![]() One option in dealing with missing data is to simply ignore or remove the rows in which data is missing, discarding them from our analysis. For example, are the data missing at random or is there a hidden relationship between missing data and some other predictor? There's not exactly a formulaic way to approach how to treat missing data, as the treatment largely depends on the context and the nature of the data. This is important to note the distinction between treating null values for categorical and numerical data, as the treatment will depend on the type of data present. In both of these cases, the column contains categorical data. Let's start with figuring out what to do with the null values found in self_employed and work_interfere. In this case, I've decided that I'd like to build a classifier to predict whether or not someone will seek treatment. Ultimately, this depends on what you're looking to predict or classify. If we're using a supervised machine learning technique, we need to make a distinction in the data between features and labels for each observation. You can use the pandas scatter_matrix to easily visualize your data. self_employed and work_interfere contain some null values.įor numerical features, it can also be helpful to quickly examine any possible correlations between features.Moreso, "Male" and "male" are ostensibly the same but currently being treated as two distinct categories. There are 49 different values listed for Gender.The Age column contained someone who is 99999999999 years old, they should be in the Guiness World Records book or something.The Age column also contained children (such as a 5 year old) that are unlikely to be taking a survey about their workplace.The Age column contained people who had not been born yet (negative numbers). ![]() ![]() Here's a list of things I found that needed attention before feeding this model into a machine learning algorithm. While many columns were fine as is, a couple columns needed cleaning. As I looked through the dataset, I kept an eye out for things just as duplicate labels, erroneous or null values, and other things that just didn't quite seem right. This printed out a cell in my notebook with a ton of information about my dataset that I could easily consume by just scrolling through. Rather than inspecting each feature one-by-one, I opted for the lazier route and ran the following: feature_names = df.columns.tolist() You can read a description of each feature for this dataset on Kaggle. The first thing to understand is what features our dataset contains. This is often helpful to do when building a model. Pro tip: you can return the number of observations in your dataset with df.shape and the number of features in your dataset with df.shape. Running df.shape will return information about the dimensionality of our dataframe (in this case it's the number of rows and columns), which will essentially tell you how many examples and features you are working with. While we're at it, let's take a look at the shape of the dataframe too. The pandas head() function returns the first 5 rows of your dataframe by default, but I wanted to see a bit more to get a better idea of the dataset. Pd.set_option("display.max_columns", num_columns) You can follow along in a Jupyter Notebook if you'd like. It's hard to know what to do if you don't know what you're working with, so let's load our dataset and take a peek. I took a look at this dataset with my friend Florian (he's awesome, check him out here) earlier this year and decided it would serve as a good example for this post. In this post, I'll be cleaning a dataset from Kaggle on Mental Health in Tech. In the real world, however, such datasets are rare and uncommon. In an ideal world, you'll have a perfectly clean dataset with no errors or missing values present. Before you're ready to feed a dataset into your machine learning model of choice, it's important to do some preprocessing so the data behaves nicely for our model.
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Related: The Best Cheats In The Grand Theft Auto Franchise (And How To Do Them) Catch 3 enemies with the Oblivion or Singularity grenade. However, a select few games still carry on this tradition, either as a way to unlock everything without doing the work or by giving the characters buffs to make the game easier. With the advent of online multiplayer, achievements, and trophies, getting an advantage by putting in a code seems unfair. Cheat codes have largely gone away in the modern gaming landscape. What is the difference between a vent and a register?įirst, the vent is the actual hole in your wall, ceiling, or floor that needs a cover.Ī standard vent cover will fit within the dimensions of the vent hole and prevent most things from entering the vent, protecting the HVAC system while still allowing air to flow into the room for heating and/or cooling purposes. I’ve been working on the boy’s bathroom this week and can’t wait to show you how it’s all coming together! I’m also fitting in a few projects for our covered porch since it’s been so pretty outside.First, before we get into why wood is a great choice for your own vent covers, let’s-ahem- cover …some vent basics and commonly asked vent-related questions. Thanks for all the sweet comments on the hallway! You guys keep me motivated to move on to the next project…plus the fact that my house looks like a construction zone. The square dowels are nailed down to the top and bottom of the frame so the filter can be slipped inside. The filter holders are made from 1″ corner brackets spaced about 6″ apart and attached to a 3/4″ square dowel rod. I had a reader email me and ask me how I could make the frame hold a filter, so after searching the home improvement store for something that works, this is what I came up with. The raw edges are sharp, so cover them with duct tape. ![]() I used my kitchen shears to cut the metal. The face clamp is essential to keeping your corners squared and level when joining your boards.