From abcb10706903c20619ba11ebca70be1ee4eb053f Mon Sep 17 00:00:00 2001
From: Stephen Suffian <stephen.suffian@pm.me>
Date: Thu, 2 Feb 2023 15:26:58 -0500
Subject: [PATCH 1/7] Updated Dockerfile and Pipfile.lock, and fixed tests due
 to a few changes in updated dependencies, and fixed a bug with the sample
 data.

- pandas dataframes .sum().sum() no longer sum Categorical type values.
- sample data was loading in with a `usage_per_day` column that needs to
  be `meter_value`.

Signed-off-by: Stephen Suffian <stephen.suffian@pm.me>
---
 Dockerfile                             |    4 +-
 Pipfile                                |    6 +-
 Pipfile.lock                           | 2746 +++++++++++++++---------
 eemeter/cli.py                         |    6 +-
 tests/test_caltrack_design_matrices.py |   10 +-
 tests/test_caltrack_hourly.py          |    4 +-
 tests/test_derivatives.py              |   40 +-
 tests/test_features.py                 |   34 +-
 8 files changed, 1767 insertions(+), 1083 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index 448c13cc..429bac13 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,10 +1,10 @@
-FROM python:3.6.6
+FROM python:3.10
 
 RUN set -ex && pip install pip pipenv --upgrade
 
 # sphinxcontrib-spelling dependency
 RUN apt-get update \
-  && apt-get install -yqq libenchant-dev
+  && apt-get install -yqq libenchant-2-dev
 
 COPY Pipfile Pipfile
 COPY Pipfile.lock Pipfile.lock
diff --git a/Pipfile b/Pipfile
index e5097070..0149666c 100644
--- a/Pipfile
+++ b/Pipfile
@@ -10,10 +10,10 @@ name = "pypi"
 click = "==7.0"
 eeweather = ">=0.3.12"
 matplotlib = "*"
-statsmodels = "==0.11.1"
-scipy = "==1.4.1"
+statsmodels = "*"
+scipy = "*"
 sqlalchemy = "*"
-pandas = "==0.25.2"
+pandas = "*"
 
 
 [dev-packages]
diff --git a/Pipfile.lock b/Pipfile.lock
index 82752a51..c1a3921b 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "acd62a702b0babc46ff85e7c67bb8aab6699c078ac64524c72985d62c2c4370f"
+            "sha256": "72f7f423125c118a1a95e4a52625dffef2f4412f206429c4e57c5ef68dc24bff"
         },
         "pipfile-spec": 6,
         "requires": {},
@@ -16,18 +16,104 @@
     "default": {
         "certifi": {
             "hashes": [
-                "sha256:1a4995114262bffbc2413b159f2a1a480c969de6e6eb13ee966d470af86af59c",
-                "sha256:719a74fb9e33b9bd44cc7f3a8d94bc35e4049deebe19ba7d8e108280cfd59830"
+                "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3",
+                "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"
             ],
-            "version": "==2020.12.5"
-        },
-        "chardet": {
-            "hashes": [
-                "sha256:0d6f53a15db4120f2b08c94f11e7d93d2c911ee118b6b30a04ec3ee8310179fa",
-                "sha256:f864054d66fd9118f2e67044ac8981a54775ec5b67aed0441892edb553d21da5"
+            "markers": "python_version >= '3.6'",
+            "version": "==2022.12.7"
+        },
+        "charset-normalizer": {
+            "hashes": [
+                "sha256:00d3ffdaafe92a5dc603cb9bd5111aaa36dfa187c8285c543be562e61b755f6b",
+                "sha256:024e606be3ed92216e2b6952ed859d86b4cfa52cd5bc5f050e7dc28f9b43ec42",
+                "sha256:0298eafff88c99982a4cf66ba2efa1128e4ddaca0b05eec4c456bbc7db691d8d",
+                "sha256:02a51034802cbf38db3f89c66fb5d2ec57e6fe7ef2f4a44d070a593c3688667b",
+                "sha256:083c8d17153ecb403e5e1eb76a7ef4babfc2c48d58899c98fcaa04833e7a2f9a",
+                "sha256:0a11e971ed097d24c534c037d298ad32c6ce81a45736d31e0ff0ad37ab437d59",
+                "sha256:0bf2dae5291758b6f84cf923bfaa285632816007db0330002fa1de38bfcb7154",
+                "sha256:0c0a590235ccd933d9892c627dec5bc7511ce6ad6c1011fdf5b11363022746c1",
+                "sha256:0f438ae3532723fb6ead77e7c604be7c8374094ef4ee2c5e03a3a17f1fca256c",
+                "sha256:109487860ef6a328f3eec66f2bf78b0b72400280d8f8ea05f69c51644ba6521a",
+                "sha256:11b53acf2411c3b09e6af37e4b9005cba376c872503c8f28218c7243582df45d",
+                "sha256:12db3b2c533c23ab812c2b25934f60383361f8a376ae272665f8e48b88e8e1c6",
+                "sha256:14e76c0f23218b8f46c4d87018ca2e441535aed3632ca134b10239dfb6dadd6b",
+                "sha256:16a8663d6e281208d78806dbe14ee9903715361cf81f6d4309944e4d1e59ac5b",
+                "sha256:292d5e8ba896bbfd6334b096e34bffb56161c81408d6d036a7dfa6929cff8783",
+                "sha256:2c03cc56021a4bd59be889c2b9257dae13bf55041a3372d3295416f86b295fb5",
+                "sha256:2e396d70bc4ef5325b72b593a72c8979999aa52fb8bcf03f701c1b03e1166918",
+                "sha256:2edb64ee7bf1ed524a1da60cdcd2e1f6e2b4f66ef7c077680739f1641f62f555",
+                "sha256:31a9ddf4718d10ae04d9b18801bd776693487cbb57d74cc3458a7673f6f34639",
+                "sha256:356541bf4381fa35856dafa6a965916e54bed415ad8a24ee6de6e37deccf2786",
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+                "sha256:37f8febc8ec50c14f3ec9637505f28e58d4f66752207ea177c1d67df25da5aed",
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+                "sha256:e696f0dd336161fca9adbb846875d40752e6eba585843c768935ba5c9960722b",
+                "sha256:eaa379fcd227ca235d04152ca6704c7cb55564116f8bc52545ff357628e10602",
+                "sha256:ebea339af930f8ca5d7a699b921106c6e29c617fe9606fa7baa043c1cdae326f",
+                "sha256:f4c39b0e3eac288fedc2b43055cfc2ca7a60362d0e5e87a637beac5d801ef478",
+                "sha256:f5057856d21e7586765171eac8b9fc3f7d44ef39425f85dbcccb13b3ebea806c",
+                "sha256:f6f45710b4459401609ebebdbcfb34515da4fc2aa886f95107f556ac69a9147e",
+                "sha256:f97e83fa6c25693c7a35de154681fcc257c1c41b38beb0304b9c4d2d9e164479",
+                "sha256:f9d0c5c045a3ca9bedfc35dca8526798eb91a07aa7a2c0fee134c6c6f321cbd7",
+                "sha256:ff6f3db31555657f3163b15a6b7c6938d08df7adbfc9dd13d9d19edad678f1e8"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==4.0.0"
+            "version": "==3.0.1"
         },
         "click": {
             "hashes": [
@@ -37,12 +123,74 @@
             "index": "pypi",
             "version": "==7.0"
         },
+        "contourpy": {
+            "hashes": [
+                "sha256:031154ed61f7328ad7f97662e48660a150ef84ee1bc8876b6472af88bf5a9b98",
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@@ -546,52 +764,79 @@
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@@ -1231,78 +1712,95 @@
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@@ -1468,11 +2092,11 @@
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@@ -1484,11 +2108,11 @@
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@@ -1508,40 +2132,50 @@
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+            "markers": "python_version >= '3.7'",
+            "version": "==0.17.1"
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@@ -1551,83 +2185,54 @@
             "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==0.10.2"
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-            "version": "==6.1"
+            "markers": "python_version >= '3.7'",
+            "version": "==2.0.1"
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-                "sha256:d666ae29164da3e517fcf125e41d4fe96e5bb375cd87ff9763f6b38b5592fe33"
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-            "version": "==4.59.0"
+            "index": "pypi",
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-            "version": "==3.4.1"
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@@ -1637,55 +2242,80 @@
             "index": "pypi",
             "version": "==3.7.4.3"
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-        "typing-extensions": {
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-            "version": "==3.7.4.3"
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-            "version": "==1.26.4"
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-            "version": "==20.4.3"
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@@ -1694,13 +2324,21 @@
             ],
             "version": "==0.5.1"
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+        "websocket-client": {
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         "zipp": {
             "hashes": [
-                "sha256:3607921face881ba3e026887d8150cca609d517579abe052ac81fc5aeffdbd76",
-                "sha256:51cb66cc54621609dd593d1787f286ee42a5c0adbb4b29abea5a63edc3e03098"
+                "sha256:83a28fcb75844b5c0cdaf5aa4003c2d728c77e05f5aeabe8e95e56727005fbaa",
+                "sha256:a7a22e05929290a67401440b39690ae6563279bced5f314609d9d03798f56766"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==3.4.1"
+            "markers": "python_version >= '3.7'",
+            "version": "==3.11.0"
         }
     }
 }
diff --git a/eemeter/cli.py b/eemeter/cli.py
index 4c9a8c54..111a70f3 100644
--- a/eemeter/cli.py
+++ b/eemeter/cli.py
@@ -71,7 +71,6 @@ def _get_data(
             metadata = json.loads(f.read().decode("utf-8"))
         if sample in metadata:
             click.echo("Loading sample: {}".format(sample))
-
             meter_file = resource_stream(
                 "eemeter.samples", metadata[sample]["meter_data_filename"]
             )
@@ -106,7 +105,10 @@ def _get_data(
         heating_balance_points=heating_balance_points,
         cooling_balance_points=cooling_balance_points,
     )
-    return merge_features([usage_per_day, temperature_features])
+    merged_features = merge_features([usage_per_day, temperature_features])
+    # usage column must be `meter_value` for model fitting to work
+    merged_features.rename(columns={"usage_per_day": "meter_value"}, inplace=True)
+    return merged_features
 
