packaging==21.3 # via # build # matplotlib # statsmodels -pandas==1.5.0 +pandas==1.5.1 # via # -r requirements.in + # dython + # seaborn # statsmodels patsy==0.5.3 # via statsmodels @@ -75,8 +87,8 @@ plotly==5.10.0 # via -r requirements.in pre-commit==2.20.0 # via -r requirements.in -px==0.1.0 - # via -r requirements.in +psutil==5.9.3 + # via dython pycodestyle==2.9.1 # via flake8 pydantic==1.10.2 @@ -91,16 +103,25 @@ python-dateutil==2.8.2 # via # matplotlib # pandas -pytz==2022.4 +pytz==2022.5 # via pandas pyyaml==6.0 # via pre-commit scikit-learn==1.1.2 - # via -r requirements.in -scipy==1.9.2 # via + # -r requirements.in + # dython + # scikit-plot +scikit-plot==0.3.7 + # via dython +scipy==1.9.3 + # via + # dython # scikit-learn + # scikit-plot # statsmodels +seaborn==0.12.1 + # via dython six==1.16.0 # via # patsy @@ -125,8 +146,6 @@ typing-extensions==4.4.0 # via pydantic virtualenv==20.16.5 # via pre-commit -websocket-client==1.4.1 - # via px wheel==0.37.1 # via pip-tools diff --git a/test.py b/test.py new file mode 100644 index 0000000..0ec8d5e --- /dev/null +++ b/test.py @@ -0,0 +1,21 @@ +import pandas as pd + +# read the dataframe +df = pd.read_csv( + "https://archive.ics.uci.edu/ml/machine-learning-databases/00492/Metro_Interstate_Traffic_Volume.csv.gz" +) +# print(df) + +# A list of strings containing predictors + A string containing the response + +responses = ["traffic_volume"] +predictors = [ + "holiday", + "temp", + "rain_1h", + "snow_1h", + "clouds_all", + "weather_main", + "weather_description", + "date_time", +] From 448a8c133d72a2bf109e2da9e71689829d577517 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CBitaET?= <“bita.et@gmail.com”> Date: Sat, 29 Oct 2022 23:30:18 -0700 Subject: [PATCH 6/8] First commit --- test.py | 21 --------------------- 1 file changed, 21 deletions(-) delete mode 100644 test.py diff --git a/test.py b/test.py deleted file mode 100644 index 0ec8d5e..0000000 --- a/test.py +++ /dev/null @@ -1,21 +0,0 @@ -import pandas as pd - -# read the dataframe -df = pd.read_csv( - "https://archive.ics.uci.edu/ml/machine-learning-databases/00492/Metro_Interstate_Traffic_Volume.csv.gz" -) -# print(df) - -# A list of strings containing predictors + A string containing the response - -responses = ["traffic_volume"] -predictors = [ - "holiday", - "temp", - "rain_1h", - "snow_1h", - "clouds_all", - "weather_main", - "weather_description", - "date_time", -] From 57c08b68c116e86031a639a8ba568ba02abf6271 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CBitaET?= <“bita.et@gmail.com”> Date: Sat, 29 Oct 2022 23:32:36 -0700 Subject: [PATCH 7/8] First commit --- midterm.py | 441 +++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 441 insertions(+) create mode 100644 midterm.py diff --git a/midterm.py b/midterm.py new file mode 100644 index 0000000..1fd77c2 --- /dev/null +++ b/midterm.py @@ -0,0 +1,441 @@ +import bisect +import itertools +import math +import statistics +import sys +import warnings +from collections import defaultdict + +import numpy +import numpy as np +import pandas +import pandas as pd +import scipy.stats +import statsmodels +import statsmodels.api as sm +from scipy import stats +from sklearn.linear_model import LogisticRegression +from sklearn.model_selection import train_test_split +from sklearn.preprocessing import OneHotEncoder + +# *************** Defining all necessary functions ****************** + + +def onehotencoder(df, df_cat): + onehotencoder = OneHotEncoder(handle_unknown="ignore") + encoder = onehotencoder.fit_transform(df_cat.values.reshape(-1, 1)).toarray() + dfOneHot = pd.DataFrame(encoder) + data = pd.concat([df.select_dtypes(exclude=["object"]), dfOneHot], axis=1) + data = data.head(len(df)) + return data + + +def boundaries(X): + stdev = statistics.stdev(X) + bin_width = 3.49 * (stdev) * (len(X)) ** (-(1 / 3)) + bin_number = round(math.sqrt(len(X))) + sorted_pred = sorted(X) + + boundaries = [] + for i in range(0, bin_number): + boundaries.append(sorted_pred[0] + bin_width * i) + return boundaries + + +def MeanSquaredDiff(X): + bn = boundaries(X) + pop_mean = statistics.mean(X) + dic = defaultdict(list) + total_population = len(X) + + for x in X: + ind = bisect.bisect_right(bn, x) + dic[ind].append(x) + list_df = list(dic.values()) + + for j in range(0, len(list_df) - 1): + chunk_mean = statistics.mean(list_df[j]) + msf = (chunk_mean - pop_mean) ** 2 + MeanSquaredDiff = msf.sum() / total_population + return MeanSquaredDiff + + +def WeightedMeanSquaredDiff(X): + bn = boundaries(X) + pop_mean = statistics.mean(X) + dic = defaultdict(list) + total_population = len(X) + + for x in X: + ind = bisect.bisect_right(bn, x) + dic[ind].append(x) + list_df = list(dic.values()) + + for j in range(0, len(list_df) - 1): + chunk_mean = statistics.mean(list_df[j]) + PopulationProportion = len(list_df[j]) / total_population + msf = (chunk_mean - pop_mean) ** 2 + weightedMeanSquaredDiff = (PopulationProportion * msf.sum()) / total_population + return weightedMeanSquaredDiff + + +def cat_correlation(x, y, bias_correction=True, tschuprow=False): + corr_coeff = numpy.nan + try: + x, y = fill_na(x), fill_na(y) + crosstab_matrix = pandas.crosstab(x, y) + n_observations = crosstab_matrix.sum().sum() + + yates_correct = True + if bias_correction: + if crosstab_matrix.shape == (2, 2): + yates_correct = False + + chi2, _, _, _ = stats.chi2_contingency( + crosstab_matrix, correction=yates_correct + ) + phi2 = chi2 / n_observations + + # r and c are number of categories of x and y + r, c = crosstab_matrix.shape + if bias_correction: + phi2_corrected = max(0, phi2 - ((r - 1) * (c - 1)) / (n_observations - 1)) + r_corrected = r - ((r - 1) ** 2) / (n_observations - 1) + c_corrected = c - ((c - 1) ** 2) / (n_observations - 1) + if tschuprow: + corr_coeff = numpy.sqrt( + phi2_corrected / numpy.sqrt((r_corrected - 1) * (c_corrected - 1)) + ) + return corr_coeff + corr_coeff = numpy.sqrt( + phi2_corrected / min((r_corrected - 1), (c_corrected - 1)) + ) + return corr_coeff + if tschuprow: + corr_coeff = numpy.sqrt(phi2 / numpy.sqrt((r - 1) * (c - 1))) + return corr_coeff + corr_coeff = numpy.sqrt(phi2 / min((r - 1), (c - 1))) + return corr_coeff + except Exception as ex: + print(ex) + if tschuprow: + warnings.warn("Error calculating Tschuprow's T", RuntimeWarning) + else: + warnings.warn("Error calculating Cramer's V", RuntimeWarning) + return corr_coeff + + +def cat_cont_correlation(categories, values): + f_cat, _ = pandas.factorize(categories) + cat_num = numpy.max(f_cat) + 1 + y_avg_array = numpy.zeros(cat_num) + n_array = numpy.zeros(cat_num) + for i in range(0, cat_num): + cat_measures = values[numpy.argwhere(f_cat == i).flatten()] + n_array[i] = len(cat_measures) + y_avg_array[i] = numpy.average(cat_measures) + y_total_avg = numpy.sum(numpy.multiply(y_avg_array, n_array)) / numpy.sum(n_array) + numerator = numpy.sum( + numpy.multiply( + n_array, numpy.power(numpy.subtract(y_avg_array, y_total_avg), 2) + ) + ) + denominator = numpy.sum(numpy.power(numpy.subtract(values, y_total_avg), 2)) + if numerator == 0: + eta = 0.0 + else: + eta = numpy.sqrt(numerator / denominator) + return eta + + +def fill_na(data): + if isinstance(data, pd.Series): + return data.fillna(0) + else: + return numpy.array([value if value is not None else 0 for value in data]) + + +def main(): + # *************** Reading Dataset ****************** + + # Explanation 1: For the sake of running time, I'm doing all the analysis on the first 100 rows of dataset. + # You can run whole code with changing df_full to df and removing line 13. + + # Explanation 2: I deleted all columns with only 1 unique values, since they cannot contribute to the model. + + df_full = pd.read_csv( + "https://archive.ics.uci.edu/ml/machine-learning-databases/00492/Metro_Interstate_Traffic_Volume.csv.gz" + ) + + df = df_full.head(100) + + for col in df.columns: + if len(df[col].unique()) == 1: + df.drop(col, inplace=True, axis=1) + + print(df.to_string()) + + # *************** Identifying Response and Predictors and Their Type ****************** + + responses = ["traffic_volume"] + predictors = ["temp", "clouds_all", "weather_main", "weather_description"] + + response_type = "" + + for i in responses: + if df[i].nunique() == 2: + df[i] = df[i].astype("bool") + df.replace({False: 0, True: 1}, inplace=True) + response_type = "categorical" + else: + response_type = "continuous" + + predictors_type = {"continuous": [], "categorical": []} + continuous = df.select_dtypes(include=["float", "int"]) + for i in predictors: + if i in list(continuous) and df[i].nunique() > 5: + predictors_type["continuous"].append(i) + else: + predictors_type["categorical"].append(i) + + print("Response variable is:", *responses) + print("Response type is:", response_type) + + print("Predictor variables are:", predictors) + print("Predictors types:", predictors_type) + + # dividing dataframes to categorical and continuous + + for key, value in predictors_type.items(): + if key == "continuous": + df_continuous = df[value] + else: + df_categorical = df[value] + + print(df_continuous) + print(df_categorical) + + # creating list for continuous and categorical variables for iteration purposes + + predictors_con = [] + predictors_cat = [] + for i in predictors: + if i in df_continuous: + predictors_con.append(i) + else: + predictors_cat.append(i) + + # *************** Handling Null Values ****************** + + for col in df.columns: + if ( + df[col].dtypes == "float" + or df[col].dtypes == "int" + and df[col].nunique() > 5 + ): + df[col].fillna((df[col].mean()), inplace=True) + else: + df = df.apply(lambda col: col.fillna(col.value_counts().index[0])) + + # *************** One Hot Encoder ****************** + + data_cat = df.select_dtypes("object") + data = onehotencoder(df, data_cat) + + # *************** Test and Train Datasets ****************** + + for i in responses: + x = data.drop(i, axis=1) + y = data[i] + + x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.20) + + for i in responses: + if response_type == "categorical": + logr = LogisticRegression() + logr_fitted = logr.fit(x_train, y_train) + logr_predict = logr_fitted.predict(x_test) + print(logr_predict) + print(logr_fitted.summary()) + else: + feature_name = i + ols_predict = statsmodels.api.add_constant(x) + ols = statsmodels.api.OLS(y, ols_predict) + ols_fitted = ols.fit() + predictor_ols = ols_fitted.predict() + print(predictor_ols) + print(f"Variable: {feature_name}") + print(ols_fitted.summary()) + + # *************** Correlation Tables for all 3 possibilities ****************** + + # 1. creating permutations: + + combo = set(itertools.combinations(predictors, 2)) + + # 2. creating the tables: + + table_con = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Pearson Correlation", + "Absolute Value of Correlation", + ] + ) + + table_cat = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Cramers V", + "Absolute Value of Correlation", + ] + ) + + table_catcon = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Correlation ratio", + "Absolute Value of Correlation", + ] + ) + + table_concat = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Correlation ratio", + "Absolute Value of Correlation", + ] + ) + + # 3. Fill in the Correlation tables + + for index, tup in enumerate(combo): + if tup[0] in predictors_con and tup[1] in predictors_con: + x_label = df[tup[0]] + y_label = df[tup[1]] + pearson = scipy.stats.pearsonr(x_label, y_label).statistic + new = [x_label.name, y_label.name, pearson, np.abs(pearson)] + table_con.loc[len(table_con)] = new + elif tup[0] in