From 418078bf680860b265c01c8c2231d2347439cb72 Mon Sep 17 00:00:00 2001
From: Fabian Zills <46721498+PythonFZ@users.noreply.github.com>
Date: Mon, 26 Aug 2024 14:23:00 +0200
Subject: [PATCH] Improved Plotting (#614)

* new plotting draft

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* duplicate button, snap to grid

* working version of multiple plots

* show plots

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* support upload

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* fix analysis methods

* update analysis tests

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* support selected frames

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* sort, unique and log selected ids

* update progress bar viewer

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* improve UI looks

* use set

* reset selection

* fix bookmarks

* improve plottly hover experience

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* allow for default plot size

* react state bugfix

* show SOME plot when running

* add `ShowPlotsWindow`

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* add missing tooltip

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* bugfix and UI improvement

* add controls crosshair

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* split progress bar into multiple pars

* remove iteration over all positions

* performance improvements

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* make handle draggable

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* add plots window button

* remove showplots python code

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* limit max and minimum frame for dragging

* improve progress bar style

* add allowDrag button

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* use `bg-secondary` instead of `bg-dark`

* toggle frame

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* full plots support

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---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 README.md                          |    2 +-
 app/src/App.css                    |   59 ++
 app/src/App.tsx                    |  105 ++-
 app/src/components/headbar.tsx     |   43 +-
 app/src/components/particles.tsx   |   35 +-
 app/src/components/plotting.tsx    |  265 ++++++++
 app/src/components/progressbar.tsx |  407 ++++++++---
 app/src/components/sidebar.tsx     |  178 +----
 app/src/components/utils.tsx       |    6 +
 poetry.lock                        | 1001 +++++++++++++++-------------
 pyproject.toml                     |    2 +-
 tests/test_analysis.py             |   16 +-
 zndraw/analyse/__init__.py         |    8 +-
 zndraw/base.py                     |    6 +-
 zndraw/cli.py                      |    8 +-
 zndraw/scene.py                    |    5 +
 zndraw/server/events.py            |   43 +-
 zndraw/tasks/__init__.py           |   18 +-
 zndraw/upload.py                   |    8 +-
 zndraw/utils.py                    |   22 +
 zndraw/zndraw.py                   |   11 +-
 21 files changed, 1472 insertions(+), 776 deletions(-)
 create mode 100644 app/src/components/plotting.tsx

diff --git a/README.md b/README.md
index a10e59880..2fd9d076c 100644
--- a/README.md
+++ b/README.md
@@ -61,7 +61,7 @@ You can modify various aspects of the visualization:
 - `vis.points`
 - `vis.selection`
 - `vis.step`
-- `vis.figure`
+- `vis.figures`
 - `vis.bookmarks`
 - `vis.geometries`
 
diff --git a/app/src/App.css b/app/src/App.css
index 420d56f9f..1ebb886e4 100644
--- a/app/src/App.css
+++ b/app/src/App.css
@@ -81,3 +81,62 @@
   height: 100%;
   border: none;
 }
+:root {
+  --handle-size: 12px; /* Base size for the handle */
+  --handle-color: rgb(48, 75, 183); /* Color of the handle */
+}
+
+.square {
+  width: var(--handle-size);
+  height: var(--handle-size);
+  background-color: var(--handle-color); /* Color of the square */
+  border-left: calc(var(--handle-size) / 2) solid transparent;
+  border-right: calc(var(--handle-size) / 2) solid transparent;
+}
+
+.triangle {
+  width: 0;
+  height: 0;
+  border-left: calc(var(--handle-size) / 2) solid transparent;
+  border-right: calc(var(--handle-size) / 2) solid transparent;
+  border-top: calc(var(--handle-size) / 2) solid var(--handle-color); /* Color of the triangle */
+}
+
+.handle {
+  position: absolute;
+  top: -15px; /* Adjust this value based on your design */
+  transform: translateX(-50%);
+  display: flex;
+  align-items: center;
+  flex-direction: column;
+  z-index: 2; /* Ensure it is above other elements */
+}
+
+.progress-bar-v-line {
+  position: absolute;
+  top: 0;
+  left: 0;
+  transform: translateX(-50%);
+  width: 2px; /* Thickness of the line */
+  height: 100%; /* Full height of the column */
+  background-color: var(--handle-color); /* Color of the line */
+  z-index: 1; /* Ensure it is above tiles but below the bookmark */
+}
+
+.progress-bar-tick-line {
+  position: absolute;
+  top: 0;
+  left: 0;
+  transform: translateX(-50%) translateY(-100%);
+  width: 1px; /* Thickness of the line */
+  height: 14%; /* Size of the tick */
+  z-index: 1; /* Ensure it is visible */
+}
+
+.progress-bar-bookmark {
+  position: absolute;
+  top: 0;
+  left: 0;
+  /* z-index: 1; */
+  transform: translateX(-50%);
+}
diff --git a/app/src/App.tsx b/app/src/App.tsx
index d0cc2545f..a2fab4485 100644
--- a/app/src/App.tsx
+++ b/app/src/App.tsx
@@ -20,13 +20,15 @@ import {
 import { Frames, Frame, Player } from "./components/particles";
 import { Geometries } from "./components/geometries";
 import "./App.css";
+import { Plotting } from "./components/plotting";
 
-import { Canvas, useThree } from "@react-three/fiber";
+import { Canvas, useThree, useFrame } from "@react-three/fiber";
 import {
   OrbitControls,
   PerspectiveCamera,
   TrackballControls,
   TransformControls,
+  Box,
 } from "@react-three/drei";
 import { Button, InputGroup, Form } from "react-bootstrap";
 import * as THREE from "three";
@@ -35,6 +37,53 @@ import ControlsBuilder from "./components/transforms";
 import { ParticleInfoOverlay, SceneInfoOverlay } from "./components/overlays";
 import VectorField from "./components/vectorfield";
 import { useColorMode } from "./components/utils";
+import { IndicesState } from "./components/utils";
+
+const MoveCameraTarget = ({
+  controlsRef,
+  colorMode,
+}: {
+  controlsRef: any;
+  colorMode: string;
+}) => {
+  const controlsCrosshairRef = useRef<THREE.Object3D>(null);
+  const shortDimension = 0.05;
+  const longDimension = 0.5;
+
+  // Update the controlsCrosshair position to match the orbit controls target
+  useFrame(() => {
+    if (controlsCrosshairRef.current && controlsRef.current) {
+      const crosshair = controlsCrosshairRef.current;
+      const target = controlsRef.current.target;
+      crosshair.position.copy(target);
+    }
+  });
+
+  return (
+    <group ref={controlsCrosshairRef}>
+      {/* X axis box */}
+      <Box scale={[longDimension, shortDimension, shortDimension]}>
+        <meshStandardMaterial
+          color={colorMode == "light" ? "#454b66" : "#f5fdc6"}
+        />
+      </Box>
+
+      {/* Y axis box */}
+      <Box scale={[shortDimension, longDimension, shortDimension]}>
+        <meshStandardMaterial
+          color={colorMode == "light" ? "#454b66" : "#f5fdc6"}
+        />
+      </Box>
+
+      {/* Z axis box */}
+      <Box scale={[shortDimension, shortDimension, longDimension]}>
+        <meshStandardMaterial
+          color={colorMode == "light" ? "#454b66" : "#f5fdc6"}
+        />
+      </Box>
+    </group>
+  );
+};
 
 export default function App() {
   // const [isConnected, setIsConnected] = useState(socket.connected);
@@ -60,6 +109,10 @@ export default function App() {
   const [length, setLength] = useState<number>(0);
   // updated via sockets
   const [step, setStep] = useState<number>(0);
+  const [selectedFrames, setSelectedFrames] = useState<IndicesState>({
+    active: true,
+    indices: new Set<number>(),
+  });
   const [selectedIds, setSelectedIds] = useState<Set<number>>(new Set());
   const [bookmarks, setBookmarks] = useState<any>({}); // {name: [step, ...]
   const [points, setPoints] = useState<THREE.Vector3[]>([]);
@@ -114,6 +167,7 @@ export default function App() {
   const [cursorPosition, setCursorPosition] = useState({ x: 0, y: 0 });
   const [lineLength, setLineLength] = useState<number>(0);
   const [showParticleInfo, setShowParticleInfo] = useState<boolean>(false);
+  const [addPlotsWindow, setAddPlotsWindow] = useState<number>(0);
 
