Merhaba veri bilimi ve veri görselleştirme alanları için popüler olan Python diliyle ilgili kodlar bulunmaktadır. Kodların orjinali ve anlık çıktıları Kaggle sayfamda bulunmaktadır.
Kaggle linki: https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise
İçindekiler:
Cleaning Data
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* Diagnose data for cleaning * Exploratory data analysis (EDA) * Visual exploratory data analysis * Tidy data * Pivoting data * Concatenating data * Data types * Missing data and testing with assert |
Manipulating Data Frames with Pandas
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* Index objects and labeled data * Hierarchical indexing * Pivoting data frames * Stacking and unstacking data frames * Melting data frames * Categoricals and groupby |
Seaborn
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* Bar Plot * Point Plot * Joint Plot * Pie Plot * Lm Plot * Kde Plot * Violin Plot * Heatmap * Box Plot * Swarm Plot * Pair Plot * Count Plot |
Plotly
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* Line Plot * Scatter Plot * Bar Plot * Pie Plot * Bubble Plot * Histogram * Word Cloud * Box Plot * Scatter Plot Matrix * Inset Plot * 3D Scatter Plot * Multiple Subplots * Animation Plot |
Visualization Tools
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* Parallel Plots (Pandas) * Network Charts (networkx) * Venn Diagram (matplotlib) * Donut Plot (matplotlib) * Spyder Chart (matplotlib) * Cluster Map (seaborn) |