diff --git a/.gitignore b/.gitignore
index bf23a33..6888734 100644
--- a/.gitignore
+++ b/.gitignore
@@ -167,3 +167,4 @@ cython_debug/
 #.idea/
 
 .env
+.DS_Store
diff --git a/Makefile b/Makefile
index b986e95..129b055 100644
--- a/Makefile
+++ b/Makefile
@@ -24,18 +24,14 @@ build: ## Build wheel file using poetry
 	@echo "🚀 Creating wheel file"
 	@poetry build
 
-.PHONY: docs-test
-docs-test: ## Test if documentation can be built without warnings or errors
-	@poetry run mkdocs build -s
-
-.PHONY: docs
-docs: ## Build and serve the documentation
-	@poetry run mkdocs serve
-
 .PHONY: serve
-serve: ## Serve API with uvicorn
+serve: ## Serve API with uvicorn in development mode
 	@poetry run uvicorn pypi_scout.api.main:app --reload
 
+.PHONY: frontend
+frontend: ## Serve frontend in development mode
+	@cd frontend; npm run dev
+
 .PHONY: help
 help:
 	@grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | awk 'BEGIN {FS = ":.*?## "}; {printf "\033[36m%-20s\033[0m %s\n", $$1, $$2}'
diff --git a/frontend/app/components/InfoBox.tsx b/frontend/app/components/InfoBox.tsx
index 88c5cd4..60b9b08 100644
--- a/frontend/app/components/InfoBox.tsx
+++ b/frontend/app/components/InfoBox.tsx
@@ -24,7 +24,7 @@ const InfoBox: React.FC<InfoBoxProps> = ({ infoBoxVisible }) => {
         packages on PyPI, which includes all packages with at least ~100
         downloads per week. The results are then scored based on their
         similarity to the query and their number of weekly downloads, and the
-        best results are displayed in the table below.
+        best results are displayed in the plot and table above.
       </p>
     </div>
   );
diff --git a/frontend/app/components/ScatterPlot.tsx b/frontend/app/components/ScatterPlot.tsx
new file mode 100644
index 0000000..2e1e923
--- /dev/null
+++ b/frontend/app/components/ScatterPlot.tsx
@@ -0,0 +1,278 @@
+import React from "react";
+import { Scatter } from "react-chartjs-2";
+import {
+  Chart,
+  Tooltip,
+  Legend,
+  PointElement,
+  LinearScale,
+  Title,
+  LogarithmicScale,
+  CategoryScale,
+} from "chart.js";
+
+Chart.register(
+  Tooltip,
+  Legend,
+  PointElement,
+  LinearScale,
+  Title,
+  LogarithmicScale,
+  CategoryScale,
+);
+
+interface Match {
+  name: string;
+  similarity: number;
+  weekly_downloads: number;
+  summary: string;
+}
+
+interface ScatterPlotProps {
+  results: Match[];
+}
+
+const getColor = (
+  similarity: number,
+  downloads: number,
+  minSim: number,
+  maxSim: number,
+  minLogDownloads: number,
+  maxLogDownloads: number,
+) => {
+  const baseColor = [54, 162, 235]; // Blue
+  const highlightColor = [255, 99, 132]; // Red
+
+  const normalizedSimilarity = (similarity - minSim) / (maxSim - minSim);
+  const normalizedDownloads =
+    (Math.log10(downloads) - minLogDownloads) /
+    (maxLogDownloads - minLogDownloads);
+
+  const weight = Math.min(
+    ((normalizedSimilarity + normalizedDownloads) / 2) * 1.5,
+    1,
+  );
+
+  const color = baseColor.map((base, index) =>
+    Math.round(base + weight * (highlightColor[index] - base)),
+  );
+
+  return `rgba(${color.join(",")}, 0.8)`;
+};
+
+const getPointSize = (
+  similarity: number,
+  downloads: number,
+  minSim: number,
+  maxSim: number,
+  minLogDownloads: number,
+  maxLogDownloads: number,
+) => {
+  const normalizedSimilarity = (similarity - minSim) / (maxSim - minSim);
+  const normalizedDownloads =
+    (Math.log10(downloads) - minLogDownloads) /
+    (maxLogDownloads - minLogDownloads);
+
+  const minSize = 2;
+  const size = Math.min(
+    (normalizedSimilarity + normalizedDownloads) * 10 + minSize,
+    25,
+  );
+  return size;
+};
+
+const ScatterPlot: React.FC<ScatterPlotProps> = ({ results }) => {
+  const similarities = results.map((result) => result.similarity);
+  const downloads = results.map((result) => result.weekly_downloads);
+  const logDownloads = downloads.map((download) => Math.log10(download));
+
+  const minSim = Math.min(...similarities);
+  const maxSim = Math.max(...similarities);
+  const minLogDownloads = Math.min(...logDownloads);
+  const maxLogDownloads = Math.max(...logDownloads);
+
+  const data = {
+    datasets: [
+      {
+        label: "Packages",
+        data: results.map((result) => ({
+          x: result.similarity,
+          y: result.weekly_downloads,
+          name: result.name,
+          summary: result.summary,
+          link: `https://pypi.org/project/${result.name}/`,
+        })),
+        backgroundColor: results.map((result) =>
+          getColor(
+            result.similarity,
+            result.weekly_downloads,
+            minSim,
+            maxSim,
+            minLogDownloads,
+            maxLogDownloads,
+          ),
+        ),
+        borderColor: results.map((result) =>
+          getColor(
+            result.similarity,
+            result.weekly_downloads,
+            minSim,
+            maxSim,
+            minLogDownloads,
+            maxLogDownloads,
+          ),
+        ),
+        pointRadius: results.map((result) =>
+          getPointSize(
+            result.similarity,
+            result.weekly_downloads,
+            minSim,
+            maxSim,
+            minLogDownloads,
+            maxLogDownloads,
+          ),
+        ),
+        hoverBackgroundColor: results.map((result) =>
+          getColor(
+            result.similarity,
+            result.weekly_downloads,
+            minSim,
+            maxSim,
+            minLogDownloads,
+            maxLogDownloads,
+          ),
+        ),
+        hoverBorderColor: results.map((result) =>
+          getColor(
+            result.similarity,
+            result.weekly_downloads,
+            minSim,
+            maxSim,
+            minLogDownloads,
+            maxLogDownloads,
+          ),
+        ),
+        pointHoverRadius: 15,
+      },
+    ],
+  };
+
+  const options = {
+    responsive: true,
+    maintainAspectRatio: false,
+    plugins: {
+      tooltip: {
+        callbacks: {
+          title: (context: any) => {
+            const dataPoint = context[0].raw;
+            return dataPoint.name;
+          },
+          beforeLabel: (context: any) => {
+            const dataPoint = context.raw;
+            return dataPoint.summary;
+          },
+          label: () => "",
+          afterLabel: (context: any) => {
+            const dataPoint = context.raw;
+            return `\nWeekly downloads: ${dataPoint.y.toLocaleString()}`;
+          },
+        },
+        titleFont: { size: 16, weight: "bold" },
+        bodyFont: { size: 14 },
+        footerFont: { size: 12 },
+        displayColors: false,
+        backgroundColor: "rgba(0, 0, 0, 0.8)",
+        padding: 10,
+        bodySpacing: 4,
+        titleAlign: "left",
+        bodyAlign: "left",
+        footerAlign: "left",
+      },
+      legend: {
+        display: false,
+      },
+    },
+    scales: {
+      x: {
+        title: {
+          display: true,
+          text: "Similarity",
+          color: "#FFFFFF",
+          font: {
+            size: 24,
+          },
+        },
+        ticks: {
+          color: "#FFFFFF",
+        },
+      },
+      y: {
+        title: {
+          display: true,
+          text: "Weekly Downloads",
+          color: "#FFFFFF",
+          font: {
+            size: 24,
+          },
+        },
+        ticks: {
+          callback: function (value: any) {
+            return value.toLocaleString();
+          },
+          color: "#FFFFFF",
+          maxTicksLimit: 5,
+        },
+        type: "logarithmic",
+      },
+    },
+    onClick: (event: any, elements: any) => {
+      if (elements.length > 0) {
+        const elementIndex = elements[0].index;
+        const datasetIndex = elements[0].datasetIndex;
+        const link = data.datasets[datasetIndex].data[elementIndex].link;
+        window.open(link, "_blank");
+      }
+    },
+    onHover: (event: any, elements: any) => {
+      event.native.target.style.cursor = elements[0] ? "pointer" : "default";
+    },
+    elements: {
+      point: {
+        hoverRadius: 15,
+      },
+    },
+  };
+
+  const plugins = [
+    {
+      id: "customLabels",
+      afterDatasetsDraw: (chart: any) => {
+        const ctx = chart.ctx;
+        chart.data.datasets.forEach((dataset: any) => {
+          dataset.data.forEach((dataPoint: any, index: number) => {
+            const { x, y } = chart
+              .getDatasetMeta(0)
+              .data[index].tooltipPosition();
+            ctx.fillStyle = "white";
+            ctx.textAlign = "center";
+            ctx.fillText(dataPoint.name, x, y - 10);
+          });
+        });
+      },
+    },
+  ];
+
+  return (
+    <div className="overflow-auto w-full flex flex-col items-center">
+      <h2 className="text-center text-white mb-4">
+        Click a package to go to PyPI
+      </h2>
+      <hr className="border-gray-500 mb-4 w-full" />
+      <div className="w-full h-[600px]">
+        <Scatter data={data} options={options} plugins={plugins} />
+      </div>
+    </div>
+  );
+};
+
+export default ScatterPlot;
diff --git a/frontend/app/components/ToggleSwitch.tsx b/frontend/app/components/ToggleSwitch.tsx
new file mode 100644
index 0000000..3bec932
--- /dev/null
+++ b/frontend/app/components/ToggleSwitch.tsx
@@ -0,0 +1,42 @@
+import React from "react";
+
+interface ToggleSwitchProps {
+  option1: string;
+  option2: string;
+  selectedOption: string;
+  onToggle: (option: string) => void;
+}
+
+const ToggleSwitch: React.FC<ToggleSwitchProps> = ({
+  option1,
+  option2,
+  selectedOption,
+  onToggle,
+}) => {
+  return (
+    <div className="flex space-x-4 bg-sky-800 p-2 rounded-lg shadow-md">
+      <button
+        className={`px-4 py-2 rounded ${
+          selectedOption === option1
+            ? "bg-white text-sky-900"
+            : " bg-sky-950 text-white"
+        }`}
+        onClick={() => onToggle(option1)}
+      >
+        {option1}
+      </button>
+      <button
+        className={`px-4 py-2 rounded ${
+          selectedOption === option2
+            ? "bg-white text-sky-900"
+            : " bg-sky-950 text-white"
+        }`}
+        onClick={() => onToggle(option2)}
+      >
+        {option2}
+      </button>
+    </div>
+  );
+};
+
+export default ToggleSwitch;
diff --git a/frontend/app/page.tsx b/frontend/app/page.tsx
index 1a21814..4132ae6 100644
--- a/frontend/app/page.tsx
+++ b/frontend/app/page.tsx
@@ -1,9 +1,11 @@
 "use client";
 
