dfS=read.csv("F:\kaggleDataSet\spacex-missions\database.csv")library(dplyr)library(tidyr)library(data.table)library(sqldf)library(highcharter)library(ggrepel)li...

#Weimportlibrariesforlinearalgebra,graphs,andevaluationofresultsimportnumpyasnpimportmatplotlib.pyplotaspltfromsklearn.linear_modelimportLinearRegressionfromskl...

importpandasaspdimportnumpyasnpimportmatplotlib.pyplotaspltimportmatplotlib.imageasmpimgimportseabornassns%matplotlibinlinenp.random.seed(2)fromsklearn.model_se...

df=pd.read_csv("F:\kaggleDataSet\chennai-water\chennai_reservoir_levels.csv")df["Date"]=pd.to_datetime(df["Date"],format='%d-%m-%Y')df.head()importdatetimedefsc...

importnumpyasnp#linearalgebraimportpandasaspd#dataprocessing,CSVfileI/O(e.g.pd.read_csv)#plotlyimportchart_studio.plotlyaspyfromplotly.offlineimportinit_noteboo...

importnumpyasnpimportpandasaspdimportosimportmatplotlib.pyplotasplimportseabornassnsimportwarningswarnings.filterwarnings('ignore')data=pd.read_csv('F:\kaggleDa...

#ThisPython3environmentcomeswithmanyhelpfulanalyticslibrariesinstalled#Itisdefinedbythekaggle/pythondockerimage:https://github.com/kaggle/docker-python#Forexamp...

fromalbumentationsimport*importtimeIMG_SIZE=(224,224)'''Usecasefromhttps://www.kaggle.com/alexanderliao/image-augmentation-demo-with-albumentation/'''defalbaugm...

fromkerasimportlayersfromkeras.modelsimportModelimportkeras.backendasKK.clear_session()densenet=DenseNet121(weights=None,include_top=False,input_shape=(None,Non...

dpi=80#inchpath_jpg=f"F:\kaggleDataSet\diabeticRetinopathy\resized_train_cropped\18017_left.jpeg"#toomanyvessels?path_png=f"F:\kaggleDataSet\diabeticRetinopathy...

%%timeNUM_SAMP=10fig=plt.figure(figsize=(25,16))forjjinrange(5):fori,(idx,row)inenumerate(df_test.sample(NUM_SAMP,random_state=SEED+jj).iterrows()):ax=fig.add_s...

defcircle_crop(img,sigmaX=10):"""Createcircularcroparoundimagecentre"""img=cv2.imread(img)img=crop_image_from_gray(img)img=cv2.cvtColor(img,cv2.COLOR_BGR2RGB)he...

%%timefig=plt.figure(figsize=(25,16))forclass_idinsorted(train_y.unique()):fori,(idx,row)inenumerate(df_train.loc[df_train['diagnosis']==class_id].sample(5,rand...

#ThisPython3environmentcomeswithmanyhelpfulanalyticslibrariesinstalled#Itisdefinedbythekaggle/pythondockerimage:https://github.com/kaggle/docker-python#Forexamp...

#librarieswe'llneedlibrary(car)#foravplotslibrary(tidyverse)#forgeneralutilityfunctions#readinourdatabmi_data<-read_csv("../input/eating-health-module-datase...