From d53a50cb233f2b314f4c4bda15390ded9702f3c1 Mon Sep 17 00:00:00 2001
From: Claude <noreply@anthropic.com>
Date: Sun, 8 Nov 2026 19:37:04 +0000
Subject: [PATCH] feat: optional web dashboard for exploring the data
 (/explore)

Add an optional dashboard for monitoring the collected data in a
browser. It is enabled in the configuration and is separate from data
collection: it only reads the stored data.

    explore:
      - enable: true
      - refresh: 10

- New module succulent/explore.py (Explorer, a Flask blueprint),
  registered by SucculentAPI only when enabled
- Dashboard: latest value per column with its position between min
  and max, data quality (measurements, missing values, values outside
  min/max, typical interval), a chart per numeric column with min/max
  lines, and the latest measurements; time ranges with timestamps,
  auto-refresh, CSV export when export is enabled
- Gallery for the image format
- JSON endpoints /explore/api/data (range: 1h, 24h, 7d, 30d, all;
  long series are averaged) and /explore/api/images
- Password prompt with a session cookie, so the password is never in
  the URL; scripts can use the Authorization/X-API-Key headers;
  optional secret_key in the configuration
- No external scripts or fonts, so it works without internet access;
  strict Content-Security-Policy; device values are rendered as text
- Light and dark mode, works at phone width
- Document the dashboard (with a screenshot) and add tests

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VCvw8haRnmyrVKrLkz5Yf8
---
 .github/images/explore.png                    | Bin 0 -> 121243 bytes
 README.md                                     |  25 +
 docs/getting_started.rst                      |  27 +-
 succulent/api.py                              |  10 +
 succulent/explore.py                          | 535 ++++++++++++++++
 succulent/explore_static/explore.css          | 451 ++++++++++++++
 succulent/explore_static/explore.js           | 581 ++++++++++++++++++
 succulent/explore_templates/explore.html      |  53 ++
 .../explore_templates/explore_login.html      |  33 +
 tests/test_explore.py                         | 324 ++++++++++
 10 files changed, 2038 insertions(+), 1 deletion(-)
 create mode 100644 .github/images/explore.png
 create mode 100644 succulent/explore.py
 create mode 100644 succulent/explore_static/explore.css
 create mode 100644 succulent/explore_static/explore.js
 create mode 100644 succulent/explore_templates/explore.html
 create mode 100644 succulent/explore_templates/explore_login.html
 create mode 100644 tests/test_explore.py

diff --git a/.github/images/explore.png b/.github/images/explore.png
new file mode 100644
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diff --git a/README.md b/README.md
index 4239914..84e2d01 100644
--- a/README.md
+++ b/README.md
@@ -85,6 +85,7 @@ The current version of succulent comes packed with exciting features, including,
 - **Effortless data retrieval** from POST requests 📥
 - **Versatile data storage options**, such as CSV, JSON, SQLite, XML, and even images 🗂️📊🖼️
 - **Customisable boundaries for collected data**, allowing you to set minimum and maximum thresholds ⚙️
+- **Web dashboard for exploring the data** with charts, data quality and image gallery (optional) 📊
 
 With succulent, the process of collecting, managing, and preprocessing data becomes a breeze, empowering you to focus on what truly matters—gaining valuable insights from your embedded devices, microcontrollers, and smartwatches. ⌚ So why waste precious time? ⏳ Dive into the world of succulent and unlock the true potential of your data! 💪📈
 
@@ -260,6 +261,30 @@ results:
 
 To export the data, send a GET request (or navigate) to [http://localhost:8080/export](http://localhost:8080/export). To export password-protected data, send the password as described above. The data will be downloaded in the format specified in the configuration file.
 
+### Data exploration
+succulent includes an optional web dashboard for monitoring the collected data in a browser. To enable it, define the following setting in the `configuration.yml` file in the root directory:
+```yml
+explore:
+  - enable: true # false by default
+  - refresh: 10  # auto-refresh interval in seconds (optional, 0 disables it)
+```
+
+Then navigate to [http://localhost:8080/explore](http://localhost:8080/explore). The dashboard shows:
+
+- the latest value of each column, with its position between `min` and `max`,
+- data quality: the number of measurements, missing values, values outside `min`/`max` and the typical interval between measurements,
+- a chart for each numeric column, with `min` and `max` as dashed lines (long ranges are averaged so the page stays fast),
+- the latest measurements in a table,
+- for the `image` format, a gallery of the uploaded images.
+
+With `timestamp: true`, you can choose the time range (1 h, 24 h, 7 d, 30 d or all). If export is enabled, the data can be downloaded as CSV from the dashboard.
+
+<p align="center"><img alt="succulent explore dashboard" width="800" src=".github/images/explore.png"></p>
+
+If a password is set, the dashboard asks for it once and keeps the session in a cookie, so the password never appears in the URL. Sessions last until the server restarts; to keep them across restarts, set a `secret_key` in the configuration. Scripts can read `/explore/api/data` with the `Authorization: Bearer password` or `X-API-Key: password` header instead.
+
+The dashboard only reads the stored data; data collection works exactly as without it. It needs no internet access (no external scripts or fonts), so it also works on a local network, and values sent by devices are always shown as text.
+
 ## 📄 Cite us
 Fister Jr., Iztok, and Tadej Lahovnik. Succulent. 0.4.0, doi:[10.5281/zenodo.10402365](https://doi.org/10.5281/zenodo.10402365).
 
diff --git a/docs/getting_started.rst b/docs/getting_started.rst
index a2e23f5..c53eacf 100644
--- a/docs/getting_started.rst
+++ b/docs/getting_started.rst
@@ -139,4 +139,29 @@ To export the data, enable the export option in the configuration file:
     results:
       - export: true # false by default
 
-To export the data, send a GET request (or navigate) to `http://localhost:8080/export <http://localhost:8080/export>`_. To export password-protected data, send the password as described above. The data will be downloaded in the format specified in the configuration file.
\ No newline at end of file
+To export the data, send a GET request (or navigate) to `http://localhost:8080/export <http://localhost:8080/export>`_. To export password-protected data, send the password as described above. The data will be downloaded in the format specified in the configuration file.
+
+Data exploration
+~~~~~~~~~~~~~~~~
+
+succulent includes an optional web dashboard for monitoring the collected data in a browser. To enable it, define the following setting in the ``configuration.yml`` file in the root directory:
+
+.. code:: yaml
+
+    explore:
+      - enable: true # false by default
+      - refresh: 10  # auto-refresh interval in seconds (optional, 0 disables it)
+
+Then navigate to `http://localhost:8080/explore <http://localhost:8080/explore>`_. The dashboard shows:
+
+- the latest value of each column, with its position between ``min`` and ``max``,
+- data quality: the number of measurements, missing values, values outside ``min``/``max`` and the typical interval between measurements,
+- a chart for each numeric column, with ``min`` and ``max`` as dashed lines (long ranges are averaged so the page stays fast),
+- the latest measurements in a table,
+- for the ``image`` format, a gallery of the uploaded images.
+
+With ``timestamp: true``, you can choose the time range (1 h, 24 h, 7 d, 30 d or all). If export is enabled, the data can be downloaded as CSV from the dashboard.
+
+If a password is set, the dashboard asks for it once and keeps the session in a cookie, so the password never appears in the URL. Sessions last until the server restarts; to keep them across restarts, set a ``secret_key`` in the configuration. Scripts can read ``/explore/api/data`` with the ``Authorization: Bearer password`` or ``X-API-Key: password`` header instead.
+
+The dashboard only reads the stored data; data collection works exactly as without it. It needs no internet access (no external scripts or fonts), so it also works on a local network, and values sent by devices are always shown as text.
diff --git a/succulent/api.py b/succulent/api.py
index 9c20631..58c3604 100644
--- a/succulent/api.py
+++ b/succulent/api.py
@@ -5,6 +5,7 @@
 from werkzeug.exceptions import BadRequest, HTTPException
 from succulent.configuration import Configuration
 from succulent.processing import Processing
+from succulent.explore import Explorer
 
 
 class SucculentRequest(Request):
@@ -89,6 +90,15 @@ def __init__(self, config, host='0.0.0.0', port=8080, format='csv'):
         self.app.register_error_handler(HTTPException, self.http_error)
         self.app.register_error_handler(Exception, self.internal_error)
 
+        # Optional web dashboard (/explore), enabled in the configuration.
+        # It only reads the stored data and is separate from the API above.
+        if self.config.get('secret_key'):
+            self.app.secret_key = str(self.config['secret_key'])
+        self.explorer = None
+        if Explorer.enabled(self.config):
+            self.explorer = Explorer(self.processing, self.config.get('explore'))
+            self.explorer.register(self.app)
+
     def index(self):
         """Generate index HTML page with information about the API.
 
diff --git a/succulent/explore.py b/succulent/explore.py
new file mode 100644
index 0000000..fee8a6e
--- /dev/null
+++ b/succulent/explore.py
@@ -0,0 +1,535 @@
+"""Web dashboard for exploring the collected data (``/explore``).
+
+The dashboard is optional and separate from the data collection API: it is
+only registered when ``explore`` is enabled in the configuration, it does not
+change how data is collected or stored, and it only reads the stored data.
+
+Example configuration::
+
+    explore:
+      - enable: true
+      - refresh: 10   # auto-refresh interval in seconds (optional)
+"""
+import hmac
+import math
+import os
+import secrets
+import sqlite3
+from datetime import datetime, timedelta
+
+import numpy as np
+import pandas as pd
+from flask import (Blueprint, abort, jsonify, make_response, redirect,
+                   render_template, request, send_from_directory, session,
+                   url_for)
+from werkzeug.utils import secure_filename
+
+
+class Explorer:
+    """Dashboard for exploring the collected data in a web browser.
+
+    Args:
+        processing (Processing): The processing instance of the API, used
+            for the format, columns, boundaries, password and storage
+            location. The data itself is only read.
+        config (dict): The ``explore`` section of the configuration.
+
+    Attributes:
+        processing (Processing): The processing instance of the API.
+        refresh (int): Auto-refresh interval in seconds (0 disables it).
+        blueprint (Blueprint): Flask blueprint with the dashboard routes.
+    """
+
+    # Time ranges offered in the dashboard, mapped to their length
+    RANGES = {
+        '1h': timedelta(hours=1),
+        '24h': timedelta(hours=24),
+        '7d': timedelta(days=7),
+        '30d': timedelta(days=30),
+        'all': None,
+    }
+
+    # Maximum number of points per chart; longer series are averaged in
+    # equal buckets so the browser stays fast
+    MAX_POINTS = 1000
+
+    # Number of raw rows shown in the table of latest measurements
+    LATEST_ROWS = 10
+
+    # Session key set after a successful password prompt
+    SESSION_KEY = 'succulent_explore'
+
+    # Data formats that store measurements in a table
+    TABLE_FORMATS = ['csv', 'json', 'sqlite', 'xml']
+
+    def __init__(self, processing, config=None):
+        self.processing = processing
+        self.refresh = 10
+
+        settings = self.settings(config)
+        if 'refresh' in settings:
+            refresh = settings['refresh']
+            if not isinstance(refresh, (int, float)) or isinstance(refresh, bool) or refresh < 0:
+                raise ValueError('"refresh" in "explore" must be a number of seconds (0 disables it).')