 
 @cli.command()
diff --git a/tests/test_caltrack_design_matrices.py b/tests/test_caltrack_design_matrices.py
index b8b89473..574eb18b 100644
--- a/tests/test_caltrack_design_matrices.py
+++ b/tests/test_caltrack_design_matrices.py
@@ -30,7 +30,7 @@
 
 
 def test_create_caltrack_hourly_preliminary_design_matrix(
-    il_electricity_cdd_hdd_hourly
+    il_electricity_cdd_hdd_hourly,
 ):
     meter_data = il_electricity_cdd_hdd_hourly["meter_data"]
     temperature_data = il_electricity_cdd_hdd_hourly["temperature_data"]
@@ -47,6 +47,8 @@ def test_create_caltrack_hourly_preliminary_design_matrix(
         "n_hours_kept",
         "temperature_mean",
     ]
+    # In newer pandas, categorical columns (like hour_of_week) arent included in sum
+    design_matrix.hour_of_week = design_matrix.hour_of_week.astype(float)
     assert round(design_matrix.sum().sum(), 2) == 136352.61
 
 
@@ -386,6 +388,7 @@ def test_create_caltrack_hourly_segmented_design_matrices(
         "meter_value",
         "weight",
     ]
+    design_matrix.hour_of_week = design_matrix.hour_of_week.astype(float)
     assert round(design_matrix.sum().sum(), 2) == 126210.07
 
     design_matrix = design_matrices["mar-apr-may-weighted"]
@@ -397,11 +400,12 @@ def test_create_caltrack_hourly_segmented_design_matrices(
         "meter_value",
         "weight",
     ]
+    design_matrix.hour_of_week = design_matrix.hour_of_week.astype(float)
     assert round(design_matrix.sum().sum(), 2) == 167659.28
 
 
 def test_create_caltrack_billing_design_matrix_empty_temp(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
     temperature_data = il_electricity_cdd_hdd_billing_monthly["temperature_data"][:0]
@@ -412,7 +416,7 @@ def test_create_caltrack_billing_design_matrix_empty_temp(
 
 
 def test_create_caltrack_billing_design_matrix_partial_empty_temp(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
     temperature_data = il_electricity_cdd_hdd_billing_monthly["temperature_data"][:200]
diff --git a/tests/test_caltrack_hourly.py b/tests/test_caltrack_hourly.py
index 3d944c52..b8eac03e 100644
--- a/tests/test_caltrack_hourly.py
+++ b/tests/test_caltrack_hourly.py
@@ -99,6 +99,7 @@ def test_caltrack_hourly_fit_feature_processor(
         "weight",
     ]
     assert result.shape == (24, 10)
+    result.hour_of_week = result.hour_of_week.astype(float)
     assert round(result.sum().sum(), 2) == 5916.0
 
 
@@ -127,6 +128,7 @@ def test_caltrack_hourly_prediction_feature_processor(
         "weight",
     ]
     assert result.shape == (24, 9)
+    result.hour_of_week = result.hour_of_week.astype(float)
     assert round(result.sum().sum(), 2) == 4956.0
 
 
@@ -458,7 +460,7 @@ def segmented_design_matrices_single_mode(
 
 
 def test_fit_caltrack_hourly_model_segment_single_mode(
-    segmented_design_matrices_single_mode
+    segmented_design_matrices_single_mode,
 ):
     segment_name = "dec-jan-feb-weighted"
     segment_data = segmented_design_matrices_single_mode[segment_name]
diff --git a/tests/test_derivatives.py b/tests/test_derivatives.py
index 65f8e378..a80187db 100644
--- a/tests/test_derivatives.py
+++ b/tests/test_derivatives.py
@@ -209,7 +209,7 @@ def test_metered_savings_cdd_hdd_billing_single_record_reporting_data(
 
 @pytest.fixture
 def baseline_model_billing_single_record_baseline_data(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
     temperature_data = il_electricity_cdd_hdd_billing_monthly["temperature_data"]
@@ -670,3 +670,41 @@ def test_metered_savings_model_single_record(
         reporting_temperature_data,
     )
     assert error_bands is None
+
+
+@pytest.fixture
+def baseline_model_hourly_single_segment(il_electricity_cdd_hdd_hourly):
+    meter_data = il_electricity_cdd_hdd_hourly["meter_data"]
+    temperature_data = il_electricity_cdd_hdd_hourly["temperature_data"]
+    blackout_start_date = il_electricity_cdd_hdd_hourly["blackout_start_date"]
+    baseline_meter_data, warnings = get_baseline_data(
+        meter_data, end=blackout_start_date
+    )
+    preliminary_hourly_design_matrix = create_caltrack_hourly_preliminary_design_matrix(
+        baseline_meter_data, temperature_data
+    )
+    segmentation = segment_time_series(
+        preliminary_hourly_design_matrix.index, "three_month_weighted"
+    )
+    occupancy_lookup = estimate_hour_of_week_occupancy(
+        preliminary_hourly_design_matrix, segmentation=segmentation
+    )
+    occupied_temperature_bins, unoccupied_temperature_bins = fit_temperature_bins(
+        preliminary_hourly_design_matrix,
+        segmentation=segmentation,
+        occupancy_lookup=occupancy_lookup,
+    )
+    design_matrices = create_caltrack_hourly_segmented_design_matrices(
+        preliminary_hourly_design_matrix,
+        segmentation,
+        occupancy_lookup,
+        occupied_temperature_bins,
+        unoccupied_temperature_bins,
+    )
+    segmented_model = fit_caltrack_hourly_model(
+        design_matrices,
+        occupancy_lookup,
+        occupied_temperature_bins,
+        unoccupied_temperature_bins,
+    )
+    return segmented_model
diff --git a/tests/test_features.py b/tests/test_features.py
index 55c2cd22..489ea42c 100644
--- a/tests/test_features.py
+++ b/tests/test_features.py
@@ -37,7 +37,7 @@
 
 
 def test_compute_temperature_features_no_freq_index(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     # pick a slice with both hdd and cdd
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
@@ -48,7 +48,7 @@ def test_compute_temperature_features_no_freq_index(
 
 
 def test_compute_temperature_features_no_meter_data_tz(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
     temperature_data = il_electricity_cdd_hdd_billing_monthly["temperature_data"]
@@ -58,7 +58,7 @@ def test_compute_temperature_features_no_meter_data_tz(
 
 
 def test_compute_temperature_features_no_temp_data_tz(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     # pick a slice with both hdd and cdd
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
@@ -163,7 +163,7 @@ def test_compute_temperature_features_hourly_hourly_degree_days_use_mean_false(
 
 
 def test_compute_temperature_features_hourly_daily_degree_days_fail(
-    il_electricity_cdd_hdd_hourly
+    il_electricity_cdd_hdd_hourly,
 ):
     # pick a slice with both hdd and cdd
     meter_data = il_electricity_cdd_hdd_hourly["meter_data"]["2016-03-01":"2016-07-01"]
@@ -182,7 +182,7 @@ def test_compute_temperature_features_hourly_daily_degree_days_fail(
 
 
 def test_compute_temperature_features_hourly_daily_missing_explicit_freq(
-    il_electricity_cdd_hdd_hourly
+    il_electricity_cdd_hdd_hourly,
 ):
     # pick a slice with both hdd and cdd
     meter_data = il_electricity_cdd_hdd_hourly["meter_data"]["2016-03-01":"2016-07-01"]
@@ -202,7 +202,7 @@ def test_compute_temperature_features_hourly_daily_missing_explicit_freq(
 
 
 def test_compute_temperature_features_hourly_bad_degree_days(
-    il_electricity_cdd_hdd_hourly
+    il_electricity_cdd_hdd_hourly,
 ):
     # pick a slice with both hdd and cdd
     meter_data = il_electricity_cdd_hdd_hourly["meter_data"]["2016-03-01":"2016-07-01"]
@@ -221,7 +221,7 @@ def test_compute_temperature_features_hourly_bad_degree_days(
 
 
 def test_compute_temperature_features_hourly_data_quality(
-    il_electricity_cdd_hdd_hourly
+    il_electricity_cdd_hdd_hourly,
 ):
     # pick a slice with both hdd and cdd
     meter_data = il_electricity_cdd_hdd_hourly["meter_data"]["2016-03-01":"2016-07-01"]
@@ -400,7 +400,7 @@ def test_compute_temperature_features_daily_hourly_degree_days_use_mean_false(
 
 
 def test_compute_temperature_features_daily_bad_degree_days(
-    il_electricity_cdd_hdd_daily
+    il_electricity_cdd_hdd_daily,
 ):
     meter_data = il_electricity_cdd_hdd_daily["meter_data"]
     temperature_data = il_electricity_cdd_hdd_daily["temperature_data"]
@@ -432,7 +432,7 @@ def test_compute_temperature_features_daily_data_quality(il_electricity_cdd_hdd_
 
 
 def test_compute_temperature_features_billing_monthly_temp_mean(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
     temperature_data = il_electricity_cdd_hdd_billing_monthly["temperature_data"]
@@ -589,7 +589,7 @@ def test_compute_temperature_features_billing_monthly_hourly_degree_days_use_mea
 
 
 def test_compute_temperature_features_billing_monthly_bad_degree_day_method(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
     temperature_data = il_electricity_cdd_hdd_billing_monthly["temperature_data"]
@@ -604,7 +604,7 @@ def test_compute_temperature_features_billing_monthly_bad_degree_day_method(
 
 
 def test_compute_temperature_features_billing_monthly_data_quality(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
     temperature_data = il_electricity_cdd_hdd_billing_monthly["temperature_data"]
@@ -623,7 +623,7 @@ def test_compute_temperature_features_billing_monthly_data_quality(
 
 
 def test_compute_temperature_features_billing_bimonthly_temp_mean(
-    il_electricity_cdd_hdd_billing_bimonthly
+    il_electricity_cdd_hdd_billing_bimonthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_bimonthly["meter_data"]
     temperature_data = il_electricity_cdd_hdd_billing_bimonthly["temperature_data"]
@@ -708,7 +708,7 @@ def test_compute_temperature_features_billing_bimonthly_hourly_degree_days(
 
 
 def test_compute_temperature_features_billing_bimonthly_bad_degree_days(
-    il_electricity_cdd_hdd_billing_bimonthly
+    il_electricity_cdd_hdd_billing_bimonthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_bimonthly["meter_data"]
     temperature_data = il_electricity_cdd_hdd_billing_bimonthly["temperature_data"]
@@ -723,7 +723,7 @@ def test_compute_temperature_features_billing_bimonthly_bad_degree_days(
 
