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econhelpdesk · 7 months ago

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SAS Assignment Help Blueprint for Accurate Correlation Analysis Results

Correlation analysis is a statistical method used to assess the relationship between two or more variables. It quantifies how changes in one variable relate to changes in another, producing a correlation coefficient that ranges from -1 to +1. A coefficient of +1 indicates a perfect positive correlation, -1 indicates a perfect negative correlation (one variable increases while the other decreases), and a value of 0 signifies no correlation between the variables.

In the data analysis field correlation analysis is pivotal for hypothesis testing, exploratory analysis and feature selection in machine learning models. In other words, correlation assists students, researchers and analysts to identify which variables are related and possibly can be chosen for further qualitative explorative statistical analysis.

SAS: A Popular Tool for Data Analysis and Correlation

SAS (Statistical Analysis System) is one of the leading software packages for the correlation analysis and is mostly used by academicians, students in universities and for other professional research purposes. SAS also has different versions; for example, SAS Viya, SAS OnDemand, and SAS Enterprise Miner designed for specific users. The main strength of the software lies on its ability to handle large datasets, perform numerous operations and automates calculations with high levels of accuracy, which makes the software very useful for students who study statistics and data analysis.

Being a robust software, many of the students have issues and concerns with its application. Some of the general difficulties are: writing accurate syntax for performing correlation analysis, writing interpretation, handling big datasets. These issues may result in the inaccurate analysis and description of results and misleading conclusions.

Overcoming SAS Challenges with SAS Assignment Help

SAS Assignment Help is a valuable resource for students who face these challenges. These services provide comprehensive support on how to set up, run and interpret the correlation analysis in SAS. Whether a student is having trouble understanding the technical interface of the program, or the theoretical interpretation of the results of the analysis, these services help the student get accurate results and clear understanding of the analysis.

Students can gain confidence in performing correlation analysis by opting for SAS homework support to simplify concepts and get coding assistance. It saves time when tackling complicated questions and recurring errors during the process of running the codes in SAS.

SAS Assignment Help Blueprint for Accurate Correlation Analysis Results

With the basic understanding on correlation analysis and the issues students encounter, lets proceed with steps to be followed in order to perform correlation analysis in SAS. This guideline will take you through preparation of the data to the interpretation of the results with meaningful insights.

Step 1: Loading the Data into SAS

The first of approach of carrying out correlation analysis in SAS is to import the data set. In this context, let us work with the well-known Iris dataset which comprises several attributes of iris flower. To load the data into SAS, we use the following code:

data iris;

infile "/path-to-your-dataset/iris.csv" delimiter=',' missover dsd firstobs=2;

input SepalLength SepalWidth PetalLength PetalWidth Species $;

run;

Here, infile specifies the location of the dataset, and input defines the variables we want to extract from the dataset. Notice that the Species variable is a categorical one (denoted by $), whereas the other four are continuous.

Step 2: Conducting the Correlation Analysis

After loading the data set you can proceed to the correlation analysis as shown below. In case of numerical data such as SepalLength, SepalWidth, PetalLength and PetalWidth the PROC CORR is used. Here is how you can do it in SAS:

proc corr data=iris;

var SepalLength SepalWidth PetalLength PetalWidth;

run;

The output will provide you with a correlation matrix, showing the correlation coefficients between each pair of variables. It also includes the p-value, which indicates the statistical significance of the correlation. Values with a p-value below 0.05 are considered statistically significant.

Step 3: Interpreting the Results

After you had carried out the correlation analysis it is time to interpreted the results. SAS will generate a matrix along with correlation coefficients for each pair of variables of interest. For instance, you may observe that, the correlation coefficient of SepalLength and PetalLength is 0.87 indicating a positive and strong correlation.

Accurate interpretation of the results is highly important. High coefficients near +1 or -1 indicate strong relationship while coefficients near zero indicate a weak or no relationship of variables.

Step 4: Visualizing the Correlation Matrix

One of the helpful ways to do value addition to your analysis is by using visualization tools to plot correlation matrix. SAS does not directly support in-built tools but one can export the results and then use other statistical software such as R, python to plot the results. However, SAS can produce basic scatter plots to visually explore correlations:

proc sgscatter data=iris;

matrix SepalLength SepalWidth PetalLength PetalWidth;

run;

This code generates scatter plots for each pair of variables, helping you visually assess the correlation.

Step 5: Addressing Multicollinearity

One of the usual issues experienced in correlation analysis is multicollinearity, which is a condition where independent variables are highly correlated. Multicollinearity must be addressed in order to get rid of unreliable results in regression models. SAS provides a handy tool for this: the Variance Inflation Factor (VIF).

proc reg data=iris;

model SepalLength = SepalWidth PetalLength PetalWidth / vif;

run;

If any variable has a VIF above 10, it suggests high multicollinearity, which you may need to address by removing or transforming variables.

Coding Best Practices for Correlation Analysis in SAS

To ensure that your analysis is accurate and reproducible, follow these coding best practices:

Clean Your Data: Always make sure your data set does not contain any missing values or outliners that may affect results of correlation. Use PROC MEANS or PROC UNIVARIATE to check for outliers.

proc means data=iris n nmiss mean std min max;

run;

Transform Variables When Necessary: If your data has not met the conditions of normality the variables should be transformed. SAS provides procedures like PROC STANDARD or log transformations to standardize or transform data.

data iris_transformed;

set iris;

log_SepalLength = log(SepalLength);

run;

Validate Your Model: Make sure the correlations make sense within the framework of your study by double-checking your output every time. When using predictive models, make use of hold-out samples or cross-validation.

Also Read: Writing Your First SAS Assignment: A Comprehensive Help Guide

Struggling with Your SAS Assignment? Let Our Experts Guide You to Success!

Have you been struggling with your SAS assignments, wondering how to approach your data analysis or getting lost in trying to interpret your results? Try SAS assignment support!

If the process of analyzing large data sets and SAS syntax sounds intimidating, you are not alone. Even if a student understands how to do basic data analysis, he may stumble upon major problems in applying SAS software for performing correlation and regression or simple manipulations of data.

Students also ask these questions:

What are common errors to avoid when performing correlation analysis in SAS?

How do I interpret a low p-value in a correlation matrix?

What is the difference between correlation and causation in statistical analysis?

At Economicshelpdesk, we provide quality sas assignment writing services to students who require assistance in completing their assignments. For the beginners in SAS or learners who are in the intermediate level of sas certifications, our professional team provides the needed assistance to write advance level syntax. We know that SAS with its many versions such as SAS Viya, SAS OnDemand for Academics, and SAS Enterprise Miner might be confusing and we specialize in all versions to suit various dataset and analysis requirements.

For students who have successfully gathered their data but are not good at analysing and coming up with coherent and accurate interpretation of the same, we provide interpretation services. We write meaningful and logical interpretations that are simple to understand, well structured and well aligned with the statistical results.

Our services are all-encompassing: You will get all-inclusive support in the form of comprehensive report of your results and detailed explanation along with output tables, visualizations and SAS file containing the codes. We provide services for students of all academic levels and ensure timely, accurate and reliable solution to your SAS assignments.

Conclusion

For students who are unfamiliar with statistics and data analysis, performing a precise correlation analysis using SAS can be a challenging undertaking. However, students can overcome obstacles and produce reliable, understandable results by adhering to an organized approach and using the tools and techniques offered by SAS. We offer much-needed support with our SAS Assignment Help service, which will guarantee that your correlation analyses are precise and insightful.

Get in touch with us right now, and we'll assist you in achieving the outcomes required for your academic success. Don't let your SAS assignments overwhelm you!

Helpful Resources for SAS and Correlation Analysis

Here are a few textbooks and online resources that can provide further guidance:

"SAS Essentials: Mastering SAS for Data Analytics" by Alan C. Elliott & Wayne A. Woodward – A beginner-friendly guide to SAS programming and data analysis.

"The Little SAS Book: A Primer" by Lora D. Delwiche & Susan J. Slaughter – A comprehensive introduction to SAS, including chapters on correlation analysis.

SAS Documentation – SAS’s official documentation and tutorials provide in-depth instructions on using various SAS functions for correlation analysis.

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statisticshelpdesk2024 · 8 months ago

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Students must know the basic SAS procedures to do well in the exams as well as assignment papers. Statistics Help Desk offers top rated sas homework help to let the students understand the topic well for a thriving career. Visit https://www.statisticshelpdesk.com/SAS-Assignment-Homework-Help.php for details.

#sas homework help

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cherripoof · 21 days ago

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FILO!🇵🇭Caleb headcanons

→ LOLL COULDN'T HELP MYSELF. Saw a tiktok post and somebody said to make a fanfic so here I am making one bcs I also need some Filo!Caleb yk snjxbsjdhs ewan ko pre nadedelulu ako HAHDGAHSHHAHA ANYWAYS HOPE U GUYS ENJOY!! [can't believe this is my tumblr debut www]

Caleb Lawrence G. Santos

• WHAHSHAHAH THIS IS HIS FULL NAME IN MY HEAD I THOUGHT REALLY HARD ABOUT IT.

• You two have been together for who knows how long, you're practically used to each other's presence. You also have been going to the same school for years now, how lucky!

• He likes messing with you all the time. It's one of his favorite hobbies lol. The type to tap you on your shoulder and pretending he didn't when you turn to look at him.

• whenever he get you something cold to drink he'd hold it against her cheek, laughing at your reaction.

"Ah! Tangina naman, Caleb!!"

"You're so dramatic~"

• Calls you "OA" and all that. He receives a slap on his shoulder from you as he starts laughing and pain.

• sometimes you ignore him because of the shit he pulls or on purpose just to get under his skin. He tries to make it up to you by buying more snacks, pleading for you to look at him.

"Huy.." He'd pout, poking on your arm.

• You turn away, still not paying him any attention, much to his dismay. But when he really wants you to look at him he'd start poking at your sides resorting to tickling. You soon yield, finally looking at him, so he starts teasing you again.

"You're so mean! Ignoring me on purpose."

"Fuck you!! Nakakairita ka!"

• you say in between laughs from his tickling.

• Between the two of you, you're more prone to cursing than he is, not even bothering to go easy on him when you guys banter. You call him all sorts of names from "Tanga" to "Gago" and etc. While his names for you usually range from "Pipsqueak" and "Pandak" or whatever pisses you off.

"Gago ka ba?"

"Sorry na."

• He's not sorry at all lol

The rest of this is pretty just more hcs and word vomit hehehehehe

• The type to keep hair bands on his wrist in case you need to tie your hair.

• When you were kids, sinusundo ka lagi sa bahay nyo pag trip nya maglaro sa labas.

• "Best in science" ahh awardee lol, helps you in your homework, LOVES to help you with your homework actually cause he gets to spend time with you. Especially when you're the type to not immediately get things right when learning about new stuff. He acts like an asshole telling you this is the "7th time" he's explained you what the lesson is, oh but how he loves the way you furrow your eyebrows in frustration when you still don't get it. Kasi tang ina ang cute mo!!

• HONESTLY I JUST SAW THIS IN THAT TIKTOK'S COMMENT SECTION TOO BUT I CAN SEE YOU TEASING HIM CALLING HIM "Kuya Caloy" LMFAOOO

• In highschool, he teases you sometimes, asking why you don't call him "Kuya" anymore when you were so adamant about calling him that your whole childhood. You try to make him drop it but he just keeps going on and on about it. He's such an ass!!

• Whenever you do want him to quit being such an annoying prick you'd threaten to tell his grandmother about how he's mistreating you. It's an overstatement but he knows Gran would believe you 100% so he sighs in defeat allowing you to win. You totally use that tactic in 70% of your arguments.

• Doesn't like playing basketball competitively, but the moment you urge him to try, he'd sign up immediately.

• Definitely worth seeing you with a banner, cheering him on as you went full on fangirl everytime he scores. Fuck it just makes him want to fangirl at you.

• Asks you for a prize since pinanalo nya school nyo and you ask him to lean down and close his eyes. He does so, his heart beating fast. Were you gonna kiss him? Gagi, weh?? Kukunin na ba sya ni lord?? He could explode!!