+            self.refresh = int(refresh)
+
+        self.blueprint = Blueprint(
+            'explore', __name__,
+            template_folder='explore_templates',
+            static_folder='explore_static',
+            static_url_path='/explore/static')
+
+        bp = self.blueprint
+        bp.add_url_rule('/explore', 'page', self.page, methods=['GET'])
+        bp.add_url_rule('/explore/login', 'login', self.login, methods=['GET', 'POST'])
+        bp.add_url_rule('/explore/logout', 'logout', self.logout, methods=['POST'])
+        bp.add_url_rule('/explore/api/data', 'api_data', self.api_data, methods=['GET'])
+        bp.add_url_rule('/explore/export', 'export', self.export, methods=['GET'])
+        bp.add_url_rule('/explore/api/images', 'api_images', self.api_images, methods=['GET'])
+        bp.add_url_rule('/explore/images/<name>', 'image', self.image, methods=['GET'])
+        bp.after_request(self.security_headers)
+
+    # ------------------------------------------------------------------
+    # Configuration
+    # ------------------------------------------------------------------
+
+    @staticmethod
+    def settings(config):
+        """Merge the ``explore`` section into one dictionary.
+
+        Both the list style used by other sections
+        (``[{'enable': True}, {'refresh': 10}]``) and a plain mapping
+        (``{'enable': True, 'refresh': 10}``) are accepted.
+
+        Args:
+            config (list or dict or None): The ``explore`` section.
+
+        Raises:
+            ValueError: The section has an unexpected shape.
+
+        Returns:
+            dict: The merged settings.
+        """
+        if config is None:
+            return {}
+        if isinstance(config, dict):
+            return dict(config)
+        if isinstance(config, list) and all(isinstance(item, dict) for item in config):
+            merged = {}
+            for item in config:
+                merged.update(item)
+            return merged
+        raise ValueError('"explore" must be a list of settings, e.g. [{"enable": true}].')
+
+    @classmethod
+    def enabled(cls, config):
+        """Check whether the dashboard is enabled in the configuration.
+
+        Args:
+            config (dict): The whole configuration.
+
+        Returns:
+            bool: True if ``explore`` has ``enable: true``.
+        """
+        return cls.settings(config.get('explore')).get('enable') is True
+
+    def register(self, app):
+        """Register the dashboard routes on a Flask application.
+
+        A random secret key is set for the session cookie if the
+        application has none. Sessions then last until the server
+        restarts; set ``secret_key`` in the configuration to keep them.
+
+        Args:
+            app (Flask): The Flask application.
+
+        Returns:
+            None
+        """
+        if not app.secret_key:
+            app.secret_key = secrets.token_hex(32)
+        app.config.setdefault('SESSION_COOKIE_SAMESITE', 'Lax')
+        app.config.setdefault('SESSION_COOKIE_HTTPONLY', True)
+        app.register_blueprint(self.blueprint)
+
+    # ------------------------------------------------------------------
+    # Access
+    # ------------------------------------------------------------------
+
+    def allowed(self):
+        """Check whether the current request may see the dashboard.
+
+        Without a password everyone may. With a password, a browser needs
+        a session from the password prompt; scripts may instead send the
+        password in a header, as for ``/data``.
+
+        Returns:
+            bool: True if access is allowed.
+        """
+        if not self.processing.password:
+            return True
+        if session.get(self.SESSION_KEY) is True:
+            return True
+        return bool(request.headers.get('Authorization') or request.headers.get('X-API-Key')) \
+            and self.processing.authorised(request)
+
+    def login(self):
+        """Show the password prompt (GET) or check the password (POST).
+
+        Returns:
+            Response: The prompt, or a redirect to the dashboard.
+        """
+        if not self.processing.password:
+            return redirect(url_for('explore.page'))
+
+        error = False
+        if request.method == 'POST':
+            supplied = request.form.get('password', '')
+            expected = str(self.processing.password).encode('utf-8')
+            if hmac.compare_digest(supplied.encode('utf-8'), expected):
+                session.clear()
+                session[self.SESSION_KEY] = True
+                return redirect(url_for('explore.page'))
+            error = True
+
+        return render_template('explore_login.html', error=error), 401 if error else 200
+
+    def logout(self):
+        """End the dashboard session.
+
+        Returns:
+            Response: A redirect to the password prompt.
+        """
+        session.pop(self.SESSION_KEY, None)
+        return redirect(url_for('explore.login'))
+
+    # ------------------------------------------------------------------
+    # Pages
+    # ------------------------------------------------------------------
+
+    def page(self):
+        """Show the dashboard.
+
+        Returns:
+            Response: The dashboard page, or a redirect to the prompt.
+        """
+        if not self.allowed():
+            return redirect(url_for('explore.login'))
+
+        can_export = (self.processing.format in self.TABLE_FORMATS
+                      and getattr(self.processing, 'enable_export', False))
+
+        return render_template(
+            'explore.html',
+            format=self.processing.format,
+            refresh=self.refresh,
+            protected=bool(self.processing.password),
+            gallery=self.processing.format == 'image',
+            export_url=url_for('explore.export') if can_export else None)
+
+    def export(self):
+        """Download the stored data as CSV from the dashboard.
+
+        Available only when export is enabled in the configuration
+        (``results: - export: true``), like ``/export``; the dashboard
+        session is accepted instead of a password header.
+
+        Returns:
+            Response: The CSV file.
+        """
+        if not self.allowed():
+            return jsonify({'message': 'Unauthorised access.'}), 401
+        if (self.processing.format not in self.TABLE_FORMATS
+                or not getattr(self.processing, 'enable_export', False)):
+            return jsonify({'message': 'Exporting is not enabled in your current configuration.'}), 400
+
+        df = self.load()
+        if df.empty:
+            return jsonify({'message': 'No data available.'}), 400
+
+        response = make_response(df.to_csv(index=False))
+        response.headers['Content-Disposition'] = 'attachment; filename=data.csv'
+        response.headers['Content-Type'] = 'text/csv'
+        return response
+
+    # ------------------------------------------------------------------
+    # Data
+    # ------------------------------------------------------------------
+
+    def load(self):
+        """Read the stored measurements.
+
+        Returns:
+            pandas.DataFrame: The stored data (empty if there is none yet).
+        """
+        path = os.path.join(self.processing.directory, f'data.{self.processing.format}')
+        if not os.path.exists(path):
+            return pd.DataFrame()
+
+        fmt = self.processing.format
+        if fmt == 'csv':
+            return pd.read_csv(path, sep=',')
+        if fmt == 'json':
+            return pd.read_json(path, orient='records')
+        if fmt == 'xml':
+            return pd.read_xml(path)
+        conn = sqlite3.connect(path)
+        try:
+            return pd.read_sql_query('SELECT * FROM data', conn)
+        finally:
+            conn.close()
+
+    def bounds(self):
+        """Map each column with a boundary to its minimum and maximum.
+
+        Returns:
+            dict: Column name mapped to ``{'min': ..., 'max': ...}``.
+        """
+        result = {}
+        for item in self.processing.boundaries:
+            for column, bound in item.items():
+                result[column] = {
+                    'min': float(bound['min']) if 'min' in bound else None,
+                    'max': float(bound['max']) if 'max' in bound else None,
+                }
+        return result
+
+    @staticmethod
+    def clean(value):
+        """Convert a value to something JSON can represent.
+
+        Args:
+            value: A value from a DataFrame.
+
+        Returns:
+            The value as a JSON-safe Python type (missing values as None).
+        """
+        if value is None:
+            return None
+        if isinstance(value, (pd.Timestamp, datetime)):
+            return value.strftime('%Y-%m-%d %H:%M:%S')
+        if isinstance(value, (np.integer,)):
+            return int(value)
+        if isinstance(value, (np.floating, float)):
+            return None if not math.isfinite(float(value)) else float(value)
+        if isinstance(value, (np.bool_,)):
+            return bool(value)
+        try:
+            if pd.isna(value):
+                return None
+        except (TypeError, ValueError):
+            pass
+        return value
+
+    def api_data(self):
+        """Return the data for the dashboard as JSON.
+
+        Query parameters:
+            range (str): One of ``1h``, ``24h``, ``7d``, ``30d`` or ``all``
+                (default ``24h``). Only used when timestamps are stored.
+
+        Returns:
+            Response: JSON with the columns, statistics, chart series and
+            the latest measurements.
+        """
+        if not self.allowed():
+            return jsonify({'message': 'Unauthorised access.'}), 401
+        if self.processing.format not in self.TABLE_FORMATS:
+            return jsonify({'message': f'No table data for the "{self.processing.format}" format.'}), 400
+
+        selected = request.args.get('range', '24h')
+        if selected not in self.RANGES:
+            return jsonify({'message': f'Invalid range: {selected} (use {", ".join(self.RANGES)}).'}), 400
+
+        df = self.load()
+        columns = list(self.processing.columns)
+        for column in columns:
+            if column not in df.columns:
+                df[column] = np.nan
+        has_time = self.processing.timestamp or 'timestamp' in df.columns
+
+        times = None
+        if has_time and 'timestamp' in df.columns and len(df):
+            times = pd.to_datetime(df['timestamp'], errors='coerce')
+            df = df.assign(_time=times).sort_values('_time', kind='stable')
+            span = self.RANGES[selected]
+            if span is not None and df['_time'].notna().any():
+                df = df[df['_time'] >= df['_time'].max() - span]
+            times = df['_time']
+
+        bounds = self.bounds()
+        info = []
+        for column in columns:
+            numbers = pd.to_numeric(df[column], errors='coerce')
+            present = df[column].notna().sum()
+            numeric = present > 0 and numbers.notna().sum() >= 0.8 * present
+            item = {'name': column, 'numeric': bool(numeric),
+                    'min': bounds.get(column, {}).get('min'),
+                    'max': bounds.get(column, {}).get('max')}
+
+            # Latest value, and the last value before it if it is missing
+            values = df[column]
+            item['last'] = self.clean(values.iloc[-1]) if len(values) else None
+            valid = values[values.notna()]
+            item['last_valid'] = self.clean(valid.iloc[-1]) if len(valid) else None
+            item['last_valid_time'] = (self.clean(times.loc[valid.index[-1]])
+                                       if times is not None and len(valid) else None)
+            item['missing'] = int(values.isna().sum())
+
+            outside = 0
+            if numeric:
+                if item['min'] is not None:
+                    outside += int((numbers < item['min']).sum())
+                if item['max'] is not None:
+                    outside += int((numbers > item['max']).sum())
+            item['outside'] = outside
+            info.append(item)
+
+        # Chart series, averaged in buckets when there are many points
+        bucket = max(1, math.ceil(len(df) / self.MAX_POINTS))
+        groups = np.arange(len(df)) // bucket
+        series = {'x': [], 'values': {}}
+        if len(df):
+            if times is not None:
+                series['x'] = [self.clean(t) for t in times.groupby(groups).first()]
+            else:
+                series['x'] = [int(i) + 1 for i in pd.Series(np.arange(len(df))).groupby(groups).first()]
+            for item in info:
+                if item['numeric']:
+                    numbers = pd.to_numeric(df[item['name']], errors='coerce').reset_index(drop=True)
+                    means = numbers.groupby(groups).mean()
+                    series['values'][item['name']] = [self.clean(v) for v in means]
+
+        # Latest raw rows, newest first
+        shown = ['timestamp'] if has_time and 'timestamp' in df.columns else []
+        shown += columns
+        latest = []
+        for _, row in df.tail(self.LATEST_ROWS).iloc[::-1].iterrows():
+            latest.append({key: self.clean(row[key]) for key in shown})
+
+        # Typical interval between measurements
+        interval = None
+        if times is not None and times.notna().sum() > 1:
+            interval = float(times.dropna().diff().dropna().dt.total_seconds().median())
+
+        return jsonify({
+            'format': self.processing.format,
+            'range': selected,
+            'ranges': list(self.RANGES) if times is not None else [],
+            'timestamp': times is not None,
+            'refresh': self.refresh,
+            'count': int(len(df)),
+            'cells': int(len(df) * len(columns)),
+            'bucket': bucket,
+            'interval': interval,
+            'last_time': self.clean(times.iloc[-1]) if times is not None and len(times) else None,
+            'server_time': datetime.now().strftime('%Y-%m-%d %H:%M:%S'),
+            'columns': info,
+            'series': series,
+            'table': {'columns': shown, 'rows': latest},
+        })
+
+    # ------------------------------------------------------------------
+    # Images
+    # ------------------------------------------------------------------
+
+    def images(self):
+        """List the stored images, newest first.
