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app.py
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import subprocess, sys
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def install(pkg):
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subprocess.check_call([sys.executable, "-m", "pip", "install", pkg, "-q"])
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for pkg in ["requests","pandas","numpy","plotly","xgboost","scikit-learn","ta"]:
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try:
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install(pkg)
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except Exception as e:
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print(f"Warning: {pkg}: {e}")
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import gradio as gr
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import requests
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import pandas as pd
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import numpy as np
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import plotly.graph_objects as go
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from plotly.subplots import make_subplots
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import warnings
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warnings.filterwarnings("ignore")
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try:
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from xgboost import XGBClassifier
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XGB_AVAILABLE = True
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except ImportError:
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XGB_AVAILABLE = False
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from sklearn.preprocessing import StandardScaler
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# ─────────────────────────────────────────────
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# DATA FETCHING
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# ─────────────────────────────────────────────
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SYMBOLS = [
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"BTCUSDT","ETHUSDT","SOLUSDT","BNBUSDT","XRPUSDT",
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"ADAUSDT","DOGEUSDT","AVAXUSDT","DOTUSDT","MATICUSDT",
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"LINKUSDT","LTCUSDT","UNIUSDT","ATOMUSDT","NEARUSDT",
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]
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INTERVALS = ["5m","15m","1h","4h","1d"]
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def fetch_klines(symbol, interval, limit=300):
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url = "https://api.binance.com/api/v3/klines"
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r = requests.get(url, params={"symbol":symbol,"interval":interval,"limit":limit}, timeout=10)
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r.raise_for_status()
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df = pd.DataFrame(r.json(), columns=[
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"open_time","open","high","low","close","volume",
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"close_time","quote_vol","trades","taker_buy_base","taker_buy_quote","ignore"
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])
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for c in ["open","high","low","close","volume"]:
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df[c] = df[c].astype(float)
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df["open_time"] = pd.to_datetime(df["open_time"], unit="ms")
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df.set_index("open_time", inplace=True)
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return df[["open","high","low","close","volume"]]
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# ─────────────────────────────────────────────
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# INDICATORS
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# ─────────────────────────────────────────────
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def ema(s, n): return s.ewm(span=n, adjust=False).mean()
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def rsi(s, n=14):
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d=s.diff(); g=d.clip(lower=0).rolling(n).mean(); l=(-d.clip(upper=0)).rolling(n).mean()
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return 100-(100/(1+g/l.replace(0,np.nan)))
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def macd(s):
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ml=s.ewm(span=12,adjust=False).mean()-s.ewm(span=26,adjust=False).mean()
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sig=ml.ewm(span=9,adjust=False).mean(); return ml,sig,ml-sig
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def atr(df,n=14):
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tr=pd.concat([df.high-df.low,(df.high-df.close.shift()).abs(),(df.low-df.close.shift()).abs()],axis=1).max(axis=1)
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return tr.rolling(n).mean()
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def vwap(df):
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tp=(df.high+df.low+df.close)/3; return (tp*df.volume).cumsum()/df.volume.cumsum()
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def add_indicators(df):
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df=df.copy()
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df["ema20"]=ema(df.close,20); df["ema50"]=ema(df.close,50); df["ema200"]=ema(df.close,200)
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df["rsi"]=rsi(df.close)
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df["macd"],df["macd_sig"],df["macd_hist"]=macd(df.close)
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df["atr"]=atr(df); df["vwap"]=vwap(df)
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df["vol_ma"]=df.volume.rolling(20).mean()
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df["vol_ratio"]=df.volume/df.vol_ma.replace(0,np.nan)
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return df.dropna()
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# ─────────────────────────────────────────────
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# SIGNAL LOGIC
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# ─────────────────────────────────────────────
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def generate_signal(df):
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l,p=df.iloc[-1],df.iloc[-2]
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bc=[l.ema20>l.ema50, l.ema50>l.ema200, l.rsi>50,
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(l.macd>l.macd_sig)and(p.macd<=p.macd_sig), l.close>l.vwap]
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sc=[l.ema20<l.ema50, l.ema50<l.ema200, l.rsi<50,
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(l.macd<l.macd_sig)and(p.macd>=p.macd_sig), l.close<l.vwap]
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bs,ss=sum(bc),sum(sc)
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px,at=l.close,l.atr
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if bs>=3:
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return "AL 📈", int(bs/5*100), round(px-1.5*at,4), round(px+3*at,4)