• You press a cold drink against his cheek making him flinch as his eyes shot wide at you.

"Inom well~" You tease, grinning at him.

• He swore he saw heaven when you pulled that shit on him.

THATS ALL SO FARRR AAAAAAA. Maybe I'll make a part 2 when inspiration strikes me again!!

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punkshort · 1 year ago

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somewhere to run | 6. the confession

Pairing: sheriff!Joel x f!reader

Chapter Summary: Joel finds out the truth and convinces you to press charges.

Chapter Warnings: language, angst, PTSD type symptoms, mutual pining, domestic violence and SA (discussed after the fact), mental and physical abuse, detailed conversations about DV and SA (I didn't get too descriptive about the SA but I do use the R word a couple times) please let me know if I missed anything because there is a lot going on here

WC: 9K

A/N: as the title implies, we are going to get more details about what happened to reader in this one so once again, please heed the warnings and don't read if you think it will be triggering for you. I tried not to be too graphic.

Series Masterlist

Joel could hardly sleep that night. Instead of going to the station, he headed home so he could be with Sarah. She wondered why he got home so early from his date, but he dodged the question and the two of them worked together in silence - Sarah on her homework, Joel on his incident report. When she asked him why he was working from home, he just shook his head and said something came up. She was a smart girl. She knew something was bothering him, but she didn't push it and he was grateful.

He tossed and turned all night, his mind reeling while he looked at his phone every few minutes. He checked the volume, he made sure do not disturb was off, wondering if you would reach out, but you never did. Maybe it wasn't unusual for Patrick to not come home. Or maybe you heard what happened and you were mad at Joel. That worried him the most. The fear that his actions might have destroyed what fragile relationship he had left with you ate him up as he stared blankly at his ceiling.

Morning came too quickly and too slowly all at once. He rubbed his tired eyes as he dragged himself into the bathroom. When he leaned forward to turn the water on, he was met with a sharp pain in his chest. He glanced down, rubbing the area tenderly and realized a large bruise was forming from his fight the night before. He winced when he pressed on a particularly sensitive spot and tried his best to avoid the area during his shower.

After he dropped Sarah off at school, he headed into work, his heart beginning to beat faster the closer he got to the station. He had no doubt in his mind the whole town knew what happened last night, but he was too tired and too overwhelmed to care about their curious questions and senseless gossip.

When he walked in, he breezed right past Helen's desk with a curt nod, doing his best to avoid all eye contact until he was within the safety of his office. He booted up his ancient computer and waited, his thumb rubbing mindlessly against his lower lip as he stared out his window.

He would go to the diner today. He already decided he had to see you. The radio silence was killing him and he needed to make sure you were okay. He was embarrassed about the Facebook messages, even more so that you weren't the one to read them, but Patrick was right. They were not innocent. The words held more weight than they appeared, but he had to come to terms with the fact that you were not his, and then maybe with some closure, he would be able to move on.

The morning dragged on slowly. Bobby caught him at the coffee maker, already working on his third cup, depending solely on the caffeine to help keep him going.

"Hey, boss. You look like shit, but not as bad as him," Bobby said, pouring himself more coffee and jutting his chin to the back of the building where the holding cells were located.

"Feel like shit," Joel mumbled, leaning against the counter and taking a sip from his mug.

"Think you broke his nose," Bobby added, finally looking up at him. "Called the doc but turns out he's real busy this mornin', won't be able to come by til after hours. Such a damn shame," he said, sarcasm dripping from his voice. Joel understood what he was saying without him having to say it. The people in this town looked out for one another and didn't take kindly to a stranger hurting one of their own. They were leaving Patrick to deal with his injuries longer than necessary.

"I don't think I broke anythin', he did that all on his own chargin' into that table," Joel said, but Bobby shook his head.

"Not the way he tells it," he replied with a chuckle. "You'd think you nearly killed him, the way he's been whinin' back there."

"No doubt lookin' for a lawsuit," Joel said, pinching the bridge of his nose.

"Don't worry, boss. You got a bar full'a witnesses. Hank already offered to give a statement and he was probably the only sober one there."

"Yeah, good. Thanks," Joel replied, pushing off the counter to head back to his office, trying to ignore the sideways glances of the men watching him from the bullpen. He shook his mouse and grimaced when he saw an email from the mayor looking to set up a meeting with him that week to discuss the incident. He knew he did nothing wrong, but the more attention this brought him, the worse he felt. Eventually, all of that talk would make its way back to you and Sarah, the truth most likely getting distorted along the way. He made a mental note to have a talk with his daughter that night as he slowly typed out a response to the mayor.

He swore he would try to get some actual work done, but he ended up spending more time staring out the window or at his phone, watching the minutes tick by til it was lunchtime and he could see you. Maybe he could pull you aside and talk to you in private. Maybe he could fix this.

The moment the clock read a reasonable hour, he jumped up from his seat and snatched his blazer from the coat hook, rolling his shoulders as he walked and put it on, then stifling a grunt when he felt a muscle in his chest pull from the effort.

He kept his head down as he walked down the street towards the diner, only glancing up once when he passed the pizza place. Your curtains were still drawn, no lights on that he could see, no sign of life.

A few people called out to him as he passed, but all he could muster was a tight smile and quick wave, not in the mood to get wrapped up into any conversations.

When he swung the door open, his eyes immediately went to the counter, searching you out but only finding Betty. Before he had a chance to look around the dining room, he heard María greet him.

"Where the hell were you last week?"

"I was here Friday," he muttered, looking around and avoiding her eyes.

"Yeah, with Nikki. Heard some stuff about that-"

"Is she here?" Joel asked, finally dragging his gaze to meet Maria's. She frowned and shook her head.

"No, she called in sick," Maria said, watching him carefully. "Joel, what's going on with you two? People are saying stuff about you and her husband, and-"

"She's sick?" Joel repeated, panic beginning to bubble to the surface. Maria nodded and shrugged.

"Yeah, people get sick, Joel. Hey! Where are you going?"

Joel didn't reply, he just hurried out the doors, nearly knocking down a middle aged couple as they were about to walk inside. He mumbled an apology as he jogged down the street towards your place.

Something was wrong.

Your eye cracked open when you heard the doorbell, the heavy thudding in your head making you immediately nauseous. You groaned and squeezed your eyes shut, rolling back under the covers. Maybe if you were quiet, Patrick would think you were at work and he would leave. But the bell kept ringing, the sound pinging around in your brain making the headache you already had so much worse.

When he began pounding on the door and shouting from the street, you dragged yourself out of bed and wrapped yourself in a thin robe. You knew your body couldn't take much more, but letting him in would be better than allowing him to make a scene in front of the whole town, so you forced your feet forward, still limping from the day before.

You had to pause in the doorway to catch your breath as you clutched your side, wincing in pain as you tried to gingerly walk down the steps, but you were taking too long and he just kept pounding and shouting and the all noise was making you sick.

"Stop," you called out weakly, not convinced he would even hear you, but miraculously he did because the noise finally ceased, and you sighed a small breath of relief.

Shakily, you reached out to grip the doorknob, your fingers fumbling with the locks until you finally managed to twist the brass handle, opening the door just a sliver, worried people walking by would see your face. Then, unexpectedly, you heard Joel's voice instead of Patrick's say your name softly and before you could peer around the door, you went to quickly shut it with no success. His hand gripped the door tightly, but you held firm, hiding behind the wood.

"You shouldn't be here," you told him, your voice weak and broken.

"I know you're mad at me but I gotta talk to you 'bout what happened," he said from the other side. "Please let me in."

Unbeknownst to you both, you were talking about two different things.

"If he finds you here... no, you have to leave," you said, pushing the door again, but he didn't budge.

"Patrick?" he questioned, sounding confused.

"Yes, Patrick," you rasped, getting dizzy from exerting so much energy in your weakened state. "Please just go."

"He's in jail, did - no one told you?" he asked quietly, trying to keep his voice down.

"Jail?" you repeated, and your grip on the door loosened in surprise. Joel felt it and took the opportunity to open it further. You stepped back quickly, wrapping the robe around you tighter and trying to fidget with your hair to hide the marks, but you knew it was pointless the moment you saw his face after closing the door behind him.

"What the fuck?" he whispered, his jaw dropping as his eyes slowly raked over your face, neck and arms. Your lip was swollen and cut, the scab breaking open and beginning to weep the more you spoke. Your cheekbone had a light purple bruise blooming under your skin, as did your jaw. There was a small gash near your hairline and what looked like scratch marks down your neck, leading past your collar bone and below your robe. When you shakily brought your hands up to cover your face in shame, he saw the dark bruises on your wrists.

"Oh my god," he whispered, unable to bring his voice any louder. When he reached out, you flinched away and he felt like he had been stabbed in the chest.

"You should go," you said quietly, your eyes pinned to the ground.

"I can't," he said in utter disbelief. "I can't... why didn't you call me?"

You looked like you were about to reply but decided against it and instead still kept your gaze averted.

"C'mon, lemme take you upstairs and get a look at you," he said, reaching out again, but you stumbled backwards, nearly falling onto the steps.

"Please don't touch me," you told him, holding up a hand, and he nodded.

"Okay, I won't touch you," he said, trying to remain calm while his heart was breaking. "Let's just go upstairs, alright?"

Reluctantly, you agreed and slowly ascended the steps, Joel following dutifully behind. He ushered you over to the couch, making sure you were seated before he went to your bathroom, rummaging around in your medicine cabinet while you sat there, your face buried in your palms and trying not to cry.

He came back into the living room, trying not to make you feel worse by hiding his reaction, but it was hard. He swallowed and dropped his eyes to the assortment of first aid items in his hands.

"Did you take anything for the pain?" he asked, his voice thick, his throat tight.

"Not today, no," you admitted softly. He nodded and shook out two white pills from a bottle and handed them to you before getting you some water. While safely in the kitchen where you couldn't see him, he let out a shaky breath and squeezed his eyes shut, trying to calm himself down. How could this happen? How didn't he see it? He should have checked on you earlier. He never should have fucking let you leave with Patrick yesterday. Guilt racked his brain as he exhaled slowly and went back to you in the living room.

"Here," he said, handing you the bottle of water. You took it and popped the pills in your mouth, wincing as you swallowed them down.

He sat down on the couch next to you but was sure to give you your space as he picked up the antiseptic and some gauze.

"Will you let me?" he asked, holding up the items in his hand. You paused and looked at them, then him. His eyes were wide and soft and shiny with unshed tears. Slowly, you nodded and watched as he twisted off the cap and put some of the antiseptic on the gauze, first pressing it gently against the gash on your forehead, then making a fresh one for your lip.

At first, he dabbed at the cut gently, ghosting over your skin as if he were afraid. But then he brought his other hand up to caress your chin, his fingers feather-like and so careful that it made your eyes flutter shut, his touch unlike anything you were used to. When you finally opened your eyes again, his hands were gone and he was staring at you, the look in his eyes morphing from sadness to one you were much more familiar with.

"I'm gonna fuckin' kill him," he said menacingly, sending a shiver down your spine.

"Don't," you said, shaking your head, but his eyes darkened and his jaw was set.

"Why didn't you tell me, sweetheart? I could've done somethin'. I could've-"

"What? What could you have done, Joel? I've heard it all before," you told him, your lip trembling. "I've tried. Believe me, I've tried. And it never works. Nothing ever changes and it just gets worse."

Joel shook his head, still not understanding.

"I'm a cop, I coulda protected you. There's laws in place for this kinda thing."

"I've gone to the cops, Joel! More than once! And they all told me the same shit!" you exclaimed, getting worked up now. "Then I go home, and magically my statement goes missing, or my medical exam report, and I'm in worse shape than before because guess what? It makes him really fucking mad when his buddies on the force find out what he does to his wife at home."

Joel's lips parted as he watched your chest heave for breath, the energy quickly draining from your frail body.