   // external useEffects, should be disabled when
   // the input is received via sockets
@@ -393,8 +447,18 @@ export default function App() {
             setStep(nextBookmark);
           }
         } else {
-          // Move to the next step, or wrap around to the start
-          setStep((prevStep) => (prevStep + 1 < length ? prevStep + 1 : 0));
+          if (selectedFrames.indices.size > 0 && selectedFrames.active) {
+            const nextFrame = Array.from(selectedFrames.indices).find(
+              (frame) => frame > step,
+            );
+            if (nextFrame) {
+              setStep(nextFrame);
+            } else {
+              setStep(Math.min(...selectedFrames.indices));
+            }
+          } else {
+            setStep((prevStep) => (prevStep + 1 < length ? prevStep + 1 : 0));
+          }
         }
       } else if (event.key === "ArrowLeft") {
         setPlaying(false);
@@ -410,9 +474,22 @@ export default function App() {
           }
         } else {
           // Move to the previous step, or wrap around to the end
-          setStep((prevStep) =>
-            prevStep - 1 >= 0 ? prevStep - 1 : length - 1,
-          );
+          // check if selectedFrames length is greater than 0, then only jump
+          // between selectedFrames
+          if (selectedFrames.indices.size > 0 && selectedFrames.active) {
+            const previousFrame = Array.from(selectedFrames.indices)
+              .reverse()
+              .find((frame) => frame < step);
+            if (previousFrame) {
+              setStep(previousFrame);
+            } else {
+              setStep(Math.max(...selectedFrames.indices));
+            }
+          } else {
+            setStep((prevStep) =>
+              prevStep - 1 >= 0 ? prevStep - 1 : length - 1,
+            );
+          }
         }
       } else if (event.key == "ArrowUp") {
         // jump 10 percent, or to the end
@@ -425,6 +502,7 @@ export default function App() {
         const newStep = Math.max(step - Math.floor(length / 10), 0);
         setStep(newStep);
       } else if (event.key == " ") {
+        // backspace
         updateLength();
         setPlaying((prev) => !prev);
         if (step == length - 1) {
@@ -656,6 +734,12 @@ export default function App() {
                 makeDefault
               />
             )}
+            {roomConfig["scene"].crosshair && (
+              <MoveCameraTarget
+                controlsRef={controlsRef}
+                colorMode={colorMode}
+              />
+            )}
             <Player
               playing={playing}
               togglePlaying={setPlaying}
@@ -664,6 +748,7 @@ export default function App() {
               fps={roomConfig["scene"].fps}
               loop={roomConfig["scene"]["Animation Loop"]}
               length={length}
+              selectedFrames={selectedFrames}
             />
             <Line3D
               points={points}
@@ -722,6 +807,7 @@ export default function App() {
           modifierQueue={modifierQueue}
           isAuthenticated={isAuthenticated}
           roomLock={roomLock}
+          setAddPlotsWindow={setAddPlotsWindow}
         />
         <Sidebar
           selectionSchema={selectionSchema}
@@ -746,6 +832,13 @@ export default function App() {
           setStep={setStep}
           bookmarks={bookmarks}
           setBookmarks={setBookmarks}
+          selectedFrames={selectedFrames}
+          setSelectedFrames={setSelectedFrames}
+        />
+        <Plotting
+          setStep={setStep}
+          setSelectedFrames={setSelectedFrames}
+          addPlotsWindow={addPlotsWindow}
         />
         {showParticleInfo && (
           <>
diff --git a/app/src/components/headbar.tsx b/app/src/components/headbar.tsx
index 46aed4048..61839cf5f 100644
--- a/app/src/components/headbar.tsx
+++ b/app/src/components/headbar.tsx
@@ -41,7 +41,7 @@ import {
   FaPencil,
 } from "react-icons/fa6";
 import { TbPlugConnected } from "react-icons/tb";
-import { MdExitToApp } from "react-icons/md";
+import { MdAddChart, MdExitToApp } from "react-icons/md";
 
 function getServerUrl() {
   const { protocol, host } = window.location;
@@ -347,6 +347,22 @@ const FileUpload = forwardRef((props, ref) => {
   );
 });
 
+interface HeadBarProps {
+  room: string;
+  colorMode: string;
+  handleColorMode: any;
+  setIsDrawing: any;
+  setGeometries: any;
+  setPoints: any;
+  isDrawing: boolean;
+  tutorialURL: string;
+  showSiMGen: boolean;
+  modifierQueue: number;
+  isAuthenticated: boolean;
+  roomLock: boolean;
+  setAddPlotsWindow: any;
+}
+
 const HeadBar = ({
   room,
   colorMode,
@@ -360,20 +376,8 @@ const HeadBar = ({
   modifierQueue,
   isAuthenticated,
   roomLock,
-}: {
-  room: string;
-  colorMode: string;
-  handleColorMode: any;
-  setIsDrawing: any;
-  setGeometries: any;
-  setPoints: any;
-  isDrawing: boolean;
-  tutorialURL: string;
-  showSiMGen: boolean;
-  modifierQueue: number;
-  isAuthenticated: boolean;
-  roomLock: boolean;
-}) => {
+  setAddPlotsWindow,
+}: HeadBarProps) => {
   const [helpModalShow, setHelpModalShow] = useState(false);
   const [connectModalShow, setConnectModalShow] = useState(false);
   const [refreshModalShow, setRefreshModalShow] = useState(false);
@@ -513,6 +517,15 @@ const HeadBar = ({
                   <FaCode />
                 </Button>
               </BtnTooltip>
+              <BtnTooltip text="Add plots window">
+                <Button
+                  variant="outline-primary"
+                  className="mx-1"
+                  onClick={() => setAddPlotsWindow((prev: number) => prev + 1)}
+                >
+                  <MdAddChart />
+                </Button>
+              </BtnTooltip>
               <FileUpload />
               <BtnTooltip text="Download">
                 <Button
diff --git a/app/src/components/particles.tsx b/app/src/components/particles.tsx
index 86c6ac189..cc979af92 100644
--- a/app/src/components/particles.tsx
+++ b/app/src/components/particles.tsx
@@ -4,6 +4,7 @@ import * as THREE from "three";
 import { useFrame, useThree } from "@react-three/fiber";
 import { Line } from "@react-three/drei";
 import Arrows from "./meshes";
+import { IndicesState } from "./utils";
 
 export interface Frame {
   arrays: { colors: Array<string>; radii: Array<number> };
@@ -16,12 +17,22 @@ export interface Frame {
   positions: THREE.Vector3[]; // only number[][] | before being mapped immediately
   vectors: [number, number, number][][];
 }
-``;
 