 
 def test_compute_temperature_features_billing_bimonthly_data_quality(
-    il_electricity_cdd_hdd_billing_bimonthly
+    il_electricity_cdd_hdd_billing_bimonthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_bimonthly["meter_data"]
     temperature_data = il_electricity_cdd_hdd_billing_bimonthly["temperature_data"]
@@ -742,7 +742,7 @@ def test_compute_temperature_features_billing_bimonthly_data_quality(
 
 
 def test_compute_temperature_features_shorter_temperature_data(
-    il_electricity_cdd_hdd_daily
+    il_electricity_cdd_hdd_daily,
 ):
     meter_data = il_electricity_cdd_hdd_daily["meter_data"]
     temperature_data = il_electricity_cdd_hdd_daily["temperature_data"]
@@ -780,7 +780,7 @@ def test_compute_temperature_features_shorter_meter_data(il_electricity_cdd_hdd_
 
 
 def test_compute_temperature_features_with_duplicated_index(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
     temperature_data = il_electricity_cdd_hdd_billing_monthly["temperature_data"]
@@ -950,7 +950,7 @@ def test_compute_time_features_all():
     features = compute_time_features(index)
     assert list(features.columns) == ["day_of_week", "hour_of_day", "hour_of_week"]
     assert features.shape == (168, 3)
-    assert features.sum().sum() == 16464.0
+    assert features.astype(float).sum().sum() == 16464.0
     with pytest.raises(TypeError):  # categoricals
         features.day_of_week.sum()
     with pytest.raises(TypeError):

From ebea48fb2cfae240e4faf93ac519ce63f3cde7ec Mon Sep 17 00:00:00 2001
From: Stephen Suffian <stephen.suffian@pm.me>
Date: Fri, 3 Feb 2023 13:31:56 -0500
Subject: [PATCH 2/7] Used python formatter to format code

Signed-off-by: Stephen Suffian <stephen.suffian@pm.me>
---
 eemeter/cli.py                       |  1 -
 eemeter/derivatives.py               |  8 ++++----
 eemeter/features.py                  |  3 ---
 eemeter/metrics.py                   | 23 ++++++++++++-----------
 tests/test_caltrack_usage_per_day.py | 14 ++++++++------
 tests/test_derivatives.py            | 12 ------------
 tests/test_json_serialization.py     | 20 ++++++++++++--------
 tests/test_transform.py              | 10 +++++-----
 8 files changed, 41 insertions(+), 50 deletions(-)

diff --git a/eemeter/cli.py b/eemeter/cli.py
index 111a70f3..257af2a0 100644
--- a/eemeter/cli.py
+++ b/eemeter/cli.py
@@ -65,7 +65,6 @@ def cli():
 def _get_data(
     sample, meter_file, temperature_file, heating_balance_points, cooling_balance_points
 ):
-
     if sample is not None:
         with resource_stream("eemeter.samples", "metadata.json") as f:
             metadata = json.loads(f.read().decode("utf-8"))
diff --git a/eemeter/derivatives.py b/eemeter/derivatives.py
index 75c32ee3..f549c1cf 100644
--- a/eemeter/derivatives.py
+++ b/eemeter/derivatives.py
@@ -37,7 +37,7 @@ def _compute_ols_error(
 ):
     ols_model_agg_error = (
         (t_stat * rmse_base_residuals * post_obs)
-        / (base_obs ** 0.5)
+        / (base_obs**0.5)
         * (1.0 + ((base_avg - post_avg) ** 2.0 / base_var)) ** 0.5
     )
 
@@ -46,7 +46,7 @@ def _compute_ols_error(
     )
 
     ols_total_agg_error = (
-        ols_model_agg_error ** 2.0 + ols_noise_agg_error ** 2.0
+        ols_model_agg_error**2.0 + ols_noise_agg_error**2.0
     ) ** 0.5
 
     return ols_total_agg_error, ols_model_agg_error, ols_noise_agg_error
@@ -75,7 +75,7 @@ def _compute_fsu_error(
 
     fsu_error_band = total_base_energy * (
         t_stat
-        * (a_coeff * months_reporting ** 2.0 + b_coeff * months_reporting + c_coeff)
+        * (a_coeff * months_reporting**2.0 + b_coeff * months_reporting + c_coeff)
         * (rmse_base_residuals / base_avg)
         * ((base_obs / nprime) * (1.0 + (2.0 / nprime)) * (1.0 / post_obs)) ** 0.5
     )
@@ -372,7 +372,7 @@ def _compute_error_bands_modeled_savings(
         "FSU Error Band: Baseline": fsu_error_band_baseline,
         "FSU Error Band: Reporting": fsu_error_band_reporting,
         "FSU Error Band": (
-            fsu_error_band_baseline ** 2.0 + fsu_error_band_reporting ** 2.0
+            fsu_error_band_baseline**2.0 + fsu_error_band_reporting**2.0
         )
         ** 0.5,
     }
diff --git a/eemeter/features.py b/eemeter/features.py
index 79f05daf..96831cd4 100644
--- a/eemeter/features.py
+++ b/eemeter/features.py
@@ -233,7 +233,6 @@ def _compute_columns(temps):
         def _compute_columns(temps):
             count = temps.shape[0]
             if count > 24:
-
                 day_groups = np.floor(np.arange(count) / 24)
                 daily_temps = temps.groupby(day_groups).agg(["mean", "count"])
                 n_limit_period = percent_hourly_coverage_per_billing_period * count
@@ -267,7 +266,6 @@ def _compute_columns(temps):
                     for bp in heating_balance_points
                 }
             else:  # faster route for daily case, should have same effect.
-
                 if count > n_limit_daily:
                     count_cols = {"n_days_kept": 1, "n_days_dropped": 0}
                     # CalTRACK 2.2.2.3
@@ -833,7 +831,6 @@ def compute_temperature_bin_features(temperatures, bin_endpoints):
     bins = {}
 
     for i, (left_bin, right_bin) in enumerate(zip(bin_endpoints, bin_endpoints[1:])):
-
         bin_name = "bin_{}".format(i)
 
         in_bin = (temperatures > left_bin) & (temperatures <= right_bin)
diff --git a/eemeter/metrics.py b/eemeter/metrics.py
index eeddd03f..15cc5a3a 100644
--- a/eemeter/metrics.py
+++ b/eemeter/metrics.py
@@ -384,12 +384,10 @@ def __init__(
             or self.degrees_of_freedom < 1
             or self.observed_length < self.num_parameters
         ):
-
             self.cvrmse_auto_corr_correction = None
             self.approx_factor_auto_corr_correction = None
             self.fsu_base_term = None
         else:
-
             # factor to correct cvrmse_adj for autocorrelation of inputs
             # i.e., divide by (n' - n_param) instead of by (n - n_param)
             self.cvrmse_auto_corr_correction = (
@@ -411,15 +409,18 @@ def __init__(
             )
 
     def __repr__(self):
-        return "ModelMetrics(merged_length={}, r_squared_adj={}, cvrmse_adj={}, " "mape_no_zeros={}, nmae={}, nmbe={}, autocorr_resid={}, confidence_level={})".format(
-            self.merged_length,
-            round(self.r_squared_adj, 3),
-            round(self.cvrmse_adj, 3),
-            round(self.mape_no_zeros, 3),
-            round(self.nmae, 3),
-            round(self.nmbe, 3),
-            round(self.autocorr_resid, 3),
-            round(self.confidence_level, 3),
+        return (
+            "ModelMetrics(merged_length={}, r_squared_adj={}, cvrmse_adj={}, "
+            "mape_no_zeros={}, nmae={}, nmbe={}, autocorr_resid={}, confidence_level={})".format(
+                self.merged_length,
+                round(self.r_squared_adj, 3),
+                round(self.cvrmse_adj, 3),
+                round(self.mape_no_zeros, 3),
+                round(self.nmae, 3),
+                round(self.nmbe, 3),
+                round(self.autocorr_resid, 3),
+                round(self.confidence_level, 3),
+            )
         )
 
     def json(self):
diff --git a/tests/test_caltrack_usage_per_day.py b/tests/test_caltrack_usage_per_day.py
index 81a8bc0f..05f4a202 100644
--- a/tests/test_caltrack_usage_per_day.py
+++ b/tests/test_caltrack_usage_per_day.py
@@ -674,7 +674,7 @@ def cdd_hdd_h54_c67_billing_monthly_totals(il_electricity_cdd_hdd_billing_monthl
 
 
 def test_caltrack_predict_design_matrix_input_avg_false_output_avg_true(
-    cdd_hdd_h54_c67_billing_monthly_totals
+    cdd_hdd_h54_c67_billing_monthly_totals,
 ):
     data = cdd_hdd_h54_c67_billing_monthly_totals
     prediction = _caltrack_predict_design_matrix(
@@ -694,7 +694,7 @@ def test_caltrack_predict_design_matrix_input_avg_false_output_avg_true(
 
 
 def test_caltrack_predict_design_matrix_input_avg_false_output_avg_false(
-    cdd_hdd_h54_c67_billing_monthly_totals
+    cdd_hdd_h54_c67_billing_monthly_totals,
 ):
     data = cdd_hdd_h54_c67_billing_monthly_totals
     prediction = _caltrack_predict_design_matrix(
@@ -730,7 +730,7 @@ def cdd_hdd_h54_c67_billing_monthly_avgs(il_electricity_cdd_hdd_billing_monthly)
 
 
 def test_caltrack_predict_design_matrix_input_avg_true_output_avg_false(
-    cdd_hdd_h54_c67_billing_monthly_avgs
+    cdd_hdd_h54_c67_billing_monthly_avgs,
 ):
     data = cdd_hdd_h54_c67_billing_monthly_avgs
     prediction = _caltrack_predict_design_matrix(
@@ -750,7 +750,7 @@ def test_caltrack_predict_design_matrix_input_avg_true_output_avg_false(
 
 
 def test_caltrack_predict_design_matrix_input_avg_true_output_avg_true(
-    cdd_hdd_h54_c67_billing_monthly_avgs
+    cdd_hdd_h54_c67_billing_monthly_avgs,
 ):
     data = cdd_hdd_h54_c67_billing_monthly_avgs
     prediction = _caltrack_predict_design_matrix(
@@ -792,7 +792,7 @@ def test_caltrack_predict_design_matrix_n_days(cdd_hdd_h54_c67_billing_monthly_t
 
 
 def test_caltrack_predict_design_matrix_no_days_fails(
-    cdd_hdd_h54_c67_billing_monthly_totals
+    cdd_hdd_h54_c67_billing_monthly_totals,
 ):
     # This makes sure that the method fails if neither n_days nor
     # a DatetimeIndex is available.
@@ -1443,7 +1443,9 @@ def test_select_best_candidate_ok(
     assert best_candidate.r_squared_adj == 1
 
