├── Ch1 ├── .ipynb_checkpoints │ ├── 1. Analysing the Mean of a dataset-checkpoint.ipynb │ ├── 2. Checking the Median of a dataset-checkpoint.ipynb │ ├── 3. Identifying the Mode of a dataset-checkpoint.ipynb │ ├── 4. Checking the Variance of a dataset-checkpoint.ipynb │ ├── 5. Identifying the Standard Deviation of a dataset-checkpoint.ipynb │ ├── 6. Generating the Range of a dataset-checkpoint.ipynb │ ├── 7. Identifying the Percentiles of a dataset-checkpoint.ipynb │ ├── 8. Checking the Quartiles of a dataset-checkpoint.ipynb │ ├── 9. Analysing the Interquartile Range (IQR) of a dataset-checkpoint.ipynb │ ├── Analysing the Interquartile Range (IQR) of a dataset-checkpoint.ipynb │ ├── Analysing the Mean of a dataset-checkpoint.ipynb │ ├── Chapter 1 EDA in Python-checkpoint.ipynb │ ├── Checking the Median of a dataset-checkpoint.ipynb │ ├── Checking the Quartiles of a dataset-Copy1-checkpoint.ipynb │ ├── Checking the Quartiles of a dataset-checkpoint.ipynb │ ├── Checking the Variance of a dataset-checkpoint.ipynb │ ├── Generating the Range of a dataset-checkpoint.ipynb │ ├── Identifying the Mode of a dataset-checkpoint.ipynb │ ├── Identifying the Percentiles of a dataset-checkpoint.ipynb │ └── Identifying the Standard Deviation of a dataset-checkpoint.ipynb ├── 1. Analysing the Mean of a dataset.ipynb ├── 2. Checking the Median of a dataset.ipynb ├── 3. Identifying the Mode of a dataset.ipynb ├── 4. Checking the Variance of a dataset.ipynb ├── 5. Identifying the Standard Deviation of a dataset.ipynb ├── 6. Generating the Range of a dataset.ipynb ├── 7. Identifying the Percentiles of a dataset.ipynb ├── 8. Checking the Quartiles of a dataset.ipynb ├── 9. Analysing the Interquartile Range (IQR) of a dataset.ipynb └── Data │ └── covid-data.csv ├── Ch2 ├── .ipynb_checkpoints │ ├── 1. Grouping Data-checkpoint.ipynb │ ├── 10. Replacing Data-checkpoint.ipynb │ ├── 11. Dealing Missing values-checkpoint.ipynb │ ├── 2. Appending Data-checkpoint.ipynb │ ├── 3. Concatenating Data-checkpoint.ipynb │ ├── 4. Merging Data-checkpoint.ipynb │ ├── 5. Sorting Data-checkpoint.ipynb │ ├── 6. Categorising Data-checkpoint.ipynb │ ├── 7. Removing Duplicates-checkpoint.ipynb │ ├── 8. Dropping Rows and Columns-checkpoint.ipynb │ ├── 9. Changing Data Format-checkpoint.ipynb │ ├── Appending Data-checkpoint.ipynb │ ├── Categorising Data-checkpoint.ipynb │ ├── Changing Data Format-checkpoint.ipynb │ ├── Concatenating Data-checkpoint.ipynb │ ├── Dropping Rows and Columns-checkpoint.ipynb │ ├── Grouping Data-checkpoint.ipynb │ ├── Merging Data-checkpoint.ipynb │ ├── Removing Duplicates-checkpoint.ipynb │ ├── Replacing Data-checkpoint.ipynb │ ├── Sorting Data-checkpoint.ipynb │ └── Untitled-checkpoint.ipynb ├── 1. Grouping Data.ipynb ├── 10. Replacing Data.ipynb ├── 11. Dealing with Missing values.ipynb ├── 2. Appending Data.ipynb ├── 3. Concatenating Data.ipynb ├── 4. Merging Data.ipynb ├── 5. Sorting Data.ipynb ├── 6. Categorising Data.ipynb ├── 7. Removing Duplicates.ipynb ├── 8. Dropping Rows and Columns.ipynb ├── 9. Changing Data Format.ipynb └── Data │ ├── marketing_campaign.csv │ ├── marketing_campaign_append1.csv │ ├── marketing_campaign_append2.csv │ ├── marketing_campaign_concat1.csv │ ├── marketing_campaign_concat2.csv │ ├── marketing_campaign_merge1.csv │ └── marketing_campaign_merge2.csv ├── Ch3 ├── .ipynb_checkpoints │ ├── 1. Grouping Data-checkpoint.ipynb │ ├── 1. Preparing for EDA .