WEBVTT - The Suspect

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<v Speaker 1>The views and opinions expressed in this podcast are solely

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<v Speaker 1>those of the authors and participants and do not necessarily

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<v Speaker 1>represent those of iHeart Media, Tenderfoot TV, or their employees.

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<v Speaker 1>This series contains discussions of violence and sexual violence. Listener

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<v Speaker 1>discretion is advised. Previously on Algorithm, police in haim In,

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<v Speaker 1>Indiana investigated Africa Hardy's murder. What time do you think

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<v Speaker 1>you got the hotel? Police learned Africa had last spoken

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<v Speaker 1>with her friend Shamika at five thirteen. Africa told her

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<v Speaker 1>a client had just arrived at her motel room. What

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<v Speaker 1>number did you call her from? Number? Police worked through

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<v Speaker 1>the night and use cell phone records and surveillance footage

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<v Speaker 1>to track down the vehicle the suspect had driven. They

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<v Speaker 1>learned that the jeep and cell phone were both registered

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<v Speaker 1>to a woman named Regina Beard. Two officers drove out

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<v Speaker 1>to her home and Gary, Indiana, and in front of

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<v Speaker 1>the house was the blue jeep they were looking for.

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<v Speaker 1>From my Heart Radio and Tenderfoot TV, this is Algorithm,

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<v Speaker 1>I'm ben key Brick. The lead detective on the case,

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<v Speaker 1>Sean Ford, and his supervisor, Captain Zeke Kinajosa, also traveled

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<v Speaker 1>out to the suspects home. Together, the officers went up

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<v Speaker 1>to the house and knocked on the door. A young

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<v Speaker 1>woman answered. They told her that they had a warrant

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<v Speaker 1>to search the home, and she let them in. Inside,

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<v Speaker 1>Kinahosa saw a bald man in his mid forties that

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<v Speaker 1>resembled the man that they'd seen on the motel's surveillance footage,

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<v Speaker 1>and they saw a puffy jacket hanging on a chair

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<v Speaker 1>in the kitchen, similar to the one the suspect had

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<v Speaker 1>been wearing. Kinajosa instructed the bald man to come into

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<v Speaker 1>the living room, but the man stood his ground. Again.

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<v Speaker 1>Hinahosa demanded that the man surrender himself to police, and

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<v Speaker 1>again the man didn't comply. Two officers rushed him, threw

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<v Speaker 1>him to the ground, and handcuffed him. Police then secured

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<v Speaker 1>the building. Detective Ford brought the young woman who'd answered

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<v Speaker 1>the door into a side room. He asked her if

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<v Speaker 1>anyone had been driving the blue jeep. She said yes,

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<v Speaker 1>the man they had handcuffed had driven it. He was

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<v Speaker 1>her uncle, Darren Vaughan, and he'd been looking after her

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<v Speaker 1>while her mother was on vacation. Detective Ford returned to

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<v Speaker 1>the kitchen and helped the suspect Darren Von up from

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<v Speaker 1>the ground. Ford asked Vaughan if he knew why they

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<v Speaker 1>were there. Vaughn told them that he did know, and

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<v Speaker 1>said that he'd messed up by leaving Gary. Vaughn said

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<v Speaker 1>he was surprised by how quickly police had located him.

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<v Speaker 1>He said that Gary police don't work on weekends. Detective

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<v Speaker 1>Ford noticed a button was missing from Vaughn's shirt, and

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<v Speaker 1>he remembered that they'd found a button in the motel

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<v Speaker 1>room where Africa had been killed. When they further searched

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<v Speaker 1>the house, they found Africa Hardias missing cell phone on

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<v Speaker 1>top of a cabinet in the kitchen. Beside it was

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<v Speaker 1>an extension cord with its ends cut off. Police informed

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<v Speaker 1>Vaughan that he was under arrest and they put him

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<v Speaker 1>in the back of a squad car. According to a

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<v Speaker 1>police report, Vond told the officers in the car to

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<v Speaker 1>bring a prosecutor down to the station. He said that

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<v Speaker 1>the district attorney would want to hear what he had

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<v Speaker 1>to say. At the station, he asked the booking officers

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<v Speaker 1>for toilet paper and started to cry. He said that

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<v Speaker 1>he was tired and just wanted to get this all

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<v Speaker 1>over and done with. At eight thirty pm on Saturday

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<v Speaker 1>oct Detective Forward and Captain Hinojosa brought Vaughan into a

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<v Speaker 1>small room. It was the exact same room that Shamika

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<v Speaker 1>had sat in the night before. You want some and

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<v Speaker 1>what you're about to hear has never before been made public.

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<v Speaker 1>That's Vawn. They're asking if police had done the two

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<v Speaker 1>things that he asked them to do. It's a strange interview.

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<v Speaker 1>Vaughn is trying to cut himself some kind of a

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<v Speaker 1>deal and the detectives want him to talk, but they

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<v Speaker 1>also need to follow procedure and we're not going to

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<v Speaker 1>pressure you. Everything today is kind of your own free

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<v Speaker 1>willy right here? All right, that's Detective Sean Ford. Like

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<v Speaker 1>I said before, if you understand each of these, I

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<v Speaker 1>want you to put your initials next to him because

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<v Speaker 1>it shows we went over the phone together. He has

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<v Speaker 1>Vaughn read through his Miranda rights. Is there anything that

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<v Speaker 1>you need to explain? No, And that's Captain Kinejosa. We

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<v Speaker 1>got me all nervous. I feel like I mean and

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<v Speaker 1>evaluate today with my bossing around here, I don't like

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<v Speaker 1>to try to play themerga scientists around trying to play

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<v Speaker 1>some camp, mouse games or something like that. Can come

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<v Speaker 1>here kind of tell a something anyway? All right, I

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<v Speaker 1>knew y'all come about me the fake on purpose? Okay?

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<v Speaker 1>What in your own words? What would you say has

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<v Speaker 1>brought you here today inside of this room with us?

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<v Speaker 1>Why do you think you were arrested? Especial? I'm like Hamley,

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<v Speaker 1>I'm gonna say a MURDERKA say murder, A murder of who?

