From 88dd5712e6d1481a601c1ff3b751684443055c75 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 10 Jan 2024 17:26:23 +0000
Subject: [PATCH 01/28] Bump gitpython from 3.1.40 to 3.1.41

Bumps [gitpython](https://github.com/gitpython-developers/GitPython) from 3.1.40 to 3.1.41.
- [Release notes](https://github.com/gitpython-developers/GitPython/releases)
- [Changelog](https://github.com/gitpython-developers/GitPython/blob/main/CHANGES)
- [Commits](https://github.com/gitpython-developers/GitPython/compare/3.1.40...3.1.41)

---
updated-dependencies:
- dependency-name: gitpython
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 Pipfile.lock | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/Pipfile.lock b/Pipfile.lock
index 762f0b8f..36651324 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "c51d83577cc5f3d322b45f7c1eba3f6b0cd67c5ce0f197a1dd2ffd4ed0ea3842"
+            "sha256": "a75d7f78b477213c6653e79fc8b7e991bd02d4ec82e5fa11c1c9367d33aea33f"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -1297,11 +1297,12 @@
         },
         "gitpython": {
             "hashes": [
-                "sha256:22b126e9ffb671fdd0c129796343a02bf67bf2994b35449ffc9321aa755e18a4",
-                "sha256:cf14627d5a8049ffbf49915732e5eddbe8134c3bdb9d476e6182b676fc573f8a"
+                "sha256:c36b6634d069b3f719610175020a9aed919421c87552185b085e04fbbdb10b7c",
+                "sha256:ed66e624884f76df22c8e16066d567aaa5a37d5b5fa19db2c6df6f7156db9048"
             ],
+            "index": "pypi",
             "markers": "python_version >= '3.7'",
-            "version": "==3.1.40"
+            "version": "==3.1.41"
         },
         "google-api-core": {
             "hashes": [

From 0fc697da822568cb00f2cd989156694b64bed444 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 11 Jan 2024 22:07:55 +0000
Subject: [PATCH 02/28] Bump jinja2 from 3.1.2 to 3.1.3

Bumps [jinja2](https://github.com/pallets/jinja) from 3.1.2 to 3.1.3.
- [Release notes](https://github.com/pallets/jinja/releases)
- [Changelog](https://github.com/pallets/jinja/blob/main/CHANGES.rst)
- [Commits](https://github.com/pallets/jinja/compare/3.1.2...3.1.3)

---
updated-dependencies:
- dependency-name: jinja2
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 Pipfile.lock | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/Pipfile.lock b/Pipfile.lock
index 762f0b8f..617e2dfa 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "c51d83577cc5f3d322b45f7c1eba3f6b0cd67c5ce0f197a1dd2ffd4ed0ea3842"
+            "sha256": "a75d7f78b477213c6653e79fc8b7e991bd02d4ec82e5fa11c1c9367d33aea33f"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -1954,11 +1954,12 @@
         },
         "jinja2": {
             "hashes": [
-                "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852",
-                "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"
+                "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa",
+                "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"
             ],
+            "index": "pypi",
             "markers": "python_version >= '3.7'",
-            "version": "==3.1.2"
+            "version": "==3.1.3"
         },
         "jmespath": {
             "hashes": [

From ee7cf4603f531075a967aebcced4a37d1c9a9a50 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 18 Jan 2024 16:41:38 +0000
Subject: [PATCH 03/28] Bump jupyter-lsp from 2.2.1 to 2.2.2

Bumps [jupyter-lsp](https://github.com/jupyter-lsp/jupyterlab-lsp) from 2.2.1 to 2.2.2.
- [Release notes](https://github.com/jupyter-lsp/jupyterlab-lsp/releases)
- [Changelog](https://github.com/jupyter-lsp/jupyterlab-lsp/blob/main/CHANGELOG.md)
- [Commits](https://github.com/jupyter-lsp/jupyterlab-lsp/commits)

---
updated-dependencies:
- dependency-name: jupyter-lsp
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 Pipfile.lock | 277 ++++++++++++++++++++++++++-------------------------
 1 file changed, 143 insertions(+), 134 deletions(-)

diff --git a/Pipfile.lock b/Pipfile.lock
index 762f0b8f..626f2307 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "c51d83577cc5f3d322b45f7c1eba3f6b0cd67c5ce0f197a1dd2ffd4ed0ea3842"
+            "sha256": "a75d7f78b477213c6653e79fc8b7e991bd02d4ec82e5fa11c1c9367d33aea33f"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -260,11 +260,11 @@
         },
         "attrs": {
             "hashes": [
-                "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04",
-                "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"
+                "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30",
+                "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==23.1.0"
+            "version": "==23.2.0"
         },
         "babel": {
             "hashes": [
@@ -276,11 +276,11 @@
         },
         "beautifulsoup4": {
             "hashes": [
-                "sha256:492bbc69dca35d12daac71c4db1bfff0c876c00ef4a2ffacce226d4638eb72da",
-                "sha256:bd2520ca0d9d7d12694a53d44ac482d181b4ec1888909b035a3dbf40d0f57d4a"
+                "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051",
+                "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"
             ],
             "markers": "python_full_version >= '3.6.0'",
-            "version": "==4.12.2"
+            "version": "==4.12.3"
         },
         "bleach": {
             "hashes": [
@@ -1954,11 +1954,11 @@
         },
         "jinja2": {
             "hashes": [
-                "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852",
-                "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"
+                "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa",
+                "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==3.1.2"
+            "version": "==3.1.3"
         },
         "jmespath": {
             "hashes": [
@@ -2004,11 +2004,11 @@
                 "format-nongpl"
             ],
             "hashes": [
-                "sha256:4f614fd46d8d61258610998997743ec5492a648b33cf478c1ddc23ed4598a5fa",
-                "sha256:ed6231f0429ecf966f5bc8dfef245998220549cbbcf140f913b7464c52c3b6b3"
+                "sha256:3ba18e27f7491ea4a1b22edce00fb820eec968d397feb3f9cb61d5894bb38167",
+                "sha256:70a09719d375c0a2874571b363c8a24be7df8071b80c9aa76bc4551e7297c63c"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==4.20.0"
+            "version": "==4.21.0"
         },
         "jsonschema-specifications": {
             "hashes": [
@@ -2044,11 +2044,11 @@
         },
         "jupyter-core": {
             "hashes": [
-                "sha256:1553311a97ccd12936037f36b9ab4d6ae8ceea6ad2d5c90d94a909e752178e40",
-                "sha256:220dfb00c45f0d780ce132bb7976b58263f81a3ada6e90a9b6823785a424f739"
+                "sha256:c65c82126453a723a2804aa52409930434598fd9d35091d63dfb919d2b765bb7",
+                "sha256:de61a9d7fc71240f688b2fb5ab659fbb56979458dc66a71decd098e03c79e218"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==5.5.1"
+            "version": "==5.7.1"
         },
         "jupyter-events": {
             "hashes": [
@@ -2060,19 +2060,20 @@
         },
         "jupyter-lsp": {
             "hashes": [
-                "sha256:17a689910c5e4ae5e7d334b02f31d08ffbe98108f6f658fb05e4304b4345368b",
-                "sha256:b17fab6d70fe83c8896b0cff59237640038247c196056b43684a0902b6a9e0fb"
+                "sha256:256d24620542ae4bba04a50fc1f6ffe208093a07d8e697fea0a8d1b8ca1b7e5b",
+                "sha256:3b95229e4168355a8c91928057c1621ac3510ba98b2a925e82ebd77f078b1aa5"
             ],
+            "index": "pypi",
             "markers": "python_version >= '3.8'",
-            "version": "==2.2.1"
+            "version": "==2.2.2"
         },
         "jupyter-server": {
             "hashes": [
-                "sha256:dc77b7dcc5fc0547acba2b2844f01798008667201eea27c6319ff9257d700a6d",
-                "sha256:fd030dd7be1ca572e4598203f718df6630c12bd28a599d7f1791c4d7938e1010"
+                "sha256:0edb626c94baa22809be1323f9770cf1c00a952b17097592e40d03e6a3951689",
+                "sha256:184a0f82809a8522777cfb6b760ab6f4b1bb398664c5860a27cec696cb884923"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.12.1"
+            "version": "==2.12.5"
         },
         "jupyter-server-terminals": {
             "hashes": [
@@ -2715,11 +2716,11 @@
         },
         "nbconvert": {
             "hashes": [
-                "sha256:2dc8267dbdfeedce2dcd34c9e3f1b51af18f43cb105549d1c5a18189ec23ba85",
-                "sha256:3c50eb2d326478cc90b8759cf2ab9dde3d892c6537cd6a5bc0991db8ef734bcc"
+                "sha256:a7f8808fd4e082431673ac538400218dd45efd076fbeb07cc6e5aa5a3a4e949e",
+                "sha256:db28590cef90f7faf2ebbc71acd402cbecf13d29176df728c0a9025a49345ea1"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==7.13.1"
+            "version": "==7.14.2"
         },
         "nbformat": {
             "hashes": [
@@ -3310,6 +3311,13 @@
             "markers": "python_version >= '3.7'",
             "version": "==2.9.9"
         },
+        "ptyprocess": {
+            "hashes": [
+                "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35",
+                "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"
+            ],
+            "version": "==0.7.0"
+        },
         "pure-eval": {
             "hashes": [
                 "sha256:01eaab343580944bc56080ebe0a674b39ec44a945e6d09ba7db3cb8cec289350",
@@ -3964,11 +3972,11 @@
         },
         "referencing": {
             "hashes": [
-                "sha256:689e64fe121843dcfd57b71933318ef1f91188ffb45367332700a86ac8fd6161",
-                "sha256:bdcd3efb936f82ff86f993093f6da7435c7de69a3b3a5a06678a6050184bee99"
+                "sha256:3c57da0513e9563eb7e203ebe9bb3a1b509b042016433bd1e45a2853466c3dd3",
+                "sha256:7e4dc12271d8e15612bfe35792f5ea1c40970dadf8624602e33db2758f7ee554"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.32.0"
+            "version": "==0.32.1"
         },
         "regex": {
             "hashes": [
@@ -4133,108 +4141,108 @@
         },
         "rpds-py": {
             "hashes": [
-                "sha256:0474df4ade9a3b4af96c3d36eb81856cb9462e4c6657d4caecfd840d2a13f3c9",
-                "sha256:071980663c273bf3d388fe5c794c547e6f35ba3335477072c713a3176bf14a60",
-                "sha256:07aab64e2808c3ebac2a44f67e9dc0543812b715126dfd6fe4264df527556cb6",
-                "sha256:088396c7c70e59872f67462fcac3ecbded5233385797021976a09ebd55961dfe",
-                "sha256:162d7cd9cd311c1b0ff1c55a024b8f38bd8aad1876b648821da08adc40e95734",
-                "sha256:19f00f57fdd38db4bb5ad09f9ead1b535332dbf624200e9029a45f1f35527ebb",
-                "sha256:1bdbc5fcb04a7309074de6b67fa9bc4b418ab3fc435fec1f2779a0eced688d04",
-                "sha256:1be2f033df1b8be8c3167ba3c29d5dca425592ee31e35eac52050623afba5772",
-                "sha256:24f7a2eb3866a9e91f4599851e0c8d39878a470044875c49bd528d2b9b88361c",
-                "sha256:290a81cfbe4673285cdf140ec5cd1658ffbf63ab359f2b352ebe172e7cfa5bf0",
-                "sha256:2946b120718eba9af2b4dd103affc1164a87b9e9ebff8c3e4c05d7b7a7e274e2",
-                "sha256:2bd82db36cd70b3628c0c57d81d2438e8dd4b7b32a6a9f25f24ab0e657cb6c4e",
-                "sha256:2ddef620e70eaffebed5932ce754d539c0930f676aae6212f8e16cd9743dd365",
-                "sha256:2e53b9b25cac9065328901713a7e9e3b12e4f57ef4280b370fbbf6fef2052eef",
-                "sha256:302bd4983bbd47063e452c38be66153760112f6d3635c7eeefc094299fa400a9",
-                "sha256:349cb40897fd529ca15317c22c0eab67f5ac5178b5bd2c6adc86172045210acc",
-                "sha256:358dafc89ce3894c7f486c615ba914609f38277ef67f566abc4c854d23b997fa",
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-                "sha256:3b811d182ad17ea294f2ec63c0621e7be92a1141e1012383461872cead87468f",
-                "sha256:3da5a4c56953bdbf6d04447c3410309616c54433146ccdb4a277b9cb499bc10e",
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-                "sha256:9f0350ef2fba5f34eb0c9000ea328e51b9572b403d2f7f3b19f24085f6f598e8",
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+                "sha256:dbc56680ecf585a384fbd93cd42bc82668b77cb525343170a2d86dafaed2a84b",
+                "sha256:df3b6f45ba4515632c5064e35ca7f31d51d13d1479673185ba8f9fefbbed58b9",
+                "sha256:dfe07308b311a8293a0d5ef4e61411c5c20f682db6b5e73de6c7c8824272c256",
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+                "sha256:efa767c220d94aa4ac3a6dd3aeb986e9f229eaf5bce92d8b1b3018d06bed3772",
+                "sha256:f0b8bf5b8db49d8fd40f54772a1dcf262e8be0ad2ab0206b5a2ec109c176c0a4",
+                "sha256:f175e95a197f6a4059b50757a3dca33b32b61691bdbd22c29e8a8d21d3914cae",
+                "sha256:f2f3b28b40fddcb6c1f1f6c88c6f3769cd933fa493ceb79da45968a21dccc920",
+                "sha256:f6c43b6f97209e370124baf2bf40bb1e8edc25311a158867eb1c3a5d449ebc7a",
+                "sha256:f7f4cb1f173385e8a39c29510dd11a78bf44e360fb75610594973f5ea141028b",
+                "sha256:fad059a4bd14c45776600d223ec194e77db6c20255578bb5bcdd7c18fd169361",
+                "sha256:ff1dcb8e8bc2261a088821b2595ef031c91d499a0c1b031c152d43fe0a6ecec8",
+                "sha256:ffee088ea9b593cc6160518ba9bd319b5475e5f3e578e4552d63818773c6f56a"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.16.2"
+            "version": "==0.17.1"
         },
         "rsa": {
             "hashes": [
@@ -4896,11 +4904,11 @@
         },
         "traitlets": {
             "hashes": [
-                "sha256:f14949d23829023013c47df20b4a76ccd1a85effb786dc060f34de7948361b33",
-                "sha256:fcdaa8ac49c04dfa0ed3ee3384ef6dfdb5d6f3741502be247279407679296772"
+                "sha256:2e5a030e6eff91737c643231bfcf04a65b0132078dad75e4936700b213652e74",
+                "sha256:8585105b371a04b8316a43d5ce29c098575c2e477850b62b848b964f1444527e"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==5.14.0"
+            "version": "==5.14.1"
         },
         "typeguard": {
             "hashes": [
@@ -4923,10 +4931,11 @@
         },
         "types-python-dateutil": {
             "hashes": [
-                "sha256:1f4f10ac98bb8b16ade9dbee3518d9ace017821d94b057a425b069f834737f4b",
-                "sha256:f977b8de27787639986b4e28963263fd0e5158942b3ecef91b9335c130cb1ce9"
+                "sha256:1f8db221c3b98e6ca02ea83a58371b22c374f42ae5bbdf186db9c9a76581459f",
+                "sha256:efbbdc54590d0f16152fa103c9879c7d4a00e82078f6e2cf01769042165acaa2"
             ],
-            "version": "==2.8.19.14"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.8.19.20240106"
         },
         "typing-extensions": {
             "hashes": [

From 6346776838fb1d7d16e7831773cfdb837ba756e5 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 19 Jan 2024 21:06:05 +0000
Subject: [PATCH 04/28] Bump notebook from 7.0.6 to 7.0.7

Bumps [notebook](https://github.com/jupyter/notebook) from 7.0.6 to 7.0.7.
- [Release notes](https://github.com/jupyter/notebook/releases)
- [Changelog](https://github.com/jupyter/notebook/blob/@jupyter-notebook/tree@7.0.7/CHANGELOG.md)
- [Commits](https://github.com/jupyter/notebook/compare/@jupyter-notebook/tree@7.0.6...@jupyter-notebook/tree@7.0.7)