+
+        Returns:
+            list: Dictionaries with ``name``, ``size`` and ``time``.
+        """
+        directory = self.processing.directory
+        if not os.path.isdir(directory):
+            return []
+        allowed = set(getattr(self.processing, 'allowed_extensions', []))
+        files = []
+        for name in os.listdir(directory):
+            path = os.path.join(directory, name)
+            extension = name.rpartition('.')[2].lower()
+            if os.path.isfile(path) and extension in allowed:
+                stat = os.stat(path)
+                files.append({'name': name, 'size': stat.st_size, 'mtime': stat.st_mtime})
+        files.sort(key=lambda f: (f['mtime'], f['name']), reverse=True)
+        for f in files:
+            f['time'] = datetime.fromtimestamp(f.pop('mtime')).strftime('%Y-%m-%d %H:%M:%S')
+        return files
+
+    def api_images(self):
+        """Return the list of stored images as JSON.
+
+        Returns:
+            Response: JSON with the images and summary statistics.
+        """
+        if not self.allowed():
+            return jsonify({'message': 'Unauthorised access.'}), 401
+        if self.processing.format != 'image':
+            return jsonify({'message': 'Images are only available for the "image" format.'}), 400
+
+        files = self.images()
+        now = datetime.now()
+        recent = [f for f in files
+                  if now - datetime.strptime(f['time'], '%Y-%m-%d %H:%M:%S') <= timedelta(hours=24)]
+        for f in files:
+            f['url'] = url_for('explore.image', name=f['name'])
+        return jsonify({
+            'format': 'image',
+            'refresh': self.refresh,
+            'count': len(files),
+            'count_24h': len(recent),
+            'bytes': sum(f['size'] for f in files),
+            'allowed_extensions': list(getattr(self.processing, 'allowed_extensions', [])),
+            'server_time': now.strftime('%Y-%m-%d %H:%M:%S'),
+            'images': files,
+        })
+
+    def image(self, name):
+        """Serve one stored image.
+
+        Args:
+            name (str): The file name.
+
+        Returns:
+            Response: The image file.
+        """
+        if not self.allowed():
+            abort(401)
+        if self.processing.format != 'image':
+            abort(404)
+        allowed = set(getattr(self.processing, 'allowed_extensions', []))
+        if (secure_filename(name) != name
+                or name.rpartition('.')[2].lower() not in allowed
+                or not os.path.isfile(os.path.join(self.processing.directory, name))):
+            abort(404)
+        response = send_from_directory(os.path.abspath(self.processing.directory), name)
+        # Never run anything an uploaded file might contain (e.g. an SVG)
+        response.headers['Content-Security-Policy'] = "default-src 'none'; img-src 'self'; style-src 'unsafe-inline'; sandbox"
+        return response
+
+    # ------------------------------------------------------------------
+    # Headers
+    # ------------------------------------------------------------------
+
+    @staticmethod
+    def security_headers(response):
+        """Add security headers to every dashboard response.
+
+        Scripts and styles are only loaded from the server itself, so the
+        dashboard works without internet access and values sent by devices
+        can never run as code in the browser.
+
+        Args:
+            response (Response): The response.
+
+        Returns:
+            Response: The response with security headers.
+        """
+        response.headers.setdefault(
+            'Content-Security-Policy',
+            "default-src 'self'; img-src 'self' data:; style-src 'self'; script-src 'self'; "
+            "object-src 'none'; base-uri 'none'; form-action 'self'; frame-ancestors 'none'")
+        response.headers.setdefault('X-Content-Type-Options', 'nosniff')
+        response.headers.setdefault('Referrer-Policy', 'same-origin')
+        if request.path.startswith('/explore/api') or request.path == '/explore':
+            response.headers.setdefault('Cache-Control', 'no-store')
+        return response
diff --git a/succulent/explore_static/explore.css b/succulent/explore_static/explore.css
new file mode 100644
index 0000000..b345269
--- /dev/null
+++ b/succulent/explore_static/explore.css
@@ -0,0 +1,451 @@
+/* succulent explore dashboard. No external fonts or libraries, so it also
+   works on a local network without internet access. */
+
+:root {
+  --bg: #F4F6F4;
+  --surface: #FFFFFF;
+  --surface-2: #F8FAF8;
+  --border: #DCE1DD;
+  --line: #E6EAE7;
+  --text: #1B1F1D;
+  --text-2: #3F4743;
+  --muted: #5B6460;
+  --faint: #8A938E;
+  --accent: #1F6B4A;
+  --accent-soft: #E4F2EA;
+  --accent-line: #BFDCCB;
+  --ok: #2E8B57;
+  --warn-bg: #FCEBDD;
+  --warn-text: #9A3A0C;
+  --warn: #D9661F;
+  --bound: #B4440E;
+  --bad-bg: #F8E1DE;
+  --bad-cell: #FBEDEB;
+  --bad-text: #8E2318;
+  --bad: #A1271B;
+  --muted-bg: #ECEFED;
+  --placeholder: #E7ECE8;
+  --sans: system-ui, -apple-system, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif;
+  --mono: ui-monospace, SFMono-Regular, Menlo, Consolas, "Liberation Mono", monospace;
+  color-scheme: light;
+}
+
+@media (prefers-color-scheme: dark) {
+  :root {
+    --bg: #121514;
+    --surface: #1A1F1D;
+    --surface-2: #1F2523;
+    --border: #2E3633;
+    --line: #29302D;
+    --text: #E8ECEA;
+    --text-2: #C7CEC9;
+    --muted: #9AA39E;
+    --faint: #7C8580;
+    --accent: #5FC08E;
+    --accent-soft: #1C3328;
+    --accent-line: #2F5A44;
+    --ok: #5FC08E;
+    --warn-bg: #3A2516;
+    --warn-text: #F2A774;
+    --warn: #E8834A;
+    --bound: #E8834A;
+    --bad-bg: #3B1E1B;
+    --bad-cell: #2E1A18;
+    --bad-text: #F4A39A;
+    --bad: #EF6B5C;
+    --muted-bg: #262D2A;
+    --placeholder: #232A27;
+    color-scheme: dark;
+  }
+}
+
+* { box-sizing: border-box; }
+
+body {
+  margin: 0;
+  background: var(--bg);
+  color: var(--text);
+  font: 14px/1.45 var(--sans);
+}
+
+[hidden] { display: none !important; }
+
+a { color: var(--accent); }
+
+.page {
+  max-width: 1360px;
+  margin: 0 auto;
+  padding: 28px 24px 56px;
+  display: flex;
+  flex-direction: column;
+  gap: 24px;
+}
+
+/* Header */
+
+.top {
+  display: flex;
+  flex-wrap: wrap;
+  align-items: center;
+  justify-content: space-between;
+  gap: 16px;
+}
+
+.brand { display: flex; align-items: center; gap: 12px; }
+.logo { color: var(--accent); flex: none; }
+
+.title {
+  margin: 0;
+  font-size: 22px;
+  font-weight: 650;
+  letter-spacing: -0.01em;
+}
+.title span { color: var(--muted); font-weight: 500; }
+
+.subtitle { margin: 0; font-size: 12px; color: var(--muted); }
+
+.controls { display: flex; flex-wrap: wrap; align-items: center; gap: 12px; }
+.controls form { margin: 0; }
+
+.live {
+  margin: 0;
+  display: flex;
+  align-items: center;
+  gap: 8px;
+  font-size: 13px;
+  color: var(--text-2);
+}
+
+.dot { width: 8px; height: 8px; border-radius: 50%; background: var(--ok); flex: none; }
+.dot.stale { background: var(--warn); }
+.dot.none { background: var(--faint); }
+
+.segmented {
+  display: flex;
+  background: var(--surface);
+  border: 1px solid var(--border);
+  border-radius: 10px;
+  padding: 3px;
+  gap: 2px;
+}
+
+.segmented button {
+  min-height: 38px;
+  min-width: 52px;
+  padding: 0 12px;
+  border: 0;
+  border-radius: 8px;
+  background: transparent;
+  color: var(--text-2);
+  font: 500 13px var(--sans);
+  cursor: pointer;
+}
+.segmented button[aria-pressed="true"] { background: var(--text); color: var(--bg); }
+
+.btn {
+  display: inline-flex;
+  align-items: center;
+  justify-content: center;
+  gap: 8px;
+  min-height: 44px;
+  padding: 0 14px;
+  border-radius: 10px;
+  border: 1px solid var(--border);
+  background: var(--surface);
+  color: var(--text-2);
+  font: 500 14px var(--sans);
+  text-decoration: none;
+  cursor: pointer;
+}
+.btn:hover { border-color: var(--faint); }
+.btn.dark { background: var(--text); color: var(--bg); border-color: var(--text); }
+.btn.toggle[aria-pressed="true"] { background: var(--accent-soft); color: var(--accent); border-color: var(--accent-line); }
+.btn.wide { width: 100%; }
+.btn:focus-visible, .segmented button:focus-visible, input:focus-visible {
+  outline: 2px solid var(--accent);
+  outline-offset: 2px;
+}
+
+.banner {
+  margin: 0;
+  padding: 12px 16px;
+  border-radius: 12px;
+  background: var(--bad-bg);
+  color: var(--bad-text);
+}
+
+/* Content */
+
+.content { display: flex; flex-direction: column; gap: 24px; }
+
+.card {
+  background: var(--surface);
+  border: 1px solid var(--border);
+  border-radius: 14px;
+}
+
+.empty {
+  margin: 0;
+  padding: 48px 24px;
+  text-align: center;
+  color: var(--muted);
+  background: var(--surface);
+  border: 1px dashed var(--border);
+  border-radius: 14px;
+}
+.empty code { font-family: var(--mono); color: var(--text-2); }
