Tackling Kaggle Tasks: Descriptive Analytics on Solar Panel Sites in India

Hello, brave readers, and welcome to a new series of mine called “Tackling Kaggle Tasks”. In this series I will be exploring the vast ocean of data that Kaggle has to offer and completing various tasks that each dataset owner puts forth pertaining to their submitted dataset. For this edition we will be taking on a dataset called “Solar Power Generation Data” submitted by one Ani Kannal. The dataset includes data records of two solar panel plant sites in India over a 34 day period. There are a total of 4 data files, 2 files for each plant site. One file includes that plant site’s power generation data, the second file includes that plant site’s sensor data such as temperature and irradiation levels. The dataset can be found here. The creator of the dataset asks Kaggle users to complete any of a list of four tasks, including Descriptive Analytics, Visualization and Further Exploration, Competition, and Tell a Story. In this article I will outline the process I took in completing the first of the four tasks, Descriptive Analytics.

Part 1 — Load the data, briefly explore each dataset, and understand and explore underlying patterns in the data

I began by creating separate dataframes for the four files provided to me and then analyzing the basic exploration and statistics of each. To do this I created a basic function that printed out a passed in dataframe’s first five rows of data, column names found in the dataframe, number of rows and columns in the dataframe, and a statistical summary of the dataframe, both numeric and non-numeric columns included.

Image for post

The function I created to output basic dataframe exploration and statistics

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The outputs I recieved from running each dataframe through the above created function, from top left to bottom right: plant_1_generation_df, plant_1_sensor_df, plant_2_generation_df, plant_2_sensor_df

I then made a list of each column within the dataframes, pulling some information from what the author offered as well as doing some of my own minor research.

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Column names and their descriptions found in the plant_generation data

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Column names and their descriptions found in the plant_sensor data — the link at the bottom is here.

I followed this up by creating pair plots for each of my dataframes, eyeing the results and coming up with a number of base conclusions and hypotheses. First, given the pairplots for both plant_generation sets, I determined that DC power shows a near perfect positive correlation with AC power. This makes sense as the inverter makes the AC power dependent on the amount of DC power — its job is to invert DC to AC. Furthermore, I could see that DC and AC power both contribute to instances of DAILY_YIELD as well as TOTAL_YIELD, which intuitively makes sense as both DAILY_YIELD and TOTAL_YIELD should be direct results of AC/DC power.

#kaggle #data-science #descriptive-analytics #awesomeness #my-journey

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Tackling Kaggle Tasks: Descriptive Analytics on Solar Panel Sites in India
Maddy Bris

Maddy Bris

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5Kw Solar System in Brisbane

1 August 2020, Sunny Sky solarannounced you to launch a residential solar power system in Queensland, Australia. There are different sizes of houses with different energy requirements so one solar power system cannot fulfill every type of electricity need.

Whether energy need is low or higher they have announced a wide range of solar power system in Brisbane that includes 5KW solar panel system, 6Kw solar panel system, 10Kw solar panel system, and many more so that everyone can enjoy the benefits of solar energy.

Residential Solar Power System needs to be flexible because of the changing requirement of energy. As we know our energy needs hikes up in the summers more than winters because we use air conditioners, refrigerators (also used in winters but less than summers), fans. In winter we drop down these usages so the energy needs to go up and down according to the weather changing.

Some households have a high energy need, some have low, and mostly have the normal or average of high and low. Sunny Sky Solar offers expert’s advice to all the customers on call or personally because it is important to analyze the energy need, budget, location, and many other things before buying a solar power system for your home sweet home.

Their professionals analyze all these things and suggest you the best residential solar power system in Brisbane to reduce the energy costs and clean the environment as solar energy is green & clean energy.

At this time of announcing the residential solar panel system, the representative of Sunny Sky Solar has talked about some advantages of a residential solar power system. He said “get update yourself by the time is important because the latest technology will save you lots of money and time. The solar power system is the best technology in this era that can give you lots of benefits. Don’t get upset with the initial cost because after installing a solar power system at your house it will repay you the initial cost in two to three years. So, you are going to invest in a great deal if you are purchasing a solar panel system in Brisbane.”