 export interface Frames {
   [key: number]: { _type: string; value: Frame };
 }
 
+interface PlayerProps {
+  playing: boolean;
+  step: number;
+  setStep: (step: number) => void;
+  fps: number;
+  length: number;
+  loop: boolean;
+  togglePlaying: (playing: boolean) => void;
+  selectedFrames: IndicesState;
+}
+
 export const Player = ({
   playing,
   step,
@@ -30,7 +41,8 @@ export const Player = ({
   length,
   loop,
   togglePlaying: setPlaying,
-}: any) => {
+  selectedFrames,
+}: PlayerProps) => {
   useFrame(({ clock }) => {
     const a = clock.getElapsedTime();
     if (a > 1 / fps) {
@@ -39,10 +51,25 @@ export const Player = ({
           if (!loop) {
             setPlaying(!playing);
           } else {
-            setStep(0);
+            if (selectedFrames.indices.size > 0 && selectedFrames.active) {
+              setStep(Math.min(...selectedFrames.indices));
+            } else {
+              setStep(0);
+            }
           }
         } else {
-          setStep(step + 1);
+          if (selectedFrames.indices.size > 0 && selectedFrames.active) {
+            const nextFrame = Array.from(selectedFrames.indices).find(
+              (frame) => frame > step,
+            );
+            if (nextFrame) {
+              setStep(nextFrame);
+            } else {
+              setStep(Math.min(...selectedFrames.indices));
+            }
+          } else {
+            setStep(step + 1);
+          }
         }
       }
       // reset the clock
diff --git a/app/src/components/plotting.tsx b/app/src/components/plotting.tsx
new file mode 100644
index 000000000..d7915d2af
--- /dev/null
+++ b/app/src/components/plotting.tsx
@@ -0,0 +1,265 @@
+// Plottly interface
+import { Button, Card, Form } from "react-bootstrap";
+import { useState, useRef, useEffect } from "react";
+import { socket } from "../socket";
+import { Rnd, RndResizeCallback } from "react-rnd";
+import Plot from "react-plotly.js";
+import { IoDuplicate } from "react-icons/io5";
+import { FaLock, FaLockOpen } from "react-icons/fa";
+import { BtnTooltip } from "./tooltips";
+import { IndicesState } from "./utils";
+
+interface PlottingProps {
+  setStep: (step: number) => void;
+  setSelectedFrames: (selectedFrames: IndicesState) => void;
+  addPlotsWindow: number;
+}
+
+export const Plotting = ({
+  setStep,
+  setSelectedFrames,
+  addPlotsWindow,
+}: PlottingProps) => {
+  const [availablePlots, setAvailablePlots] = useState<string[]>([]);
+  const [plotData, setPlotData] = useState<{ [key: string]: any }>({});
+  const [displayedCards, setDisplayedCards] = useState<number[]>([]);
+
+  useEffect(() => {
+    if (addPlotsWindow > 0) {
+      setDisplayedCards((prevCards) => {
+        const newCardIndex =
+          prevCards.length > 0 ? prevCards[prevCards.length - 1] + 1 : 0;
+        return [...prevCards, newCardIndex];
+      });
+    }
+  }, [addPlotsWindow]);
+
+  // on analysis:figure:refresh add another card
+  useEffect(() => {
+    const handleFigureRefresh = () => {
+      setDisplayedCards((prevCards) => {
+        const newCardIndex =
+          prevCards.length > 0 ? prevCards[prevCards.length - 1] + 1 : 0;
+        return [...prevCards, newCardIndex];
+      });
+    };
+    socket.on("analysis:figure:refresh", handleFigureRefresh);
+    return () => {
+      socket.off("analysis:figure:refresh", handleFigureRefresh);
+    };
+  }, []); // Removed displayedCards from dependencies
+
+  useEffect(() => {
+    availablePlots.forEach((plot) => {
+      socket.emit("analysis:figure:get", plot, (data: any) => {
+        setPlotData((prevData) => ({
+          ...prevData,
+          [plot]: JSON.parse(data),
+        }));
+      });
+    });
+  }, [availablePlots]);
+
+  return (
+    <>
+      {displayedCards.map((cardIndex) => (
+        <PlotsCard
+          key={cardIndex}
+          identifier={cardIndex}
+          availablePlots={availablePlots}
+          setAvailablePlots={setAvailablePlots}
+          plotData={plotData}
+          setDisplayedCards={setDisplayedCards}
+          setStep={setStep}
+          setSelectedFrames={setSelectedFrames}
+        />
+      ))}
+    </>
+  );
+};
+
+interface PlotsCardProps {
+  identifier: number;
+  availablePlots: string[];
+  setAvailablePlots: (availablePlots: string[]) => void;
+  plotData: { [key: string]: any };
+  setDisplayedCards: (displayedCards: number[]) => void;
+  setStep: (step: number) => void;
+  setSelectedFrames: (selectedFrames: IndicesState) => void;
+}
+
+const PlotsCard = ({
+  identifier,
+  availablePlots,
+  setAvailablePlots,
+  plotData,
+  setDisplayedCards,
+  setStep,
+  setSelectedFrames,
+}: PlotsCardProps) => {
+  const cardRef = useRef<any>(null);
+  const [selectedOption, setSelectedOption] = useState<string>("");
+  const [allowDrag, setAllowDrag] = useState<boolean>(true);
+  const [plotLayout, setPlotLayout] = useState<any>({});
+
+  const handleSelectChange = (event: React.ChangeEvent<HTMLSelectElement>) => {
+    setSelectedOption(event.target.value);
+  };
+
+  // set initial data if availablePlots is not empty
+  useEffect(() => {
+    socket.emit("analysis:figure:keys", (data: string[]) => {
+      setAvailablePlots(data);
+    });
+  }, []);
+
+  // once plot data updates and selectedOption == "" set selectedOption to first available plot
+  // TODO: this part is still very buggy!
+  useEffect(() => {
+    if (availablePlots.length > 0 && selectedOption === "") {
+      setSelectedOption(availablePlots[0]);
+    }
+  }, [availablePlots, selectedOption]);
+
+  useEffect(() => {
+    if (plotData[selectedOption]) {
+      setPlotLayout(plotData[selectedOption].layout);
+    }
+  }, [plotData, selectedOption]);
+
+  const onPlotClick = ({ points }: { points: any[] }) => {
+    if (points[0]?.customdata) {
+      setStep(points[0].customdata[0]);
+    } else {
+      setStep(points[0].pointIndex);
+    }
+  };
+
+  const onPlotSelected = (event: any) => {
+    setAllowDrag(false);
+    const selectedFrames = event.points.map((point: any) =>
+      point.customdata ? point.customdata[0] : point.pointIndex,
+    );
+    setSelectedFrames({
+      active: true,
+      indices: new Set(selectedFrames),
+    });
+  };
+
+  const onPlotDeselect = () => {
+    setSelectedFrames({
+      active: true,
+      indices: new Set(),
+    });
+  };
+
+  const handleSelectClick = () => {
+    socket.emit("analysis:figure:keys", (data: string[]) => {
+      setAvailablePlots(data);
+    });
+  };
+
+  const closeThisCard = () => {
+    setDisplayedCards((prevCards) =>
+      prevCards.filter((card) => card !== identifier),
+    );
+  };
+
+  const addAnotherCard = () => {
+    setDisplayedCards((prevCards) => {
+      const newCardIndex =
+        prevCards.length > 0 ? prevCards[prevCards.length - 1] + 1 : 0;
+      return [...prevCards, newCardIndex];
+    });
+  };
+
+  const onResize: RndResizeCallback = () => {
+    if (cardRef.current) {
+      setPlotLayout((prev) => ({
+        ...prev,
+        width: cardRef.current.clientWidth - 20,
+        height: cardRef.current.clientHeight - 60,
+      }));
+    }
+  };
+
+  return (
+    <Rnd
+      minHeight={200}
+      minWidth={220}
+      onResize={onResize}
+      disableDragging={!allowDrag}
+      dragGrid={[50, 50]}
+      resizeGrid={[50, 50]}
+    >
+      <Card
+        style={{
+          padding: 0,
+          width: "100%",
+          height: "100%",
+        }}
+        ref={cardRef}
+      >
+        <Card.Header
+          className="d-flex justify-content-between align-items-center flex-nowrap"
+          style={{ height: 50 }}
+        >
+          <Form.Select
+            onChange={handleSelectChange}
+            onClick={handleSelectClick}
+            defaultValue=""
+          >
+            {selectedOption === "" && (
+              <option value="" disabled>
+                Select plot
+              </option>
+            )}
+            {availablePlots.map((plot, index) => (
+              <option key={index} value={plot}>
+                {plot}
+              </option>
+            ))}
+          </Form.Select>
+          <BtnTooltip
+            text={allowDrag ? "Lock card movement" : "Unlock card movement"}
+          >
+            <Button
+              variant="outline-secondary"
+              className="mx-1"
+              onClick={() => setAllowDrag(!allowDrag)}
+            >
+              {allowDrag ? <FaLockOpen /> : <FaLock />}
+            </Button>
+          </BtnTooltip>
+          <BtnTooltip text="Add another card">
+            <Button
+              variant="tertiary"
+              className="mx-2 btn btn-outline-secondary"
+              onClick={addAnotherCard}
+            >
+              <IoDuplicate />
+            </Button>
+          </BtnTooltip>
+          <Button variant="close" className="mx-2" onClick={closeThisCard} />
+        </Card.Header>
+        <Card.Body style={{ padding: 0 }}>
+          {plotData[selectedOption] ? (
+            <Plot
+              data={plotData[selectedOption].data}
+              frames={plotData[selectedOption].frames}
+              config={plotData[selectedOption].config}
+              layout={plotLayout}
+              onHover={() => setAllowDrag(false)}
+              // onUnhover={() => setAllowDrag(true)}
+              onClick={onPlotClick}
+              onSelected={onPlotSelected}
+              onDeselect={onPlotDeselect}
+            />
+          ) : (
+            <h3 className="text-secondary m-3">No data available</h3>
+          )}
+        </Card.Body>
+      </Card>
+    </Rnd>
+  );
+};
diff --git a/app/src/components/progressbar.tsx b/app/src/components/progressbar.tsx
index e9bdacbee..355d7c7b9 100644
--- a/app/src/components/progressbar.tsx
+++ b/app/src/components/progressbar.tsx
@@ -1,15 +1,10 @@
-import React from "react";
-import {
-  ProgressBar,
-  InputGroup,
-  Form,
-  Container,
-  Row,
-  Col,
-} from "react-bootstrap";
-
-import { FaRegBookmark } from "react-icons/fa";
+import React, { useState, useEffect } from "react";
+import { InputGroup, Form, Container, Row, Col, Card } from "react-bootstrap";
+
+import { FaEye, FaLock, FaRegBookmark } from "react-icons/fa";
 import { OverlayTrigger, Tooltip } from "react-bootstrap";
+import { PiSelection, PiSelectionSlash } from "react-icons/pi";
+import { IndicesState } from "./utils";
 
 interface JumpFrameProps {
   step: number;
@@ -41,7 +36,7 @@ const JumpFrame: React.FC<JumpFrameProps> = ({ step, setStep, length }) => {
   };
 
   return (
-    <InputGroup className="mb-1">
+    <InputGroup>
       <Form.Control
         className="text-center"
         placeholder={`${step}/${length - 1}`}
@@ -57,15 +52,104 @@ const JumpFrame: React.FC<JumpFrameProps> = ({ step, setStep, length }) => {
   );
 };
 