---
updated-dependencies:
- dependency-name: notebook
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 Pipfile.lock | 367 +++++++++++++++++++++++++++------------------------
 1 file changed, 192 insertions(+), 175 deletions(-)

diff --git a/Pipfile.lock b/Pipfile.lock
index 762f0b8f..3806a303 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "c51d83577cc5f3d322b45f7c1eba3f6b0cd67c5ce0f197a1dd2ffd4ed0ea3842"
+            "sha256": "a75d7f78b477213c6653e79fc8b7e991bd02d4ec82e5fa11c1c9367d33aea33f"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -260,11 +260,11 @@
         },
         "attrs": {
             "hashes": [
-                "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04",
-                "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"
+                "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30",
+                "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==23.1.0"
+            "version": "==23.2.0"
         },
         "babel": {
             "hashes": [
@@ -276,11 +276,11 @@
         },
         "beautifulsoup4": {
             "hashes": [
-                "sha256:492bbc69dca35d12daac71c4db1bfff0c876c00ef4a2ffacce226d4638eb72da",
-                "sha256:bd2520ca0d9d7d12694a53d44ac482d181b4ec1888909b035a3dbf40d0f57d4a"
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@@ -675,11 +675,11 @@
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@@ -1812,20 +1812,20 @@
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@@ -1954,11 +1954,11 @@
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@@ -2004,11 +2004,11 @@
                 "format-nongpl"
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@@ -2044,11 +2044,11 @@
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@@ -2060,19 +2060,19 @@
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@@ -2084,11 +2084,11 @@
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@@ -2715,11 +2715,11 @@
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@@ -2731,11 +2731,11 @@
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@@ -2755,12 +2755,12 @@
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@@ -2981,11 +2981,11 @@
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@@ -3060,6 +3060,14 @@
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@@ -3212,25 +3220,25 @@
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@@ -3310,6 +3318,13 @@
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+                "sha256:fad059a4bd14c45776600d223ec194e77db6c20255578bb5bcdd7c18fd169361",
+                "sha256:ff1dcb8e8bc2261a088821b2595ef031c91d499a0c1b031c152d43fe0a6ecec8",
+                "sha256:ffee088ea9b593cc6160518ba9bd319b5475e5f3e578e4552d63818773c6f56a"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.16.2"
+            "version": "==0.17.1"
         },
         "rsa": {
             "hashes": [
@@ -4896,11 +4912,11 @@
         },
         "traitlets": {
             "hashes": [
-                "sha256:f14949d23829023013c47df20b4a76ccd1a85effb786dc060f34de7948361b33",
-                "sha256:fcdaa8ac49c04dfa0ed3ee3384ef6dfdb5d6f3741502be247279407679296772"
+                "sha256:2e5a030e6eff91737c643231bfcf04a65b0132078dad75e4936700b213652e74",
+                "sha256:8585105b371a04b8316a43d5ce29c098575c2e477850b62b848b964f1444527e"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==5.14.0"
+            "version": "==5.14.1"
         },
         "typeguard": {
             "hashes": [
@@ -4923,10 +4939,11 @@
         },
         "types-python-dateutil": {
             "hashes": [
-                "sha256:1f4f10ac98bb8b16ade9dbee3518d9ace017821d94b057a425b069f834737f4b",
-                "sha256:f977b8de27787639986b4e28963263fd0e5158942b3ecef91b9335c130cb1ce9"
+                "sha256:1f8db221c3b98e6ca02ea83a58371b22c374f42ae5bbdf186db9c9a76581459f",
+                "sha256:efbbdc54590d0f16152fa103c9879c7d4a00e82078f6e2cf01769042165acaa2"
             ],
-            "version": "==2.8.19.14"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.8.19.20240106"
         },
         "typing-extensions": {
             "hashes": [
@@ -5039,10 +5056,10 @@
         },
         "wcwidth": {
             "hashes": [
-                "sha256:f01c104efdf57971bcb756f054dd58ddec5204dd15fa31d6503ea57947d97c02",
-                "sha256:f26ec43d96c8cbfed76a5075dac87680124fa84e0855195a6184da9c187f133c"
+                "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859",
+                "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"
             ],
-            "version": "==0.2.12"
+            "version": "==0.2.13"
         },
         "webcolors": {
             "hashes": [

From afe3b32665c7d3b166200da3b90e0473f5278ee2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 19 Jan 2024 21:13:34 +0000
Subject: [PATCH 05/28] Bump jupyterlab from 4.0.9 to 4.0.11

Bumps [jupyterlab](https://github.com/jupyterlab/jupyterlab) from 4.0.9 to 4.0.11.
- [Release notes](https://github.com/jupyterlab/jupyterlab/releases)
- [Changelog](https://github.com/jupyterlab/jupyterlab/blob/@jupyterlab/lsp@4.0.11/CHANGELOG.md)
- [Commits](https://github.com/jupyterlab/jupyterlab/compare/@jupyterlab/lsp@4.0.9...@jupyterlab/lsp@4.0.11)

---
updated-dependencies:
- dependency-name: jupyterlab
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 Pipfile.lock | 362 +++++++++++++++++++++++++++------------------------
 1 file changed, 190 insertions(+), 172 deletions(-)

diff --git a/Pipfile.lock b/Pipfile.lock
index 762f0b8f..b761574d 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "c51d83577cc5f3d322b45f7c1eba3f6b0cd67c5ce0f197a1dd2ffd4ed0ea3842"
+            "sha256": "a75d7f78b477213c6653e79fc8b7e991bd02d4ec82e5fa11c1c9367d33aea33f"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -260,11 +260,11 @@
         },
         "attrs": {
             "hashes": [
-                "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04",
-                "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"
+                "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30",
+                "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==23.1.0"
+            "version": "==23.2.0"
         },
         "babel": {
             "hashes": [
@@ -276,11 +276,11 @@
         },
         "beautifulsoup4": {
             "hashes": [
-                "sha256:492bbc69dca35d12daac71c4db1bfff0c876c00ef4a2ffacce226d4638eb72da",
-                "sha256:bd2520ca0d9d7d12694a53d44ac482d181b4ec1888909b035a3dbf40d0f57d4a"
+                "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051",
+                "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"
             ],
             "markers": "python_full_version >= '3.6.0'",
-            "version": "==4.12.2"
+            "version": "==4.12.3"
         },
         "bleach": {
             "hashes": [
@@ -675,11 +675,11 @@
         },
         "comm": {
             "hashes": [
-                "sha256:2da8d9ebb8dd7bfc247adaff99f24dce705638a8042b85cb995066793e391001",
-                "sha256:a517ea2ca28931c7007a7a99c562a0fa5883cfb48963140cf642c41c948498be"
+                "sha256:0bc91edae1344d39d3661dcbc36937181fdaddb304790458f8b044dbc064b89a",
+                "sha256:87928485c0dfc0e7976fd89fc1e187023cf587e7c353e4a9b417555b44adf021"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.2.0"
+            "version": "==0.2.1"
         },
         "conda-lock": {
             "hashes": [
@@ -1812,20 +1812,20 @@
         },
         "ipykernel": {
             "hashes": [
-                "sha256:69c11403d26de69df02225916f916b37ea4b9af417da0a8c827f84328d88e5f3",
-                "sha256:c6e9a9c63a7f4095c0a22a79f765f079f9ec7be4f2430a898ddea889e8665661"
+                "sha256:076663ca68492576f051e4af7720d33f34383e655f2be0d544c8b1c9de915b2f",
+                "sha256:b5dd3013cab7b330df712891c96cd1ab868c27a7159e606f762015e9bf8ceb3f"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.8'",
-            "version": "==6.28.0"
+            "version": "==6.29.0"
         },
         "ipython": {
             "hashes": [
-                "sha256:2f55d59370f59d0d2b2212109fe0e6035cfea436b1c0e6150ad2244746272ec5",
-                "sha256:ac4da4ecf0042fb4e0ce57c60430c2db3c719fa8bdf92f8631d6bd8a5785d1f0"
+                "sha256:2f21bd3fc1d51550c89ee3944ae04bbc7bc79e129ea0937da6e6c68bfdbf117a",
+                "sha256:bc9716aad6f29f36c449e30821c9dd0c1c1a7b59ddcc26931685b87b4c569619"
             ],
             "markers": "python_version >= '3.10'",
-            "version": "==8.19.0"
+            "version": "==8.20.0"
         },
         "ipywidgets": {
             "hashes": [
@@ -1954,11 +1954,11 @@
         },
         "jinja2": {
             "hashes": [
-                "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852",
-                "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"
+                "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa",
+                "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==3.1.2"
+            "version": "==3.1.3"
         },
         "jmespath": {
             "hashes": [
@@ -2004,11 +2004,11 @@
                 "format-nongpl"
             ],
             "hashes": [
-                "sha256:4f614fd46d8d61258610998997743ec5492a648b33cf478c1ddc23ed4598a5fa",
-                "sha256:ed6231f0429ecf966f5bc8dfef245998220549cbbcf140f913b7464c52c3b6b3"
+                "sha256:3ba18e27f7491ea4a1b22edce00fb820eec968d397feb3f9cb61d5894bb38167",
+                "sha256:70a09719d375c0a2874571b363c8a24be7df8071b80c9aa76bc4551e7297c63c"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==4.20.0"
+            "version": "==4.21.0"
         },
         "jsonschema-specifications": {
             "hashes": [
@@ -2044,11 +2044,11 @@
         },
         "jupyter-core": {
             "hashes": [
-                "sha256:1553311a97ccd12936037f36b9ab4d6ae8ceea6ad2d5c90d94a909e752178e40",
-                "sha256:220dfb00c45f0d780ce132bb7976b58263f81a3ada6e90a9b6823785a424f739"
+                "sha256:c65c82126453a723a2804aa52409930434598fd9d35091d63dfb919d2b765bb7",
+                "sha256:de61a9d7fc71240f688b2fb5ab659fbb56979458dc66a71decd098e03c79e218"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==5.5.1"
+            "version": "==5.7.1"
         },
         "jupyter-events": {
             "hashes": [
@@ -2060,19 +2060,19 @@
         },
         "jupyter-lsp": {
             "hashes": [
-                "sha256:17a689910c5e4ae5e7d334b02f31d08ffbe98108f6f658fb05e4304b4345368b",
-                "sha256:b17fab6d70fe83c8896b0cff59237640038247c196056b43684a0902b6a9e0fb"
+                "sha256:256d24620542ae4bba04a50fc1f6ffe208093a07d8e697fea0a8d1b8ca1b7e5b",
+                "sha256:3b95229e4168355a8c91928057c1621ac3510ba98b2a925e82ebd77f078b1aa5"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.2.1"
+            "version": "==2.2.2"
         },
         "jupyter-server": {
             "hashes": [
-                "sha256:dc77b7dcc5fc0547acba2b2844f01798008667201eea27c6319ff9257d700a6d",
-                "sha256:fd030dd7be1ca572e4598203f718df6630c12bd28a599d7f1791c4d7938e1010"
+                "sha256:0edb626c94baa22809be1323f9770cf1c00a952b17097592e40d03e6a3951689",
+                "sha256:184a0f82809a8522777cfb6b760ab6f4b1bb398664c5860a27cec696cb884923"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.12.1"
+            "version": "==2.12.5"
         },
         "jupyter-server-terminals": {
             "hashes": [
@@ -2084,11 +2084,12 @@
         },
         "jupyterlab": {
             "hashes": [
-                "sha256:9ebada41d52651f623c0c9f069ddb8a21d6848e4c887d8e5ddc0613166ed5c0b",
-                "sha256:9f6f8e36d543fdbcc3df961a1d6a3f524b4a4001be0327a398f68fa4e534107c"
+                "sha256:536bf0e78723153a5016ca7efb88ed0ecd7070d3f1555d5b0e2770658f900a3c",
+                "sha256:d1aec24712566bc25a36229788242778e498ca4088028e2f9aa156b8b7fdc8fc"
             ],
+            "index": "pypi",
             "markers": "python_version >= '3.8'",
-            "version": "==4.0.9"
+            "version": "==4.0.11"
         },
         "jupyterlab-pygments": {
             "hashes": [
@@ -2715,11 +2716,11 @@
         },
         "nbconvert": {
             "hashes": [
-                "sha256:2dc8267dbdfeedce2dcd34c9e3f1b51af18f43cb105549d1c5a18189ec23ba85",
-                "sha256:3c50eb2d326478cc90b8759cf2ab9dde3d892c6537cd6a5bc0991db8ef734bcc"
+                "sha256:a7f8808fd4e082431673ac538400218dd45efd076fbeb07cc6e5aa5a3a4e949e",
+                "sha256:db28590cef90f7faf2ebbc71acd402cbecf13d29176df728c0a9025a49345ea1"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==7.13.1"
+            "version": "==7.14.2"
         },
         "nbformat": {
             "hashes": [
@@ -2731,11 +2732,11 @@
         },
         "nest-asyncio": {
             "hashes": [
-                "sha256:25aa2ca0d2a5b5531956b9e273b45cf664cae2b145101d73b86b199978d48fdb",
-                "sha256:accda7a339a70599cb08f9dd09a67e0c2ef8d8d6f4c07f96ab203f2ae254e48d"
+                "sha256:61ec07ef052e72e3de22045b81b2cc7d71fceb04c568ba0b2e4b2f9f5231bec2",
+                "sha256:d1e1144e9c6e3e6392e0fcf5211cb1c8374b5648a98f1ebe48e5336006b41907"
             ],
             "markers": "python_version >= '3.5'",
-            "version": "==1.5.8"
+            "version": "==1.5.9"
         },
         "networkx": {
             "hashes": [
@@ -2981,11 +2982,11 @@
         },
         "pandocfilters": {
             "hashes": [
-                "sha256:0b679503337d233b4339a817bfc8c50064e2eff681314376a47cb582305a7a38",
-                "sha256:33aae3f25fd1a026079f5d27bdd52496f0e0803b3469282162bafdcbdf6ef14f"
+                "sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e",
+                "sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.5.0"
+            "version": "==1.5.1"
         },
         "parso": {
             "hashes": [
@@ -3060,6 +3061,14 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.7.14"
         },
+        "pexpect": {
+            "hashes": [
+                "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523",
+                "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"
+            ],
+            "markers": "sys_platform != 'win32'",
+            "version": "==4.9.0"
+        },
         "pillow": {
             "hashes": [
                 "sha256:00f438bb841382b15d7deb9a05cc946ee0f2c352653c7aa659e75e592f6fa17d",
@@ -3212,25 +3221,25 @@
         },
         "psutil": {
             "hashes": [
-                "sha256:032f4f2c909818c86cea4fe2cc407f1c0f0cde8e6c6d702b28b8ce0c0d143340",
-                "sha256:0bd41bf2d1463dfa535942b2a8f0e958acf6607ac0be52265ab31f7923bcd5e6",
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-                "sha256:44969859757f4d8f2a9bd5b76eba8c3099a2c8cf3992ff62144061e39ba8568e",
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-                "sha256:fe361f743cb3389b8efda21980d93eb55c1f1e3898269bc9a2a1d0bb7b1f6508",
-                "sha256:fe8b7f07948f1304497ce4f4684881250cd859b16d06a1dc4d7941eeb6233bfe"
+                "sha256:02615ed8c5ea222323408ceba16c60e99c3f91639b07da6373fb7e6539abc56d",
+                "sha256:05806de88103b25903dff19bb6692bd2e714ccf9e668d050d144012055cbca73",
+                "sha256:26bd09967ae00920df88e0352a91cff1a78f8d69b3ecabbfe733610c0af486c8",
+                "sha256:27cc40c3493bb10de1be4b3f07cae4c010ce715290a5be22b98493509c6299e2",
+                "sha256:36f435891adb138ed3c9e58c6af3e2e6ca9ac2f365efe1f9cfef2794e6c93b4e",
+                "sha256:50187900d73c1381ba1454cf40308c2bf6f34268518b3f36a9b663ca87e65e36",
+                "sha256:611052c4bc70432ec770d5d54f64206aa7203a101ec273a0cd82418c86503bb7",
+                "sha256:6be126e3225486dff286a8fb9a06246a5253f4c7c53b475ea5f5ac934e64194c",
+                "sha256:7d79560ad97af658a0f6adfef8b834b53f64746d45b403f225b85c5c2c140eee",
+                "sha256:8cb6403ce6d8e047495a701dc7c5bd788add903f8986d523e3e20b98b733e421",
+                "sha256:8db4c1b57507eef143a15a6884ca10f7c73876cdf5d51e713151c1236a0e68cf",
+                "sha256:aee678c8720623dc456fa20659af736241f575d79429a0e5e9cf88ae0605cc81",
+                "sha256:bc56c2a1b0d15aa3eaa5a60c9f3f8e3e565303b465dbf57a1b730e7a2b9844e0",
+                "sha256:bd1184ceb3f87651a67b2708d4c3338e9b10c5df903f2e3776b62303b26cb631",
+                "sha256:d06016f7f8625a1825ba3732081d77c94589dca78b7a3fc072194851e88461a4",
+                "sha256:d16bbddf0693323b8c6123dd804100241da461e41d6e332fb0ba6058f630f8c8"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
-            "version": "==5.9.7"
+            "version": "==5.9.8"
         },
         "psycopg2-binary": {
             "hashes": [
@@ -3310,6 +3319,13 @@
             "markers": "python_version >= '3.7'",
             "version": "==2.9.9"
         },
+        "ptyprocess": {
+            "hashes": [
+                "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35",
+                "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"
+            ],
+            "version": "==0.7.0"
+        },
         "pure-eval": {
             "hashes": [
                 "sha256:01eaab343580944bc56080ebe0a674b39ec44a945e6d09ba7db3cb8cec289350",
@@ -3782,6 +3798,7 @@
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                 "sha256:9eb6caa9a297fc2c2fb8862bc5370d0303ddba53ba97e71f08023b6cd73d16a8",
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                 "sha256:b1275ad35a5d18c62a7220633c913e1b42d44b46ee12554e5fd39c70a243d6a3",
@@ -3964,11 +3981,11 @@
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             "markers": "python_version >= '3.8'",
-            "version": "==0.32.0"
+            "version": "==0.32.1"
         },
         "regex": {
             "hashes": [
@@ -4133,108 +4150,108 @@
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+                "sha256:8ffe53e1d8ef2520ebcf0c9fec15bb721da59e8ef283b6ff3079613b1e30513d",
+                "sha256:9051e3d2af8f55b42061603e29e744724cb5f65b128a491446cc029b3e2ea896",
+                "sha256:91e5a8200e65aaac342a791272c564dffcf1281abd635d304d6c4e6b495f29dc",
+                "sha256:93432e747fb07fa567ad9cc7aaadd6e29710e515aabf939dfbed8046041346c6",
+                "sha256:938eab7323a736533f015e6069a7d53ef2dcc841e4e533b782c2bfb9fb12d84b",
+                "sha256:9584f8f52010295a4a417221861df9bea4c72d9632562b6e59b3c7b87a1522b7",
+                "sha256:9737bdaa0ad33d34c0efc718741abaafce62fadae72c8b251df9b0c823c63b22",
+                "sha256:99da0a4686ada4ed0f778120a0ea8d066de1a0a92ab0d13ae68492a437db78bf",
+                "sha256:99f567dae93e10be2daaa896e07513dd4bf9c2ecf0576e0533ac36ba3b1d5394",
+                "sha256:9bdf1303df671179eaf2cb41e8515a07fc78d9d00f111eadbe3e14262f59c3d0",
+                "sha256:9f0e4dc0f17dcea4ab9d13ac5c666b6b5337042b4d8f27e01b70fae41dd65c57",
+                "sha256:a000133a90eea274a6f28adc3084643263b1e7c1a5a66eb0a0a7a36aa757ed74",
+                "sha256:a3264e3e858de4fc601741498215835ff324ff2482fd4e4af61b46512dd7fc83",
+                "sha256:a71169d505af63bb4d20d23a8fbd4c6ce272e7bce6cc31f617152aa784436f29",
+                "sha256:a967dd6afda7715d911c25a6ba1517975acd8d1092b2f326718725461a3d33f9",
+                "sha256:aa5bfb13f1e89151ade0eb812f7b0d7a4d643406caaad65ce1cbabe0a66d695f",
+                "sha256:ae35e8e6801c5ab071b992cb2da958eee76340e6926ec693b5ff7d6381441745",
+                "sha256:b686f25377f9c006acbac63f61614416a6317133ab7fafe5de5f7dc8a06d42eb",
+                "sha256:b760a56e080a826c2e5af09002c1a037382ed21d03134eb6294812dda268c811",
+                "sha256:b86b21b348f7e5485fae740d845c65a880f5d1eda1e063bc59bef92d1f7d0c55",
+                "sha256:b9412abdf0ba70faa6e2ee6c0cc62a8defb772e78860cef419865917d86c7342",
+                "sha256:bd345a13ce06e94c753dab52f8e71e5252aec1e4f8022d24d56decd31e1b9b23",
+                "sha256:be22ae34d68544df293152b7e50895ba70d2a833ad9566932d750d3625918b82",
+                "sha256:bf046179d011e6114daf12a534d874958b039342b347348a78b7cdf0dd9d6041",
+                "sha256:c3d2010656999b63e628a3c694f23020322b4178c450dc478558a2b6ef3cb9bb",
+                "sha256:c64602e8be701c6cfe42064b71c84ce62ce66ddc6422c15463fd8127db3d8066",
+                "sha256:d65e6b4f1443048eb7e833c2accb4fa7ee67cc7d54f31b4f0555b474758bee55",
+                "sha256:d8bbd8e56f3ba25a7d0cf980fc42b34028848a53a0e36c9918550e0280b9d0b6",
+                "sha256:da1ead63368c04a9bded7904757dfcae01eba0e0f9bc41d3d7f57ebf1c04015a",
+                "sha256:dbbb95e6fc91ea3102505d111b327004d1c4ce98d56a4a02e82cd451f9f57140",
+                "sha256:dbc56680ecf585a384fbd93cd42bc82668b77cb525343170a2d86dafaed2a84b",
+                "sha256:df3b6f45ba4515632c5064e35ca7f31d51d13d1479673185ba8f9fefbbed58b9",
+                "sha256:dfe07308b311a8293a0d5ef4e61411c5c20f682db6b5e73de6c7c8824272c256",
+                "sha256:e796051f2070f47230c745d0a77a91088fbee2cc0502e9b796b9c6471983718c",
+                "sha256:efa767c220d94aa4ac3a6dd3aeb986e9f229eaf5bce92d8b1b3018d06bed3772",
+                "sha256:f0b8bf5b8db49d8fd40f54772a1dcf262e8be0ad2ab0206b5a2ec109c176c0a4",
+                "sha256:f175e95a197f6a4059b50757a3dca33b32b61691bdbd22c29e8a8d21d3914cae",
+                "sha256:f2f3b28b40fddcb6c1f1f6c88c6f3769cd933fa493ceb79da45968a21dccc920",
+                "sha256:f6c43b6f97209e370124baf2bf40bb1e8edc25311a158867eb1c3a5d449ebc7a",
+                "sha256:f7f4cb1f173385e8a39c29510dd11a78bf44e360fb75610594973f5ea141028b",
+                "sha256:fad059a4bd14c45776600d223ec194e77db6c20255578bb5bcdd7c18fd169361",
+                "sha256:ff1dcb8e8bc2261a088821b2595ef031c91d499a0c1b031c152d43fe0a6ecec8",
+                "sha256:ffee088ea9b593cc6160518ba9bd319b5475e5f3e578e4552d63818773c6f56a"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.16.2"
+            "version": "==0.17.1"
         },
         "rsa": {
             "hashes": [
@@ -4896,11 +4913,11 @@
         },
         "traitlets": {
             "hashes": [
-                "sha256:f14949d23829023013c47df20b4a76ccd1a85effb786dc060f34de7948361b33",
-                "sha256:fcdaa8ac49c04dfa0ed3ee3384ef6dfdb5d6f3741502be247279407679296772"
+                "sha256:2e5a030e6eff91737c643231bfcf04a65b0132078dad75e4936700b213652e74",
+                "sha256:8585105b371a04b8316a43d5ce29c098575c2e477850b62b848b964f1444527e"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==5.14.0"
+            "version": "==5.14.1"
         },
         "typeguard": {
             "hashes": [
@@ -4923,10 +4940,11 @@
         },
         "types-python-dateutil": {
             "hashes": [
-                "sha256:1f4f10ac98bb8b16ade9dbee3518d9ace017821d94b057a425b069f834737f4b",
-                "sha256:f977b8de27787639986b4e28963263fd0e5158942b3ecef91b9335c130cb1ce9"
+                "sha256:1f8db221c3b98e6ca02ea83a58371b22c374f42ae5bbdf186db9c9a76581459f",
+                "sha256:efbbdc54590d0f16152fa103c9879c7d4a00e82078f6e2cf01769042165acaa2"
             ],
-            "version": "==2.8.19.14"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.8.19.20240106"
         },
         "typing-extensions": {
             "hashes": [
@@ -5039,10 +5057,10 @@
         },
         "wcwidth": {
             "hashes": [
-                "sha256:f01c104efdf57971bcb756f054dd58ddec5204dd15fa31d6503ea57947d97c02",
-                "sha256:f26ec43d96c8cbfed76a5075dac87680124fa84e0855195a6184da9c187f133c"
+                "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859",
+                "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"
             ],
-            "version": "==0.2.12"
+            "version": "==0.2.13"
         },
         "webcolors": {
             "hashes": [