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<v Speaker 1>I can't really give her night because I don't know

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<v Speaker 1>her night? Okay, that occurred where I don't really know?

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<v Speaker 1>Y'all road saying a multa which one see mot y'all sex?

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<v Speaker 1>All right? Remember the rule number? Just not talking from

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<v Speaker 1>putney deal a good? Right? Okay, Well here's here's what

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<v Speaker 1>are your concerns? What are you looking for it? Because

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<v Speaker 1>here's our thing. We can't necessarily play take a deal

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<v Speaker 1>anyone legally? Is you ready? We can't promise you anything,

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<v Speaker 1>but just why to say? Folk? So well, let me

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<v Speaker 1>let me just what are you trying to get out

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<v Speaker 1>of this? How a my and put the death before

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<v Speaker 1>my next birthday? The deal that Bond wants is to

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<v Speaker 1>be put to death before his next birthday. I want

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<v Speaker 1>to put the death before my next birthday. Okay, that

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<v Speaker 1>that would almost be five. You got death ros your

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<v Speaker 1>multiple murders, I give you. I can get death. But

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<v Speaker 1>listen real quick here. They don't have to say out

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<v Speaker 1>that quick thought. Wait. Wait, I noticed for faith, because

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<v Speaker 1>if I wave on my rights, I give you three

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<v Speaker 1>or four murders. I had a right you put to death,

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<v Speaker 1>and I'm willing to give you the body and a location.

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<v Speaker 1>I think they will give him my death row. Let

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<v Speaker 1>me ask you that are they all locally? And then yeah,

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<v Speaker 1>I can give you anything. I could give some out

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<v Speaker 1>of inn but had then I would have. We don't

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<v Speaker 1>need a better deal with y'all. You can just talk

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<v Speaker 1>about it now. I have to go to deal because

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<v Speaker 1>I have to make sure I get death row. Then

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<v Speaker 1>Von tells them that he doesn't want to go through

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<v Speaker 1>a trial in the whole legal process. Instead, he wants

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<v Speaker 1>to sign a plea bargain guaranteeing him the death penalty

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<v Speaker 1>in exchange for confessing to other murders. Y'all got one.

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<v Speaker 1>I'm trying to get y'all areas, But that's what I'm saying.

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<v Speaker 1>The prosecutor doesn't really look into things until we complete

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<v Speaker 1>our investigation. I'm trying to give them death. Then give

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<v Speaker 1>y'all the bodies. So for the one we have, imple

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<v Speaker 1>did that purpose, so y'all't even have to do a

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<v Speaker 1>DNA out of Well, let's listen, if we can do this,

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<v Speaker 1>want to get through it and have the conversation and

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<v Speaker 1>match it up with the evidence we already have, and

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<v Speaker 1>we we can establish your credibility that you're legit, because say,

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<v Speaker 1>you could be crazy. You could be sitting here and

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<v Speaker 1>talking some man Crady on five eight Motail six, Room one,

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<v Speaker 1>five eight. That's all there for you. Room was the

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<v Speaker 1>motel room where Africa's body was found. Information that Vaughan

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<v Speaker 1>would have no reason to know unless he was involved

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<v Speaker 1>in the murder. That is right. Now, are do you

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<v Speaker 1>believe that you're here to be questioned about it or

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<v Speaker 1>are you saying that you did it? I'm here to

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<v Speaker 1>be question about the coach. I'm not sure that's why

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<v Speaker 1>you dollar agrests the game. Well, of course that's part

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<v Speaker 1>of all of completing and that's fairly recent, right, this

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<v Speaker 1>is Friday. So going back to the question, and you

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<v Speaker 1>know you're saying that you know you're not wanting to

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<v Speaker 1>contest the issue, but this one makes rigue out. That's

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<v Speaker 1>what I'm saying. I understand what I'm gonna do what

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<v Speaker 1>you won't at your room one five mates, I only

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<v Speaker 1>reason I know that I knew it. I can even

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<v Speaker 1>tell you where you found the body? Where do we

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<v Speaker 1>find the body in a shower with the water running?

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<v Speaker 1>What happened that part? I'm not really sure about. I

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<v Speaker 1>know where I put it after but during my act rays,

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<v Speaker 1>I really don't remember a lot of stuff. So you

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<v Speaker 1>get enjoy it. Act always always Okay, okay, how how

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<v Speaker 1>did you get connected with this person in this room?

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<v Speaker 1>How did you get connected? She had a head? We're

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<v Speaker 1>right crazy? Okay, do you remember anything about that? And

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<v Speaker 1>specifically you've got a picture in it where she has

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<v Speaker 1>curly hair. That's a long enough, that's a picture I

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<v Speaker 1>caught mine. Bond said that in the ad Africa went

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<v Speaker 1>by the name Octavia, which lined up with what Shamika

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<v Speaker 1>had told police. As a warning, this next section gets

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<v Speaker 1>very graphic, but I think it's important to acknowledge the

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<v Speaker 1>reality of Vaughan's crimes. I'm also compete her earlier baby sitting.

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<v Speaker 1>She called me back, I sure was higg and I

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<v Speaker 1>went what was she by herself in the room. Did

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<v Speaker 1>you have to have any drinks or anything like that

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<v Speaker 1>in there? Try not to drink makes your worst? Did

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<v Speaker 1>you pay her the money right away as soon as

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<v Speaker 1>you walked in? Yeah, I thought I had little bath room.

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<v Speaker 1>Went to the bathroom. She got undressed from the bottom down.

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<v Speaker 1>I got undressed. Really be we kinda said, she saunds

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<v Speaker 1>too rough. Factually I'm really rough. And I didn't really

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<v Speaker 1>give her a time though. You just right to get adjusted, right,

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<v Speaker 1>And then she started like crying. She started crying, right,

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<v Speaker 1>you let me keep going for man, I guess when

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<v Speaker 1>I didn't slow down and you get mad and hit me,

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<v Speaker 1>and she's trying to say, you mean to hit anybody?