+interface ProgressBarProps {
+  length: number;
+  disabledFrames: number[];
+  bookmarks: any;
+  setBookmarks: any;
+  step: number;
+  setStep: (step: number) => void;
+}
+
+const ColoredTiles = ({
+  length,
+  disabledFrames,
+  setStep,
+  tickInterval,
+}: {
+  length: number;
+  disabledFrames: number[];
+  setStep: (step: number) => void;
+  tickInterval: number;
+}) => {
+  useEffect(() => {
+    console.log("component rerendered");
+  }, [length, disabledFrames, setStep, tickInterval]);
+
+  const [disabledPositions, setdisabledPositions] = useState<number[]>([]);
+  const [ticks, setTicks] = useState<number[]>([]);
+
+  useEffect(() => {
+    const disabledPositions = [...Array(length).keys()].filter((position) =>
+      disabledFrames.includes(position),
+    );
+    setdisabledPositions(disabledPositions);
+  }, [length, disabledFrames]);
+
+  useEffect(() => {
+    const ticks = [...Array(length).keys()].filter(
+      (position) => position % tickInterval === 0,
+    );
+    setTicks(ticks);
+  }, [length, tickInterval]);
+
+  const onTileClick = (event: any) => {
+    const rect = event.target.getBoundingClientRect();
+    const x = event.clientX - rect.left;
+    const position = Math.floor((x / rect.width) * length);
+    setStep(position);
+  };
+  return (
+    <>
+      {ticks.map((position) => {
+        const commonStyles = {
+          left: `${(position / length) * 100}%`,
+          width: `${100 / (length - 1)}%`,
+          height: 25,
+        };
+        return (
+          <div
+            key={position}
+            className={`position-absolute`}
+            style={commonStyles}
+          >
+            <div className="progress-bar-tick-line bg-secondary"></div>
+          </div>
+        );
+      })}
+      <div
+        className={`position-absolute ${disabledPositions.length === 0 ? "bg-body" : "bg-success"}`}
+        style={{ width: "100%", height: 25 }}
+        onClick={(e) => onTileClick(e)}
+      ></div>
+
+      {disabledPositions.map((position) => {
+        const commonStyles = {
+          left: `${(position / length) * 100}%`,
+          width: `${100 / (length - 1)}%`,
+          height: 25,
+        };
+        return (
+          <div
+            key={position}
+            className={`position-absolute p-0 bg-body`}
+            style={commonStyles}
+          ></div>
+        );
+      })}
+    </>
+  );
+};
+
 const Bookmarks = ({
-  setBookmarks,
-  bookmarks,
   length,
+  bookmarks,
+  setBookmarks,
   setStep,
 }: {
-  setBookmarks: any;
-  bookmarks: { [number: string]: string };
   length: number;
+  bookmarks: { [key: number]: string };
+  setBookmarks: (bookmarks: { [key: number]: string }) => void;
   setStep: (step: number) => void;
 }) => {
   const handleBookmarkClick = (event: any, number: number) => {
@@ -79,37 +163,81 @@ const Bookmarks = ({
   };
 
   return (
-    <Container fluid className="fixed-bottom py-0">
-      <Row className="justify-content-center position-relative">
-        {Object.entries(bookmarks).map(([number, name]) => {
-          const position = (parseInt(number) / length) * 100;
-          return (
-            <OverlayTrigger
-              key={`bookmark-${number}`}
-              placement="top"
-              delay={{ show: 0, hide: 100 }}
-              overlay={<Tooltip>{name}</Tooltip>}
+    <>
+      {Object.keys(bookmarks).map((key) => {
+        const position = parseInt(key);
+        return (
+          <OverlayTrigger
+            key={position}
+            placement="top"
+            delay={{ show: 0, hide: 100 }}
+            overlay={
+              <Tooltip style={{ marginLeft: "0.375em" }}>
+                {bookmarks[position]}
+              </Tooltip>
+            }
+          >
+            <div
+              className="position-absolute progress-bar-bookmark"
+              style={{
+                left: `${(position / length) * 100}%`,
+                top: 7,
+                marginLeft: "-0.375em",
+              }}
             >
-              <Col
-                xs="auto"
-                style={{
-                  position: "absolute",
-                  left: `${position}%`,
-                  bottom: "14px",
-                  transform: "translateX(-50%)",
-                }}
-              >
-                <FaRegBookmark
-                  title={name}
-                  color="grey"
-                  onClick={(e) => handleBookmarkClick(e, parseInt(number))}
-                />
-              </Col>
-            </OverlayTrigger>
-          );
-        })}
-      </Row>
-    </Container>
+              <FaRegBookmark
+                className="position-absolute"
+                size={"0.75em"}
+                onClick={(e) => handleBookmarkClick(e, position)}
+              />
+            </div>
+          </OverlayTrigger>
+        );
+      })}
+    </>
+  );
+};
+
+const VLine = ({ length, step }: { length: number; step: number }) => {
+  return (
+    <div
+      className="position-absolute p-0 progress-bar-v-line"
+      style={{ left: `${(step / length) * 100}%`, height: 25, width: "2px" }}
+      // why do I need to overwrite the height and width here?
+    ></div>
+  );
+};
+
+const ProgressBar = ({
+  length,
+  disabledFrames,
+  bookmarks,
+  setBookmarks,
+  step,
+  setStep,
+}: ProgressBarProps) => {
+  const [tickInterval, setTickInterval] = useState<number>(1);
+
+  useEffect(() => {
+    setTickInterval(Math.floor(length / 100) + 1);
+  }, [length]);
+
+  return (
+    <Row className="position-relative">
+      <ColoredTiles
+        length={length}
+        disabledFrames={disabledFrames}
+        setStep={setStep}
+        tickInterval={tickInterval}
+      />
+      <Bookmarks
+        length={length}
+        bookmarks={bookmarks}
+        setBookmarks={setBookmarks}
+        setStep={setStep}
+      />
+      <VLine length={length} step={step} />
+    </Row>
   );
 };
 
@@ -117,60 +245,163 @@ interface FrameProgressBarProps {
   length: number;
   step: number;
   setStep: (step: number) => void;
-  bookmarks: { number: string };
-  setBookmarks: any;
+  selectedFrames: IndicesState;
+  bookmarks: any[]; // Replace with actual type if known
+  setBookmarks: (bookmarks: any[]) => void; // Replace with actual type if known
+  setSelectedFrames: (selectedFrames: IndicesState) => void;
 }
 
 const FrameProgressBar: React.FC<FrameProgressBarProps> = ({
   length,
   step,
   setStep,
+  selectedFrames,
   bookmarks,
   setBookmarks,
+  setSelectedFrames,
 }) => {
-  const handleClick = (event: React.MouseEvent<HTMLDivElement, MouseEvent>) => {
-    const percentage = event.clientX / window.innerWidth;
-    const newStep = Math.floor(percentage * length);
-    setStep(newStep);
+  const [linePosition, setLinePosition] = useState<number>(0);
+  const [disabledFrames, setDisabledFrames] = useState<number[]>([]);
+  const progressHandleParentRef = React.createRef<HTMLDivElement>();
+
+  useEffect(() => {
+    // disable frames are the frames that are not selected, if the selectedFrames is not empty
+    if (selectedFrames.indices.size > 0 && selectedFrames.active) {
+      const disabledFrames = [...Array(length).keys()].filter(
+        (frame) => !selectedFrames.indices.has(frame),
+      );
+      setDisabledFrames(disabledFrames);
+    } else {
+      setDisabledFrames([]);
+    }
+  }, [selectedFrames, length]);
+
+  const handleSelectionReset = () => {
+    console.log("toggle selection");
+    setSelectedFrames((prev) => ({
+      indices: prev.indices,
+      active: !prev.active,
+    }));
+  };
+
+  useEffect(() => {
+    // Calculate the linePosition based on the step, length, and window width
+    setLinePosition((step / length) * 100);
+  }, [step, length]);
+
+  const handleMouseDown = (e) => {
+    e.preventDefault();
+    if (!progressHandleParentRef.current) {
+      console.error(
+        "progressHandleParentRef is not set - dragging will not work",
+      );
+      return;
+    }
+    // we need to store the parent rect in a variable because
+    // once we move the mouse, the parent rect will change
+    const parentRect = progressHandleParentRef.current.getBoundingClientRect();
+
+    const handleMouseMove = (e) => {
+      // compute the lineposition based on the mouse position and the length
+      const x = e.clientX - parentRect.left;
+      const position = Math.floor((x / parentRect.width) * length);
+      setStep(Math.min(Math.max(position, 0), length - 1));
+    };
+
+    document.addEventListener("mousemove", handleMouseMove);
+
+    document.addEventListener(
+      "mouseup",
+      () => {
+        document.removeEventListener("mousemove", handleMouseMove);
+      },
+      { once: true },
+    );
   };
 