From 38c9483e8ac4828d02acf1ec45765f6c63a6e0b5 Mon Sep 17 00:00:00 2001
From: Ben RdO <benjamin.rouilledorfeuil@singularity.energy>
Date: Tue, 30 Jan 2024 14:25:50 -0800
Subject: [PATCH 06/28] feat: manage different stores for OGE data

---
 src/oge/filepaths.py | 21 ++++++++++++++-------
 1 file changed, 14 insertions(+), 7 deletions(-)

diff --git a/src/oge/filepaths.py b/src/oge/filepaths.py
index 49f976fd..3b74c271 100644
--- a/src/oge/filepaths.py
+++ b/src/oge/filepaths.py
@@ -2,11 +2,20 @@
 import os
 
 
-def top_folder(rel=""):
-    """
-    Returns a path relative to the top-level repo folder.
+def get_data_store():
+    """Set data location"""
+    store = os.getenv("OGE_DATA_STORE")
+    if store is None:
+        return os.path.join(os.path.expanduser("~"), "open_grid_emissions_data")
+    elif store == "1" or store.lower() == "local":
+        return os.path.join(os.path.expanduser("~"), "open_grid_emissions_data")
+    elif store == "2" or store.lower() == "s3":
+        return "s3://open-grid-emissions/open_grid_emissions_data"
+
 
-    This will work regardless of where the function is imported or called from.
+def top_folder(rel=""):
+    """Returns a path relative to the top-level repo folder. This will work regardless
+    of where the function is imported or called from.
     """
     return os.path.join(
         os.path.abspath(os.path.join(os.path.realpath(__file__), "../")), rel
@@ -19,9 +28,7 @@ def reference_table_folder(rel=""):
 
 def data_folder(rel=""):
     """Returns a path relative to the `data` folder."""
-    return os.path.join(
-        os.path.join(os.path.expanduser("~"), "open_grid_emissions_data"), rel
-    )
+    return os.path.join(get_data_store(), rel)
 
 
 def downloads_folder(rel=""):

From 03d78b9b7eb1a33a331b83920afd9d0eeda630e3 Mon Sep 17 00:00:00 2001
From: grgmiller <greg.miller@singularity.energy>
Date: Tue, 30 Jan 2024 15:52:39 -0800
Subject: [PATCH 07/28] add eGRID2022 data

---
 src/oge/data_pipeline.py |  9 +--------
 src/oge/download_data.py | 16 ++++++++++++----
 2 files changed, 13 insertions(+), 12 deletions(-)

diff --git a/src/oge/data_pipeline.py b/src/oge/data_pipeline.py
index 918499ff..89ea8b3e 100644
--- a/src/oge/data_pipeline.py
+++ b/src/oge/data_pipeline.py
@@ -118,14 +118,7 @@ def main(args):
     # PUDL
     download_data.download_pudl_data(source="aws")
     # eGRID
-    # the 2019 and 2020 data appear to be hosted on different urls
-    egrid_files_to_download = [
-        "https://www.epa.gov/sites/default/files/2020-03/egrid2018_data_v2.xlsx",
-        "https://www.epa.gov/sites/default/files/2021-02/egrid2019_data.xlsx",
-        "https://www.epa.gov/system/files/documents/2022-09/eGRID2020_Data_v2.xlsx",
-        "https://www.epa.gov/system/files/documents/2023-01/eGRID2021_data.xlsx",
-    ]
-    download_data.download_egrid_files(egrid_files_to_download)
+    download_data.download_egrid_files()
     # EIA-930
     # for `small` run, we'll only clean 1 week, so need chalander file for making profiles
     if args.small or args.flat:
diff --git a/src/oge/download_data.py b/src/oge/download_data.py
index 4d7fac1f..927334e2 100644
--- a/src/oge/download_data.py
+++ b/src/oge/download_data.py
@@ -232,7 +232,7 @@ def download_chalendar_files():
         )
 
 
-def download_egrid_files(urls_to_download: list[str]):
+def download_egrid_files():
     """
     Downloads the egrid excel files.
 
@@ -241,9 +241,17 @@ def download_egrid_files(urls_to_download: list[str]):
     """
     os.makedirs(downloads_folder("egrid"), exist_ok=True)
 
-    for url in urls_to_download:
-        filename = url.split("/")[-1]
-        filepath = downloads_folder(f"egrid/{filename}")
+    # the 2019 and 2020 data appear to be hosted on different urls
+    egrid_urls = {
+        2018: "https://www.epa.gov/sites/default/files/2020-03/egrid2018_data_v2.xlsx",
+        2019: "https://www.epa.gov/sites/default/files/2021-02/egrid2019_data.xlsx",
+        2020: "https://www.epa.gov/system/files/documents/2022-09/eGRID2020_Data_v2.xlsx",
+        2021: "https://www.epa.gov/system/files/documents/2023-01/eGRID2021_data.xlsx",
+        2022: "https://www.epa.gov/system/files/documents/2024-01/egrid2022_data.xlsx",
+    }
+
+    for year, url in egrid_urls.items():
+        filepath = downloads_folder(f"egrid/egrid{year}_data.xlsx")
         download_helper(url, filepath)
 
 

From 5cb0ffe5622944117ff989b9217d51539cdf436e Mon Sep 17 00:00:00 2001
From: grgmiller <greg.miller@singularity.energy>
Date: Tue, 30 Jan 2024 15:58:37 -0800
Subject: [PATCH 08/28] update docstring for egrid downloader

---
 src/oge/download_data.py | 7 ++-----
 1 file changed, 2 insertions(+), 5 deletions(-)

diff --git a/src/oge/download_data.py b/src/oge/download_data.py
index 927334e2..f99a60a2 100644
--- a/src/oge/download_data.py
+++ b/src/oge/download_data.py
@@ -234,14 +234,11 @@ def download_chalendar_files():
 
 def download_egrid_files():
     """
-    Downloads the egrid excel files.
-
-    Inputs:
-        `urls_to_download`: a list of urls for the excel files that you want to download
+    Downloads the egrid excel files from 2018-2022. 
     """
     os.makedirs(downloads_folder("egrid"), exist_ok=True)
 
-    # the 2019 and 2020 data appear to be hosted on different urls
+    # the 2018 and 2019 data are on a different directory than the newer files.
     egrid_urls = {
         2018: "https://www.epa.gov/sites/default/files/2020-03/egrid2018_data_v2.xlsx",
         2019: "https://www.epa.gov/sites/default/files/2021-02/egrid2019_data.xlsx",

From 60996bdec27a952ffe4bc0e1dff7c4f5c17ae71a Mon Sep 17 00:00:00 2001
From: grgmiller <greg.miller@singularity.energy>
Date: Tue, 30 Jan 2024 16:00:32 -0800
Subject: [PATCH 09/28] format files

---
 src/oge/download_data.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/oge/download_data.py b/src/oge/download_data.py
index f99a60a2..72001f4f 100644
--- a/src/oge/download_data.py
+++ b/src/oge/download_data.py
@@ -234,7 +234,7 @@ def download_chalendar_files():
 
 def download_egrid_files():
     """
-    Downloads the egrid excel files from 2018-2022. 
+    Downloads the egrid excel files from 2018-2022.
     """
     os.makedirs(downloads_folder("egrid"), exist_ok=True)
 

From 0c41f7c228787758bb7e9d5962ed733118b8ffe5 Mon Sep 17 00:00:00 2001
From: grgmiller <greg.miller@singularity.energy>
Date: Tue, 30 Jan 2024 16:26:07 -0800
Subject: [PATCH 10/28] update GWP comparison in docs

---
 docs/docs/Data Validation/Comparing Data to eGRID.md | 11 ++++++++++-
 1 file changed, 10 insertions(+), 1 deletion(-)

diff --git a/docs/docs/Data Validation/Comparing Data to eGRID.md b/docs/docs/Data Validation/Comparing Data to eGRID.md
index 7ee7b165..dd2e5587 100644
--- a/docs/docs/Data Validation/Comparing Data to eGRID.md	
+++ b/docs/docs/Data Validation/Comparing Data to eGRID.md	
@@ -98,5 +98,14 @@ Uses MSW rather than MSN or MSB.
    <td>Improves coverage of emissions data for these plants (there is no emission factor for OTH fuel, so these emissions would otherwise be zero)
    </td>
   </tr>
-  <
+  <tr>
+   <td>Global Warming Potential (GWP)
+   </td>
+   <td>Has used AR4 GWPs since eGRID2018 (still using AR4 as of eGRID2022)
+   </td>
+   <td>AR5 GWPs are used starting in 2019 (the earliest year of OGE data available, although they apply as far back as 2014). AR6 GWPs have been used since data year 2021. 
+   </td>
+   <td>CO2-eq factors from eGRID will underestimate the GWP of CH4, and overestimate the GWP of N2O relative to the currently-recognized GWPs of these gases.
+   </td>
+  </tr>
 </table>
\ No newline at end of file

From f49a6f044c483e29f2d90f8b3a5755ae0ff1b19a Mon Sep 17 00:00:00 2001
From: grgmiller <greg.miller@singularity.energy>
Date: Tue, 30 Jan 2024 16:48:29 -0800
Subject: [PATCH 11/28] move egrid loaders to load_data