+
+.cards {
+  display: grid;
+  grid-template-columns: repeat(auto-fit, minmax(240px, 1fr));
+  gap: 16px;
+}
+
+.kpi { padding: 18px 20px; display: flex; flex-direction: column; gap: 10px; min-width: 0; }
+.kpi-head { display: flex; align-items: center; justify-content: space-between; gap: 8px; }
+.name { font-family: var(--mono); font-size: 13px; color: var(--text-2); overflow-wrap: anywhere; }
+
+.pill {
+  display: inline-flex;
+  align-items: center;
+  gap: 6px;
+  padding: 3px 10px;
+  border-radius: 999px;
+  font-size: 12px;
+  font-weight: 500;
+  white-space: nowrap;
+  background: var(--accent-soft);
+  color: var(--accent);
+}
+.pill::before { content: ""; width: 6px; height: 6px; border-radius: 50%; background: var(--ok); }
+.pill.warn { background: var(--warn-bg); color: var(--warn-text); }
+.pill.warn::before { background: var(--warn); }
+.pill.bad { background: var(--bad-bg); color: var(--bad-text); }
+.pill.bad::before { background: var(--bad); }
+.pill.muted { background: var(--muted-bg); color: var(--text-2); }
+.pill.muted::before { background: var(--faint); }
+
+.value {
+  font-size: 40px;
+  font-weight: 650;
+  line-height: 1;
+  letter-spacing: -0.02em;
+  overflow-wrap: anywhere;
+}
+.value.bad { color: var(--bad-text); }
+.value.text { font-size: 24px; }
+
+.note { margin: 0; font-size: 12px; color: var(--muted); }
+
+.range { display: flex; flex-direction: column; gap: 4px; }
+.track { position: relative; height: 6px; border-radius: 3px; background: var(--line); }
+.marker {
+  position: absolute;
+  top: 50%;
+  width: 12px;
+  height: 12px;
+  margin: -6px 0 0 -6px;
+  border-radius: 50%;
+  background: var(--ok);
+  border: 2px solid var(--surface);
+  box-shadow: 0 0 0 1px var(--border);
+}
+.marker.warn { background: var(--warn); }
+.marker.bad { background: var(--bad); }
+.range-labels { display: flex; justify-content: space-between; font-size: 11px; color: var(--muted); }
+
+.quality {
+  display: grid;
+  grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
+  gap: 1px;
+  background: var(--border);
+  border: 1px solid var(--border);
+  border-radius: 14px;
+  overflow: hidden;
+}
+.stat { background: var(--surface); padding: 14px 20px; display: flex; flex-direction: column; gap: 2px; }
+.stat-label { font-size: 12px; color: var(--muted); }
+.stat-value { font-size: 20px; font-weight: 650; }
+
+.charts {
+  display: grid;
+  grid-template-columns: repeat(auto-fit, minmax(min(100%, 520px), 1fr));
+  gap: 16px;
+}
+
+.chart { padding: 18px 20px 14px; display: flex; flex-direction: column; gap: 12px; min-width: 0; }
+.chart-head { display: flex; align-items: baseline; justify-content: space-between; gap: 12px; flex-wrap: wrap; }
+.chart-head h3 { margin: 0; font-family: var(--mono); font-size: 14px; font-weight: 500; }
+.chart-head span { font-size: 12px; color: var(--muted); }
+
+.plot-row { display: flex; gap: 10px; }
+/* Each label is 16px tall; the column is 16px taller than the plot and
+   shifted up by 8px, so every label is centred on its grid line. */
+.ticks {
+  height: 216px;
+  width: 40px;
+  flex: none;
+  display: flex;
+  flex-direction: column;
+  justify-content: space-between;
+  align-items: flex-end;
+  font-size: 11px;
+  line-height: 16px;
+  color: var(--muted);
+  margin: -8px 0;
+}
+.plot { position: relative; flex: 1; height: 200px; min-width: 0; }
+.plot svg { position: absolute; inset: 0; width: 100%; height: 100%; overflow: visible; }
+.grid-line { stroke: var(--line); }
+.bound-line { stroke: var(--bound); stroke-dasharray: 6 5; }
+.series { stroke: var(--accent); }
+
+.bound-label {
+  position: absolute;
+  right: 4px;
+  font-size: 11px;
+  font-weight: 500;
+  color: var(--bound);
+  background: var(--surface);
+  padding: 0 4px;
+}
+.bound-label.max { transform: translateY(-115%); }
+.bound-label.min { transform: translateY(15%); }
+
+.outlier {
+  position: absolute;
+  width: 9px;
+  height: 9px;
+  margin: -6px 0 0 -6px;
+  border-radius: 50%;
+  background: var(--bad);
+  border: 2px solid var(--surface);
+}
+
+.x-labels { display: flex; justify-content: space-between; margin-left: 50px; font-size: 11px; color: var(--muted); }
+
+.table-card { overflow: hidden; }
+.table-head {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  gap: 12px;
+  padding: 16px 20px;
+  border-bottom: 1px solid var(--line);
+  flex-wrap: wrap;
+}
+.table-head h2 { margin: 0; font-size: 18px; font-weight: 650; }
+.table-head span { font-size: 12px; color: var(--muted); }
+.table-head .red { color: var(--bad-text); font-weight: 500; }
+.scroll { overflow-x: auto; }
+
+table { width: 100%; border-collapse: collapse; font-size: 13px; min-width: 640px; }
+th {
+  text-align: right;
+  padding: 10px 20px;
+  font-family: var(--mono);
+  font-size: 12px;
+  font-weight: 500;
+  color: var(--muted);
+  background: var(--surface-2);
+  border-bottom: 1px solid var(--line);
+  white-space: nowrap;
+}
+td {
+  text-align: right;
+  padding: 10px 20px;
+  border-bottom: 1px solid var(--line);
+  font-variant-numeric: tabular-nums;
+}
+th:first-child, td:first-child { text-align: left; }
+td.time { font-family: var(--mono); white-space: nowrap; color: var(--text-2); }
+td.missing { color: var(--faint); }
+td.bad { color: var(--bad-text); font-weight: 600; background: var(--bad-cell); }
+tbody tr:last-child td { border-bottom: 0; }
+
+/* Gallery */
+
+.latest { display: flex; flex-wrap: wrap; gap: 16px; }
+.latest-image { flex: 999 1 640px; min-width: 0; padding: 16px; display: flex; flex-direction: column; gap: 12px; }
+.latest-image img { width: 100%; max-height: 520px; object-fit: contain; border-radius: 10px; background: var(--placeholder); }
+.caption { display: flex; justify-content: space-between; gap: 12px; flex-wrap: wrap; font-size: 13px; }
+.caption .file { font-family: var(--mono); overflow-wrap: anywhere; }
+.caption .meta { color: var(--muted); }
+.latest-info { flex: 1 1 280px; padding: 18px 20px; display: flex; flex-direction: column; gap: 10px; }
+.latest-info h2, .section-head h2 { margin: 0; font-size: 18px; font-weight: 650; }
+.latest-info p { margin: 0; color: var(--muted); font-size: 13px; }
+.latest-info code { font-family: var(--mono); color: var(--text-2); }
+
+.section { display: flex; flex-direction: column; gap: 12px; }
+.section-head { display: flex; align-items: baseline; justify-content: space-between; gap: 12px; flex-wrap: wrap; }
+.section-head span { font-size: 12px; color: var(--muted); }
+
+.tiles { display: grid; grid-template-columns: repeat(auto-fill, minmax(200px, 1fr)); gap: 12px; }
+.tile {
+  padding: 8px;
+  display: flex;
+  flex-direction: column;
+  gap: 8px;
+  color: inherit;
+  text-decoration: none;
+}
+.tile:hover { border-color: var(--faint); }
+.tile img { width: 100%; aspect-ratio: 4 / 3; object-fit: cover; border-radius: 8px; background: var(--placeholder); }
+.tile-meta { display: flex; justify-content: space-between; gap: 8px; font-size: 12px; padding: 0 2px 2px; }
+.tile-meta .file { font-family: var(--mono); color: var(--text-2); }
+.tile-meta .meta { color: var(--muted); }
+
+/* Password prompt */
+
+.login-page {
+  min-height: 100vh;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  padding: 32px 16px;
+}
+
+.login {
+  width: 100%;
+  max-width: 456px;
+  background: var(--surface);
+  border: 1px solid var(--border);
+  border-radius: 16px;
+  padding: 32px;
+  display: flex;
+  flex-direction: column;
+  gap: 20px;
+}
+.login .title { font-size: 22px; }
+.login h1 { margin: 0; font-size: 24px; font-weight: 650; line-height: 1.25; }
+.stack-6 { display: flex; flex-direction: column; gap: 6px; }
+.muted { margin: 0; color: var(--muted); }
+.field { display: flex; flex-direction: column; gap: 8px; }
+.field label { font-size: 13px; font-weight: 500; color: var(--text-2); }
+.field input {
+  min-height: 44px;
+  padding: 0 14px;
+  border: 1px solid var(--border);
+  border-radius: 10px;
+  font: 400 15px var(--sans);
+  color: var(--text);
+  background: var(--surface);
+}
+.alert {
+  margin: 0;
+  display: flex;
+  align-items: center;
+  gap: 8px;
+  padding: 10px 12px;
+  border-radius: 10px;
+  background: var(--bad-bg);
+  color: var(--bad-text);
+  font-size: 13px;
+}
+.hint { margin: 0; font-size: 12px; color: var(--muted); text-align: center; }
+
+@media (max-width: 560px) {
+  .page { padding: 20px 16px 40px; }
+  .value { font-size: 34px; }
+  .x-labels span:nth-child(2), .x-labels span:nth-child(4) { display: none; }
+}
diff --git a/succulent/explore_static/explore.js b/succulent/explore_static/explore.js
new file mode 100644
index 0000000..734ea06
--- /dev/null
+++ b/succulent/explore_static/explore.js
@@ -0,0 +1,581 @@
+/* succulent explore dashboard.
+ *
+ * Every value comes from devices, so it is only ever inserted as text
+ * (textContent), never as HTML. No external libraries are used.