   return (
-    <>
-      <Container
-        fluid
-        className="fixed-bottom py-0"
-        style={{ pointerEvents: "none" }}
-      >
-        <Row
-          className="justify-content-center"
-          style={{ pointerEvents: "none" }}
-        >
-          <Col xs="auto" style={{ pointerEvents: "auto" }}>
-            <JumpFrame step={step} setStep={setStep} length={length} />
-          </Col>
-        </Row>
-        <Row
-          className="justify-content-center"
-          style={{ pointerEvents: "auto" }}
-        >
-          <Col xs={12} className="px-0 py-0">
-            <ProgressBar
-              now={step}
-              className="frame-progress-bar"
-              onClick={handleClick}
-              max={length - 1}
-              style={{ margin: "0 auto", padding: 0, cursor: "pointer" }}
-            />
-          </Col>
-        </Row>
-      </Container>
-      <Bookmarks
-        bookmarks={bookmarks}
-        length={length}
-        setStep={setStep}
-        setBookmarks={setBookmarks}
-      />
-    </>
+    <Container fluid className="fixed-bottom px-0 py-0">
+      <Row>
+        <Col xs="2">
+          <Row>
+            <Col
+              className="d-flex bg-secondary justify-content-center align-items-center"
+              style={{ height: 1 }}
+            ></Col>
+          </Row>
+          <Row>
+            <Col
+              className="d-flex bg-body justify-content-center align-items-center"
+              style={{ height: 25 }}
+            >
+              <JumpFrame step={step} setStep={setStep} length={length} />
+              <OverlayTrigger
+                placement="top"
+                delay={{ show: 0, hide: 100 }}
+                overlay={<Tooltip>toggle selection</Tooltip>}
+              >
+                <div>
+                  {" "}
+                  {selectedFrames.active ? (
+                    <PiSelection onClick={handleSelectionReset} />
+                  ) : (
+                    <PiSelectionSlash onClick={handleSelectionReset} />
+                  )}
+                </div>
+              </OverlayTrigger>
+            </Col>
+          </Row>
+        </Col>
+        <Col>
+          <Row className="position-relative">
+            <Col
+              className="d-flex justify-content-center"
+              ref={progressHandleParentRef}
+            >
+              <div
+                className="handle"
+                style={{ left: `${linePosition}%`, cursor: "pointer" }}
+                onMouseDown={(e) => handleMouseDown(e)}
+              >
+                <div className="square"></div>
+                <div className="triangle"></div>
+              </div>
+            </Col>
+          </Row>
+          <Row>
+            <Col
+              className="d-flex bg-secondary justify-content-center align-items-center"
+              style={{ height: 1 }}
+            ></Col>
+          </Row>
+
+          <ProgressBar
+            length={length}
+            disabledFrames={disabledFrames}
+            bookmarks={bookmarks}
+            step={step}
+            setStep={setStep}
+            setBookmarks={setBookmarks}
+          />
+        </Col>
+        <Col xs="1">
+          <Row>
+            <Col
+              className="d-flex bg-secondary justify-content-center align-items-center"
+              style={{ height: 1 }}
+            ></Col>
+          </Row>
+          <Row>
+            <Col
+              className="d-flex bg-body justify-content-center align-items-center"
+              style={{ height: 25 }}
+            >
+              1
+            </Col>
+          </Row>
+        </Col>
+      </Row>
+    </Container>
   );
 };
 
diff --git a/app/src/components/sidebar.tsx b/app/src/components/sidebar.tsx
index f8f0dc002..d09406a47 100644
--- a/app/src/components/sidebar.tsx
+++ b/app/src/components/sidebar.tsx
@@ -1,4 +1,4 @@
-import { Button, Navbar, Nav, Card, Collapse } from "react-bootstrap";
+import { Button, Navbar, Nav, Card } from "react-bootstrap";
 import { BtnTooltip } from "./tooltips";
 import {
   FaRegChartBar,
@@ -13,8 +13,6 @@ import { socket } from "../socket";
 import { useEffect } from "react";
 
 import { JSONEditor } from "@json-editor/json-editor";
-import Plot from "react-plotly.js";
-import { Rnd } from "react-rnd";
 
 JSONEditor.defaults.options.theme = "bootstrap5";
 JSONEditor.defaults.options.iconlib = "fontawesome5";
@@ -37,12 +35,11 @@ interface SidebarMenuProps {
   closeMenu?: () => void;
 }
 
-interface handleFigureDataProps {
-  setPlotData: (data: any) => void;
-  setShowPlotsCard: (value: boolean) => void;
-}
-
-const useJSONEditor = (schema: any, setUserInput: (value: any) => void) => {
+const useJSONEditor = (
+  schema: any,
+  setUserInput: (value: any) => void,
+  useSubmit: boolean,
+) => {
   const editorRef = useRef<HTMLDivElement>(null);
   const JSONEditorRef = useRef<JSONEditor | null>(null);
 
@@ -57,6 +54,19 @@ const useJSONEditor = (schema: any, setUserInput: (value: any) => void) => {
       });
       let created_trigger = false;
 
+      // on ready, validate and set user input
+      JSONEditorRef.current.on("ready", () => {
+        if (useSubmit) {
+          // when using the submit button, we need to set the user input on ready
+          // otherwise, it could be None.
+          console.log("Setting user input on ready");
+          if (JSONEditorRef.current.validate()) {
+            const editorValue = JSONEditorRef.current.getValue();
+            setUserInput(editorValue);
+          }
+        }
+      });
+
       JSONEditorRef.current.on("change", () => {
         if (JSONEditorRef.current.ready) {
           if (created_trigger) {
@@ -107,7 +117,7 @@ const SidebarMenu: React.FC<SidebarMenuProps> = ({
     }
   }, [trigger]);
 
-  const editorRef = useJSONEditor(schema, setUserInput);
+  const editorRef = useJSONEditor(schema, setUserInput, useSubmit);
 
   useEffect(() => {
     if (!useSubmit && userInput !== null) {
@@ -152,136 +162,6 @@ const SidebarMenu: React.FC<SidebarMenuProps> = ({
   );
 };
 
-const handleFigureData = ({
-  setPlotData,
-  setShowPlotsCard,
-}: handleFigureDataProps) => {
-  useEffect(() => {
-    const handleFigure = (data) => {
-      try {
-        const parsedData = JSON.parse(data);
-        setPlotData(parsedData);
-        setShowPlotsCard(true);
-      } catch (error) {
-        console.error("Error parsing JSON data: ", error);
-      }
-    };
-
-    socket.on("analysis:figure:set", handleFigure);
-    return () => {
-      socket.off("analysis:figure:set", handleFigure);
-    };
-  }, []);
-};
-
-const PlotsCard = ({
-  plotData,
-  setPlotData,
-  colorMode,
-  showPlotsCard,
-  setShowPlotsCard,
-  setStep,
-}: {
-  plotData: any;
-  setPlotData: any;
-  colorMode: string;
-  showPlotsCard: boolean;
-  setShowPlotsCard: any;
-  setStep: any;
-}) => {
-  const [plotStyle, setPlotStyle] = useState<any>({
-    width: "100%",
-    height: "100%",
-  });
-  const [renderKey, setRenderKey] = useState<number>(0);
-  const cardRef = useRef<any>(null);
-
-  useEffect(() => {
-    if (plotData) {
-      const newPlotData = { ...plotData };
-      newPlotData.layout.paper_bgcolor =
-        colorMode === "dark" ? "rgba(0,0,0, 0)" : "rgba(255,255,255, 0)";
-      setPlotData(newPlotData);
-    }
-    const newPlotStyle = { ...plotStyle };
-    newPlotStyle.filter =
-      colorMode === "dark" ? "invert(75%) hue-rotate(180deg)" : "";
-    setPlotStyle(newPlotStyle);
-  }, [colorMode]);
-
-  const onResize = () => {
-    if (cardRef.current) {
-      const newPlotData = { ...plotData };
-      newPlotData.layout.width = cardRef.current.clientWidth;
-      newPlotData.layout.height = cardRef.current.clientHeight - 50;
-      setPlotData(newPlotData);
-      setRenderKey((prevKey) => prevKey + 1);
-    }
-  };
-
-  const onPlotClick = ({
-    event,
-    points,
-  }: {
-    event: MouseEvent;
-    points: any[];
-  }) => {
-    if (points[0].customdata) {
-      setStep(points[0].customdata[0]);
-    } else {
-      setStep(points[0].pointIndex);
-    }
-  };
-
-  return (
-    <Rnd
-      default={{
-        x: 100,
-        y: -100,
-        width: 400,
-        height: 400,
-      }}
-      minHeight={200}
-      minWidth={220}
-      style={{
-        zIndex: 1000,
-        padding: 0,
-        margin: 0,
-        display: showPlotsCard ? "block" : "none",
-      }}
-      onResize={onResize}
-    >
-      <Card
-        style={{
-          margin: 0,
-          padding: 0,
-          width: "100%",
-          height: "100%",
-        }}
-        ref={cardRef}
-      >
-        <Card.Header className="d-flex justify-content-between align-items-center">
-          <Card.Title>Analysis Figure</Card.Title>
-          <Button variant="close" onClick={() => setShowPlotsCard(false)} />
-        </Card.Header>
-        <Card.Body>
-          {plotData.data.length > 0 && (
-            <Plot
-              key={renderKey}
-              data={plotData.data}
-              layout={plotData.layout}
-              frames={plotData.frames}
-              config={plotData.config}
-              style={plotStyle}
-              onClick={onPlotClick}
-            />
-          )}
-        </Card.Body>
-      </Card>
-    </Rnd>
-  );
-};
-
 function SideBar({
   selectionSchema,
   modifierSchema,
@@ -316,14 +196,6 @@ function SideBar({
   setStep: any;
 }) {
   const [visibleOption, setVisibleOption] = useState<string>("");
-  const [plotData, setPlotData] = useState({
-    data: [],
-    layout: {},
-    frames: [],
-    config: {},
-  });
-  const [showPlotsCard, setShowPlotsCard] = useState<boolean>(false);
-
   useEffect(() => {
     if (visibleOption !== "") {
       // emit visibleOption:schema e.g. selection:schema
@@ -331,8 +203,6 @@ function SideBar({
     }
   }, [visibleOption]);
 
