diff --git a/Dockerfile b/Dockerfile
deleted file mode 100644
index f505d47..0000000
--- a/Dockerfile
+++ /dev/null
@@ -1,18 +0,0 @@
-# Usa una imagen oficial de Python
-FROM python:3.9
-
-# Configurar el directorio de trabajo en el contenedor
-WORKDIR /app
-
-# Copiar los archivos de la aplicación al contenedor
-COPY app/ /app/
-
-# Instalar dependencias si es necesario (ajusta según tu requerimiento)
-RUN pip install mysql-connector-python schedule 
-
-# Copiar el archivo de crontab y configurarlo
-COPY crontab.txt /etc/cron.d/crontab
-RUN chmod 0644 /etc/cron.d/crontab && crontab /etc/cron.d/crontab
-
-# Iniciar cron y ejecutar el script en segundo plano
-CMD cron && tail -f /var/log/cron.log
\ No newline at end of file
diff --git a/scrapper/autorsearcher.py b/app/autorsearcher.py
similarity index 92%
rename from scrapper/autorsearcher.py
rename to app/autorsearcher.py
index 13895c0..b60e648 100644
--- a/scrapper/autorsearcher.py
+++ b/app/autorsearcher.py
@@ -1,6 +1,5 @@
 import json
 import requests
-import sys
 from bs4 import BeautifulSoup
 import logging
 
@@ -86,17 +85,14 @@ def get_author_from_url(url):
 
     author = get_author_from_json_ld(soup)
     if author:
+        logging.info(author)
         return author
 
     author = get_author_from_meta(soup)
     if author:
+        logging.info(author)
         return author
 
-    return "Autor no encontrado en los metadatos."
+    logging.info("No encontrado autor")
+    return "Desconocido"
 
-if __name__ == "__main__":
-    if len(sys.argv) > 1:
-        url = sys.argv[1]
-        print(get_author_from_url(url))
-    else:
-        print("Uso: python autorsearcher.py <URL>")
diff --git a/scrapper/iacorrector.py b/app/iacorrector.py
similarity index 100%
rename from scrapper/iacorrector.py
rename to app/iacorrector.py
diff --git a/app/keywords.txt b/app/keywords.txt
new file mode 100644
index 0000000..6eb3ffe
--- /dev/null
+++ b/app/keywords.txt
@@ -0,0 +1,7 @@
+Defensa
+Fuerzas Armadas
+CNI
+Guardia Civil
+Inteligencia
+Policia
+Ejercito
\ No newline at end of file
diff --git a/app/main.py b/app/main.py
index 29e192f..f9103c8 100644
--- a/app/main.py
+++ b/app/main.py
@@ -1,12 +1,24 @@
 from fastapi import FastAPI
 from .database import Base, engine
 from .routes import router
+from apscheduler.schedulers.background import BackgroundScheduler
+from .webscrapper import ejecutar_scrapper
 
 # Crear las tablas en MySQL si no existen
 Base.metadata.create_all(bind=engine)
 
 # Inicializar FastAPI
 app = FastAPI()
+scheduler = BackgroundScheduler()
 
 # Incluir rutas
 app.include_router(router)
+
+@app.on_event("startup")
+def startup_event():
+    scheduler.add_job(ejecutar_scrapper, "interval", hours=24)
+    scheduler.start()
+
+@app.on_event("shutdown")
+def shutdown_event():
+    scheduler.shutdown()
diff --git a/app/requirements.txt b/app/requirements.txt
index 0bf128e..f4f4051 100644
--- a/app/requirements.txt
+++ b/app/requirements.txt
@@ -11,3 +11,5 @@ python-dotenv
 mysql-connector-python
 pymysql
 cryptography
+lxml
+apscheduler
diff --git a/app/routes.py b/app/routes.py
index 436c33f..2d36366 100644
--- a/app/routes.py
+++ b/app/routes.py
@@ -1,5 +1,6 @@
 from fastapi import APIRouter, Depends, HTTPException
 from sqlalchemy.orm import Session
+from sqlalchemy.sql import func
 from .database import get_db
 from .models import NewsItem
 from pydantic import BaseModel
@@ -54,3 +55,196 @@ def create_news_item(item: NewsItemCreate, db: Session = Depends(get_db)):
 
     return {"message": "Noticia creada con éxito", "id": new_item.id, "titulo": new_item.titulo}
 
