diff --git a/Pandas/README.md b/Pandas/README.md new file mode 100644 index 0000000..60884b7 --- /dev/null +++ b/Pandas/README.md @@ -0,0 +1,182 @@ +# **Outline for Pandas** +## What is the pandas? +## why we need pandas? +## how to import pandas in colab +## types of datastructure in pandas +## Series +### Constructions + - What is Series + - Why do we need Series + - How to create Series + - Creating Series from ndarray, dictionary +### Series Attributes + - index + - array + - values + - dtypes + - shape + - size + - transpose + - hasnans + - empty + - name +### Conversion + - to_numpy + - to _period + - to_list + - copy + - to_timestamp + - convert_dtype + - bool +### Indexing Iteration + - get + - loc + - iloc + - keys + - pop + - item + - items +### Binary Operator + - add + - sub + - mul + - div + - round + - dot + - product +### function aplication, groupBy and window + - apply + - transform + - map + - pipe +### computation / decriptive stats + - abs + - all + - any + - unique + - max + - mean + - median + - quantile + - mode + - nlargest + - value_counts +### Reindexing / selection / label manipulation + - idxmax + - idxmin +### missing data handling + - backfill + - bfill + - dropna + - ffill + - fillna +### Combining / comparing / joining / merging + - append + - compare + - update +### time sereis Related + +## **Data Frame** +### constructor + - why we need pandas DataFrame + - what is pandas DataFreame + - how to create Dataframe + - creating dataframe from sereis , dictionary +### Attributes and underlying data + - index + - columns + - dtypes + - info + - values + - axes + - size + - shape + - memory_usage + - empty +### conversion + - bool + - copy + - convert_dtype +### indexing iteration + - head + - at + - loc + - iloc + - lookup + - where + - mask + - query +### Binary operator functions + - all series functions are valid here alo + - combine + - combine first +### Function application, GroupBy & window + - apply + - groupby + - rolling + - expanding +### Computations / descriptive stats + - abs + - all + - any + - corr + - corrwith + - count + - max + - mean + - median + - round + - quantile + - skew + - sum + - var + - value_counts +### Reindexing / selection / label manipulation + - drop + - drop_duplicates + - filter + - equals + - head + - idxmax + - idxmin + - reindex + - rename + - reset_index + - set_index + - tail + - take +### missing Data handling + - backfill + - bfill + - dropna + - ffill + - fillna + - interpolate + - isna + - isnull + - replace +### Reshaping, sorting, transposing + - droplevel + - sort_values + - sort_index + - nlargest + - nsmallest + - stack + - squeeze + - to_xarray + - T +### Combining / comparing / joining / merging + - append + - assign + - compare + - join + - merge + - update +### Time Series - related + - to_timestamp + - to_period + - first_valid_index + + + +