-  handleFigureData({ setPlotData, setShowPlotsCard });
-
   // if any menu is open and you click escape, close it
   useEffect(() => {
     function handleKeyDown(event: KeyboardEvent) {
@@ -493,14 +363,6 @@ function SideBar({
         useSubmit={true}
         closeMenu={() => setVisibleOption("")}
       />
-      <PlotsCard
-        setPlotData={setPlotData}
-        plotData={plotData}
-        colorMode={colorMode}
-        showPlotsCard={showPlotsCard}
-        setShowPlotsCard={setShowPlotsCard}
-        setStep={setStep}
-      />
     </>
   );
 }
diff --git a/app/src/components/utils.tsx b/app/src/components/utils.tsx
index 0ae89ee9d..30825b6f9 100644
--- a/app/src/components/utils.tsx
+++ b/app/src/components/utils.tsx
@@ -68,3 +68,9 @@ export const interpolateColor = (
 
   return new THREE.Color().setHSL(h, s, l);
 };
+
+// Define the type for your state
+export type IndicesState = {
+  active: boolean;
+  indices: Set<number>; // or Set<string> if you have string indices
+};
diff --git a/poetry.lock b/poetry.lock
index 9c07dcdcd..c58038ee1 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,98 +2,98 @@
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.3.2"
-description = "Happy Eyeballs"
+version = "2.3.5"
+description = "Happy Eyeballs for asyncio"
 optional = false
-python-versions = ">=3.8,<4.0"
+python-versions = ">=3.8"
 files = [
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 name = "bidict"
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 [package.dependencies]
@@ -852,63 +867,83 @@ test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
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 [package.extras]
@@ -980,13 +1015,13 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "datamodel-code-generator"
-version = "0.25.8"
+version = "0.25.9"
 description = "Datamodel Code Generator"
 optional = false
 python-versions = "<4.0,>=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1013,33 +1048,33 @@ validation = ["openapi-spec-validator (>=0.2.8,<0.7.0)", "prance (>=0.18.2)"]
 
 [[package]]
 name = "debugpy"
-version = "1.8.2"
+version = "1.8.5"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [[package]]
@@ -1213,13 +1248,13 @@ pgp = ["gpg"]
 
 [[package]]
 name = "dvc"
-version = "3.53.0"
+version = "3.53.2"
 description = "Git for data scientists - manage your code and data together"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1286,13 +1321,13 @@ webhdfs-kerberos = ["dvc-webhdfs[kerberos] (>=3.1,<4)"]
 
 [[package]]
 name = "dvc-data"
-version = "3.15.1"
+version = "3.15.2"
 description = "DVC's data management subsystem"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1309,8 +1344,8 @@ tqdm = ">=4.63.1,<5"
 [package.extras]
 all = ["dvc-data[cli]"]
 cli = ["rich (>=10.11.0,<14.0.0)", "typer[all] (>=0.6)"]
-dev = ["blake3 (>=0.3.1)", "dvc-data[all]", "dvc-data[tests]", "mypy (==1.9.0)", "types-tqdm"]
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+dev = ["blake3 (>=0.3.1)", "dvc-data[all]", "dvc-data[tests]", "mypy (==1.11.1)", "types-tqdm"]
+tests = ["pytest (>=7,<9)", "pytest-benchmark (>=4)", "pytest-cov (>=4.1.0)", "pytest-mock", "pytest-servers[s3] (==0.5.5)", "pytest-sugar"]
 
 [[package]]
 name = "dvc-http"
@@ -2417,28 +2452,28 @@ files = [
 
 [[package]]
 name = "kombu"
-version = "5.3.7"
+version = "5.4.0"
 description = "Messaging library for Python."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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-vine = "*"
+vine = "5.1.0"
 
 [package.extras]
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 azurestoragequeues = ["azure-identity (>=1.12.0)", "azure-storage-queue (>=12.6.0)"]
 confluentkafka = ["confluent-kafka (>=2.2.0)"]
-consul = ["python-consul2"]
+consul = ["python-consul2 (==0.1.5)"]
 librabbitmq = ["librabbitmq (>=2.0.0)"]
 mongodb = ["pymongo (>=4.1.1)"]
-msgpack = ["msgpack"]
-pyro = ["pyro4"]
+msgpack = ["msgpack (==1.0.8)"]
+pyro = ["pyro4 (==4.82)"]
 qpid = ["qpid-python (>=0.26)", "qpid-tools (>=0.26)"]
 redis = ["redis (>=4.5.2,!=4.5.5,!=5.0.2)"]
 slmq = ["softlayer-messaging (>=1.0.3)"]
@@ -2537,40 +2572,51 @@ files = [
 
 [[package]]
 name = "matplotlib"
-version = "3.9.1"
+version = "3.9.2"
 description = "Python plotting package"
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 python-versions = ">=3.9"
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+    {file = "SQLAlchemy-2.0.32-cp38-cp38-win32.whl", hash = "sha256:c41a2b9ca80ee555decc605bd3c4520cc6fef9abde8fd66b1cf65126a6922d65"},
+    {file = "SQLAlchemy-2.0.32-cp38-cp38-win_amd64.whl", hash = "sha256:8a37e4d265033c897892279e8adf505c8b6b4075f2b40d77afb31f7185cd6ecd"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:52fec964fba2ef46476312a03ec8c425956b05c20220a1a03703537824b5e8e1"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:328429aecaba2aee3d71e11f2477c14eec5990fb6d0e884107935f7fb6001632"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:85a01b5599e790e76ac3fe3aa2f26e1feba56270023d6afd5550ed63c68552b3"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:aaf04784797dcdf4c0aa952c8d234fa01974c4729db55c45732520ce12dd95b4"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:4488120becf9b71b3ac718f4138269a6be99a42fe023ec457896ba4f80749525"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:14e09e083a5796d513918a66f3d6aedbc131e39e80875afe81d98a03312889e6"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-win32.whl", hash = "sha256:0d322cc9c9b2154ba7e82f7bf25ecc7c36fbe2d82e2933b3642fc095a52cfc78"},
+    {file = "SQLAlchemy-2.0.32-cp39-cp39-win_amd64.whl", hash = "sha256:7dd8583df2f98dea28b5cd53a1beac963f4f9d087888d75f22fcc93a07cf8d84"},
+    {file = "SQLAlchemy-2.0.32-py3-none-any.whl", hash = "sha256:e567a8793a692451f706b363ccf3c45e056b67d90ead58c3bc9471af5d212202"},
+    {file = "SQLAlchemy-2.0.32.tar.gz", hash = "sha256:c1b88cc8b02b6a5f0efb0345a03672d4c897dc7d92585176f88c67346f565ea8"},
 ]
 
 [package.dependencies]
@@ -4369,17 +4424,17 @@ sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "sqltrie"
-version = "0.11.0"
+version = "0.11.1"
 description = "SQL-based prefix tree inspired by pygtrie and python-diskcache"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "sqltrie-0.11.0-py3-none-any.whl", hash = "sha256:132c3d2675dd14970093e2f8dcde906f7a3c900c4477641da71c0c8627eb5a0e"},
-    {file = "sqltrie-0.11.0.tar.gz", hash = "sha256:e613a74843e2b55ce1d20d333100d6a41127a1d6c12f835915f58fbd13944a82"},
+    {file = "sqltrie-0.11.1-py3-none-any.whl", hash = "sha256:21489d6f4a6ef3f5144846f7dc98d9a8792fecc622513560277a28b8af2d7e67"},
+    {file = "sqltrie-0.11.1.tar.gz", hash = "sha256:56963921dec494881b048e968d5556a90ed273b5dba1ea0aaac462f3b9815d21"},
 ]
 
 [package.dependencies]
-attrs = "*"
+attrs = ">=22.2.0"
 orjson = {version = "*", markers = "implementation_name == \"cpython\""}
 pygtrie = "*"
 
@@ -4487,13 +4542,13 @@ files = [
 
 [[package]]
 name = "tomlkit"
-version = "0.13.0"
+version = "0.13.2"
 description = "Style preserving TOML library"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tomlkit-0.13.0-py3-none-any.whl", hash = "sha256:7075d3042d03b80f603482d69bf0c8f345c2b30e41699fd8883227f89972b264"},
-    {file = "tomlkit-0.13.0.tar.gz", hash = "sha256:08ad192699734149f5b97b45f1f18dad7eb1b6d16bc72ad0c2335772650d7b72"},
+    {file = "tomlkit-0.13.2-py3-none-any.whl", hash = "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde"},
+    {file = "tomlkit-0.13.2.tar.gz", hash = "sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79"},
 ]
 
 [[package]]
@@ -4518,13 +4573,13 @@ files = [
 
 [[package]]
 name = "tqdm"
-version = "4.66.4"
+version = "4.66.5"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.4-py3-none-any.whl", hash = "sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644"},
-    {file = "tqdm-4.66.4.tar.gz", hash = "sha256:e4d936c9de8727928f3be6079590e97d9abfe8d39a590be678eb5919ffc186bb"},
+    {file = "tqdm-4.66.5-py3-none-any.whl", hash = "sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd"},
+    {file = "tqdm-4.66.5.tar.gz", hash = "sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad"},
 ]
 