predictors_cat and tup[1] in predictors_cat: + x_label = df[tup[0]] + y_label = df[tup[1]] + fill_na(df) + correlation = cat_correlation(x_label, y_label) + new = [x_label.name, y_label.name, correlation, np.abs(correlation)] + table_cat.loc[len(table_cat)] = new + elif tup[0] in predictors_cat and tup[1] in predictors_con: + x_label = df[tup[0]] + y_label = df[tup[1]] + correlation = cat_cont_correlation(x_label, y_label) + new = [x_label.name, y_label.name, correlation, np.abs(correlation)] + table_catcon.loc[len(table_catcon)] = new + elif tup[0] in predictors_con and tup[1] in predictors_cat: + x_label = df[tup[1]] + y_label = df[tup[0]] + correlation = cat_cont_correlation(x_label, y_label) + new = [x_label.name, y_label.name, correlation, np.abs(correlation)] + table_concat.loc[len(table_concat)] = new + table_final = pd.concat([table_concat, table_catcon]) + + # *************** Brute Force for all 3 possibilities ****************** + + # 1. creating the tables: + + brute_force_con = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Difference of Mean Response", + "Weighted Difference of Mean Response", + ] + ) + + brute_force_cat = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Difference of Mean Response", + "Weighted Difference of Mean Response", + ] + ) + + brute_force_both = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Difference of Mean Response", + "Weighted Difference of Mean Response", + ] + ) + + # 2. Fill in the Brute Force tables + + for i in responses: + if response_type == "continuous": + for index, tup in enumerate(combo): + if tup[0] in predictors_con and tup[1] in predictors_con: + x = tup[0] + y = tup[1] + dataset = data[[x, y]] + model = sm.OLS(df[i], dataset, axis=1).fit() + pred = model.predict() + meansquareddiff = MeanSquaredDiff(pred) + weightedmeansquareddiff = WeightedMeanSquaredDiff(pred) + con_new = [x, y, meansquareddiff, weightedmeansquareddiff] + brute_force_con.loc[len(brute_force_con)] = con_new + if tup[0] in predictors_cat and tup[1] in predictors_cat: + x = tup[0] + y = tup[1] + dataset = df[[x, y]] + dt = onehotencoder(dataset, dataset) + model = sm.OLS(df[i], dt, axis=1).fit() + pred = model.predict() + # corr = model.rsquared ** .5 + meansquareddiff = MeanSquaredDiff(pred) + weightedmeansquareddiff = WeightedMeanSquaredDiff(pred) + cat_new = [x, y, meansquareddiff, weightedmeansquareddiff] + brute_force_cat.loc[len(brute_force_cat)] = cat_new + if tup[0] in predictors_cat and tup[1] in predictors_con: + x = tup[0] + y = tup[1] + dataset = df[[x, y]] + dt = onehotencoder(dataset, df[x]) + model = sm.OLS(df[i], dt, axis=1).fit() + pred = model.predict() + meansquareddiff = MeanSquaredDiff(pred) + weightedmeansquareddiff = WeightedMeanSquaredDiff(pred) + both = [x, y, meansquareddiff, weightedmeansquareddiff] + brute_force_both.loc[len(brute_force_both)] = both + if tup[0] in predictors_con and tup[1] in predictors_cat: + x = tup[0] + y = tup[1] + dataset = df[[x, y]] + dt = onehotencoder(dataset, df[y]) + model = sm.OLS(df[i], dt, axis=1).fit() + pred = model.predict() + meansquareddiff = MeanSquaredDiff(pred) + weightedmeansquareddiff = WeightedMeanSquaredDiff(pred) + both = [x, y, meansquareddiff, weightedmeansquareddiff] + brute_force_both.loc[len(brute_force_both)] = both + + # *************** Printing Tables for Each Possibility ****************** + + # 1. both categorical + print(table_cat.sort_values(["Cramers V"], ascending=[False]).to_string()) + print(brute_force_cat.to_string()) + + # 2. both continuous + print(table_con.sort_values(["Pearson Correlation"], ascending=[False]).to_string()) + print(brute_force_con.to_string()) + + # 2. categorical and continuous + print(table_final.sort_values(["Correlation ratio"], ascending=[False]).to_string()) + print(brute_force_both.to_string()) + + +if __name__ == "__main__": + sys.exit(main()) From 