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<v Speaker 1>It was too late. I started choking her. And after

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<v Speaker 1>that is anybody's ball game? What were you choking her?

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<v Speaker 1>Was at first with my hand. Is this that anger

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<v Speaker 1>we're trying to controller, not a thought anger because she

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<v Speaker 1>struck me? Is your choking or did she continue this trouble? Yes? Okay,

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<v Speaker 1>this shooms consciousness. Have your same person choked? Yeah? Where

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<v Speaker 1>they're they're not unconscious, but they're not I don't know

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<v Speaker 1>how to say it. They're defenseless. Yeah, they're defenseless. Yeah,

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<v Speaker 1>do your best words to say defense us, Like I

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<v Speaker 1>told you, get funnic. I know I hit her and

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<v Speaker 1>I threw off the bed. I remember that, I remember

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<v Speaker 1>showing it. I don't know any talents like he. I

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<v Speaker 1>know I hit her close best. I don't know. I

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<v Speaker 1>don't know if our karality character because I remember my

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<v Speaker 1>hand going up coming down. I remember a knee And

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<v Speaker 1>now I just know I choked her. I couldn't even

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<v Speaker 1>say I just choked her. You ever get so made

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<v Speaker 1>like and then when you realize what you did, and

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<v Speaker 1>I'm like, I made like a big mistake. I know

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<v Speaker 1>she was dead when she hit the floor. When she

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<v Speaker 1>one day, it definitely made me reached for the horde.

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<v Speaker 1>I was like, I gotta finished this. When I first

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<v Speaker 1>heard this part of the confession, my heart dropped. Bon

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<v Speaker 1>said is that when Africa hit him, he went into

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<v Speaker 1>a blind rage and started choking her. When he calmed

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<v Speaker 1>down and gained awareness about what had happened, Von thought

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<v Speaker 1>that he had killed Africa and panicked, but he hadn't

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<v Speaker 1>actually killed her. She started stirring, and now outside of

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<v Speaker 1>his rage, Von made the conscious decision to strangle her

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<v Speaker 1>to death already almost killed her, like I'm out of whale, finished,

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<v Speaker 1>And I was like, it's kind of like a pang,

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<v Speaker 1>because that wasn't the purpose of me going here. Okay,

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<v Speaker 1>there wasn't a purpose, but in your mind you had

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<v Speaker 1>almost killed her pride, And I was like you You're

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<v Speaker 1>got have stopped, right. I couldn't, yeah, because but you didn't.

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<v Speaker 1>I did. If you would have stopped and just left.

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<v Speaker 1>What did you feel when a pet I'm the very prisoner,

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<v Speaker 1>he said. I had to kill her with all of

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<v Speaker 1>like instincts I always reached for in the year's weapon

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<v Speaker 1>was record tell she NiFe? Always weapon? In this particular

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<v Speaker 1>resident STI cord centric cork. Where was that a carr

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<v Speaker 1>An e cure guy anymore? The detectives are confused about this.

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<v Speaker 1>If he wasn't intending to kill Africa, why did he

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<v Speaker 1>bring gloves and a weapon with him to the motel.

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<v Speaker 1>His response was that he always carries these things with him.

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<v Speaker 1>The weapon, I can imagine maybe for self defense. The

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<v Speaker 1>gloves though, just in case he needs to dispose of

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<v Speaker 1>a body. If a snap always carry up her gloves?

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<v Speaker 1>What kind of gloves? I know? We could have been

0:14:41.040 --> 0:14:43.040
<v Speaker 1>a row one he could have been a white ones

0:14:43.600 --> 0:14:47.040
<v Speaker 1>are Swiss gloves or Swiss clothes? I swish so much

0:14:47.080 --> 0:14:51.600
<v Speaker 1>stuff have been joined this for years now? What's the

0:14:51.640 --> 0:14:55.040
<v Speaker 1>purpose of wearing the gloves? May surely your favorite print.

0:14:56.600 --> 0:14:59.760
<v Speaker 1>I can't decide if I believe him that Africa's murder

0:15:00.080 --> 0:15:04.240
<v Speaker 1>wasn't premeditated, or if he's just lying for some reason,

0:15:04.920 --> 0:15:10.040
<v Speaker 1>trying to justify the murder through twisted logic. Obviously he's

0:15:10.080 --> 0:15:13.600
<v Speaker 1>not trying to escape a conviction. He willingly admits he's

0:15:13.640 --> 0:15:16.760
<v Speaker 1>guilty of murdering her, But maybe this is the way

0:15:16.920 --> 0:15:21.840
<v Speaker 1>that he tries to justify the murder to himself. We're

0:15:21.880 --> 0:15:24.880
<v Speaker 1>faced with a problem here, one that we're often faced

0:15:24.960 --> 0:15:28.840
<v Speaker 1>with in cases like this. Only Vaughan knows many of

0:15:28.920 --> 0:15:32.080
<v Speaker 1>the details of what he did, and only he knows

0:15:32.200 --> 0:15:35.880
<v Speaker 1>why he did it. But when someone cares so little

0:15:35.960 --> 0:15:39.280
<v Speaker 1>about others that they're willing to murder a stranger in

0:15:39.400 --> 0:15:42.240
<v Speaker 1>cold blood, I don't think they're going to lose any

0:15:42.360 --> 0:15:46.920
<v Speaker 1>sleep about lying. How did you get her to the

0:15:47.000 --> 0:15:53.440
<v Speaker 1>bathroom drug not to wear a shower? I'm there, I'll

0:15:53.560 --> 0:15:59.240
<v Speaker 1>fighting stuff moment. Reasons for doing that. I hadn't always

0:15:59.600 --> 0:16:04.240
<v Speaker 1>moved victims do you always put the victims in the

0:16:04.280 --> 0:16:11.240
<v Speaker 1>same place. No, never wait, are you see Jill and

0:16:11.400 --> 0:16:13.040
<v Speaker 1>I can't bring you over an away and you could

0:16:13.080 --> 0:16:17.600
<v Speaker 1>that bring another during this Eventually you'll be able to know. No,

0:16:17.760 --> 0:16:20.560
<v Speaker 1>I don't want to. You don't want you right because

0:16:20.600 --> 0:16:22.640
<v Speaker 1>I want my dad grow and I can't have more

0:16:22.720 --> 0:16:27.280
<v Speaker 1>than one stay fighting. That's only that would prolong the process.