+@router.get("/news/count/by-source/date-range")
+def count_news_by_source_in_range(
+    fecha_inicio: datetime, fecha_fin: datetime, db: Session = Depends(get_db)
+):
+    results = (
+        db.query(NewsItem.fuente, func.count(NewsItem.id))
+        .filter(NewsItem.fecha >= fecha_inicio, NewsItem.fecha <= fecha_fin)
+        .group_by(NewsItem.fuente)
+        .all()
+    )
+    return {"count_by_source_in_range": results}
+
+
+@router.get("/news/count/by-author/date-range")
+def count_news_by_author_in_range(
+    fecha_inicio: datetime, fecha_fin: datetime, db: Session = Depends(get_db)
+):
+    results = (
+        db.query(NewsItem.autor, func.count(NewsItem.id))
+        .filter(NewsItem.fecha >= fecha_inicio, NewsItem.fecha <= fecha_fin)
+        .group_by(NewsItem.autor)
+        .all()
+    )
+    return {"count_by_author_in_range": results}
+
+
+@router.get("/news/count/favorable/by-author/date-range")
+def count_favorable_news_by_author_in_range(
+    fecha_inicio: datetime, fecha_fin: datetime, db: Session = Depends(get_db)
+):
+    results = (
+        db.query(NewsItem.autor, func.count(NewsItem.id))
+        .filter(
+            NewsItem.favorable == True,
+            NewsItem.fecha >= fecha_inicio,
+            NewsItem.fecha <= fecha_fin,
+        )
+        .group_by(NewsItem.autor)
+        .all()
+    )
+    return {"favorable_count_by_author_in_range": results}
+
+
+@router.get("/news/count/unfavorable/by-author/date-range")
+def count_unfavorable_news_by_author_in_range(
+    fecha_inicio: datetime, fecha_fin: datetime, db: Session = Depends(get_db)
+):
+    results = (
+        db.query(NewsItem.autor, func.count(NewsItem.id))
+        .filter(
+            NewsItem.critico == True,
+            NewsItem.fecha >= fecha_inicio,
+            NewsItem.fecha <= fecha_fin,
+        )
+        .group_by(NewsItem.autor)
+        .all()
+    )
+    return {"unfavorable_count_by_author_in_range": results}
+
+@router.get("/news/count/favorable/by-source/date-range")
+def count_favorable_news_by_source_in_range(
+    fecha_inicio: datetime, fecha_fin: datetime, db: Session = Depends(get_db)
+):
+    results = (
+        db.query(NewsItem.fuente, func.count(NewsItem.id))
+        .filter(
+            NewsItem.favorable == True,
+            NewsItem.fecha >= fecha_inicio,
+            NewsItem.fecha <= fecha_fin,
+        )
+        .group_by(NewsItem.fuente)
+        .all()
+    )
+    return {"favorable_count_by_source_in_range": results}
+
+@router.get("/news/count/unfavorable/by-source/date-range")
+def count_unfavorable_news_by_source_in_range(
+    fecha_inicio: datetime, fecha_fin: datetime, db: Session = Depends(get_db)
+):
+    results = (
+        db.query(NewsItem.fuente, func.count(NewsItem.id))
+        .filter(
+            NewsItem.critico == True,
+            NewsItem.fecha >= fecha_inicio,
+            NewsItem.fecha <= fecha_fin,
+        )
+        .group_by(NewsItem.fuente)
+        .all()
+    )
+    return {"unfavorable_count_by_source_in_range": results}
+
+@router.get("/news/neutral/date-range")
+def get_neutral_news_in_range(
+    fecha_inicio: datetime, fecha_fin: datetime, db: Session = Depends(get_db)
+):
+    results = (
+        db.query(NewsItem)
+        .filter(
+            NewsItem.favorable == False,
+            NewsItem.critico == False,
+            NewsItem.fecha >= fecha_inicio,
+            NewsItem.fecha <= fecha_fin,
+        )
+        .all()
+    )
+    return results
+
+
+@router.get("/news/mixed/date-range")
+def get_mixed_news_in_range(
+    fecha_inicio: datetime, fecha_fin: datetime, db: Session = Depends(get_db)
+):
+    results = (
+        db.query(NewsItem)
+        .filter(
+            NewsItem.favorable == True,
+            NewsItem.critico == True,
+            NewsItem.fecha >= fecha_inicio,
+            NewsItem.fecha <= fecha_fin,
+        )
+        .all()
+    )
+    return results
+
+@router.get("/news/count/by-source")
+def count_news_by_source(db: Session = Depends(get_db)):
+    results = db.query(NewsItem.fuente, func.count(NewsItem.id)).group_by(NewsItem.fuente).all()
+    return {"count_by_source": results}
+
+@router.get("/news/count/by-author")
+def count_news_by_author(db: Session = Depends(get_db)):
+    results = db.query(NewsItem.autor, func.count(NewsItem.id)).group_by(NewsItem.autor).all()
+    return {"count_by_author": results}
+
+@router.get("/news/count/favorable/by-author")
+def count_favorable_news_by_author(db: Session = Depends(get_db)):
+    results = (
+        db.query(NewsItem.autor, func.count(NewsItem.id))
+        .filter(NewsItem.favorable == True)
+        .group_by(NewsItem.autor)
+        .all()
+    )
+    return {"favorable_count_by_author": results}
+
+@router.get("/news/count/unfavorable/by-author")
+def count_unfavorable_news_by_author(db: Session = Depends(get_db)):
+    results = (
+        db.query(NewsItem.autor, func.count(NewsItem.id))
+        .filter(NewsItem.critico == True)
+        .group_by(NewsItem.autor)
+        .all()
+    )
+    return {"unfavorable_count_by_author": results}
+
+@router.get("/news/count/favorable/by-source")
+def count_favorable_news_by_source(db: Session = Depends(get_db)):
+    results = (
+        db.query(NewsItem.fuente, func.count(NewsItem.id))
+        .filter(NewsItem.favorable == True)
+        .group_by(NewsItem.fuente)
+        .all()
+    )
+    return {"favorable_count_by_source": results}
+
+@router.get("/news/count/unfavorable/by-source")
+def count_unfavorable_news_by_source(db: Session = Depends(get_db)):
+    results = (
+        db.query(NewsItem.fuente, func.count(NewsItem.id))
+        .filter(NewsItem.critico == True)
+        .group_by(NewsItem.fuente)
+        .all()
+    )
+    return {"unfavorable_count_by_source": results}
+
+@router.get("/news/neutral")
+def get_neutral_news(db: Session = Depends(get_db)):
+    results = (
+        db.query(NewsItem)
+        .filter(NewsItem.favorable == False, NewsItem.critico == False)
+        .all()
+    )
+    return results
+
+
+@router.get("/news/mixed")
+def get_mixed_news(db: Session = Depends(get_db)):
+    results = (
+        db.query(NewsItem)
+        .filter(NewsItem.favorable == True, NewsItem.critico == True)
+        .all()
+    )
+    return results
+
diff --git a/scrapper/webscrapper.py b/app/webscrapper.py
similarity index 85%
rename from scrapper/webscrapper.py
rename to app/webscrapper.py
index 86ce5cd..235b9d5 100644
--- a/scrapper/webscrapper.py
+++ b/app/webscrapper.py
@@ -1,12 +1,15 @@
 import requests
 from bs4 import BeautifulSoup
 import time
-import subprocess
 from googlenewsdecoder import gnewsdecoder
-from iacorrector import is_security_related, is_critico, is_favorable  # Importa la función desde iacorrector.py
+from .iacorrector import is_security_related, is_critico, is_favorable  # Importa la función desde iacorrector.py
 from datetime import datetime
 import pytz
 import logging
+from .database import get_db
+from sqlalchemy.orm import Session
+from .routes import create_news_item, NewsItemCreate
+from .autorsearcher import get_author_from_url
 