He also added “Residential solar power system can save your pocket from getting loose every month for heavy electricity bills. You will earn money by producing solar energy and feeding your power supply grid as government, and mostly all the power suppliers give benefits to producing solar energy. You can easily earn money by feeding the power grid with your excess produced solar energy. You will use solar energy and save the excess by feeding the power grid this way.”

Sunny Sky Solar offering an efficient range of residential and commercial solar power system that includes 5KW solar panel system, 6.6Kw solar panel system, 10Kw solar panel system, and there are many more that you can select according to your energy needs and budget.
They provide expert assistance that will help you in choosing the best solar system for your house. Their experienced professionals work under the guidance of experts who ensures the perfections and safety at the time of installing and after the installation.

Installing a solar power system at your place will be more convenient with them because they work under the expert’s supervision that makes them perfect and faster. They ensure safety first at the time of installing because at that time family members are around the installing site and accidents can happen.

They also ensure the quality of products they used in installing and other solar products. If the products will be durable and efficient, the system will produce more electricity with higher efficiency for a longer period.
The main thing that matters while installing a solar power system at a residence is the roof situation, Sunny Sky Solar doesn’t work for doing business only. They first check the place or analyze from your information that your location is safe for installing a solar power system or not. If the find any problem they will suggest repairing it first because if you will put the solar power system at a less secure place and the solar system’s weight can damage it then repairing that place first should your main priority.
This shows their loyalty and caring behavior towards the customers.

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Tackling Kaggle Tasks: Descriptive Analytics on Solar Panel Sites in India

Hello, brave readers, and welcome to a new series of mine called “Tackling Kaggle Tasks”. In this series I will be exploring the vast ocean of data that Kaggle has to offer and completing various tasks that each dataset owner puts forth pertaining to their submitted dataset. For this edition we will be taking on a dataset called “Solar Power Generation Data” submitted by one Ani Kannal. The dataset includes data records of two solar panel plant sites in India over a 34 day period. There are a total of 4 data files, 2 files for each plant site. One file includes that plant site’s power generation data, the second file includes that plant site’s sensor data such as temperature and irradiation levels. The dataset can be found here. The creator of the dataset asks Kaggle users to complete any of a list of four tasks, including Descriptive Analytics, Visualization and Further Exploration, Competition, and Tell a Story. In this article I will outline the process I took in completing the first of the four tasks, Descriptive Analytics.

Part 1 — Load the data, briefly explore each dataset, and understand and explore underlying patterns in the data

I began by creating separate dataframes for the four files provided to me and then analyzing the basic exploration and statistics of each. To do this I created a basic function that printed out a passed in dataframe’s first five rows of data, column names found in the dataframe, number of rows and columns in the dataframe, and a statistical summary of the dataframe, both numeric and non-numeric columns included.

Image for post

The function I created to output basic dataframe exploration and statistics

Image for post

The outputs I recieved from running each dataframe through the above created function, from top left to bottom right: plant_1_generation_df, plant_1_sensor_df, plant_2_generation_df, plant_2_sensor_df

I then made a list of each column within the dataframes, pulling some information from what the author offered as well as doing some of my own minor research.

Image for post

Column names and their descriptions found in the plant_generation data

Image for post

Column names and their descriptions found in the plant_sensor data — the link at the bottom is here.

I followed this up by creating pair plots for each of my dataframes, eyeing the results and coming up with a number of base conclusions and hypotheses. First, given the pairplots for both plant_generation sets, I determined that DC power shows a near perfect positive correlation with AC power. This makes sense as the inverter makes the AC power dependent on the amount of DC power — its job is to invert DC to AC. Furthermore, I could see that DC and AC power both contribute to instances of DAILY_YIELD as well as TOTAL_YIELD, which intuitively makes sense as both DAILY_YIELD and TOTAL_YIELD should be direct results of AC/DC power.

#kaggle #data-science #descriptive-analytics #awesomeness #my-journey

AI & Data Science India Salary Study - 2021

The annual Analytics India Salary report presented by AIM and AnalytixLabs is the only annual study in India that delves into salary trends and provides a comprehensive view of the changing landscape of analytics salaries. The report, now in its seventh year, look at the distribution of average salaries across several categories including years of experience, metropolitan regions, industries, education levels, gender, tools, and skills.