---
 src/oge/load_data.py  | 186 ++++++++++++++++++++++++++++++++++++++++++
 src/oge/validation.py | 151 ----------------------------------
 2 files changed, 186 insertions(+), 151 deletions(-)

diff --git a/src/oge/load_data.py b/src/oge/load_data.py
index 24fb5789..88d6da92 100644
--- a/src/oge/load_data.py
+++ b/src/oge/load_data.py
@@ -8,6 +8,7 @@
 from oge.filepaths import downloads_folder, reference_table_folder, outputs_folder
 import oge.validation as validation
 from oge.logging_util import get_logger
+from oge.emissions import CLEAN_FUELS
 
 from pudl.metadata.fields import apply_pudl_dtypes
 
@@ -873,5 +874,190 @@ def load_default_gtn_ratios():
     return default_gtn
 
 
+def load_egrid_plant_file(year):
+    egrid_columns = [
+        "BACODE",
+        "PSTATABB",
+        "PLPRMFL",
+        "ORISPL",
+        "PNAME",
+        "PLGENATN",
+        "PLGENATR",
+        "PLHTIANT",
+        "UNNOX",
+        "UNSO2",
+        "UNCO2",
+        "UNCH4",
+        "UNN2O",
+        "UNHTIT",
+        "UNHTIOZT",
+        "UNHTISRC",
+        "UNHOZSRC",
+        "PLCO2AN",
+        "PLCO2EQA",
+        "PLNOXAN",
+        "PLSO2AN",
+        "CHPFLAG",
+        "ELCALLOC",
+    ]
+
+    # load plant level data from egrid
+    egrid_plant = pd.read_excel(
+        downloads_folder(f"egrid/egrid{year}_data.xlsx"),
+        sheet_name=f"PLNT{str(year)[-2:]}",
+        header=1,
+        usecols=egrid_columns,
+    )
+
+    # calculate total net generation from reported renewable and nonrenewable generation
+    egrid_plant["net_generation_mwh"] = (
+        egrid_plant["PLGENATN"] + egrid_plant["PLGENATR"]
+    )
+    egrid_plant = egrid_plant.drop(columns=["PLGENATN", "PLGENATR"])
+
+    # rename the columns
+    egrid_plant = egrid_plant.rename(
+        columns={
+            "BACODE": "ba_code",
+            "PSTATABB": "state",
+            "PLPRMFL": "plant_primary_fuel",
+            "ORISPL": "plant_id_egrid",
+            "PNAME": "plant_name_eia",
+            "UNHTIT": "fuel_consumed_mmbtu",
+            "PLHTIANT": "fuel_consumed_for_electricity_mmbtu",
+            "UNCO2": "co2_mass_lb",  # this is actually in tons, but we are converting in the next step
+            "UNCH4": "ch4_mass_lb",
+            "UNN2O": "n2o_mass_lb",
+            "UNNOX": "nox_mass_lb",  # this is actually in tons, but we are converting in the next step
+            "UNSO2": "so2_mass_lb",  # this is actually in tons, but we are converting in the next step
+            "PLCO2AN": "co2_mass_lb_for_electricity_adjusted",  # this is actually in tons, but we are converting in the next step
+            "PLCO2EQA": "co2e_mass_lb_for_electricity_adjusted",  # this is actually in tons, but we are converting in the next step
+            "PLNOXAN": "nox_mass_lb_for_electricity_adjusted",  # this is actually in tons, but we are converting in the next step
+            "PLSO2AN": "so2_mass_lb_for_electricity_adjusted",  # this is actually in tons, but we are converting in the next step
+            "CHPFLAG": "chp_flag",
+            "ELCALLOC": "chp_electric_allocation_factor",
+            "UNHTIOZT": "fuel_consumed_mmbtu_ozone_season",
+            "UNHTISRC": "fuel_data_source_annual",
+            "UNHOZSRC": "fuel_data_source_ozone",
+        }
+    )
+
+    # convert mass tons to lb
+    egrid_plant["co2_mass_lb"] = egrid_plant["co2_mass_lb"] * 2000
+    egrid_plant["nox_mass_lb"] = egrid_plant["nox_mass_lb"] * 2000
+    egrid_plant["so2_mass_lb"] = egrid_plant["so2_mass_lb"] * 2000
+    egrid_plant["co2_mass_lb_for_electricity_adjusted"] = (
+        egrid_plant["co2_mass_lb_for_electricity_adjusted"] * 2000
+    )
+    egrid_plant["co2e_mass_lb_for_electricity_adjusted"] = (
+        egrid_plant["co2e_mass_lb_for_electricity_adjusted"] * 2000
+    )
+    egrid_plant["nox_mass_lb_for_electricity_adjusted"] = (
+        egrid_plant["nox_mass_lb_for_electricity_adjusted"] * 2000
+    )
+    egrid_plant["so2_mass_lb_for_electricity_adjusted"] = (
+        egrid_plant["so2_mass_lb_for_electricity_adjusted"] * 2000
+    )
+
+    # if egrid has a missing value for co2 for a clean plant, replace with zero
+    egrid_plant.loc[
+        egrid_plant["plant_primary_fuel"].isin(CLEAN_FUELS),
+        "co2_mass_lb_for_electricity_adjusted",
+    ] = egrid_plant.loc[
+        egrid_plant["plant_primary_fuel"].isin(CLEAN_FUELS),
+        "co2_mass_lb_for_electricity_adjusted",
+    ].fillna(
+        0
+    )
+    egrid_plant.loc[
+        egrid_plant["plant_primary_fuel"].isin(CLEAN_FUELS), "co2_mass_lb"
+    ] = egrid_plant.loc[
+        egrid_plant["plant_primary_fuel"].isin(CLEAN_FUELS), "co2_mass_lb"
+    ].fillna(
+        0
+    )
+
+    # reorder the columns
+    egrid_plant = egrid_plant[
+        [
+            "ba_code",
+            "state",
+            "plant_id_egrid",
+            "plant_name_eia",
+            "plant_primary_fuel",
+            "chp_flag",
+            "chp_electric_allocation_factor",
+            "net_generation_mwh",
+            "fuel_consumed_mmbtu",
+            "fuel_consumed_for_electricity_mmbtu",
+            "co2_mass_lb",
+            "co2_mass_lb_for_electricity_adjusted",
+            "ch4_mass_lb",
+            "n2o_mass_lb",
+            "co2e_mass_lb_for_electricity_adjusted",
+            "nox_mass_lb",
+            "nox_mass_lb_for_electricity_adjusted",
+            "so2_mass_lb",
+            "so2_mass_lb_for_electricity_adjusted",
+            "fuel_consumed_mmbtu_ozone_season",
+            "fuel_data_source_annual",
+            "fuel_data_source_ozone",
+        ]
+    ]
+
+    # We also want to remove any plants that are located in Puerto Rico
+    egrid_plant = egrid_plant[(egrid_plant["state"] != "PR")]
+
+    # create a column for eia id
+    egrid_plant = add_egrid_plant_id(egrid_plant, from_id="egrid", to_id="eia")
+
+    return egrid_plant
+
+
+def load_egrid_ba_file(year):
+    # load egrid BA totals
+    egrid_ba = pd.read_excel(
+        downloads_folder(f"egrid/egrid{year}_data.xlsx"),
+        sheet_name=f"BA{str(year)[-2:]}",
+        header=1,
+        usecols=["BANAME", "BACODE", "BAHTIANT", "BANGENAN", "BACO2AN"],
+    )
+    # rename the columns
+    egrid_ba = egrid_ba.rename(
+        columns={
+            "BANAME": "ba_name",
+            "BACODE": "ba_code",
+            "BAHTIANT": "fuel_consumed_for_electricity_mmbtu",
+            "BANGENAN": "net_generation_mwh",
+            "BACO2AN": "co2_mass_lb_adjusted",
+        }
+    )
+    egrid_ba = egrid_ba.sort_values(by="ba_code", ascending=True)
+    egrid_ba["co2_mass_lb_adjusted"] = egrid_ba["co2_mass_lb_adjusted"] * 2000
+
+    return egrid_ba
+
+
+def add_egrid_plant_id(df, from_id, to_id):
+    # For plants that have different EPA and EIA plant IDs, the plant ID in eGRID is usually the EPA ID, but sometimes the EIA ID
+    # however, there are sometime 2 EIA IDs for a single eGRID ID, so we need to group the data in the EIA table by the egrid id
+    # We need to update all of the egrid plant IDs to the EIA plant IDs
+    egrid_crosswalk = pd.read_csv(
+        reference_table_folder("eGRID_crosswalk_of_EIA_ID_to_EPA_ID.csv"),
+        dtype=get_dtypes(),
+    )
+    id_map = dict(
+        zip(
+            list(egrid_crosswalk[f"plant_id_{from_id}"]),
+            list(egrid_crosswalk[f"plant_id_{to_id}"]),
+        )
+    )
+
+    df[f"plant_id_{to_id}"] = df[f"plant_id_{from_id}"]
+    df[f"plant_id_{to_id}"].update(df[f"plant_id_{to_id}"].map(id_map))
+
+    return df
+
+
 def test():
     return Path.cwd()
diff --git a/src/oge/validation.py b/src/oge/validation.py
index d68dbf3e..8560cf37 100644
--- a/src/oge/validation.py
+++ b/src/oge/validation.py
@@ -1862,157 +1862,6 @@ def test_gtn_results(df):
 # EGRID VALIDATION METRIC FUNCTIONS
 ########################################################################################
 
-
-def load_egrid_plant_file(year):
-    # load plant level data from egrid
-    egrid_plant = pd.read_excel(
-        downloads_folder(f"egrid/egrid{year}_data.xlsx"),
-        sheet_name=f"PLNT{str(year)[-2:]}",
-        header=1,
-        usecols=[
-            "BACODE",
-            "PSTATABB",
-            "PLPRMFL",
-            "ORISPL",
-            "PNAME",
-            "PLGENATN",
-            "PLGENATR",
-            "PLHTIANT",
-            "UNNOX",
-            "UNSO2",
-            "UNCO2",
-            "UNHTIT",
-            "UNHTIOZT",
-            "UNHTISRC",
-            "UNHOZSRC",
-            "PLCO2AN",
-            "CHPFLAG",
-        ],
-    )
-    # calculate total net generation from reported renewable and nonrenewable generation
-    egrid_plant["net_generation_mwh"] = (
-        egrid_plant["PLGENATN"] + egrid_plant["PLGENATR"]
-    )
-    egrid_plant = egrid_plant.drop(columns=["PLGENATN", "PLGENATR"])
-    # rename the columns
-    egrid_plant = egrid_plant.rename(
-        columns={
-            "BACODE": "ba_code",
-            "PSTATABB": "state",
-            "PLPRMFL": "plant_primary_fuel",
-            "ORISPL": "plant_id_egrid",
-            "PNAME": "plant_name_eia",
-            "UNHTIT": "fuel_consumed_mmbtu",
-            "PLHTIANT": "fuel_consumed_for_electricity_mmbtu",
-            "UNCO2": "co2_mass_lb",  # this is actually in tons, but we are converting in the next step
-            "UNNOX": "nox_mass_lb",  # this is actually in tons, but we are converting in the next step
-            "UNSO2": "so2_mass_lb",  # this is actually in tons, but we are converting in the next step
-            "PLCO2AN": "co2_mass_lb_for_electricity_adjusted",  # this is actually in tons, but we are converting in the next step
-            "CHPFLAG": "chp_flag",
-            "UNHTIOZT": "fuel_consumed_mmbtu_ozone_season",
-            "UNHTISRC": "fuel_data_source_annual",
-            "UNHOZSRC": "fuel_data_source_ozone",
-        }
-    )
-
-    # convert co2 mass tons to lb
-    egrid_plant["co2_mass_lb"] = egrid_plant["co2_mass_lb"] * 2000
-    egrid_plant["nox_mass_lb"] = egrid_plant["nox_mass_lb"] * 2000
-    egrid_plant["so2_mass_lb"] = egrid_plant["so2_mass_lb"] * 2000
-    egrid_plant["co2_mass_lb_for_electricity_adjusted"] = (
-        egrid_plant["co2_mass_lb_for_electricity_adjusted"] * 2000
-    )
-
-    # if egrid has a missing value for co2 for a clean plant, replace with zero
-    egrid_plant.loc[
-        egrid_plant["plant_primary_fuel"].isin(emissions.CLEAN_FUELS),
-        "co2_mass_lb_for_electricity_adjusted",
-    ] = egrid_plant.loc[
-        egrid_plant["plant_primary_fuel"].isin(emissions.CLEAN_FUELS),
-        "co2_mass_lb_for_electricity_adjusted",
-    ].fillna(0)
-    egrid_plant.loc[
-        egrid_plant["plant_primary_fuel"].isin(emissions.CLEAN_FUELS), "co2_mass_lb"
-    ] = egrid_plant.loc[
-        egrid_plant["plant_primary_fuel"].isin(emissions.CLEAN_FUELS), "co2_mass_lb"
-    ].fillna(0)
-
-    # reorder the columns
-    egrid_plant = egrid_plant[
-        [
-            "ba_code",
-            "state",
-            "plant_id_egrid",
-            "plant_name_eia",
-            "plant_primary_fuel",
-            "chp_flag",
-            "net_generation_mwh",
-            "fuel_consumed_mmbtu",
-            "fuel_consumed_for_electricity_mmbtu",
-            "co2_mass_lb",
-            "co2_mass_lb_for_electricity_adjusted",
-            "nox_mass_lb",
-            "so2_mass_lb",
-            "fuel_consumed_mmbtu_ozone_season",
-            "fuel_data_source_annual",
-            "fuel_data_source_ozone",
-        ]
-    ]
-
-    # We also want to remove any plants that are located in Puerto Rico
-    egrid_plant = egrid_plant[(egrid_plant["state"] != "PR")]
-
-    # create a column for eia id
-    egrid_plant = add_egrid_plant_id(egrid_plant, from_id="egrid", to_id="eia")
-
-    return egrid_plant
-
-
-def load_egrid_ba_file(year):
-    # load egrid BA totals
-    egrid_ba = pd.read_excel(
-        downloads_folder(f"egrid/egrid{year}_data.xlsx"),
-        sheet_name=f"BA{str(year)[-2:]}",
-        header=1,
-        usecols=["BANAME", "BACODE", "BAHTIANT", "BANGENAN", "BACO2AN"],
-    )
-    # rename the columns
-    egrid_ba = egrid_ba.rename(
-        columns={
-            "BANAME": "ba_name",
-            "BACODE": "ba_code",
-            "BAHTIANT": "fuel_consumed_for_electricity_mmbtu",
-            "BANGENAN": "net_generation_mwh",
-            "BACO2AN": "co2_mass_lb_adjusted",
-        }
-    )
-    egrid_ba = egrid_ba.sort_values(by="ba_code", ascending=True)
-    egrid_ba["co2_mass_lb_adjusted"] = egrid_ba["co2_mass_lb_adjusted"] * 2000
-
-    return egrid_ba
-
-
-def add_egrid_plant_id(df, from_id, to_id):
-    # For plants that have different EPA and EIA plant IDs, the plant ID in eGRID is usually the EPA ID, but sometimes the EIA ID
-    # however, there are sometime 2 EIA IDs for a single eGRID ID, so we need to group the data in the EIA table by the egrid id
-    # We need to update all of the egrid plant IDs to the EIA plant IDs
-    egrid_crosswalk = pd.read_csv(
-        reference_table_folder("eGRID_crosswalk_of_EIA_ID_to_EPA_ID.csv"),
-        dtype=get_dtypes(),
-    )
-    id_map = dict(
-        zip(
-            list(egrid_crosswalk[f"plant_id_{from_id}"]),
-            list(egrid_crosswalk[f"plant_id_{to_id}"]),
-        )
-    )
-
-    df[f"plant_id_{to_id}"] = df[f"plant_id_{from_id}"]
-    df[f"plant_id_{to_id}"].update(df[f"plant_id_{to_id}"].map(id_map))
-
-    return df
-
-
 def compare_plant_level_results_to_egrid(
     plant_data, egrid_plant, PLANTS_MISSING_FROM_EGRID
 ):

From 22abb11fe8a7769406497a1cdc320e521bb8732e Mon Sep 17 00:00:00 2001
From: Ben RdO <benjamin.rouilledorfeuil@singularity.energy>
Date: Wed, 31 Jan 2024 14:39:24 -0800
Subject: [PATCH 12/28] chore: add s3fs dependency