 [package.dependencies]
@@ -4870,17 +4925,17 @@ dask = ["bokeh (>=2.4.2,<3.0.0)", "dask (>=2022.12.1,<2023.0.0)", "dask-jobqueue
 
 [[package]]
 name = "znh5md"
-version = "0.3.3"
+version = "0.3.5"
 description = "ASE Interface for the H5MD format."
 optional = false
 python-versions = "<4.0,>=3.10"
 files = [
-    {file = "znh5md-0.3.3-py3-none-any.whl", hash = "sha256:492d942057c461c67f4505ecbfc602d66c83409bb037f7d17efb8b478a1b4025"},
-    {file = "znh5md-0.3.3.tar.gz", hash = "sha256:e1b2e8578c4bdac8f75c701d2b8c1a8324a0eef1658ace13d641e04c97a872e9"},
+    {file = "znh5md-0.3.5-py3-none-any.whl", hash = "sha256:63199eb167a2c37df5cd40340c2665c894246eebd88aac8d0d39cb0fef351840"},
+    {file = "znh5md-0.3.5.tar.gz", hash = "sha256:94cc40518d7a78e8a9fc8742865928d0b7aee8c7421d3f42a9ad6820f138057e"},
 ]
 
 [package.dependencies]
-ase = ">=3.22,<4.0"
+ase = ">=3.23,<4.0"
 h5py = ">=3,<4"
 tqdm = ">=4,<5"
 typer = {version = ">=0,<1", extras = ["all"]}
@@ -4901,13 +4956,13 @@ typeguard = ["typeguard (>=2.13.3,<3.0.0)"]
 
 [[package]]
 name = "znjson"
-version = "0.2.3"
+version = "0.2.4"
 description = "A Python Package to Encode/Decode some common file formats to json"
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
-    {file = "znjson-0.2.3-py3-none-any.whl", hash = "sha256:a23d81f39e3fd663c4c27361a03858ba3d5295f337c73d917e2ac1422016817b"},
-    {file = "znjson-0.2.3.tar.gz", hash = "sha256:5de937e46b10e128157e8fe8d424dc28b5dbbf43b6b9d6a7dc8f6cdc61036cef"},
+    {file = "znjson-0.2.4-py3-none-any.whl", hash = "sha256:92db002c1b83cdab720ca373f8fd9caf87544cc3d575a0fc7f45df7afc99e306"},
+    {file = "znjson-0.2.4.tar.gz", hash = "sha256:445b4125588e8cb40a75e3e1db22531788631bb4489f1022baec31f411d6472d"},
 ]
 
 [[package]]
@@ -4954,4 +5009,4 @@ znjson = ">=0.2,<0.3"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "dfe34e49abb95f365956771f593119ff7ed359449679a489059a7132fc8c013a"
+content-hash = "4d39e8c826a6fb9df1ac1230e4d74862c33039d7de2b5add7390ba7d96aedfff"
diff --git a/pyproject.toml b/pyproject.toml
index 95ccd8219..a6041511f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,7 +26,7 @@ redis = "^5"
 splines = "^0.3"
 znsocket = "^0.1.6"
 lazy-loader = "^0.4"
-znjson = "^0.2.3"
+znjson = "^0.2.4"
 
 
 [tool.poetry.group.dev.dependencies]
diff --git a/tests/test_analysis.py b/tests/test_analysis.py
index 653a031c9..b90bec52b 100644
--- a/tests/test_analysis.py
+++ b/tests/test_analysis.py
@@ -6,12 +6,12 @@
 def test_run_analysis_distance(server, s22_energy_forces):
     vis = ZnDraw(url=server, token="test_token")
     vis.extend(s22_energy_forces)
-    assert vis.figure is None
+    assert vis.figures == {}
     vis.selection = [0, 1]
 
     vis.socket.emit("analysis:run", {"method": {"discriminator": "Distance"}})
     vis.socket.sleep(7)
-    fig = pio.from_json(vis.figure)
+    fig = pio.from_json(vis.figures["Distance"])
     # assert that the x-axis label is "step"
     assert fig.layout.xaxis.title.text == "step"
 
@@ -19,12 +19,12 @@ def test_run_analysis_distance(server, s22_energy_forces):
 def test_run_analysis_Properties1D(server, s22_energy_forces):
     vis = ZnDraw(url=server, token="test_token")
     vis.extend(s22_energy_forces)
-    assert vis.figure is None
+    assert vis.figures == {}
     vis.socket.emit(
         "analysis:run", {"method": {"discriminator": "Properties1D", "value": "energy"}}
     )
     vis.socket.sleep(7)
-    fig = pio.from_json(vis.figure)
+    fig = pio.from_json(vis.figures["Properties1D"])
     # assert that the x-axis label is "step"
     assert fig.layout.xaxis.title.text == "step"
     assert fig.layout.yaxis.title.text == "energy"
@@ -33,7 +33,7 @@ def test_run_analysis_Properties1D(server, s22_energy_forces):
 def test_run_analysis_Properties2D(server, s22_energy_forces):
     vis = ZnDraw(url=server, token="test_token")
     vis.extend(s22_energy_forces)
-    assert vis.figure is None
+    assert vis.figures == {}
     vis.socket.emit(
         "analysis:run",
         {
@@ -46,7 +46,7 @@ def test_run_analysis_Properties2D(server, s22_energy_forces):
         },
     )
     vis.socket.sleep(7)
-    fig = pio.from_json(vis.figure)
+    fig = pio.from_json(vis.figures["Properties2D"])
     # assert that the x-axis label is "step"
     assert fig.layout.yaxis.title.text == "step"
     assert fig.layout.xaxis.title.text == "energy"
@@ -55,11 +55,11 @@ def test_run_analysis_Properties2D(server, s22_energy_forces):
 def test_run_analysis_DihedralAngle(server, s22_energy_forces):
     vis = ZnDraw(url=server, token="test_token")
     vis.extend(s22_energy_forces)
-    assert vis.figure is None
+    assert vis.figures == {}
     vis.selection = [0, 1, 3, 4]
 
     vis.socket.emit("analysis:run", {"method": {"discriminator": "DihedralAngle"}})
     vis.socket.sleep(7)
-    fig = pio.from_json(vis.figure)
+    fig = pio.from_json(vis.figures["DihedralAngle"])
     # assert that the x-axis label is "step"
     assert fig.layout.xaxis.title.text == "step"
diff --git a/zndraw/analyse/__init__.py b/zndraw/analyse/__init__.py
index 1096d2db3..31fc023e0 100644
--- a/zndraw/analyse/__init__.py
+++ b/zndraw/analyse/__init__.py
@@ -38,7 +38,7 @@ def run(self, vis):
             {"step": list(range(len(atoms_lst))), "dihedral": dihedral_angles}
         )
         fig = px.line(df, x="step", y="dihedral", render_mode="svg")
-        vis.figure = fig.to_json()
+        vis.figures = vis.figures | {"DihedralAngle": fig.to_json()}
 
 
 class Distance(Extension):
@@ -73,7 +73,7 @@ def run(self, vis):
                     fig.add_scatter(
                         x=smooth_df["step"], y=smooth_df[col], name=f"smooth_{col}"
                     )
-        vis.figure = fig.to_json()
+        vis.figures = vis.figures | {"Distance": fig.to_json()}
 
 
 class Properties2D(Extension):
@@ -140,7 +140,7 @@ def run(self, vis):
                 scaleanchor="x",
                 scaleratio=1,
             )
-        vis.figure = fig.to_json()
+        vis.figures = vis.figures | {"Properties2D": fig.to_json()}
 
 
 class Properties1D(Extension):
@@ -190,7 +190,7 @@ def run(self, vis):
                         x=smooth_df["step"], y=smooth_df[col], name=f"smooth_{col}"
                     )
 
-        vis.figure = fig.to_json()
+        vis.figures = vis.figures | {"Properties1D": fig.to_json()}
 
 
 methods = t.Union[
diff --git a/zndraw/base.py b/zndraw/base.py
index 59fa404f0..6d5196c96 100644
--- a/zndraw/base.py
+++ b/zndraw/base.py
@@ -170,12 +170,12 @@ def segments(self) -> np.ndarray:
 
     @property
     @abstractmethod
-    def figure(self):
+    def figures(self):
         pass
 
-    @figure.setter
+    @figures.setter
     @abstractmethod
-    def figure(self, fig: str):
+    def figures(self, fig: str):
         pass
 
     @property
diff --git a/zndraw/cli.py b/zndraw/cli.py
index 1387cfda7..c332197c0 100644
--- a/zndraw/cli.py
+++ b/zndraw/cli.py
@@ -12,7 +12,7 @@
 from zndraw.app import create_app
 from zndraw.base import FileIO
 from zndraw.standalone import run_celery_worker, run_znsocket
-from zndraw.tasks import read_file
+from zndraw.tasks import read_file, read_plots
 from zndraw.upload import upload
 from zndraw.utils import get_port
 
@@ -120,6 +120,9 @@ def main(
     max_http_buffer_size: int = typer.Option(
         None, help="Maximum size of the HTTP buffer in bytes. Default is 1MB."
     ),
+    plots: list[str] = typer.Option(
+        None, "--plots", "-p", help="List of plots to be shown in the ZnDraw GUI."
+    ),
 ):
     """Start the ZnDraw server.
 