-import { useState } from "react";
+import { useState, useEffect, useRef } from "react";
 import { handleSearch, sortResults } from "./utils/search";
 import SearchResultsTable from "./components/SearchResultsTable";
 import InfoBox from "./components/InfoBox";
+import ScatterPlot from "./components/ScatterPlot";
+import ToggleSwitch from "./components/ToggleSwitch";
 import { ClipLoader } from "react-spinners";
 import Header from "./components/Header";
 
@@ -22,6 +24,22 @@ export default function Home() {
   const [loading, setLoading] = useState<boolean>(false);
   const [error, setError] = useState<string>("");
   const [infoBoxVisible, setInfoBoxVisible] = useState<boolean>(false);
+  const [view, setView] = useState<string>("Plot");
+
+  const resultsRef = useRef<HTMLDivElement>(null);
+
+  // If user is on small screen, we probably
+  useEffect(() => {
+    if (window.innerWidth < 768) {
+      setView("Table");
+    }
+  }, []);
+
+  useEffect(() => {
+    if (results.length > 0) {
+      resultsRef.current?.scrollIntoView({ behavior: "smooth" });
+    }
+  }, [results]);
 
   const handleSort = (field: string) => {
     const direction =
@@ -31,17 +49,21 @@ export default function Home() {
     setResults(sortResults(results, field, direction));
   };
 
+  const handleSearchAction = () => {
+    handleSearch(
+      text,
+      sortField,
+      sortDirection,
+      setResults,
+      setLoading,
+      setError,
+    );
+  };
+
   const handleKeyDown = (e: React.KeyboardEvent<HTMLTextAreaElement>) => {
     if (e.key === "Enter" && !e.shiftKey) {
       e.preventDefault();
-      handleSearch(
-        text,
-        sortField,
-        sortDirection,
-        setResults,
-        setLoading,
-        setError,
-      );
+      handleSearchAction();
     }
   };
 
