#Database Cleansing

[uniquesdata]

Crucial Role of Data Cleansing in Predictive Modeling

Data cleansing has gained popularity in the modern business landscape due to many benefits and insightful outcomes. It has become a crucial part for predictive modeling analysis, enabling it to offer valuable predicted forecasts to make business decisions.

🔹Here’s a detailed explanation of data cleansing's role in predictive modeling.

[apeirosolutions321]

CRM Data Enrichment and cleansing service

Optimize your business with Apeiro Solutions database management & Administration Services. Include data validation, enrichment, and cleansing to keep your CRM accurate and efficient.

[datainox]

Data Cleaning Services is inevitable for growth

Data cleaning or scrubbing is an important process in various businesses that corrects and enhances data value by removing duplicate, irrelevant, and missed-value content. Outsource data cleaning services to have an accurate database. Continue to read further in detail.

[matchdatapro]

Address Database Cleansing | Matchdatapro.com

Discover the best data cleansing tools, techniques, and services for efficient data cleanup. Explore Experian, IBM, and Google data cleaning solutions.

[comet-cola]

Immigrants and those racially profiled as such (including indigenous Americans!?!?!!), detained without due process, denied appeal, deported or shipped off to the neo-concentration camp being erected at the already dispicable guantanamo bay. Trans people having passports confiscated and legal documents reverted, having threats of care being cut off, studies related to trans people forcibly retracted. Missing queer kids scrubbed from missing kids databases. Federal research being gutted in every sector, limited, censored, even down to words as innocuous as "bias", "gender", and "female" in some contexts. Federal departments destroyed at a whim, all communication from the FDA (including food safety recalls) frozen. Elon Musk in the national treasury just doing whatever the fuck he wants. National media not covering protests at all, and most anything else that they do cover rarely being met with the severity it warrants. The largest social media platforms being biased to push right-wing content by design and bending to the whims of whatever they think the GOP will like in their policy and censorship. The tik tok and tariff stunts being literally just straight up propaganda to make Trump look like a hero while actually doing nothing whatsoever. Project 2025 being the goal all along (obviously) as Trump actions continue to follow this plan laid out for him. Appointees of abusers and rapists and racists and bigots to major sectors of governments. A seeming end to separation of chruch and state with the establishment of the White House Faith Office. Efforts to remove federal employees to destabilize internal resistance or install loyalists in their place. Massive donations to the republican party that just blatantly break the law to a comically transparent degree, not even an attempt to hide it through loopholes. Nazi salute at the inauguration. The promise of further and total ethnic cleansing of Palestine (and the continuous underreported breaking of the current ceasefire by Israel, with impunity). Genuine threats to annex Canada and Greenland into the States. Canada's own polling for their upcoming federal election that's leaning conservative, which could throw Canada right into the same situation as the US, thanks to exported rhetoric from the huge swath of American-owned news and media in Canada. Far right-wing leaders voted into power, or polling trending that way, all across the globe.

This is only what I could think of off of the top of my head. Most of this stuff has been since the beginning of Trump's second term, some has been ongoing for a long time. And still this is only the tip of the iceberg.

We're not on the path to fascism. Fascism is here. We crossed the line ages ago.

But there's still hope. There is resistance. Don't give up. Don't stay quiet. Don't normalize any of this shit. Fight.

[uniquesdata]

Elevate Business ROI with Data Cleansing Services

Businesses manage a large amount of data on a daily basis, and it is important to ensure the database is clean and accurate for further use. Data cleansing can improve the quality of data and bring valuable insights. Check out in detail how data cleansing plays an important role.

[myezblog]

Ep 4

Pretty solid episode... most of the theories have been validated.

What we got right -

All experiences that Great is having of saving people and essentially everything , it is all in his head... nothing happening for real

4 minutes because heart stopping and brain stopping - dead to really really dead is 4 minutes (we are 11.02 right now.. Great is alive until 11:04)

After death experience - were right about beliefs... wherein one patient saw angels performing on her.. whereas the 4 min. thing is more about regrets and what ifs... ( interestingly, we did not hear Lukwa tell us which part of her life she revisited during her 4 min. journey)

Thing is linked to saving Tyme... This is Great grappling desparately and with all the what ifs to save Tyme... his most important moment, person, life phase...