-checkpoint.ipynb │ ├── 10. Replacing Data-checkpoint.ipynb │ ├── 2. Appending Data-checkpoint.ipynb │ ├── 2. Visualizing data in Matplotlib-checkpoint.ipynb │ ├── 3. Concatenating Data-checkpoint.ipynb │ ├── 3. Visualizing data in Seaborn-checkpoint.ipynb │ ├── 4. Merging Data-checkpoint.ipynb │ ├── 4. Visualizing data in GGPLOT-checkpoint.ipynb │ ├── 5. Sorting Data-checkpoint.ipynb │ ├── 5. Visualizing data in Bokeh-checkpoint.ipynb │ ├── 6. Categorising Data-checkpoint.ipynb │ ├── 7. Removing Duplicates-checkpoint.ipynb │ ├── 8. Dropping Rows and Columns-checkpoint.ipynb │ ├── 9. Changing Data Format-checkpoint.ipynb │ ├── Appending Data-checkpoint.ipynb │ ├── Categorising Data-checkpoint.ipynb │ ├── Changing Data Format-checkpoint.ipynb │ ├── Concatenating Data-checkpoint.ipynb │ ├── Dropping Rows and Columns-checkpoint.ipynb │ ├── Grouping Data-checkpoint.ipynb │ ├── Merging Data-checkpoint.ipynb │ ├── Removing Duplicates-checkpoint.ipynb │ ├── Replacing Data-checkpoint.ipynb │ ├── Sorting Data-checkpoint.ipynb │ └── Untitled-checkpoint.ipynb ├── 1. Preparing for EDA ..ipynb ├── 2. Visualizing data in Matplotlib.ipynb ├── 3. Visualizing data in Seaborn.ipynb ├── 4. Visualizing data in GGPLOT.ipynb ├── 5. Visualizing data in Bokeh.ipynb └── Data │ └── HousingPricesData.csv ├── Ch4 ├── .ipynb_checkpoints │ ├── 1. Performing univariate analysis using a Histogram-checkpoint.ipynb │ ├── 2. Performing univariate analysis using a Boxplot-checkpoint.ipynb │ ├── 3. Performing univariate analysis using a Violinplot-checkpoint.ipynb │ ├── 4. Performing univariate analysis using a Summary Table-checkpoint.ipynb │ ├── Performing univariate analysis using a Bar Chart-checkpoint.ipynb │ ├── Performing univariate analysis using a Boxplot-checkpoint.ipynb │ ├── Performing univariate analysis using a Histogram-checkpoint.ipynb │ ├── Performing univariate analysis using a Pie Chart-checkpoint.ipynb │ ├── Performing univariate analysis using a Table-checkpoint.ipynb │ └── Performing univariate analysis using a Violinplot-checkpoint.ipynb ├── 1. Performing univariate analysis using a Histogram.ipynb ├── 2. Performing univariate analysis using a Boxplot.ipynb ├── 3. Performing univariate analysis using a Violinplot.ipynb ├── 4. Performing univariate analysis using a Summary Table.ipynb ├── 5. Performing univariate analysis using a Bar Chart.ipynb ├── 6. Performing univariate analysis using a Pie Chart.ipynb └── Data │ ├── HousingPricesData.csv │ ├── penguins_lter.csv │ └── penguins_size.csv ├── Ch5 ├── .ipynb_checkpoints │ ├── 1. Analysing two variables using a Scatter plot-checkpoint.ipynb │ ├── 2. Creating CrosstabTwo-way table on bivariate data-checkpoint.ipynb │ ├── 3. Analysing two variables using a Pivot table-checkpoint.ipynb │ ├── 4. Generating Pairplots on two variables-checkpoint.ipynb │ ├── 5. Analysing two variables using a Bar chart-checkpoint.ipynb │ ├── 6. Generating Box plots for two variables-checkpoint.ipynb │ ├── 7. Creating Histograms on two variables-checkpoint.ipynb │ └── 8. Analysing two variables using a Correlation analysis-checkpoint.ipynb ├── 1. Analysing two variables using a Scatter plot.ipynb ├── 2. Creating CrosstabTwo-way table on bivariate data.ipynb ├── 3. Analysing two variables using a Pivot table.ipynb ├── 4. Generating Pairplots on two variables.ipynb ├── 5. Analysing two variables using a Bar chart.ipynb ├── 6. Generating Box plots for two variables.ipynb ├── 7. Creating Histograms on two variables.ipynb ├── 8. Analysing two variables using a Correlation analysis.ipynb └── Data │ ├── HousingPricesData.csv │ ├── penguins_lter.csv │ └── penguins_size.csv ├── Ch6 ├── .ipynb_checkpoints │ ├── 1. Implementing Cluster Analysis on multiple variables using Kmeans-checkpoint.ipynb │ ├── 2. Choosing the Optimal number of K clusters in Kmeans-checkpoint.ipynb │ ├── 3. Profiling Kmeans Clusters-checkpoint.ipynb │ ├── 4. Implementing Principal Component Analysis (PCA) on multiple variables-checkpoint.ipynb │ ├── 5. Choosing the number of Principal Components-checkpoint.ipynb │ ├── 6. Analysing Principal Components-checkpoint.ipynb │ ├── 7. Implementing Factor Analysis