@@ -179,7 +182,7 @@ def main(
     )
 
     if url is not None:
-        upload(url, token, fileio, append)
+        upload(url, token, fileio, append, plots)
         return
 
     typer.echo(
@@ -189,6 +192,7 @@ def main(
     app = create_app()
 
     read_file.delay(fileio.to_dict())
+    read_plots.delay(plots)
 
     if browser:
         import webbrowser
diff --git a/zndraw/scene.py b/zndraw/scene.py
index 43a0a01da..b7a0ed3a3 100644
--- a/zndraw/scene.py
+++ b/zndraw/scene.py
@@ -63,6 +63,10 @@ class Scene(BaseModel):
         True,
         description="Jump to updated frames.",
     )
+    crosshair: bool = Field(
+        False,
+        description="Show camera controls target.",
+    )
     # bonds: bool = Field(
     #     True,
     #     description="Show bonds.",
@@ -115,6 +119,7 @@ def get_updated_schema(cls) -> dict:
         schema["properties"]["simulation_box"]["format"] = "checkbox"
         schema["properties"]["vectorfield"]["format"] = "checkbox"
         schema["properties"]["frame_update"]["format"] = "checkbox"
+        schema["properties"]["crosshair"]["format"] = "checkbox"
         # schema["properties"]["resolution"]["format"] = "range"
         # schema["properties"]["label_offset"]["format"] = "range"
         schema["properties"]["particle_size"]["format"] = "range"
diff --git a/zndraw/server/events.py b/zndraw/server/events.py
index b14f9f03c..d1102546a 100644
--- a/zndraw/server/events.py
+++ b/zndraw/server/events.py
@@ -451,21 +451,48 @@ def analysis_figure_set(data: dict):
         # This is currently using push and the figure is not stored
         room = session.get("token")
         r: Redis = current_app.extensions["redis"]
-        r.set(f"room:{room}:analysis:figure", json.dumps(data))
+        if not r.exists(f"room:{room}:analysis:figures"):
+            default_figures = znsocket.Dict(r, "room:default:analysis:figures")
+            figures = znsocket.Dict(r, f"room:{room}:analysis:figures")
+            figures.update(default_figures)
+        else:
+            figures = znsocket.Dict(r, f"room:{room}:analysis:figures")
+        # remove all keys that are not in data
+        for key in list(figures.keys()):
+            if key not in data:
+                del figures[key]
+        # add all keys that are in data
+        for key, value in data.items():
+            figures[key] = value
         emit(
-            "analysis:figure:set",
-            data,
+            "analysis:figure:refresh",
+            list(data.keys()),
             to=room,
         )
 
     @io.on("analysis:figure:get")
-    def analysis_figure_get() -> dict | None:
+    def analysis_figure_get(key: str | None = None) -> dict | None:
         room = session.get("token")
         r: Redis = current_app.extensions["redis"]
-        try:
-            return json.loads(r.get(f"room:{room}:analysis:figure"))
-        except TypeError:
-            return None
+        # check if room exists, else copy from default
+        if not r.exists(f"room:{room}:analysis:figures"):
+            default_figures = znsocket.Dict(r, "room:default:analysis:figures")
+            figures = znsocket.Dict(r, f"room:{room}:analysis:figures")
+            figures.update(default_figures)
+        else:
+            figures = znsocket.Dict(r, f"room:{room}:analysis:figures")
+        if key is None:
+            return dict(figures)
+        return figures.get(key)
+
+    @io.on("analysis:figure:keys")
+    def analysis_figure_keys() -> list[str]:
+        room = session.get("token")
+        r: Redis = current_app.extensions["redis"]
+        if not r.exists(f"room:{room}:analysis:figures"):
+            return znsocket.Dict(r, "room:default:analysis:figures").keys()
+        else:
+            return znsocket.Dict(r, f"room:{room}:analysis:figures").keys()
 
     @io.on("selection:run")
     def selection_run(data: dict):
diff --git a/zndraw/tasks/__init__.py b/zndraw/tasks/__init__.py
index dbac10c3a..9dcd1be74 100644
--- a/zndraw/tasks/__init__.py
+++ b/zndraw/tasks/__init__.py
@@ -14,7 +14,7 @@
 from zndraw.base import FileIO
 from zndraw.bonds import ASEComputeBonds
 from zndraw.exceptions import RoomLockedError
-from zndraw.utils import ASEConverter
+from zndraw.utils import ASEConverter, load_plots_to_json
 
 log = logging.getLogger(__name__)
 
@@ -265,3 +265,19 @@ def run_upload_file(room, data: dict):
 
     vis.socket.sleep(1)
     vis.socket.disconnect()
+
+
+@shared_task
+def read_plots(paths: list[str]) -> None:
+    from zndraw.zndraw import ZnDrawLocal
+
+    vis = ZnDrawLocal(
+        r=current_app.extensions["redis"],
+        url=current_app.config["SERVER_URL"],
+        token="default",
+    )
+
+    vis.figures = load_plots_to_json(paths)
+
+    vis.socket.sleep(1)
+    vis.socket.disconnect()
diff --git a/zndraw/upload.py b/zndraw/upload.py
index 9de3e033a..7beae51dc 100644
--- a/zndraw/upload.py
+++ b/zndraw/upload.py
@@ -11,11 +11,14 @@
 from zndraw import ZnDraw
 
 from .tasks import FileIO, get_generator_from_filename
+from .utils import load_plots_to_json
 
 cli = typer.Typer()
 
 
-def upload(url: str, token: t.Optional[str], fileio: FileIO, append: bool = False):
+def upload(
+    url: str, token: t.Optional[str], fileio: FileIO, append: bool, plots: list[str]
+):
     """Upload a file to ZnDraw."""
     if token is None:
         token = str(uuid.uuid4())
@@ -28,3 +31,6 @@ def upload(url: str, token: t.Optional[str], fileio: FileIO, append: bool = Fals
 
     typer.echo(f"Uploading to: {url}/token/{vis.token}")
     vis.extend(list(generator))
+
+    figures = vis.figures
+    vis.figures = load_plots_to_json(plots) | figures
diff --git a/zndraw/utils.py b/zndraw/utils.py
index e94f21be6..1ec2494b5 100644
--- a/zndraw/utils.py
+++ b/zndraw/utils.py
@@ -14,7 +14,9 @@
 import ase
 import datamodel_code_generator
 import numpy as np
+import plotly.graph_objs
 import socketio.exceptions
+import znjson
 from ase.calculators.singlepoint import SinglePointCalculator
 from ase.data import covalent_radii
 from ase.data.colors import jmol_colors
@@ -368,3 +370,23 @@ def get_schema_with_instance_defaults(self) -> dict:
         if key in schema["properties"]:
             schema["properties"][key]["default"] = value
     return schema
+
+
+def load_plots_to_json(paths: list[str]):
+    data = {}
+    for path in paths:
+        plots = znjson.loads(pathlib.Path(path).read_text())
+        if isinstance(plots, plotly.graph_objs.Figure):
+            data[path] = plots.to_json()
+        elif isinstance(plots, dict):
+            if not all(isinstance(v, plotly.graph_objs.Figure) for v in plots.values()):
+                raise ValueError("All values in the plots dict must be plotly.graph_objs")
+            data.update({f"{path}_{k}": v.to_json() for k, v in plots.items()})
+        elif isinstance(plots, list):
+            if not all(isinstance(v, plotly.graph_objs.Figure) for v in plots):
+                raise ValueError("All values in the plots list must be plotly.graph_objs")
+            data.update({f"{path}_{i}": v.to_json() for i, v in enumerate(plots)})
+        else:
+            raise ValueError("The plots must be a dict, list or Figure")
+
+    return data
diff --git a/zndraw/zndraw.py b/zndraw/zndraw.py
index 8eca9ad2b..14c4d0a38 100644
--- a/zndraw/zndraw.py
+++ b/zndraw/zndraw.py
@@ -370,15 +370,20 @@ def step(self, value: int):
         )
 
     @property
-    def figure(self) -> str:
+    def figures(self) -> dict[str, dict | t.Any]:
+        # TODO: znjson.loads
         return call_with_retry(
             self.socket,
             "analysis:figure:get",
             retries=self.timeout["call_retries"],
         )
 
-    @figure.setter
-    def figure(self, fig: str) -> None:
+    @figures.setter
+    def figures(self, fig: dict[str, dict | t.Any]) -> None:
+        """Update the figures on the remote."""
+        # TODO: can you use znsocket.Dict
+        # to update the data an avoid
+        # sending duplicates?
         emit_with_retry(
             self.socket,
             "analysis:figure:set",