download скачать Free download скачать : Udemy Data Analysis with Python NumPy Pandas Masterclass
mp4 | Video: h264,1280X720 | Audio: AAC, 44.1 KHz
Genre:eLearning | Language: English | Size:2.74 GB

Files Included :

001 Course Structure & Outline.mp4 (24.84 MB)
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003 Pandas-Course-Resources.zip (29.91 MB)
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004 Introducing the Course Project.mp4 (5.11 MB)
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005 Setting Expectations.mp4 (8.06 MB)
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006 Jupyter Installation & Launch.mp4 (29.98 MB)
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001 Pandas & NumPy Intro.mp4 (14.63 MB)
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002 Numpy Arrays & Array Properties.mp4 (29.91 MB)
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003 ASSIGNMENT Array Basics.mp4 (8.22 MB)
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004 Array Creation.mp4 (26.31 MB)
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005 SOLUTION Array Basics.mp4 (6.59 MB)
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006 Random Number Generation.mp4 (13.46 MB)
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007 ASSIGNMENT Array Creation.mp4 (4.64 MB)
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008 SOLUTION Array Creation.mp4 (11.89 MB)
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009 Indexing & Slicing Arrays.mp4 (16.7 MB)
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010 ASSIGNMENT Indexing & Slicing Arrays.mp4 (2.62 MB)
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011 SOLUTION Indexing & Slicing Arrays.mp4 (10.07 MB)
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012 Array Operations.mp4 (26.36 MB)
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013 ASSIGNMENT Array Operations.mp4 (9.73 MB)
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014 SOLUTION Array Operations.mp4 (14.13 MB)
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015 Filtering Arrays & Modifying Array Values.mp4 (26.09 MB)
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016 The Where Function.mp4 (10.11 MB)
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017 ASSIGNMENT Filtering & Modifying Arrays.mp4 (6.45 MB)
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018 SOLUTION Filtering & Modifying Arrays.mp4 (14.77 MB)
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019 Array Aggregation.mp4 (11.69 MB)
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020 Array Functions.mp4 (14.19 MB)
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021 Sorting Arrays.mp4 (6.55 MB)
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022 ASSIGNMENT Aggregation & Sorting.mp4 (5.77 MB)
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023 SOLUTION Aggregation & Sorting.mp4 (6.78 MB)
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024 Vectorization.mp4 (8.8 MB)
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025 Broadcasting.mp4 (16.51 MB)
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026 ASSIGNMENT Bringing it all together.mp4 (8.53 MB)
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027 SOLUTION Bringing it all together.mp4 (25.37 MB)
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028 Key Takeaways.mp4 (3.77 MB)
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001 Series Basics.mp4 (29.55 MB)
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002 Pandas Data Types & Type Conversion.mp4 (27.52 MB)
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003 ASSIGNMENT Data Types & Type Conversion.mp4 (7.61 MB)
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004 SOLUTION Data Types & Type Conversion.mp4 (11.78 MB)
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005 The Series Index & Custom Indices.mp4 (11.55 MB)
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006 The  iloc Accessor.mp4 (11.39 MB)
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007 The  loc Accessor.mp4 (14.59 MB)
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008 Duplicate Index Values & Resetting The Index.mp4 (11.77 MB)
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009 ASSIGNMENT Accessing Data & Resetting The Index.mp4 (7.04 MB)
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010 SOLUTION Accessing Data & Resetting The Index.mp4 (11.71 MB)
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011 Filtering Series & Logical Tests.mp4 (15.64 MB)
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012 Sorting Series.mp4 (6.31 MB)
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013 ASSIGNMENT Sorting & Filtering Series.mp4 (4.03 MB)
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014 SOLUTION Sorting & Filtering Series.mp4 (12.26 MB)
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015 Numeric Series Operations.mp4 (11.52 MB)
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016 Text Series Operations.mp4 (16.24 MB)
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017 ASSIGNMENT Series Operations.mp4 (7.09 MB)
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018 SOLUTION Series Operations.mp4 (17.61 MB)
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019 Numerical Series Aggregation.mp4 (14.82 MB)