"I... I'm so sorry," was all he could say. He couldn't blame you for not trusting anyone, especially him, now that he finally knew the truth. Everything was starting to make sense. His guilt was pulling him down and he felt like he was drowning in it. So many things he should have done. Should have seen. He should have helped you but instead he trotted Nikki in front of you to make you feel even worse.

"I can really help you, though. I ain't like that," he said, scooting a little closer to you.

"I've heard that before, too," you said sadly, dropping your gaze to the ground. "There's no getting out of this. I thought by running I could try to start over, but it's clear now he will never let me go." You closed your eyes as two tears fell down your cheeks. You wiped them away angrily, hating yourself for being so weak all the time.

Joel felt his chest squeeze, his heart breaking as he watched you fall apart. He needed to do something. He couldn't let you down. You needed to get out of this, or else it could cost you your life.

"Look at me," he said, waiting until your tears slowed and you forced your eyes open. "I promise I'll help you. I fuckin' promise you, alright? You ain't in Pennsylvania, I ain't his buddy, and I will do whatever I gotta do to keep you safe."

You searched his face, eyes all wide and your heart sliced open, lying on the table between you. You've been let down so many times, it was so hard to tell when anyone was being truthful anymore, but you couldn't deny what you felt for him. And what he felt for you. You knew something was there, something real and honest and pure. He wouldn't have any reason to lie to you at this point, so after a moment, you nodded.

"Okay," you whispered, and you could see the relief flood his face.

He sat back on the couch and rubbed his chin in thought, staring at the TV screen across from him that wasn't even on while the gears in his tired head worked overtime.

"Alright," he finally said, slapping his knees and standing up from the couch. "First things first: you gotta get to a doctor."

You immediately recoiled and shook your head.

"Absolutely not."

"I'm sorry, but you have to. I gotta..." he trailed off and chewed the inside of his cheek before pushing onward. "I gotta have a doctor take pictures."

Your face instantly crumpled and you buried your face in your hands once again.

"I'm sorry," he whispered for what felt like the hundredth time, getting down on one knee to be eye level with you. "But in order for this to work, they gotta record evidence, okay?"

"Joel, I can't," you whimpered, your face still covered, but he nodded and caressed the side of your head with his palm.

"Yes, you can. I'll be right there, okay? Unless you don't want me there, but I'll go with you if you want. Or I'll wait outside the door. Whatever you need, I'll do it. I'm gonna get you outta this."

You sniffled and finally dropped your hands to your lap, your gaze finding his.

"This is the last time, I promise you," he said, staring deep into your eyes. "I'll never let him near you again."

You thought his words over for a moment, the two of you sitting in silence, looking at the other. One trying to earn trust, the other trying to give it. Finally, you closed your eyes and nodded, giving your consent for what was to come.

"Okay," Joel said softly, dropping his hand from your face and standing up to pull out his phone.

"What are you doing?"

"I'm lookin' up the number of a doctor I trust. She's a woman, too. She's real nice and sensitive. I've used her for a couple cases in the past," he said, finding the number and dialing it, bringing the phone up to his ear. Cases. You couldn't help but feel like just another victim the way he said it, even though he didn't mean it that way. You listened as he spoke to her over the phone in a hushed tone, not giving too much of your information away but insisting it was an urgent matter. When he hung up, he turned to you with a weak smile.

"She can see you this afternoon."

"Oh," you said, glancing down at your appearance. You weren't expecting to leave the house that day and you weren't sure what to do.

"It's okay," he said, sitting down next to you again and resting his hand on your knee. "I'll take you through the backdoor of her office, no one'll see you. She'll be fast."

You nodded and looked up at him.

"Maybe I should shower," you said. He paused and shifted his gaze away.

"You, uh," he cleared his throat and rubbed his forehead with the pads of his fingers. He knew this would come up, one way or another. "I don't mean to get into too much detail, but if he..." Joel trailed off, finding it difficult to finish his sentence. "If he did more than hit you, you shouldn't shower," he finally choked out, unable to look you in the eye.

You froze, finally understanding what he meant. He kept his eyes fixed on the wall, his neck tensing, his nostrils flaring, as he waited for your response.

"I won't shower, then," you finally said, your voice strained.

His eyes slid shut and he dropped his chin to his chest. Oh, fuck. Fuck, fuck, fuck. He pinched the bridge of his nose while he tried to steady his breathing.

"I'll just go change," you mumbled, standing up while he nodded, still trying to breathe.

He did his best to collect himself while you were out of the room, but he could feel himself spiraling. What was he doing when it happened? Was he watching a movie with Sarah? Was he eating dinner? Was he getting ready for his fucking date with Nikki?

He could feel the tears welling up but he quickly wiped them away. You needed him to be strong. You needed someone to help you, to take care of you. He couldn't afford to be weak right now. He would let himself feel it later, when he was all alone at home and Sarah was asleep. When nobody needed him and he could just let the guilt and shame and sorrow wash over him.

"Jesus, Joel," Carol muttered as she left the exam room. Joel jumped up from his seat, anxiously waiting for it to be over. He rubbed his palms against his pants, trying to wipe the sweat away. She sighed and looked up at him, taking off her glasses.

"So?"

"So?" she repeated, shaking her head. "So, I have your evidence."

Joel nodded, waiting for her to continue.

"She's been through a lot," Carol said softly, walking him down to her office for privacy. She closed the door but he didn't sit down.

"She's gonna be lookin' for me," he explained, jutting his thumb over his shoulder.

"I'll be quick," she said, sitting down at her desk with a sigh. "There was significant scarring and healed bones, detailing years of abuse, and definitely evidence of some most recently."

"Yeah, I imagine anyone can see that by just lookin' at her face," he replied, but she shook her head.

"I didn't mean her face."

Joel felt his breath get caught in his throat.

"Right," he finally said, his voice cracking.

"She said her husband is a cop?" Carol asked, flipping open a yellow file on her desk. Joel nodded.

"Got him in lockup right now for swingin' on me at Hank's," he explained.

Carol's eyes glanced up at his and she quirked an eyebrow.

"Yeah, I heard something about that," she said, lacing her fingers together and looking at him closely. "Can I give you some advice, Joel?"

He shifted his weight, not sure where she was going with it, but nodded anyway.

"Don't take her statement yourself. Have someone else do it, alright?"

"Why?" he asked quickly, and she gave him a knowing look.

"Because it'll be gruesome, and you're too involved."

Joel frowned.

"Too-"

"Don't care what you've got going on with her, I'm just giving you some friendly advice. Let someone else do it," she said, her eyes softening. "Besides, you got into it with her husband last night. You don't want some hot shot lawyer tossing out her testimony in court because he can link together some personal relationship between you two."

Joel considered her words for a moment and reluctantly nodded. She was right. He was having a hard time keeping things separate, and he appreciated the clarity. He couldn't fuck this up for you. Not now.

"Anythin' else?"

She leaned back in her chair and shook her head.

"You'll have my report in the morning," she said. He nodded, thanking her again for seeing you on such short notice before exiting the room. He turned the corner just as you were opening the exam room door clutching a worn hoodie around yourself and looking around frantically before your eyes fell on him and you visibly relaxed.

"Hey, sorry. You alright?" he asked, his hands gently coming up to your shoulders to guide you towards the back exit. You gulped and nodded.

"Wasn't so bad," you said.

"Good. You did the right thing," he said as he held open the door for you and led you back to his truck.

Once you were comfortably seated and Joel merged back into traffic, you shot him a sideways glance and asked him the question that had been weighing on your mind since he came over that morning.

"Joel?"

"Hm?" he said, twisting his head to the side to change lanes.

"Why is Patrick in jail?"

Joel's grip on the steering wheel tightened and there was an uncomfortable pause before he sighed.

"He came at me last night. We happened to both be at a bar at the same time, he was drunk and swung on me."

"What?!" you exclaimed, twisting around in your seat to look at him.

"I thought you knew since he didn't come home last night. Thought you were avoidin' me by callin' off work," he said, keeping his eyes fixed on the road.

"No, I had no idea. He hasn't been staying at my apartment, he has a motel room somewhere," you said, peering at his face, then dropping your gaze to his hands where you could see now his knuckles were a little red.

"Are you okay?" you asked after a beat, and he scoffed.

"Am I okay?" he repeated with a shake of his head. He looked at you in shock, the corner of his mouth turning up into a half smirk. "I'm fine. Can't believe you'd be worried 'bout me after what you went through."

"Of course I worry about you," you said softly, and he felt his heart melt. Why did you have to be so sweet? After everything you've been through, after everyone in your life has let you down, you were still so fucking sweet.

He wanted to say more. He wanted to say so much more, but he couldn't. He couldn't put that kind of stress on you. It would be selfish to tell you how much he thinks about you, how much he wished you were his, how he hasn't been able to get you out of his head since the moment he laid eyes on you. No, that would be wrong. It wasn't the right time, so he swallowed the words back from the tip of his tongue and focused on the road.

"What's next?" you asked him as he walked you up to your front door. Mercifully, the weather was threatening to downpour so the streets were quiet.

"Well, next you'll have to come down to the station and give your statement so we can formally press additional charges," he said, knowing you wouldn't want to hear it but he was surprised when you simply nodded your head.

"Okay. When?"

"Tomorrow?" he offered, and you nodded again as you unlocked your door.

"I'll have to call off work or come by after," you told him, stepping inside and turning to look at him.

"Listen, 'bout that," Joel began, and you frowned. "I gotta tell Tommy."

"No!" you cried, your eyes going wide with worry, but he shushed you and shook his head.

"I gotta tell him so he can keep an eye on things, alright? I won't be able to keep him in lockup for much longer and I can't be with you all the time to protect you, d'you understand?"

"Joel..." you whimpered, burying your face in your hands. He had to physically restrain himself from pulling you into his arms. He fucking hated seeing you like this.

"We can file a restraining order tomorrow but a piece of paper won't necessarily keep him away, and I can't risk it," Joel explained, his heart breaking for you.

"Okay," you sniffled, finally coming to terms with it. If you were going to do this, you had to trust him.

"Okay," Joel repeated. "Tommy served in the Army, he knows what he's doin', I promise. I'll tell him to keep it quiet, alright?"

"Yeah," you whispered, rubbing your nose with the back of your hand.

"And no more walkin' back from work in the dark. Take your car or get a ride. If I can, I'll drive you - " Joel pulled out his phone to look at his calendar, but you stopped him.

"I can manage, but thank you."

You looked at one another for a moment, both of you unsure what else to say. You were thankful for what he was doing but you weren't sure you had the words to properly express your gratitude. Everything you wanted to say felt so small, so insignificant. So instead of attempting to cobble together some sentence that wouldn't do your feelings justice, you stepped forward and wrapped your arms around his waist, burying your face against his warm chest. He quickly brought his arms up around you in return, gently placing his hands on your head and back as he held you carefully against him, as if he was worried you would break. He was absolutely certain you could feel how hard his heart was thumping in his chest, but he didn't care. He just wanted to feel you, to hold you, to keep you safe.

"It's gonna be okay," he told you, his voice heavy, and he felt you nod against him before pulling back, his chest suddenly feeling so empty.

"Thank you," you whispered, then spared him one more glance before heading inside, the door clicking shut softly behind you.

Later that evening, after you had forced yourself to eat some soup and drink some water, you were settling in on your couch when you heard a soft knock at your door. You muted your TV and strained your ears to listen. It didn't sound like a familiar knock, not one filled with anger or urgency. You glanced down at your phone, wondering if Joel had sent you a text that you missed, but nothing was there.

Hesitantly, you made your way down the steps. Your fingers brushed the doorknob, but before you opened it, you spoke through the door.

"Who's there?"

"It's me," Maria's voice drifted through the wood, and you breathed a sigh of relief. You unlocked the door and met her eyes. She tried to hold back the wince upon seeing your face, but you still caught it.

"Heard you might need some help," she said, holding up a small plastic bag. You frowned, confused, until she tilted it open for you to look inside. There, you found a variety of makeup bottles and powders in shades that looked pretty close to your skin tone.

You opened the door and let her in. You could tell you were able to take the stairs a little quicker than the morning, and you hoped that meant you were healing because you really couldn't afford to miss more time at work.