 # Configuración del logging
 LOG_FILE = "app.log"
@@ -25,9 +28,8 @@ def get_author_from_script(url):
     Llama a autorsearcher.py con la URL de la noticia y devuelve el autor encontrado.
     """
     try:
-        result = subprocess.run(["python", "autorsearcher.py", url], capture_output=True, text=True)
-        author = result.stdout.strip()
-        return author if author else "Desconocido"
+        author = get_author_from_url(url)
+        return author
     except Exception as e:
         logging.info(f"Error al obtener el autor para {url}: {e}")
         return "Desconocido"
@@ -135,14 +137,22 @@ def search_news(query):
     return news_list
 
 def insertar_datos(news_item):
-    API_URL = "http://app:8000/news/"
+    # Obtener la sesión de base de datos usando get_db()
+    db: Session = next(get_db())  # Aquí obtenemos la sesión manualmente
+    try:
+        # Convertir diccionario en un objeto Pydantic
+        news_data = NewsItemCreate(**news_item)
+        
+        # Llamar directamente a la función que inserta noticias en la base de datos
+        response = create_news_item(news_data, db)
 
-    response = requests.post(API_URL, json=news_item)
+        logging.info(f"Noticia '{news_item['titulo']}' creada con éxito. ID: {response['id']}")
     
-    if response.status_code == 200:
-        logging.info(f"Noticia '{news_item['titulo']}' creada con éxito.")
-    else:
-        logging.info(f"Error al insertar '{news_item['titulo']}':", response.status_code, response.json())
+    except Exception as e:
+        logging.error(f"Error al insertar '{news_item['titulo']}': {str(e)}")
+    
+    finally:
+        db.close()  # Cerrar la sesión después de su uso
 
 def search_from_keywords_file():
     """
@@ -151,7 +161,7 @@ def search_from_keywords_file():
     all_news = []  # Lista para almacenar todas las noticias recolectadas
 
     try:
-        with open("keywords.txt", "r", encoding="utf-8") as file:
+        with open("/app/keywords.txt", "r", encoding="utf-8") as file:
             keywords = file.readlines()
         