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020 Categorical Series Aggregation.mp4 (6.42 MB)
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021 ASSIGNMENT Series Aggregation.mp4 (2.5 MB)
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022 SOLUTION Series Aggregation.mp4 (10.95 MB)
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023 Missing Data Representation in Pandas.mp4 (9.46 MB)
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024 Identifying Missing Data.mp4 (4.43 MB)
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025 Fixing Missing Data.mp4 (32.33 MB)
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026 ASSIGNMENT Missing Data.mp4 (2.24 MB)
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027 SOLUTION Missing Data.mp4 (4.44 MB)
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028 Applying Custom Functions to Series.mp4 (7.03 MB)
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029 Pandas Where (vs  NumPy Where).mp4 (14.33 MB)
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030 ASSIGNMENT Apply & Where.mp4 (3.55 MB)
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031 SOLUTION Apply & Where.mp4 (19.41 MB)
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032 Key Takeaways.mp4 (2.73 MB)
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001 DataFrame Basics.mp4 (12.26 MB)
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002 Creating a DataFrame.mp4 (11.74 MB)
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003 ASSIGNMENT DataFrame Basics.mp4 (2.14 MB)
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004 SOLUTION DataFrame Basics.mp4 (3.77 MB)
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005 Exploring DataFrames Heads, Tails & Sample.mp4 (7.11 MB)
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006 Exploring DataFrames Info & Describe.mp4 (17.12 MB)
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007 ASSIGNMENT Exploring a DataFrame.mp4 (2.62 MB)
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008 SOLUTION Exploring a DataFrame.mp4 (10.72 MB)
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009 Accessing DataFrame Columns.mp4 (9.83 MB)
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010 Accessing DataFrame Data with  iloc &  loc.mp4 (11.08 MB)
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011 ASSIGNMENT Accessing DataFrame Data.mp4 (3.06 MB)
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012 SOLUTION Accessing DataFrame Data.mp4 (7.14 MB)
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013 Dropping Columns & Rows.mp4 (28.94 MB)
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014 Identifying & Dropping Duplicates.mp4 (15.66 MB)
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015 ASSIGNMENT Dropping Data.mp4 (2.5 MB)
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016 SOLUTION Dropping Data.mp4 (5.24 MB)
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017 Missing Data.mp4 (7.28 MB)
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018 ASSIGNMENT Missing Data.mp4 (2.49 MB)
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019 SOLUTION Missing Data.mp4 (4.74 MB)
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020 Filtering DataFrames.mp4 (10.95 MB)
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021 PRO TIP The Query Method.mp4 (13.24 MB)
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022 ASSIGNMENT Filtering DataFrames.mp4 (3.3 MB)
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023 SOLUTION Filtering DataFrames.mp4 (28.12 MB)
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024 Sorting DataFrames.mp4 (17.77 MB)
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025 ASSIGNMENT Sorting DataFrames.mp4 (3.16 MB)
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026 SOLUTION Sorting DataFrames.mp4 (7.41 MB)
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027 Renaming & Reordering Columns.mp4 (6.37 MB)
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028 ASSIGNMENT Renaming & Reordering Columns.mp4 (2.89 MB)
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029 SOLUTION Renaming & Reordering Columns.mp4 (8.11 MB)
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030 Arithmetic & Boolean Column Creation.mp4 (18.33 MB)
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031 ASSIGNMENT Arithmetic & Boolean Columns.mp4 (7.25 MB)
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032 SOLUTION Arithmetic & Boolean Columns.mp4 (16.1 MB)
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033 PRO TIP Advanced Conditional Columns with Select.mp4 (14.39 MB)
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034 ASSIGNMENT The Select Function.mp4 (5.51 MB)
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035 SOLUTION The Select Function.mp4 (15.28 MB)
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036 The Map Method.mp4 (11.5 MB)
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037 PRO TIP Multiple Column Creation with Assign.mp4 (42.7 MB)
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038 ASSIGNMENT Map & Assign.mp4 (7.38 MB)
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039 SOLUTION Map & Assign.mp4 (7.32 MB)