---
 Pipfile         |    1 +
 Pipfile.lock    | 2063 +++++++++++++++++++++++------------------------
 environment.yml |    3 +-
 pyproject.toml  |    1 +
 4 files changed, 992 insertions(+), 1076 deletions(-)

diff --git a/Pipfile b/Pipfile
index 0c4e88cb..168372ee 100644
--- a/Pipfile
+++ b/Pipfile
@@ -20,6 +20,7 @@ seaborn = "*"
 sqlalchemy = "*"
 statsmodels = "*"
 coloredlogs = "*"
+s3fs = {extras=["boto3"], versions="==2023.12.2"}
 "catalystcoop.pudl" = {git = "git+https://github.com/singularity-energy/pudl.git@oge_release"}
 gridemissions = {git = "git+https://github.com/singularity-energy/gridemissions"}
 
diff --git a/Pipfile.lock b/Pipfile.lock
index 7c75d265..07797b81 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "a75d7f78b477213c6653e79fc8b7e991bd02d4ec82e5fa11c1c9367d33aea33f"
+            "sha256": "d4c462ebc804828b3e837cf5d2e13ebb92720765e7a95ae6c032734510a29aa7"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -24,6 +24,17 @@
             "markers": "python_version >= '3.7'",
             "version": "==0.4.0"
         },
+        "aiobotocore": {
+            "extras": [
+                "boto3"
+            ],
+            "hashes": [
+                "sha256:0b095af50da2d6f94e93ca959e2a4876f0f0d84d534b61b21d8e050832d04ab6",
+                "sha256:904a7ad7cc8671d662cfd596906dafe839118ea2a66332c37908e3dcfdee1e45"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==2.11.1"
+        },
         "aiofiles": {
             "hashes": [
                 "sha256:19297512c647d4b27a2cf7c34caa7e405c0d60b5560618a29a9fe027b18b0107",
@@ -34,85 +45,93 @@
         },
         "aiohttp": {
             "hashes": [
-                "sha256:02ab6006ec3c3463b528374c4cdce86434e7b89ad355e7bf29e2f16b46c7dd6f",
-                "sha256:04fa38875e53eb7e354ece1607b1d2fdee2d175ea4e4d745f6ec9f751fe20c7c",
-                "sha256:0b0a6a36ed7e164c6df1e18ee47afbd1990ce47cb428739d6c99aaabfaf1b3af",
-                "sha256:0d406b01a9f5a7e232d1b0d161b40c05275ffbcbd772dc18c1d5a570961a1ca4",
-                "sha256:0e49b08eafa4f5707ecfb321ab9592717a319e37938e301d462f79b4e860c32a",
-                "sha256:0e7ba7ff228c0d9a2cd66194e90f2bca6e0abca810b786901a569c0de082f489",
-                "sha256:11cb254e397a82efb1805d12561e80124928e04e9c4483587ce7390b3866d213",
-                "sha256:11ff168d752cb41e8492817e10fb4f85828f6a0142b9726a30c27c35a1835f01",
-                "sha256:176df045597e674fa950bf5ae536be85699e04cea68fa3a616cf75e413737eb5",
-                "sha256:219a16763dc0294842188ac8a12262b5671817042b35d45e44fd0a697d8c8361",
-                "sha256:22698f01ff5653fe66d16ffb7658f582a0ac084d7da1323e39fd9eab326a1f26",
-                "sha256:237533179d9747080bcaad4d02083ce295c0d2eab3e9e8ce103411a4312991a0",
-                "sha256:289ba9ae8e88d0ba16062ecf02dd730b34186ea3b1e7489046fc338bdc3361c4",
-                "sha256:2c59e0076ea31c08553e868cec02d22191c086f00b44610f8ab7363a11a5d9d8",
-                "sha256:2c9376e2b09895c8ca8b95362283365eb5c03bdc8428ade80a864160605715f1",
-                "sha256:3135713c5562731ee18f58d3ad1bf41e1d8883eb68b363f2ffde5b2ea4b84cc7",
-                "sha256:3b9c7426923bb7bd66d409da46c41e3fb40f5caf679da624439b9eba92043fa6",
-                "sha256:3c0266cd6f005e99f3f51e583012de2778e65af6b73860038b968a0a8888487a",
-                "sha256:41473de252e1797c2d2293804e389a6d6986ef37cbb4a25208de537ae32141dd",
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             ],
             "markers": "python_version >= '3.8'",
-            "version": "==3.9.1"
+            "version": "==3.9.3"
+        },
+        "aioitertools": {
+            "hashes": [
+                "sha256:04b95e3dab25b449def24d7df809411c10e62aab0cbe31a50ca4e68748c43394",
+                "sha256:42c68b8dd3a69c2bf7f2233bf7df4bb58b557bca5252ac02ed5187bbc67d6831"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==0.11.0"
         },
         "aiosignal": {
             "hashes": [
@@ -124,11 +143,11 @@
         },
         "alabaster": {
             "hashes": [
-                "sha256:1ee19aca801bbabb5ba3f5f258e4422dfa86f82f3e9cefb0859b283cdd7f62a3",
-                "sha256:a27a4a084d5e690e16e01e03ad2b2e552c61a65469419b907243193de1a84ae2"
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             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==0.7.13"
+            "markers": "python_version >= '3.9'",
+            "version": "==0.7.16"
         },
         "alembic": {
             "hashes": [
@@ -169,13 +188,21 @@
             ],
             "version": "==1.4.4"
         },
+        "appnope": {
+            "hashes": [
+                "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24",
+                "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"
+            ],
+            "markers": "platform_system == 'Darwin'",
+            "version": "==0.1.3"
+        },
         "arelle-release": {
             "hashes": [
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-                "sha256:c15b59f53e36c4373b9f817666b7a59136971c2c65b13e3b4077f60efe2d119d"
+                "sha256:6f2090d282a3b5d7e1fddc043dfbe31558d08cfcd6b470bb0d7140f1b0ad4706",
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             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.20.3"
+            "version": "==2.23.1"
         },
         "argon2-cffi": {
             "hashes": [
@@ -292,19 +319,19 @@
         },
         "boto3": {
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             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.10"
+            "version": "==1.34.27"
         },
         "botocore": {
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-                "sha256:ad0e924bbdd5469b62ea82a205bd3a9e03a00a61b661ed6446739b82849ea8be",
-                "sha256:e981d2d727f26732753269d60a51a1851ad9de6c1aa823e5443c7b06221aada0"
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             "markers": "python_version >= '3.8'",
-            "version": "==1.34.10"
+            "version": "==1.34.27"
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         "bottleneck": {
             "hashes": [
@@ -406,16 +433,16 @@
         },
         "catalystcoop.ferc-xbrl-extractor": {
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-                "sha256:78b58aa5bf38c7cc46e6a955dbf839dcf34bb29d265a48b6ccb2af33cc75058b",
-                "sha256:9756c19117907acb80b09e6051a1d3fa254a03101db4cf9184289d2e697ef2b2"
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             "markers": "python_version >= '3.10' and python_version < '3.13'",
-            "version": "==1.3.1"
+            "version": "==1.3.2"
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         "catalystcoop.pudl": {
-            "git": "git+https://github.com/singularity-energy/pudl.git@oge_dev",
+            "git": "git+https://github.com/singularity-energy/pudl.git@oge_release",
             "markers": "python_version >= '3.11' and python_version < '3.12'",
-            "ref": "8e7caf179a688c11669eb391a16de3a280f7513f"
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@@ -683,11 +710,11 @@
         },
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@@ -744,61 +771,61 @@
                 "toml"
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@@ -848,31 +875,31 @@
         },
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@@ -884,32 +911,32 @@
         },
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@@ -975,11 +1002,11 @@
         },
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@@ -1112,51 +1139,51 @@
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@@ -1822,11 +1784,11 @@
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@@ -1958,7 +1920,6 @@
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@@ -2065,7 +2026,6 @@
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@@ -2079,20 +2039,19 @@
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@@ -2545,11 +2489,11 @@
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@@ -2695,11 +2639,11 @@
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@@ -2735,11 +2679,11 @@
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@@ -2803,81 +2747,81 @@
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@@ -3431,122 +3393,96 @@
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@@ -3620,21 +3556,13 @@
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@@ -3678,11 +3606,11 @@
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@@ -3702,18 +3630,18 @@
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@@ -3723,46 +3651,6 @@
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@@ -3984,11 +3872,11 @@
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@@ -4149,6 +4037,7 @@
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@@ -4622,35 +4537,35 @@
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@@ -4789,6 +4704,14 @@
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@@ -4876,11 +4799,11 @@
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@@ -4966,11 +4889,11 @@
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@@ -5003,11 +4926,11 @@
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@@ -5293,14 +5216,6 @@
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@@ -5319,42 +5234,42 @@
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         "pytest": {
             "hashes": [
-                "sha256:0d009c083ea859a71b76adf7c1d502e4bc170b80a8ef002da5806527b9591fac",
-                "sha256:d989d136982de4e3b29dabcc838ad581c64e8ed52c11fbe86ddebd9da0818cd5"
+                "sha256:249b1b0864530ba251b7438274c4d251c58d868edaaec8762893ad4a0d71c36c",
+                "sha256:50fb9cbe836c3f20f0dfa99c565201fb75dc54c8d76373cd1bde06b06657bdb6"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==7.4.3"
+            "markers": "python_version >= '3.8'",
+            "version": "==8.0.0"
         },
         "ruff": {
             "hashes": [
-                "sha256:0e17f53bcbb4fff8292dfd84cf72d767b5e146f009cccd40c2fad27641f8a7a9",
-                "sha256:104aa9b5e12cb755d9dce698ab1b97726b83012487af415a4512fedd38b1459e",
-                "sha256:1e63bf5a4a91971082a4768a0aba9383c12392d0d6f1e2be2248c1f9054a20da",
-                "sha256:28d920e319783d5303333630dae46ecc80b7ba294aeffedf946a02ac0b7cc3db",
-                "sha256:2aec598fb65084e41a9c5d4b95726173768a62055aafb07b4eff976bac72a592",
-                "sha256:331aae2cd4a0554667ac683243b151c74bd60e78fb08c3c2a4ac05ee1e606a39",
-                "sha256:479ca4250cab30f9218b2e563adc362bd6ae6343df7c7b5a7865300a5156d5a6",
-                "sha256:4d0738917c203246f3e275b37006faa3aa96c828b284ebfe3e99a8cb413c8c4b",
-                "sha256:69dac82d63a50df2ab0906d97a01549f814b16bc806deeac4f064ff95c47ddf5",
-                "sha256:744dfe4b35470fa3820d5fe45758aace6269c578f7ddc43d447868cfe5078bcb",
-                "sha256:8151425a60878e66f23ad47da39265fc2fad42aed06fb0a01130e967a7a064f4",
-                "sha256:837c739729394df98f342319f5136f33c65286b28b6b70a87c28f59354ec939b",
-                "sha256:aa8344310f1ae79af9ccd6e4b32749e93cddc078f9b5ccd0e45bd76a6d2e8bb6",
-                "sha256:b041dee2734719ddbb4518f762c982f2e912e7f28b8ee4fe1dee0b15d1b6e800",
-                "sha256:c497d769164df522fdaf54c6eba93f397342fe4ca2123a2e014a5b8fc7df81c7",
-                "sha256:e6837202c2859b9f22e43cb01992373c2dbfeae5c0c91ad691a4a2e725392464",
-                "sha256:e6a212f436122ac73df851f0cf006e0c6612fe6f9c864ed17ebefce0eff6a5fd"
+                "sha256:1bab866aafb53da39c2cadfb8e1c4550ac5340bb40300083eb8967ba25481447",
+                "sha256:2417e1cb6e2068389b07e6fa74c306b2810fe3ee3476d5b8a96616633f40d14f",
+                "sha256:3837ac73d869efc4182d9036b1405ef4c73d9b1f88da2413875e34e0d6919587",
+                "sha256:5fe8d54df166ecc24106db7dd6a68d44852d14eb0729ea4672bb4d96c320b7df",
+                "sha256:6c629cf64bacfd136c07c78ac10a54578ec9d1bd2a9d395efbee0935868bf852",
+                "sha256:6f0bfbb53c4b4de117ac4d6ddfd33aa5fc31beeaa21d23c45c6dd249faf9126f",
+                "sha256:6f8ad828f01e8dd32cc58bc28375150171d198491fc901f6f98d2a39ba8e3ff5",
+                "sha256:86811954eec63e9ea162af0ffa9f8d09088bab51b7438e8b6488b9401863c25e",
+                "sha256:9405fa9ac0e97f35aaddf185a1be194a589424b8713e3b97b762336ec79ff807",
+                "sha256:9a933dfb1c14ec7a33cceb1e49ec4a16b51ce3c20fd42663198746efc0427360",
+                "sha256:abf4822129ed3a5ce54383d5f0e964e7fef74a41e48eb1dfad404151efc130a2",
+                "sha256:b17b93c02cdb6aeb696effecea1095ac93f3884a49a554a9afa76bb125c114c1",
+                "sha256:c66ec24fe36841636e814b8f90f572a8c0cb0e54d8b5c2d0e300d28a0d7bffec",
+                "sha256:ddb87643be40f034e97e97f5bc2ef7ce39de20e34608f3f829db727a93fb82c5",
+                "sha256:e0d432aec35bfc0d800d4f70eba26e23a352386be3a6cf157083d18f6f5881c8",
+                "sha256:f6dfa8c1b21c913c326919056c390966648b680966febcb796cc9d1aaab8564e",
+                "sha256:fd4025ac5e87d9b80e1f300207eb2fd099ff8200fa2320d7dc066a3f4622dc6b"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==0.1.9"
+            "version": "==0.1.15"
         }
     }
 }
diff --git a/environment.yml b/environment.yml
index b44710b7..4331e3de 100644
--- a/environment.yml
+++ b/environment.yml
@@ -3,11 +3,9 @@ channels:
   - defaults
   - conda-forge
 dependencies:
-  - black # development: code formatting
   - blas=*=openblas # prevent mkl implementation of blas
   - cvxopt
   - cvxpy=1.2.1 # used by gridemissions, newer version not working as of 12/12/2022
-  - flake8 # development: linter
   - ipykernel
   - nomkl # prevent mkl implementation of blas
   - notebook
@@ -23,6 +21,7 @@ dependencies:
   - qdldl-python==0.1.5,!=0.1.5.post2 # used for gridemissions, newer version not working as of 12/12/2022
   - requests>=2.28.1
   - ruff
+  - s3fs
   - seaborn # used by gridemissions
   - setuptools # used for pudl
   - sqlalchemy
diff --git a/pyproject.toml b/pyproject.toml
index 91c0d6b0..9649338d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,6 +32,7 @@ dependencies = [
   "sqlalchemy",
   "statsmodels",
   "coloredlogs",
+  "s3fs[boto3] == 2023.12.2",
   "catalystcoop-pudl@git+https://github.com/singularity-energy/pudl.git@oge_release",
   "gridemissions@git+https://github.com/singularity-energy/gridemissions.git",
 ]

From ff09d38697d9f8de583bfb4d4a4c47881985a827 Mon Sep 17 00:00:00 2001
From: Ben RdO <benjamin.rouilledorfeuil@singularity.energy>
Date: Tue, 30 Jan 2024 14:26:24 -0800
Subject: [PATCH 13/28] refactor: remove unnecessary join

---
 src/oge/eia930.py | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/src/oge/eia930.py b/src/oge/eia930.py
index e27505fa..6e74b291 100644
--- a/src/oge/eia930.py
+++ b/src/oge/eia930.py
@@ -2,7 +2,6 @@
 import re
 from datetime import timedelta
 import os
-from os.path import join
 
 import oge.load_data as load_data
 from oge.column_checks import get_dtypes
@@ -152,9 +151,7 @@ def clean_930(year: int, small: bool = False, path_prefix: str = ""):
     # Adjust
     logger.info("Adjusting EIA-930 time stamps")
     df = manual_930_adjust(df)
-    df.to_csv(
-        join(data_folder, "eia930_raw.csv")
-    )  # Will be read by gridemissions workflow
+    df.to_csv(data_folder + "eia930_raw.csv")  # Will be read by gridemissions workflow
 
     # Run cleaning
     logger.info("Running physics-based data cleaning")

From 5117cd797b8407bfdab1b352a7b5ad486170fe68 Mon Sep 17 00:00:00 2001
From: Ben RdO <benjamin.rouilledorfeuil@singularity.energy>
Date: Wed, 31 Jan 2024 14:40:02 -0800
Subject: [PATCH 14/28] feat: ensure the pipeline runs with the correct data
 store

---
 src/oge/data_pipeline.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/src/oge/data_pipeline.py b/src/oge/data_pipeline.py
index 918499ff..a0a81410 100644
--- a/src/oge/data_pipeline.py
+++ b/src/oge/data_pipeline.py
@@ -69,6 +69,11 @@ def print_args(args: argparse.Namespace, logger):
 
 def main(args):
     """Runs the OGE data pipeline."""
+    if os.getenv("OGE_DATA_STORE") in ["s3", "2"]:
+        raise OSError(
+            "Invalid OGE_DATA_STORE environment variable. Should be 'local' or '1'"
+        )
+
     args = get_args()
     year = args.year
 

From 5286464171f366cc745da27cfb7825c135041054 Mon Sep 17 00:00:00 2001
From: Ben RdO <benjamin.rouilledorfeuil@singularity.energy>
Date: Wed, 31 Jan 2024 12:31:11 -0800
Subject: [PATCH 15/28] docs: update README

---
 README.md | 15 ++++++++++++++-
 1 file changed, 14 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 91800d39..d4ccf225 100644
--- a/README.md
+++ b/README.md
@@ -84,13 +84,26 @@ Notebooks are organized into five directories based on their purpose
 - `work_in_progress`: temporary notebooks being used for development purposes on specific branches
 
 ### Data Structure
-All manual reference tables are stored in `src/oge/reference_tables`. 
+All manual reference tables are stored in `src/oge/reference_tables`.
 
 All files downloaded/created as part of the pipeline are stored in your HOME directory (e.g. users/user.name/):
 - `HOME/open_grid_emissions_data/downloads` contains all files that are downloaded by functions in `load_data`
 - `HOME/open_grid_emissions_data/outputs` contains intermediate outputs from the data pipeline... any files created by our code that are not final results
 - `HOME/open_grid_emissions_data/results` contains all final output files that will be published
 
+## Importing OGE as a Package in your Project
+OGE is not yet available on PyPi but can be installed from GitHub. For example, this can be done by adding `oge = {git="https://github.com/singularity-energy/open-grid-emissions.git"}` to your Pipfile if you are using `pipenv` for your project.
+
+Note that you don't need to run the pipeline to generate the output data as these are available on Amazon Simple Storage Service (S3). Simply, set the `OGE_DATA_STORE` environment variable to `s3` in the **\_\_init\_\_.py** file of your project to fetch OGE data from Amazon S3. Additionally, you can tell OGE to not write logs in a file by overwriting the default configuration of the OGE logger.
+
+To summarize, your **\_\_init\_\_.py** file would then look like this:
+```python
+from oge.logging_util import configure_root_logger
+
+os.environ["OGE_DATA_STORE"] = "s3"
+configure_root_logger(logfile=None)
+```
+
 ## Development Setup
 If you would like to run the code on your own computer and/or contribute updates to the code, the following steps can help get you started.
 