 
-def test_select_best_candidate_none(candidate_model_disqualified,):
+def test_select_best_candidate_none(
+    candidate_model_disqualified,
+):
     candidates = [candidate_model_disqualified]
 
     best_candidate, warnings = select_best_candidate(candidates)
diff --git a/tests/test_derivatives.py b/tests/test_derivatives.py
index a80187db..1127e5d9 100644
--- a/tests/test_derivatives.py
+++ b/tests/test_derivatives.py
@@ -91,7 +91,6 @@ def reporting_temperature_data():
 def test_metered_savings_cdd_hdd_daily(
     baseline_model_daily, reporting_meter_data_daily, reporting_temperature_data
 ):
-
     results, error_bands = metered_savings(
         baseline_model_daily, reporting_meter_data_daily, reporting_temperature_data
     )
@@ -153,7 +152,6 @@ def reporting_meter_data_billing():
 def test_metered_savings_cdd_hdd_billing(
     baseline_model_billing, reporting_meter_data_billing, reporting_temperature_data
 ):
-
     results, error_bands = metered_savings(
         baseline_model_billing, reporting_meter_data_billing, reporting_temperature_data
     )
@@ -174,7 +172,6 @@ def test_metered_savings_cdd_hdd_billing(
 def test_metered_savings_cdd_hdd_billing_no_reporting_data(
     baseline_model_billing, reporting_meter_data_billing, reporting_temperature_data
 ):
-
     results, error_bands = metered_savings(
         baseline_model_billing,
         reporting_meter_data_billing[:0],
@@ -192,7 +189,6 @@ def test_metered_savings_cdd_hdd_billing_no_reporting_data(
 def test_metered_savings_cdd_hdd_billing_single_record_reporting_data(
     baseline_model_billing, reporting_meter_data_billing, reporting_temperature_data
 ):
-
     results, error_bands = metered_savings(
         baseline_model_billing,
         reporting_meter_data_billing[:1],
@@ -232,7 +228,6 @@ def test_metered_savings_cdd_hdd_billing_single_record_baseline_data(
     reporting_meter_data_billing,
     reporting_temperature_data,
 ):
-
     results, error_bands = metered_savings(
         baseline_model_billing_single_record_baseline_data,
         reporting_meter_data_billing,
@@ -265,7 +260,6 @@ def test_metered_savings_cdd_hdd_billing_reporting_data_wrong_timestamp(
     reporting_meter_data_billing_wrong_timestamp,
     reporting_temperature_data,
 ):
-
     results, error_bands = metered_savings(
         baseline_model_billing,
         reporting_meter_data_billing_wrong_timestamp,
@@ -283,7 +277,6 @@ def test_metered_savings_cdd_hdd_billing_reporting_data_wrong_timestamp(
 def test_metered_savings_cdd_hdd_daily_hourly_degree_days(
     baseline_model_daily, reporting_meter_data_daily, reporting_temperature_data
 ):
-
     results, error_bands = metered_savings(
         baseline_model_daily, reporting_meter_data_daily, reporting_temperature_data
     )
@@ -309,7 +302,6 @@ def test_metered_savings_cdd_hdd_no_params(
 def test_metered_savings_cdd_hdd_daily_with_disaggregated(
     baseline_model_daily, reporting_meter_data_daily, reporting_temperature_data
 ):
-
     results, error_bands = metered_savings(
         baseline_model_daily,
         reporting_meter_data_daily,
@@ -547,7 +539,6 @@ def reporting_meter_data_hourly():
 def test_metered_savings_cdd_hdd_hourly(
     baseline_model_hourly, reporting_meter_data_hourly, reporting_temperature_data
 ):
-
     results, error_bands = metered_savings(
         baseline_model_hourly, reporting_meter_data_hourly, reporting_temperature_data
     )
@@ -592,7 +583,6 @@ def normal_year_temperature_data():
 def test_modeled_savings_cdd_hdd_billing(
     baseline_model_billing, reporting_model_billing, normal_year_temperature_data
 ):
-
     results, error_bands = modeled_savings(
         baseline_model_billing,
         reporting_model_billing,
@@ -624,7 +614,6 @@ def test_metered_savings_not_aligned_reporting_data(
     reporting_meter_data_billing_not_aligned,
     reporting_temperature_data,
 ):
-
     results, error_bands = metered_savings(
         baseline_model_billing,
         reporting_meter_data_billing_not_aligned,
@@ -658,7 +647,6 @@ def test_metered_savings_model_single_record(
     reporting_meter_data_billing,
     reporting_temperature_data,
 ):
-
     assert pd.isnull(baseline_model_billing_single_record.totals_metrics.autocorr_resid)
 
     # simulating deserialization
diff --git a/tests/test_json_serialization.py b/tests/test_json_serialization.py
index 1d1eac88..ea55cbe2 100644
--- a/tests/test_json_serialization.py
+++ b/tests/test_json_serialization.py
@@ -85,8 +85,10 @@ def test_json_hourly():
     )
 
     # create a design matrix for occupancy and segmentation
-    preliminary_design_matrix = eemeter.create_caltrack_hourly_preliminary_design_matrix(
-        baseline_meter_data, temperature_data
+    preliminary_design_matrix = (
+        eemeter.create_caltrack_hourly_preliminary_design_matrix(
+            baseline_meter_data, temperature_data
+        )
     )
 
     # build 12 monthly models - each step from now on operates on each segment
@@ -110,12 +112,14 @@ def test_json_hourly():
     )
 
     # build a design matrix for each monthly segment
-    segmented_design_matrices = eemeter.create_caltrack_hourly_segmented_design_matrices(
-        preliminary_design_matrix,
-        segmentation,
-        occupancy_lookup,
-        occupied_temperature_bins,
-        unoccupied_temperature_bins,
+    segmented_design_matrices = (
+        eemeter.create_caltrack_hourly_segmented_design_matrices(
+            preliminary_design_matrix,
+            segmentation,
+            occupancy_lookup,
+            occupied_temperature_bins,
+            unoccupied_temperature_bins,
+        )
     )
 
     # build a CalTRACK hourly model
diff --git a/tests/test_transform.py b/tests/test_transform.py
index 3d6b9424..fc79f2c0 100644
--- a/tests/test_transform.py
+++ b/tests/test_transform.py
@@ -308,7 +308,7 @@ def test_get_baseline_data_with_ignored_gap(il_electricity_cdd_hdd_billing_month
 
 
 def test_get_baseline_data_with_overshoot_and_ignored_gap(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
     baseline_data, warnings = get_baseline_data(
@@ -335,7 +335,7 @@ def test_get_baseline_data_with_overshoot_and_ignored_gap(
 
 
 def test_get_baseline_data_n_days_billing_period_overshoot(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
     baseline_data, warnings = get_baseline_data(
@@ -548,7 +548,7 @@ def test_get_reporting_data_with_ignored_gap(il_electricity_cdd_hdd_billing_mont
 
 
 def test_get_reporting_data_with_overshoot_and_ignored_gap(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
     reporting_data, warnings = get_reporting_data(
@@ -792,7 +792,7 @@ def test_as_freq_hourly_to_daily_include_coverage(il_electricity_cdd_hdd_hourly)
 
 
 def test_clean_caltrack_billing_daily_data_billing(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
     cleaned_data = clean_caltrack_billing_daily_data(meter_data, "billing_monthly")
@@ -848,7 +848,7 @@ def test_clean_caltrack_billing_data_estimated(il_electricity_cdd_hdd_billing_mo
 
 
 def test_clean_caltrack_billing_data_uneven_datetimes(
-    il_electricity_cdd_hdd_billing_monthly
+    il_electricity_cdd_hdd_billing_monthly,
 ):
     meter_data = il_electricity_cdd_hdd_billing_monthly["meter_data"]
     too_short_meter_data = pd.concat(

From 1d37c9993527e43a782dcf39658c8d83b8a58930 Mon Sep 17 00:00:00 2001
From: Stephen Suffian <stephen.suffian@pm.me>
Date: Sat, 4 Feb 2023 00:18:10 -0500
Subject: [PATCH 3/7] Updated pipfile.lock and dockerfile to fix rust
 dependency

Signed-off-by: Stephen Suffian <stephen.suffian@pm.me>
---
 Dockerfile   |   4 +
 Pipfile      |   8 +-
 Pipfile.lock | 858 ++++++++++++++++++++++++++++++---------------------
 3 files changed, 515 insertions(+), 355 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index 429bac13..d8efeb29 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -6,6 +6,10 @@ RUN set -ex && pip install pip pipenv --upgrade
 RUN apt-get update \
   && apt-get install -yqq libenchant-2-dev
 
+# Get Rust
+RUN curl https://sh.rustup.rs -sSf | bash -s -- -y
+ENV PATH="/root/.cargo/bin:${PATH}"
+
 COPY Pipfile Pipfile
 COPY Pipfile.lock Pipfile.lock
 RUN set -ex && pipenv install --system --deploy --dev
diff --git a/Pipfile b/Pipfile
index 0149666c..118c281d 100644
--- a/Pipfile
+++ b/Pipfile
@@ -7,18 +7,18 @@ name = "pypi"
 
 [packages]
 
-click = "==7.0"
-eeweather = ">=0.3.12"
+click = "*"
 matplotlib = "*"
 statsmodels = "*"
 scipy = "*"
-sqlalchemy = "*"
 pandas = "*"
 
 
 [dev-packages]
 
