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Q.4 Why does python change the datatype of a column as soon as it stores an empty value(NaN) even though it has all other values stored as integer. Q.5 Write code statements to list the following, from a dataframe namely sales.
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Slice the modified dataframe column and apply summarization functions one at a time using ‘groupby’ pandas method. Pass the indexes as a list to the groupby function. For eg: if count, sum and weighted average are values to be calculated - create a data type of dtype for each of the 3 functions.
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Introduction to Pandas. How to load and save .csv files, series and dataframe variable types . Pandas is one of the most popular Python libraries for Data Science and Analytics. In this pandas worksheet series, you will learn the most important (that is, the most often used) things that you have to know as an Analyst or a Data Scientist.
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First data is loaded into the Pandas dataframe. Then a short feature engineering step is accomplished to break down the timestamps of each data point into minutes, hours, days of the week, and months. Before the model can be utilized features are scaled and sequences are created. Each sequence contains 10 data steps from the history.
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2. Python | Pandas DataFrame. Pandas DataFrame is two-dimensional size-mutable, potentially heterogeneous tabular data structure with labeled axes (rows and columns). A Data frame is a two-dimensional data structure, i.e., data is aligned in a tabular fashion in rows and columns.
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pivot() is used for pivoting without aggregation. Therefor, it can’t deal with duplicate values for one index/column pair. pivot_table is a generalization of pivot that can handle duplicate values for one pivoted index/column pair. Specifically, you can give pivot_table a list of aggregation functions using keyword argument aggfunc.
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Write python statement to create a one –dimensional array using arrange() function .Elements will be in the range 10 to 30 with a step of 4 (including both 10 and 30). Reshape this one-dimensional array to two dimensional array of shape(2,3).
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Select all records there Type is secondary and store the results in a dataframe called pr_ secondary. The expected output is Show Scatter plot with x-axis is Longitude and y-axis is Latitude.
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Python pandas dataframe select column