+ */
+(function () {
+  'use strict';
+
+  var app = document.getElementById('app');
+  var content = document.getElementById('content');
+  var errorBox = document.getElementById('error');
+  var subtitle = document.getElementById('subtitle');
+  var live = document.getElementById('live');
+  var liveDot = document.getElementById('live-dot');
+  var liveText = document.getElementById('live-text');
+  var rangesBox = document.getElementById('ranges');
+  var autoButton = document.getElementById('auto');
+  var autoText = document.getElementById('auto-text');
+
+  var config = {
+    format: app.dataset.format,
+    refresh: parseInt(app.dataset.refresh, 10) || 0,
+    gallery: app.dataset.gallery === 'true',
+    api: app.dataset.api,
+    images: app.dataset.images,
+    login: app.dataset.login
+  };
+
+  var RANGE_LABELS = { '1h': '1 h', '24h': '24 h', '7d': '7 d', '30d': '30 d', all: 'All' };
+  var SVG = 'http://www.w3.org/2000/svg';
+
+  var state = {
+    range: readStored('range') || '24h',
+    auto: readStored('auto') !== 'false',
+    timer: null,
+    loading: false,
+    lastData: null,
+    fetchedAt: 0
+  };
+
+  // ------------------------------------------------------------------
+  // Helpers
+  // ------------------------------------------------------------------
+
+  function readStored(key) {
+    try { return window.localStorage.getItem('succulent-explore-' + key); } catch (e) { return null; }
+  }
+
+  function store(key, value) {
+    try { window.localStorage.setItem('succulent-explore-' + key, value); } catch (e) { /* ignore */ }
+  }
+
+  /* Create an element. `text` is always set as plain text. */
+  function el(tag, className, text) {
+    var node = document.createElement(tag);
+    if (className) node.className = className;
+    if (text !== undefined && text !== null) node.textContent = String(text);
+    return node;
+  }
+
+  function svgEl(tag, attrs) {
+    var node = document.createElementNS(SVG, tag);
+    Object.keys(attrs || {}).forEach(function (key) { node.setAttribute(key, attrs[key]); });
+    return node;
+  }
+
+  function append(parent) {
+    for (var i = 1; i < arguments.length; i++) {
+      if (arguments[i]) parent.appendChild(arguments[i]);
+    }
+    return parent;
+  }
+
+  function isNumber(v) { return typeof v === 'number' && isFinite(v); }
+
+  function fmt(v) {
+    if (v === null || v === undefined || v === '') return '—';
+    if (!isNumber(v)) {
+      var n = Number(v);
+      if (typeof v === 'string' && v.trim() !== '' && isFinite(n)) v = n; else return String(v);
+    }
+    if (Math.abs(v) >= 100) return String(Math.round(v));
+    return String(Number(v.toFixed(2)));
+  }
+
+  /* Number of decimals used by a column (0–2), from its raw values. */
+  function decimalsOf(values) {
+    var most = 0;
+    values.forEach(function (v) {
+      var n = toNumber(v);
+      if (n === null || Math.abs(n) >= 100) return;
+      var text = String(Number(n.toFixed(2)));
+      var dot = text.indexOf('.');
+      if (dot >= 0) most = Math.max(most, text.length - dot - 1);
+    });
+    return Math.min(most, 2);
+  }
+
+  /* Format a value with the column's number of decimals. */
+  function fmtCol(v, column) {
+    var n = toNumber(v);
+    if (n === null || !column || column.decimals === undefined) return fmt(v);
+    return Math.abs(n) >= 100 ? String(Math.round(n)) : n.toFixed(column.decimals);
+  }
+
+  /* Round chart limits to 4 or 5 evenly spaced intervals with round values. */
+  function niceScale(lo, hi) {
+    var span = hi - lo || Math.abs(hi) || 1;
+    var power = Math.pow(10, Math.floor(Math.log10(span / 5)));
+    var steps = [1, 2, 2.5, 5];
+    for (var k = 0; k < 3; k++, power *= 10) {
+      for (var i = 0; i < steps.length; i++) {
+        var step = steps[i] * power;
+        var low = Math.floor(lo / step + 1e-9) * step;
+        for (var n = 4; n <= 5; n++) {
+          if (low + n * step >= hi - 1e-9) return { lo: low, hi: low + n * step, step: step, n: n };
+        }
+      }
+    }
+    return { lo: lo, hi: hi, step: span / 4, n: 4 };
+  }
+
+  /* Format a tick value with as many decimals as the step needs. */
+  function tick(v, step) {
+    var text = String(Number(step.toPrecision(6)));
+    var digits = text.indexOf('e-') >= 0 ? Number(text.split('e-')[1]) + 2
+      : (text.indexOf('.') >= 0 ? text.length - text.indexOf('.') - 1 : 0);
+    return String(Number(v.toFixed(Math.min(digits, 8))));
+  }
+
+  function toNumber(v) {
+    if (isNumber(v)) return v;
+    if (typeof v === 'string' && v.trim() !== '' && isFinite(Number(v))) return Number(v);
+    return null;
+  }
+
+  function parseTime(text) {
+    if (!text) return null;
+    var d = new Date(String(text).replace(' ', 'T'));
+    return isNaN(d.getTime()) ? null : d;
+  }
+
+  function pad(n) { return String(n).padStart(2, '0'); }
+
+  function clock(d) { return pad(d.getHours()) + ':' + pad(d.getMinutes()); }
+
+  function shortDate(d) { return pad(d.getDate()) + '.' + pad(d.getMonth() + 1) + '.'; }
+
+  function duration(seconds) {
+    if (!isNumber(seconds)) return '—';
+    seconds = Math.max(0, Math.round(seconds));
+    if (seconds < 60) return seconds + ' s';
+    if (seconds < 3600) return Math.round(seconds / 60) + ' min';
+    if (seconds < 86400) return (Math.round(seconds / 360) / 10) + ' h';
+    return (Math.round(seconds / 8640) / 10) + ' d';
+  }
+
+  function bytes(n) {
+    if (n < 1024) return n + ' B';
+    if (n < 1024 * 1024) return Math.round(n / 1024) + ' kB';
+    if (n < 1024 * 1024 * 1024) return (Math.round(n / 1024 / 102.4) / 10) + ' MB';
+    return (Math.round(n / 1024 / 1024 / 102.4) / 10) + ' GB';
+  }
+
+  function showError(message) {
+    errorBox.textContent = message;
+    errorBox.hidden = !message;
+  }
+
+  /* Seconds since `time` (server clock), advanced by the time since the fetch. */
+  function ageSeconds(time, serverTime) {
+    var t = parseTime(time), s = parseTime(serverTime);
+    if (!t || !s) return null;
+    return (s - t) / 1000 + (Date.now() - state.fetchedAt) / 1000;
+  }
+
+  // ------------------------------------------------------------------
+  // Loading
+  // ------------------------------------------------------------------
+
+  function load() {
+    if (state.loading) return;
+    state.loading = true;
+    var url = config.gallery ? config.images : config.api + '?range=' + encodeURIComponent(state.range);
+    fetch(url, { headers: { Accept: 'application/json' }, credentials: 'same-origin', cache: 'no-store' })
+      .then(function (response) {
+        if (response.status === 401) { window.location.href = config.login; return null; }
+        return response.json().then(function (body) {
+          if (!response.ok) throw new Error(body && body.message ? body.message : 'Request failed (' + response.status + ').');
+          return body;
+        });
+      })
+      .then(function (data) {
+        if (!data) return;
+        state.fetchedAt = Date.now();
+        state.lastData = data;
+        showError('');
+        if (config.gallery) renderGallery(data); else renderDashboard(data);
+      })
+      .catch(function (err) {
+        showError('Could not load the data: ' + err.message + ' Retrying' + (state.auto && config.refresh ? ' automatically.' : ' when you refresh.'));
+      })
+      .then(function () { state.loading = false; });
+  }
+
+  function schedule() {
+    if (state.timer) window.clearInterval(state.timer);
+    state.timer = null;
+    if (state.auto && config.refresh > 0) {
+      state.timer = window.setInterval(function () {
+        if (!document.hidden) load();
+      }, config.refresh * 1000);
+    }
+    autoButton.setAttribute('aria-pressed', state.auto ? 'true' : 'false');
+    autoText.textContent = state.auto ? 'Auto-refresh · ' + duration(config.refresh) : 'Auto-refresh paused';
+  }
+
+  function setupControls() {
+    if (config.refresh > 0) {
+      autoButton.hidden = false;
+      autoButton.addEventListener('click', function () {
+        state.auto = !state.auto;
+        store('auto', String(state.auto));
+        schedule();
+        if (state.auto) load();
+      });
+      schedule();
+    }
+    document.addEventListener('visibilitychange', function () {
+      if (!document.hidden && state.auto && config.refresh > 0) load();
+    });
+    // Keep the "last measurement ... ago" text current between fetches
+    window.setInterval(updateLive, 1000);
+  }
+
+  function renderRanges(ranges) {
+    rangesBox.textContent = '';
+    rangesBox.hidden = !ranges.length;
+    ranges.forEach(function (key) {
+      var button = el('button', null, RANGE_LABELS[key] || key);
+      button.type = 'button';
+      button.setAttribute('aria-pressed', key === state.range ? 'true' : 'false');
+      button.addEventListener('click', function () {
+        if (state.range === key) return;
+        state.range = key;
+        store('range', key);
+        renderRanges(ranges);
+        load();
+      });
+      rangesBox.appendChild(button);
+    });
+  }
+
+  function updateLive() {
+    var data = state.lastData;
+    if (!data) return;
+    var time = config.gallery ? (data.images[0] && data.images[0].time) : data.last_time;
+    var label = config.gallery ? 'Last image ' : 'Last measurement ';
+    live.hidden = false;
+    if (!time) {
+      liveDot.className = 'dot none';
+      liveText.textContent = data.count ? (data.count + ' measurements, no timestamps') : (config.gallery ? 'No images yet' : 'No measurements yet');
+      return;
+    }
+    var age = ageSeconds(time, data.server_time);
+    var expected = isNumber(data.interval) ? data.interval : null;
+    var stale = expected ? age > Math.max(expected * 3, 60) : age > 3600;
+    liveDot.className = 'dot' + (stale ? ' stale' : '');
+    liveText.textContent = label + duration(age) + ' ago';
+  }
+
+  // ------------------------------------------------------------------
+  // Dashboard