-black = "==18.6b4"
+sqlalchemy = "*"
+eeweather = ">=0.3.12"
+black = "*"
 coverage = "*"
 jupyterlab = "*"
 nbsphinx = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index c1a3921b..65ba4b79 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "72f7f423125c118a1a95e4a52625dffef2f4412f206429c4e57c5ef68dc24bff"
+            "sha256": "3b266937f976e1cd152f687c57b3b634e8c8623bd3980fd67d6e4c39276652d5"
         },
         "pipfile-spec": 6,
         "requires": {},
@@ -14,114 +14,13 @@
         ]
     },
     "default": {
-        "certifi": {
-            "hashes": [
-                "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3",
-                "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2022.12.7"
-        },
-        "charset-normalizer": {
-            "hashes": [
-                "sha256:00d3ffdaafe92a5dc603cb9bd5111aaa36dfa187c8285c543be562e61b755f6b",
-                "sha256:024e606be3ed92216e2b6952ed859d86b4cfa52cd5bc5f050e7dc28f9b43ec42",
-                "sha256:0298eafff88c99982a4cf66ba2efa1128e4ddaca0b05eec4c456bbc7db691d8d",
-                "sha256:02a51034802cbf38db3f89c66fb5d2ec57e6fe7ef2f4a44d070a593c3688667b",
-                "sha256:083c8d17153ecb403e5e1eb76a7ef4babfc2c48d58899c98fcaa04833e7a2f9a",
-                "sha256:0a11e971ed097d24c534c037d298ad32c6ce81a45736d31e0ff0ad37ab437d59",
-                "sha256:0bf2dae5291758b6f84cf923bfaa285632816007db0330002fa1de38bfcb7154",
-                "sha256:0c0a590235ccd933d9892c627dec5bc7511ce6ad6c1011fdf5b11363022746c1",
-                "sha256:0f438ae3532723fb6ead77e7c604be7c8374094ef4ee2c5e03a3a17f1fca256c",
-                "sha256:109487860ef6a328f3eec66f2bf78b0b72400280d8f8ea05f69c51644ba6521a",
-                "sha256:11b53acf2411c3b09e6af37e4b9005cba376c872503c8f28218c7243582df45d",
-                "sha256:12db3b2c533c23ab812c2b25934f60383361f8a376ae272665f8e48b88e8e1c6",
-                "sha256:14e76c0f23218b8f46c4d87018ca2e441535aed3632ca134b10239dfb6dadd6b",
-                "sha256:16a8663d6e281208d78806dbe14ee9903715361cf81f6d4309944e4d1e59ac5b",
-                "sha256:292d5e8ba896bbfd6334b096e34bffb56161c81408d6d036a7dfa6929cff8783",
-                "sha256:2c03cc56021a4bd59be889c2b9257dae13bf55041a3372d3295416f86b295fb5",
-                "sha256:2e396d70bc4ef5325b72b593a72c8979999aa52fb8bcf03f701c1b03e1166918",
-                "sha256:2edb64ee7bf1ed524a1da60cdcd2e1f6e2b4f66ef7c077680739f1641f62f555",
-                "sha256:31a9ddf4718d10ae04d9b18801bd776693487cbb57d74cc3458a7673f6f34639",
-                "sha256:356541bf4381fa35856dafa6a965916e54bed415ad8a24ee6de6e37deccf2786",
-                "sha256:358a7c4cb8ba9b46c453b1dd8d9e431452d5249072e4f56cfda3149f6ab1405e",
-                "sha256:37f8febc8ec50c14f3ec9637505f28e58d4f66752207ea177c1d67df25da5aed",
-                "sha256:39049da0ffb96c8cbb65cbf5c5f3ca3168990adf3551bd1dee10c48fce8ae820",
-                "sha256:39cf9ed17fe3b1bc81f33c9ceb6ce67683ee7526e65fde1447c772afc54a1bb8",
-                "sha256:3ae1de54a77dc0d6d5fcf623290af4266412a7c4be0b1ff7444394f03f5c54e3",
-                "sha256:3b590df687e3c5ee0deef9fc8c547d81986d9a1b56073d82de008744452d6541",
-                "sha256:3e45867f1f2ab0711d60c6c71746ac53537f1684baa699f4f668d4c6f6ce8e14",
-                "sha256:3fc1c4a2ffd64890aebdb3f97e1278b0cc72579a08ca4de8cd2c04799a3a22be",
-                "sha256:4457ea6774b5611f4bed5eaa5df55f70abde42364d498c5134b7ef4c6958e20e",
-                "sha256:44ba614de5361b3e5278e1241fda3dc1838deed864b50a10d7ce92983797fa76",
-                "sha256:4a8fcf28c05c1f6d7e177a9a46a1c52798bfe2ad80681d275b10dcf317deaf0b",
-                "sha256:4b0d02d7102dd0f997580b51edc4cebcf2ab6397a7edf89f1c73b586c614272c",
-                "sha256:502218f52498a36d6bf5ea77081844017bf7982cdbe521ad85e64cabee1b608b",
-                "sha256:503e65837c71b875ecdd733877d852adbc465bd82c768a067badd953bf1bc5a3",
-                "sha256:5995f0164fa7df59db4746112fec3f49c461dd6b31b841873443bdb077c13cfc",
-                "sha256:59e5686dd847347e55dffcc191a96622f016bc0ad89105e24c14e0d6305acbc6",
-                "sha256:601f36512f9e28f029d9481bdaf8e89e5148ac5d89cffd3b05cd533eeb423b59",
-                "sha256:608862a7bf6957f2333fc54ab4399e405baad0163dc9f8d99cb236816db169d4",
-                "sha256:62595ab75873d50d57323a91dd03e6966eb79c41fa834b7a1661ed043b2d404d",
-                "sha256:70990b9c51340e4044cfc394a81f614f3f90d41397104d226f21e66de668730d",
-                "sha256:71140351489970dfe5e60fc621ada3e0f41104a5eddaca47a7acb3c1b851d6d3",
-                "sha256:72966d1b297c741541ca8cf1223ff262a6febe52481af742036a0b296e35fa5a",
-                "sha256:74292fc76c905c0ef095fe11e188a32ebd03bc38f3f3e9bcb85e4e6db177b7ea",
-                "sha256:761e8904c07ad053d285670f36dd94e1b6ab7f16ce62b9805c475b7aa1cffde6",
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-                "sha256:79909e27e8e4fcc9db4addea88aa63f6423ebb171db091fb4373e3312cb6d603",
-                "sha256:7e189e2e1d3ed2f4aebabd2d5b0f931e883676e51c7624826e0a4e5fe8a0bf24",
-                "sha256:7eb33a30d75562222b64f569c642ff3dc6689e09adda43a082208397f016c39a",
-                "sha256:81d6741ab457d14fdedc215516665050f3822d3e56508921cc7239f8c8e66a58",
-                "sha256:8499ca8f4502af841f68135133d8258f7b32a53a1d594aa98cc52013fff55678",
-                "sha256:84c3990934bae40ea69a82034912ffe5a62c60bbf6ec5bc9691419641d7d5c9a",
-                "sha256:87701167f2a5c930b403e9756fab1d31d4d4da52856143b609e30a1ce7160f3c",
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-                "sha256:8c7fe7afa480e3e82eed58e0ca89f751cd14d767638e2550c77a92a9e749c317",
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-                "sha256:911d8a40b2bef5b8bbae2e36a0b103f142ac53557ab421dc16ac4aafee6f53dc",
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-                "sha256:9cf4e8ad252f7c38dd1f676b46514f92dc0ebeb0db5552f5f403509705e24753",
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-                "sha256:a152f5f33d64a6be73f1d30c9cc82dfc73cec6477ec268e7c6e4c7d23c2d2291",
-                "sha256:a16418ecf1329f71df119e8a65f3aa68004a3f9383821edcb20f0702934d8087",
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-                "sha256:c75ffc45f25324e68ab238cb4b5c0a38cd1c3d7f1fb1f72b5541de469e2247db",
-                "sha256:c95a03c79bbe30eec3ec2b7f076074f4281526724c8685a42872974ef4d36b72",
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-                "sha256:cd6056167405314a4dc3c173943f11249fa0f1b204f8b51ed4bde1a9cd1834dc",
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-                "sha256:e62164b50f84e20601c1ff8eb55620d2ad25fb81b59e3cd776a1902527a788af",
-                "sha256:e696f0dd336161fca9adbb846875d40752e6eba585843c768935ba5c9960722b",
-                "sha256:eaa379fcd227ca235d04152ca6704c7cb55564116f8bc52545ff357628e10602",
-                "sha256:ebea339af930f8ca5d7a699b921106c6e29c617fe9606fa7baa043c1cdae326f",
-                "sha256:f4c39b0e3eac288fedc2b43055cfc2ca7a60362d0e5e87a637beac5d801ef478",
-                "sha256:f5057856d21e7586765171eac8b9fc3f7d44ef39425f85dbcccb13b3ebea806c",
-                "sha256:f6f45710b4459401609ebebdbcfb34515da4fc2aa886f95107f556ac69a9147e",
-                "sha256:f97e83fa6c25693c7a35de154681fcc257c1c41b38beb0304b9c4d2d9e164479",
-                "sha256:f9d0c5c045a3ca9bedfc35dca8526798eb91a07aa7a2c0fee134c6c6f321cbd7",
-                "sha256:ff6f3db31555657f3163b15a6b7c6938d08df7adbfc9dd13d9d19edad678f1e8"
-            ],
-            "version": "==3.0.1"
-        },
         "click": {
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@@ -192,14 +91,6 @@
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@@ -208,14 +99,6 @@
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@@ -510,47 +393,6 @@
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@@ -566,14 +408,6 @@
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@@ -601,50 +435,6 @@
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@@ -653,53 +443,6 @@
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@@ -730,17 +473,25 @@
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     "develop": {
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@@ -757,21 +508,6 @@
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@@ -847,19 +583,42 @@
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@@ -1057,11 +816,11 @@
         },
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-            "version": "==7.0"
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@@ -1136,6 +895,35 @@
             "index": "pypi",
             "version": "==7.1.0"
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@@ -1191,13 +979,13 @@
             "markers": "python_version >= '3.7'",
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@@ -1259,6 +1047,72 @@
             "markers": "python_version >= '2.7'",
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+            "version": "==2.0.2"
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@@ -1293,19 +1147,19 @@
         },
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-                "sha256:5d0675d5f48bf6a95fd517d7b70bcb3b2c5631b2069949b5c2d6e1d7477fb5a0"
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-            "version": "==6.20.2"
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             "hashes": [
@@ -1337,6 +1191,14 @@
             "markers": "python_version >= '3.6'",
             "version": "==0.18.2"
         },
+        "jeepney": {
+            "hashes": [
+                "sha256:5efe48d255973902f6badc3ce55e2aa6c5c3b3bc642059ef3a91247bcfcc5806",
+                "sha256:c0a454ad016ca575060802ee4d590dd912e35c122fa04e70306de3d076cce755"
+            ],
+            "markers": "sys_platform == 'linux'",
+            "version": "==0.8.0"
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                 "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852",
@@ -1369,35 +1231,43 @@
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-            "markers": "python_version >= '3.7'",
-            "version": "==7.4.9"
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@@ -1407,13 +1277,29 @@
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@@ -1541,13 +1427,20 @@
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@@ -1613,6 +1540,39 @@
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@@ -1629,6 +1589,14 @@
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@@ -1745,6 +1713,47 @@
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+                "sha256:90cfa4144ff189a3c3de62e2f3669283c98fb760cfa2e82ff70df40f11cadb39",
+                "sha256:91575d97fd67391b85686573d758896ed2fc7476321c9d2e2b0c398b628b961c",
+                "sha256:9a6ac34c16f4d5d3c174c76c9d7614ec8fe735f8f82b6cc97a46b54f386a86bf",
+                "sha256:a529218e72a3dbdc83676198e610485fdfa31178f4be5b519a8ae12ea688db14",
+                "sha256:a70a614791ff65f5e283feed747e1cc3d9e6c6ba91556e640636bbb0a1e32a71",
+                "sha256:ac1dfc397475d1de485e76de0c3c91cc9d79bd39012a84bb0f5e8a199fc17bef",
+                "sha256:b06d031bc64149e340448fea25eee01360a58936c89985cf584134171e05863f",
+                "sha256:b4f0711cc83734c6fad94fc8d4ec30f3d52c1787b17d9dca261dc841d4731c64",
+                "sha256:b50c401b64883e61556a90b89948297f1714dbac29243d17ed9284a47e6dd731",
+                "sha256:b519cf3726ddb6c67f6a951d1bb1d29691111eaa67ea19ddca4d454fbe35949c",
+                "sha256:bca57b683e3d94d0919e2f31e4d70fdfbb7059650ef1b431d9f4e045690edcd5",
+                "sha256:c43755d2c46b75a7b74ac6226d2cc9fa2a76c3263c5ae70c195c6fb4e7b08e79",
+                "sha256:c7eed1fb3008a8a4a56425334b7eb82651a51f9e9a9c2f72844a2fb394f38a6c",
+                "sha256:c8b0d834b11be97d5ab2b4dceada20ae8e07bcccbc0f55d71df6729965f406ad",
+                "sha256:ce88ec79df55430e37178a191ad8df45cae90b0f6972d46d867bf6ebbb58cc4d",
+                "sha256:d173d24e85e51510e658fb108513d5bc11e3fd2820db6b1bd0522266ddd11f51",
+                "sha256:d8f55f355be7821dade839df785a49dc9f16d1af363134d07eb11e9207e0b189",
+                "sha256:da71de5bf552d83dcc21b78cc0020e86f8d0feea43e202110973987ffa781c21",
+                "sha256:e55698e0ed95a70fe9ff9a23c763acfe0bf335b02df12142f74e4543095e9a9b",