"Cute place," she said, glancing around before following you into your living room.

"Thanks," you murmured, turning the volume back on the TV as she settled into the couch next to you.

"I hope you don't mind," she said, motioning towards the bag. "Joel called and told Tommy what happened... I'm so sorry, I wish you would've called us, we could've helped you."

"Thanks," you said with a shrug. "I guess I'm just used to dealing with it on my own."

"Well if you're ever scared of staying alone, we have a spare bedroom, so please don't hesitate to ask."

You gave her a small smile, hoping she could tell how grateful you were. With the exception of one cousin back home, nobody had tried to stand up for you before. Not even your own parents. The whole concept was so foreign to you, you weren't sure how to respond.

Maria seemed to sense this and she changed the subject, leaning forward to sift through the contents of the drugstore bag, pulling out item after item and holding it up against your arm to decide which shade would work best. She spent the next hour helping you cover your cuts and bruises, and by the time you were done, you didn't look half bad.

"How are you feeling?" she asked as she packed up her things and shoved her sneakers back on.

"A little less sore," you admitted. "I should be able to work tomorrow."

"Why don't you take one more day? Joel said you're going down to the station tomorrow, it might take more out of you than you expect."

You thought it over for a moment before reluctantly agreeing. Money was a concern, but you could wait one more day, and maybe you could pick up an extra shift over the weekend.

You thanked her as she headed down the steps and she reminded you again to call her and Tommy if you ever needed anything, and you promised you would.

When you were finally on your own again, you sat in silence, thinking about these people who barely knew you, who you essentially lied to, banding together to help you out. It was unlike anything you were used to, and you were beginning to think you may have finally found your home.

The next morning, you paced around your living room, anxiously nibbling at your nails as you waited for Joel to ring the bell. He had insisted on picking you up. He said he could swing by after he dropped Sarah off at school, that it wouldn't be a problem and he passed by your apartment anyway. You didn't understand why he was so insistent: the walk was less than ten minutes, but you didn't feel like arguing.

You were checking your makeup job in the mirror for the fifth time when the bell rang. With a deep sigh, you pulled on your sneakers, slung your purse over your shoulder and headed down the steps. When you opened the door, he was standing with his back to you under a brown blazer and his arms crossed, trying to appear casual for anybody who might be walking by, but when he heard you step through the door he swiveled around quickly.

"Good morning," you said to him with a small smile after you were sure the door was locked tight.

"Mornin'. You ready?"

"Ready as I'll ever be," you said as he led you to his truck parked a little ways down the street.

"You really didn't have to do this, you know," you said again, glancing around to see if anyone was watching.

"I know," was all he said before opening the passenger door for you and giving you a hand to step up into the cab.

The quick ride to the station was quiet, only the hum from his radio filling the air as your fingers fidgeted in your lap. When he parked the truck and you made a move to open the door, he held a hand out.

"Wait a minute, I gotta talk to you before we go in there."

You dropped your hand to your lap and looked at him expectantly.

"I can't take your statement today, I'm gonna have another officer do it," he said, his words rushed like he knew you wouldn't take the news well. And you didn't.

"What?!" you cried out softly, anxiety already creeping up and squeezing your chest.

"I'm sorry, I can't," he said, taking a deep breath and glancing out the windshield before looking back at you. "There's a conflict of interest. Patrick assaulted me, and if I go and take your statement, it won't look good to a judge."

"Oh my god," you mumbled, rubbing your eyes with the heels of your hands.

"It'll be okay. I'll be right there the whole time. Right on the other side of the glass, okay? I promise, I won't leave."

He watched you for a minute, waiting for you to say something, and when you didn't he began to question himself.

"Unless you don't want me to hear, I don't have to-"

"No, I'd prefer you be there," you said quickly.

He nodded and took a deep breath in.

"I asked a female officer to do it. Her name's Beth. She's real nice, she's dealt with... situations like this in the past."

"Okay," you said softly, reaching for the handle, but once again he stopped you.

"One more thing. I gotta cut him loose tomorrow."

You squeezed your eyes shut. You knew this would happen, but it didn't stop you from feeling the overwhelming sense of dread that crept up your spine.

"It'll be fine. I'll file the restraining order today. If he comes within fifty feet of you, he's goin' right back to jail, okay?" he said, his hand coming up to rest assuringly on your knee.

"Okay," you whispered, finally opening your eyes to look at him.

"You can do this. I know you can."

You had to hold back the tears that sprung up when his words hit your ears. Nobody has ever believed in you, listened to you, took care of you the way he did, and he hardly even knew you. People who have been in your life for years, your own family didn't encourage you the way Joel did. On one hand, it was depressing to realize it took this long for someone to give a shit, but on the other hand, you were so, so relieved someone finally did.

As Joel led you into the station, he kept his head held high, ignoring the glances shot your way and you did your best to do the same. You followed him towards the back, and you hesitated a brief moment before entering the interrogation room, pushing all the bad memories to the back of your mind and focusing on the present.

You needed to put an end to this, once and for all.

You were doing okay. It was half an hour into giving your statement to Beth, and Joel was right. She seemed very kind and patient, and you relaxed after speaking with her for just a few minutes. Or maybe it was because you knew Joel was just a few feet away, watching from the other side of the glass, just like he promised. Whatever it was, you were doing better than you expected.

You had gotten through the bullet points of your history with Patrick. You had detailed how you met after you graduated from high school, how he had just gotten back from basic training with the Marines and was applying to join the Philadelphia police department. You explained how at first, things were great. He was loving and kind, for the most part, but you had been inexperienced and didn't recognize the red flags when you saw them. Like when he got overly possessive at house parties, and especially so when he started drinking. At first, you had thought it was sweet, but then he started getting a little rough. You explained at the time, he would apologize the next day and promise not to do it again, but a few weeks later, he would inevitably go back on his word. The cycle repeated itself over and over for a year, until he proposed one night in front of your entire family, and you had felt pressured to say yes. You had hoped it was just nerves, that eventually you would be excited about marrying him, but it never came. He had rushed you into planning the ceremony and you were only engaged for a few short months. And again, you fooled yourself into thinking everything was just happening so fast, that it was so stressful planning a wedding and that one day, you would be happy.

You couldn't remember the argument that caused him to first hit you. To really hit you, enough to leave a nasty bruise, but you remembered the shock, and you remembered the pain and the fear. And once again, he had apologized the following day, and you forgave him. Because you were weak and scared and confused.

"Did anybody in your life notice?" Beth asked, her eyes filled with what appeared to be genuine concern.

"I hid it at first, but eventually, yes, people noticed," you admitted, fidgeting with the edge of your shirt.

"Did they offer to help you?"

"My cousin," you said, looking down at your hands. "She helped me... she helped me find a clinic so I wouldn't get pregnant."

"Did Patrick know you were on birth control?" Beth asked gently while scratching away with her pen on paper.

"No, I didn't think he would like that."

"Why not?"

"He's made comments to me in the past about wanting a big family, and I was afraid to tell him no. I was afraid he would hurt our children, too," you said, still staring down at your hands.

"Has he raped you?" Beth asked bluntly, and you visibly balked.

"Oh, um," you faltered, the word for whatever reason sending shockwaves through you. You knew the answer, but you just hated admitting it.

"Yes," you finally said, your voice cracking, so you cleared your throat and took a sip of water.

"I'm sorry," Beth said quietly, catching your gaze and giving you a sympathetic look. "I won't ask too much today, but you need to know if this goes to trial, a judge will ask for a lot more detail. You can get a lawyer and they will help walk you through it when the time comes." She reached out across the table to place her hand on top of yours, her thumb rubbing over your knuckles. You nodded, wordlessly telling her to keep going.

"When did it start?"

"Right after we got married, I think."

"How often?" she asked, pulling her hand back so she could focus on writing.

"A few times a week, I guess? I mean, I don't know what counts. A lot of the times I wouldn't be in the mood and he would pressure me, other times were more... deliberate." You swallowed and glanced quickly at the mirror behind Beth, suddenly regretting asking Joel to listen.

"Did you tell your parents?" Beth asked, glancing up at you.

"I told my mom, yes."

"And what did she say?"

"She told me it was a wife's duty to... be available to her husband. She didn't think it was rape." You spit the last word out like it was poison on your tongue. Beth winced but tried to hide it by looking down at her notes.

"And when would he hit you?"

"It varied. Most of the time it was when he was drunk or high. He promised me all the time he would get help, but he never stuck with it."

"Did you ever have to go to the hospital?"

"Yes. A few times. He's broken my arm twice, fractured my hip, and I've had a few concussions. On one occasion, he strangled me until I lost consciousness. I had to be admitted for a bruised trachea." You absentmindedly rubbed your arm and neck as you spoke, your fingers gliding over the old wounds.

"And you've gone to the police before?" she asked.

"Yes, a couple times, but -" you could feel your resolve breaking, and you bit your lower lip to keep it from trembling. "But he always did something to make it go away, and then he would get really mad. One time when I went to file a complaint, he had a cop friend of his lock me in a room just like this one for a whole day. To teach me a lesson." You twirled your finger around the sparse room, tears glistening in your eyes. "They didn't let me out, I couldn't use the bathroom, I didn't have anything to eat or drink. I was all alone."

You stopped talking and tucked your chin against your chest, trying desperately to keep the tears at bay. You wiped a shaky palm against your cheek, drying the tears that fell before you looked back up.

"There were times he would be gone for two or three days at a time and come back, all strung out and crazy... those were the times, the times I went to the police, that I ended up in the hospital. So I stopped asking cops for help."

She nodded as she wrote, giving you a minute to collect yourself before her next question. You glanced up at the mirror again and wondered what Joel was thinking. Did he leave? Or was he still there? You almost hoped he had left. You were feeling too vulnerable as it was, but the thought of him looking at you with pity after this was over made your stomach turn.

"I've done this before," you said suddenly, pulling her attention off the page. "And it always ends up the same. Please tell me this will be different."

"It will be different," she said immediately, her jaw set. She put her pen down on her pad and laced her fingers together. "I'm so sorry the justice system as failed you so tremendously, but we will do everything we can for you now that you're here."

You nodded and wiped more of your tears away before she handed you a box of tissues from a small cabinet in the corner of the room. Taking a deep, shaky breath, you met her gaze once again.

"What else?"

"I think that's enough for today," she said, flipping the pages closed on her legal pad. "We got your doctor's report this morning, and combined with this statement we will start the process of formally pressing charges. After that, if he pleads not guilty, it will go before a judge. But let's take it one step at a time, okay?"

"Okay," you said quietly, gathering your purse and following her out of the room. Your eyes immediately drifted around the hallway and then the bullpen, searching for Joel, but he was nowhere to be found. You frowned as Beth led you towards the front lobby, prepared to walk home, when you heard his voice call your name just as you were opening the door.

"I'll take you home," he said. His face looked hardened and his eyes looked distant.

"You don't have to," you began, but he just shook his head and gingerly cupped your elbow, directing you out the door and into the parking lot.

The ride back was silent. He didn't even have the radio on. You glanced out your window nervously, trying not to read too much into it, but when he dropped you off with barely a comforting word or any acknowledgement of what you confessed, you were convinced your greatest fear had come true. Now that he knew it all, now that he finally heard the truth, he couldn't look at you the same.

You were glad Maria had the foresight to tell you to stay home that day. You were mentally exhausted. Rehashing everything and then Joel's reaction put you in an awful mood. By 4pm, after lounging around watching mindless television and checking your phone constantly for any sign of life from Joel, you decided to just make yourself an early dinner, take a shower and then go to bed early.

As you were stepping out of the shower, the water finally turned off and all of the day's makeup covering your wounds down the drain, you heard your doorbell ringing incessantly. Repeatedly. Urgently.

A jolt of dread shot down your spine, but you remembered Joel said Patrick wouldn't be let out until tomorrow. But what if he got out early? What if he made a phone call and Joel was forced to release him?