0:16:27.560 --> 0:16:30.240
<v Speaker 1>All right, Talent can get you out of stuff that's recent.

0:16:30.720 --> 0:16:35.040
<v Speaker 1>How many people are you responsible for killing? Said this lifetime.

0:16:35.160 --> 0:16:38.200
<v Speaker 1>I couldn't even too and Indiana, I said, I couldn't

0:16:38.200 --> 0:16:42.840
<v Speaker 1>even tell you. I could tell you the ones I

0:16:42.920 --> 0:16:44.480
<v Speaker 1>want to give you, I can't tell you the ones

0:16:44.520 --> 0:16:48.800
<v Speaker 1>that would incriminating somebody else. Okay, the ones that you

0:16:48.960 --> 0:16:52.800
<v Speaker 1>want to give us. Are they all males or females?

0:16:53.080 --> 0:16:56.480
<v Speaker 1>I'm going to give your female a female the male

0:16:56.560 --> 0:16:58.520
<v Speaker 1>if I can't give you because I was paid to

0:16:58.600 --> 0:17:04.760
<v Speaker 1>do them, okay, and that would put somebody else. What's

0:17:04.760 --> 0:17:08.600
<v Speaker 1>you're concerned about? That? My me going on? But we've

0:17:08.680 --> 0:17:11.120
<v Speaker 1>always had to code. We don't never put nobody else

0:17:12.160 --> 0:17:18.040
<v Speaker 1>the females. How are these females skilled? All strang like? Well,

0:17:19.920 --> 0:17:25.240
<v Speaker 1>trying to think har one knife? Oh my gun? They

0:17:25.240 --> 0:17:28.080
<v Speaker 1>will kill the female, would have done not in Indiana.

0:17:29.000 --> 0:17:32.159
<v Speaker 1>Never killed a female with a gun in Indiana. Okay,

0:17:32.480 --> 0:17:35.240
<v Speaker 1>I think it's a knife line in Indiana. I'm trying

0:17:35.280 --> 0:17:39.320
<v Speaker 1>to do between Primes and India. They were all strangled.

0:17:39.640 --> 0:17:41.679
<v Speaker 1>The one I'm gonna give you all the strangled. That's

0:17:41.720 --> 0:17:44.879
<v Speaker 1>the best way I could say it. Okay, are there

0:17:44.920 --> 0:17:48.800
<v Speaker 1>any other big ones in Hammond? In Hammon? Not that

0:17:48.880 --> 0:17:53.879
<v Speaker 1>I asked here? One was the other victims from Anna.

0:17:55.480 --> 0:17:57.879
<v Speaker 1>In so many years, I'm done a crime. I'm in

0:17:58.000 --> 0:18:01.920
<v Speaker 1>heaven in so many years. How can you remember? There

0:18:02.160 --> 0:18:05.160
<v Speaker 1>was a There was a girl a long time ago

0:18:06.040 --> 0:18:10.080
<v Speaker 1>whose body was on the railroad tracks. Most of the

0:18:10.200 --> 0:18:13.840
<v Speaker 1>victims that Hargrave's algorithm had identified were found in the

0:18:13.960 --> 0:18:18.199
<v Speaker 1>city of Gary, but one victim, Yvonne Wallace, was actually

0:18:18.280 --> 0:18:21.879
<v Speaker 1>found in Hammond, strangled near some train tracks in the

0:18:21.960 --> 0:18:26.520
<v Speaker 1>summer of ninety six, eighteen years earlier. There's one girl

0:18:26.720 --> 0:18:29.080
<v Speaker 1>had it. There's one girl in him, and I don't know.

0:18:30.440 --> 0:18:33.080
<v Speaker 1>I have claimed the body, so I wouldn't know where

0:18:33.160 --> 0:18:36.680
<v Speaker 1>she's at. I said, haven't joined this for years. I'm

0:18:36.720 --> 0:18:39.160
<v Speaker 1>on trying to get one as close because I remember

0:18:39.680 --> 0:18:43.440
<v Speaker 1>what about any that the bodies I never found. That's

0:18:43.720 --> 0:18:49.920
<v Speaker 1>trying to give you not probably give you two four?

0:18:51.320 --> 0:18:53.760
<v Speaker 1>Can we can we start with with this real quick

0:18:53.840 --> 0:18:57.600
<v Speaker 1>like obviously this incident Hanton on Friday. What is freshest

0:18:57.680 --> 0:19:01.760
<v Speaker 1>in your mind from there? That the one murder just

0:19:02.080 --> 0:19:06.320
<v Speaker 1>previous to the Motel State Ranky, the one before the

0:19:06.400 --> 0:19:11.240
<v Speaker 1>Motio State State. Here, Darren Vaughan says he can't give

0:19:11.320 --> 0:19:16.000
<v Speaker 1>detectives information about the murderer he committed just before Africa Hardy,

0:19:16.440 --> 0:19:18.960
<v Speaker 1>because it took place out of state and he doesn't

0:19:18.960 --> 0:19:22.800
<v Speaker 1>want to involve other jurisdictions. I want to point this

0:19:22.920 --> 0:19:26.560
<v Speaker 1>out because they'll soon change his story. We can't always

0:19:26.640 --> 0:19:29.879
<v Speaker 1>know when Vaughn is telling the truth, but we can

0:19:29.960 --> 0:19:33.320
<v Speaker 1>catch him in lies when he contradicts himself. We can

0:19:33.440 --> 0:19:37.080
<v Speaker 1>learn something important from these lies about the extent and

0:19:37.160 --> 0:19:41.440
<v Speaker 1>the nature of his crimes. Ranky, the one before the

0:19:41.520 --> 0:19:48.760
<v Speaker 1>Motio State State, the one before him. It's somebody I

0:19:48.920 --> 0:19:54.800
<v Speaker 1>knew changing well that obviously, that would be an easy

0:19:54.880 --> 0:19:57.159
<v Speaker 1>one to start with if you know her well. I

0:19:57.200 --> 0:19:59.440
<v Speaker 1>don't know where nor like I know where from the streets.