+                "sha256:f32a748703e7bf6e92dfa3d2936b2fbfe76f8ce5f756e24f49ef72d17d26ad02",
+                "sha256:f470a130d6ddb05b810fc1776d918659407f8d025b7f56d2742a596b6dffa6c7"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.0.1"
+        },
         "six": {
             "hashes": [
                 "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
@@ -2108,11 +2169,11 @@
         },
         "sphinxcontrib-htmlhelp": {
             "hashes": [
-                "sha256:d412243dfb797ae3ec2b59eca0e52dac12e75a241bf0e4eb861e450d06c6ed07",
-                "sha256:f5f8bb2d0d629f398bf47d0d69c07bc13b65f75a81ad9e2f71a63d4b7a2f6db2"
+                "sha256:0cbdd302815330058422b98a113195c9249825d681e18f11e8b1f78a2f11efff",
+                "sha256:c38cb46dccf316c79de6e5515e1770414b797162b23cd3d06e67020e1d2a6903"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2.0.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.0.1"
         },
         "sphinxcontrib-jsmath": {
             "hashes": [
@@ -2146,6 +2207,53 @@
             "index": "pypi",
             "version": "==7.7.0"
         },
+        "sqlalchemy": {
+            "hashes": [
+                "sha256:01704ec4a6877b74608264992a87979a27a8927cefd14ccdc0d478acacc1ed85",
+                "sha256:0186b970fd4561def531b582a86819d8f8af65c8b1a78cf015ee47e526f4cfb6",
+                "sha256:05b81afdc25d1ce43cb59647c9992559dc7487b1670ccab0426fc8b8f859e933",
+                "sha256:08c9169692722df8a2ef6c6ff1055e11563c990e9c74df9af62139a0c6397b8c",
+                "sha256:0fcc9b2f5b334fdaf278459dfc0fb86d3a0317ae8ce813a7a3ef8639b44b6e4a",
+                "sha256:101df3fa8f207ade1124d7729f6c9eab28a2560baa31b3e131e76a599d884b33",
+                "sha256:1f504779e6e68d0cb7043825958125abd7742c7c73ce9c6b652d20c6b5f17022",
+                "sha256:20b9e36f0219285c580dc5e98cadb59b751e259f3829460bc58d45e7a770dd36",
+                "sha256:31d019c60f4817b24c484d3110c7754cd2b8f7070057eddef5822994bf16da5a",
+                "sha256:34a4e134eac68354cce40b35ccdbc91ff67ce0c791ea4aa81e021f2ee14bfefb",
+                "sha256:3846d36c1ca113a7fa078abb5e69a8c3d1c7642baf12267dcd9a0d660cf1bdeb",
+                "sha256:3997238968fa495fac4b17fa18b36616c41a6e6759f323dfb3f83cbcf1d3b1bb",
+                "sha256:476bd377f430b1871f058332696ef61c42dfa8ad242ebb8bcf212c3d4127ea8a",
+                "sha256:54b24a20cca275ada37ba40aa87dd257fda6e7da7f448d3282b6124d940f64d5",
+                "sha256:5bc451ee18776dcb6b2ac8c154db0536f75a2535f5da055179734f5e7f2e7b72",
+                "sha256:619784c399f5c4240b002e4dba30cfba15696274614da77846b69b2c9a74066b",
+                "sha256:655e93fabd11bf53e6af44cee152b608d49ece4b4d9cc29328dd476faaa47c0c",
+                "sha256:664a21613d7eff895de9ef731632575cfca773ddbac9b7f7adad288ab971bcbd",
+                "sha256:664ec164bc01ab66dfd19062ca7982a9ea12274596e17732908eb78621adc147",
+                "sha256:67c35b33a0828b4f5ac6e76a1b6a54b27d693599c93ea7a4c8e53ff52796378f",
+                "sha256:6dd8405bd1ffcbf11fda0e6b172e7e90044610de16325295efe92367551f666d",
+                "sha256:70d38432d75f6c95973f9713b30881e40a4e8d8ccfe8bbeb55466d8c737acc79",
+                "sha256:7b07b83789997cf83ce9a5e7156a2b9a6cb54a4137add8ad95eff32f6746279b",
+                "sha256:7e23205506a437476dce8193357ce47254cce7c94018b1b4856476ad2e74f1ae",
+                "sha256:8770318683c8e08976633cec2c9711eb4279553ecbad1ca97f82c5b9174e0e76",
+                "sha256:8f9085bedb9e2f2bf714cfd86be6deaa7050f998843a3a0e595ec3eb0d25c743",
+                "sha256:9efb27e899cf7d43cf42c0852ef772a8b568c39dc7b55768a5a80c67bb64dfc2",
+                "sha256:a5e1826a1ebbbbc26285a0304d7cafff4ec63cdae83fde89d5f2ec67f4444a44",
+                "sha256:a97c4b5527ea563867ccbee031af93932d9699c6c73f1ea70adcbc935c80379e",
+                "sha256:aeb49e1436d6558d31c006b385a5071e802be6db257ce36940e66cefce92aa72",
+                "sha256:c34c6b7975cb9e4848d4366d54a634bbced7b491a36029642c7e738a44b595a3",
+                "sha256:c681d0f59c8ed12fd3f68d08d423354b1cc501220ddabc7a20b9ca8ed52b8f70",
+                "sha256:ca2ce5f3125cb6e043c90dd901446b74878f35eb6660e0e58d7ef02832f7d332",
+                "sha256:d1588f6ba25dbb2d6eb1531e56f419e02cdc9ec06d9f082195877c5148f6f6ab",
+                "sha256:db3e4db26c1a771d7b23a1031eaf351cfcaaa96d463ae900bb56c6a6f0585fbf",
+                "sha256:e49e9aefffe9c598a6ccf8d2dbb4556f4d93d0ae346b9d199b3712d24af0ce75",
+                "sha256:e60bec8fdd753212aa8cec012bbb3060e9c2227496fa935ca8918744a34c864d",
+                "sha256:eeec87ebe90018bc871b84b03e4bff5dbdc722e28b8f5a6e9a94486eb0cb4902",
+                "sha256:eff376cc201363634b5b60a828b3998b088a71e16f7a43da26fc0e2201e25a05",
+                "sha256:f44c37e03cb941dd0db371a9f391cfb586c9966f436bf18b5492ee26f5ac6a5b",
+                "sha256:f707729cc35dbd1d672b11037f5464b8a42c1e89772d7fc60648da215fa72fc6"
+            ],
+            "index": "pypi",
+            "version": "==2.0.1"
+        },
         "stack-data": {
             "hashes": [
                 "sha256:32d2dd0376772d01b6cb9fc996f3c8b57a357089dec328ed4b6553d037eaf815",
@@ -2177,20 +2285,12 @@
             "markers": "python_version >= '3.7'",
             "version": "==1.2.1"
         },
-        "toml": {
-            "hashes": [
-                "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b",
-                "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"
-            ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.10.2"
-        },
         "tomli": {
             "hashes": [
                 "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
                 "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"
             ],
-            "markers": "python_version >= '3.7'",
+            "markers": "python_version < '3.11'",
             "version": "==2.0.1"
         },
         "tornado": {
@@ -2212,19 +2312,19 @@
         },
         "tox": {
             "hashes": [
-                "sha256:307993257d792a12a63ff86a0b67a71a5ab2d4a2cc12bbae947115224d4ac3fb",
-                "sha256:6dddc4c69718b65aacbef0921ffa8af065b0f63ff0b24ffc403477975853c918"
+                "sha256:1195820ca35b141ce5ab040c9dfad8f03de6897c9bd867c6151dfb7dc58e64cd",
+                "sha256:e1ef01d9e9503b1218511f74517dc3f0008c8b5e0cc53ab7f51ff3c2ca63b349"
             ],
             "index": "pypi",
-            "version": "==4.3.5"
+            "version": "==4.4.4"
         },
         "traitlets": {
             "hashes": [
-                "sha256:32500888f5ff7bbf3b9267ea31748fa657aaf34d56d85e60f91dda7dc7f5785b",
-                "sha256:a1ca5df6414f8b5760f7c5f256e326ee21b581742114545b462b35ffe3f04861"
+                "sha256:9e6ec080259b9a5940c797d58b613b5e31441c2257b87c2e795c5228ae80d2d8",
+                "sha256:f6cde21a9c68cf756af02035f72d5a723bf607e862e7be33ece505abf4a3bad9"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==5.8.1"
+            "version": "==5.9.0"
         },
         "twine": {
             "hashes": [
@@ -2242,6 +2342,14 @@
             "index": "pypi",
             "version": "==3.7.4.3"
         },
+        "typing-extensions": {
+            "hashes": [
+                "sha256:1511434bb92bf8dd198c12b1cc812e800d4181cfcb867674e0f8279cc93087aa",
+                "sha256:16fa4864408f655d35ec496218b85f79b3437c829e93320c7c9215ccfd92489e"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==4.4.0"
+        },
         "uri-template": {
             "hashes": [
                 "sha256:934e4d09d108b70eb8a24410af8615294d09d279ce0e7cbcdaef1bd21f932b06",
@@ -2326,19 +2434,67 @@
         },
         "websocket-client": {
             "hashes": [
-                "sha256:d6b06432f184438d99ac1f456eaf22fe1ade524c3dd16e661142dc54e9cba574",
-                "sha256:d6e8f90ca8e2dd4e8027c4561adeb9456b54044312dba655e7cae652ceb9ae59"
+                "sha256:561ca949e5bbb5d33409a37235db55c279235c78ee407802f1d2314fff8a8536",
+                "sha256:fb5d81b95d350f3a54838ebcb4c68a5353bbd1412ae8f068b1e5280faeb13074"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==1.5.0"
+        },
+        "y-py": {
+            "hashes": [
+                "sha256:00c81e71abbbeab3b29ccc806176677a11397e637b2fd60c1fede24b0a7b4f32",
+                "sha256:0a14b9293a94a75d4659001fb6d7dba9c5386c8b752968f32a573830645c4e14",
+                "sha256:0e6ec7744ec1614fbcd5fdd9cfe2b1b7755c8fc9e2766782d0c3960b1f71fb4f",
+                "sha256:0edfa91505e3de0276daa44cf1f00a059c0cfc460e3fbb3f5188fefab30358ea",
+                "sha256:1258dd7ab1a03895b493bc6683d888adff8521b0d44d17b963be432395555f43",
+                "sha256:17dac9b53cc7c1c9845d6fb028e8f59b44da673f0dda9bb4a73eb86944181ce0",
+                "sha256:23285cb734a8036dbba07323a96f858e040b31fde888fc19daf2904ec62524f6",
+                "sha256:36558e6e117e70c7af47e5b07614abff481dd549d97394759ff513398add6363",
+                "sha256:3d318e922a8a193e2b7761594f0aa90a2e6d559dfdc96db4812995050887e9c5",
+                "sha256:3ff13618977bd24031387e32ba3c90e795992a5a8bac55707ff58e4c0839301d",
+                "sha256:400691bdf3be9ee950d73806a18fa81128b8ed3c74fde6b12f9d26ef311df877",
+                "sha256:410bfd166c8fcd6384655471e02449abc6051f0510d75954c3fa7f0aa43cf8aa",
+                "sha256:44a1e40582386309b873c6ab8a24e47f02fe2482359a85cf4b0a65353c00702c",
+                "sha256:52f03aa7bda1e862560fec043cc8580633dff811949d7df86ee3aa313d89ee78",
+                "sha256:6cd577e7a1b777c78127f6d89707b91b9a5935c632ebfa1791624d11c462a874",
+                "sha256:743b69a1920fa38696961d04e2921621f5794945b95e43797110830732c9f092",
+                "sha256:77e7a3e73e0fd71b016247a2d7dda21eeccb3ac53783c264fe13ea7801497084",
+                "sha256:822c04279e14a178c3726c9ccb16b447c5d03ebedb3410028f4aeb399f482d1f",
+                "sha256:8b0abfffed321b63850bbafb6223815db7336e86068f8ac841c2dbf5bf6326cd",
+                "sha256:90bcfd4de15063b41cb451911f67c0be2dafe701e66cf59c54c549ec309a3d48",
+                "sha256:95969ae8f9158cc8ba73ae631213e7030eac080330cb4aaa58a033932ee807a4",
+                "sha256:9be9a3981f4ed0983339b883d7eb1414a253ddcf248fb3b420e4d82da38b42e2",
+                "sha256:a15182ffc4d68659aea49374f7a7057e708dac8f49a9a5d8966482cef9c1cba2",
+                "sha256:a7668feef5734a769a5cff120b9bf79338b35dedbd5e6dfa99ac0c70640e11d4",
+                "sha256:a8ccd6baf2ac27e92a0c5bc05ee03528d897f9b86e2ae8fc27b04dcf0c462655",
+                "sha256:b36cd7b8d43782d932e7476b5381c13ecc02dcaabb988fdf920c2c30c8c93148",
+                "sha256:b4ccbd7e9e9ffab54bd5e1debe933dee495cf93783e1bfd0811ede9527a6c12d",
+                "sha256:df1fe3118d66127eacca14916d398099ff1016e2f003a5dab5f3fba4b449e7eb",
+                "sha256:df64934fe00bf10c1afb1a1b6ecf487b71fb233678faf075f4c0a9f384f99c70",
+                "sha256:e3b7d4150fb775a97d5454ca0e3eb2527ba83ec0e67a9244e4061abb7d91b16f",
+                "sha256:e66d9145d122339502ddb80d5aaed10592310c776b07f19f28e3391521cd19ec",
+                "sha256:f222bab71d8d3df9a40b2e5ab3a767d734c6ce11998e9a30a02fb83ab3e090b3",
+                "sha256:f4f1dd115c9493b4dc054521f85c69da15b9a036227199706757adf14013e3a7",
+                "sha256:f5b5ea683cb1cebb30c2a0a04a8b15cf01eccf4e1aee9406c97c8830d5913e64",
+                "sha256:f61d173bbe980b35f5720d94a9537bc09aec8621f8bba61d5f4db236679940d1"
+            ],
+            "version": "==0.5.5"
+        },
+        "ypy-websocket": {
+            "hashes": [
+                "sha256:491b2cc4271df4dde9be83017c15f4532b597dc43148472eb20c5aeb838a5b46",
+                "sha256:9049d5a7d61c26c2b5a39757c9ffcbe2274bf3553adeea8de7fe1c04671d4145"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==1.4.2"
+            "version": "==0.8.2"
         },
         "zipp": {
             "hashes": [
-                "sha256:83a28fcb75844b5c0cdaf5aa4003c2d728c77e05f5aeabe8e95e56727005fbaa",
-                "sha256:a7a22e05929290a67401440b39690ae6563279bced5f314609d9d03798f56766"
+                "sha256:73efd63936398aac78fd92b6f4865190119d6c91b531532e798977ea8dd402eb",
+                "sha256:9eb0a4c5feab9b08871db0d672745b53450d7f26992fd1e4653aa43345e97b86"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==3.11.0"
+            "version": "==3.12.0"
         }
     }
 }