Ĭut the metal screen the size of the opening plus two inches. Secure the corners using wood glue and the screws that come with the kit. You’ll want to keep your holes closer to the center.Īfter you cut the boards to length, make pocket holes with the Kreg Jig. I accidentally put my first set of holes too close to the inside corners. This was my first time using the Kreg Jig. Your best bet would be a piano hinge at the top of the frame so it lifts from the bottom. If you need a frame that opens, you will need to secure it to the studs with hinges. To make it easy to remove the frame, I countersunk the screw holes where it’s secured it to the studs and covered the holes with wooden buttons (also called screw hole plugs). I’ll show you in just a second how to make it hold a filter. Since our heating and cooling system has the filter built-in to the air handler, the frame I made only needed to encase the opening and hold the metal screen. Directions on How to Make a Decorative Air Return Vent Cover: If you put “Kreg Jig” in the search box on her website, you’ll come up with all sorts of projects that you can make with it. If you’re unfamiliar with the Kreg Jig, here’s the link to a video from the super cute and talented, Ana White. The kit comes with an instructional DVD to help you get started. You can also order it on by clicking this link if you can’t find it in the stores.Ĥ. There were three different types of screens, but I the quatrefoil pattern was my favorite. Here’s the item number to help you find what you need. Decorative metal radiator screen found at Lowes. I used the same primed finger joint boards that I used for our gallery shelves.ģ. (affiliate links are included for your convenience)ġ. Supplies to make a decorative air return vent cover: To see where I was inspired for this project, head on over to my original hallway design board. With a few tools and some supplies from the local home improvement store, you can make a decorative air vent cover for about $40.00. I checked out the price on vent covers and quickly realized I didn’t want to spend $500.00 for a custom cover like ones I’ve seen on the internet. ![]() Over the past five years, I’ve been slowly getting rid of anything that screams 1980’s and adding little touches to give our home vintage-classic charm.Ĭlick here to see the rest of the board and batten hallway ![]() The phrase, “it’s all in the details”, comes to mind when I think of what sets a basic-builder’s home apart from homes built back in the early to mid 1900’s. ![]() But you soon have colorful paper snowflakes that say "I Love You Mom" that can completely cover your refrigerator.and lots of little tiny bits of paper in someone's bedroom that need to be vacuumed up.ģ. Be sure to tell your budding artistic daughter that the little tiny scissors are mine and to not touch them, or you will be wasting lots of time looking for them. But you soon have colorful "I Love You Mom" keepsakes that are worth their weight in gold.Ģ. Don't tell your budding artistic daughter that has just learned how to write in cursive that you have colored pencils.they quickly start disappearing. Straight lines turn into squiggles when you are shivering. If your carving area is in the garage and it's cold, cold, cold.be sure to warm your own body with heaters. (I can use those pieces for crushed eggshell ornaments)Ģ. ![]() Eggs shatter much easier when they are shivering. If your carving area is in the garage and it's cold, cold, cold.be sure to warm your egg before carving. On the good side.they won't get infected as they will be soooo clean!ġ. If you have cuts on your hands, wear gloves when using vinegar or "The Works" or you will be yelling "Owie, Owie, Owie". (I always wanted that egg for doing a diorama instead)Ĥ. The air warms inside the side blows out. When washing your eggs off that have a plug in the hole.don' t use overly warm water. Goo Gone cleans up any remaining wax and then everything looks like normal when dear Hubby walks in the door therefore avoiding the "I told you so-s".( hee hee)ģ. The scraper will gently scrape the wax from the floor without scratching the hardwood. ![]() Always keep a pastry scraper and Goo Gone on hand. If you jump out of your skin, you might knock the melted wax over onto the floor where it hardens into a large black splop on your hardwood floor. (FYI- I keep my wax melted in a tart warmer).Don' t watch a suspenseful/ scary movie when doing pysanky. I can laugh about all of these now, knowing that I've learned something.