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Data Visualization Using D3.js
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D3.js Visualization
Data Driven Documents (D3) is a open source JavaScript library used to create dynamic, interactive visualizations enabled on modern web browser. It runs mainly using HTML, SVG, CSS and JavaScript.
Features Of D3.js Visualization
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Uses Web Standards: D3 is an extremely powerful visualization tool to create interactive data visualizations. It exploits the modern web standards: SVG, HTML and CSS to create data visualization.
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Data Driven: D3 is data driven. It can use static data or fetch it from the remote server in different formats such as Arrays, Objects, CSV, JSON, XML etc. to create different types of charts.
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DOM Manipulation: D3 allows you to manipulate the Document Object Model (DOM) based on your data.
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Data Driven Elements: It empowers your data to dynamically generate elements and apply styles to the elements, be it a table, a graph or any other HTML element and/or group of elements.
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Dynamic Properties: D3 gives the flexibility to provide dynamic properties to most of its functions. Properties can be specified as functions of data. That means your data can drive your styles and attributes.
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Types of visualization: With D3, there are no standard visualization formats. But it enables you to create anything from an HTML table to a Pie chart, from graphs and bar charts to geospatial maps.
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Custom Visualizations: Since D3 works with web standards, it gives you complete control over your visualization features.
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Transitions: D3 provides the transition() function. This is quite powerful because internally, D3 works out the logic to interpolate between your values and find the intermittent states.
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Interaction and animation: D3 provides great support for animation with functions like duration(), delay() and ease(). Animations from one state to another are fast and responsive to user interactions.
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How to Learn Data Analysis and Data Visualization Using D3.js
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Get a hold over the language to be used for implementation – practice the basics till you are comfortable.
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Understand and implement one algorithm at a time. You may not understand it completely in the beginning. Give it time. Do not get stuck at one place. Try something else and come back later. Get the intuition of what is going on behind the few lines of code written to implement it. With practice things will keep getting clearer. Keep reading about it from multiple sources.
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Go through the quick learning videos from YouTube or other online resources.
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Join or purchase any online courses that available in reasonable price, or get materials from our team. We are also providing good materials that help to learn basic to advance data science. You can contact us at realcode4you@gmail.com or call us at given number(Contact details on website menu).
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Make extensive notes when trying to understand / watching videos – it helps with internalizing the information as well as with the review.
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Understand limitations of each algorithm, if any.
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Understand the usual application areas of each of the algorithms and why are they used there.
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Try understanding how these algorithms differ from each other. Using a single problem statement and solving it using different applicable algorithms should help here.
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Remember, the algorithms are just tools to solve problems. Don’t lose sight of the main problem statement during implementation.
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Many times, simple implementations are good enough. Build a simple solution first quickly and then iterate - you may want to try different features, tuning the parameters and hyperparameters, different algorithms, stacking different algorithms together and so on. Make sure you try one thing at a time and not everything together since you would want to know what change made the algorithm(s) better or worse.
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Explain what you have done to one person who knows about the algorithms in technical terms and to another who does not know the algorithms per se but can follow the problem and its solution logically. Gaps in understanding are best understood when explaining to others.
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Learning is an iterative process – your first implementation may not be the best. It can be made better over time. Please be patient.
D3.js Visualization Real Life Applications
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Stoppage made by Police in January 2012 in New York
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Markov Process
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Visual Introduction to Machine Learning
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Race Track leads to Victory
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Connections between Oscar Contenders
Get Help To Create Graph In D3.js Visualization
D3.js is used to create a static SVG chart:
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Bar Chart
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Circle Chart
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Pie Chart
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Donut Chart
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Line Chart
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Bubble Chart, etc.
Exploratory Data Analysis (EDA) Help
1. The initial process in any machine learning implementation
2. The purpose is to understand the data, interpret the hidden information, visualizing and engineering the feature to be used by the machine learning
3. A few things to consider:
– What questions do you want to answer or prove true/wrong?
– What kind of data do you have? Numeric, Categorical, Text, Image? How are you going to treat them.
– Do you have any missing values, wrong format, etc.
– How the data is spread? Do you have any outliers? How are you going to deal with them?
– Which features are important?
– Can we add or remove features to get more from the data?
