[Snyk] Fix for 17 vulnerabilities

[spolti]

Snyk has created this PR to fix 17 vulnerabilities in the pip dependencies of this project.

Snyk changed the following file(s):

• components/example-notebook-servers/jupyter-scipy/requirements.txt

⚠️ Warning

``` proto-plus 1.24.0 has requirement protobuf<6.0.0dev,>=3.19.0, but you have protobuf 3.17.3. numba 0.53.1 requires llvmlite, which is not installed. notebook 6.5.7 requires pyzmq, which is not installed. jupyter-server 1.24.0 requires pyzmq, which is not installed. jupyter-client 7.4.9 requires pyzmq, which is not installed. ipykernel 6.16.2 requires pyzmq, which is not installed. googleapis-common-protos 1.63.2 has requirement protobuf!=3.20.0,!=3.20.1,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0.dev0,>=3.20.2, but you have protobuf 3.17.3. google-api-core 2.19.1 has requirement protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0.dev0,>=3.19.5, but you have protobuf 3.17.3. google-api-core 2.19.1 has requirement google-auth<3.0.dev0,>=2.14.1, but you have google-auth 1.35.0.

</details>





---

> [!IMPORTANT]
>
> - Check the changes in this PR to ensure they won't cause issues with your project.
> - Max score is 1000. Note that the real score may have changed since the PR was raised.
> - This PR was automatically created by Snyk using the credentials of a real user.
> - Some vulnerabilities couldn't be fully fixed and so Snyk will still find them when the project is tested again. This may be because the vulnerability existed within more than one direct dependency, but not all of the affected dependencies could be upgraded.

---

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---

**Learn how to fix vulnerabilities with free interactive lessons:**

🦉 [Cross-site Scripting (XSS)](https://learn.snyk.io/lesson/xss/?loc&#x3D;fix-pr)
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[//]: # 'snyk:metadata:{"customTemplate":{"variablesUsed":[],"fieldsUsed":[]},"dependencies":[{"name":"certifi","from":"2021.10.8","to":"2024.7.4"},{"name":"ipython","from":"5.10.0","to":"7.16.3"},{"name":"jinja2","from":"2.11.3","to":"3.1.4"},{"name":"jupyter-core","from":"4.6.3","to":"4.11.2"},{"name":"mistune","from":"0.8.4","to":"2.0.3"},{"name":"nbconvert","from":"5.6.1","to":"6.3.0b0"},{"name":"notebook","from":"5.7.16","to":"6.4.12"},{"name":"numpy","from":"1.16.6","to":"1.21.0rc1"},{"name":"prompt-toolkit","from":"1.0.18","to":"3.0.13"},{"name":"pygments","from":"2.5.2","to":"2.15.0"}],"env":"prod","issuesToFix":[{"exploit_maturity":"No Known Exploit","id":"SNYK-PYTHON-CERTIFI-3164749","priority_score":554,"priority_score_factors":[{"type":"fixability","label":true,"score":214},{"type":"cvssScore","label":"6.8","score":340},{"type":"scoreVersion","label":"v1","score":1}],"severity":"medium","title":"Insufficient Verification of Data Authenticity"},{"exploit_maturity":"No Known Exploit","id":"SNYK-PYTHON-CERTIFI-5805047","priority_score":704,"priority_score_factors":[{"type":"fixability","label":true,"score":214},{"type":"cvssScore","label":"9.8","score":490},{"type":"scoreVersion","label":"v1","score":1}],"severity":"critical","title":"Improper Following of a Certificate's Chain of Trust"},{"exploit_maturity":"No Known Exploit","id":"SNYK-PYTHON-CERTIFI-7430173","priority_score":519,"priority_score_factors":[{"type":"fixability","label":true,"score":214},{"type":"cvssScore","label":"6.1","score":305},{"type":"scoreVersion","label":"v1","score":1}],"severity":"medium","title":"Insufficient Verification of Data Authenticity"},{"exploit_maturity":"No Known Exploit","id":"SNYK-PYTHON-IPYTHON-2348630","priority_score":624,"priority_score_factors":[{"type":"fixability","label":true,"score":214},{"type":"cvssScore","label":"8.2","score":410},{"type":"scoreVersion","label":"v1","score":1}],"severity":"high","title":"Arbitrary Code Execution"},{"exploit_maturity":"No 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[harshad16]

Closing this PR, this doesnt impact the product.