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040 The Categorical Data Type.mp4 (16.09 MB)
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041 Type Conversion.mp4 (3.78 MB)
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042 PRO TIP Memory Usage & DataTypes.mp4 (14.32 MB)
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043 PRO TIP Downcasting Numeric Data Types.mp4 (16.2 MB)
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044 ASSIGNMENT DataFrame DataTypes.mp4 (4.51 MB)
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045 SOLUTION DataFrame DataTypes.mp4 (18.03 MB)
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046 Key Takeways.mp4 (3.59 MB)
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001 Basic Aggregations.mp4 (8.77 MB)
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002 The Groupby Method.mp4 (11.25 MB)
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003 ASSIGNMENT Groupby.mp4 (3.46 MB)
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004 SOLUTION Groupby.mp4 (5.46 MB)
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005 Grouping By Multiple Columns.mp4 (13.11 MB)
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006 ASSIGNMENT Grouping By Multiple Columns.mp4 (3.41 MB)
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007 SOLUTION Grouping By Multiple Columns.mp4 (6.78 MB)
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008 Multi-Index DataFrames.mp4 (20.62 MB)
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009 Modifying Multi-Indices.mp4 (12.47 MB)
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010 ASSIGNMENT Multi-Index DataFrames.mp4 (4.17 MB)
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011 SOLUTION Multi-Index DataFrames.mp4 (11.68 MB)
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012 The Agg Method & Named Aggregations.mp4 (28.22 MB)
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013 ASSIGNMENT The Agg Method.mp4 (4.3 MB)
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014 SOLUTION The Agg Method.mp4 (12.64 MB)
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015 PRO TIP Transforming DataFrames.mp4 (27.03 MB)
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016 ASSIGNMENT Transforming a DataFrame.mp4 (3.97 MB)
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017 SOLUTION Transforming a DataFrame.mp4 (20.29 MB)
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018 Pivot Tables in Pandas.mp4 (36.58 MB)
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019 Multiple Aggregation Pivot Tables.mp4 (6.55 MB)
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020 PRO TIP Pivot Table Heatmaps.mp4 (19.14 MB)
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021 Melting DataFrames.mp4 (19.58 MB)
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022 ASSIGNMENT Pivot & Melt.mp4 (6.35 MB)
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023 SOLUTION Pivot & Melt.mp4 (31.78 MB)
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024 Key Takeaways.mp4 (4.91 MB)
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001 The matplotlib API & The  plot() Method.mp4 (37.71 MB)
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002 ASSIGNMENT Basic Line Chart.mp4 (2.26 MB)
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003 SOLUTION Basic Line Chart.mp4 (10.29 MB)
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004 Chart Titles.mp4 (13.29 MB)
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005 Chart Colors.mp4 (25.5 MB)
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006 Line Styles.mp4 (8.38 MB)
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007 Chart Legends & Gridlines.mp4 (17.58 MB)
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008 Chart Styles.mp4 (24.61 MB)
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009 ASSIGNMENT Stylized Line Chart.mp4 (3.52 MB)
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010 SOLUTION Stylized Line Chart.mp4 (5.77 MB)
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011 Subplots & Figure Size.mp4 (27.07 MB)
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012 ASSIGNMENT Subplots.mp4 (7.42 MB)
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013 SOLUTION Subplots.mp4 (9.63 MB)
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014 Bar Charts.mp4 (22.42 MB)
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015 Grouped & Stacked Bar Charts.mp4 (19.55 MB)
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016 ASSIGNMENT Bar Charts.mp4 (4.34 MB)
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017 SOLUTION Bar Charts.mp4 (6.8 MB)
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018 Pie Charts & Scatterplots.mp4 (23.44 MB)
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019 ASSIGNMENT Scatterplots.mp4 (4.19 MB)
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020 SOLUTION Scatterplots.mp4 (5.89 MB)
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021 Histograms.mp4 (13.04 MB)
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022 ASSIGNMENT Histograms.mp4 (1.27 MB)
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023 SOLUTION Histograms.mp4 (3.43 MB)
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024 Saving Plots & Further Exploration.mp4 (7.66 MB)