         # Eliminar posibles saltos de línea y espacios extra
diff --git a/crontab.txt b/crontab.txt
deleted file mode 100644
index 7935aee..0000000
--- a/crontab.txt
+++ /dev/null
@@ -1 +0,0 @@
-0 1 * * * python3 /app/main.py >> /var/log/cron.log 2>&1
diff --git a/docker-compose.yml b/docker-compose.yml
index 4787f65..1fa6836 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -12,6 +12,8 @@ services:
       - MYSQL_PASSWORD=${MYSQL_PASSWORD}
       - MYSQL_DATABASE=${MYSQL_DATABASE}
       - MYSQL_PORT=${MYSQL_PORT}
+      - OLLAMA_URL=${OLLAMA_URL}
+      - OLLAMA_MODEL=${OLLAMA_MODEL}
     depends_on:
       mysql:
         condition: service_healthy
@@ -36,20 +38,6 @@ services:
       timeout: 5s
       retries: 10
 
-  scrapper:
-    build:
-      context: ./scrapper
-      dockerfile: Dockerfile
-    container_name: scrapper
-    depends_on:
-      - app
-    environment:
-      - OLLAMA_URL=${OLLAMA_URL}
-      - OLLAMA_MODEL=${OLLAMA_MODEL}
-    volumes:
-      - ./scrapper:/app/scrapper
-      - ./crontab.txt:/etc/crontabs/root
-
   # metabase:
     # image: metabase/metabase:latest
     # container_name: metabase
diff --git a/init.sql b/init.sql
deleted file mode 100644
index cd15893..0000000
--- a/init.sql
+++ /dev/null
@@ -1,12 +0,0 @@
-CREATE DATABASE IF NOT EXISTS scraper_db;
-USE scraper_db;
-
-CREATE TABLE IF NOT EXISTS noticias (
-    id INT AUTO_INCREMENT PRIMARY KEY,
-    titulo VARCHAR(255) NOT NULL,
-    contenido TEXT,
-    autor VARCHAR(255),
-    fuente VARCHAR(255),
-    fecha DATETIME,
-    link TEXT
-);
\ No newline at end of file
diff --git a/scrapper/Dockerfile b/scrapper/Dockerfile
deleted file mode 100644
index 42d1fff..0000000
--- a/scrapper/Dockerfile
+++ /dev/null
@@ -1,20 +0,0 @@
-FROM python:latest
-RUN apt-get update && apt-get install -y cron
-
-WORKDIR ./
-
-COPY requirements.txt .
-RUN pip install --no-cache-dir -r requirements.txt
-
-COPY . .
-# Copia el archivo crontab al contenedor
-COPY crontab.txt /etc/cron.d/my_cron_job
-
-# Asigna los permisos adecuados
-RUN chmod 0644 /etc/cron.d/my_cron_job
-
-# Asegura que el archivo se procese por cron
-RUN touch /var/log/cron.log && chmod 0666 /var/log/cron.log
-
-
-CMD ["sh", "-c", "cron -f"]
diff --git a/scrapper/app.log b/scrapper/app.log
deleted file mode 100644
index 8b13789..0000000
--- a/scrapper/app.log
+++ /dev/null
@@ -1 +0,0 @@
-
diff --git a/scrapper/crontab.txt b/scrapper/crontab.txt
deleted file mode 100644
index f34555c..0000000
--- a/scrapper/crontab.txt
+++ /dev/null
@@ -1 +0,0 @@
-0 1 * * * python3 /app/scrapper/webscrapper.py >> /var/log/cron.log 2>&1 #modificar para ajustar
\ No newline at end of file
diff --git a/scrapper/keywords.txt b/scrapper/keywords.txt
deleted file mode 100644
index 601c5a5..0000000
--- a/scrapper/keywords.txt
+++ /dev/null
@@ -1 +0,0 @@
-Defensa
\ No newline at end of file
diff --git a/scrapper/requirements.txt b/scrapper/requirements.txt
deleted file mode 100644
index a2fde0f..0000000
--- a/scrapper/requirements.txt
+++ /dev/null
@@ -1,11 +0,0 @@
-fastapi
-uvicorn
-requests
-beautifulsoup4
-googlenewsdecoder
-pytz
-logging
-sqlalchemy
-pydantic
-python-dotenv
-lxml