Tonkla's motive and brother, Tonkla using Win

Timelines -

Scene before intro is the real normal actual timeline (i had this theory since ep 2 and there is another person who had the same theory...don't recall user id) ... So, in the present, ep 1 - Great is in the hospital and Tyme is dying ; ep 2 - Tonkla did murder and take revenge ; ep 3 and 4 - Police is investigating the murders

All of great's experiences - whichever scene he is in is playing in his mind... timeflow is not normal pace

Don't think there are more timelines. Even Korn-Win-Tonkla thing that we are being shown is in the past/ actual past (we can see this because Great is living the past... so he has the full picture at this time)

Where the timeline falters-

3. So, lady was also in her arrest while/when Great went into arrest- ep 1... SO, when she came to visit Dan with her 4 min. experience, she had come out of her cardiac arrest moment and interacted with Dan quite a few times by then...

But great is still on the hospital bed... and yet Dan talks about Great as another patient who can see 4 min. in the future..

My guess is, Lukwa is also someone who existed in past... and great heard of her case...hence she is part of the story in his brain...

He hasn't met lukwa yet in the 4 min. room... he will... and i guess that's when timelines will start sorting themselves out..

Tonkla -

Tonkla killed his dad or was involved hence his fingerprints exist in the database. Cat was likely killed by dad. That's why Mio was so against title because title abuses girls too and is an aggressive person

Definitely using Win for the case

Did love Korn, does love Korn... but will be interesting to see how he reacts when he knows that along with Title, Great was also there when title bludgeoned his brother to death

Korn said he would tell the world that tonkla is his boyfriend...but now korn has a fiancee and uh! messed up

(lol.. at Win not wearing his pants back during the whole time korn was there)

Great -

The place they have run to... which Great has taken them to and not tyme... again reaffirms that this is not real.. all is happening in his head...

So, he is with tyme.. in a nice romantic serene place where no one can find them and which Great doesn't know himself

Ost lyrics

I could give it all to be with you even if it is merely an illusion from the heaven

Every sin and sorrow i shouldered was from my heart's command

It means i could do anything and everything if you were to leave me

I will not say it again but please keep this in mind, You can never leave me

I know fairly well that caring for a venomous snake would make my life suffer everyday

And if one day, anyone betrays me, I can assure you in one word:

Avenge, i will destroy and cleanse it all till your very last day

There will not be a single minute where your wish can be fulfilled

If you ever let go of my hand, i promise you that when we meet next time You will have to come crawling back to me

Even when i know you are venomous, i still endure it

Whatever reason it may be but i am not giving you up to anyone else

You can never leave me

I know fairly well that feeding a venomous snake would make me live in paranoia everyday

And even if you turn to bite my feeding hands and betray me, i can assure you that i will "Avenge"... destroying and cleansing it all till your very last day

I will use your tears to cleanse it all..

In summary

Tonkla and Great have to overlap somewhere with respect to Tyme for the two stories to make sense. Likely Tonkla is on revenge targetting both Title and Great (he could go after tyme given Tyme is precious to Great) Or Korn-Tyme conflict linking itself to Tonkla (aka what if Korn could freely love Tonkla and never pushed into business)

Great's arc... it is like the Godfather... Great is the nice guy, detached from all shady and business stuff... but going by OST... he has to emerge as someone who is way better than Korn at handling this business and upping against every other player

The past that we see in Great's mind is also twisted... e.g. we don't know if Tyme genuinely liked Great or was using him till the very end... but Great must have turned grey (taking over business, handling korn.. etc etc.. to protect tyme)

Going back to the statement that has been made twice now about one's beliefs and religion playing a part on the deathbed.... I THINK.. it is the sheer strong will of great to save Tyme that Tyme might be saved by the end of this ordeal.. Great may or maynot be alive

[azspot]

In his first 100 days, Donald Trump has done so many horrific things that it can be difficult to keep track of them all. He has waged war on consumer financial protections, is cutting food safety inspections, has frozen police reform efforts and taken down a database of police misconduct, deported people illegally, cut the miner safety protection agency, revoked international students’ visas over their political speech, is suing media outlets and extorting law firms who oppose him, planned to end free online tax filing, cut science funding including public health research, and plotted the full ethnic cleansing of Gaza as Israel commits new atrocities with impunity.