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elif ss>=3:
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return "SAT 📉", int(ss/5*100), round(px+1.5*at,4), round(px-3*at,4)
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else:
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return "BEKLE ⏳", 30, round(px-1.5*at,4), round(px+1.5*at,4)
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# ─────────────────────────────────────────────
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# AI MODEL
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# ─────────────────────────────────────────────
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FCOLS=["r1","r3","r5","e2050","e50200","rsi_n","macd_n","mhist_n","vwap_d","atr_n","volr"]
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def featurize(df):
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d=df.copy()
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d["r1"]=d.close.pct_change(1); d["r3"]=d.close.pct_change(3); d["r5"]=d.close.pct_change(5)
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d["e2050"]=(d.ema20-d.ema50)/d.close; d["e50200"]=(d.ema50-d.ema200)/d.close
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d["rsi_n"]=d.rsi/100; d["macd_n"]=d.macd/d.close; d["mhist_n"]=d.macd_hist/d.close
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d["vwap_d"]=(d.close-d.vwap)/d.close; d["atr_n"]=d.atr/d.close; d["volr"]=d.vol_ratio.clip(0,5)
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return d.dropna()
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def train_ai(df):
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fd=featurize(df)
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if len(fd)<60 or not XGB_AVAILABLE:
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return 50
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fd["tgt"]=(fd.close.shift(-3)>fd.close).astype(int)
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fd=fd.dropna()
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if len(fd)<40:
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return 50
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X=fd[FCOLS].values; y=fd["tgt"].values
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sc=StandardScaler(); Xs=sc.fit_transform(X)
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sp=int(len(Xs)*0.8)
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try:
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m=XGBClassifier(n_estimators=50,max_depth=3,learning_rate=0.1,
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eval_metric="logloss",verbosity=0,n_jobs=1)
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m.fit(Xs[:sp],y[:sp])
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lf=featurize(df.tail(50)).tail(1)[FCOLS].values
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return int(m.predict_proba(sc.transform(lf))[0][1]*100)
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except:
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return 50
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# ─────────────────────────────────────────────
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# CHART
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# ─────────────────────────────────────────────
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def build_chart(df, symbol, signal, sl, tp):
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p=df.tail(120).copy()
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fig=make_subplots(rows=3,cols=1,shared_xaxes=True,row_heights=[0.6,0.2,0.2],
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vertical_spacing=0.03)
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fig.add_trace(go.Candlestick(x=p.index,open=p.open,high=p.high,low=p.low,close=p.close,
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name="Fiyat",increasing_line_color="#00e676",decreasing_line_color="#ff5252",
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increasing_fillcolor="#00e676",decreasing_fillcolor="#ff5252"),row=1,col=1)
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for n,c,w in [(20,"#64b5f6",1.5),(50,"#ffb74d",1.5),(200,"#ce93d8",2)]:
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fig.add_trace(go.Scatter(x=p.index,y=p[f"ema{n}"],name=f"EMA{n}",
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line=dict(color=c,width=w)),row=1,col=1)
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fig.add_trace(go.Scatter(x=p.index,y=p.vwap,name="VWAP",
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line=dict(color="#f48fb1",width=1.5,dash="dot")),row=1,col=1)
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# Signal marker
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li,lc=p.index[-1],p.close.iloc[-1]
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if "AL" in signal:
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fig.add_annotation(x=li,y=lc*0.994,text="▲ AL",showarrow=False,
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font=dict(color="#00e676",size=16),row=1,col=1)
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elif "SAT" in signal:
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fig.add_annotation(x=li,y=lc*1.006,text="▼ SAT",showarrow=False,
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font=dict(color="#ff5252",size=16),row=1,col=1)
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fig.add_hline(y=sl,line_dash="dash",line_color="#ff5252",
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annotation_text=f"SL {sl:,.4f}",row=1,col=1)
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fig.add_hline(y=tp,line_dash="dash",line_color="#00e676",
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annotation_text=f"TP {tp:,.4f}",row=1,col=1)
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# RSI
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fig.add_trace(go.Scatter(x=p.index,y=p.rsi,name="RSI",
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line=dict(color="#80cbc4",width=1.5)),row=2,col=1)
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for yv,col in [(70,"#ff5252"),(50,"#666"),(30,"#00e676")]:
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fig.add_hline(y=yv,line_dash="dot",line_color=col,row=2,col=1)
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# MACD
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clrs=["#00e676" if v>=0 else "#ff5252" for v in p.macd_hist]
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fig.add_trace(go.Bar(x=p.index,y=p.macd_hist,name="Hist",
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marker_color=clrs,opacity=0.7),row=3,col=1)
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fig.add_trace(go.Scatter(x=p.index,y=p.macd,name="MACD",
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line=dict(color="#64b5f6",width=1.2)),row=3,col=1)
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fig.add_trace(go.Scatter(x=p.index,y=p.macd_sig,name="Sinyal",
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line=dict(color="#ffb74d",width=1.2)),row=3,col=1)
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fig.update_layout(
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title=dict(text=f"<b>{symbol}</b> — Teknik Analiz",
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font=dict(color="#e0e0e0",size=16,family="Courier New, monospace")),