+  // ------------------------------------------------------------------
+
+  function status(column) {
+    var value = toNumber(column.last);
+    var hasMin = isNumber(column.min), hasMax = isNumber(column.max);
+    if (column.last === null || column.last === undefined || column.last === '') return { text: 'No reading', tone: 'muted' };
+    if (!column.numeric || value === null) return { text: 'Latest', tone: 'muted' };
+    if (!hasMin && !hasMax) return { text: 'No limits', tone: 'muted' };
+    if (hasMax && value > column.max) return { text: 'Above max', tone: 'bad' };
+    if (hasMin && value < column.min) return { text: 'Below min', tone: 'bad' };
+    if (hasMin && hasMax) {
+      var span = column.max - column.min;
+      if (value > column.max - span * 0.1) return { text: 'Near max', tone: 'warn' };
+      if (value < column.min + span * 0.1) return { text: 'Near min', tone: 'warn' };
+    }
+    return { text: 'In range', tone: 'ok' };
+  }
+
+  function renderCard(column) {
+    var s = status(column);
+    var card = el('div', 'card kpi');
+    var head = append(el('div', 'kpi-head'), el('span', 'name', column.name), el('span', 'pill ' + (s.tone === 'ok' ? '' : s.tone), s.text));
+    var value = el('div', 'value' + (s.tone === 'bad' ? ' bad' : '') + (column.numeric ? '' : ' text'), fmtCol(column.last, column));
+
+    var note;
+    var hasBounds = isNumber(column.min) || isNumber(column.max);
+    if (column.last === null && column.last_valid !== null) {
+      var t = parseTime(column.last_valid_time);
+      note = 'Missing in the last measurement · previous ' + fmtCol(column.last_valid, column) + (t ? ' at ' + clock(t) : '');
+    } else if (!column.numeric) {
+      note = 'Text values';
+    } else if (hasBounds) {
+      note = 'Limits from configuration.yml';
+    } else {
+      note = 'No min/max set in configuration.yml';
+    }
+    append(card, head, value, el('p', 'note', note));
+
+    var number = toNumber(column.last);
+    if (isNumber(column.min) && isNumber(column.max) && number !== null && column.max > column.min) {
+      var pos = Math.min(100, Math.max(0, (number - column.min) / (column.max - column.min) * 100));
+      var marker = el('div', 'marker ' + (s.tone === 'ok' ? '' : s.tone));
+      marker.style.left = pos.toFixed(1) + '%';
+      append(card, append(el('div', 'range'),
+        append(el('div', 'track'), marker),
+        append(el('div', 'range-labels'), el('span', null, 'min ' + fmt(column.min)), el('span', null, 'max ' + fmt(column.max)))));
+    }
+    return card;
+  }
+
+  function renderQuality(data) {
+    var missing = data.columns.reduce(function (sum, c) { return sum + c.missing; }, 0);
+    var outside = data.columns.reduce(function (sum, c) { return sum + c.outside; }, 0);
+    var rangeText = data.timestamp ? ' (' + (RANGE_LABELS[data.range] || data.range) + ')' : '';
+    var items = [
+      ['Measurements' + rangeText, String(data.count)],
+      ['Missing values', data.cells ? (Math.round(missing / data.cells * 1000) / 10) + ' %' : '—'],
+      ['Outside min/max', String(outside)],
+      ['Typical interval', duration(data.interval)]
+    ];
+    var box = el('section', 'quality');
+    box.setAttribute('aria-label', 'Data quality');
+    items.forEach(function (item) {
+      append(box, append(el('div', 'stat'), el('span', 'stat-label', item[0]), el('span', 'stat-value', item[1])));
+    });
+    return box;
+  }
+
+  function xLabel(x, data) {
+    if (!data.timestamp) return '#' + x;
+    var d = parseTime(x);
+    if (!d) return '';
+    return data.range === '1h' || data.range === '24h' ? clock(d) : shortDate(d) + ' ' + clock(d);
+  }
+
+  function renderChart(column, data) {
+    var values = data.series.values[column.name] || [];
+    var present = values.filter(isNumber);
+    var card = el('div', 'card chart');
+    var outsideText = column.outside ? ' · ' + column.outside + ' outside' : '';
+    var bounds = [];
+    if (isNumber(column.min)) bounds.push('min ' + fmt(column.min));
+    if (isNumber(column.max)) bounds.push('max ' + fmt(column.max));
+    append(card, append(el('div', 'chart-head'),
+      el('h3', null, column.name),
+      el('span', null, (bounds.length ? bounds.join(' · ') : 'no min/max') + outsideText)));
+
+    if (!present.length) {
+      append(card, el('p', 'note', 'No numeric values in this range.'));
+      return card;
+    }
+
+    var dataLo = Math.min.apply(null, present.concat(isNumber(column.min) ? [column.min] : []));
+    var dataHi = Math.max.apply(null, present.concat(isNumber(column.max) ? [column.max] : []));
+    var padding = (dataHi - dataLo) * 0.08 || Math.max(Math.abs(dataHi) * 0.1, 1);
+    // Do not go below zero for values that are never negative (e.g. light)
+    var scale = niceScale(dataLo >= 0 ? Math.max(0, dataLo - padding) : dataLo - padding, dataHi + padding);
+    var lo = scale.lo, hi = scale.hi;
+    var n = values.length;
+    var x = function (i) { return n > 1 ? i / (n - 1) * 1000 : 500; };
+    var y = function (v) { return (1 - (v - lo) / (hi - lo)) * 300; };
+
+    var d = '', pen = false;
+    values.forEach(function (v, i) {
+      if (!isNumber(v)) { pen = false; return; }
+      d += (pen ? ' L' : ' M') + x(i).toFixed(1) + ' ' + y(v).toFixed(1);
+      if (!pen && (i === n - 1 || !isNumber(values[i + 1]))) {
+        // A single point between gaps: draw a short tick so it is visible
+        d += ' L' + (x(i) + 0.1).toFixed(1) + ' ' + y(v).toFixed(1);
+      }
+      pen = true;
+    });
+
+    var plot = el('div', 'plot');
+    var svg = svgEl('svg', { viewBox: '0 0 1000 300', preserveAspectRatio: 'none', role: 'img', 'aria-label': column.name + ' over the selected range' });
+    var grid = '';
+    for (var g = 0; g <= scale.n; g++) grid += 'M0 ' + (g * 300 / scale.n) + ' L1000 ' + (g * 300 / scale.n) + ' ';
+    svg.appendChild(svgEl('path', { d: grid.trim(), fill: 'none', 'stroke-width': '1', 'vector-effect': 'non-scaling-stroke', 'class': 'grid-line' }));
+    var boundPath = '';
+    if (isNumber(column.max)) boundPath += 'M0 ' + y(column.max).toFixed(1) + ' L1000 ' + y(column.max).toFixed(1) + ' ';
+    if (isNumber(column.min)) boundPath += 'M0 ' + y(column.min).toFixed(1) + ' L1000 ' + y(column.min).toFixed(1);
+    if (boundPath) svg.appendChild(svgEl('path', { d: boundPath.trim(), fill: 'none', 'stroke-width': '1.5', 'vector-effect': 'non-scaling-stroke', 'class': 'bound-line' }));
+    svg.appendChild(svgEl('path', { d: d.trim(), fill: 'none', 'stroke-width': '2', 'stroke-linejoin': 'round', 'stroke-linecap': 'round', 'vector-effect': 'non-scaling-stroke', 'class': 'series' }));
+    plot.appendChild(svg);
+
+    [['max', column.max], ['min', column.min]].forEach(function (b) {
+      if (!isNumber(b[1])) return;
+      var label = el('span', 'bound-label ' + b[0], b[0] + ' ' + fmt(b[1]));
+      label.style.top = (y(b[1]) / 3).toFixed(1) + '%';
+      plot.appendChild(label);
+    });
+
+    values.forEach(function (v, i) {
+      if (!isNumber(v)) return;
+      var out = (isNumber(column.max) && v > column.max) || (isNumber(column.min) && v < column.min);
+      if (!out) return;
+      var dot = el('span', 'outlier');
+      dot.style.left = (x(i) / 10).toFixed(2) + '%';
+      dot.style.top = (y(v) / 3).toFixed(2) + '%';
+      dot.title = column.name + ' ' + fmtCol(v, column) + ' · ' + xLabel(data.series.x[i], data);
+      plot.appendChild(dot);
+    });
+
+    var ticks = el('div', 'ticks');
+    for (var t = scale.n; t >= 0; t--) ticks.appendChild(el('span', null, tick(lo + t * scale.step, scale.step)));
+    append(card, append(el('div', 'plot-row'), ticks, plot));
+
+    var labels = el('div', 'x-labels');
+    var xs = data.series.x;
+    [0, 0.25, 0.5, 0.75, 1].forEach(function (f) {
+      labels.appendChild(el('span', null, xs.length ? xLabel(xs[Math.round(f * (xs.length - 1))], data) : ''));
+    });
+    card.appendChild(labels);
+    if (data.bucket > 1) card.appendChild(el('p', 'note', 'Averaged over ' + data.bucket + ' measurements per point.'));
+    return card;
+  }
+
+  function renderTable(data) {
+    var byName = {};
+    data.columns.forEach(function (c) { byName[c.name] = c; });
+    var card = el('section', 'card table-card');
+    card.setAttribute('aria-label', 'Latest measurements');
+    var note = append(el('span', null, data.table.rows.length + ' of ' + data.count + ' · newest first · '), el('span', 'red', 'red'), document.createTextNode(' = outside min/max'));
+    append(card, append(el('div', 'table-head'), el('h2', null, 'Latest measurements'), note));
+
+    var table = el('table');
+    var headRow = el('tr');
+    data.table.columns.forEach(function (name) {
+      var th = el('th', null, name);
+      th.scope = 'col';
+      headRow.appendChild(th);
+    });
+    append(table, append(el('thead'), headRow));
+    var body = el('tbody');
+    data.table.rows.forEach(function (row) {
+      var tr = el('tr');
+      data.table.columns.forEach(function (name) {
+        var v = row[name];
+        var td = el('td', null, name === 'timestamp' ? fmt(v) : fmtCol(v, byName[name]));
+        if (name === 'timestamp') td.className = 'time';
+        else if (v === null || v === undefined || v === '') td.className = 'missing';
+        else {
+          var c = byName[name], num = toNumber(v);
+          if (c && num !== null && ((isNumber(c.max) && num > c.max) || (isNumber(c.min) && num < c.min))) td.className = 'bad';
+        }
+        tr.appendChild(td);
+      });
+      body.appendChild(tr);
+    });
+    table.appendChild(body);
+    card.appendChild(append(el('div', 'scroll'), table));
+    return card;
+  }
+
+  function renderDashboard(data) {
+    subtitle.textContent = 'format ' + data.format + ' · ' + data.columns.length + ' columns · timestamp ' + (data.timestamp ? 'on' : 'off');
+    data.columns.forEach(function (c) {
+      if (!c.numeric) return;