@@ -74,16 +96,7 @@ export default function Home() {
           ></textarea>
           <button
             className="w-full max-w-[250px] p-2 border border-sky-900 rounded bg-sky-950 text-white hover:bg-sky-700 hover:outline-none hover:ring-1 hover:ring-sky-700"
-            onClick={() =>
-              handleSearch(
-                text,
-                sortField,
-                sortDirection,
-                setResults,
-                setLoading,
-                setError,
-              )
-            }
+            onClick={handleSearchAction}
           >
             Search
           </button>
@@ -93,6 +106,41 @@ export default function Home() {
           {error && <p className="text-red-500">{error}</p>}
         </div>
 
+        {results.length > 0 && (
+          <div className="w-full flex justify-center mt-6">
+            <ToggleSwitch
+              option1="Plot"
+              option2="Table"
+              selectedOption={view}
+              onToggle={setView}
+            />
+          </div>
+        )}
+
+        <div ref={resultsRef} className="w-full">
+          {" "}
+          {/* Reference to this div */}
+          {results.length > 0 && view === "Plot" && (
+            <div className="w-full flex justify-center mt-6">
+              <div className="w-full max-w-[1200px] bg-sky-900 p-6 rounded-lg shadow-lg flex flex-col justify-center items-center">
+                <ScatterPlot results={results} />
+              </div>
+            </div>
+          )}
+          {results.length > 0 && view === "Table" && (
+            <div className="w-full flex justify-center mt-6">
+              <div className="w-full bg-sky-900 p-6 rounded-lg shadow-lg flex flex-col  justify-center  items-center">
+                <SearchResultsTable
+                  results={results}
+                  sortField={sortField}
+                  sortDirection={sortDirection}
+                  onSort={handleSort}
+                />
+              </div>
+            </div>
+          )}
+        </div>
+
         <div className="w-full flex justify-center mt-6">
           <button
             className="w-full max-w-[250px] p-2 border border-sky-700 rounded bg-sky-800 text-white hover:bg-sky-700 focus:outline-none focus:ring-2 focus:ring-sky-700"
@@ -103,19 +151,6 @@ export default function Home() {
         </div>
 
