diff --git a/projects/project-3/backend/.dockerignore b/projects/project-3/backend/.dockerignore
new file mode 100644
index 0000000..9adde20
--- /dev/null
+++ b/projects/project-3/backend/.dockerignore
@@ -0,0 +1,2 @@
+bike-data.db
+*.log
\ No newline at end of file
diff --git a/projects/project-3/backend/.gitignore b/projects/project-3/backend/.gitignore
index 9adde20..551bc55 100644
--- a/projects/project-3/backend/.gitignore
+++ b/projects/project-3/backend/.gitignore
@@ -1,2 +1,3 @@
 bike-data.db
-*.log
\ No newline at end of file
+*.log
+__pycache__
\ No newline at end of file
diff --git a/projects/project-3/backend/Dockerfile b/projects/project-3/backend/Dockerfile
new file mode 100644
index 0000000..1bb3617
--- /dev/null
+++ b/projects/project-3/backend/Dockerfile
@@ -0,0 +1,9 @@
+FROM python:3.9
+
+WORKDIR /app
+
+COPY requirements.txt /app
+
+RUN pip install -r requirements.txt
+
+CMD ["uvicorn", "api:app", "--host", "0.0.0.0", "--port", "80"]
\ No newline at end of file
diff --git a/projects/project-3/backend/README.md b/projects/project-3/backend/README.md
index d145ee1..23cb7b3 100644
--- a/projects/project-3/backend/README.md
+++ b/projects/project-3/backend/README.md
@@ -18,4 +18,16 @@ Note: The importer outputs logs to the terminal, and the db_init.log file.
 
 ## 3. Start the backend
 To start the backend, you first have to initialize the database!
-   
\ No newline at end of file
+### Run with docker
+Switch into the project directory, then run:
+```shell
+docker build -t geovis-backend .
+```
+After the build make sure you are in the same directory as "bike-data.db" resides, if so, run
+```shell
+docker run -v $(pwd):/app -p 8080:80 --restart always -d test
+```
+
+Note: `$(pwd)` puts the current directory in the command, if you are on Windows, you can use WSL or provide the full path by typing it out.
+
+To stop just shut down the container.
\ No newline at end of file
diff --git a/projects/project-3/backend/api.py b/projects/project-3/backend/api.py
new file mode 100644
index 0000000..c948ca8
--- /dev/null
+++ b/projects/project-3/backend/api.py
@@ -0,0 +1,38 @@
+import uvicorn
+from fastapi import FastAPI, APIRouter
+from fastapi.middleware.cors import CORSMiddleware
+
+from routers import accidents, bikepoints, dashboard
+
+app = FastAPI(
+    title="London Bikestations Dashboard API",
+    docs_url="/api/docs",
+    redoc_url="/api/redoc",
+    openapi_url="/api/openapi.json"
+)
+
+origins = [
+    "http://it-schwarz.net",
+    "https://it-schwarz.net",
+    "http://localhost",
+    "http://localhost:4200",
+]
+
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=origins,
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+v1_router = APIRouter()
+v1_router.include_router(accidents.router)
+v1_router.include_router(bikepoints.router)
+v1_router.include_router(dashboard.router)
+
+app.include_router(v1_router, prefix="/api/latest")
+
+
+if __name__ == "__main__":
+    uvicorn.run("api:app", host="0.0.0.0", port=8080, reload=True)
diff --git a/projects/project-3/backend/api_database.py b/projects/project-3/backend/api_database.py
new file mode 100644
index 0000000..bb6e5ed
--- /dev/null
+++ b/projects/project-3/backend/api_database.py
@@ -0,0 +1,102 @@
+import sqlite3
+
+UPSTREAM_BASE_URL = "https://api.tfl.gov.uk"
+DB_NAME = "bike-data.db"
+
+
+def get_db_connection():
+    conn = sqlite3.connect(DB_NAME, timeout=300)
+    conn.row_factory = sqlite3.Row
+    return conn
+
+
+# ACCIDENTS
+def get_all_accidents():
+    query = """SELECT id, lat, lon, location, date, severity FROM accidents"""
+    return get_db_connection().execute(query).fetchall()
+
+
+def get_accidents(year: str):
+    query = """
+    SELECT id, lat, lon, location, date, severity 
+    FROM accidents WHERE STRFTIME('%Y', date) = ?"""