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025 Key Takeaways.mp4 (3.57 MB)
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001 Mid-Course Project Intro.mp4 (37.69 MB)
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002 SOLUTION Mid-Course Project.mp4 (136.45 MB)
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001 Times in Python and Pandas.mp4 (6.17 MB)
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002 Converting To Datetimes.mp4 (35.73 MB)
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003 Formatting Dates.mp4 (19.57 MB)
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004 Date & Time Parts.mp4 (12.7 MB)
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005 ASSIGNMENT Pandas Datetime Basics.mp4 (5.38 MB)
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006 SOLUTION Pandas Datetime Basics.mp4 (11.12 MB)
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007 Time Deltas & Arithmetic.mp4 (20.11 MB)
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008 ASSIGNMENT Time Deltas.mp4 (4.05 MB)
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009 SOLUTION Time Deltas.mp4 (7.62 MB)
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010 Time Series Indices.mp4 (11.44 MB)
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011 Missing Time Series Data.mp4 (13.88 MB)
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012 ASSIGNMENT Missing Time Series Data.mp4 (8.18 MB)
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013 SOLUTION Missing Time Series Data.mp4 (9.89 MB)
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014 Shifting Time Series.mp4 (9.38 MB)
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015 PRO TIP DIFF().mp4 (6.19 MB)
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016 ASSIGNMENT Shift & Diff.mp4 (4.11 MB)
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017 SOLUTION Shift & Diff.mp4 (11.54 MB)
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018 Aggregation & Resampling.mp4 (18.71 MB)
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019 ASSIGNMENT Resampling.mp4 (1.63 MB)
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020 SOLUTION Resampling.mp4 (5.13 MB)
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021 Rolling Aggregations.mp4 (17.71 MB)
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022 ASSIGNMENT Rolling Aggregations.mp4 (1.99 MB)
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023 SOLUTION Rolling Aggregations.mp4 (2.76 MB)
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024 Key Takeaways.mp4 (3.4 MB)
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001 Preprocessing with read csv.mp4 (14.76 MB)
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002 Column Selection.mp4 (12.03 MB)
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003 Row Selection & Missing Values.mp4 (8.38 MB)
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004 Parsing Dates & Data Types.mp4 (7.13 MB)
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005 PRO TIP Converters.mp4 (7.71 MB)
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006 ASSIGNMENT Importing Data.mp4 (8.56 MB)
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007 SOLUTION Importing Data.mp4 (23.11 MB)
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008 Importing from Text & Excel Files.mp4 (23.74 MB)
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009 Exporting to Flat Files.mp4 (3.99 MB)
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010 ASSIGNMENT Importing & Exporting Excel Data.mp4 (6.37 MB)
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011 SOLUTION Importing & Exporting Excel Data.mp4 (8.2 MB)
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012 Working With SQL Databases.mp4 (16.73 MB)
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013 Other Supported File Formats.mp4 (14.42 MB)
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014 Key Takeaways.mp4 (2.62 MB)
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001 Why Multiple Tables.mp4 (4.45 MB)
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002 Appending DataFrames.mp4 (20.6 MB)
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003 ASSIGNMENT Appending DataFrames.mp4 (6.72 MB)
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004 SOLUTION Appending DataFrames.mp4 (8.35 MB)
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005 Joining DataFrames.mp4 (4.99 MB)
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006 Join Types.mp4 (7.18 MB)
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007 Inner Joins.mp4 (15.67 MB)
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008 Left Joins.mp4 (19.99 MB)
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009 ASSIGNMENT Joining DataFrames.mp4 (8.88 MB)
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010 SOLUTION Joining DataFrames.mp4 (30.38 MB)
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011 The Join Method.mp4 (4.08 MB)
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012 Key Takeaways.mp4 (2.83 MB)
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001 Final Project Intro.mp4 (20.58 MB)
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002 SOLUTION Final Project.mp4 (120.14 MB)
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