         <InfoBox infoBoxVisible={infoBoxVisible} />
-
-        {results.length > 0 && (
-          <div className="w-full flex justify-center mt-6">
-            <div className="w-full max-w-[1800px] bg-sky-900 p-6 rounded-lg shadow-lg flex flex-col items-center">
-              <SearchResultsTable
-                results={results}
-                sortField={sortField}
-                sortDirection={sortDirection}
-                onSort={handleSort}
-              />
-            </div>
-          </div>
-        )}
       </main>
     </div>
   );
diff --git a/frontend/app/utils/search.ts b/frontend/app/utils/search.ts
index 88bfb28..c497acc 100644
--- a/frontend/app/utils/search.ts
+++ b/frontend/app/utils/search.ts
@@ -30,6 +30,7 @@ export const handleSearch = async (
       `${apiUrl}/search`,
       {
         query: query,
+        top_k: 40,
       },
       {
         headers: {
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index 8e8f3ef..26eb8c1 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -9,8 +9,10 @@
             "version": "0.1.0",
             "dependencies": {
                 "axios": "^1.7.2",
+                "chart.js": "^4.4.3",
                 "next": "14.2.4",
                 "react": "^18",
+                "react-chartjs-2": "^5.2.0",
                 "react-dom": "^18",
                 "react-icons": "^5.2.1",
                 "react-spinners": "^0.13.8"
@@ -233,6 +235,11 @@
                 "@jridgewell/sourcemap-codec": "^1.4.14"
             }
         },
+        "node_modules/@kurkle/color": {
+            "version": "0.3.2",
+            "resolved": "https://registry.npmjs.org/@kurkle/color/-/color-0.3.2.tgz",
+            "integrity": "sha512-fuscdXJ9G1qb7W8VdHi+IwRqij3lBkosAm4ydQtEmbY58OzHXqQhvlxqEkoz0yssNVn38bcpRWgA9PP+OGoisw=="
+        },
         "node_modules/@next/env": {
             "version": "14.2.4",
             "resolved": "https://registry.npmjs.org/@next/env/-/env-14.2.4.tgz",
@@ -1069,6 +1076,17 @@
                 "url": "https://github.com/chalk/chalk?sponsor=1"
             }
         },
+        "node_modules/chart.js": {
+            "version": "4.4.3",
+            "resolved": "https://registry.npmjs.org/chart.js/-/chart.js-4.4.3.tgz",
+            "integrity": "sha512-qK1gkGSRYcJzqrrzdR6a+I0vQ4/R+SoODXyAjscQ/4mzuNzySaMCd+hyVxitSY1+L2fjPD1Gbn+ibNqRmwQeLw==",
+            "dependencies": {
+                "@kurkle/color": "^0.3.0"
+            },
+            "engines": {
+                "pnpm": ">=8"
+            }
+        },
         "node_modules/chokidar": {
             "version": "3.6.0",
             "resolved": "https://registry.npmjs.org/chokidar/-/chokidar-3.6.0.tgz",
@@ -3805,6 +3823,15 @@
                 "node": ">=0.10.0"
             }
         },
+        "node_modules/react-chartjs-2": {
+            "version": "5.2.0",
+            "resolved": "https://registry.npmjs.org/react-chartjs-2/-/react-chartjs-2-5.2.0.tgz",
+            "integrity": "sha512-98iN5aguJyVSxp5U3CblRLH67J8gkfyGNbiK3c+l1QI/G4irHMPQw44aEPmjVag+YKTyQ260NcF82GTQ3bdscA==",
+            "peerDependencies": {
+                "chart.js": "^4.1.1",
+                "react": "^16.8.0 || ^17.0.0 || ^18.0.0"
+            }
+        },
         "node_modules/react-dom": {
             "version": "18.3.1",
             "resolved": "https://registry.npmjs.org/react-dom/-/react-dom-18.3.1.tgz",
diff --git a/frontend/package.json b/frontend/package.json
index 0e5834f..9287417 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -10,8 +10,10 @@
     },
     "dependencies": {
         "axios": "^1.7.2",
+        "chart.js": "^4.4.3",
         "next": "14.2.4",
         "react": "^18",
+        "react-chartjs-2": "^5.2.0",
         "react-dom": "^18",
         "react-icons": "^5.2.1",
         "react-spinners": "^0.13.8"
diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 0000000..13a2b7b
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,68 @@
+{
+    "name": "pypi-llm",
+    "lockfileVersion": 3,
+    "requires": true,
+    "packages": {
+        "": {
+            "dependencies": {
+                "chart.js": "^4.4.3",
+                "react-chartjs-2": "^5.2.0"
+            }
+        },
+        "node_modules/@kurkle/color": {
+            "version": "0.3.2",
+            "resolved": "https://registry.npmjs.org/@kurkle/color/-/color-0.3.2.tgz",
+            "integrity": "sha512-fuscdXJ9G1qb7W8VdHi+IwRqij3lBkosAm4ydQtEmbY58OzHXqQhvlxqEkoz0yssNVn38bcpRWgA9PP+OGoisw=="
+        },
+        "node_modules/chart.js": {
+            "version": "4.4.3",
+            "resolved": "https://registry.npmjs.org/chart.js/-/chart.js-4.4.3.tgz",
+            "integrity": "sha512-qK1gkGSRYcJzqrrzdR6a+I0vQ4/R+SoODXyAjscQ/4mzuNzySaMCd+hyVxitSY1+L2fjPD1Gbn+ibNqRmwQeLw==",
+            "dependencies": {
+                "@kurkle/color": "^0.3.0"
+            },
+            "engines": {
+                "pnpm": ">=8"
+            }
+        },
+        "node_modules/js-tokens": {
+            "version": "4.0.0",
+            "resolved": "https://registry.npmjs.org/js-tokens/-/js-tokens-4.0.0.tgz",
+            "integrity": "sha512-RdJUflcE3cUzKiMqQgsCu06FPu9UdIJO0beYbPhHN4k6apgJtifcoCtT9bcxOpYBtpD2kCM6Sbzg4CausW/PKQ==",
+            "peer": true
+        },
+        "node_modules/loose-envify": {
+            "version": "1.4.0",
+            "resolved": "https://registry.npmjs.org/loose-envify/-/loose-envify-1.4.0.tgz",
+            "integrity": "sha512-lyuxPGr/Wfhrlem2CL/UcnUc1zcqKAImBDzukY7Y5F/yQiNdko6+fRLevlw1HgMySw7f611UIY408EtxRSoK3Q==",
+            "peer": true,
+            "dependencies": {
+                "js-tokens": "^3.0.0 || ^4.0.0"
+            },
+            "bin": {
+                "loose-envify": "cli.js"
+            }
+        },
+        "node_modules/react": {
+            "version": "18.3.1",
+            "resolved": "https://registry.npmjs.org/react/-/react-18.3.1.tgz",
+            "integrity": "sha512-wS+hAgJShR0KhEvPJArfuPVN1+Hz1t0Y6n5jLrGQbkb4urgPE/0Rve+1kMB1v/oWgHgm4WIcV+i7F2pTVj+2iQ==",
+            "peer": true,
+            "dependencies": {
+                "loose-envify": "^1.1.0"
+            },
+            "engines": {
+                "node": ">=0.10.0"
+            }
+        },
+        "node_modules/react-chartjs-2": {
+            "version": "5.2.0",
+            "resolved": "https://registry.npmjs.org/react-chartjs-2/-/react-chartjs-2-5.2.0.tgz",
+            "integrity": "sha512-98iN5aguJyVSxp5U3CblRLH67J8gkfyGNbiK3c+l1QI/G4irHMPQw44aEPmjVag+YKTyQ260NcF82GTQ3bdscA==",
+            "peerDependencies": {
+                "chart.js": "^4.1.1",
+                "react": "^16.8.0 || ^17.0.0 || ^18.0.0"
+            }
+        }
+    }
+}
diff --git a/package.json b/package.json
new file mode 100644
index 0000000..5dac333
--- /dev/null
+++ b/package.json
@@ -0,0 +1,6 @@
+{
+    "dependencies": {
+        "chart.js": "^4.4.3",
+        "react-chartjs-2": "^5.2.0"
+    }
+}
diff --git a/poetry.lock b/poetry.lock
index 4fc1922..b640108 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -33,144 +33,6 @@ doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphin
 test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
 trio = ["trio (>=0.23)"]
 
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-description = "Disable App Nap on macOS >= 10.9"
-optional = false
-python-versions = ">=3.6"
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-
-[[package]]
-name = "argon2-cffi"
-version = "23.1.0"
-description = "Argon2 for Python"
-optional = false
-python-versions = ">=3.7"
-files = [
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-
-[package.dependencies]
-argon2-cffi-bindings = "*"
-
-[package.extras]
-dev = ["argon2-cffi[tests,typing]", "tox (>4)"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-copybutton", "sphinx-notfound-page"]
-tests = ["hypothesis", "pytest"]
-typing = ["mypy"]
-
-[[package]]
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-version = "21.2.0"
-description = "Low-level CFFI bindings for Argon2"
-optional = false
-python-versions = ">=3.6"
-files = [
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-
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-tests = ["pytest"]
-
-[[package]]
-name = "arrow"
-version = "1.3.0"
-description = "Better dates & times for Python"
-optional = false
-python-versions = ">=3.8"
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-
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-
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-name = "attrs"
-version = "23.2.0"
-description = "Classes Without Boilerplate"
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-python-versions = ">=3.7"
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-[package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
-
 [[package]]
 name = "azure-core"
 version = "1.30.2"
@@ -210,20 +72,6 @@ typing-extensions = ">=4.6.0"
 [package.extras]
 aio = ["azure-core[aio] (>=1.28.0)"]
 