Wrapped in a robe, your hair dripping down and soaking the thin material, you jogged to the living room and checked your phone. Surely, if Patrick was released, Joel would have warned you, but you didn't have any missed calls or texts. Then the pounding on the door started, making you jump out of your skin.

Slowly, you crept down the stairs, your hand gripping the doorknob tightly, your fingers hovering over the lock.

"Who is it?"

"It's me," you heard Joel's voice say from the other side, and your eyes widened in shock. You glanced down at your robe, little streaks and drops of wetness trailing down the shiny material.

"Uh, can you -"

"Please open up, people are startin' to look at me like I'm crazy."

With a sigh, you unlocked the door and stepped back, clutching your robe tightly against your chest. Joel squeezed inside and shut the door quickly behind him before turning around, his eyes raking quickly up and down your body before looking you in the eye.

"You were in the shower."

"Yeah," you said, glancing around anxiously before looking up the stairs. "Did you want to come up or something?" He just nodded slowly, his eyes flitting down once again as you led him up the steps.

"I got worried, I was ringin' the bell but I guess you couldn't hear it," he explained, taking off his shoes and shrugging off his blazer.

"What were you worried about? He's still in jail, right?" you asked, handing him some water before sitting down on the couch.

"Yeah, I just... I shouldn'tve left you alone earlier. I shoulda stayed." He stood there, a glass of water in his hand, the other rubbing over his mouth nervously.

You stared at one another for a moment, both trying to figure the other one out. He was breathing faster than normal, his chest rising and falling rapidly under his white button down shirt.

"Why are you here, Joel?" you finally asked, your heart starting to beat faster. "Because if it's out of pity, I don't want it."

"It's not -" he cut himself off and shifted his weight before setting the water down. "It's not pity." He took two steps and sunk down into your couch, his elbows on his knees as he stared at the floor, trying to figure out what to say.

"It's not fair," he finally said quietly. So quietly, you almost didn't hear him. "Everything that's happened. It's not fuckin' fair."

You scrunched your nose, confused, as you looked at him still staring down at the floor. You were about to open your mouth and ask him what he meant when he spoke again.

"I never shoulda let you leave with him that day. Somethin' felt off, I felt it in my gut-" he sat back to press his hand against his stomach for emphasis. "But I let you go. And he -"

He couldn't finish his sentence, his throat closing up as he fought to blink the tears away.

"It's not your fault, Joel," you told him, resting a hand on his broad shoulder but he stood up quickly to pace around the room.

"I'll never let it happen again," he muttered. "Never gonna let him near you again. I'll fuckin' kill him if I have to, he's never comin' here again." His voice was rising as he spoke, his breath coming in short stutters as he rubbed his forehead with the pads of his fingers, eyes wide and crazed as the panic seized him.

So it wasn't pity. It was guilt that brought him to you.

"Joel, calm down," you said, standing up to reach out to him, but he kept pacing.

"Oh fuck, I'm never gonna forgive myself," he whispered, pressing the heels of his hands into his eyes.

"You didn't do this to me, he did," you assured him, trying to get him to stop moving. "You're helping me, Joel. You're the only one who ever really tried to help me. There's nothing to forgive."

He finally paused and glanced at you, his breath a little shallow as the panic began to subside.

"I'm gonna get you outta this, I promise," he said, his voice sounding more steady.

"I know," you replied, nodding your head.

He took a deep breath in through his nose and tore his eyes away from you to glance at his watch.

"I better go," he said regrettably, looking back up at you again.

"Okay," you said, following him to the door and leaning against the wall as he put his shoes back on.

"D'you need anythin'? Did you eat? I can -"

"I ate, I'm fine," you told him with a small smile. "Thank you, though."

"Alright," he said after a moment, then forced himself to open the door. Before he stepped through, he looked back at you over his shoulder. "I'll see you tomorrow."

"I'm working dinner tomorrow," you told him, suddenly feeling crestfallen you wouldn't see him for lunch.

"I'll see you tomorrow," he repeated, more firm this time. You slowly nodded and wrapped your arms around yourself, hoping he couldn't see through your robe.

You listened sadly as his heavy footsteps descended the stairs and the door shut softly behind him. You knew him well enough at this point that he would have turned the lock on the knob before he left but you still wanted to peek down the steps to check. Your eyes widened when, to your surprise, he was still standing there at the bottom of your stairs, his back leaning up against the door. His eyes flicked up to meet yours when he noticed movement, and you saw Adam’s apple bob in his throat before he spoke.

"I can't leave."

You looked at one another for a long moment, your heart slamming in your chest, knowing what this meant. You were sick and tired of always trying to do the right thing. Where did it get you? How could you even fool yourself into thinking you had any obligation to Patrick anymore? Joel knew everything now. He knew what he was doing, so you said the words that were on the tip of your tongue. The words that you knew would open the door for something both of you wanted so desperately, you could taste it.

"Then stay."

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deminetly · 2 months ago

Text

𓏵 A GUIDE TO SCRIPTING FRIENDSHIPS

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YOUR FRIENDSHIP

┆what kind of friendship is it? is it chaotic, fun and full or adventures or deep and inspiring? maybe its just calm and supportive? maybe even a mix of all of these?

┆what do you want them to bring out in you? consider that if you script them to be really crazy and rebellious, you might turn out that way aswell. if you script them as calm and responsible, they probably wouldnt come with you to explore an abandoned hospital or shoplift some cute clothes

┆duo archetype examples golden retriever + black cat, chaotic + responsible, mom friend + menace

┆how long have you been friends? are you just gonna meet them for the first time and build up the friendship overtime or have you been friends for years and know each other really well already? if youve already known each other for a while, how did you meet them?

┆traditions maybe you get ice cream together every sunday, maybe you go for a trip every summer

┆hangouts what do you do together?

─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─

THEM AS A PERSON

basic info template here

┆traits to script weird, interesting, selfless, creative, supportive, caring, sweet, open-minded, fun, funny, adventurous, understanding, silly, helpful, thoughtful, unhinged, deep, positive, loyal, empatchetic, shy, cool, patient, passionate, wise, trustworthy, generous, humble, brave, reliable, inspiring, authentic

┆general vibe are they loud and chaotic, deep and mysterios or soft and calm? a mix of all of these?

┆energy level are they hyper or more towards the calm and chill side?

┆skills you can script them to have any skills that might benefit you like them being a hairstylist so they can help you dye your hair or being super good at math so they can help you with your homework

┆hobbies

┆a fun fact maybe they hate mint gum, maybe they have a secret tattoo that only you know about

┆friendship love language do they show affection by hugging you, complimenting you, making you gifts or asking you to hang out all the time?

remember - scripting every small detail about their personality is not necessary, your subconciousness already knows what you like in people

you can use already existing people/characters as insipration

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THINGS TO SCRIPT

you guys dont have the same style (could cause fights while shopping)

theyre always getting you small but thoughtful gifts

they match your energy

they always have time for you

they always have interesting stories to tell you

they give amazing advice

you have a secret hangout that only you know about

they are very good at school and always willing to help you

they have the best taste in music, movies, shows, books, etc and introduce it to you aswell

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QUESTIONS TO HELP YOU DEVELOP FURTHER

describe your friendship in 3 words

whats your go-to activity together?

why are you friends?

whats your favourite memory together?(if you havent met yet, whats something you cant wait to do with them?)

how do you two balance each other out? are you opposites that attract or two peas in a pod?

have you ever gotten into a fight? why? how did you fix it?

how would they describe you?

do you guys have a shared secret?

do you go to the same school or maybe even work together?

do you guys have a shared dream? (ex: travelling to another country together or starting a busieness together)

whats their signature scent?

whats the craziest thing you have done together?

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SCENARIOS TO SCRIPT

you discover an undergroud club together

they surprise you with the tickets to your favourite band/artist

they make you a playlist and you go for a late night drive listening to it

going on a spontaneous road trip

you start a prank war (harmless of course)

sneaking out to go to a house party together

building a tree house

finding a stray animal and taking it home to raise it together

you start a yourube channel together

getting matching nails/hair/outfits

getting a job at the same place and working together

starting a podcast together

karaoke

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EXTRA

make them a playlist

make a moodboard for them/your friendship

design their house

script in a pet for them

write a story about one of your most memorable moments

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little-mari-on-a-roof · 2 months ago

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Frenglish differences in Miraculous - Episode 7

Lady WiFi

Miss Bustier

En: I'm very pleased with how you all did on your last assignment. Some of you have really stepped up and I do appreciate it. Now it's time to move onto our next assignment.

Fr: "On eût dit un coquillage ; / Dos rose et taché de noir. / Les fauvettes pour nous voir / Se penchaient dans le feuillage. / Sa bouche fraîche était là ; / Je me courbai sur la belle, / Et je pris la coccinelle ; / Mais le baiser s'envola." Alya ! Vous êtes toujours avec nous ?

"It seemed like a seashell; / Its back pink and spotted with black. / The warblers, to see us, / Leaned forward in the foliage. / Her cool mouth was there; / I bent towards the beauty, / And I took the ladybug; / But the kiss flew away." Alya! Are you still with us?

Miss Bustier is here reading a poem called "La Coccinelle" (The Ladybug), written by Victor Hugo.

Nino

En: But I guess you gotta be sly when Mr. Control-Freak is your Daddy-o.

Fr: Mais bon, faut dire aussi que son paternel lui laisse pas beaucoup de temps libre.

But yeah, to be fair, his father doesn't let him have a lot of free time.

Nino's English line gave me psychic damage lol. In French, it's notable that Nino uses the word "paternel", which means "paternal", but can sometimes be used as a noun to mean "father". This use of the word is however quite rare (I've never heard anyone use it that way) and sets Nino's speech apart.

Tikki - Marinette

En: Whoever is behind all of this sure is keeping us on our toes. - But you don't have any toes.

Fr: Le Papillon ne nous laissera donc jamais le temps de faire nos devoirs tranquillement. - Mais toi t'as pas de devoirs.

Hawkmoth sure will never leave us time to do our homework peacefully. - But you don't have any homework.

The meaning of the original quote gets lost in the translation but I can't even be mad because "you don't have any toes" is really funny somehow.

Nino to Alya when she tells her Chloé might be Ladybug

En: You need to have your head examined. If she's a superhero, then I'm the wizard of Oz.

Fr: Ça tient pas debout ton truc, Alya. Si c'est une super héroïne, moi je suis le méchant Papillon.

Your thing doesn't add up, Alya. If she's a superheroine then I'm the wicked Hawkmoth.

Chloé

En: Uh, up too late DJ'ing, Nino? Obviously, you didn't get your beauty sleep.

Fr: Euh, t'as pris quoi au p'tit déj Nino ? Franchement, vas y mollo sur le jus d'orange.

Uh, what did you have for breakfast Nino? Honestly, go easy on the orange juice.

Alya about Chloé

En: She's no superhero. She's super psycho.

Fr: Tu parles d'une super héroïne, c'est plutôt super menteuse, oui.

Talk about a superheroine, it's rather super-liar.

Ladybug talking to Chat Noir about Chloé

En: And besides, who would believe that she's the original Ladybug? She's obviously just a die-hard fan. A copycat.

Fr: Franchement, qui serait assez bête pour croire que cette fille est Ladybug ? C'est sûrement juste une admiratrice. Un peu comme toi quoi.

Honestly, who would be stupid enough to believe that this girl is Ladybug? She's probably just an admirer. *Turning to chat:* A bit like you ;)).

She doesn't actually blink but it's as if.

Lady WiFi after catching Chloé wearing a Ladybug costume

En: Well, well. So, my hunch was correctomundo.

Fr: Voyez-vous ça. On dirait bien que j'ai appelé le bon numéro.

Look at that. It seems like I called the right number.

Adrien to Plagg while looking for his ring

En: I could use a little help!

Fr: Je serais pas contre un petit coup de patte.

I wouldn't be against you giving me a paw (instead of "giving me a hand").

A cat pun that got lost in translation once again.

Lady WiFi to Ladybug

En: If you don't get him out fast, your crush will soon be slush. *She frees her.* Good luck with your cat-popsicle. I have other news to cover.