From 1968cd9d58784c26b5c955d5c4ddae2b5da9a338 Mon Sep 17 00:00:00 2001
From: grgmiller <greg.miller@singularity.energy>
Date: Thu, 1 Feb 2024 15:12:08 -0800
Subject: [PATCH 16/28] update egrid comparison

---
 docs/docs/Data Validation/Comparing Data to eGRID.md | 12 +-----------
 1 file changed, 1 insertion(+), 11 deletions(-)

diff --git a/docs/docs/Data Validation/Comparing Data to eGRID.md b/docs/docs/Data Validation/Comparing Data to eGRID.md
index dd2e5587..6b17c27e 100644
--- a/docs/docs/Data Validation/Comparing Data to eGRID.md	
+++ b/docs/docs/Data Validation/Comparing Data to eGRID.md	
@@ -9,7 +9,7 @@ Although the OGE methodology is based on the EPA's eGRID methodology, there are
    <td>
 Method/approach
    </td>
-   <td>eGRID2020
+   <td>eGRID2022
    </td>
    <td>Open Grid Emissions
    </td>
@@ -56,16 +56,6 @@ Method/approach
    <td>CO2 emissions for plants with a fuel cell prime mover are more than 800% higher than eGRID values.
    </td>
   </tr>
-  <tr>
-   <td>NOx emission factor for flared landfill gas
-   </td>
-   <td>0.02 lb NOx per MMbtu
-   </td>
-   <td>0.078 lb NOx per MMbtu
-   </td>
-   <td>Adjusted emissions from LFG will be lower than the eGRID values.
-   </td>
-  </tr>
   <tr>
    <td>CHP electric allocation factor
    </td>

From f8be841e06b7662ae7644a505b4768b12ccaeb6c Mon Sep 17 00:00:00 2001
From: grgmiller <greg.miller@singularity.energy>
Date: Thu, 1 Feb 2024 16:10:06 -0800
Subject: [PATCH 17/28] format using ruff

---
 src/oge/load_data.py  | 8 ++------
 src/oge/validation.py | 1 +
 2 files changed, 3 insertions(+), 6 deletions(-)

diff --git a/src/oge/load_data.py b/src/oge/load_data.py
index 88d6da92..f5913ef0 100644
--- a/src/oge/load_data.py
+++ b/src/oge/load_data.py
@@ -966,16 +966,12 @@ def load_egrid_plant_file(year):
     ] = egrid_plant.loc[
         egrid_plant["plant_primary_fuel"].isin(CLEAN_FUELS),
         "co2_mass_lb_for_electricity_adjusted",
-    ].fillna(
-        0
-    )
+    ].fillna(0)
     egrid_plant.loc[
         egrid_plant["plant_primary_fuel"].isin(CLEAN_FUELS), "co2_mass_lb"
     ] = egrid_plant.loc[
         egrid_plant["plant_primary_fuel"].isin(CLEAN_FUELS), "co2_mass_lb"
-    ].fillna(
-        0
-    )
+    ].fillna(0)
 
     # reorder the columns
     egrid_plant = egrid_plant[
diff --git a/src/oge/validation.py b/src/oge/validation.py
index 8560cf37..55b9f1a6 100644
--- a/src/oge/validation.py
+++ b/src/oge/validation.py
@@ -1862,6 +1862,7 @@ def test_gtn_results(df):
 # EGRID VALIDATION METRIC FUNCTIONS
 ########################################################################################
 
+
 def compare_plant_level_results_to_egrid(
     plant_data, egrid_plant, PLANTS_MISSING_FROM_EGRID
 ):

From 0a177febf5a390f13f2299367d24bcaa8a732726 Mon Sep 17 00:00:00 2001
From: grgmiller <greg.miller@singularity.energy>
Date: Thu, 1 Feb 2024 16:12:40 -0800
Subject: [PATCH 18/28] fix import error

---
 src/oge/validation.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/oge/validation.py b/src/oge/validation.py
index 55b9f1a6..a5393460 100644
--- a/src/oge/validation.py
+++ b/src/oge/validation.py
@@ -5,7 +5,7 @@
 import oge.impute_hourly_profiles as impute_hourly_profiles
 import oge.emissions as emissions
 from oge.column_checks import get_dtypes
-from oge.filepaths import downloads_folder, reference_table_folder, outputs_folder
+from oge.filepaths import reference_table_folder, outputs_folder
 from oge.logging_util import get_logger
 
 logger = get_logger(__name__)

From f0ac2d423f811011b4f670593ea6ac5706436cb4 Mon Sep 17 00:00:00 2001
From: grgmiller <greg.miller@singularity.energy>
Date: Thu, 1 Feb 2024 16:47:19 -0800
Subject: [PATCH 19/28] fix futurewarning

---
 src/oge/load_data.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/oge/load_data.py b/src/oge/load_data.py
index f5913ef0..8d128ded 100644
--- a/src/oge/load_data.py
+++ b/src/oge/load_data.py
@@ -1050,7 +1050,7 @@ def add_egrid_plant_id(df, from_id, to_id):
     )
 
     df[f"plant_id_{to_id}"] = df[f"plant_id_{from_id}"]
-    df[f"plant_id_{to_id}"].update(df[f"plant_id_{to_id}"].map(id_map))
+    df[f"plant_id_{to_id}"] = df[f"plant_id_{to_id}"].replace(id_map)
 
     return df
 

From bdf4645319116dbc368be79b66bf28b718c5eaae Mon Sep 17 00:00:00 2001
From: grgmiller <greg.miller@singularity.energy>
Date: Sat, 3 Feb 2024 10:26:09 -0800
Subject: [PATCH 20/28] fix circular import of CLEAN_FUELS

---
 src/oge/constants.py     |  6 ++++++
 src/oge/consumed.py      |  3 +--
 src/oge/data_cleaning.py |  2 +-
 src/oge/data_pipeline.py |  3 ++-
 src/oge/emissions.py     |  2 +-
 src/oge/load_data.py     |  2 +-
 src/oge/output_data.py   |  5 +----
 src/oge/validation.py    | 10 +++++-----
 8 files changed, 18 insertions(+), 15 deletions(-)
 create mode 100644 src/oge/constants.py

diff --git a/src/oge/constants.py b/src/oge/constants.py
new file mode 100644
index 00000000..988ba396
--- /dev/null
+++ b/src/oge/constants.py
@@ -0,0 +1,6 @@
+# specify the energy_source_codes that are considered clean/carbon-free
+CLEAN_FUELS = ["SUN", "MWH", "WND", "WAT", "WH", "PUR", "NUC"]
+
+UNIT_CONVERSIONS = {"lb": ("kg", 0.453592), "mmbtu": ("GJ", 1.055056)}
+
+TIME_RESOLUTIONS = {"hourly": "H", "monthly": "M", "annual": "A"}
diff --git a/src/oge/consumed.py b/src/oge/consumed.py
index 07ae1727..b9e61e73 100644
--- a/src/oge/consumed.py
+++ b/src/oge/consumed.py
@@ -7,12 +7,11 @@
 from gridemissions.eia_api import KEYS, SRC
 from oge.filepaths import outputs_folder, reference_table_folder, results_folder
 from oge.logging_util import get_logger
-
+from oge.constants import TIME_RESOLUTIONS
 from oge.output_data import (
     GENERATED_EMISSION_RATE_COLS,
     CONSUMED_EMISSION_RATE_COLS,
     output_to_results,
-    TIME_RESOLUTIONS,
 )
 
 logger = get_logger(__name__)
diff --git a/src/oge/data_cleaning.py b/src/oge/data_cleaning.py
index 059313ee..e705ffcf 100644
--- a/src/oge/data_cleaning.py
+++ b/src/oge/data_cleaning.py
@@ -9,7 +9,7 @@
 import oge.load_data as load_data
 import oge.validation as validation
 import oge.emissions as emissions
-from oge.emissions import CLEAN_FUELS
+from oge.constants import CLEAN_FUELS
 from oge.column_checks import get_dtypes, apply_dtypes
 from oge.filepaths import reference_table_folder, outputs_folder
 from oge.logging_util import get_logger
diff --git a/src/oge/data_pipeline.py b/src/oge/data_pipeline.py
index 62bf5161..f2b94563 100644
--- a/src/oge/data_pipeline.py
+++ b/src/oge/data_pipeline.py
@@ -22,6 +22,7 @@
 import oge.consumed as consumed
 from oge.filepaths import downloads_folder, outputs_folder, results_folder
 from oge.logging_util import get_logger, configure_root_logger
+from oge.constants import TIME_RESOLUTIONS
 
 
 def get_args() -> argparse.Namespace:
@@ -97,7 +98,7 @@ def main(args):
     )
     # Make results subfolders
     for unit in ["us_units", "metric_units"]:
-        for time_resolution in output_data.TIME_RESOLUTIONS.keys():
+        for time_resolution in TIME_RESOLUTIONS.keys():
             for subfolder in ["plant_data", "carbon_accounting", "power_sector_data"]:
                 os.makedirs(
                     results_folder(
diff --git a/src/oge/emissions.py b/src/oge/emissions.py
index 567e5bbb..8b3219eb 100644
--- a/src/oge/emissions.py
+++ b/src/oge/emissions.py
@@ -6,12 +6,12 @@
 from oge.column_checks import get_dtypes
 from oge.filepaths import reference_table_folder
 from oge.logging_util import get_logger
+from oge.constants import CLEAN_FUELS
 
 from pudl.analysis.allocate_gen_fuel import (
     distribute_annually_reported_data_to_months_if_annual,
 )
 
-CLEAN_FUELS = ["SUN", "MWH", "WND", "WAT", "WH", "PUR", "NUC"]
 
 logger = get_logger(__name__)
 
diff --git a/src/oge/load_data.py b/src/oge/load_data.py
index 8d128ded..b9a7ebaa 100644
--- a/src/oge/load_data.py
+++ b/src/oge/load_data.py
@@ -8,7 +8,7 @@
 from oge.filepaths import downloads_folder, reference_table_folder, outputs_folder
 import oge.validation as validation
 from oge.logging_util import get_logger
-from oge.emissions import CLEAN_FUELS
+from oge.constants import CLEAN_FUELS
 
 from pudl.metadata.fields import apply_pudl_dtypes
 
diff --git a/src/oge/output_data.py b/src/oge/output_data.py
index 5747b31a..f29639fa 100644
--- a/src/oge/output_data.py
+++ b/src/oge/output_data.py
@@ -9,6 +9,7 @@
 import oge.validation as validation
 from oge.filepaths import outputs_folder, results_folder, data_folder
 from oge.logging_util import get_logger
+from oge.constants import UNIT_CONVERSIONS
 
 logger = get_logger(__name__)
 
@@ -43,10 +44,6 @@
     "consumed_so2_rate_lb_per_mwh_for_electricity_adjusted",
 ]
 
-UNIT_CONVERSIONS = {"lb": ("kg", 0.453592), "mmbtu": ("GJ", 1.055056)}
-
-TIME_RESOLUTIONS = {"hourly": "H", "monthly": "M", "annual": "A"}
-
 
 def prepare_files_for_upload(years):
     """
diff --git a/src/oge/validation.py b/src/oge/validation.py
index a5393460..762b69f3 100644
--- a/src/oge/validation.py
+++ b/src/oge/validation.py
@@ -3,10 +3,10 @@
 
 import oge.load_data as load_data
 import oge.impute_hourly_profiles as impute_hourly_profiles
-import oge.emissions as emissions
 from oge.column_checks import get_dtypes
 from oge.filepaths import reference_table_folder, outputs_folder
 from oge.logging_util import get_logger
+from oge.constants import CLEAN_FUELS
 
 logger = get_logger(__name__)
 
@@ -1106,28 +1106,28 @@ def identify_percent_of_data_by_input_source(
     # use the generator-specific energy source code for the eia data, otherwise use the pliant primary fuel
     eia_only_data = eia_only_data.assign(
         emitting_net_generation_mwh=lambda x: np.where(
-            ~x.energy_source_code.isin(emissions.CLEAN_FUELS + ["GEO"]),
+            ~x.energy_source_code.isin(CLEAN_FUELS + ["GEO"]),
             x.net_generation_mwh,
             0,
         )
     )
     cems = cems.assign(
         emitting_net_generation_mwh=lambda x: np.where(
-            ~x.plant_primary_fuel.isin(emissions.CLEAN_FUELS + ["GEO"]),
+            ~x.plant_primary_fuel.isin(CLEAN_FUELS + ["GEO"]),
             x.net_generation_mwh,
             0,
         )
     )
     partial_cems_subplant = partial_cems_subplant.assign(
         emitting_net_generation_mwh=lambda x: np.where(
-            ~x.plant_primary_fuel.isin(emissions.CLEAN_FUELS + ["GEO"]),
+            ~x.plant_primary_fuel.isin(CLEAN_FUELS + ["GEO"]),
             x.net_generation_mwh,
             0,
         )
     )
     partial_cems_plant = partial_cems_plant.assign(
         emitting_net_generation_mwh=lambda x: np.where(
-            ~x.plant_primary_fuel.isin(emissions.CLEAN_FUELS + ["GEO"]),
+            ~x.plant_primary_fuel.isin(CLEAN_FUELS + ["GEO"]),
             x.net_generation_mwh,
             0,
         )

From 99d606c09194bab93a223836faaad5c4d7567b3e Mon Sep 17 00:00:00 2001
From: grgmiller <greg.miller@singularity.energy>
Date: Sat, 3 Feb 2024 11:12:30 -0800
Subject: [PATCH 21/28] move assumed values to constants

---
 README.md              |  1 +
 src/oge/constants.py   | 32 ++++++++++++++++++++++++++-
 src/oge/emissions.py   | 50 +++++++++++++++++++++---------------------
 src/oge/load_data.py   | 36 ++++++++++++++++++++----------
 src/oge/output_data.py |  7 +++++-
 5 files changed, 88 insertions(+), 38 deletions(-)

diff --git a/README.md b/README.md
index d4ccf225..35dfd944 100644
--- a/README.md
+++ b/README.md
@@ -61,6 +61,7 @@ There are many ways that you can contribute!
 ## Repository Structure
 ### Modules
 - `column_checks`: functions that check that all data outputs have the correct column names
+- `constants`: specifies conversion factors and constants used across all modules
 - `data_pipeline`: main script for running the data pipeline from start to finish
 - `download_data`: functions that download data from the internet
 - `data_cleaning`: functions that clean loaded data
diff --git a/src/oge/constants.py b/src/oge/constants.py
index 988ba396..f36cab0d 100644
--- a/src/oge/constants.py
+++ b/src/oge/constants.py
@@ -1,6 +1,36 @@
 # specify the energy_source_codes that are considered clean/carbon-free
 CLEAN_FUELS = ["SUN", "MWH", "WND", "WAT", "WH", "PUR", "NUC"]
 
-UNIT_CONVERSIONS = {"lb": ("kg", 0.453592), "mmbtu": ("GJ", 1.055056)}
+# specify the energy_source_codes that are considerd to be biomass
+BIOMASS_FUELS = [
+    "AB",
+    "BG",
+    "BLQ",
+    "DG",
+    "LFG",
+    "MSB",
+    "OBG",
+    "OBL",
+    "OBS",
+    "SLW",
+    "WDL",
+    "WDS",
+]
 
 TIME_RESOLUTIONS = {"hourly": "H", "monthly": "M", "annual": "A"}
+
+# derived from table 2.4-4 of the EPA's AP-42 document
+nox_lb_per_mmbtu_flared_landfill_gas = 0.078
+
+# values assumed by eGRID for CHP efficiency
+chp_gross_thermal_output_efficiency = 0.8
+chp_useful_thermal_output_efficiency = 0.75
+
+
+class ConversionFactors(float):
+    """Defines conversion factors between common units."""
+
+    lb_to_kg = 0.453592
+    mmbtu_to_GJ = 1.055056
+    mwh_to_mmbtu = 3.412142
+    short_ton_to_lbs = 2000
diff --git a/src/oge/emissions.py b/src/oge/emissions.py
index 8b3219eb..e81e1c8a 100644
--- a/src/oge/emissions.py
+++ b/src/oge/emissions.py
@@ -6,7 +6,14 @@
 from oge.column_checks import get_dtypes
 from oge.filepaths import reference_table_folder
 from oge.logging_util import get_logger
-from oge.constants import CLEAN_FUELS
+from oge.constants import (
+    BIOMASS_FUELS,
+    CLEAN_FUELS,
+    ConversionFactors,
+    chp_gross_thermal_output_efficiency,
+    chp_useful_thermal_output_efficiency,
+    nox_lb_per_mmbtu_flared_landfill_gas,
+)
 
 from pudl.analysis.allocate_gen_fuel import (
     distribute_annually_reported_data_to_months_if_annual,
@@ -284,21 +291,25 @@ def calculate_electric_allocation_factor(df):
     Requires a dataframe with the following columns: net_generation_mwh, fuel_consumed_mmbtu, fuel_consumed_for_electricity_mmbtu
     """
 
-    mwh_to_mmbtu = 3.412142
-
-    # calculate the useful thermal output
+    # calculate the gross thermal output
     # 0.8 is an assumed efficiency factor used by eGRID
-    df["useful_thermal_output"] = 0.8 * (
-        df["fuel_consumed_mmbtu"] - df["fuel_consumed_for_electricity_mmbtu"]
+    df["gross_thermal_output_for_heating_mmbtu"] = (
+        chp_gross_thermal_output_efficiency
+        * (df["fuel_consumed_mmbtu"] - df["fuel_consumed_for_electricity_mmbtu"])
+    )
+    # calculate the useful thermal output
+    # 0.75 is an assumed efficiency factor used by eGRID
+    df["useful_thermal_output_mmbtu"] = (
+        chp_useful_thermal_output_efficiency
+        * df["gross_thermal_output_for_heating_mmbtu"]
     )
 
     # convert generation to mmbtu
-    df["generation_mmbtu"] = df["net_generation_mwh"] * mwh_to_mmbtu
+    df["generation_mmbtu"] = df["net_generation_mwh"] * ConversionFactors.mwh_to_mmbtu
 
     # calculate the electric allocation factor
-    # 0.75 is an assumed efficiency factor used by eGRID
     df["electric_allocation_factor"] = df["generation_mmbtu"] / (
-        df["generation_mmbtu"] + (0.75 * df["useful_thermal_output"])
+        df["generation_mmbtu"] + df["useful_thermal_output_mmbtu"]
     )
 
     # if the allocation factor < 0, set to zero
@@ -318,25 +329,11 @@ def adjust_emissions_for_biomass(df):
     """Creates a new adjusted co2 emissions column that sets any biomass emissions to zero."""
 