The Data Analytics function is experiencing significant growth and development in terms of skills, capabilities, and funding. Last year, despite the pandemic, the Indian start-up industry witnessed $836.3 million investment, almost a 10% (9.7%) increase than the previous year. Also, more than one in five (21%) analytics teams across firms in India witnessed a growth in the last 12 months and the post-pandemic job market saw an upswing of data science jobs. The development of the data science domain is evidenced by the high salaries drawn by analytics professionals across the organization, with Analytics professionals doing relatively well in spite of the pandemic.

#featured #ai salaries in india #analytics salaries in india #analytics salary key trends #analytics salary trend #average data analytics salary #average salary of analytics professionals #data science salaries in india #data science salary study #latest data science salaries

Solar Energy Panel Installation Company | Solar Power Experts

If you are looking to reduce the electricity bill with solar panels and want to produce energy much more efficiently than traditional utilities, then the Best solar companies in MA here to provide you hassle-free services.

#solar connecticut #solar massachusetts #solar company massachusetts #solar installers connecticut #solar panels connecticut

Maddy Bris

Maddy Bris

1604050265

Sunny Sky Solar announced you to launch Commercial Solar Power System in Queensland

For the last 10+years, Sunny Sky Solar, is a leading international solar power system installer in Brisbane is making the environment eco-friendly with the help of renewable resources of energy. Now, they have announced you to launch a commercial solar power system in Queensland, Australia. They bring a huge range of solar power systems for the big, medium, and small size offices, shops, and other commercial areas.
You can choose between an on-grid solar power system, off-grid solar power system, and **hybrid solar power system **according to your energy need at your workplace. By installing a commercial solar power system in Brisbane you can avail of the benefits of government rebates that gives to the businesses who have installed a solar power system at workplace. You can save lots of money after installing a solar panel system at your office.
A commercial solar power system provides energy security that means it helps businesses in becoming energy independent. It reduces your reliance on the local power grid that didn’t have any solution to sudden power cuts.
Energy consumption is increasing according to the yearly reports of researches and analysis. Businesses are paying more and more money for electricity bills in commercial areas.

As per company representative, they offers wide range of commercial solar power systems that will benefit your pocket and environment too. Their high-quality range includes 5KW solar power system, 6KW or 6.6KW solar power system, 10KW solar power system, 13KW solar power system and so on. You can choose according to the energy requirement at your workplace and then comes the best part. Sunny Sky Solar has professionals on board that helps in not only finding the best solar power system in Brisbane, Queensland but also deals in the top-notch quality solar products that come directly from the best manufacturers.

They didn’t stop here, installing a solar energy system in the commercial area is always risky because there is machinery, people everywhere, and lots of electricity & power is running 24/7. Sunny Sky Solar is known for its safe, secure, and durable solar system installing services. They have installed hundreds of commercial solar power systems in Brisbane with their highly skilled installers, under the supervision of solar experts and engineers.

While talking to Mr. Johana company representative at Sunny Sky Solar said “Solar energy is highly beneficial for the businesses as we are experiencing the increase in electricity rates year by year. In a business, profit and expenses are the two main things that matter. You cannot ignore the heavy electricity bills of your commercial place when we are talking about the income and expenses of businesses. A big part of your income that goes to electricity bills can be reduced with one of the great sources that is solar energy. We bring some superb range of commercial solar power systems in Queensland to reduce the energy cost of the businesses, also it will reduce the carbon footprints of the surrounding environment.”

While answering our questions, she further adds “Solar power system is an expensive but most valuable investment for a business. Whether the business is small or big, energy consumption is always there. By taking care of different size businesses, we made our solar system range very flexible. We have many options that cover small to medium and medium to large size business energy requirements.”

About Sunny Sky Solar
Sunny Sky Solar is a leading international solar power system installer in Brisbane that offers a wide range of commercial and residential solar power systems. They have come so far and built a brand name based on their stunning services and super deals of high-end quality products.

If you are planning to install a commercial or residential solar power system whether you have decided to go for the on-grid solar power system or off-grid solar power system, I suggest Sunny Sky Solar for a safe & secure solar energy installation process. Contact them for a free consultancy from the experts of this field and get your brand new solar power system at an affordable price.

#solar power system #solar power system in brisbane #solar power in brisbane #solar panel system #commercial solar power system #commercial solar power system in brisbane