Fr: Si tu ne libères pas rapidement ton copain il va finir en chat glacé. Bonne chance avec ton amoureux transi, j'ai d'autres chats à fouetter.

If you don't free your (boy)friend fast he's gonna end up as an iced cat. *She frees her.* Good luck with your bashful lover, I've got other fish to fry (lit. "other cats to beat").

It's just a saying, French people don't actually beat cats on a regular basis (I swear!!!), but it makes for a nice cat pun.

Tikki - Marinette

En: Is that true? You're gonna tell him? Is that what your heart's saying? - Sometimes your heart tells you one thing, but a great superhero always listens to her head.

Fr: Je sais que c'est difficile de cacher des choses à sa meilleure amie. Mais personne ne doit savoir que tu es Ladybug. - Tu as raison Tikki, tous ceux que j'aime seront à l'abri tant que mon secret restera caché là dedans.

I know it's not easy to hide things from your best friend (Alya). But no one can know you're Ladybug. - You're right Tikki, everyone I love will be safe as long as my secret stays hidden in here *She points to her head*.

I'm so sorry to everyone who used that scene to show the Adrien thinks with his heart and Marinette with her head thing but it's not as explicit in the original French dub haha. Also, they did a major change by switching from her being sad about hiding things to Alya to instead wanting to tell Chat Noir her identity in the translation.

Marinette - Alya (after the latter said Adrien kind of looks like Chat Noir)

En: He's tons more legit that Cat Noir. - Hey! I happen to think that Cat Noir is pretty slick.

Fr: Il a quand même plus de classe que ce Chat Noir. - Hey ! Je te signale que je le trouve plutôt mignon, moi, Chat Noir.

He is more class than that Chat Noir. - Hey! I'll have you know that I do find Chat Noir pretty cute.

Chat Noir is a slut trying to steal Nino's girl caught in 4k.

#ml dubs #frenglish differences in miraculous #ml lady wifi #miraculous ladybug #ml s1 #don't mind the last one i was influenced by Rocketear when writing that haha

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statistichomeowrkhelperblogs · 1 year ago

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5 Reasons to Hire SAS Homework Help Service

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tutor-helpdesk · 8 months ago

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Learn the 5-step approach to successfully complete your SAS coding assignments. Engage with sas assignment help to get tips and tricks to optimize your codes.

#sas assignment help #sas homework helper

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ltash · 10 months ago

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Pretty Little Teacher

Simon Ghost Riley x female reader

Warning: 18 plus, dubcon and noncon theme, dark themed, dark ghost, s*x and erotica, forced sex.

He loves me like a monster, all teeth and talk and hiding in the dark. That's my speciality, Men with strong bodies and fragile hearts, and if you hold them too tightly they will crumble beneath you like an avalanche that is waiting."

●●○~ Lindsey Hobart ~○●●

Ghost sat in his dimly lit room, the blue glow from the laptop screen casting sharp shadows across his masked features. Laswell's voice echoed in his ears, calm yet commanding.

"You have to go undercover to gather some intel," she instructed, her face a picture of seriousness on the screen. Ghost's fists clenched, his eyes narrowing as deep creases appeared at the corners. He remained silent, absorbing the gravity of the assignment.

"You'll be posing as a high school student. We have made all the arrangements. The principal and teachers are informed. We need important intel about a person working there. I'm sending you a report. Read it," Laswell said, her tone leaving no room for discussion. She hung up the video call before Ghost could utter a word.

"Fuck!" Ghost cursed, his frustration evident. "Now I have to become a fucking high schooler," he spat, the absurdity of the situation gnawing at him.

As a highly trained SAS soldier and an elite killing machine, Ghost was used to the most dangerous and covert missions. But this? This was entirely different. How the hell was he supposed to blend in as a high schooler with his massive height and muscular build? He would look like a fish out of water, a grown man playing dress-up.

He opened the report Laswell had sent, scanning through the details of his new identity and the target he needed to surveil. The mission was critical, he reminded himself. He had faced worse odds and more dangerous situations. But even as he reassured himself, the thought of navigating the social labyrinth of a high school filled him with a unique dread.

"Guess it's time to go back to school," he muttered under his breath, already strategizing how he would tackle this bizarre new mission.

Ghost scanned the report, eyes moving quickly over the lines of text. Someone from the office staff was involved in terrorist activity, and the school's security was compromised. The specifics were still murky, but the mission was clear: infiltrate, gather intel, and neutralize the threat.

As he read, his phone buzzed with an incoming message. It was Soap.

"Hey, high schooler! Need help picking out your backpack?" Soap's message read, followed by a string of laughing emojis.

Ghost growled in irritation. Soap had been making fun of him since he got the assignment. In truth, Ghost thought Soap was the one who was fit for this job. With his leaner build and younger appearance, Soap would blend in effortlessly. But orders were orders.

"You're just jealous you can't relive your glory days," Ghost shot back, though he knew Soap would get a kick out of his reply.

He closed the report and leaned back in his chair, staring at the ceiling. This mission was unlike any he had faced before. It required a different kind of camouflage, a different kind of patience. He was about to step into a world of teenage drama, cliques, and homework. But he would adapt, as he always did. He had no choice.

Monday morning arrived too quickly. Ghost stood in his small apartment, the usual grey hoodie and sweatpants hanging off his frame. Soap had helped him gather the essential school supplies: notebooks, pens, and a new backpack that didn't look out of place for a high schooler. He slung the backpack over his shoulder and slipped on his skull-printed balaclava. His identity had to be hidden at all costs.

He climbed into his Range Rover and drove to the school, parking a distance away to avoid drawing attention. With a deep sigh, he exited the vehicle and made his way to the school entrance.

The moment he stepped into the corridor, the contrast of his presence was stark. Teenagers milled about, chatting and laughing, but Ghost felt like a fish out of water. His height and build made him stand out like a sore thumb, despite the hoodie and balaclava doing their best to conceal his identity.

He pushed forward, reminding himself of the mission's importance. He needed to find his way to the office, get his bearings, and begin gathering intel. The corridor seemed endless, each step echoing with the sounds of lockers slamming and indistinct chatter.

"Fucking Hell," he muttered under his breath, trying to blend in as much as a heavily-built, masked adult could in a sea of high schoolers.

Ghost made his way to the last classroom on the K-12 hallway, assigned as a senior posing as an 18-year-old. Despite being 29 with a muscular build, he hoped to blend in with the 12th graders.

He opened the door and walked in, immediately feeling the curious eyes of his new classmates on him. Ignoring the stares, he scanned the room for any signs of the person he was here to investigate. The teacher, a middle-aged woman with a warm smile, looked up from her desk.

"You must be the new student," she said, motioning him to an empty seat near the back. "Welcome."

Ghost nodded and made his way to the seat, keeping his head down. He dropped his backpack on the floor and settled in, trying to seem as inconspicuous as possible. The other students eventually lost interest, returning to their conversations and distractions.

As the teacher began the lesson, Ghost's mind raced. He knew he had to keep a low profile while also staying alert for any signs of suspicious activity. His eyes roved over the room, memorizing faces and noting behaviors. The target could be anyone-an unsuspecting office staff member, a seemingly innocent teacher, or even a fellow student.

The day had been a tedious blur for Ghost, each monotonous class blending into the next. Used to the adrenaline of combat and the precision of sniper shots, he found the slow pace of high school unbearable. But all that changed when you entered the room.

Your presence was electrifying, a stark contrast to the dull atmosphere. The click of your red Louboutin pumps echoed in the silent classroom as you made your way to the front. Your black dress pants, stylishly slit, and button-up shirt under a sleek black blazer highlighted your figure. Long, blonde hair cascaded down your back, framing your big blue eyes and perfectly pink lips.

Ghost felt a surge of desire course through him, his mind racing with thoughts he knew he shouldn't entertain. He imagined gripping your tiny waist, pulling you close, feeling your petite frame against his as he lost himself in you. The urge to take you, to dominate you, was almost overwhelming.

"Hey! Newbie, are you listening?" Your voice cut through his fantasies, pulling him back to reality.

"Yes, ma'am," he replied, his husky British accent barely masking his distraction.

"Your name?" you asked, standing near his desk, your eyes meeting his.

"Simon," he answered, using his real name to avoid any potential mistakes.

"Well, Simon, try to pay attention," you said with a faint smile before returning to the front of the class.

As you began the lesson, Ghost forced himself to focus, but it was a losing battle. His thoughts kept drifting back to you, and the way your presence stirred something primal within him. He needed to remember his mission, but in that moment, all he could think about was how desperately he wanted you.

The period ended, and Ghost watched you leave the classroom, struggling to control his thoughts. You stood out among the middle-aged teachers, looking so young, no older than 25. How could someone like you be teaching 12th graders? The question burned in his mind, but it was more than just curiosity; he was captivated by you.

He barely remembered the rest of the day, his mind fixated on you. As soon as he could, he retreated to his apartment. The urge to release the tension was overwhelming. Stripping off his clothes, he stepped into the shower, the hot water cascading over his muscular frame. His cock was already hard, fueled by the image of your lips wrapped around him.

"Fuck," he groaned, his hand wrapping around his shaft. He imagined you on your knees, your pink, plump lips taking the full length of his cock in, your big blue eyes looking up at him with a mix of innocence and desire. His strokes quickened, his other hand gripping the air as he fantasized about it tangled in your long, blonde hair.

His body tensed, muscles straining as he neared the edge. The thought of you sucking him off, your pretty little mouth taking him deeper, his cum all over your face pushed him over. He climaxed hard, a guttural groan escaping him as he came, the pearly liquid mixing with the warm water and flowing down his thick thighs.

Leaning against the shower wall, he panted heavily, trying to catch his breath. The intensity of his release did little to quell the longing he felt. As the water washed away the evidence of his fantasy, he knew he was in trouble. This mission was supposed to be about gathering intel, but his thoughts kept drifting back to you. He needed to stay focused, but the image of your gorgeous face and enticing body lingered in his mind, a distraction he couldn't afford yet couldn't resist.

The next day, Ghost found himself eagerly anticipating school, though for entirely different reasons than his usual missions. From the moment he had first seen you, you became his muse, eclipsing the seriousness of his undercover assignment. Dressed in blue jeans, a black T-shirt, and a sleek black leather jacket that concealed his tattoo sleeve, he waited through all six periods just for a glimpse of you.

When you finally entered the classroom, the atmosphere seemed to shift. Students greeted you warmly, but Ghost's attention was solely on you. You wore high heels that accentuated your figure, a casual T-shirt, and form-fitting pencil jeans that emphasized your curves. It was undeniable-you were the most stunning woman he had ever encountered.

As you distributed MCQ papers among the students, you approached Ghost's desk. Your curiosity got the better of you as you inquired about his mask. "Why are you wearing a mask?" you asked, your voice filled with genuine curiosity.

"I get sunburn," he replied smoothly, trying to maintain his cover.

You chuckled softly, the sound sending a thrill down Ghost's spine. "Weirdo," you whispered teasingly, but your words were loud enough for him to hear. The image of dominating you right there, bending you over the desk, fucking you from behind and hearing you begging to stop, flashed vividly in his mind, your body arched in his hands, pussy clenched around his length as he rails his full length till the hilt into you, ruin your pretty little cunt for everyone while you screaming out his name.

"Concentrate on your paper, weirdo," you mocked again as you moved away.

His jaw clenched with frustration, anger simmering beneath the surface. Despite the rush of desire coursing through him, he remained stoic and silent, forcing himself to focus on the task at hand. He knew indulging in these fantasies could compromise his mission, yet resisting the pull of attraction toward you seemed almost impossible. Ghost was torn between duty and desire, unsure how much longer he could keep his composure around you.

He had finished his paper along with the other students as the bell rang, signaling the end of the period. One by one, they handed their work to you, you seated at your desk. Ghost lingered, the last student to leave, quietly closing the door behind him. Remaining seated, he watched you intently.