Starving The World’s Poor Is One of Trump’s Most Reprehensible Acts

[yourblackhearts]

So You Want To Learn More About Palestine

Yes, the news is scary. Yes, there is a lot going on. Yes it can be very overwhelming. But we live in the information age and knowing what the heck is going on always helps when dealing with misinformation. "I don't know enough about what's going on to say anything about Palestine" is a fair response to have - but not a reason to stop there. So! Here's a short list of reading resources to get you started 💜

Edward W. Said was a Palestinian-American academic, literary critic and political activist who has written countless books on the subject. Any of his works would be a good place to start, but I recommend The Question of Palestine (1992) along with his memoir, Out of Place (1999)

2. Rashid Khalidi is another Palestinian-American academic and historian with MANY books on Palestine and its struggles. For him I recommend Palestinian Identity: The Construction of Modern National Consciousness (1998) and The Hundred Years' War on Palestine (2020)

3. On a more personal note - and as a recommendation for someone who may not be super big on dense non-fiction, I recommend Joe Sacco's graphic novel Palestine (2001) where he writes about his experiences in the West Bank and the Gaza Strip in December 1991 and January 1992. I read this for my Rhetoric of Human Rights class and really enjoyed it, and it's easy to help you get your foot in the door.

4. Ilan Pappé is an expatriate Israeli historian and political scientist who has also written a few books on the subject. I recommend The Ethnic Cleansing of Palestine (2006) and A History of Modern Palestine: One Land, Two Peoples (2003)

5. This last one is less Palestine-centric and more about the global struggle against violence and oppression. Angela Davis' Freedom Is a Constant Struggle: Ferguson, Palestine, and the Foundations of a Movement (2016)

Do you want to dive deeper? Find more resources? Deconstruct a few myths you may or may not have heard through social media and otherwise? May I kindly direct you to decolonizepalestine - which is where I found a good number of these book recommendations myself!

"But Gaby, I don't wanna buy all these books!" Dude I'm not asking you to. I will, however ask you to:

Get a library card and check your local library

Take a look at academic databases like JSTOR if you're in college

Check archive.org for some of the older books

Try

I don't want there to be any mistake: Palestinians are victims of settler-colonialism. What they're facing right now is a genocide, with a long-standing history behind it enabled by some of the most powerful countries in the world. Learn about it. Speak about it.

It's still Free Palestine.

[adapembroke]

Narrative Astrology Is a Summoning Spell for Stories

A few years ago, I had the opportunity to eavesdrop on a group of horary astrologers. They were arguing about which of the signs rules juniper trees. As people do when they’re arguing about something only fifteen or so people in the world care about, the conversation got really emotionally heated. It was a good thing there were no weapons around because they were ready to go to war over juniper trees. As far as I could tell, they never agreed on an answer to the question, but I’ll never really know. I eventually got bored and wandered off.

I remember that conversation, though, because it changed the way that I see astrology. I realized that astrology isn’t a weird occult discipline that talks about stars. It is actually a box that contains every single thing in the universe.

And it always has. The Mesopotamians had 12 signs and 7 planets. We have a whole system of houses and thousands of named asteroids. Yet, the Mesopotamians weren’t forced to say less with astrology just because they had fewer symbols. Astrology’s “box of stuff” has always been as big as the sky. We’ve just divided it into a greater number of compartments, and each of those compartments is, itself, as big as the sky.

How is that possible? It is because each astrological symbol is a branching tree of associations.

(It’s a box and a tree? Yes, I know. Stay with me.)

Each symbol branch starts with abstraction. It divides and divides, getting more and more specific until there are paths leading to every entry in every person’s collection of specific experiences that are associated with that symbol. Each person’s association sets are created over a lifetime, and there are billions of people creating those association sets alive right now.

So, how do you know what you’re seeing when you look at an astrological symbol? When you see Mercury, are you seeing a messenger god or a metal that is liquid at room temperature?

The truth is, you’re seeing everything. You just don’t know exactly which face of Mercury is going to appear in your place at your particular moment.

The rest of the chart can help you narrow things down. If Mercury is in Pisces, for example, you’re probably not looking at a database. But you can’t look at a symbol and narrow it down to one thing. I might look at Mercury and see a god, and you might see a metal. In astrology land, we are both right.