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paper_bgcolor="#0d0d0d",plot_bgcolor="#111111",
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font=dict(color="#b0b0b0",family="Courier New, monospace"),
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xaxis_rangeslider_visible=False,height=720,
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legend=dict(bgcolor="rgba(20,20,20,0.8)",bordercolor="#333",borderwidth=1,font=dict(size=10)),
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margin=dict(l=50,r=60,t=55,b=20),
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)
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for i in range(1,4):
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fig.update_xaxes(gridcolor="#1e1e1e",zeroline=False,row=i,col=1)
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fig.update_yaxes(gridcolor="#1e1e1e",zeroline=False,row=i,col=1)
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return fig
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# ─────────────────────────────────────────────
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# MAIN
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# ─────────────────────────────────────────────
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def analyze(symbol, interval):
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try:
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df_raw = fetch_klines(symbol, interval, 300)
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except Exception as e:
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return None, f"<p style='color:#ff5252'>❌ Veri alınamadı: {e}</p>"
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df = add_indicators(df_raw)
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if len(df) < 50:
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return None, "<p style='color:#ff5252'>❌ Yeterli veri yok.</p>"
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signal, tech_conf, sl, tp = generate_signal(df)
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ai_conf = train_ai(df)
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final = int(0.5*tech_conf + 0.5*ai_conf)
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price = df.close.iloc[-1]
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rsi_v = df.rsi.iloc[-1]
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atr_v = df.atr.iloc[-1]
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rr = round(abs(tp-price)/abs(sl-price),2) if abs(sl-price)>0 else 0
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if "AL" in signal: dir_txt,dir_col = "🟢 YUKARI","#00e676"
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elif "SAT" in signal: dir_txt,dir_col = "🔴 AŞAĞI","#ff5252"
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else: dir_txt,dir_col = "🟡 YATAY","#ffb74d"
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bar_color = "#238636" if final>=60 else ("#f0883e" if final>=40 else "#da3633")
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html = f"""
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<div style="background:linear-gradient(135deg,#0d1117,#161b22);border:1px solid #30363d;
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border-radius:12px;padding:20px;font-family:'Courier New',monospace;color:#e6edf3;">
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<h2 style="margin:0 0 16px;color:#58a6ff;font-size:1em;letter-spacing:2px;">
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⚡ SİNYAL — {symbol} / {interval}
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</h2>
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<table style="width:100%;border-collapse:collapse;">
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<tr><td style="padding:7px 12px;color:#8b949e;width:42%">📌 Sinyal</td>
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<td style="padding:7px 12px;font-size:1.15em;font-weight:bold">{signal}</td></tr>
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<tr style="background:rgba(255,255,255,.03)">
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<td style="padding:7px 12px;color:#8b949e">📊 Güven</td>
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<td style="padding:7px 12px">
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<div style="background:#21262d;border-radius:6px;overflow:hidden;height:18px">
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<div style="background:linear-gradient(90deg,{bar_color},{bar_color}cc);width:{final}%;
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height:100%;display:flex;align-items:center;justify-content:center;
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font-size:11px;font-weight:bold">{final}%</div>
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</div>
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</td>
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</tr>
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<tr><td style="padding:7px 12px;color:#8b949e">🔬 Teknik / 🤖 AI</td>
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<td style="padding:7px 12px">{tech_conf}% / {ai_conf}%</td></tr>
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<tr style="background:rgba(255,255,255,.03)">
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<td style="padding:7px 12px;color:#8b949e">📈 Yön</td>
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<td style="padding:7px 12px;color:{dir_col};font-weight:bold">{dir_txt}</td></tr>
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<tr><td style="padding:7px 12px;color:#8b949e">💰 Fiyat</td>
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<td style="padding:7px 12px">${price:,.4f}</td></tr>
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<tr style="background:rgba(255,255,255,.03)">
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<td style="padding:7px 12px;color:#ff5252">🛑 Stop Loss</td>
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<td style="padding:7px 12px;color:#ff5252;font-weight:bold">${sl:,.4f}</td></tr>
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<tr><td style="padding:7px 12px;color:#00e676">✅ Take Profit</td>
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<td style="padding:7px 12px;color:#00e676;font-weight:bold">${tp:,.4f}</td></tr>
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<tr style="background:rgba(255,255,255,.03)">
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<td style="padding:7px 12px;color:#8b949e">⚖️ Risk/Ödül</td>
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<td style="padding:7px 12px">{rr}x</td></tr>
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<tr><td style="padding:7px 12px;color:#8b949e">📉 RSI</td>
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<td style="padding:7px 12px">{rsi_v:.1f}</td></tr>
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<tr style="background:rgba(255,255,255,.03)">
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<td style="padding:7px 12px;color:#8b949e">📏 ATR</td>
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<td style="padding:7px 12px">${atr_v:,.4f}</td></tr>
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</table>
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<p style="margin:14px 0 0;font-size:.7em;color:#484f58;text-align:center">
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⚠️ Eğitim amaçlıdır — finansal tavsiye değildir. DYOR.