4. Data Wrangling
– Understand the data
– Getting basic summary statistics
– Handling missing values
– Handling outliers
– Typecasting and transformation
5. Data Visualization
– Univariate Analysis: histogram, distribution (distplot, boxplot, violin)
– Multivariate Analysis: scatter plot, pair plot, etc
Data Analysis Using Package Commands
Here below some important commands that useful to analyze the data:
csvstat: provide a broad understanding of data by generating summary statistics for all the data in a CSV file
csvcut –c 2,3,5 filename.csv | csvstat Will give general summary stats on the chosen columns Stats include: data type, has empty cells, # of unique values, max length, 5 top frequent values
csvgrep: search for matches across columns csvcut –c 2,3,5 filename.csv | csvgrep –c 2 –m testme | csvlook
csvsort: sort records based on column(s) csvcut –c 2,3,5 filename.csv | csvgrep –c 2 –m testme | csvsort –c 3 –r | csvlook
csvstack: stack two files on each other
csvformat: format files with different delimiters and add quotations
csvformat -D \| filename.csv ## change , to |
csvformat -T data.csv ## change , to tab
csvformat -U 1 data.csv ## quote cells
csvformat -D \& -Q \$ -U 2 -M \* data.csv ## Ampersand- delimited, dollar-signs for quotes, quote all strings, and asterisk for line endings:
csvclean: reports rows that have a different number of columns than the header row and attempts to correct the CSV by joining short rows into a single row
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Realcode4you online tutors are ready to help you with the D3.Js topics in which you are struggling. You can choose or hire our one-on-one tutoring or homework assistance to get the academic support or any industrial support. You can request live or through mail directly for online tutoring session to get personalized academic support. Our tutors provide one-to-one live session in which all doubts are clear easily. We are also provide coursework or document which help you to practice related topics in D3.Js
There are many doubts in your mind when you start machine learning as a programming expert. Our Tutors easily explain your all doubts in live session and provide better help in your coursework and homework.
Important Machine Learning/Data Science Libraries &
Tools In Which You Can Get Help
1. Introduction about Pandas
Pandas is a Python library that makes handling tabular data easier. Since we're doing data science - this is something we'll use from time to time!
It's one of three libraries you'll encounter repeatedly in the field of data science:
Pandas
Introduces "Data Frames" and "Series" that allow you to slice and dice rows and columns of information.
NumPy
Usually you'll encounter "NumPy arrays", which are multi-dimensional array objects. It is easy to create a Pandas DataFrame from a NumPy array, and Pandas DataFrames can be cast as NumPy arrays. NumPy arrays are mainly important because of...
Scikit_Learn
The machine learning library we'll use throughout this course is scikit_learn, or sklearn, and it generally takes NumPy arrays as its input.
So, a typical thing to do is to load, clean, and manipulate your input data using Pandas. Then convert your Pandas DataFrame into a NumPy array as it's being passed into some Scikit_Learn function. That conversion can often happen automatically.
2. Series
The first main data type we will learn about for pandas is the Series data type. Let's import Pandas and explore the Series object.
A Series is very similar to a NumPy array (in fact it is built on top of the NumPy array object). What differentiates the NumPy array from a Series, is that a Series can have axis labels, meaning it can be indexed by a label, instead of just a number location. It also doesn't need to hold numeric data, it can hold any arbitrary Python Object.
3. DataFrames
DataFrames are the workhorse of pandas and are directly inspired by the R programming language. We can think of a DataFrame as a bunch of Series objects put together to share the same index.
4. GroupBy
The groupby method allows you to group rows of data together and call aggregate functions
5. Merging, Joining and Concatenating
There are 3 main ways of combining DataFrames together: Merging, Joining and Concatenating.
6. Operations
There are lots of operations with pandas that will be really useful to you, but don't fall into any distinct category.
7. Data Input and Output
This notebook is the reference code for getting input and output, pandas can read a variety of file types using its pd.read_ methods, using:
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CSV
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Excel
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HTML
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SQL
8. Machine Translation
Now a days machine translation is uses many different approaches, which we discuss in below: Here we used different types of algorithms:
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RNN(Recurrent Neural Networks): Here is where we deal with LSTMs(Long Short-Term Memory networks). It helping us to work with sequences whose length we can’t know a priori. LSTMs are a special kind of recurrent neural network (RNN), capable of learning long-term dependencies. All RNNs look like a chain of repeating modules.
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Bidirectional RNNs: The next one is bidirectional recurrent neural networks (BRNNs). It is used to split the neurons of a regular RNN into two directions. One direction is for positive time, or forward states. And the other direction is for negative time, or backward states. The output of these two states are not connected to inputs of the opposite direction states.
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Sequence to sequence: Now the next third one is sequence to sequence models (also called seq2seq). Basically the seq2seq model consist of two RNNs: an encoder network that processes the input and a decoder network that generates the output.
9. Tableau:
It is a powerful and fastest and most useful data visualization tool used in the any business analytics or machine learning or data science visualization tool. It helps in simplifying raw data into the very easily understandable format.
By using we can create real visual effect of any data which is easily understand by any person.
The uses of Tableau are:
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Data Blending
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Real time analysis
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Collaboration of data
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The ensemble methods in machine learning combine the insights obtained from multiple learning models to facilitate accurate and improved decision. In other way we can say, a group of models or classifier are called ensemble.
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