0:20:00.160 --> 0:20:02.480
<v Speaker 1>Her nickname on the streets was cast where she was

0:20:02.560 --> 0:20:10.360
<v Speaker 1>a prostitute. She's a Caucasian, but the real big here. Yeah,

0:20:10.520 --> 0:20:17.160
<v Speaker 1>as you said, some people say bev w she's thirty two.

0:20:17.160 --> 0:20:19.600
<v Speaker 1>I'm not gonna put it not older because she is.

0:20:19.760 --> 0:20:23.520
<v Speaker 1>I wouldn't think so, yes, I don't know this blonde

0:20:23.600 --> 0:20:29.080
<v Speaker 1>or brown? My color blind. So where'd you kill hern? Oh?

0:20:30.240 --> 0:20:31.800
<v Speaker 1>So you're gonna tell you that the coach in the

0:20:31.880 --> 0:20:35.640
<v Speaker 1>house I killed her? And Gary all even Gary, I'm

0:20:35.680 --> 0:20:40.160
<v Speaker 1>giving you so gaspers bodies inside of a an abandoned house.

0:20:40.400 --> 0:20:45.040
<v Speaker 1>Yeahs her inside of things. And I believe that that

0:20:45.200 --> 0:20:47.399
<v Speaker 1>you kind of want to put it into this, But

0:20:47.760 --> 0:20:51.920
<v Speaker 1>would you be willing to to take us and I

0:20:52.000 --> 0:20:54.600
<v Speaker 1>mean almost, I mean I don't always you call it

0:20:54.760 --> 0:20:57.639
<v Speaker 1>like a field trip and just show us your word produence.

0:20:58.119 --> 0:21:01.560
<v Speaker 1>I don't really call it work. I call even my

0:21:01.720 --> 0:21:04.960
<v Speaker 1>mistakes because they didn't really they did something that trigger

0:21:05.240 --> 0:21:07.800
<v Speaker 1>my hanger where I was already angered, but they really

0:21:07.880 --> 0:21:10.120
<v Speaker 1>like cass or cast for with my friends eyes being

0:21:10.200 --> 0:21:13.840
<v Speaker 1>to kill her, what are we going to recover her body?

0:21:14.400 --> 0:21:16.159
<v Speaker 1>I would do a cash for the part because she

0:21:16.320 --> 0:21:19.800
<v Speaker 1>was my friend, she was a good person. We could

0:21:19.840 --> 0:21:23.560
<v Speaker 1>take that right. What we're probably gonna do is we'll

0:21:23.600 --> 0:21:26.000
<v Speaker 1>probably put you in some legs shadows, because this is

0:21:26.040 --> 0:21:28.280
<v Speaker 1>not something we do every day. You take this to

0:21:28.440 --> 0:21:31.040
<v Speaker 1>cash for this Friday, and I'll if I was goin

0:21:31.160 --> 0:21:33.760
<v Speaker 1>to cash the prosecutors, right, I will give you other

0:21:33.880 --> 0:21:36.359
<v Speaker 1>fire someone you promised me they're gonna give me there

0:21:36.480 --> 0:21:41.080
<v Speaker 1>pro al Right, go ahead and stand up where hand

0:21:41.119 --> 0:21:57.160
<v Speaker 1>cups back on your right. If it isn't already clear

0:21:57.200 --> 0:21:59.800
<v Speaker 1>at this point, this isn't if you've done it. Where

0:21:59.800 --> 0:22:03.480
<v Speaker 1>we're trying to figure out who killed Africa Hardy Darren

0:22:03.600 --> 0:22:09.159
<v Speaker 1>Vaughan killed Africa instead. This is a story exploring how

0:22:09.280 --> 0:22:12.159
<v Speaker 1>the police and Gary ignored the signs that there was

0:22:12.200 --> 0:22:15.200
<v Speaker 1>a killer on the loose targeting women in the area.

0:22:16.600 --> 0:22:19.520
<v Speaker 1>They ignored hargrooves warnings when he sent them the letter

0:22:19.560 --> 0:22:23.840
<v Speaker 1>about the algorithm, and they ignored other more obvious clues

0:22:23.920 --> 0:22:28.040
<v Speaker 1>as well. But I'm getting ahead of myself. On October

0:22:28.920 --> 0:22:32.639
<v Speaker 1>at eleven PM, Vaughn told police he'd take them to

0:22:32.760 --> 0:22:36.320
<v Speaker 1>one of the recent murders he'd committed in Indiana. He

0:22:36.480 --> 0:22:39.040
<v Speaker 1>told them he couldn't take them to the most recent

0:22:39.160 --> 0:22:43.960
<v Speaker 1>murder before Africa, whereas he knew her Octavia, because he

0:22:44.040 --> 0:22:47.240
<v Speaker 1>said that murder took place out of state and he

0:22:47.320 --> 0:22:51.960
<v Speaker 1>didn't want to involve other jurisdictions. Instead, he offered to

0:22:52.040 --> 0:22:54.080
<v Speaker 1>take them to the body of a woman that he

0:22:54.240 --> 0:22:57.840
<v Speaker 1>knew as Casper. But before they were even out the

0:22:57.920 --> 0:23:01.720
<v Speaker 1>door of the interrogation room, Vaughan changed his mind. I

0:23:01.760 --> 0:23:03.920
<v Speaker 1>don't know if they found her, and I I'm not

0:23:04.119 --> 0:23:06.960
<v Speaker 1>sure if chars we see wish book, I'll take you

0:23:07.040 --> 0:23:12.240
<v Speaker 1>to her body. Before I was there for this racing. Now,

0:23:12.440 --> 0:23:14.680
<v Speaker 1>Vaughan was saying that he could take them to the