+    return get_db_connection().execute(query, (year,)).fetchall()
+
+
+# DASHBOARD
+def get_dashboard(station_id):
+    query = """
+    SELECT
+        b.id_num as id,
+        b.common_name AS commonName,
+        b.lat,
+        b.lon,
+        d.max_end_date AS maxEndDate,
+        d.max_start_date AS maxStartDate
+    FROM usage_stats u
+    JOIN bike_points b ON u.start_station_id = b.id_num
+    JOIN dashboard d ON u.start_station_id = d.id
+    WHERE u.start_station_id = ?"""
+    return get_db_connection().execute(query, (station_id,)).fetchall()
+
+
+def get_dashboard_to(station_id, start_date, end_date):
+    query = """
+    SELECT
+        u.start_station_name AS startStationName,
+        u.end_station_name AS endStationName,
+        count(*) AS number,
+        round(avg(u.duration)) AS avgDuration
+    FROM usage_stats u
+    WHERE u.start_station_id = ? AND date(u.start_date, 'unixepoch') BETWEEN ? AND ?
+    GROUP BY u.end_station_name
+    ORDER BY number DESC
+    LIMIT 3"""
+    return get_db_connection().execute(query, (station_id, start_date, end_date)).fetchall()
+
+
+def get_dashboard_from(station_id, start_date, end_date):
+    query = """
+    SELECT
+        u.start_station_name AS startStationName,
+        u.end_station_name AS endStationName,
+        count(*) AS number,
+        round(avg(u.duration)) AS avgDuration
+    FROM usage_stats u
+    WHERE u.end_station_id = ? AND date(u.start_date, 'unixepoch') BETWEEN ? AND ?
+    GROUP BY u.start_station_name
+    ORDER BY number DESC
+    LIMIT 3"""
+    return get_db_connection().execute(query, (station_id, start_date, end_date)).fetchall()
+
+
+def get_dashboard_duration(station_id, start_date, end_date):
+    query = """
+        SELECT
+        count(*) AS number,
+        CASE 	WHEN duration <= 300 THEN '0-5'
+                WHEN duration <= 900 THEN '5-15'
+                WHEN duration <= 1800 THEN '15-30'
+                WHEN duration <= 2700 THEN '30-45'
+        ELSE '45+'
+        END AS minutesGroup
+    FROM usage_stats
+    WHERE
+        start_station_id = ? AND
+        date(start_date, 'unixepoch') BETWEEN ? AND ?
+    GROUP BY minutesGroup"""
+    return get_db_connection().execute(query, (station_id, start_date, end_date)).fetchall()
+
+
+def get_dashboard_time(station_id, start_date, end_date):
+    query = """
+    SELECT
+        substr(strftime('%H:%M', start_date, 'unixepoch'), 1, 4) || '0' as timeFrame,
+        count(*) AS number,
+        round(avg(duration)) AS avgDuration
+    FROM usage_stats
+    WHERE
+        start_station_id = ?
+        AND date(start_date, 'unixepoch') BETWEEN ? AND ?