     # create a column for adjusted biomass emissions, setting these emissions to zero
-    biomass_fuels = [
-        "AB",
-        "BG",
-        "BLQ",
-        "DG",
-        "LFG",
-        "MSB",
-        "OBG",
-        "OBL",
-        "OBS",
-        "SLW",
-        "WDL",
-        "WDS",
-    ]
 
     # CO2: adjust emissions for co2 for all biomass generators
     if "co2_mass_lb" in df.columns:
         df["co2_mass_lb_adjusted"] = df["co2_mass_lb"]
-        df.loc[df["energy_source_code"].isin(biomass_fuels), "co2_mass_lb_adjusted"] = 0
+        df.loc[df["energy_source_code"].isin(BIOMASS_FUELS), "co2_mass_lb_adjusted"] = 0
 
     # CH4: for landfill gas (LFG), all other emissions are set to zero
     # this assumes that the gas would have been flared anyway if not used for electricity generation
@@ -356,7 +353,10 @@ def adjust_emissions_for_biomass(df):
         df["nox_mass_lb_adjusted"] = df["nox_mass_lb"]
         df.loc[df["energy_source_code"] == "LFG", "nox_mass_lb_adjusted"] = df.loc[
             df["energy_source_code"] == "LFG", "nox_mass_lb_adjusted"
-        ] - (df.loc[df["energy_source_code"] == "LFG", "fuel_consumed_mmbtu"] * 0.078)
+        ] - (
+            df.loc[df["energy_source_code"] == "LFG", "fuel_consumed_mmbtu"]
+            * nox_lb_per_mmbtu_flared_landfill_gas
+        )
         df.loc[df["nox_mass_lb_adjusted"] < 0, "nox_mass_lb_adjusted"] = 0
 
     # SO2: LFG plants set to zero
diff --git a/src/oge/load_data.py b/src/oge/load_data.py
index b9a7ebaa..35ea6e92 100644
--- a/src/oge/load_data.py
+++ b/src/oge/load_data.py
@@ -8,7 +8,7 @@
 from oge.filepaths import downloads_folder, reference_table_folder, outputs_folder
 import oge.validation as validation
 from oge.logging_util import get_logger
-from oge.constants import CLEAN_FUELS
+from oge.constants import CLEAN_FUELS, ConversionFactors
 
 from pudl.metadata.fields import apply_pudl_dtypes
 
@@ -76,7 +76,7 @@ def load_cems_data(year):
     cems["steam_load_1000_lb"] = cems["steam_load_1000_lb"].fillna(0)
 
     # convert co2 mass in tons to lb
-    cems["co2_mass_lb"] = cems["co2_mass_tons"] * 2000
+    cems["co2_mass_lb"] = cems["co2_mass_tons"] * ConversionFactors.short_ton_to_lbs
 
     # re-order columns
     cems = cems[
@@ -294,7 +294,9 @@ def load_ghg_emission_factors():
     )
 
     # convert co2 mass in short tons to lb
-    efs["co2_tons_per_mmbtu"] = efs["co2_tons_per_mmbtu"] * 2000
+    efs["co2_tons_per_mmbtu"] = (
+        efs["co2_tons_per_mmbtu"] * ConversionFactors.short_ton_to_lbs
+    )
 
     # rename the columns
     efs = efs.rename(columns={"co2_tons_per_mmbtu": "co2_lb_per_mmbtu"})
@@ -943,20 +945,30 @@ def load_egrid_plant_file(year):
     )
 
     # convert mass tons to lb
-    egrid_plant["co2_mass_lb"] = egrid_plant["co2_mass_lb"] * 2000
-    egrid_plant["nox_mass_lb"] = egrid_plant["nox_mass_lb"] * 2000
-    egrid_plant["so2_mass_lb"] = egrid_plant["so2_mass_lb"] * 2000
+    egrid_plant["co2_mass_lb"] = (
+        egrid_plant["co2_mass_lb"] * ConversionFactors.short_ton_to_lbs
+    )
+    egrid_plant["nox_mass_lb"] = (
+        egrid_plant["nox_mass_lb"] * ConversionFactors.short_ton_to_lbs
+    )
+    egrid_plant["so2_mass_lb"] = (
+        egrid_plant["so2_mass_lb"] * ConversionFactors.short_ton_to_lbs
+    )
     egrid_plant["co2_mass_lb_for_electricity_adjusted"] = (
-        egrid_plant["co2_mass_lb_for_electricity_adjusted"] * 2000
+        egrid_plant["co2_mass_lb_for_electricity_adjusted"]
+        * ConversionFactors.short_ton_to_lbs
     )
     egrid_plant["co2e_mass_lb_for_electricity_adjusted"] = (
-        egrid_plant["co2e_mass_lb_for_electricity_adjusted"] * 2000
+        egrid_plant["co2e_mass_lb_for_electricity_adjusted"]
+        * ConversionFactors.short_ton_to_lbs
     )
     egrid_plant["nox_mass_lb_for_electricity_adjusted"] = (
-        egrid_plant["nox_mass_lb_for_electricity_adjusted"] * 2000
+        egrid_plant["nox_mass_lb_for_electricity_adjusted"]
+        * ConversionFactors.short_ton_to_lbs
     )
     egrid_plant["so2_mass_lb_for_electricity_adjusted"] = (
-        egrid_plant["so2_mass_lb_for_electricity_adjusted"] * 2000
+        egrid_plant["so2_mass_lb_for_electricity_adjusted"]
+        * ConversionFactors.short_ton_to_lbs
     )
 
     # if egrid has a missing value for co2 for a clean plant, replace with zero
@@ -1029,7 +1041,9 @@ def load_egrid_ba_file(year):
         }
     )
     egrid_ba = egrid_ba.sort_values(by="ba_code", ascending=True)
-    egrid_ba["co2_mass_lb_adjusted"] = egrid_ba["co2_mass_lb_adjusted"] * 2000
+    egrid_ba["co2_mass_lb_adjusted"] = (
+        egrid_ba["co2_mass_lb_adjusted"] * ConversionFactors.short_ton_to_lbs
+    )
 
     return egrid_ba
 
diff --git a/src/oge/output_data.py b/src/oge/output_data.py
index f29639fa..5eb6fc3e 100644
--- a/src/oge/output_data.py
+++ b/src/oge/output_data.py
@@ -9,7 +9,7 @@
 import oge.validation as validation
 from oge.filepaths import outputs_folder, results_folder, data_folder
 from oge.logging_util import get_logger
-from oge.constants import UNIT_CONVERSIONS
+from oge.constants import ConversionFactors
 
 logger = get_logger(__name__)
 
@@ -44,6 +44,11 @@
     "consumed_so2_rate_lb_per_mwh_for_electricity_adjusted",
 ]
 
+UNIT_CONVERSIONS = {
+    "lb": ("kg", ConversionFactors.lb_to_kg),
+    "mmbtu": ("GJ", ConversionFactors.mmbtu_to_GJ),
+}
+
 
 def prepare_files_for_upload(years):
     """

From 96ecb7dfb5cf4ca6ec66e458471f5e4c79b384d4 Mon Sep 17 00:00:00 2001
From: Ben RdO <benjamin.rouilledorfeuil@singularity.energy>
Date: Tue, 6 Feb 2024 15:33:39 -0800
Subject: [PATCH 22/28] chore: change logging configuration set at package
 initialization

---
 src/oge/__init__.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/src/oge/__init__.py b/src/oge/__init__.py
index e100a715..149ea9ba 100644
--- a/src/oge/__init__.py
+++ b/src/oge/__init__.py
@@ -1,6 +1,4 @@
 # Set up the OGE logging configuration once.
-import logging
 from oge.logging_util import configure_root_logger
-from oge.filepaths import outputs_folder
 
-configure_root_logger(outputs_folder("logfile.txt"), logging.INFO)
+configure_root_logger(logfile=None)

From 6af1f82aafa84d813d10d8378964d5f3dfb78387 Mon Sep 17 00:00:00 2001
From: Ben RdO <benjamin.rouilledorfeuil@singularity.energy>
Date: Tue, 6 Feb 2024 15:58:26 -0800
Subject: [PATCH 23/28] docs: update README

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 35dfd944..d5842242 100644
--- a/README.md
+++ b/README.md
@@ -95,14 +95,14 @@ All files downloaded/created as part of the pipeline are stored in your HOME dir
 ## Importing OGE as a Package in your Project
 OGE is not yet available on PyPi but can be installed from GitHub. For example, this can be done by adding `oge = {git="https://github.com/singularity-energy/open-grid-emissions.git"}` to your Pipfile if you are using `pipenv` for your project.
 
-Note that you don't need to run the pipeline to generate the output data as these are available on Amazon Simple Storage Service (S3). Simply, set the `OGE_DATA_STORE` environment variable to `s3` in the **\_\_init\_\_.py** file of your project to fetch OGE data from Amazon S3. Additionally, you can tell OGE to not write logs in a file by overwriting the default configuration of the OGE logger.
+Note that you don't need to run the pipeline to generate the output data as these are available on Amazon Simple Storage Service (S3). Simply, set the `OGE_DATA_STORE` environment variable to `s3` in the **\_\_init\_\_.py** file of your project to fetch OGE data from Amazon S3. Additionally, you can tell OGE to write logs in a file by overwriting the default configuration of the OGE logger.
 
 To summarize, your **\_\_init\_\_.py** file would then look like this:
 ```python
 from oge.logging_util import configure_root_logger
 
 os.environ["OGE_DATA_STORE"] = "s3"
-configure_root_logger(logfile=None)
+configure_root_logger(logfile="oge_log/logfile.txt")
 ```
 
 ## Development Setup

From 8eecc13f73991833ccd80bd103df74f61419e3fd Mon Sep 17 00:00:00 2001
From: Ben RdO <benjamin.rouilledorfeuil@singularity.energy>
Date: Tue, 6 Feb 2024 16:46:02 -0800
Subject: [PATCH 24/28] docs: remove mention to logfile for projects importing
 oge

---
 README.md | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index d5842242..fdc34214 100644
--- a/README.md
+++ b/README.md
@@ -95,14 +95,12 @@ All files downloaded/created as part of the pipeline are stored in your HOME dir
 ## Importing OGE as a Package in your Project
 OGE is not yet available on PyPi but can be installed from GitHub. For example, this can be done by adding `oge = {git="https://github.com/singularity-energy/open-grid-emissions.git"}` to your Pipfile if you are using `pipenv` for your project.
 
-Note that you don't need to run the pipeline to generate the output data as these are available on Amazon Simple Storage Service (S3). Simply, set the `OGE_DATA_STORE` environment variable to `s3` in the **\_\_init\_\_.py** file of your project to fetch OGE data from Amazon S3. Additionally, you can tell OGE to write logs in a file by overwriting the default configuration of the OGE logger.
-
+Note that you don't need to run the pipeline to generate the output data as these are available on Amazon Simple Storage Service (S3). Simply, set the `OGE_DATA_STORE` environment variable to `s3` in the **\_\_init\_\_.py** file of your project to fetch OGE data from Amazon S3.
 To summarize, your **\_\_init\_\_.py** file would then look like this:
 ```python
-from oge.logging_util import configure_root_logger
+import os
 
 os.environ["OGE_DATA_STORE"] = "s3"
-configure_root_logger(logfile="oge_log/logfile.txt")
 ```
 
 ## Development Setup

From ad4370a1738340fb16878f5d7ee511f319d1a9b0 Mon Sep 17 00:00:00 2001
From: Ben RdO <benjamin.rouilledorfeuil@singularity.energy>
Date: Fri, 9 Feb 2024 11:51:54 -0800
Subject: [PATCH 25/28] chore: update Pipfile.lock (#341)

---
 Pipfile.lock | 1332 +++++++++++++++++++++++++++-----------------------
 1 file changed, 733 insertions(+), 599 deletions(-)