0:23:14.760 --> 0:23:18.399
<v Speaker 1>murder directly before Africa, and he was saying that it

0:23:18.560 --> 0:23:21.959
<v Speaker 1>wasn't out of state. In fact, the murder had occurred

0:23:22.040 --> 0:23:27.639
<v Speaker 1>in northwest Indiana and the body was in Gary. Investigators

0:23:27.760 --> 0:23:31.400
<v Speaker 1>didn't call him out about the discrepancy. I'm not sure why,

0:23:31.880 --> 0:23:34.560
<v Speaker 1>but I wonder if that's because they weren't sure if

0:23:34.640 --> 0:23:37.200
<v Speaker 1>any of what he was saying was true. But he

0:23:37.320 --> 0:23:41.879
<v Speaker 1>promised them a body and they wanted to investigate. With

0:23:42.080 --> 0:23:44.359
<v Speaker 1>Vaughan in handcuffs that linked to the front of his

0:23:44.520 --> 0:23:48.680
<v Speaker 1>belt and shackles around his feet, Ford walked him out

0:23:48.720 --> 0:23:51.960
<v Speaker 1>to a squad car, where they met Officer Kelly Mickey.

0:23:52.680 --> 0:23:55.800
<v Speaker 1>What made you decide to get done? I was tired,

0:23:56.880 --> 0:23:59.560
<v Speaker 1>she wrote in a police report that as she talked

0:23:59.600 --> 0:24:03.160
<v Speaker 1>to On, she tried to mirror his emotions, a technique

0:24:03.320 --> 0:24:07.080
<v Speaker 1>cops used to keep suspects talking, but she struggled to

0:24:07.200 --> 0:24:10.800
<v Speaker 1>mirror him because he was so relaxed and casual while

0:24:10.880 --> 0:24:15.880
<v Speaker 1>he described horrific events and scenes. How long does it take?

0:24:16.800 --> 0:24:18.600
<v Speaker 1>Is it always the same? What do you mean to

0:24:18.680 --> 0:24:22.440
<v Speaker 1>kill a person? Yeah? What you kill them with? Like you?

0:24:22.720 --> 0:24:28.600
<v Speaker 1>Your thing seems to be strangulation? One thing now with strangleletion,

0:24:28.760 --> 0:24:32.560
<v Speaker 1>because I'm not what we would have gone. So do

0:24:32.640 --> 0:24:37.080
<v Speaker 1>they ever plead for their life? They? Like? Do they

0:24:37.119 --> 0:24:39.880
<v Speaker 1>beg you? That's not like I'm not going to I'm

0:24:39.920 --> 0:24:43.240
<v Speaker 1>not going to. Oh they're trying to just get away

0:24:45.280 --> 0:24:50.760
<v Speaker 1>now when you're actually strangling them? Do they no? But

0:24:50.840 --> 0:24:53.280
<v Speaker 1>I mean do they like as anything? I don't know.

0:24:53.359 --> 0:24:54.720
<v Speaker 1>I don't even know what I want to ask you?

0:24:56.400 --> 0:24:59.480
<v Speaker 1>You want to ask? No, I don't. I don't know

0:24:59.560 --> 0:25:03.679
<v Speaker 1>how I'm there are I've never killed a human. I mean,

0:25:03.720 --> 0:25:06.240
<v Speaker 1>I've never killed a cup. You never shot? No, No,

0:25:07.040 --> 0:25:13.320
<v Speaker 1>I've been bust I've been busted that way sixteen years.

0:25:14.080 --> 0:25:18.040
<v Speaker 1>So I almost shot a couple of people, but God's intervened.

0:25:18.080 --> 0:25:21.040
<v Speaker 1>Did not let the hand the streets. Oh yeah, I

0:25:21.200 --> 0:25:24.080
<v Speaker 1>just became a detective. Okay, well, yeah, I worked the

0:25:24.119 --> 0:25:28.600
<v Speaker 1>streets for sixteen years. You've been shot at. I know

0:25:28.760 --> 0:25:31.280
<v Speaker 1>you've been shot at. Yeah, I didn't shot at somebody

0:25:31.359 --> 0:25:34.639
<v Speaker 1>fifteen years ago and hand. Yeah, police called the right

0:25:35.320 --> 0:25:39.879
<v Speaker 1>m In fact, they almost arrested me with the office

0:25:39.920 --> 0:25:42.240
<v Speaker 1>shooting me down. When he's shaking me down, he made

0:25:42.240 --> 0:25:44.320
<v Speaker 1>the gun fall to the ground. So I just kicking

0:25:44.359 --> 0:25:48.359
<v Speaker 1>the ground while you're searching. Some cops are stupid, ain't they.

0:25:48.800 --> 0:25:52.320
<v Speaker 1>It's like, we don't pay attention. He couldn't have seen it, yeah,

0:25:52.359 --> 0:25:54.720
<v Speaker 1>but they just don't pay attention. It was too dark.

0:25:54.800 --> 0:25:56.720
<v Speaker 1>I made sure it's the dark while I stopped to

0:25:56.760 --> 0:25:59.399
<v Speaker 1>walk day and I walked off and walk back and

0:25:59.440 --> 0:26:04.600
<v Speaker 1>got the gun its folds. Vond told them the body

0:26:04.920 --> 0:26:07.879
<v Speaker 1>wasn't an abandoned home, but he couldn't give them exact

0:26:07.960 --> 0:26:11.000
<v Speaker 1>directions to the building because he had always walked there,

0:26:11.440 --> 0:26:16.280
<v Speaker 1>taking shortcuts through abandoned lots. Eventually they made it out

0:26:16.359 --> 0:26:20.199
<v Speaker 1>to the four hundred block of East Avenue in Gary.