+    GROUP BY substr(strftime('%H:%M', start_date, 'unixepoch'), 1, 4)"""
+    return get_db_connection().execute(query, (station_id, start_date, end_date)).fetchall()
diff --git a/projects/project-3/backend/db_init.py b/projects/project-3/backend/db_init.py
index 9ad85d0..51eae02 100644
--- a/projects/project-3/backend/db_init.py
+++ b/projects/project-3/backend/db_init.py
@@ -77,7 +77,7 @@ def init_database():
             common_name TEXT,
             lat REAL,
             lon REAL,
-            id_num INTEGER AS (CAST(SUBSTR(id, 12) as INTEGER)) STORED
+            id_num INTEGER
         )""")
     conn.execute("""CREATE TABLE IF NOT EXISTS accidents(
             id INTEGER PRIMARY KEY,
@@ -95,21 +95,48 @@ def init_database():
 def create_indexes():
     LOG.info("Try to create indexes")
     conn = sqlite3.connect(DB_NAME, timeout=300)
+    LOG.info("Starting to build index: idx_date_of_start_date")
     conn.execute("""CREATE INDEX IF NOT EXISTS idx_date_of_start_date 
-            ON usage_stats (date(start_date, "unixepoch"))""")
+            ON usage_stats (date(start_date, 'unixepoch'))""")
     conn.commit()
+    LOG.info("Created index: idx_date_of_start_date")
+    LOG.info("Starting to build index: idx_end_station_id_date_of_start_date")
+    conn.execute("""CREATE INDEX IF NOT EXISTS "idx_end_station_id_date_of_start_date" 
+            ON "usage_stats" ("end_station_id" ASC, date(start_date, 'unixepoch'))""")
+    conn.commit()
+    LOG.info("Created index: idx_end_station_id_date_of_start_date")
+    LOG.info("Starting to build index: idx_start_station_id_date_of_start_date")
+    conn.execute("""CREATE INDEX IF NOT EXISTS "idx_start_station_id_date_of_start_date" 
+            ON "usage_stats" ("start_station_id"	ASC, date("start_date", 'unixepoch'))""")
+    conn.commit()
+    LOG.info("Created index: idx_start_station_id_date_of_start_date")
     conn.close()
     LOG.info("Indexes created")
 
 
+def create_dashboard_table():
+    LOG.info("Creating dashboard table")
+    conn = sqlite3.connect(DB_NAME, timeout=300)
+    conn.execute("DROP TABLE IF EXISTS dashboard")
+    conn.execute("""CREATE TABLE dashboard AS SELECT
+                                b.id_num as id,
+                                max(date(u.start_date, 'unixepoch')) AS max_end_date, 
+                                min(date(u.start_date, 'unixepoch')) AS max_start_date
+                            FROM usage_stats u
+                            JOIN bike_points b ON u.start_station_id = b.id_num
+                            GROUP BY b.id_num""")
+    conn.commit()
+    LOG.info("Created dashboard table")
+
+
 def import_bikepoints():
     LOG.info("Importing bikepoints")
     conn = sqlite3.connect(DB_NAME, timeout=300)
     points = json.loads(requests.get("https://api.tfl.gov.uk/BikePoint").text)
-    points = list(map(lambda p: (p['id'], p['commonName'], p['lat'], p['lon']), points))
+    points = list(map(lambda p: (p['id'], p['commonName'], p['lat'], p['lon'], int(p['id'][11:])), points))
 
     LOG.info(f"Writing {len(points)} bikepoints to DB")
-    conn.executemany("INSERT OR IGNORE INTO bike_points VALUES (?, ?, ?, ?)", points)
+    conn.executemany("INSERT OR IGNORE INTO bike_points VALUES (?, ?, ?, ?, ?)", points)
     conn.commit()
     conn.close()
     LOG.info("Bikepoints imported")
@@ -191,11 +218,15 @@ def main():
     # General DB init
     init_database()
 
+    count_pre = sqlite3.connect(DB_NAME, timeout=300).execute("SELECT count(*) FROM usage_stats").fetchone()[0]
+
     # Download and import opendata from S3 bucket
     all_files = get_online_files_list(subdir_filter="usage-stats", file_extension_filter=".csv")
     for file in all_files:
         import_usage_stats_file(file)
 
+    count_after = sqlite3.connect(DB_NAME, timeout=300).execute("SELECT count(*) FROM usage_stats").fetchone()[0]
+