Astrology is a subjective discipline. We keep the little circle at the middle of the chart to remind us that this is where we stand: at the center of everything. The reader of the chart is reading with a particular set of eyes, in a particular place, at a particular place in time. The reader’s subjective particularity makes the world. It determines what will come out of the box when we reach into a chart and pull out Mercury.

And this is where the stories come from. Each astrological symbol is a branching tree of associations. Each branch gets more and more particular, mapping a lifetime of stories about specific experiences that we have with each associated thing.

You can’t spend your life reading astrology cookbooks or lists of delineations and claim to understand it. Experience is where the real wisdom of astrology lives. That’s why astrologers look at our watches when we witness a disaster. We are mapping a story that we have personally experienced onto a chart. It is through the stories of our lived experiences that we truly understand how the symbols dance with each other.

I don’t know what sign rules juniper trees, but I can share my experience of juniper with you by telling stories.

I can tell you about the time I went to Central Oregon and found a park that was covered with juniper trees. Until that day, I thought I knew about juniper trees, but I had only ever experienced juniper trees in pieces. I had only ever eaten juniper berries and burned juniper wood to cleanse and heat a house.

Maybe you’ve never experienced juniper trees at all, but I can share some of my experiential knowledge of juniper trees by telling you a story about how hot and dry it was under the juniper trees that day in the park and how thirsty I was and how my mouth filled with saliva when I took a juniper berry off a tree and chewed it and how it magically made me feel more calm and subdued even though I was standing in a place that I couldn’t survive in for long without lots of technology.

Even if I say nothing about it, that experience in the park hums through my words every time I talk about juniper trees, even when I’m sharing the book-knowledge that juniper trees have become an invasive species in the high desert, drinking all the water. My stories about juniper trees taste like juniper berry mulled wine and juniper berry tea. They’re filled with how good a juniper wood fire smells.

Narrative astrology is a summoning spell for stories. And the only thing stopping me from summoning stories about juniper trees from a chart is that I don’t know what box to look for them in.

This essay is from my Narrative Astrology course Storytelling With Astrological Symbols.

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[digitaldetoxworld]

Data Analysis: Turning Information into Insight

 In nowadays’s digital age, statistics has come to be a vital asset for businesses, researchers, governments, and people alike. However, raw facts on its personal holds little value till it's far interpreted and understood. This is wherein records evaluation comes into play. Data analysis is the systematic manner of inspecting, cleansing, remodeling, and modeling facts with the objective of coming across beneficial information, drawing conclusions, and helping selection-making.

What Is Data Analysis In Research 

What is Data Analysis?

At its middle, records analysis includes extracting meaningful insights from datasets. These datasets can variety from small and based spreadsheets to large and unstructured facts lakes. The primary aim is to make sense of data to reply questions, resolve issues, or become aware of traits and styles that are not without delay apparent.

Data evaluation is used in truely every enterprise—from healthcare and finance to marketing and education. It enables groups to make proof-based choices, improve operational efficiency, and advantage aggressive advantages.

Types of Data Analysis

There are several kinds of information evaluation, every serving a completely unique purpose:

1. Descriptive Analysis

Descriptive analysis answers the question: “What happened?” It summarizes raw facts into digestible codecs like averages, probabilities, or counts. For instance, a store might analyze last month’s sales to decide which merchandise achieved satisfactory.

2. Diagnostic Analysis

This form of evaluation explores the reasons behind beyond outcomes. It answers: “Why did it occur?” For example, if a agency sees a surprising drop in internet site visitors, diagnostic evaluation can assist pinpoint whether or not it changed into because of a technical problem, adjustments in search engine marketing rating, or competitor movements.

3. Predictive Analysis

Predictive analysis makes use of historical information to forecast destiny consequences. It solutions: “What is probable to occur?” This includes statistical models and system getting to know algorithms to pick out styles and expect destiny trends, such as customer churn or product demand.

4. Prescriptive Analysis

Prescriptive analysis provides recommendations primarily based on facts. It solutions: “What have to we do?” This is the maximum advanced type of analysis and often combines insights from predictive analysis with optimization and simulation techniques to manual selection-making.