From 3bcf29a709f84311fdb0c02b7e5d8be3f688cf3f Mon Sep 17 00:00:00 2001
From: Stephen Suffian <stephen.suffian@pm.me>
Date: Sat, 4 Feb 2023 00:23:18 -0500
Subject: [PATCH 4/7] Updated changelog

Signed-off-by: Stephen Suffian <stephen.suffian@pm.me>
---
 CHANGELOG.md | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 69a4d53e..242e4f7a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,7 +4,13 @@ Changelog
 Development
 -----------
 
-* Placeholder
+* Update python version in Dockerfile.
+* Update other dependencies (including adding rust) in Dockerfile.
+* Remove pinned dependencies in Pipfile.
+* Relock Pipfile (and do so inside of the docker image).
+* Update pytests to account for changes in newer pandas where categorical variables are no longer included in `df.sum().sum()`.
+
+
 
 3.1.1
 -----

From bc8bd77ecc70f02038bbc906344ccaba91f56525 Mon Sep 17 00:00:00 2001
From: Stephen Suffian <stephen.suffian@pm.me>
Date: Sat, 4 Feb 2023 00:48:35 -0500
Subject: [PATCH 5/7] Updated sphinx build based on updated library

Signed-off-by: Stephen Suffian <stephen.suffian@pm.me>
---
 docs/Makefile | 2 +-
 docs/conf.py  | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/Makefile b/docs/Makefile
index 40fd80e5..d3329de5 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -16,7 +16,7 @@ help:
 
 # Custom target for autobuild (philngo)
 livehtml:
-	sphinx-autobuild "$(SOURCEDIR)" "$(BUILDDIR)"/html -H 0.0.0.0 -p 8000 --poll -z ../eemeter
+	sphinx-autobuild "$(SOURCEDIR)" "$(BUILDDIR)"/html --host 0.0.0.0 --port 8000 --watch ../eemeter
 
 # Catch-all target: route all unknown targets to Sphinx using the new
 # "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
diff --git a/docs/conf.py b/docs/conf.py
index e2c529ac..e392d263 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -201,4 +201,4 @@
 
 
 def setup(app):
-    app.add_stylesheet("css/custom.css")  # may also be an URL
+    app.add_css_file("css/custom.css")  # may also be an URL