-[[package]]
-name = "babel"
-version = "2.15.0"
-description = "Internationalization utilities"
-optional = false
-python-versions = ">=3.8"
-files = [
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-
-[package.extras]
-dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
-
 [[package]]
 name = "beautifulsoup4"
 version = "4.12.3"
@@ -245,24 +93,6 @@ charset-normalizer = ["charset-normalizer"]
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
-[[package]]
-name = "bleach"
-version = "6.1.0"
-description = "An easy safelist-based HTML-sanitizing tool."
-optional = false
-python-versions = ">=3.8"
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-
-[package.extras]
-css = ["tinycss2 (>=1.1.0,<1.3)"]
-
 [[package]]
 name = "cachetools"
 version = "5.3.3"
@@ -495,23 +325,6 @@ files = [
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-[[package]]
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-description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
-optional = false
-python-versions = ">=3.8"
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-[package.dependencies]
-traitlets = ">=4"
-
-[package.extras]
-test = ["pytest"]
-
 [[package]]
 name = "coverage"
 version = "7.5.4"
@@ -633,59 +446,6 @@ ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
-[[package]]
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-python-versions = ">=3.8"
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 [[package]]
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@@ -781,20 +541,6 @@ files = [
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-    {file = "executing-2.0.1.tar.gz", hash = "sha256:35afe2ce3affba8ee97f2d69927fa823b08b472b7b994e36a52a964b93d16147"},
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-
-[package.extras]
-tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
-
 [[package]]
 name = "fastapi"
 version = "0.111.0"
@@ -839,20 +585,6 @@ typer = ">=0.12.3"
 [package.extras]
 standard = ["fastapi", "uvicorn[standard] (>=0.15.0)"]
 
-[[package]]
-name = "fastjsonschema"
-version = "2.20.0"
-description = "Fastest Python implementation of JSON schema"
-optional = false
-python-versions = "*"
-files = [
-    {file = "fastjsonschema-2.20.0-py3-none-any.whl", hash = "sha256:5875f0b0fa7a0043a91e93a9b8f793bcbbba9691e7fd83dca95c28ba26d21f0a"},
-    {file = "fastjsonschema-2.20.0.tar.gz", hash = "sha256:3d48fc5300ee96f5d116f10fe6f28d938e6008f59a6a025c2649475b87f76a23"},
-]
-
-[package.extras]
-devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
-
 [[package]]
 name = "filelock"
 version = "3.15.4"
@@ -869,17 +601,6 @@ docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1
 testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)", "virtualenv (>=20.26.2)"]
 typing = ["typing-extensions (>=4.8)"]
 
-[[package]]
-name = "fqdn"
-version = "1.5.1"
-description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
-optional = false
-python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
-files = [
-    {file = "fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014"},
-    {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
-]
-
 [[package]]
 name = "fsspec"
 version = "2024.6.0"
@@ -939,37 +660,6 @@ tqdm = "*"
 [package.extras]
 test = ["build", "mypy", "pytest", "pytest-xdist", "ruff", "twine", "types-requests", "types-setuptools"]
 
-[[package]]
-name = "ghp-import"
-version = "2.1.0"
-description = "Copy your docs directly to the gh-pages branch."
-optional = false
-python-versions = "*"
-files = [
-    {file = "ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343"},
-    {file = "ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619"},
-]
-
-[package.dependencies]
-python-dateutil = ">=2.8.1"
-
-[package.extras]
-dev = ["flake8", "markdown", "twine", "wheel"]
-
-[[package]]
-name = "griffe"
-version = "0.47.0"
-description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "griffe-0.47.0-py3-none-any.whl", hash = "sha256:07a2fd6a8c3d21d0bbb0decf701d62042ccc8a576645c7f8799fe1f10de2b2de"},
-    {file = "griffe-0.47.0.tar.gz", hash = "sha256:95119a440a3c932b13293538bdbc405bee4c36428547553dc6b327e7e7d35e5a"},
-]
-
-[package.dependencies]
-colorama = ">=0.4"
-
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -1133,25 +823,6 @@ files = [
     {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
 ]
 
-[[package]]
-name = "importlib-metadata"
-version = "7.2.0"
-description = "Read metadata from Python packages"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "importlib_metadata-7.2.0-py3-none-any.whl", hash = "sha256:04e4aad329b8b948a5711d394fa8759cb80f009225441b4f2a02bd4d8e5f426c"},
-    {file = "importlib_metadata-7.2.0.tar.gz", hash = "sha256:3ff4519071ed42740522d494d04819b666541b9752c43012f85afb2cc220fcc6"},
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-
-[package.dependencies]
-zipp = ">=0.5"
-
-[package.extras]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
-
 [[package]]
 name = "importlib-resources"
 version = "6.4.0"
@@ -1195,76 +866,6 @@ files = [
     {file = "intel_openmp-2021.4.0-py2.py3-none-win_amd64.whl", hash = "sha256:eef4c8bcc8acefd7f5cd3b9384dbf73d59e2c99fc56545712ded913f43c4a94f"},
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-[[package]]
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-version = "6.29.4"
-description = "IPython Kernel for Jupyter"
-optional = false
-python-versions = ">=3.8"
-files = [
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-    {file = "ipykernel-6.29.4.tar.gz", hash = "sha256:3d44070060f9475ac2092b760123fadf105d2e2493c24848b6691a7c4f42af5c"},
-]
-
-[package.dependencies]
-appnope = {version = "*", markers = "platform_system == \"Darwin\""}
-comm = ">=0.1.1"
-debugpy = ">=1.6.5"
-ipython = ">=7.23.1"
-jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-matplotlib-inline = ">=0.1"
-nest-asyncio = "*"
-packaging = "*"
-psutil = "*"
-pyzmq = ">=24"
-tornado = ">=6.1"
-traitlets = ">=5.4.0"
-
-[package.extras]
-cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
-pyqt5 = ["pyqt5"]
-pyside6 = ["pyside6"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
-
-[[package]]
-name = "ipython"
-version = "8.18.1"
-description = "IPython: Productive Interactive Computing"
-optional = false
-python-versions = ">=3.9"
-files = [
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-[package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-decorator = "*"
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
-jedi = ">=0.16"
-matplotlib-inline = "*"
-pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-prompt-toolkit = ">=3.0.41,<3.1.0"
-pygments = ">=2.4.0"
-stack-data = "*"
-traitlets = ">=5"
-typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
-
-[package.extras]
-all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
-black = ["black"]
-doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
-kernel = ["ipykernel"]
-nbconvert = ["nbconvert"]
-nbformat = ["nbformat"]
-notebook = ["ipywidgets", "notebook"]
-parallel = ["ipyparallel"]
-qtconsole = ["qtconsole"]
-test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
-
 [[package]]
 name = "isodate"
 version = "0.6.1"
@@ -1279,39 +880,6 @@ files = [
 [package.dependencies]
 six = "*"
 