0:26:21.280 --> 0:26:24.440
<v Speaker 1>It was a thin suburban road, and like many parts

0:26:24.480 --> 0:26:28.520
<v Speaker 1>of Gary, it's riddled with abandoned homes. Sections of the

0:26:28.640 --> 0:26:32.320
<v Speaker 1>street shift abruptly. A string of houses will be well

0:26:32.400 --> 0:26:36.560
<v Speaker 1>maintained with manicured blonds, only for the next three houses

0:26:36.760 --> 0:26:39.960
<v Speaker 1>to be boarded up and so overgrown with weeds that

0:26:40.080 --> 0:26:43.640
<v Speaker 1>you can't even see the sidewalk. The home where Von

0:26:43.800 --> 0:26:47.720
<v Speaker 1>guided them was completely dark. It looked as if it

0:26:47.800 --> 0:26:52.520
<v Speaker 1>had been recently abandoned. It was isolated from nearby houses

0:26:52.840 --> 0:26:56.879
<v Speaker 1>by overgrown shrubs at the edges of the yard. Bond

0:26:56.960 --> 0:26:59.840
<v Speaker 1>told them that the body wasn't inside this home, but

0:27:00.080 --> 0:27:03.639
<v Speaker 1>in a smaller, more decrepit brick building behind the house.

0:27:04.800 --> 0:27:07.440
<v Speaker 1>He told them to drive around the corner to a

0:27:07.560 --> 0:27:12.399
<v Speaker 1>gravel alleyway that ran behind the buildings. Police still weren't

0:27:12.440 --> 0:27:15.600
<v Speaker 1>sure if Vaughn was telling them the truth or leading

0:27:15.640 --> 0:27:19.440
<v Speaker 1>them on a wild goose chase. They asked him where

0:27:19.520 --> 0:27:24.359
<v Speaker 1>exactly they'd find the body. In her police report, Detective

0:27:24.400 --> 0:27:28.960
<v Speaker 1>Mickey remembered Vaughan's voice taking on a creepy tone. Vaughn

0:27:29.119 --> 0:27:32.159
<v Speaker 1>told them to enter the back of the building. He

0:27:32.240 --> 0:27:34.920
<v Speaker 1>said that there was a door that went down into

0:27:35.000 --> 0:27:39.000
<v Speaker 1>a seller like basement. He told them to be careful

0:27:39.440 --> 0:27:42.280
<v Speaker 1>because the basement was pitch black and they need to

0:27:42.359 --> 0:27:46.159
<v Speaker 1>watch out for large rats or wild dogs, and he

0:27:46.320 --> 0:27:50.359
<v Speaker 1>told them that somewhere deep back in the basement, they'd

0:27:50.359 --> 0:27:53.720
<v Speaker 1>find a room where the victim would be buried under

0:27:53.760 --> 0:28:00.240
<v Speaker 1>a pile of dolls. Mickey remembers telling him, could you

0:28:00.320 --> 0:28:06.159
<v Speaker 1>make this sound any scarier? George Geleapolis was working that

0:28:06.400 --> 0:28:10.040
<v Speaker 1>night at the coroner's office. He was also called out

0:28:10.119 --> 0:28:14.200
<v Speaker 1>to the scene. Got to the area. Most of the

0:28:14.320 --> 0:28:17.440
<v Speaker 1>homes are abandoned. I see a scrub car out there.

0:28:17.720 --> 0:28:20.880
<v Speaker 1>The house was taped, and of course it was abandoned.

0:28:20.920 --> 0:28:24.200
<v Speaker 1>It was dark. Is that scary? I mean, I guess

0:28:24.240 --> 0:28:27.320
<v Speaker 1>the idea of like going into an abandoned building with

0:28:27.480 --> 0:28:30.800
<v Speaker 1>a flashlight to like look for a dead body, you know,

0:28:30.840 --> 0:28:32.879
<v Speaker 1>I think most people would be terrified. I don't know

0:28:32.960 --> 0:28:36.320
<v Speaker 1>if you just get used to that. No, it was scary. No,

0:28:36.600 --> 0:28:38.960
<v Speaker 1>I'm not gonna lie. It was scary because we would

0:28:39.080 --> 0:28:42.120
<v Speaker 1>only be maybe floor of us in the house, and

0:28:42.440 --> 0:28:44.920
<v Speaker 1>we don't know who's in the house or who's in

0:28:44.960 --> 0:28:47.680
<v Speaker 1>the area, and if they, like police officers, were not

0:28:47.960 --> 0:28:51.840
<v Speaker 1>you know, we first take pictures of the home, and

0:28:51.920 --> 0:28:55.640
<v Speaker 1>then we take pictures of where we're going. I obtained

0:28:55.680 --> 0:28:59.240
<v Speaker 1>these fitters from the Hammond Police Department through my Fayre request.

0:29:00.040 --> 0:29:03.400
<v Speaker 1>The first few photos show the home from the outside.

0:29:05.240 --> 0:29:10.040
<v Speaker 1>It's a nondescript brick building with white siding. Then comes

0:29:10.080 --> 0:29:13.640
<v Speaker 1>a shot of a wood floored entrance way, a sort

0:29:13.720 --> 0:29:17.480
<v Speaker 1>of walden porch with stairs going down into a basement.

0:29:18.680 --> 0:29:21.640
<v Speaker 1>There's a detail on this photograph that I miss until

0:29:21.680 --> 0:29:24.680
<v Speaker 1>I go onto the next picture, which is a close

0:29:24.800 --> 0:29:28.000
<v Speaker 1>up shot of the corner of the staircase. There's a

0:29:28.080 --> 0:29:32.480
<v Speaker 1>dark stain there a liquid trail that's dripping down the stairs.

0:29:33.920 --> 0:29:36.440
<v Speaker 1>The next picture shows that at the bottom of the

0:29:36.520 --> 0:29:42.120
<v Speaker 1>stairwell there was a mound of garbage, bottles, boxes, trash bags,

0:29:43.040 --> 0:29:46.840
<v Speaker 1>and the photos continue past that pile of junk. The

0:29:46.920 --> 0:29:49.520
<v Speaker 1>basement was still a mess, but at least you could

0:29:49.520 --> 0:29:54.120
<v Speaker 1>see the floor. Geleopolis and his team continued through what

0:29:54.280 --> 0:29:57.240
<v Speaker 1>looked like it was once a den into a concrete

0:29:57.280 --> 0:30:02.000
<v Speaker 1>floored room that was also strewn with trash. Diliopolis says

0:30:02.080 --> 0:30:05.040
<v Speaker 1>that the whole building smelled bad, but as they entered

0:30:05.120 --> 0:30:09.200
<v Speaker 1>this room, he started to smell a familiar odor. That's

0:30:09.240 --> 0:30:11.560
<v Speaker 1>one thing that you will never forget, that's for sure,

0:30:12.480 --> 0:30:15.000
<v Speaker 1>and I'll tell you I can't explain. It's something rotten,

0:30:16.000 --> 0:30:21.600
<v Speaker 1>rotten fruit, maybe really bad. Garbage stays on your clothes.