on multiple variables-checkpoint.ipynb │ ├── 8. Determining the number of factors-Copy1-checkpoint.ipynb │ ├── 8. Determining the number of factors-checkpoint.ipynb │ └── 9. Analysing the factors-checkpoint.ipynb ├── 1. Implementing Cluster Analysis on multiple variables using Kmeans.ipynb ├── 2. Choosing the Optimal number of K clusters in Kmeans.ipynb ├── 3. Profiling Kmeans Clusters.ipynb ├── 4. Implementing Principal Component Analysis (PCA) on multiple variables.ipynb ├── 5. Choosing the number of Principal Components.ipynb ├── 6. Analysing Principal Components.ipynb ├── 7. Implementing Factor Analysis on multiple variables.ipynb ├── 8. Determining the number of factors.ipynb ├── 9. Analysing the factors.ipynb └── Data │ ├── marketing_campaign.csv │ └── website_survey.csv ├── Ch7 ├── .ipynb_checkpoints │ ├── 1. Using line and boxplots to visualise time series data-checkpoint.ipynb │ ├── 2 Spotting patterns in Time series old-checkpoint.ipynb │ ├── 2 Spotting patterns in Time series-checkpoint.ipynb │ ├── 3 Performing Time series data Decomposition-checkpoint.ipynb │ ├── 4 Performing Smoothing - Moving Average-checkpoint.ipynb │ ├── 5 Performing Smoothing - Exponential Smoothing-checkpoint.ipynb │ ├── 6. Performing Stationarity checks on Time series data-checkpoint.ipynb │ ├── 7. Differencing Time series data-checkpoint.ipynb │ └── 8. Using Correlation plots to visualise time series data-checkpoint.ipynb ├── 1. Using line and boxplots to visualise time series data.ipynb ├── 2 Spotting patterns in Time series old.ipynb ├── 2 Spotting patterns in Time series.ipynb ├── 3 Performing Time series data Decomposition.ipynb ├── 4 Performing Smoothing - Moving Average.ipynb ├── 5 Performing Smoothing - Exponential Smoothing.ipynb ├── 6. Performing Stationarity checks on Time series data.ipynb ├── 7. Differencing Time series data.ipynb ├── 8. Using Correlation plots to visualise time series data.ipynb └── Data │ ├── DailyDelhiClimate.csv │ ├── DataSF_Data_Dictionary_for_Air_Traffic_Passenger_Statistics.pdf │ ├── MTNOY.csv │ ├── SF_Air_Traffic_Passenger_Statistics.csv │ └── SF_Air_Traffic_Passenger_Statistics_Transformed.csv ├── Ch8 ├── .ipynb_checkpoints │ ├── 1. Preparing Text data-checkpoint.ipynb │ ├── 10.Choosing Optimal number of Topics-checkpoint.ipynb │ ├── 2. Removing Stop words-checkpoint.ipynb │ ├── 3. Analysing Part of Speech-checkpoint.ipynb │ ├── 4. Performing Stemming and Lemmatisation-checkpoint.ipynb │ ├── 5. Analysing Ngrams-checkpoint.ipynb │ ├── 6. Creating Word Clouds-checkpoint.ipynb │ ├── 7. Checking Term Frequency-checkpoint.ipynb │ ├── 8. Checking Sentiments-checkpoint.ipynb │ └── 9. Performing Topic Modelling-checkpoint.ipynb ├── 1. Preparing Text data.ipynb ├── 10.Choosing Optimal number of Topics.ipynb ├── 2. Removing Stop words.ipynb ├── 3. Analysing Part of Speech.ipynb ├── 4. Performing Stemming and Lemmatisation.ipynb ├── 5. Analysing Ngrams.ipynb ├── 6. Creating Word Clouds.ipynb ├── 7. Checking Term Frequency.ipynb ├── 8. Checking Sentiments.ipynb ├── 9. Performing Topic Modelling.ipynb └── Data │ ├── a1_RestaurantReviews_HistoricDump.tsv │ ├── cleaned_reviews_data.csv │ ├── cleaned_reviews_lemmatized_data.csv │ └── cleaned_reviews_no_stopwords_data.csv ├── Data ├── Melbourne_housing_EDA.csv ├── Melbourne_housing_FULL.csv ├── Melbourne_housing_imp.csv └── datasets_notes.numbers ├── LICENSE └── README.md /Ch1/.ipynb_checkpoints/1. Analysing the Mean of a dataset-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Exploratory-Data-Analysis-with-Python-Cookbook/HEAD/Ch1/.ipynb_checkpoints/1. Analysing the Mean of a dataset-checkpoint.ipynb -------------------------------------------------------------------------------- /Ch1/.ipynb_checkpoints/2. 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