     # Create search-index for faster querying
     create_indexes()
     # Import Bikepoints
@@ -203,6 +234,9 @@ def main():
     # Import bike accidents
     import_accidents(2019)
 
+    if count_after - count_pre > 0:
+        create_dashboard_table()
+
 
 if __name__ == "__main__":
     main()
diff --git a/projects/project-3/backend/requirements.txt b/projects/project-3/backend/requirements.txt
index 663bd1f..3fd40cb 100644
--- a/projects/project-3/backend/requirements.txt
+++ b/projects/project-3/backend/requirements.txt
@@ -1 +1,4 @@
-requests
\ No newline at end of file
+requests
+fastapi[all]
+uvicorn
+pydantic
\ No newline at end of file
diff --git a/projects/project-3/backend/routers/__init__.py b/projects/project-3/backend/routers/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/projects/project-3/backend/routers/accidents.py b/projects/project-3/backend/routers/accidents.py
new file mode 100644
index 0000000..e9fe942
--- /dev/null
+++ b/projects/project-3/backend/routers/accidents.py
@@ -0,0 +1,36 @@
+import logging
+from typing import List
+
+from fastapi import APIRouter
+from pydantic.main import BaseModel
+
+import api_database
+
+router = APIRouter(prefix="/accidents", tags=["accidents", "local"])
+LOG = logging.getLogger()
+
+
+class Accident(BaseModel):
+    lat: float
+    lon: float
+    severity: str
+
+
+@router.get(
+    "/",
+    name="Get all accidents",
+    description="Get all bike accidents in London.",
+    response_model=List[Accident]
+)
+def get_accidents():
+    return api_database.get_all_accidents()
+
+
+@router.get(
+    "/{year}",
+    name="Get accidents by year",
+    description="Get bike accidents in London for a specific year.",
+    response_model=List[Accident]
+)
+def get_accidents(year: str):
+    return api_database.get_accidents(year)
diff --git a/projects/project-3/backend/routers/bikepoints.py b/projects/project-3/backend/routers/bikepoints.py
new file mode 100644
index 0000000..248c1ed
--- /dev/null
+++ b/projects/project-3/backend/routers/bikepoints.py
@@ -0,0 +1,61 @@
+import json
+from typing import List
+
+import requests
+from fastapi import APIRouter
+from pydantic import BaseModel
+
+from api_database import UPSTREAM_BASE_URL
+
+router = APIRouter(prefix="/bikepoints", tags=["bikepoints"])
+
+
+class BikepointStatus(BaseModel):
+    NbBikes: int
+    NbEmptyDocks: int
+    NbDocks: int
+
+
+class Bikepoint(BaseModel):
+    id: str
+    commonName: str
+    lat: float
+    lon: float
+    status: BikepointStatus
+
+
+def bikepoint_mapper(bikepoint):
+    mapped_point = {
+        "id": bikepoint['id'][11:],
+        "url": bikepoint['url'],
+        "commonName": bikepoint['commonName'],
+        "lat": bikepoint['lat'],
+        "lon": bikepoint['lon']
+    }
+    props = list(filter(
+        lambda p: p['key'] in ["NbBikes", "NbEmptyDocks", "NbDocks"],
+        bikepoint['additionalProperties']
+    ))
+    mapped_point['status'] = {prop['key']: int(prop['value']) for prop in props}
+    return mapped_point
+
+
+@router.get(
+    "/",
+    tags=["upstream"],
+    response_model=List[Bikepoint]
+)
+def get_all():
+    bikepoints = json.loads(requests.get(UPSTREAM_BASE_URL + "/BikePoint").text)
+    mapped_points = list(map(bikepoint_mapper, bikepoints))
+    return mapped_points
+
+
+@router.get(
+    "/{id}",
+    tags=["upstream"],
+    response_model=Bikepoint
+)
+def get_single(id: int):
+    bikepoint = json.loads(requests.get(UPSTREAM_BASE_URL + f"/BikePoint/BikePoints_{id}").text)
+    return bikepoint_mapper(bikepoint)
diff --git a/projects/project-3/backend/routers/dashboard.py b/projects/project-3/backend/routers/dashboard.py
new file mode 100644
index 0000000..dba1edb
--- /dev/null
+++ b/projects/project-3/backend/routers/dashboard.py
@@ -0,0 +1,71 @@
+import datetime
+from typing import Optional, List
+
+from fastapi import APIRouter, HTTPException