The Data Analysis Process

The technique of information analysis commonly follows those steps:

1. Define the Objective

Before diving into statistics, it’s essential to without a doubt recognize the question or trouble at hand. A well-defined goal guides the entire analysis and ensures that efforts are aligned with the preferred outcome.

2. Collect Data

Data can come from numerous sources which includes databases, surveys, sensors, APIs, or social media. It’s important to make certain that the records is relevant, timely, and of sufficient high-quality.

3. Clean and Prepare Data

Raw information is regularly messy—it may comprise missing values, duplicates, inconsistencies, or mistakes. Data cleansing involves addressing these problems. Preparation may include formatting, normalization, or growing new variables.

Four. Analyze the Data

Tools like Excel, SQL, Python, R, or specialized software consisting of Tableau, Power BI, and SAS are typically used.

5. Interpret Results

Analysis isn't pretty much numbers; it’s about meaning. Interpreting effects involves drawing conclusions, explaining findings, and linking insights lower back to the authentic goal.

6. Communicate Findings

Insights have to be communicated effectively to stakeholders. Visualization tools including charts, graphs, dashboards, and reports play a vital position in telling the story behind the statistics.

7. Make Decisions and Take Action

The last aim of statistics analysis is to tell selections. Whether it’s optimizing a advertising marketing campaign, improving customer support, or refining a product, actionable insights flip data into real-global effects.

Tools and Technologies for Data Analysis

A big selection of gear is available for facts analysis, each suited to distinct tasks and talent levels:

Excel: Great for small datasets and short analysis. Offers capabilities, pivot tables, and charts.

Python: Powerful for complicated facts manipulation and modeling. Popular libraries consist of Pandas, NumPy, Matplotlib, and Scikit-learn.

R: A statistical programming language extensively used for statistical analysis and statistics visualization.

SQL: Essential for querying and handling information saved in relational databases.

Tableau & Power BI: User-friendly enterprise intelligence equipment that flip facts into interactive visualizations and dashboards.

Healthcare: Analyzing affected person statistics to enhance treatment plans, predict outbreaks, and control resources.

Finance: Detecting fraud, coping with threat, and guiding investment techniques.

Retail: Personalizing advertising campaigns, managing inventory, and optimizing pricing.

Sports: Enhancing performance through participant records and game analysis.

Public Policy: Informing choices on schooling, transportation, and financial improvement.

Challenges in Data Analysis

Data Quality: Incomplete, old, or incorrect information can lead to deceptive conclusions.

Data Privacy: Handling sensitive records requires strict adherence to privacy guidelines like GDPR.

Skill Gaps: There's a developing demand for skilled information analysts who can interpret complicated facts sets.

Integration: Combining facts from disparate resources may be technically hard.

Bias and Misinterpretation: Poorly designed analysis can introduce bias or lead to wrong assumptions.

The Future of Data Analysis

As facts keeps to grow exponentially, the sector of facts analysis is evolving rapidly. Emerging developments include:

Artificial Intelligence (AI) & Machine Learning: Automating evaluation and producing predictive fashions at scale.

Real-Time Analytics: Enabling decisions based totally on live data streams for faster reaction.

Data Democratization: Making records handy and understandable to everybody in an business enterprise

[eretzyisrael]

Some tried to position the encampments as legitimate student protests and balkedat the mere use of the term “outside agitators.” In reality, pro-terror activist groups like Within Our Lifetime (WOL) urged outsiders to support the encampments even if they were not allowed inside the university gates and played a pivotal role in organizing the protests and in their escalation.

Prominent anti-Israel activists made numerous and vocal appearances at the Columbia encampments. Among those instigating the crowds were WOL leaders Nerdeen Kiswani and Rohaan Gill.

Anti-Israel public figure Cornel West literally jumped a fence in order to spread his message of support. Rep. Ilhan Omar (D-MN) made an appearance with her daughter, who was arrested for trespassing at the Columbia encampment and subsequently suspended from Barnard College (Columbia’s sister school). At the encampment, Omar made the outrageous statement, “People don’t care about the fact that all Jewish kids should be kept safe…we should not have to tolerate antisemitism or bigotry for all Jewish students, whether they are pro-genocide or anti-genocide.”