diff --git a/Pipfile.lock b/Pipfile.lock
index 07797b81..c0912ed6 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -29,11 +29,11 @@
                 "boto3"
             ],
             "hashes": [
-                "sha256:0b095af50da2d6f94e93ca959e2a4876f0f0d84d534b61b21d8e050832d04ab6",
-                "sha256:904a7ad7cc8671d662cfd596906dafe839118ea2a66332c37908e3dcfdee1e45"
+                "sha256:487fede588040bfa3a43df945275c28c1c73ca75bf705295adb9fbadd2e89be7",
+                "sha256:6dd7352248e3523019c5a54a395d2b1c31080697fc80a9ad2672de4eec8c7abd"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.11.1"
+            "version": "==2.11.2"
         },
         "aiofiles": {
             "hashes": [
@@ -190,19 +190,19 @@
         },
         "appnope": {
             "hashes": [
-                "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24",
-                "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"
+                "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee",
+                "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"
             ],
             "markers": "platform_system == 'Darwin'",
-            "version": "==0.1.3"
+            "version": "==0.1.4"
         },
         "arelle-release": {
             "hashes": [
-                "sha256:6f2090d282a3b5d7e1fddc043dfbe31558d08cfcd6b470bb0d7140f1b0ad4706",
-                "sha256:d81b48ab77461e8e3e7a581dfbf0fe7f430bff5af80e1e3b877f70a0aee3e298"
+                "sha256:2559e304ebcbdd863ca44160cdca203b71d63d480290c31ec10a6aa00edb7f03",
+                "sha256:87cb45a81371213b3e5b9266ffc656fec6d4df7a7ec38de571c08776ed806c17"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.23.1"
+            "version": "==2.23.3"
         },
         "argon2-cffi": {
             "hashes": [
@@ -264,11 +264,11 @@
         },
         "astroid": {
             "hashes": [
-                "sha256:4a61cf0a59097c7bb52689b0fd63717cd2a8a14dc9f1eee97b82d814881c8c91",
-                "sha256:d6e62862355f60e716164082d6b4b041d38e2a8cf1c7cd953ded5108bac8ff5c"
+                "sha256:4148645659b08b70d72460ed1921158027a9e53ae8b7234149b1400eddacbb93",
+                "sha256:92fcf218b89f449cdf9f7b39a269f8d5d617b27be68434912e11e79203963a17"
             ],
             "markers": "python_version < '3.12'",
-            "version": "==3.0.2"
+            "version": "==3.0.3"
         },
         "asttokens": {
             "hashes": [
@@ -319,19 +319,19 @@
         },
         "boto3": {
             "hashes": [
-                "sha256:3626db4ba9fbb1b58c8fe923da5ed670873b3d881a102956ea19d3b69cd097cc",
-                "sha256:ebdd938019f3df2e7b50585353963d4553faf3fbb7b2085c440107fa6caa233b"
+                "sha256:33a8b6d9136fa7427160edb92d2e50f2035f04e9d63a2d1027349053e12626aa",
+                "sha256:b2f321e20966f021ec800b7f2c01287a3dd04fc5965acdfbaa9c505a24ca45d1"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.27"
+            "version": "==1.34.34"
         },
         "botocore": {
             "hashes": [
-                "sha256:1c10f247136ad17b6ef1588c1e043e294dbaebdebe9ce84dc56713029f515c53",
-                "sha256:a0e68ba264275b358b8c1cca604161f4d9465cf7847d73e929543a9f30ff22d1"
+                "sha256:54093dc97372bb7683f5c61a279aa8240408abf3b2cc494ae82a9a90c1b784b5",
+                "sha256:cd060b0d88ebb2b893f1411c1db7f2ba66cc18e52dcc57ad029564ef5fec437b"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.27"
+            "version": "==1.34.34"
         },
         "bottleneck": {
             "hashes": [
@@ -394,11 +394,11 @@
                 "filecache"
             ],
             "hashes": [
-                "sha256:95dedbec849f46dda3137866dc28b9d133fc9af55f5b805ab1291833e4457aa4",
-                "sha256:f012366b79d2243a6118309ce73151bf52a38d4a5dac8ea57f09bd29087e506b"
+                "sha256:7db1195b41c81f8274a7bbd97c956f44e8348265a1bc7641c37dfebc39f0c938",
+                "sha256:f5bf3f0620c38db2e5122c0726bdebb0d16869de966ea6a2befe92470b740ea0"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==0.13.1"
+            "version": "==0.14.0"
         },
         "cached-property": {
             "hashes": [
@@ -446,11 +446,11 @@
         },
         "certifi": {
             "hashes": [
-                "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1",
-                "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"
+                "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f",
+                "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==2023.11.17"
+            "version": "==2024.2.2"
         },
         "cffi": {
             "hashes": [
@@ -664,7 +664,7 @@
                 "sha256:a4bc13d623356b373c2c27c53dbd9c68cae5d526270bfa71f6c6fa69669c6b27",
                 "sha256:c1ca117dbce1fe20a5809dc96f01e1c2840f6dcc939b3ddbb1111bf330ba82df"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3' and python_version < '4'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2' and python_version < '4'",
             "version": "==0.7.2"
         },
         "clikit": {
@@ -688,7 +688,6 @@
                 "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44",
                 "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"
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-            "markers": "os_name == 'nt'",
             "version": "==0.4.6"
         },
         "coloredlogs": {
@@ -710,11 +709,11 @@
         },
         "conda-lock": {
             "hashes": [
-                "sha256:9d239e80132c35093c77b139c58bc5264c9cce9d067eb662fdcb30f14db041bc",
-                "sha256:a75e89229ddf067e26789fb32d63a61a7dd6f153a3d1202fce31681a80bbe9f1"
+                "sha256:430815c7e74734ae20ba9d2ea6a12cfb38cbe283f6f1466a5de5762a68559e97",
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             "markers": "python_version >= '3.8'",
-            "version": "==2.5.2"
+            "version": "==2.5.3"
         },
         "contourpy": {
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@@ -911,24 +910,24 @@
         },
         "dagster": {
             "hashes": [
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-            "version": "==1.6.2"
+            "version": "==1.6.3"
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-                "sha256:c9b1e79d2dc7380d98742228d0ea489fa55a44c92336cf1d8d8cd1c08cc55bf3"
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-            "version": "==1.6.2"
+            "version": "==1.6.3"
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         "dagster-postgres": {
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-            "version": "==0.22.2"
+            "version": "==0.22.3"
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@@ -1034,24 +1033,27 @@
         },
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@@ -1063,11 +1065,11 @@
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@@ -1139,51 +1141,51 @@
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@@ -1284,11 +1286,11 @@
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@@ -1300,11 +1302,11 @@
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@@ -1332,11 +1334,11 @@
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@@ -2663,11 +2678,11 @@
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@@ -2720,30 +2735,30 @@
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@@ -2842,34 +2857,38 @@
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@@ -3104,11 +3185,11 @@
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@@ -3370,7 +3451,7 @@
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@@ -3389,100 +3470,97 @@
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@@ -4214,42 +4284,42 @@
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@@ -4454,7 +4524,7 @@
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@@ -4950,36 +5082,38 @@
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-                "sha256:51f90f73b4697bac9c9a78394c3acbbd331ccd3655c11be1a15ae6fe289a8c83",
-                "sha256:5d9f3a10e02d7371cd929b5d8f11e87d4bad890212ed3901f9b4d68767bee759",
-                "sha256:7ade88d0d778b1b222adebcc0927428f883db07017618a5e684fd03b83342bd9",
-                "sha256:7c5f84b5194c24dd573fa6472685b2a27cc5a17fe5f7b6fd40345378ca6812e3",
-                "sha256:7e447d172af52ad204d19982739aa2346245cc5ba6f579d16dac4bfec226d2e7",
-                "sha256:8ae9cda41fa114e28faf86cb137d751a17ffd0316d1c34ccf2235e8a84365c7f",
-                "sha256:8f3ceecd20d71067c7fd4c9e832d4e22584318983cabc013dbf3f70ea95de346",
-                "sha256:9fac43a7466eb73e64a9940ac9ed6369baa39b3bf221ae23493a9ec4d0022674",
-                "sha256:a70a8dcde91be523c35b2bf96196edc5730edb347e374c7de7cd20c43ed95397",
-                "sha256:adfdeab2da79ea2f76f87eb42a3ab1966a5313e5a69a0213a3cc06ef692b0e96",
-                "sha256:ba07e92756c97e3aca0912b5cbc4e5ad802f4557212788e72a72a47ff376950d",
-                "sha256:c07253088265c363d1ddf4b3cdb808d59a0468ecd017770ed716991620b8f77a",
-                "sha256:c9d8c8ec7efb887333cf71e328e39cffbf771d8f8f95d308ea4125bf5f90ba64",
-                "sha256:d00e6be486affb5781468457b21a6cbe848c33ef43f9ea4a73b4882e5f188a44",
-                "sha256:d429c2430c93b7903914e4db9a966c7f2b068dd2ebdd2fa9b9ce094c7d459f33"
+                "sha256:11e12fafb13372e18ca1bbf12d50f593e7280646687463dd47730fd4f4d5d257",
+                "sha256:2895bf0518361a9728773083908801a376743bcc37dfa252b801af8fd281b1ca",
+                "sha256:39cb34b1f1afbf23e9562501673e7146777efe95da24fab5707b88f7fb11649b",
+                "sha256:45cc09cc4c3b43fb10b59ef4d07318d9a3ecdbff03abd2e36e77b6dd9f9a5c85",
+                "sha256:4986db5e8880b0e6b7cd52ba36255d4793bf5cdc95bd6264806c233173b1ec0b",
+                "sha256:5369136a6474678e02426bd984466343924d1df8e2fd94a9b443cb7e3aa20d19",
+                "sha256:557ba04c816d23ce98a06e70af6abaa0485f6d94994ec78a42b05d1c03dcbd50",
+                "sha256:6a4db54edea37d1058b08947c789a2354ee02972ed5d1e0dca9b0b820f4c7f92",
+                "sha256:6a80d5cae8c265842c7419c560b9961561556c4361b297b4c431903f8c33b269",
+                "sha256:6a9c71a0b02985b4b0b6d14b875a6c86ddea2fdbebd0c9a720a806a8bbffc69f",
+                "sha256:6c47bdd680009b11c9ac382163e05ca43baf4127954c5f6d0250e7d772d2b80c",
+                "sha256:6e949a8a94186bced05b6508faa61b7adacc911115664ccb1923b9ad1f1ccf7b",
+                "sha256:73c7a935e62033bd5e8f0da33a4dcb763da2361921a69a5a95aaf6c93aa03a87",
+                "sha256:76ad8484379695f3fe46228962017a7e1337e9acadafed67eb20aabb175df98b",
+                "sha256:8350d4055505412a426b6ad8c521bc7d367d1637a762c70fdd93a3a0d595990b",
+                "sha256:87e9df830022488e235dd601478c15ad73a0389628588ba0b028cb74eb72fed8",
+                "sha256:8f9a542c979df62098ae9c58b19e03ad3df1c9d8c6895d96c0d51da17b243b1c",
+                "sha256:8fec441f5adcf81dd240a5fe78e3d83767999771630b5ddfc5867827a34fa3d3",
+                "sha256:9a03e16e55465177d416699331b0f3564138f1807ecc5f2de9d55d8f188d08c7",
+                "sha256:ba30a896166f0fee83183cec913298151b73164160d965af2e93a20bbd2ab605",
+                "sha256:c17d98799f32e3f55f181f19dd2021d762eb38fdd381b4a748b9f5a36738e935",
+                "sha256:c522392acc5e962bcac3b22b9592493ffd06d1fc5d755954e6be9f4990de932b",
+                "sha256:d0f9bd1fd919134d459d8abf954f63886745f4660ef66480b9d753a7c9d40927",
+                "sha256:d18d7f18a47de6863cd480734613502904611730f8def45fc52a5d97503e5101",
+                "sha256:d31481ccf4694a8416b681544c23bd271f5a123162ab603c7d7d2dd7dd901a07",
+                "sha256:e3e7065cbdabe6183ab82199d7a4f6b3ba0a438c5a512a68559846ccb76a78ec",
+                "sha256:eed82cdf79cd7f0232e2fdc1ad05b06a5e102a43e331f7d041e5f0e0a34a51c4",
+                "sha256:f970663fa4f7e80401a7b0cbeec00fa801bf0287d93d48368fc3e6fa32716245",
+                "sha256:f9b2fdca47dc855516b2d66eef3c39f2672cbf7e7a42e7e67ad2cbfcd6ba107d"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==3.0.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==4.0.0"
         },
         "wcwidth": {
             "hashes": [
@@ -5250,26 +5384,26 @@
         },
         "ruff": {
             "hashes": [
-                "sha256:1bab866aafb53da39c2cadfb8e1c4550ac5340bb40300083eb8967ba25481447",
-                "sha256:2417e1cb6e2068389b07e6fa74c306b2810fe3ee3476d5b8a96616633f40d14f",
-                "sha256:3837ac73d869efc4182d9036b1405ef4c73d9b1f88da2413875e34e0d6919587",
-                "sha256:5fe8d54df166ecc24106db7dd6a68d44852d14eb0729ea4672bb4d96c320b7df",
-                "sha256:6c629cf64bacfd136c07c78ac10a54578ec9d1bd2a9d395efbee0935868bf852",
-                "sha256:6f0bfbb53c4b4de117ac4d6ddfd33aa5fc31beeaa21d23c45c6dd249faf9126f",
-                "sha256:6f8ad828f01e8dd32cc58bc28375150171d198491fc901f6f98d2a39ba8e3ff5",
-                "sha256:86811954eec63e9ea162af0ffa9f8d09088bab51b7438e8b6488b9401863c25e",
-                "sha256:9405fa9ac0e97f35aaddf185a1be194a589424b8713e3b97b762336ec79ff807",
-                "sha256:9a933dfb1c14ec7a33cceb1e49ec4a16b51ce3c20fd42663198746efc0427360",
-                "sha256:abf4822129ed3a5ce54383d5f0e964e7fef74a41e48eb1dfad404151efc130a2",
-                "sha256:b17b93c02cdb6aeb696effecea1095ac93f3884a49a554a9afa76bb125c114c1",
-                "sha256:c66ec24fe36841636e814b8f90f572a8c0cb0e54d8b5c2d0e300d28a0d7bffec",
-                "sha256:ddb87643be40f034e97e97f5bc2ef7ce39de20e34608f3f829db727a93fb82c5",
-                "sha256:e0d432aec35bfc0d800d4f70eba26e23a352386be3a6cf157083d18f6f5881c8",
-                "sha256:f6dfa8c1b21c913c326919056c390966648b680966febcb796cc9d1aaab8564e",
-                "sha256:fd4025ac5e87d9b80e1f300207eb2fd099ff8200fa2320d7dc066a3f4622dc6b"
+                "sha256:0034d5b6323e6e8fe91b2a1e55b02d92d0b582d2953a2b37a67a2d7dedbb7acc",
+                "sha256:00a818e2db63659570403e44383ab03c529c2b9678ba4ba6c105af7854008105",
+                "sha256:0a725823cb2a3f08ee743a534cb6935727d9e47409e4ad72c10a3faf042ad5ba",
+                "sha256:13471684694d41ae0f1e8e3a7497e14cd57ccb7dd72ae08d56a159d6c9c3e30e",
+                "sha256:3b42b5d8677cd0c72b99fcaf068ffc62abb5a19e71b4a3b9cfa50658a0af02f1",
+                "sha256:6b95ac9ce49b4fb390634d46d6ece32ace3acdd52814671ccaf20b7f60adb232",
+                "sha256:7022d66366d6fded4ba3889f73cd791c2d5621b2ccf34befc752cb0df70f5fad",
+                "sha256:a11567e20ea39d1f51aebd778685582d4c56ccb082c1161ffc10f79bebe6df35",
+                "sha256:be60592f9d218b52f03384d1325efa9d3b41e4c4d55ea022cd548547cc42cd2b",
+                "sha256:c92db7101ef5bfc18e96777ed7bc7c822d545fa5977e90a585accac43d22f18a",
+                "sha256:dc586724a95b7d980aa17f671e173df00f0a2eef23f8babbeee663229a938fec",
+                "sha256:dd81b911d28925e7e8b323e8d06951554655021df8dd4ac3045d7212ac4ba080",
+                "sha256:e3affdcbc2afb6f5bd0eb3130139ceedc5e3f28d206fe49f63073cb9e65988e0",
+                "sha256:e5cb5526d69bb9143c2e4d2a115d08ffca3d8e0fddc84925a7b54931c96f5c02",
+                "sha256:efababa8e12330aa94a53e90a81eb6e2d55f348bc2e71adbf17d9cad23c03ee6",
+                "sha256:f3ef052283da7dec1987bba8d8733051c2325654641dfe5877a4022108098683",
+                "sha256:fbd2288890b88e8aab4499e55148805b58ec711053588cc2f0196a44f6e3d855"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==0.1.15"
+            "version": "==0.2.1"
         }
     }
 }

From e747564d927e3d761d216c7e2662d20432401192 Mon Sep 17 00:00:00 2001
From: grgmiller <greg.miller@singularity.energy>
Date: Fri, 9 Feb 2024 15:08:48 -0800
Subject: [PATCH 26/28] update version to 0.3.1

---
 CITATION.cff   | 4 ++--
 README.md      | 2 +-
 pyproject.toml | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/CITATION.cff b/CITATION.cff
index de1d0093..30b1a4b6 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -22,6 +22,6 @@ authors:
 identifiers:
   - type: doi
     value: 'https://zenodo.org/doi/10.5281/zenodo.7062459'
-version: 0.3.0
+version: 0.3.1
 license: MIT
-date-released: '2023-12-29'
+date-released: '2024-02-13'
diff --git a/README.md b/README.md
index fdc34214..4788dbc8 100644
--- a/README.md
+++ b/README.md
@@ -42,7 +42,7 @@ independently of the installation method you chose.
 A more detailed walkthrough of these steps can be found below in the "Development Setup" section.
 
 ## Data Availability and Release Schedule
-The latest release includes data for year 2019-2021 covering the contiguous United States, Alaska, and Hawaii. In future releases, we plan to expand the geographic coverage to additional U.S. territories (dependent on data availability), and to expand the historical coverage of the data.
+The latest release includes data for year 2019-2022 covering the contiguous United States, Alaska, and Hawaii. In future releases, we plan to expand the geographic coverage to additional U.S. territories (dependent on data availability), and to expand the historical coverage of the data.
 
 Parts of the input data used for the Open Grid Emissions dataset is released by the U.S. Energy Information Administration in the Autumn following the end of each year (2022 data was published in September 2023). Each release will include the most recent year of available data as well as updates of all previous available years based on any updates to the OGE methodology. All previous versions of the data will be archived on Zenodo.
 
diff --git a/pyproject.toml b/pyproject.toml
index 9649338d..3770cca0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "oge"
-version = "0.3.0"
+version = "0.3.1"
 requires-python = ">3.11"
 readme = "README.md"
 authors = [

From 1130c185527070e2358d73058741e22fbf13de6a Mon Sep 17 00:00:00 2001
From: grgmiller <greg.miller@singularity.energy>
Date: Fri, 9 Feb 2024 16:54:38 -0800
Subject: [PATCH 27/28] fix keyerror and setup instructions

---
 README.md            | 5 ++++-
 src/oge/emissions.py | 2 +-
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 4788dbc8..d597c6ea 100644
--- a/README.md
+++ b/README.md
@@ -30,11 +30,14 @@ git clone https://github.com/singularity-energy/open-grid-emissions.git
 cd open-grid-emissions
 pipenv sync
 pipenv shell
+pip install build
+python -m build
+pip install .
 ```
 
 The pipeline can be run as follows:
 ```bash
-cd src
+cd src/oge
 python data_pipeline.py --year 2022
 ```
 independently of the installation method you chose.
diff --git a/src/oge/emissions.py b/src/oge/emissions.py
index e81e1c8a..020b8358 100644
--- a/src/oge/emissions.py
+++ b/src/oge/emissions.py
@@ -320,7 +320,7 @@ def calculate_electric_allocation_factor(df):
     df["electric_allocation_factor"] = df["electric_allocation_factor"].fillna(1)
 
     # remove intermediate columns
-    df = df.drop(columns=["useful_thermal_output", "generation_mmbtu"])
+    df = df.drop(columns=["gross_thermal_output_for_heating_mmbtu","useful_thermal_output_mmbtu", "generation_mmbtu"])
 
     return df
 

From 31071745d840384271bd3ccc600113fe7b958194 Mon Sep 17 00:00:00 2001
From: grgmiller <greg.miller@singularity.energy>
Date: Fri, 9 Feb 2024 16:59:19 -0800
Subject: [PATCH 28/28] format file

---
 src/oge/emissions.py | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/src/oge/emissions.py b/src/oge/emissions.py
index 020b8358..07c0db25 100644
--- a/src/oge/emissions.py
+++ b/src/oge/emissions.py
@@ -320,7 +320,13 @@ def calculate_electric_allocation_factor(df):
     df["electric_allocation_factor"] = df["electric_allocation_factor"].fillna(1)
 
     # remove intermediate columns
-    df = df.drop(columns=["gross_thermal_output_for_heating_mmbtu","useful_thermal_output_mmbtu", "generation_mmbtu"])
+    df = df.drop(
+        columns=[
+            "gross_thermal_output_for_heating_mmbtu",
+            "useful_thermal_output_mmbtu",
+            "generation_mmbtu",
+        ]
+    )
 
     return df