+from pydantic import BaseModel
+
+import api_database
+
+router = APIRouter(prefix="/dashboard/{station_id}", tags=["dashboard", "local"])
+
+
+def validate_daterange(start_date: datetime.date, end_date: datetime.date):
+    days_requested = (end_date - start_date).days
+    if days_requested < 0:
+        raise HTTPException(status_code=400, detail="Requested date-range is negative")
+
+
+class StationDashboard(BaseModel):
+    id: Optional[int]
+    commonName: Optional[str]
+    lat: Optional[float]
+    lon: Optional[float]
+    maxEndDate: Optional[datetime.date]
+    maxStartDate: Optional[datetime.date]
+
+
+@router.get("/", response_model=StationDashboard)
+def get_general_dashboard(station_id: int):
+    return api_database.get_dashboard(station_id)[0]
+
+
+class StationDashboardTopStationsEntry(BaseModel):
+    startStationName: str
+    endStationName: str
+    number: int
+    avgDuration: int
+
+
+@router.get("/to", response_model=List[StationDashboardTopStationsEntry])
+def get_to_dashboard_for_station(station_id: int, start_date: datetime.date, end_date: datetime.date):
+    validate_daterange(start_date, end_date)
+    return api_database.get_dashboard_to(station_id, start_date, end_date)
+
+
+@router.get("/from", response_model=List[StationDashboardTopStationsEntry])
+def get_from_dashboard_for_station(station_id: int, start_date: datetime.date, end_date: datetime.date):
+    validate_daterange(start_date, end_date)
+    return api_database.get_dashboard_from(station_id, start_date, end_date)
+
+
+class StationDashboardDurationGroup(BaseModel):
+    number: int
+    minutesGroup: str
+
+
+@router.get("/duration", response_model=List[StationDashboardDurationGroup])
+def get_duration_dashboard_for_station(station_id: int, start_date: datetime.date, end_date: datetime.date):
+    validate_daterange(start_date, end_date)
+    return api_database.get_dashboard_duration(station_id, start_date, end_date)
+
+
+class StationDashboardTimeGroup(BaseModel):
+    timeFrame: str
+    number: int
+    avgDuration: int
+
+
+@router.get("/time", response_model=List[StationDashboardTimeGroup])
+def get_time_dashboard_for_station(station_id: int, start_date: datetime.date, end_date: datetime.date):
+    validate_daterange(start_date, end_date)
+    return api_database.get_dashboard_time(station_id, start_date, end_date)
diff --git a/projects/project-3/server-config/nginx-server.conf b/projects/project-3/server-config/nginx-server.conf
new file mode 100644
index 0000000..c4af9b5
--- /dev/null
+++ b/projects/project-3/server-config/nginx-server.conf
@@ -0,0 +1,37 @@
+# generated 2020-12-20, Mozilla Guideline v5.6, nginx 1.17.7, OpenSSL 1.1.1d, modern configuration, no OCSP
+# https://ssl-config.mozilla.org/#server=nginx&version=1.17.7&config=modern&openssl=1.1.1d&ocsp=false&guideline=5.6
+server {
+    listen 80;
+    listen [::]:80;
+    server_name it-schwarz.net www.it-schwarz.net;
+    return 301 https://$host$request_uri;
+}
+
+server {
+    listen 443 ssl http2;
+    listen [::]:443 ssl http2;
+    server_name it-schwarz.net www.it-schwarz.net;
+    root /home/geovis/geovis-frontend/projects/project-3/frontend/dist/frontend;
+
+
+    ssl_certificate /etc/letsencrypt/live/it-schwarz.net/fullchain.pem;
+    ssl_certificate_key /etc/letsencrypt/live/it-schwarz.net/privkey.pem;
+    ssl_session_timeout 1d;
+    ssl_session_cache shared:MozSSL:10m;  # about 40000 sessions
+    ssl_session_tickets off;
+
+    # modern configuration
+    ssl_protocols TLSv1.3;
+    ssl_prefer_server_ciphers off;
+
+    # HSTS (ngx_http_headers_module is required) (63072000 seconds)
+    add_header Strict-Transport-Security "max-age=63072000" always;
+
+    location /api/ {
+        proxy_pass "http://localhost:8080/api/";
+    }
+
+    location / {
+       try_files $uri $uri/ /index.html;
+    }
+}
\ No newline at end of file