ġ. This is an incomplete list of Do-s and Don'ts, Happiness and Frustrations that occur when you put alot of pressure upon yourself. Its streets and squares, as well as the gardens of the pazos, castles and monasteries, are perfect places to enjoy the beauty of camellias and other flowers.I thought I'd share a little silliness with you all about entering eggs in the Masters Program through the International Egg Art Guild. The coastal inlet Ría de Pontevedra, with towns such as Poio or the parishes of Combarro or Samieira, is home to an interesting culinary offer and boasts a large number of interesting natural and cultural spots. The region also gathers an important archaeological heritage, such as the groups of rock carvings - petroglyphs - from the Bronze Age that can be admired in Campo Lameiro, Tourón or A Caeira. The city of Pontevedra boasts even more treasures, such as the remains of the ancient archiepiscopal towers, the monastery of San Salvador de Lérez or the sumptuous manor house Pazo de Lourizán. The Provincial Museum of Pontevedra houses archaeological, artistic and ethnographic collections of great value and invites us on a journey through the history of the province from Prehistory until the present time. The squares and streets of the old town remind us of a medieval past, in which the Pilgrim's Way to Santiago de Compostela was a very important meeting point. Pontevedra is full of art in every corner. Discover the region of Pontevedra, an artistic treasure that comprises the towns of Pontevedra, Campo Lameiro, Barro, Poio, Vilaboa, Ponte Caldelas and A Lama. ![]() We want those who have experienced the struggles we’re trying to address to have a voice, provide their points of view and suggest solutions that will support them best. At our organization, we want to not only look at the data, but also hear directly from the individuals we are trying to support. Oftentimes, the health care industry or politicians look at the data and decide what’s right for the community or specific populations. Broadly, one of the things we want to push through is leveraging lived experiences into how we care for individuals.Thirty-six months later, they were able to open a bank account and maintain that stable environment.Īre there three things the community/society/politicians can do to help you address the root of the problem you are trying to solve? The patient was able to complete treatment while being housed, which had a huge impact on their ability to be treated and recover. So, we connected them to services that were able to find them a long-term apartment. From that conversation, we found out that they were homeless and living in a shelter. Normally, you would just treat them for the cancer, but our clinical team asked the patient about their food and housing situation. Yes, we recently had a patient who had screened positive for cancer and was getting care in our facilities. This type of holistic care not only has a huge impact on an individual and community level, but also long term impact in the sense of emergency department use and overall health care costs.Ĭan you tell us a story about a particular individual who was impacted or helped by your cause? When individuals come to us, instead of only asking what their symptoms are, we ask questions like, “Do you have a home?”, “Do you struggle with food insecurity?”, “Do you have purpose in your life?” and then connect patients to the resources that can help meet their needs. This could be anything from housing to transportation access, safety, isolation and more. ![]() These factors, called social determinants of health, are essentially the conditions and environments in which individuals live, learn, work, play, etc. We go beyond clinical care by looking at how factors outside of a doctor’s office or hospital can affect overall health and well-being. Our mission at ProMedica’s National Social Determinants of Health Institute is to redefine what we view as health care as a country. While some may not appreciate the gesture in the moment, they will likely come to appreciate that you made the effort to truly connect and empathize.Ĭan you describe how you or your organization is making a significant social impact? So the biggest lesson there for me was, when you have to make tough decisions or deliver tough news, it’s really about staying true to your authentic self even if it feels awkward at the time. But while it was an awkward moment, it truly came from a place of love and empathy. She, understandably, was not in the mood to be consoled by me. Right after the first time I had to deliver the bad news, I went to console the director of the organization who we had just told was not receiving funding. Those meetings are very tough, and very tense. But on the flip side, one of the worst parts about working at a foundation is that you also have to tell someone that they are not getting funding. When you work for a foundation, one of the great parts of your role is being able to tell someone that their organization is receiving funding. One story that sticks out to me is when I was working for a foundation. After her training, we were able to connect her to the right opportunity, which led to her being hired.Ĭan you share a story about the funniest mistake you made when you were first starting? Can you tell us what lesson you learned from that? One example in particular is a single mother who we were able to put through State Tested Nurse Aide (STNA) training. Most recently, the stories that have been most impactful to me is how our organization is helping individuals, specifically single moms, find employment to support their families. In my line of work, I have the privilege of witnessing something amazing almost daily. As someone who now has the position to provide support to individuals, families and communities, I feel extremely lucky to be personally connected to this work.