-[[package]]
-name = "isoduration"
-version = "20.11.0"
-description = "Operations with ISO 8601 durations"
-optional = false
-python-versions = ">=3.7"
-files = [
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-    {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"},
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-
-[package.dependencies]
-arrow = ">=0.15.0"
-
-[[package]]
-name = "jedi"
-version = "0.19.1"
-description = "An autocompletion tool for Python that can be used for text editors."
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
-    {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
-]
-
-[package.dependencies]
-parso = ">=0.8.3,<0.9.0"
-
-[package.extras]
-docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
-qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
-testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
-
 [[package]]
 name = "jinja2"
 version = "3.1.4"
@@ -1340,281 +908,6 @@ files = [
     {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
 ]
 
-[[package]]
-name = "json5"
-version = "0.9.25"
-description = "A Python implementation of the JSON5 data format."
-optional = false
-python-versions = ">=3.8"
-files = [
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-    {file = "json5-0.9.25.tar.gz", hash = "sha256:548e41b9be043f9426776f05df8635a00fe06104ea51ed24b67f908856e151ae"},
-]
-
-[[package]]
-name = "jsonpointer"
-version = "3.0.0"
-description = "Identify specific nodes in a JSON document (RFC 6901)"
-optional = false
-python-versions = ">=3.7"
-files = [
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-
-[[package]]
-name = "jsonschema"
-version = "4.22.0"
-description = "An implementation of JSON Schema validation for Python"
-optional = false
-python-versions = ">=3.8"
-files = [
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-fqdn = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-idna = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-isoduration = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-jsonpointer = {version = ">1.13", optional = true, markers = "extra == \"format-nongpl\""}
-jsonschema-specifications = ">=2023.03.6"
-referencing = ">=0.28.4"
-rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
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-uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
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-
-[package.extras]
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-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
-
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@@ -1802,24 +1095,6 @@ html5 = ["html5lib"]
 htmlsoup = ["BeautifulSoup4"]
 source = ["Cython (>=3.0.10)"]
 
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-testing = ["coverage", "pyyaml"]
-
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@@ -1913,20 +1188,6 @@ files = [
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 [[package]]
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@@ -1938,174 +1199,6 @@ files = [
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-python = ["mkdocstrings-python (>=0.5.2)"]
-python-legacy = ["mkdocstrings-python-legacy (>=0.2.1)"]
-
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 [[package]]
 name = "mkl"
 version = "2021.4.0"
@@ -2141,98 +1234,6 @@ docs = ["sphinx"]
 gmpy = ["gmpy2 (>=2.1.0a4)"]
 tests = ["pytest (>=4.6)"]
 
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-
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-docs = ["autodoc-traits", "mock", "moto", "myst-parser", "nbclient[test]", "sphinx (>=1.7)", "sphinx-book-theme", "sphinxcontrib-spelling"]
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-
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@@ -3004,24 +1845,6 @@ files = [
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@@ -3110,20 +1933,6 @@ pytest = ">=6.2.5"
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@@ -3860,22 +2358,6 @@ dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy", "pycodestyle", "pyde
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 [[package]]
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 [[package]]
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 [[package]]
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@@ -4340,21 +2729,6 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
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 [[package]]
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@@ -4461,17 +2835,6 @@ rich = ">=10.11.0"
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@@ -4691,50 +3040,6 @@ platformdirs = ">=3.9.1,<5"
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-    {file = "watchdog-4.0.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:123587af84260c991dc5f62a6e7ef3d1c57dfddc99faacee508c71d287248459"},
-    {file = "watchdog-4.0.1-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:093b23e6906a8b97051191a4a0c73a77ecc958121d42346274c6af6520dec175"},
-    {file = "watchdog-4.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:611be3904f9843f0529c35a3ff3fd617449463cb4b73b1633950b3d97fa4bfb7"},
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-    {file = "watchdog-4.0.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:d4925e4bf7b9bddd1c3de13c9b8a2cdb89a468f640e66fbfabaf735bd85b3e35"},
-    {file = "watchdog-4.0.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:cad0bbd66cd59fc474b4a4376bc5ac3fc698723510cbb64091c2a793b18654db"},
-    {file = "watchdog-4.0.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:a3c2c317a8fb53e5b3d25790553796105501a235343f5d2bf23bb8649c2c8709"},
-    {file = "watchdog-4.0.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:c9904904b6564d4ee8a1ed820db76185a3c96e05560c776c79a6ce5ab71888ba"},
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-    {file = "watchdog-4.0.1-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:998d2be6976a0ee3a81fb8e2777900c28641fb5bfbd0c84717d89bca0addcdc5"},
-    {file = "watchdog-4.0.1-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:e7921319fe4430b11278d924ef66d4daa469fafb1da679a2e48c935fa27af193"},
-    {file = "watchdog-4.0.1-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:f0de0f284248ab40188f23380b03b59126d1479cd59940f2a34f8852db710625"},
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-    {file = "watchdog-4.0.1-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:ab998f567ebdf6b1da7dc1e5accfaa7c6992244629c0fdaef062f43249bd8dee"},
-    {file = "watchdog-4.0.1-py3-none-manylinux2014_aarch64.whl", hash = "sha256:dddba7ca1c807045323b6af4ff80f5ddc4d654c8bce8317dde1bd96b128ed253"},
-    {file = "watchdog-4.0.1-py3-none-manylinux2014_armv7l.whl", hash = "sha256:4513ec234c68b14d4161440e07f995f231be21a09329051e67a2118a7a612d2d"},
-    {file = "watchdog-4.0.1-py3-none-manylinux2014_i686.whl", hash = "sha256:4107ac5ab936a63952dea2a46a734a23230aa2f6f9db1291bf171dac3ebd53c6"},
-    {file = "watchdog-4.0.1-py3-none-manylinux2014_ppc64.whl", hash = "sha256:6e8c70d2cd745daec2a08734d9f63092b793ad97612470a0ee4cbb8f5f705c57"},
-    {file = "watchdog-4.0.1-py3-none-manylinux2014_ppc64le.whl", hash = "sha256:f27279d060e2ab24c0aa98363ff906d2386aa6c4dc2f1a374655d4e02a6c5e5e"},
-    {file = "watchdog-4.0.1-py3-none-manylinux2014_s390x.whl", hash = "sha256:f8affdf3c0f0466e69f5b3917cdd042f89c8c63aebdb9f7c078996f607cdb0f5"},
-    {file = "watchdog-4.0.1-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ac7041b385f04c047fcc2951dc001671dee1b7e0615cde772e84b01fbf68ee84"},
-    {file = "watchdog-4.0.1-py3-none-win32.whl", hash = "sha256:206afc3d964f9a233e6ad34618ec60b9837d0582b500b63687e34011e15bb429"},
-    {file = "watchdog-4.0.1-py3-none-win_amd64.whl", hash = "sha256:7577b3c43e5909623149f76b099ac49a1a01ca4e167d1785c76eb52fa585745a"},
-    {file = "watchdog-4.0.1-py3-none-win_ia64.whl", hash = "sha256:d7b9f5f3299e8dd230880b6c55504a1f69cf1e4316275d1b215ebdd8187ec88d"},
-    {file = "watchdog-4.0.1.tar.gz", hash = "sha256:eebaacf674fa25511e8867028d281e602ee6500045b57f43b08778082f7f8b44"},
-]
-
-[package.extras]
-watchmedo = ["PyYAML (>=3.10)"]
-
 [[package]]
 name = "watchfiles"
 version = "0.22.0"
@@ -4822,59 +3127,6 @@ files = [
 [package.dependencies]
 anyio = ">=3.0.0"
 