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</p>
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</div>"""
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fig = build_chart(df, symbol, signal, sl, tp)
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return fig, html
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# ─────────────────────────────────────────────
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# GRADIO UI
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# ─────────────────────────────────────────────
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CSS = """
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.gradio-container { background:#0a0a0f !important; }
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footer { display:none !important; }
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"""
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HEADER = """
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<div style="background:linear-gradient(135deg,#0d0d1a,#0a0a0f,#1a0a1a);
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border:1px solid #1e1e3f;border-radius:16px;padding:28px 32px;
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text-align:center;font-family:'Courier New',monospace;margin-bottom:4px;position:relative;">
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<div style="position:absolute;top:0;left:0;right:0;height:2px;
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background:linear-gradient(90deg,transparent,#7b68ee,#00e5ff,#7b68ee,transparent)"></div>
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<h1 style="margin:0 0 6px;font-size:1.9em;letter-spacing:4px;
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| 282 |
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background:linear-gradient(90deg,#7b68ee,#00e5ff,#7b68ee);
|
| 283 |
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-webkit-background-clip:text;-webkit-text-fill-color:transparent;
|
| 284 |
-
background-clip:text;text-transform:uppercase">⚡ CRYPTO SIGNAL PRO</h1>
|
| 285 |
-
<p style="margin:0;color:#444;letter-spacing:3px;font-size:.72em;text-transform:uppercase">
|
| 286 |
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AI-Powered Technical Analysis & Trading Signals</p>
|
| 287 |
-
<div style="display:flex;justify-content:center;gap:20px;margin-top:12px;
|
| 288 |
-
font-size:.68em;color:#333;letter-spacing:2px">
|
| 289 |
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<span>EMA · RSI · MACD</span><span style="color:#222">|</span>
|
| 290 |
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<span>VWAP · ATR · Volume</span><span style="color:#222">|</span>
|
| 291 |
-
<span>XGBoost AI</span>
|
| 292 |
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</div>
|
| 293 |
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</div>"""
|
| 294 |
-
|
| 295 |
-
def run(symbol, interval):
|
| 296 |
-
return analyze(symbol, interval)
|
| 297 |
-
|
| 298 |
-
with gr.Blocks(css=CSS, title="⚡ Crypto Signal Pro") as demo:
|
| 299 |
-
gr.HTML(HEADER)
|
| 300 |
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with gr.Row():
|
| 301 |
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sym = gr.Dropdown(choices=SYMBOLS, value="BTCUSDT", label="📊 Parite", scale=2)
|
| 302 |
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ivl = gr.Dropdown(choices=INTERVALS, value="1h", label="⏱ Zaman Dilimi", scale=1)
|
| 303 |
-
btn = gr.Button("🔍 ANALİZ ET", variant="primary", scale=1)
|
| 304 |
-
with gr.Row():
|
| 305 |
-
chart = gr.Plot(label="Grafik")
|
| 306 |
-
info = gr.HTML(label="Sinyal Özeti")
|
| 307 |
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btn.click(fn=run, inputs=[sym, ivl], outputs=[chart, info])
|
| 308 |
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gr.HTML("""<p style="text-align:center;color:#2a2a2a;font-size:.65em;
|
| 309 |
-
font-family:'Courier New',monospace;padding:12px;letter-spacing:1px">
|
| 310 |
-
CRYPTO SIGNAL PRO · Binance API · XGBoost AI · Plotly</p>""")
|
| 311 |
-
|
| 312 |
-
if __name__ == "__main__":
|
| 313 |
-
demo.launch(server_name="0.0.0.0", server_port=7860)
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