Ĭan you share the most interesting story that happened to you since you began leading your company or organization? I wanted to give opportunities for a better, healthier life to underserved communities. Because of them and my experience growing up, I always knew that I wanted to work with families and kids. My parents, who were foster parents, played a huge role in my career path. ![]() Thank you so much for joining us in this interview series! Can you tell us a story about what brought you to this specific career path? ![]() ![]() Special logs of the Chozo can also be unlocked by unspecified means called the Chozo Memories. Samus was seen wearing the Gravity Suit during this section too. Lastly, the Omega Metroid was shown off, being drastically different from past encounters, such as slamming its tail on the ground to shake down rocks from the ceiling above. A brand new enemy encounter was with the Diggernought (as heard by ear, but not written) which traps Samus into a crusher sequence where she has to escape through obstacles before a crusher catches up to her. It was shown that the Metroid can evolve to have their own unique abilities from each other, demonstrated with an Alpha Metroid with fire abilities. It was demonstrated effectively on a section with fireballs being fired across the screen too fast to effectively jump past without taking damage, but was reduced to nothing with the Phase Drift. Enemies slowed to a crawl and even breaking blocks took longer to disintegrate. This slows down time for everything except Samus. The new ability was a new Aeion ability, the Phase Drift. It is automatically integrated with the new laser sight feature, turning the laser blue on grapple-able objects and also automatically activating should you fire your arm cannon on a blue sight. ![]() Lastly, the Grapple Beam was shown, acting as a means of pulling switches. Samus was also seen repeatedly jumping, meaning she has the Space Jump for this section of the demo. The Wave Beam was immediately shown off in the game for the first time in the gameplay presentation, acting just like prior incarnations of it. Several new abilities were shown off, both old and new, as well as a look at two new encounters (one of which should be very familiar to long time fans.) A new wave of information has come from Nintendo and MercurySteam from Gamescom today for Metroid: Samus Returns. ![]() Miami-Dade County declared a state of emergency Friday night and also warned a flood watch would be in effect through Tuesday night.įurther south in the Keys, officials were monitoring the storm closely, but had no plans yet to evacuate tourists or residents. South Florida started emptying ports and a small number of shelters opened in Miami and the Florida Keys for residents in mobile homes and low-lying areas. Ron DeSantis declared a state of emergency Saturday for eight counties at the end of the state as Eta approached, urging residents to stock up on supplies. Peter’s Square, Francis prayed that “the Lord welcome the deceased, comfort their families and sustain all those so tried, as well as all those who are doing their best to help them.” Pope Francis on Sunday spoke about the population of Central America, hit “by a violent hurricane, which has caused many victims and huge damage, worsened as well by the already difficult situation due to the pandemic.” Speaking to faithful gathered in St. Some 60,000 people had been evacuated in Guatemala.Īt least 20 people also were reported dead in southern Mexico and local officials in Honduras reported 21, though the national disaster agency had confirmed only eight. Authorities on Sunday raised the known death toll there to 27 from 15 and said more than 100 were missing in Guatemala, many of them in the landslide in San Cristobal Verapaz. But there were no reports of deaths.Įta earlier hit Cuba even as searchers in Guatemala were still digging for people believed buried by a massive, rain-fueled landslide. The storm swelled rivers and flooded coastal zones in Cuba, where 25,000 had been evacuated. It was moving west-northwest at 14 mph (22 kph). ![]() Responders were continuing to search for others.Įta had maximum sustained winds of 65 mph (100 kph) on Sunday night and was centered about 30 miles (45 kilometers) east-northeast of Marathon, Florida, and 70 miles (115 kilometers) east-northeast of Key West. Photos taken by fire units on the scene about 30 miles (48 kilometers) north of Miami showed rescuers searching what appeared to be flooded waters near a parking lot.įirefighters pulled one person from a car and took the patient to a hospital in critical condition, according to a statement from Lauderhill Fire’s public information officer. ![]() On Sunday night, authorities in Lauderhill, Florida, responded to a report of a car that had driven into a canal. Broward County also shut down in-person schooling Monday and Miami seemed poised to do the same. Several shelters also opened in Miami and the Florida Keys for residents in mobile homes and low lying areas. The US National Hurricane Center in Miami declared hurricane and storm surge warnings for the Keys from Ocean Reef to the Dry Tortugas, including Florida Bay.įlorida officials closed beaches, ports and COVID testing sites, shut down public transportation and urged residents to stay off the street. Associated Press: HAVANA, Cuba – A strengthening Tropical Storm Eta made landfall on Florida’s Lower Matecumbe Key on Sunday night, days after leaving scores of dead and over 100 missing in Mexico and Central America. |
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