Other outside activists who participated in the encampments

Lisa Fithian, a professional agitator, was arguably the highest-profile personality directing the protests at Columbia. Fithian was captured on film leading the break-in to Hamilton Hall. Her participation warranted mentions in Politicoand The New York Times. 

Lillian House - According to the Columbia Spectator, House was one of the protest leaders at the university from the start of the encampments. House was arrested several times across the United States. When asked by Fox News about the atrocities of October 7, she backed away from the camera and refused to discuss whether she thought the atrocities were a false narrative.  

Nicquel Holmes, a recruitment assistant for The City University of New York (CUNY), was captured on video by Project Veritas outside the gate of Columbia. Using the name Luna, Holmes described her duties as an encampment “cop watcher” for WOL, which she said meant “[keeping] tabs on what [the police are] doing.” In the video, Holmes also asserts that Zionist Jews are responsible for 9/11. Her social media is filled with antisemitic and anti-Israel content, including a video of Louis Farrakhan talking about “the satanic Jews that control everything” and a song with the lyrics, “Israel’s a bitch.” 

Chris Smalls, a labor organizer and anti-Israel activist, spoke at the encampment connecting the labor movement to the war in Gaza. On October 13, 2023, he posted on X, “The people united will never be defeated so yes it’s Free Palestine because we’re not Free until we’re all Free from the river to the Sea!”

Zaid Jaloudi, an activist from Hatem Bazian’s antisemitic organization American Muslims for Palestine (AMP), was filmed speaking in front of Columbia. His speech included antisemitic and anti-Israel tropes, including accusations of ethnic cleansing, genocide and white supremacy on Israel’s part. 

[evilisk]

Monthly Reverse Gets: 2.3 Edition

New characters:

Flutterpage: Despite saying I wouldn't pull for Flutterpage, I ended up pulling for Flutterpage because, well, it's Flutterpage! (You win this time Bluepoch)

Brimley: I also justified the FP pulls by telling myself it was for Brimley. I got him with several portrays, too bad I can't afford to build him for a while.

Regulus: I had to hard pity Flutterpage but my ridiculously good luck kicked in again, because instead of needing 140 pulls, it was closer to 70/80 pulls (Regulus popped up at pull 20, and FP showed up earlier than the hard pity).

Leveled Up:

Baby Blue: I finally ended up building her, and at just the perfect time too. She ended up being ridiculously useful in a few Reveries stages.

The Fool: Just like Pavia, I actually leveled up his Resonance by a decent amount, because I did not realize the value of Reso Mats early in my account. My OCD won out and I upgraded him to Max. I'm just lucky that the Fool is actually genuinely useful on 300M-3 (though he didn't need to be at Max Reso for it...)

Pickles: I was always going to build him because of how good his Euphoria is, but I moved up the timetable because I was paranoid about Fatutu and Barcarola swapping banners in 2.4 (just like Jay and Mercuria in 2.0) and wanted to have some other Mineral support ready for the next Reveries update in... 2.5, I think?

Anjo Nala: Despite placing her on the "never, ever max out" tier, I was forced to level her up because of Reveries. It's not impossible to get through Reveries without her, but it does require some characters I very specifically do not have on my account. Boy is Anjo busted. She didn't even need to be at R10 to help me clear several levels (my low Anjo Reso level clear of 200M Moldir stage actually made it on the Reveries Database)

Erick: I usually use free costumes as an excuse to build lower rarities, and I'm building up Erick for the Dwarven Knight costume in 2.6. I'm planning to use the extra resources from 2.5 (it's gonna have a double battle pass like 2.2, right?) to build her up in time for 2.6. It helps that I have Lopera (who is great at turbo boosting low tier characters).

Apple/White Rum: These are two low rarity characters I'm training up for Reveries. Both have some utility; Apple can heal on Attack, just like Lopera, and I want to use him with Kakania, while White Rum has a pretty useful stun effect.

Euphoria Eternity: I ended up giving Eternity her Euphoria. I originally did it because one of her passives (the one that increases party HP, since I didn't have Euphoria NewBabel or Sotheby for sustain) but she's come in clutch a few other times. It helps that I happen to have Jay and a P1 Semmelweis too.