Stealth was his forte, and he approached you silently. You were small compared to him, your back elegantly arched as you organized the papers into a neat pile. Standing right behind you, he suppressed the urge to touch you. Suddenly, you moved back, inadvertently brushing against the bulge in his pants. A squeak escaped your lips as you jumped, startled like a bunny, and turned around.

Leaning heavily against the table, you panted, eyeing the behemoth of a man standing before you at his full height for the first time. A shiver ran down your spine from the sensation of his arousal against you. He stood there with a menacing look in his eyes, extending his paper to you. With shaky hands, you took it, feeling a jolt as his gloved hand brushed against you.

Without a word, he turned and left the classroom.

Throughout the drive to his apartment, he couldn't shake the image of you, how your inadvertent touch had stirred a primal urge within him. How you bumped into his erect cock ready to sprung out. The urgency of his mission weighed heavily on his mind, but thoughts of you kept intruding.

Later that day, consumed by desire, he found himself jerking off imagining you once more. He couldn't help but picture your round ass, the sensation of you against him, his cock stretching your gummy walls as he fucks you doggy style, the fantasies growing more vivid with each passing moment. It was a distraction he couldn't afford, yet couldn't ignore.

The next day, he arrived at the school as usual, anticipation swirling within him. Your period had become his favorite, and he waited patiently until you appeared, as usual, with an air of cautious awareness. As the lesson progressed, you couldn't help but notice his chocolate brown eyes fixed on you through his balaclava.

He was no ordinary teenager - tall, dark, and undeniably handsome even with a balaclava on his face, with a presence that set him apart. You felt the weight of his gaze, the tilt of his head to the side like a predator sizing up its prey. Despite the distraction, you continued with your class routine, distributing checked papers to the students, your focus unwavering on your mission.

His gaze remained locked on you, unwavering, as if he had something more than mere curiosity driving his attention. You knew you couldn't afford to be distracted, not with what was at stake.

As you hurriedly left the classroom, your footsteps echoing in the empty corridor, you reached for your cellphone and stepped into the quiet solitude of the bathroom. With a hushed voice, you spoke into the receiver, "Yes! Tomorrow is the day. We will hunt another doe tomorrow."

Across the line, a voice crackled with excitement, "Perfect. After school, then?"

"Yes," you affirmed, nodding to yourself. "After school." With that, you hung up, slipping the phone back into your pocket.

Unbeknownst to you, Ghost known as Simon, the new student who had been quietly observing the dynamics of his new environment, had overheard your conversation.

From the first day of his undercover assignment, Ghost had sensed something amiss. How could a 25-year-old teacher be instructing seniors when others with more experience were available? It gnawed at him, a puzzle piece that refused to fit neatly into place. As he stood in the hallway, a vicious smirk spread across his face.

"So you are the one," he whispered to himself, the realization sinking in. "And now, there's nobody that can save you from me. Not even yourself." His mission had taken a dark turn. You are the one involved in human trafficking.

Tomorrow was the day Ghost knew he had to act swiftly. He slipped on his skull mask, adjusted his gear-blue jeans, black hoodie, and vest. His Beretta rested against his chest while his sniper rifle was ready on the passenger seat of his car.

He parked in the nearly deserted school lot, waiting patiently. It was nearly two hours past school hours when he spotted you approaching from the back of the building. You met with another person near a car.

"The girl is in the bathroom, I've hidden her there. Wait here, let me take her out," you said.

Without hesitation, Ghost aimed his sniper rifle at the man's head and took the shot. Skull fragments and brain matter scattered as the bullet found its mark. A scream tore from your lips as chaos erupted.

Ghost calmly placed the sniper rifle on the seat and stepped out of his car. You saw him approaching and instinctively ran. Darkness was descending, the winter chill settling in.

You ran for your life, heart pounding with fear, but Ghost closed the distance quickly. Desperation set in as you realized you had no weapon. You took out a pocket knife and attempted to attack, but Ghost deftly seized your wrist, disarming you.

You screamed and struggled, but he immobilized you, securing your wrists with a zip tie. With a forceful push, he slammed your back against a car, the impact knocking the breath from your lungs.

Fear and confusion engulfed you as Ghost stood before you, his identity finally revealed, and his intentions chillingly clear.

"Let me go," you tried to scream as he pinned you against the car, looming over you. His 6'4" frame towered over you, casting a dark shadow. The edge of his knife pressed against your throat qnd his hand on your chest kept you pinned against the car.

"Just got you. Now I can't let you go, won't let you go," he whispered in your ear with his husky voice. "How can I waste this pretty little cunt of yours, princess?"

You whimpered and squirmed, fear coursing through your veins. His hand traveled to your neck, his grip so firm that you could barely breathe. You struggled to breath. Your vision blurred as darkness enveloped you, and you melted into his arms like putty.

You went limp in his arms like a rag doll, a pretty little thing for him to play with. He strapped you into the passenger in his car seat and drove off, his mind racing with twisted excitement.

He stroked your hairs with his fingers while he drove. He just had got his little plaything.

Upon reaching his apartment, he carried you inside, laying you gently on the soft sheets of his bed. Even in your unconscious state, you looked so beautiful and irresistible. His excitement grew, his cock twitched from the anticipation building as he stood over you, lost in the dark allure of the moment.

You whimpered as you slowly opened your eyes. Ghost was perched on a couch in front of you. Sitting up slowly, you noticed your hands were still tied in your lap. Your tiny body shivered at the sight of him as he rose to his full height. The room seemed small, his eyes behind the skull mask full of menace, looking straight through you. Your lips quivered with fear as he approached.

"Wakey, wakey, Princess," he taunted, stepping out of the shadows. His blue jeans were tight around his thick thighs, and his black hoodie strained to contain his muscular physique. The skull mask shone dimly in the light. The tattoo peeked through the space between his sleeve and his gloved hand.

You gulped, "Who are you?" you asked in a small voice.

"Ghost. Heard the name before?" He tilted his head to the side, and realization hit you hard-it was Simon.

"What do you want?" you barely whispered.

"You," was his only reply as he stepped closer.

A whimper escaped your lips as you pulled yourself to the other side of the bed and stood up.

"Don't make this hard for yourself, Princess."

Panting, you frantically ran towards the door, but his hands were around your waist in no time. He slammed you against the wall, the impact sending pain throbbing through your back.

His hand smacked the wall beside your head. The barrel of his gun made contact with your chin.

"Look at me!" he shouted, his voice an order. You squeaked in response, your eyes meeting his.

"Good girl," he praised, his hot breath fanning against your face. "I'm a lieutenant, not your average student, and you have to comply-or else." The barrel of his Beretta poked under your ribs. "Choices have consequences," he said softly this time.

"I've been thinking about your body since the day I saw you." He stroked the soft skin of your chest with his gun, trailing it down the valley between your breasts. Your skin quivered under the touch of the cold metal.

"So irresistible, Princess." His husky voice sent shivers down your spine.

You gasped as he snapped your ziptie with a strength so brute it took only a second to come off. Your buttoned blouse came next as he snapped it apart. All the buttons came crashing down on thefloor. Your pearly necklace was snatched from your neck. The pearls came rolling down on the floor.

You gasped as he snapped your bra from the front. Your perky breasts liberated from the confines of the lacy material.

He pulled his mask upto his nose and his lips grazed your neck as his thumb met your nipples squeezing your breasts so hard it was almost painful. A painful moan mixed with pleasure escaped through your lips.

He held you close by your waist and he chuckled as your small waist fitted so easily in both his hands all while kissing your neck while his hands played with the soft skin of your back.

"So soft like plush in my hands." He said as he rubbed your nipples with his rough thumb. A sexy hiss escaped your lips as you threw your head back biting your lips.

"You gave in so easily princess." He whispered. His sexy voice made you moan.

He tossed you over the bed, with a squeak you fell, soft sheets cushioning your back as you landed with a gasp.

His eyes, filled with a hunger that mirrored your own, locked onto yours. "Been waiting to bend you over that goddamn desk in that class and fuck your needy little cunt, princess," he confessed, his voice low and husky with desire.

As he removed his hoodie, revealing a canvas of scars that gleamed against his muscular frame, you couldn't help but gasp. Each scar told a story of battles fought and survived, adding to the allure of his rugged demeanor. His predatory approach, intensified by the skull mask he wore, sent a thrill through your veins. He moved closer with a confident stride, his presence filling the room with a primal intensity that both thrilled and unnerved you.

You gasped as he closed the distance. His hands reached for the strap of your jeans, deftly unbuttoning them with a deliberate touch. With a smooth motion, he slid the denim down your legs, revealing your bare skin in the soft moonlight filtering through the curtains.

"So beautiful," he murmured, his voice a low rasp that sent a shiver down your spine. You laid exposed before him, feeling both vulnerable and empowered by his gaze.

You knew you were powerless infront of him and he will have his way with you one way or another. Wetness had already pooled between your legs and you were trying hard to hide it by closing them.

He traced the barrel of his gun along the soft skin of your inner thighs. Shivers ran down your spine as you felt the cold metal against your sensitive skin.

"Open your legs Princess." He ordered slowly parting your thighs.

"So sensitive, aye?" he said with a mocking tone.

You hissed at the sensation. He slowly pressed the barrel against your clothed folds, eliciting a moan from your lips.

"Please! I beg you, don't do this," you pleaded, my voice trembling.

"Look at you! A wet, hot mess for me," he sneered.

He knelt before you, his hands reaching for your panties. With one tug, he tore the strap, leaving you completely exposed.

"You should thank me, princess, that I'm gentle with you. I'm not very gentle with women. They run from me after what I do to them," he laughed.

Your breath hitched in your throat. "Oh my god," you moaned.

He opened your legs slowly, his fingers parting your folds as he gently touched your swollen clit. Your body quivered with the sensation.

"So soft, so sensitive," he said, as he slid his rough fingers inside you.

A slow scream escaped your lips as your pussy clenched around his fingers. Your back arched, moans spilling from your mouth. He watched your face contort with pleasure as he leaned down, his tongue making circles around the buds of your nipples.

You clutched the sheets, your eyes shut tight as his fingers curled up, hitting just the right spot.

"You sound so pretty, love," he teased, his tongue continuing to play with your nipple. The sensation was heavenly, sending waves of pleasure through your body.

He adjusted himself between your thighs, kissing your entire body as he moved down toward your stomach and then your most sensitive part.

He gently kissed the inside of your thighs before his tongue met your folds. Screams of pleasure spilled from your pretty mouth as he nipped and sucked at your already swollen bud.

"Oh, fuck!" you moaned.

He kept teasing your folds with his tongue, sucking your wetness as he held your hips tightly in place.

He kept torturing you with his tongue until you couldn't take it anymore.

"I-I can't take it anymore," you begged.

"Ssh!" he whispered, placing a finger on your lips. "You're going to take it, just a little longer."

Your body trembled as he continued his relentless assault with his tongue, the pleasure overwhelming. He moved his finger from your lips to your clit, rubbing it in slow, torturous circles while his tongue continued its work.

"Please," you whimpered, your voice cracking with desperation.

He looked up at you, his eyes dark with desire. "Beg me," he commanded softly.

"Please, please, I need more," you cried out, your body aching for release.

A satisfied smirk played on his lips. "Good girl," he said, his voice low and husky. He increased the pressure of his tongue and finger, driving you closer to the edge. "Now, let go for me."

With his words, you felt the dam break, and waves of ecstasy crashed over you. Your back arched, and a guttural moan escaped your lips as you finally reached your climax. He continued his movements, drawing out every last bit of pleasure from your trembling body.

As you lay there, breathless and spent, he gently kissed your inner thighs before moving up to your face.

You were still high when he unzipped his pants.

"Been waiting for this ever since I laid my eyes on you," he said, taking his cock and positioning himself on top of you.

You looked at him with dazed eyes.

"Like what you see, princess?" he asked with a smirk.

"I-I can't do this," you pleaded.

"You can do this, and you will," he replied firmly.

He pressed his cock against your entrance, bending you down. Without warning, he pushed his entire length inside, pinning your wrists against the bed. You screamed as your walls wrapped around him, your body struggling to adjust to his size while he fucked you deeply, not giving you any time to acclimate.