0:30:22.560 --> 0:30:24.840
<v Speaker 1>If you breathe a little heavy and it goes into

0:30:24.880 --> 0:30:27.480
<v Speaker 1>your throat, it stays in your throat. If you move

0:30:27.560 --> 0:30:31.360
<v Speaker 1>your hair with your hand, you'll smell it. From there,

0:30:31.760 --> 0:30:35.800
<v Speaker 1>they turned the corner to a third, smaller room. This

0:30:36.080 --> 0:30:40.200
<v Speaker 1>room was much cleaner, but the smell grew more intense.

0:30:41.320 --> 0:30:43.800
<v Speaker 1>There were some wooden boards and a garden hose on

0:30:43.880 --> 0:30:46.840
<v Speaker 1>the floor, and in one corner there was a pile

0:30:46.920 --> 0:30:50.320
<v Speaker 1>of objects that looked as if it had been deliberately placed.

0:30:51.360 --> 0:30:56.000
<v Speaker 1>A big, large truckt or trailer tire and a couple

0:30:56.040 --> 0:31:00.600
<v Speaker 1>of stuffed animals, big plush stuffed animals, like the ones

0:31:00.680 --> 0:31:04.680
<v Speaker 1>that you might win at a carnival. As they approached

0:31:04.760 --> 0:31:09.000
<v Speaker 1>this pile in the corner, the smell became overwhelming, and

0:31:09.120 --> 0:31:12.240
<v Speaker 1>through the center of one of the tires they saw

0:31:12.600 --> 0:31:16.920
<v Speaker 1>what appeared to be socked feet. Sticking out of the

0:31:17.000 --> 0:31:19.880
<v Speaker 1>other end of the pile was the dark fuzz of

0:31:20.080 --> 0:31:25.200
<v Speaker 1>human hair. It was the corpse of a woman. She

0:31:25.400 --> 0:31:28.240
<v Speaker 1>looked as if she had been killed recently, and you

0:31:28.320 --> 0:31:31.240
<v Speaker 1>could tell that she'd been strangled because of a groove

0:31:31.520 --> 0:31:35.760
<v Speaker 1>running across her neck, a damp wound on her dark

0:31:35.840 --> 0:31:43.240
<v Speaker 1>skin covered by a line of white maggots. Darren Vaughan

0:31:43.560 --> 0:31:46.880
<v Speaker 1>wasn't taking them in a wild goose chase. He'd led

0:31:46.920 --> 0:31:50.520
<v Speaker 1>them straight to a body, the body of a thirty

0:31:50.600 --> 0:31:55.000
<v Speaker 1>five year old woman named Anne Jones, and the night

0:31:55.480 --> 0:31:59.600
<v Speaker 1>was still young. What later became known as the death

0:31:59.680 --> 0:32:07.240
<v Speaker 1>Mark had just begun. Next time on algorithm. Has there

0:32:07.320 --> 0:32:11.000
<v Speaker 1>been any indication all how many victims may be out there?

0:32:11.400 --> 0:32:14.240
<v Speaker 1>At this point we are unsure of the number. As

0:32:14.360 --> 0:32:17.840
<v Speaker 1>of last night, he was continuing to lead police to

0:32:18.160 --> 0:32:22.480
<v Speaker 1>the bodies of victims. Something I think about sometimes is

0:32:23.160 --> 0:32:25.760
<v Speaker 1>was there something I could have done better? Because they

0:32:25.800 --> 0:32:28.280
<v Speaker 1>weren't even looking. I at least knew that there was

0:32:28.320 --> 0:32:31.920
<v Speaker 1>a serial killer active in Gary. The adults would leave

0:32:31.960 --> 0:32:34.520
<v Speaker 1>at five o'clock and at night they would be left

0:32:34.560 --> 0:32:38.760
<v Speaker 1>with the counselors who were and they would go down

0:32:38.840 --> 0:32:41.160
<v Speaker 1>in his hell whole, the basement, and they would have

0:32:41.320 --> 0:32:44.480
<v Speaker 1>gladiator games where they would have the kids square off

0:32:44.560 --> 0:32:46.840
<v Speaker 1>and have to fight each other. If you're own book,

0:32:46.840 --> 0:32:50.800
<v Speaker 1>you're not really a liver. You're just did you kill

0:32:50.880 --> 0:32:54.560
<v Speaker 1>somebody specific to get left in? I'm who they told

0:32:54.600 --> 0:33:01.840
<v Speaker 1>me to kill. This episode was written and produced by

0:33:01.880 --> 0:33:06.720
<v Speaker 1>me ben Keebrick Algorithm is executive produced by Alex Williams,

0:33:06.960 --> 0:33:11.480
<v Speaker 1>Matt Frederick, and Donald Albright. Production assistance by Eric Quintana.

0:33:12.160 --> 0:33:16.480
<v Speaker 1>Thanks to Christina Dana, Trevor Young, Miranda Hawkins, Josh Thane,

0:33:16.680 --> 0:33:20.680
<v Speaker 1>and Jamie Albright for their notes on this series. Music

0:33:20.960 --> 0:33:23.920
<v Speaker 1>is by Makeup and Vanity Set and Blue Dot Sessions.

0:33:25.360 --> 0:33:27.880
<v Speaker 1>If you like where you're hearing, please follow and leave

0:33:27.920 --> 0:33:29.640
<v Speaker 1>us a review on Apple Podcasts