3f057ad99210cd799a40e3eb2847451dd9f5ea02 Mon Sep 17 00:00:00 2001 From: BitaEt <112501073+BitaEt@users.noreply.github.com> Date: Sun, 30 Oct 2022 06:21:27 -0700 Subject: [PATCH 8/8] Update Midterm_finalEdition.py --- Midterm_finalEdition.py | 240 ++++++++++++++++++++++++++++++++++------ 1 file changed, 209 insertions(+), 31 deletions(-) diff --git a/Midterm_finalEdition.py b/Midterm_finalEdition.py index 1fd77c2..06f3857 100644 --- a/Midterm_finalEdition.py +++ b/Midterm_finalEdition.py @@ -1,22 +1,28 @@ -import bisect -import itertools -import math -import statistics +import os import sys -import warnings +import scipy.stats +import statsmodels.api as sm +import bisect from collections import defaultdict - -import numpy +import math import numpy as np -import pandas +import statistics +import itertools import pandas as pd -import scipy.stats +import plotly.express as px import statsmodels import statsmodels.api as sm -from scipy import stats +from plotly import graph_objects as go from sklearn.linear_model import LogisticRegression +from sklearn.metrics import confusion_matrix from sklearn.model_selection import train_test_split from sklearn.preprocessing import OneHotEncoder +import scipy.stats +import warnings +import numpy +import pandas +from scipy import stats + # *************** Defining all necessary functions ****************** @@ -60,6 +66,21 @@ def MeanSquaredDiff(X): return MeanSquaredDiff +def bin_average(X): + bn = boundaries(X) + dic = defaultdict(list) + for x in X: + ind = bisect.bisect_right(bn, x) + dic[ind].append(x) + list_df = list(dic.values()) + + mean = [] + for j in range(0, len(list_df) - 1): + chunk_mean = statistics.mean(list_df[j]) + mean.append(chunk_mean) + return mean + + def WeightedMeanSquaredDiff(X): bn = boundaries(X) pop_mean = statistics.mean(X) @@ -155,9 +176,115 @@ def fill_na(data): return numpy.array([value if value is not None else 0 for value in data]) +def variable_cat_plot(x, y, path=None): + conf_matrix = confusion_matrix(x, y) + + fig_no_relationship = go.Figure( + data=go.Heatmap(z=conf_matrix, zmin=0, zmax=conf_matrix.max()) + ) + fig_no_relationship.update_layout( + title="Categorical Predictor by Categorical Response (without relationship)", + xaxis_title=x.name, + yaxis_title=y.name, + ) + if path is not None: + fig_no_relationship.write_html(path, include_plotlyjs="cdn") + else: + fig_no_relationship.show() + return + + +def variable_con_plot(x, y, path=None): + fig = px.scatter(x=x, y=y, trendline="ols") + fig.update_layout( + title="Two Continuous Predictors", + xaxis_title=x.name, + yaxis_title=y.name, + ) + if path is not None: + fig.write_html(path) + else: + fig.show() + return + + +def hist(x_label, y_label, path=None): + df = px.data.tips() + fig = px.histogram(df, x=x_label, y=y_label, color=x_label, marginal="rug", + ) + fig.update_layout( + xaxis_title=x_label.name, + yaxis_title=y_label.name, + legend_title=x_label.name, + font=dict( + family="Courier New, monospace", + size=18, + color="RebeccaPurple" + ) + ) + if path is not None: + fig.write_html(path) + else: + fig.show() + return + + +def violin(x_label, y_label, path=None): + df = px.data.tips() + fig = px.violin(df, x=x_label, y=y_label, color=x_label, box=True, points="all", + ) + fig.update_layout( + xaxis_title=x_label.name, + yaxis_title=y_label.name, + legend_title=x_label.name, + font=dict( + family="Courier New, monospace", + size=18, + color="RebeccaPurple" + ) + ) + if path is not None: + fig.write_html(path) + else: + fig.show() + return + +def dataframe_to_html(df, hyperlink_columns, out_path): + def make_hyperlink(path): + f_url = os.path.basename(path) + return u'{}'.format(path, f_url) + + # This css class helps to make our table look stylish + css_style = '' + # Set formatter for the hyperlink columns + formatters = {} + for hyperlink_column in hyperlink_columns: + formatters[hyperlink_column] = make_hyperlink + # Generate HTML table from dataframe + html_output = df.to_html(classes="rendered_html", formatters=formatters, justify="center", escape=False) + + # Write HTML output into file along with a link to our css style + with open(out_path, "w") as out_file: + # Writing data to a file + out_file.write(css_style) + out_file.write(html_output) + + +def init_directories(): + try: + os.mkdir("concat_plot") + os.mkdir("cat_plot") + os.mkdir("con_plot") + os.mkdir("catcon_plot") + except: + pass + + def main(): - # *************** Reading Dataset ****************** + global table_final + init_directories() + # *************** Reading Dataset ****************** # Explanation 1: For the sake of running time, I'm doing all the analysis on the first 100 rows of dataset. # You can run whole code with changing df_full to df and removing line 13. @@ -229,9 +356,9 @@ def main(): for col in df.columns: if ( - df[col].dtypes == "float" - or df[col].dtypes == "int" - and df[col].nunique() > 5 + df[col].dtypes == "float" + or df[col].dtypes == "int" + and df[col].nunique() > 5 ): df[col].fillna((df[col].mean()), inplace=True) else: @@ -281,6 +408,7 @@ def main(): "predictor 2", "Pearson Correlation", "Absolute Value of Correlation", + "Linear Regression Plot", ] ) @@ -290,6 +418,7 @@ def main(): "predictor 2", "Cramers V", "Absolute Value of Correlation", + "heatmap" ] ) @@ -299,6 +428,8 @@ def main(): "predictor 2", "Correlation ratio", "Absolute Value of Correlation", + "Violin Plot", + "Histogram Plot" ] ) @@ -308,39 +439,57 @@ def main(): "predictor 2", "Correlation ratio", "Absolute Value of Correlation", + "Violin Plot", + "Histogram Plot" ] ) - # 3. Fill in the Correlation tables + # 3. Fill in the Correlation tables and draw plots + # Explanation: First it calculate correlation and add it to the proper table, then it creates plots. for index, tup in enumerate(combo): if tup[0] in predictors_con and tup[1] in predictors_con: x_label = df[tup[0]] y_label = df[tup[1]] pearson = scipy.stats.pearsonr(x_label, y_label).statistic - new = [x_label.name, y_label.name, pearson, np.abs(pearson)] + path = "{}/{}_{}_{}".format("con_plot", tup[0], tup[1], "con_plot.html") + variable_con_plot(x_label, y_label, path) + new = [x_label.name, y_label.name, pearson, np.abs(pearson), path] table_con.loc[len(table_con)] = new elif tup[0] in predictors_cat and tup[1] in predictors_cat: x_label = df[tup[0]] y_label = df[tup[1]] fill_na(df) correlation = cat_correlation(x_label, y_label) - new = [x_label.name, y_label.name, correlation, np.abs(correlation)] + path = "{}/{}_{}_{}".format("cat_plot", tup[0], tup[1], "cat_plot.html") + variable_cat_plot(x_label, y_label, path) + new = [x_label.name, y_label.name, correlation, np.abs(correlation), path] table_cat.loc[len(table_cat)] = new elif tup[0] in predictors_cat and tup[1] in predictors_con: x_label = df[tup[0]] y_label = df[tup[1]] correlation = cat_cont_correlation(x_label, y_label) - new = [x_label.name, y_label.name, correlation, np.abs(correlation)] + path1 = "{}/{}_{}_{}".format("catcon_plot", tup[0], tup[1], "catcon_plot1.html") + path2 = "{}/{}_{}_{}".format("catcon_plot", tup[0], tup[1], "catcon_plot2.html") + hist(x_label, y_label, path1) + violin(x_label, y_label, path2) + new = [x_label.name, y_label.name, correlation, np.abs(correlation), path1, path2] table_catcon.loc[len(table_catcon)] = new elif tup[0] in predictors_con and tup[1] in predictors_cat: x_label = df[tup[1]] y_label = df[tup[0]] correlation = cat_cont_correlation(x_label, y_label) - new = [x_label.name, y_label.name, correlation, np.abs(correlation)] + path1 = "{}/{}_{}_{}".format("concat_plot", tup[0], tup[1], "concat_plot1.html") + path2 = "{}/{}_{}_{}".format("concat_plot", tup[0], tup[1], "concat_plot2.html") + violin(x_label, y_label, path2) + hist(x_label, y_label, path1) + new = [x_label.name, y_label.name, correlation, np.abs(correlation), path1, path2] table_concat.loc[len(table_concat)] = new - table_final = pd.concat([table_concat, table_catcon]) + table_final = pd.concat([table_concat, table_catcon]) + dataframe_to_html(table_cat, ["heatmap"], "tablecat.html") + dataframe_to_html(table_con, ["Linear Regression Plot"], "tablecon.html") + dataframe_to_html(table_final, ["Violin Plot", "Histogram Plot"], "tableboth.html") # *************** Brute Force for all 3 possibilities ****************** # 1. creating the tables: @@ -363,7 +512,16 @@ def main(): ] ) - brute_force_both = pd.DataFrame( + brute_force_both1 = pd.DataFrame( + columns=[ + "predictor 1", + "predictor 2", + "Difference of Mean Response", + "Weighted Difference of Mean Response", + ] + ) + + brute_force_both2 = pd.DataFrame( columns=[ "predictor 1", "predictor 2", @@ -385,9 +543,10 @@ def main(): pred = model.predict() meansquareddiff = MeanSquaredDiff(pred) weightedmeansquareddiff = WeightedMeanSquaredDiff(pred) + # corr = model.rsquared ** .5 con_new = [x, y, meansquareddiff, weightedmeansquareddiff] brute_force_con.loc[len(brute_force_con)] = con_new - if tup[0] in predictors_cat and tup[1] in predictors_cat: + elif tup[0] in predictors_cat and tup[1] in predictors_cat: x = tup[0] y = tup[1] dataset = df[[x, y]] @@ -399,7 +558,7 @@ def main(): weightedmeansquareddiff = WeightedMeanSquaredDiff(pred) cat_new = [x, y, meansquareddiff, weightedmeansquareddiff] brute_force_cat.loc[len(brute_force_cat)] = cat_new - if tup[0] in predictors_cat and tup[1] in predictors_con: + elif tup[0] in predictors_cat and tup[1] in predictors_con: x = tup[0] y = tup[1] dataset = df[[x, y]] @@ -408,9 +567,9 @@ def main(): pred = model.predict() meansquareddiff = MeanSquaredDiff(pred) weightedmeansquareddiff = WeightedMeanSquaredDiff(pred) - both = [x, y, meansquareddiff, weightedmeansquareddiff] - brute_force_both.loc[len(brute_force_both)] = both - if tup[0] in predictors_con and tup[1] in predictors_cat: + both1 = [x, y, meansquareddiff, weightedmeansquareddiff] + brute_force_both1.loc[len(brute_force_both1)] = both1 + elif tup[0] in predictors_con and tup[1] in predictors_cat: x = tup[0] y = tup[1] dataset = df[[x, y]] @@ -419,23 +578,42 @@ def main(): pred = model.predict() meansquareddiff = MeanSquaredDiff(pred) weightedmeansquareddiff = WeightedMeanSquaredDiff(pred) - both = [x, y, meansquareddiff, weightedmeansquareddiff] - brute_force_both.loc[len(brute_force_both)] = both + both2 = [x, y, meansquareddiff, weightedmeansquareddiff] + brute_force_both2.loc[len(brute_force_both2)] = both2 + brute_force_both = pd.concat([brute_force_both1, brute_force_both2]) + + # *************** heatmap for all 3 possibilities ****************** + + # sns.heatmap(df_continuous) + # plt.show() + + # df_cat = df_categorical.apply(lambda x: pd.factorize(x)[0]).corr(method="pearson", min_periods=1) + # sns.heatmap(df_cat, annot=True) + # plt.show() + + # df_all = df.apply(lambda x: pd.factorize(x)[0]).corr(method="pearson", min_periods=1) + # sns.heatmap(df_all, annot=True) + # plt.show() + + # dataframe_to_html(brute_force_con, ["Residual Plot"], "brutetablcon.html") # *************** Printing Tables for Each Possibility ****************** - # 1. both categorical + # # 1. both categorical print(table_cat.sort_values(["Cramers V"], ascending=[False]).to_string()) print(brute_force_cat.to_string()) - # 2. both continuous + # # 2. both continuous print(table_con.sort_values(["Pearson Correlation"], ascending=[False]).to_string()) print(brute_force_con.to_string()) - # 2. categorical and continuous + # # 3. categorical and continuous print(table_final.sort_values(["Correlation ratio"], ascending=[False]).to_string()) print(brute_force_both.to_string()) + return + + if __name__ == "__main__": sys.exit(main())