You were completely at his mercy, a plaything for his desires.

"Fuck! Princess, you feel so tight around me," he growled, thrusting in deeply.

You were breathless, disoriented by the intensity of it all. He drove into you with unrelenting force, hitting inside you to the extreme. Your back arched under him as waves of pain and pleasure coursed through you. His cock was so big it made an impression inside your belly where it hit.

"How does it feel, me ruining your pretty pussy, love?" he growled, sitting back on his knees and gripping your waist tightly.

Your eyes rolled back as he railed into you with brute force, the sensations overwhelming and consuming.

Whimpers escaped your lips as his hips thrusted against your pelvis. Skin to skin, the intense connection between you sparked a fire that threatened to consume you both. You hid your face in the soft pillow, the tears mingling with your whimpers, your cries echoing in the room like a haunting melody.

He chuckled at the sight before him, the raw vulnerability and passion in your every movement only adding to the intoxicating air surrounding them. "Look at you, eh," he murmured, his voice a low growl filled with satisfaction. "Taking me so well."

With a sudden move, he lifted you up by your waist, your heart racing a mile a minute, your vision blurred with the overwhelming sensation of being completely lost in him. "Oh my god, I am gonna die," you whined, the words a mix of fear and ecstasy that only served to fuel the flames of desire burning between you both.

But he just chuckled, his hold on you firm and reassuring. "Not on my watch, luv," he whispered, his voice a comforting anchor in the whirlwind of emotions and pleasure that threatened to consume you.

He pulled out abruptly, spinning you around and delivering a stinging slap to your ass.

You clutched the sheets as he seized your hips, pulling you towards him and plunging deep inside once more. A primal groan escaped his lips as he grabbed your hair, tilting your head back and driving himself deeper with each thrust.

Your impassioned cries only fueled his intensity. With a firm grip on your waist, he pounded into you relentlessly, embodying the raw, primal desire of a man possessed. Your body arched and trembled on the bed as he pinned you down by your head, pressing your face into the bed.

"I can't do this anymore," you begged him.

He pulled you up onto your knees, his free hand gently gripping your neck while his other arm rested between the valley of your breasts. His hold on your neck was firm but not painful, asserting his control. With a strong grip on your waist, he thrust deep into you.

You leaned against his chest, your face turning towards him as you neared your release. He captured your lips in a hungry kiss, swallowing your moans.

His cock twitched and pulsed as he reached his climax. His movements grew erratic as he poured himself into you, filling you with his essence.

Exhausted, you collapsed onto the bed, eyes shutting tight as the waves of ecstasy washed over you.

He settled beside you, carefully tucking you under the sheets while you lay on your stomach, peacefully asleep.

"Sleep well, princess," he murmured, his fingers gently caressing your hair.

The next morning, you woke to find him already seated on the couch, wearing the same skull-printed balaclava, his eyes still filled with menace. Your whole body ached and marked with hickeys. Last nights encounter spiralled in your mind.

"Good morning, princess. I hope you're feeling well," he greeted you, tossing an oversized t-shirt in your direction.

Confusion and fear gripped you. "Who are you? Why did you do this to me? What were you even doing in my class?"

"I'm Lieutenant Simon Riley, also known as Ghost," he replied coolly. "I was in your class because we've been keeping an eye on you. Now, get dressed. You have visitors."

You rose silently and headed to the bathroom to change. As you finished, there came a knock at the door.

He opened it, and police officers entered the room.

"She's all yours," he stated with a smirk beneath his balaclava.

"You'll regret this! I'll make you pay for this!" you screamed as they cuffed you and led you away.

"Fuck you!" You screamed.

He chuckled darkly, watching as you were taken into custody.

"I just did." He winked as you were taken away.

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statisticshelpdesk2024 · 1 year ago

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A student’s Guide to Supercharge Data Analysis with SAS Machine Learning Tool

Machine learning is a field of artificial intelligence that uses statistical techniques to build models and algorithms that allow computers to analyse data and make predictions or classifications. Contrary to explicitly programming an algorithm to accomplish a task, ML models utilize statistical methods to learn patterns and then establish decision rules from data to better predict future outcomes. The popularity of ML in the field of data analysis stems from the necessity to process and elaborate enormous and often heterogeneous volumes of data with maximal accuracy and minimum time consumption. ML proves to be essential in specific uses, including the forecasting of consumer behaviour, identifying fraud, boosting healthcare diagnosis, and strengthening the targeting of marketing communications.

SAS is a point and click tool used by many statistics students and has powerful ML capabilities that can work in parallel with traditional statistics procedures. The SAS platform has tools for ML operations for different functions, including data preparation, training, and validation of models. It has a simple and intuitive user interface and good documentation for its users at different levels. It is especially critical for students who seek to pursue careers in data science and analytics where knowledge of ML is becoming invaluable. The detailed knowledge of ML business cases and real insights into building and interpreting ML models will make candidates highly desirable for employment in companies from the financial and medical services spheres to IT and retail. Enhancing their ML proficiency with the help of tools such as SAS can therefore mean a significant boost in the candidates’ employability.

Why SAS for Machine Learning?

SAS is a typical ML platform because it is fast, reliable, and capable of processing big data. Its power for handling and analyzing enormous amounts of data effectively makes it suitable for business-level solutions where data quantity and complexity are so high. These features make SAS reliable enough to meet the heavy workload of data processing in industrial applications and deliver accurate results.

SAS also provides support for a diverse set of ML algorithms and methods, ranging from classical statistical procedures to more sophisticated neural networks. Since this toolkit offers a variety of different methods, the ML practitioner can choose the one that best fits the analytical requirements of his project. Furthermore, SAS has easy-to-use analytic interface like SAS Enterprise Miner and SAS Visual Data Mining and Machine Learning. These interfaces are used to provide an easier way to create, train, and deploy ML models, making the use of advanced analytic accessible to both professional and non-professional users.

It can be supplemented with other SAS tools that would add to its application capabilities. SAS is an entire platform for data analysis, machine learning, and business intelligence which incorporates both tools for data preparation and visualization as well as a programming language for data analysis and machine learning modelling. This allows for the organization of all the tasks within the scope of the data analysis process so that all the work involved in the analytical process can be coordinated in one platform for efficiency and coherence.

The fact that SAS is named the industry’s top vendor for high-demand skills is the powerful evidence of its usefulness in the professional environment. SAS commands and syntaxes are highly adopted in many organizations especially in finance, health and government sectors which significantly increase the demand for SAS expertise. In today’s world, the SAS language and its ML solutions are crucial for this field and are the necessary knowledge for students and professionals willing to move their careers forward in this sphere, which correlates with the high quality and standards of the industries’ leading companies.

Key Machine Learning Concepts for Students

The following machine learning concepts are core knowledge for students undertaking data science/analytics beginners’ courses for their SAS Assignment Help. Here is a concise overview of some key concepts:

Supervised vs. Unsupervised Learning:

Supervised Learning: Supervised learning is the type of machine learning in which the model derives from data examples in which each observation or instance is associated with a known outcome or response. The aim is to determine the relationship between the given features and the target variable to later predict the target variable on unseen observations.

Unsupervised Learning: Unsupervised learning is a type of machine learning in which the model does not learn from labelled data. Instead, the model tries to identify data patterns or structures in the provided data. There is no target variable for clustering and the model has to find appropriate patterns or clusters using only predictive attributes.

Classification vs. Regression Tasks:

Classification: Classification is a supervised learning task in which the prediction output is a category or class. Examples include spam detection, image recognition, and sentiment analysis.

Regression: Regression problems deal with real-valued or continuous outcomes. Examples include forecasting house prices, stock prices, or sales revenue.

Training, Validation, and Testing Datasets:

Training Dataset: ML model is trained by providing input features and their corresponding target labels from the training dataset.

Validation Dataset: Hyperparameters are adjusted and the model performance evaluated on the validation dataset during training to prevent overfitting.

Testing Dataset: The testing dataset is employed to assess the final performance of the trained model on the test data which is held out and has not been used for training the model to avoid bias in the generalization ability of the model.

Model Evaluation Metrics:

Accuracy: The number of samples in the test data successfully classified by the model out of the total.

Precision: The ratio of correct predictions of positive instances out of the number of positive instances predicted by the model.

Recall: The ratio between correct positive class predictions and all actual positive class cases.

F1 Score: An average of precision and recall, which plays a balancing role between the two elements.

Overfitting and Underfitting:

Overfitting: Overfitting refers to the learning of models which captures artifacts of the training data with errors or random fluctuations rather than actual co-relations.

Underfitting: Model under fitting happens when a model is inadequate to identify the patterns in data that is being modelled on.

Exploring SAS's Machine Learning Algorithms

All the algorithms of SAS machine learning covered in this paper offer complex algorithms for various data analysis needs. SAS also provides decision trees, random forests, and other gradient boosting methods for classification and regression predictive modelling techniques. Decision trees partition the information space whereas random forests and GBM generate a bunch of decision trees to decrease the error. SVM is another key algorithm of SAS particularly for regression classification with complex decision surface data.

Also, SAS applies deep learning through neural networks to provide the customers with a platform that enables them to develop intricate models for generating complex patterns from the data. Clustering models in unsupervised learning are k-means and hierarchical clustering: they work to define groups of features for data segmentation and similarity search in the large dataset. In general, the collection of algorithms that SAS uses in the domain of machine learning is oriented on the variability of the analytical tasks from predictive to exploratory.

Tips and Resources for Students

Students should follow the appropriate principles in using SAS for ML tasks and tap various sources to make effective use of this tool for SAS Homework help. Here are some key tips to enhance your ML projects using SAS:

Start with a Clear Problem Definition and Data Understanding:

First set out to accurately articulate the issue that you want to address. Ascertain whether there are any business factors and/or objectives to be analysed. Profiling involves performing rigorous and in-depth data exploration and preparing data for further analysis to assess its structure, quality, and anomalies. When processing a dataset, use data management tools in SAS for data preparation and cleansing.

Experiment with Different Algorithms and Evaluate Their Performance:

Among the well-known algorithms provided by SAS for ML are decision trees, random forests, gradient boosting, SVM, and neural networks. Test out these different algorithms to ensure that your problems will work well with these algorithms. To validate the models cross-validation and performance metrics accuracy, precision, recall and F1 should be used.

Avoid Overfitting and Ensure Your Model Generalizes Well to New Data:

One of the most detrimental outcomes that can occur with applied machine learning is overfitting. A decision tree provides ways of avoiding overfitting e. g. by using cross-validation, regularization, and pruning. Calculate and apply validation metrics; tweak hyperparameters, etc.

Use SAS's Visualization Tools to Interpret Model Results:

In conclusion model’s interpretation is critical for simulation and communication. The SAS has advanced visualization packages of its own such as SAS Visual Analytics and SAS Enterprise Miner to facilitate creation of easy to interpret graphics for the users. Embrace these tools to analyse distribution of data, generate model performance, and look for trends or outliers. Graphics can also be used in trying to communicate the findings to the stakeholders in a more understandable manner.

Frequently Asked Questions in Exams:

What are some popular machine learning algorithms available in SAS?

Ans: Some common machine learning algorithms implemented in SAS include decision trees, random forests, gradient boosting, support vector machines (SVM), neural networks, k-means clustering, and association rules.

Write a SAS code snippet to partition a dataset into training and validation sets using a 70/30 split.

Ans: proc partition data=mydata out=partitioned_data sampsize=0.7 seed=1234;run;

Write a SAS macro that takes a dataset name as input and calculates the mean and standard deviation of all numeric variables in the dataset.

Ans: %macro stats(data); proc means data=&data mean std; run; %mend stats; %stats(mydata);/* Example usage */

You have a dataset with multiple variables named var1, var2, var3, ..., var10. Write a SAS data step to calculate the sum of all these variables for each observation.

Ans: data new_data; set old_data; array vars var1-var10; sum = 0; do i = 1 to dim(vars); sum = sum + vars[i]; end; run;

#SAS Homework Help #SAS Assignment Help #SAS

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