+      c.decimals = decimalsOf(data.table.rows.map(function (r) { return r[c.name]; }).concat([c.last, c.last_valid]));
+    });
+    renderRanges(data.ranges);
+    updateLive();
+
+    var fragment = document.createDocumentFragment();
+    if (!data.count) {
+      var empty = el('p', 'empty');
+      append(empty, document.createTextNode(data.range !== 'all' && data.timestamp
+        ? 'No measurements in this range. Choose a longer range, or send data to '
+        : 'No measurements yet. Send data to '), el('code', null, 'POST /measure'), document.createTextNode('.'));
+      fragment.appendChild(empty);
+      content.replaceChildren(fragment);
+      return;
+    }
+
+    var cards = el('section', 'cards');
+    cards.setAttribute('aria-label', 'Latest values');
+    data.columns.forEach(function (c) { cards.appendChild(renderCard(c)); });
+    fragment.appendChild(cards);
+    fragment.appendChild(renderQuality(data));
+
+    var numeric = data.columns.filter(function (c) { return c.numeric; });
+    if (numeric.length) {
+      var charts = el('section', 'charts');
+      charts.setAttribute('aria-label', 'Charts');
+      numeric.forEach(function (c) { charts.appendChild(renderChart(c, data)); });
+      fragment.appendChild(charts);
+    }
+    fragment.appendChild(renderTable(data));
+    content.replaceChildren(fragment);
+  }
+
+  // ------------------------------------------------------------------
+  // Gallery
+  // ------------------------------------------------------------------
+
+  function renderGallery(data) {
+    subtitle.textContent = 'format image · ' + data.allowed_extensions.join(', ');
+
+    var fragment = document.createDocumentFragment();
+    var interval = null;
+    if (data.images.length > 1) {
+      var times = data.images.map(function (f) { return parseTime(f.time); }).filter(Boolean);
+      var diffs = [];
+      for (var i = 1; i < times.length; i++) diffs.push((times[i - 1] - times[i]) / 1000);
+      diffs.sort(function (a, b) { return a - b; });
+      interval = diffs.length ? diffs[Math.floor(diffs.length / 2)] : null;
+    }
+    data.interval = interval;
+    updateLive();
+
+    var stats = el('section', 'quality');
+    stats.setAttribute('aria-label', 'Upload summary');
+    [['Images (24 h)', String(data.count_24h)], ['Images in total', String(data.count)],
+     ['Typical interval', duration(interval)], ['Storage used', bytes(data.bytes)]].forEach(function (item) {
+      append(stats, append(el('div', 'stat'), el('span', 'stat-label', item[0]), el('span', 'stat-value', item[1])));
+    });
+    fragment.appendChild(stats);
+
+    if (!data.images.length) {
+      var empty = el('p', 'empty');
+      append(empty, document.createTextNode('No images yet. Upload one to '), el('code', null, 'POST /measure'), document.createTextNode('.'));
+      fragment.appendChild(empty);
+      content.replaceChildren(fragment);
+      return;
+    }
+
+    var latest = data.images[0];
+    var image = el('img');
+    image.src = latest.url;
+    image.alt = 'Latest image, ' + latest.name;
+    var latestCard = append(el('div', 'card latest-image'), image,
+      append(el('div', 'caption'), el('span', 'file', latest.name), el('span', 'meta', latest.time + ' · ' + bytes(latest.size))));
+    var info = append(el('div', 'card latest-info'), el('h2', null, 'Latest image'),
+      el('p', null, 'Uploaded ' + latest.time + '.'));
+    var accepted = el('p');
+    append(accepted, document.createTextNode('Accepted types: '), el('code', null, data.allowed_extensions.join(', ')));
+    info.appendChild(accepted);
+    fragment.appendChild(append(el('section', 'latest'), latestCard, info));
+
+    var rest = data.images.slice(1);
+    if (rest.length) {
+      var section = el('section', 'section');
+      section.setAttribute('aria-label', 'Earlier images');
+      append(section, append(el('div', 'section-head'), el('h2', null, 'Earlier images'), el('span', null, rest.length + ' · newest first')));
+      var tiles = el('div', 'tiles');
+      rest.forEach(function (file) {
+        var tile = el('a', 'card tile');
+        tile.href = file.url;
+        tile.target = '_blank';
+        tile.rel = 'noopener';
+        var img = el('img');
+        img.src = file.url;
+        img.alt = file.name;
+        img.loading = 'lazy';
+        var t = parseTime(file.time);
+        append(tile, img, append(el('div', 'tile-meta'),
+          el('span', 'file', t ? shortDate(t) + ' ' + clock(t) : file.time), el('span', 'meta', bytes(file.size))));
+        tiles.appendChild(tile);
+      });
+      section.appendChild(tiles);
+      fragment.appendChild(section);
+    }
+    content.replaceChildren(fragment);
+  }
+
+  setupControls();
+  load();
+})();
diff --git a/succulent/explore_templates/explore.html b/succulent/explore_templates/explore.html
new file mode 100644
index 0000000..6432382
--- /dev/null
+++ b/succulent/explore_templates/explore.html
@@ -0,0 +1,53 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<meta name="viewport" content="width=device-width, initial-scale=1">
+<title>succulent explore</title>
+<link rel="stylesheet" href="{{ url_for('explore.static', filename='explore.css') }}">
+</head>
+<body>
+<div class="page" id="app"
+     data-format="{{ format }}"
+     data-refresh="{{ refresh }}"
+     data-gallery="{{ 'true' if gallery else 'false' }}"
+     data-export="{{ export_url or '' }}"
+     data-api="{{ url_for('explore.api_data') }}"
+     data-images="{{ url_for('explore.api_images') }}"
+     data-login="{{ url_for('explore.login') }}">
+  <header class="top">
+    <div class="brand">
+      <svg class="logo" width="32" height="32" viewBox="0 0 32 32" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M16 28V14"></path><path d="M16 18c-5 0-8-3-8-8 5 0 8 3 8 8z"></path><path d="M16 15c0-5 3-8 8-8 0 5-3 8-8 8z"></path><path d="M9 28h14"></path></svg>
+      <div>
+        <h1 class="title">succulent <span>/ explore</span></h1>
+        <p class="subtitle" id="subtitle">format {{ format }}</p>
+      </div>
+    </div>
+    <div class="controls">
+      <p class="live" id="live" hidden><span class="dot" id="live-dot"></span><span id="live-text"></span></p>
+      <div class="segmented" id="ranges" role="group" aria-label="Time range" hidden></div>
+      <button type="button" class="btn toggle" id="auto" aria-pressed="true" hidden>
+        <svg width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M21 12a9 9 0 1 1-3-6.7"></path><path d="M21 4v5h-5"></path></svg>
+        <span id="auto-text">Auto-refresh</span>
+      </button>
+      {% if export_url %}
+      <a class="btn dark" href="{{ export_url }}" download>
+        <svg width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M12 3v12"></path><path d="M7 10l5 5 5-5"></path><path d="M5 21h14"></path></svg>
+        Export CSV
+      </a>
+      {% endif %}
+      {% if protected %}
+      <form method="post" action="{{ url_for('explore.logout') }}">
+        <button type="submit" class="btn">Sign out</button>
+      </form>
+      {% endif %}
+    </div>
+  </header>
+  <p class="banner" id="error" role="alert" hidden></p>
+  <main id="content" class="content">
+    <p class="empty">Loading…</p>
+  </main>
+</div>
+<script src="{{ url_for('explore.static', filename='explore.js') }}"></script>
+</body>
+</html>
diff --git a/succulent/explore_templates/explore_login.html b/succulent/explore_templates/explore_login.html
new file mode 100644
index 0000000..935b2c5
--- /dev/null
+++ b/succulent/explore_templates/explore_login.html
@@ -0,0 +1,33 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<meta name="viewport" content="width=device-width, initial-scale=1">
+<title>succulent explore · password</title>
+<link rel="stylesheet" href="{{ url_for('explore.static', filename='explore.css') }}">
+</head>
+<body class="login-page">
+<form class="login" method="post" action="{{ url_for('explore.login') }}">
+  <div class="brand">
+    <svg class="logo" width="32" height="32" viewBox="0 0 32 32" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M16 28V14"></path><path d="M16 18c-5 0-8-3-8-8 5 0 8 3 8 8z"></path><path d="M16 15c0-5 3-8 8-8 0 5-3 8-8 8z"></path><path d="M9 28h14"></path></svg>
+    <p class="title">succulent <span>/ explore</span></p>
+  </div>
+  <div class="stack-6">
+    <h1>This data is password protected</h1>
+    <p class="muted">Enter the password from configuration.yml. It is kept in a session cookie, not in the URL.</p>
+  </div>
+  <div class="field">
+    <label for="password">Password</label>
+    <input id="password" name="password" type="password" autocomplete="current-password" required autofocus>
+  </div>
+  {% if error %}
+  <p class="alert" role="alert">
+    <svg width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><circle cx="12" cy="12" r="9"></circle><path d="M12 8v5"></path><path d="M12 16h.01"></path></svg>
+    Wrong password. Try again.
+  </p>
+  {% endif %}
+  <button type="submit" class="btn dark wide">Open dashboard</button>
+  <p class="hint">Devices keep sending data as before.</p>
+</form>
+</body>
+</html>
diff --git a/tests/test_explore.py b/tests/test_explore.py
new file mode 100644
index 0000000..4bc98f9
--- /dev/null
+++ b/tests/test_explore.py
@@ -0,0 +1,324 @@
+import io
+import json
+import os
+import shutil
+import tempfile
+import unittest
+from datetime import datetime, timedelta
+
+import pandas as pd
+import yaml
+
+from succulent.api import SucculentAPI
+from succulent.explore import Explorer
+
+
+PNG = b'\x89PNG\r\n\x1a\n' + b'\x00' * 32
+
+
+def strict_json(response):
+    """Parse a response like JavaScript's JSON.parse (no NaN/Infinity)."""
+    def reject(constant):
+        raise ValueError(f'Invalid JSON constant: {constant}')
+    return json.loads(response.get_data(as_text=True), parse_constant=reject)
+
+
+class ExploreTestCase(unittest.TestCase):
+    """Base class: builds an API from a configuration dictionary."""