-[[package]]
-name = "wcwidth"
-version = "0.2.13"
-description = "Measures the displayed width of unicode strings in a terminal"
-optional = false
-python-versions = "*"
-files = [
-    {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
-    {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
-]
-
-[[package]]
-name = "webcolors"
-version = "24.6.0"
-description = "A library for working with the color formats defined by HTML and CSS."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "webcolors-24.6.0-py3-none-any.whl", hash = "sha256:8cf5bc7e28defd1d48b9e83d5fc30741328305a8195c29a8e668fa45586568a1"},
-    {file = "webcolors-24.6.0.tar.gz", hash = "sha256:1d160d1de46b3e81e58d0a280d0c78b467dc80f47294b91b1ad8029d2cedb55b"},
-]
-
-[package.extras]
-docs = ["furo", "sphinx", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-notfound-page", "sphinxext-opengraph"]
-tests = ["coverage[toml]"]
-
-[[package]]
-name = "webencodings"
-version = "0.5.1"
-description = "Character encoding aliases for legacy web content"
-optional = false
-python-versions = "*"
-files = [
-    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
-    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
-]
-
-[[package]]
-name = "websocket-client"
-version = "1.8.0"
-description = "WebSocket client for Python with low level API options"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
-    {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
-]
-
-[package.extras]
-docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"]
-optional = ["python-socks", "wsaccel"]
-test = ["websockets"]
-
 [[package]]
 name = "websockets"
 version = "12.0"
@@ -5053,4 +3305,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<4.0"
-content-hash = "de83ca89b79716cfc21e06d916d81963401155a517238f9ff066b31ef349a160"
+content-hash = "32f2cd0f5a83447abbe6aceece708ca2ac68784b17f229e003e2c521b829ec44"
diff --git a/pypi_scout/api/data_loader.py b/pypi_scout/api/data_loader.py
index c4ea031..9eb246a 100644
--- a/pypi_scout/api/data_loader.py
+++ b/pypi_scout/api/data_loader.py
@@ -19,6 +19,7 @@ def load_dataset(self) -> Tuple[pl.DataFrame, pl.DataFrame]:
         else:
             raise ValueError(f"Unexpected value found for STORAGE_BACKEND: {self.config.STORAGE_BACKEND}")  # noqa: TRY003
 
+        df_embeddings = self._drop_rows_from_embeddings_that_do_not_appear_in_packages(df_embeddings, df_packages)
         return df_packages, df_embeddings
 
     def _load_local_dataset(self) -> Tuple[pl.DataFrame, pl.DataFrame]:
@@ -56,10 +57,22 @@ def _load_blob_dataset(self) -> Tuple[pl.DataFrame, pl.DataFrame]:
 
         return df_packages, df_embeddings
 
-    def _log_packages_dataset_info(self, df_packages: pl.DataFrame) -> None:
+    @staticmethod
+    def _log_packages_dataset_info(df_packages: pl.DataFrame) -> None:
         logging.info(f"Finished loading the `packages` dataset. Number of rows in dataset: {len(df_packages):,}")
         logging.info(df_packages.describe())
 
-    def _log_embeddings_dataset_info(self, df_embeddings: pl.DataFrame) -> None:
+    @staticmethod
+    def _log_embeddings_dataset_info(df_embeddings: pl.DataFrame) -> None:
         logging.info(f"Finished loading the `embeddings` dataset. Number of rows in dataset: {len(df_embeddings):,}")
         logging.info(df_embeddings.describe())
+
+    @staticmethod
+    def _drop_rows_from_embeddings_that_do_not_appear_in_packages(df_embeddings, df_packages):
+        # We only keep the packages in the vector dataset that also occur in the packages dataset.
+        # In theory, this should never drop something. But still good to keep as a fail-safe to prevent issues in the API.
+        logging.info("Dropping packages in the `embeddings` dataset that do not occur in the `packages` dataset...")
+        logging.info(f"Number of rows before dropping: {len(df_embeddings):,}...")
+        df_embeddings = df_embeddings.join(df_packages, on="name", how="semi")
+        logging.info(f"Number of rows after dropping: {len(df_embeddings):,}...")
+        return df_embeddings
diff --git a/pypi_scout/api/main.py b/pypi_scout/api/main.py
index 5e70afb..f54c585 100644
--- a/pypi_scout/api/main.py
+++ b/pypi_scout/api/main.py
@@ -1,10 +1,8 @@
 import logging
 
-import polars as pl
 from dotenv import load_dotenv
 from fastapi import FastAPI, HTTPException
 from fastapi.middleware.cors import CORSMiddleware
-from pydantic import BaseModel
 from sentence_transformers import SentenceTransformer
 from slowapi import Limiter, _rate_limit_exceeded_handler
 from slowapi.errors import RateLimitExceeded
@@ -12,29 +10,26 @@
 from starlette.requests import Request
 
 from pypi_scout.api.data_loader import ApiDataLoader
+from pypi_scout.api.models import QueryModel, SearchResponse
 from pypi_scout.config import Config
 from pypi_scout.embeddings.simple_vector_database import SimpleVectorDatabase
 from pypi_scout.utils.logging import setup_logging
 from pypi_scout.utils.score_calculator import calculate_score
 
-# Setup logging
 setup_logging()
 logging.info("Initializing backend...")
 