Future:

Fatutu: I always wanted her anyway, but holy shit do I need Fatutu bad after 300M-2. She's not the perfect counter to that stage, but she's a straight upgrade to all the cleansers we have in the game right now, since her cleanse is on her Rank 1 buff (unlike all the Ult cleansers) and it's also all targeting (unlike Six or Brimley only being able to cleanse 1 at a time).

Liang Yue: I was always going to pick her up, but I am a bit more anxious about it since, according to a CN player, there is one new Reveries stage (I think in the 400s) where most of the clears are done with Liang Yue. They said something along the lines of "99% of clears are done with Liang Yue, and the other 1% is done with Windsong". I do not have Windsong on my account, so it's very important I lock in and save up enough for Liang Yue. It'll be a bit tight since I've pulled on every patch since 2.2.

Loggerhead: I don't have any specific plans to get her, but I believe she will be on the same banner as her patch's Limited character, Liang Yue (just like Jiu + Yenisei and Anjo + Duncan for 1.6 and 2.2 respectively). Meaning I either pick her up while pulling for Liang Yue, or I have enough pulls from the event shop to buy a copy anyway.

[uniquesdata]

Product Data Cleansing for Ecommerce Business Success

E-commerce is rapidly growing in the global economy, and this demands an accurate dataset. Data cleansing services play a key role in online business success, helping to streamline operational activities.

[ladyiristheenchantress]

Iris's guide to researching magic

Hello friends! I have been inspired by a witchy discussion and wanted to showcase something significant so This week let’s explore: how to research and study magic! First of all, congrats on continuing on your spiritual and witchy journey! You may have a lot of questions so let me show you how to get started

This first part is on how to formulate your question. If your using traditional means like google, bing, or a library database the first thing you need to do is understand how to formulate your question to get tailored results! Some things may require a language diffrence so using words like “metaphysical” “intentions” or “magical” in your search is going to be awesome! Another factor is keeping it short and sweet So, let’s say you want to know what Quartz does, if you put that phrase into Google your going to get information on LCD screens. Instead, try “Metaphysical properties of Quartz” When you're searching for concepts try looking up historical first! This can help you get used to the language they use to get tailored results An example is: you wouldn’t search “pagan religion” because you’ll get too many resources being thrown at you at once, instead try “how many pagan religions are there?” And you’ll get specialized terms and religions to look at.

The next part is general safety and making sure you are getting accurate Information from a trusted source! Using the CRAAP test can help you evaluate information based on currency, reliability, Authority, Audience, and Purpose! This can help you decipher the intentions of an article or book, like are they trying to sell a product? Push an agenda? This also can help you verify an author! Before reading do a quick search on the author to verify they are not an extremist.

Now, here is the final and one of the most difficult parts. You are going to find good and relevant information however they may conflict. There will never be a universal truth but there may be a culturally accepted truth, as you read don’t disregard conflicting opinions weigh what they are saying against each other and double-check that information! You can find where something is rooted in by checking if it’s historical, influential, or personal! Another rule of thumb to keep in mind is stay away from appropriation. Check out this great culture and religion guide for more information and especially be aware of harmful and cult-like rhetoric that is non-inclusive. Finally, something I need to mention is even if a source appropriate you have the potential to still learn from it, it just depends on how. There are degrees as to what you can and cannot use! An example is: Green Witchcraft by Paige Vanderbeck. She appropriated the system of chakras when she is actually using the system of energy centers! (For more information on the appropriation of chakras click here) You can still use all the info about the herbs but you may have the change some language or add some context in your mind. It’s a shame but almost 99% of books and resources written before 2017 appropriate to some level, being aware of how to catch it and what info you can use vs info you have to totally disregard is important. Example of changing language: The word —> what the author usually means Smudging —> cleansing Chakras —> energy centers Chi —> life force Karma —> cosmic Justice Somethings you just can’t mentally replace because the author is fully appropriating, like listing dream catchers, using awful terms like slurs or outdated language, or actively discouraging people to decolonize their practice these resources are the ones you should put down and let others know to be aware of Some lovely research ideas: Witchy and spiritual research Ideas Resources: Tips and tricks for new witches - The Mori Witch Beginners Guide to Spirituality - Kate Truong What should beginners be researching? - @serpentandthreads Being careful on witchblr and what constitutes being a beginner - cinnsmoondtone How can I practice without appropriation?

I hope you all enjoyed!! if you have any questions feel free to ask!

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