+
+    def make_api(self, config, format='csv'):
+        handle, path = tempfile.mkstemp(suffix='.yml')
+        with os.fdopen(handle, 'w') as f:
+            yaml.safe_dump(config, f)
+        self.addCleanup(os.remove, path)
+        api = SucculentAPI(config=path, format=format)
+        self.addCleanup(shutil.rmtree, api.processing.directory, True)
+        shutil.rmtree(api.processing.directory, ignore_errors=True)
+        return api, api.app.test_client()
+
+
+TABLE_CONFIG = {
+    'timestamp': True,
+    'data': [
+        {'name': 'temperature', 'min': 15, 'max': 30},
+        {'name': 'humidity'},
+        {'name': 'status'},
+    ],
+    'results': [{'enable': True}, {'export': True}],
+    'explore': [{'enable': True}, {'refresh': 5}],
+}
+
+
+class TestExploreConfiguration(ExploreTestCase):
+
+    def test_disabled_by_default(self):
+        config = dict(TABLE_CONFIG)
+        del config['explore']
+        api, client = self.make_api(config)
+        self.assertIsNone(api.explorer)
+        response = client.get('/explore')
+        self.assertEqual(response.status_code, 404)
+        self.assertEqual(response.get_json(), {'message': 'Not Found.'})
+
+    def test_enable_false(self):
+        config = dict(TABLE_CONFIG, explore=[{'enable': False}])
+        api, client = self.make_api(config)
+        self.assertEqual(client.get('/explore').status_code, 404)
+
+    def test_mapping_style_and_refresh(self):
+        config = dict(TABLE_CONFIG, explore={'enable': True, 'refresh': 0})
+        api, client = self.make_api(config)
+        self.assertEqual(api.explorer.refresh, 0)
+        self.assertIn(b'data-refresh="0"', client.get('/explore').data)
+
+    def test_invalid_settings(self):
+        for value in [[{'enable': True}, {'refresh': -1}], [{'enable': True}, {'refresh': 'fast'}], 'yes']:
+            with self.subTest(value=value):
+                with self.assertRaises(ValueError):
+                    Explorer.settings(value) if isinstance(value, str) else Explorer(None, value)
+
+    def test_existing_endpoints_unchanged(self):
+        api, client = self.make_api(TABLE_CONFIG)
+        self.assertEqual(client.post('/measure', json={'temperature': 20}).status_code, 200)
+        self.assertEqual(client.get('/data').status_code, 200)
+        self.assertEqual(client.get('/').status_code, 200)
+
+
+class TestExplorePage(ExploreTestCase):
+
+    def setUp(self):
+        self.api, self.client = self.make_api(TABLE_CONFIG)
+
+    def test_page_and_assets(self):
+        response = self.client.get('/explore')
+        self.assertEqual(response.status_code, 200)
+        self.assertTrue(response.content_type.startswith('text/html'))
+        html = response.get_data(as_text=True)
+        self.assertIn('/explore/static/explore.js', html)
+        self.assertIn('/explore/export', html)
+        self.assertNotIn('style=', html)
+
+        for asset in ['explore.js', 'explore.css']:
+            with self.subTest(asset=asset):
+                self.assertEqual(self.client.get(f'/explore/static/{asset}').status_code, 200)
+
+    def test_security_headers(self):
+        response = self.client.get('/explore')
+        policy = response.headers['Content-Security-Policy']
+        self.assertIn("script-src 'self'", policy)
+        self.assertIn("style-src 'self'", policy)
+        self.assertNotIn('unsafe-inline', policy)
+        self.assertEqual(response.headers['X-Content-Type-Options'], 'nosniff')
+        self.assertEqual(response.headers['Cache-Control'], 'no-store')
+
+    def test_no_export_button_when_export_disabled(self):
+        config = dict(TABLE_CONFIG, results=[{'enable': True}])
+        api, client = self.make_api(config)
+        self.assertNotIn('/explore/export', client.get('/explore').get_data(as_text=True))
+        self.assertEqual(client.get('/explore/export').status_code, 400)
+
+
+class TestExploreData(ExploreTestCase):
+
+    def setUp(self):
+        self.api, self.client = self.make_api(TABLE_CONFIG)
+
+    def write_rows(self, rows):
+        os.makedirs(self.api.processing.directory, exist_ok=True)
+        pd.DataFrame(rows).to_csv(os.path.join(self.api.processing.directory, 'data.csv'), index=False)
+
+    def test_no_data(self):
+        data = strict_json(self.client.get('/explore/api/data'))
+        self.assertEqual(data['count'], 0)
+        self.assertEqual(data['table']['rows'], [])
+        self.assertEqual([c['name'] for c in data['columns']], ['temperature', 'humidity', 'status'])
+
+    def test_summary(self):
+        # /measure rejects values outside min/max, so the out-of-range row is
+        # written directly (as for data stored before the limits were set)
+        now = datetime.now()
+        stamp = lambda minutes: (now - timedelta(minutes=minutes)).strftime('%Y-%m-%d %H:%M:%S')
+        self.write_rows([
+            {'temperature': 20, 'humidity': 40, 'status': 'ok', 'timestamp': stamp(20)},
+            {'temperature': 35, 'humidity': 41, 'status': 'ok', 'timestamp': stamp(10)},
+        ])
+        body = {'temperature': 22, 'status': '<script>alert(1)</script>'}
+        self.assertEqual(self.client.post('/measure', json=body).status_code, 200)
+
+        response = self.client.get('/explore/api/data')
+        self.assertEqual(response.status_code, 200)
+        data = strict_json(response)
+        columns = {c['name']: c for c in data['columns']}
+
+        self.assertEqual(data['count'], 3)
+        self.assertTrue(data['timestamp'])
+        self.assertEqual(data['refresh'], 5)
+        self.assertEqual(columns['temperature']['min'], 15.0)
+        self.assertEqual(columns['temperature']['max'], 30.0)
+        self.assertEqual(columns['temperature']['outside'], 1)
+        self.assertTrue(columns['temperature']['numeric'])
+        self.assertFalse(columns['status']['numeric'])
+
+        # Missing in the last measurement: last is null, previous value is kept
+        self.assertIsNone(columns['humidity']['last'])
+        self.assertEqual(columns['humidity']['last_valid'], 41)
+        self.assertEqual(columns['humidity']['missing'], 1)
+
+        # Device values are returned as plain data (rendered as text by the page)
+        self.assertEqual(columns['status']['last'], '<script>alert(1)</script>')
+
+        self.assertEqual(data['series']['values']['humidity'], [40, 41, None])
+        self.assertNotIn('status', data['series']['values'])
+        self.assertEqual(data['table']['columns'], ['timestamp', 'temperature', 'humidity', 'status'])
+        self.assertEqual([r['temperature'] for r in data['table']['rows']], [22, 35, 20])
+
+    def test_ranges(self):
+        now = datetime.now().replace(microsecond=0)
+        self.write_rows([
+            {'temperature': 20, 'humidity': 1, 'status': 'a',
+             'timestamp': (now - timedelta(days=10)).strftime('%Y-%m-%d %H:%M:%S')},
+            {'temperature': 21, 'humidity': 2, 'status': 'b',
+             'timestamp': (now - timedelta(hours=5)).strftime('%Y-%m-%d %H:%M:%S')},
+            {'temperature': 22, 'humidity': 3, 'status': 'c',
+             'timestamp': (now - timedelta(minutes=10)).strftime('%Y-%m-%d %H:%M:%S')},
+        ])
+        counts = {r: strict_json(self.client.get(f'/explore/api/data?range={r}'))['count']
+                  for r in ['1h', '24h', '7d', '30d', 'all']}
+        self.assertEqual(counts, {'1h': 1, '24h': 2, '7d': 2, '30d': 3, 'all': 3})
+
+        data = strict_json(self.client.get('/explore/api/data?range=all'))
+        self.assertEqual(data['ranges'], ['1h', '24h', '7d', '30d', 'all'])
+
+        response = self.client.get('/explore/api/data?range=year')
+        self.assertEqual(response.status_code, 400)
+        self.assertIn('Invalid range', response.get_json()['message'])
+
+    def test_without_timestamps(self):
+        config = dict(TABLE_CONFIG, timestamp=False)
+        api, client = self.make_api(config)
+        client.post('/measure', json={'temperature': 20})
+        client.post('/measure', json={'temperature': 21})
+        data = strict_json(client.get('/explore/api/data'))
+        self.assertFalse(data['timestamp'])
+        self.assertEqual(data['ranges'], [])
+        self.assertEqual(data['series']['x'], [1, 2])
+        self.assertEqual(data['table']['columns'], ['temperature', 'humidity', 'status'])
+
+    def test_long_series_are_averaged(self):
+        self.api.explorer.MAX_POINTS = 10
+        start = datetime.now() - timedelta(hours=10)
+        self.write_rows([{'temperature': i, 'humidity': 1, 'status': 'x',
+                          'timestamp': (start + timedelta(minutes=i)).strftime('%Y-%m-%d %H:%M:%S')}
+                         for i in range(100)])
+        data = strict_json(self.client.get('/explore/api/data?range=all'))
+        self.assertEqual(data['count'], 100)
+        self.assertEqual(data['bucket'], 10)
+        self.assertEqual(len(data['series']['values']['temperature']), 10)
+        self.assertEqual(data['series']['values']['temperature'][0], 4.5)
+        self.assertEqual(len(data['table']['rows']), 10)
+        self.assertEqual(data['interval'], 60.0)
+
+    def test_export(self):
+        self.client.post('/measure', json={'temperature': 20})
+        response = self.client.get('/explore/export')
+        self.assertEqual(response.status_code, 200)
+        self.assertEqual(response.headers['Content-Type'], 'text/csv')
+        self.assertTrue(response.get_data(as_text=True).startswith('temperature,humidity,status,timestamp'))
+
+    def test_image_endpoints_not_available(self):
+        self.assertEqual(self.client.get('/explore/api/images').status_code, 400)
+
+
+class TestExplorePassword(ExploreTestCase):
+
+    def setUp(self):
+        self.api, self.client = self.make_api(dict(TABLE_CONFIG, password='s3cret'))
+        self.client.post('/measure', json={'temperature': 20}, headers={'X-API-Key': 's3cret'})
+
+    def test_requires_login(self):
+        response = self.client.get('/explore')
+        self.assertEqual(response.status_code, 302)
+        self.assertTrue(response.headers['Location'].endswith('/explore/login'))
+        self.assertEqual(self.client.get('/explore/api/data').status_code, 401)
+        self.assertEqual(self.client.get('/explore/export').status_code, 401)
+
+    def test_query_password_is_not_accepted(self):
+        # The password must not end up in URLs (browser history, logs)
+        self.assertEqual(self.client.get('/explore/api/data?password=s3cret').status_code, 401)
+
+    def test_wrong_password(self):
+        response = self.client.post('/explore/login', data={'password': 'wrong'})
+        self.assertEqual(response.status_code, 401)
+        self.assertIn('Wrong password', response.get_data(as_text=True))
+        self.assertEqual(self.client.get('/explore/api/data').status_code, 401)
+
+    def test_login_and_logout(self):
+        self.assertEqual(self.client.get('/explore/login').status_code, 200)
+        response = self.client.post('/explore/login', data={'password': 's3cret'})
+        self.assertEqual(response.status_code, 302)
+        self.assertEqual(self.client.get('/explore').status_code, 200)
+        self.assertEqual(self.client.get('/explore/api/data').status_code, 200)
+
+        self.client.post('/explore/logout')
+        self.assertEqual(self.client.get('/explore/api/data').status_code, 401)
+
+    def test_header_for_scripts(self):
+        for headers in [{'X-API-Key': 's3cret'}, {'Authorization': 'Bearer s3cret'}]:
+            with self.subTest(headers=headers):
+                self.assertEqual(self.client.get('/explore/api/data', headers=headers).status_code, 200)
+        self.assertEqual(self.client.get('/explore/api/data', headers={'X-API-Key': 'x'}).status_code, 401)
+
+    def test_numeric_password(self):
+        api, client = self.make_api(dict(TABLE_CONFIG, password=1234))
+        self.assertEqual(client.post('/explore/login', data={'password': '1234'}).status_code, 302)
+
+    def test_secret_key_from_config(self):
+        api, client = self.make_api(dict(TABLE_CONFIG, password='x', secret_key='fixed-key'))
+        self.assertEqual(api.app.secret_key, 'fixed-key')
+
+
+class TestExploreImages(ExploreTestCase):
+
+    def setUp(self):
+        self.api, self.client = self.make_api(
+            {'data': [{'key': 'image'}], 'explore': [{'enable': True}]}, format='image')
+
+    def upload(self, name):
+        return self.client.post('/measure', data={'image': (io.BytesIO(PNG), name)},
+                                content_type='multipart/form-data')
+
+    def test_gallery(self):
+        self.assertIn(b'data-gallery="true"', self.client.get('/explore').data)
+
+        data = strict_json(self.client.get('/explore/api/images'))
+        self.assertEqual(data['count'], 0)
+
+        self.assertEqual(self.upload('a.png').status_code, 200)
+        self.assertEqual(self.upload('b.png').status_code, 200)
+
+        data = strict_json(self.client.get('/explore/api/images'))
+        self.assertEqual(data['count'], 2)
+        self.assertEqual(data['count_24h'], 2)
+        self.assertEqual(data['bytes'], 2 * len(PNG))
+
+        image = self.client.get(data['images'][0]['url'])
+        self.assertEqual(image.status_code, 200)
+        self.assertEqual(image.data, PNG)
+        self.assertIn('sandbox', image.headers['Content-Security-Policy'])
+
+        self.assertEqual(self.client.get('/explore/api/data').status_code, 400)
+
+    def test_only_stored_images_are_served(self):
+        self.upload('a.png')
+        os.makedirs(self.api.processing.directory, exist_ok=True)
+        with open(os.path.join(self.api.processing.directory, 'notes.txt'), 'w') as f:
+            f.write('secret')
+        for name in ['notes.txt', '..%2Fapi.py', 'missing.png']:
+            with self.subTest(name=name):
+                self.assertEqual(self.client.get(f'/explore/images/{name}').status_code, 404)
+        names = [f['name'] for f in strict_json(self.client.get('/explore/api/images'))['images']]
+        self.assertNotIn('notes.txt', names)
+
+
+if __name__ == '__main__':
+    unittest.main()