-# Initialize limiter
 limiter = Limiter(key_func=get_remote_address)
 app = FastAPI()
 app.state.limiter = limiter
 app.add_exception_handler(RateLimitExceeded, _rate_limit_exceeded_handler)
 
-# Load environment variables and configuration
 load_dotenv()
 config = Config()
 
-# Add CORS middleware
 app.add_middleware(
     CORSMiddleware,
-    allow_origins=["*"],  # Temporary wildcard for testing
+    allow_origins=["*"],
     allow_credentials=True,
     allow_methods=["*"],
     allow_headers=["*"],
@@ -44,28 +39,9 @@
 df_packages, df_embeddings = data_loader.load_dataset()
 
 model = SentenceTransformer(config.EMBEDDINGS_MODEL_NAME)
-
 vector_database = SimpleVectorDatabase(embeddings_model=model, df_embeddings=df_embeddings)
 
 
-class QueryModel(BaseModel):
-    query: str
-    top_k: int = config.N_RESULTS_TO_RETURN
-
-
-class Match(BaseModel):
-    name: str
-    summary: str
-    similarity: float
-    weekly_downloads: int
-
-
-class SearchResponse(BaseModel):
-    matches: list[Match]
-    warning: bool = False
-    warning_message: str = None
-
-
 @app.post("/api/search", response_model=SearchResponse)
 @limiter.limit("4/minute")
 async def search(query: QueryModel, request: Request):
@@ -75,7 +51,7 @@ async def search(query: QueryModel, request: Request):
     The top_k packages with the highest score are returned.
     """
 
-    if query.top_k > 60:
+    if query.top_k > 100:
         raise HTTPException(status_code=400, detail="top_k cannot be larger than 100.")
 
     logging.info(f"Searching for similar projects. Query: '{query.query}'")
@@ -85,18 +61,6 @@ async def search(query: QueryModel, request: Request):
         f"Fetched the {len(df_matches)} most similar projects. Calculating the weighted scores and filtering..."
     )
 
-    warning = False
-    warning_message = ""
-    matches_missing_in_local_dataset = df_matches.filter(pl.col("weekly_downloads").is_null())["name"].to_list()
-    if matches_missing_in_local_dataset:
-        warning = True
-        warning_message = (
-            f"The following entries have 'None' for 'weekly_downloads': {matches_missing_in_local_dataset}. "
-            "These entries were found in the vector database but not in the local dataset and have been excluded from the results."
-        )
-        logging.error(warning_message)
-        df_matches = df_matches.filter(~pl.col("name").is_in(matches_missing_in_local_dataset))
-
     df_matches = calculate_score(
         df_matches, weight_similarity=config.WEIGHT_SIMILARITY, weight_weekly_downloads=config.WEIGHT_WEEKLY_DOWNLOADS
     )
@@ -107,4 +71,4 @@ async def search(query: QueryModel, request: Request):
 
     logging.info(f"Returning the {len(df_matches)} best matches.")
     df_matches = df_matches.select(["name", "similarity", "summary", "weekly_downloads"])
-    return SearchResponse(matches=df_matches.to_dicts(), warning=warning, warning_message=warning_message)
+    return SearchResponse(matches=df_matches.to_dicts())
diff --git a/pypi_scout/api/models.py b/pypi_scout/api/models.py
new file mode 100644
index 0000000..ed54bbb
--- /dev/null
+++ b/pypi_scout/api/models.py
@@ -0,0 +1,19 @@
+from pydantic import BaseModel
+
+
+class QueryModel(BaseModel):
+    query: str
+    top_k: int
+
+
+class Match(BaseModel):
+    name: str
+    summary: str
+    similarity: float
+    weekly_downloads: int
+
+
+class SearchResponse(BaseModel):
+    matches: list[Match]
+    warning: bool = False
+    warning_message: str = None
diff --git a/pypi_scout/config.py b/pypi_scout/config.py
index 57cb849..64bdcf3 100644
--- a/pypi_scout/config.py
+++ b/pypi_scout/config.py
@@ -38,9 +38,6 @@ class Config:
     # Google Drive file ID for downloading the raw dataset.
     GOOGLE_FILE_ID = "1IDJvCsq1gz0yUSXgff13pMl3nUk7zJzb"
 
-    # Number of top results to return for a query.
-    N_RESULTS_TO_RETURN = 40
-
     # Fraction of the dataset to include in the vector database. This value determines the portion of top packages
     # (sorted by weekly downloads) to include. Increase this value to include a larger portion of the dataset, up to 1.0 (100%).
     # For reference, a value of 0.25 corresponds to including all PyPI packages with at least approximately 650 weekly downloads
diff --git a/pyproject.toml b/pyproject.toml
index 7d51b9d..ebe5d94 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -35,12 +35,6 @@ pytest-mock = "^3.14.0"
 deptry = "^0.12.0"
 pre-commit = "^3.4.0"
 tox = "^4.11.1"
-jupyterlab = "^4.2.2"
-
-[tool.poetry.group.docs.dependencies]
-mkdocs = "^1.4.2"
-mkdocs-material = "^9.2.7"
-mkdocstrings = {extras = ["python"], version = "^0.23.0"}
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
diff --git a/tests/test_vdb.py b/tests/embeddings/test_simple_vector_database.py
similarity index 79%
rename from tests/test_vdb.py
rename to tests/embeddings/test_simple_vector_database.py
index ea40271..4d50e00 100644
--- a/tests/test_vdb.py
+++ b/tests/embeddings/test_simple_vector_database.py
@@ -33,9 +33,7 @@ def vector_db(mock_model, df_embeddings):
 
 
 def test_embeddings_matrix_creation(vector_db):
-    expected_matrix = np.array(
-        [[0.1, 0.2, 0.3], [0.4, 0.5, 0.6], [0.7, 0.8, 0.9]], dtype=np.float32
-    )  # Ensure the expected matrix has dtype float32
+    expected_matrix = np.array([[0.1, 0.2, 0.3], [0.4, 0.5, 0.6], [0.7, 0.8, 0.9]], dtype=np.float32)
 
     np.testing.assert_allclose(vector_db.embeddings_matrix, expected_matrix, rtol=1e-6, atol=1e-8)
 
@@ -44,13 +42,10 @@ def test_find_similar(vector_db):
     query = "Hello"
     result = vector_db.find_similar(query, top_k=2)
 
-    # Check that the result has the expected number of rows
     assert result.shape[0] == 2
 
-    # Check that the similarity scores are between 0 and 1
     assert result["similarity"].min() >= 0
     assert result["similarity"].max() <= 1
 
-    # Check that the result contains the expected columns
     expected_columns = ["id", "text", "similarity"]
     assert set(result.columns) == set(expected_columns)