From 1b8f2f4c15d547361d6444ec8e80cfd08089a91b Mon Sep 17 00:00:00 2001
From: Stephen Suffian <stephen.suffian@pm.me>
Date: Sat, 4 Feb 2023 01:04:23 -0500
Subject: [PATCH 6/7] Updated tox to include python 3.10

Signed-off-by: Stephen Suffian <stephen.suffian@pm.me>
---
 tox.ini | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tox.ini b/tox.ini
index 579fc770..c6fdbb46 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,5 +1,5 @@
 [tox]
-envlist = py{36,37,38}
+envlist = py{36,37,38,310}
 
 [testenv]
 passenv=HOME

From d90999c6db8a0e502119e04d7917f296ad2263ce Mon Sep 17 00:00:00 2001
From: Stephen Suffian <stephen.suffian@pm.me>
Date: Tue, 7 Mar 2023 15:01:25 -0500
Subject: [PATCH 7/7] Removed rust and rebuild pipfile lock

Signed-off-by: Stephen Suffian <stephen.suffian@pm.me>
---
 Dockerfile   |   4 -
 Pipfile.lock | 951 ++++++++++++++++++++++++++-------------------------
 2 files changed, 484 insertions(+), 471 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index d8efeb29..429bac13 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -6,10 +6,6 @@ RUN set -ex && pip install pip pipenv --upgrade
 RUN apt-get update \
   && apt-get install -yqq libenchant-2-dev
 
-# Get Rust
-RUN curl https://sh.rustup.rs -sSf | bash -s -- -y
-ENV PATH="/root/.cargo/bin:${PATH}"
-
 COPY Pipfile Pipfile
 COPY Pipfile.lock Pipfile.lock
 RUN set -ex && pipenv install --system --deploy --dev
diff --git a/Pipfile.lock b/Pipfile.lock
index 65ba4b79..6f939261 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -93,11 +93,11 @@
         },
         "fonttools": {
             "hashes": [
-                "sha256:2bb244009f9bf3fa100fc3ead6aeb99febe5985fa20afbfbaa2f8946c2fbdaf1",
-                "sha256:820466f43c8be8c3009aef8b87e785014133508f0de64ec469e4efb643ae54fb"
+                "sha256:909c104558835eac27faeb56be5a4c32694192dca123d073bf746ce9254054af",
+                "sha256:f5e764e1fd6ad54dfc201ff32af0ba111bcfbe0d05b24540af74c63db4ed6390"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==4.38.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==4.39.0"
         },
         "kiwisolver": {
             "hashes": [
@@ -175,84 +175,84 @@
         },
         "matplotlib": {
             "hashes": [
-                "sha256:01b7f521a9a73c383825813af255f8c4485d1706e4f3e2ed5ae771e4403a40ab",
-                "sha256:11011c97d62c1db7bc20509572557842dbb8c2a2ddd3dd7f20501aa1cde3e54e",
-                "sha256:1183877d008c752d7d535396096c910f4663e4b74a18313adee1213328388e1e",
-                "sha256:12f999661589981e74d793ee2f41b924b3b87d65fd929f6153bf0f30675c59b1",
-                "sha256:1c235bf9be052347373f589e018988cad177abb3f997ab1a2e2210c41562cc0c",
-                "sha256:1f4d69707b1677560cd952544ee4962f68ff07952fb9069ff8c12b56353cb8c9",
-                "sha256:1fcc4cad498533d3c393a160975acc9b36ffa224d15a6b90ae579eacee5d8579",
-                "sha256:2787a16df07370dcba385fe20cdd0cc3cfaabd3c873ddabca78c10514c799721",
-                "sha256:29f17b7f2e068dc346687cbdf80b430580bab42346625821c2d3abf3a1ec5417",
-                "sha256:38d38cb1ea1d80ee0f6351b65c6f76cad6060bbbead015720ba001348ae90f0c",
-                "sha256:3f56a7252eee8f3438447f75f5e1148a1896a2756a92285fe5d73bed6deebff4",
-                "sha256:5223affa21050fb6118353c1380c15e23aedfb436bf3e162c26dc950617a7519",
-                "sha256:57ad1aee29043163374bfa8990e1a2a10ff72c9a1bfaa92e9c46f6ea59269121",
-                "sha256:59400cc9451094b7f08cc3f321972e6e1db4cd37a978d4e8a12824bf7fd2f03b",
-                "sha256:68d94a436f62b8a861bf3ace82067a71bafb724b4e4f9133521e4d8012420dd7",
-                "sha256:6adc441b5b2098a4b904bbf9d9e92fb816fef50c55aa2ea6a823fc89b94bb838",
-                "sha256:6d81b11ede69e3a751424b98dc869c96c10256b2206bfdf41f9c720eee86844c",
-                "sha256:73b93af33634ed919e72811c9703e1105185cd3fb46d76f30b7f4cfbbd063f89",
-                "sha256:77b384cee7ab8cf75ffccbfea351a09b97564fc62d149827a5e864bec81526e5",
-                "sha256:79e501eb847f4a489eb7065bb8d3187117f65a4c02d12ea3a19d6c5bef173bcc",
-                "sha256:809119d1cba3ece3c9742eb01827fe7a0e781ea3c5d89534655a75e07979344f",
-                "sha256:80c166a0e28512e26755f69040e6bf2f946a02ffdb7c00bf6158cca3d2b146e6",
-                "sha256:81b409b2790cf8d7c1ef35920f01676d2ae7afa8241844e7aa5484fdf493a9a0",
-                "sha256:994637e2995b0342699b396a320698b07cd148bbcf2dd2fa2daba73f34dd19f2",
-                "sha256:9ceebaf73f1a3444fa11014f38b9da37ff7ea328d6efa1652241fe3777bfdab9",
-                "sha256:9fb8fb19d03abf3c5dab89a8677e62c4023632f919a62b6dd1d6d2dbf42cd9f5",
-                "sha256:acc3b1a4bddbf56fe461e36fb9ef94c2cb607fc90d24ccc650040bfcc7610de4",
-                "sha256:bbddfeb1495484351fb5b30cf5bdf06b3de0bc4626a707d29e43dfd61af2a780",
-                "sha256:bbf269e1d24bc25247095d71c7a969813f7080e2a7c6fa28931a603f747ab012",
-                "sha256:bebcff4c3ed02c6399d47329f3554193abd824d3d53b5ca02cf583bcd94470e2",
-                "sha256:c3f08df2ac4636249b8bc7a85b8b82c983bef1441595936f62c2918370ca7e1d",
-                "sha256:ca94f0362f6b6f424b555b956971dcb94b12d0368a6c3e07dc7a40d32d6d873d",
-                "sha256:d00c248ab6b92bea3f8148714837937053a083ff03b4c5e30ed37e28fc0e7e56",
-                "sha256:d2cfaa7fd62294d945b8843ea24228a27c8e7c5b48fa634f3c168153b825a21b",
-                "sha256:d5f18430f5cfa5571ab8f4c72c89af52aa0618e864c60028f11a857d62200cba",
-                "sha256:debeab8e2ab07e5e3dac33e12456da79c7e104270d2b2d1df92b9e40347cca75",
-                "sha256:dfba7057609ca9567b9704626756f0142e97ec8c5ba2c70c6e7bd1c25ef99f06",
-                "sha256:e0a64d7cc336b52e90f59e6d638ae847b966f68582a7af041e063d568e814740",
-                "sha256:eb9421c403ffd387fbe729de6d9a03005bf42faba5e8432f4e51e703215b49fc",
-                "sha256:faff486b36530a836a6b4395850322e74211cd81fc17f28b4904e1bd53668e3e",
-                "sha256:ff2aa84e74f80891e6bcf292ebb1dd57714ffbe13177642d65fee25384a30894"
+                "sha256:08308bae9e91aca1ec6fd6dda66237eef9f6294ddb17f0d0b3c863169bf82353",
+                "sha256:14645aad967684e92fc349493fa10c08a6da514b3d03a5931a1bac26e6792bd1",
+                "sha256:21e9cff1a58d42e74d01153360de92b326708fb205250150018a52c70f43c290",
+                "sha256:28506a03bd7f3fe59cd3cd4ceb2a8d8a2b1db41afede01f66c42561b9be7b4b7",
+                "sha256:2bf092f9210e105f414a043b92af583c98f50050559616930d884387d0772aba",
+                "sha256:3032884084f541163f295db8a6536e0abb0db464008fadca6c98aaf84ccf4717",
+                "sha256:3a2cb34336110e0ed8bb4f650e817eed61fa064acbefeb3591f1b33e3a84fd96",
+                "sha256:3ba2af245e36990facf67fde840a760128ddd71210b2ab6406e640188d69d136",
+                "sha256:3d7bc90727351fb841e4d8ae620d2d86d8ed92b50473cd2b42ce9186104ecbba",
+                "sha256:438196cdf5dc8d39b50a45cb6e3f6274edbcf2254f85fa9b895bf85851c3a613",
+                "sha256:46a561d23b91f30bccfd25429c3c706afe7d73a5cc64ef2dfaf2b2ac47c1a5dc",
+                "sha256:4cf327e98ecf08fcbb82685acaf1939d3338548620ab8dfa02828706402c34de",
+                "sha256:4f99e1b234c30c1e9714610eb0c6d2f11809c9c78c984a613ae539ea2ad2eb4b",
+                "sha256:544764ba51900da4639c0f983b323d288f94f65f4024dc40ecb1542d74dc0500",
+                "sha256:56d94989191de3fcc4e002f93f7f1be5da476385dde410ddafbb70686acf00ea",
+                "sha256:57bfb8c8ea253be947ccb2bc2d1bb3862c2bccc662ad1b4626e1f5e004557042",
+                "sha256:617f14ae9d53292ece33f45cba8503494ee199a75b44de7717964f70637a36aa",
+                "sha256:6eb88d87cb2c49af00d3bbc33a003f89fd9f78d318848da029383bfc08ecfbfb",
+                "sha256:75d4725d70b7c03e082bbb8a34639ede17f333d7247f56caceb3801cb6ff703d",
+                "sha256:770a205966d641627fd5cf9d3cb4b6280a716522cd36b8b284a8eb1581310f61",
+                "sha256:7b73305f25eab4541bd7ee0b96d87e53ae9c9f1823be5659b806cd85786fe882",
+                "sha256:7c9a4b2da6fac77bcc41b1ea95fadb314e92508bf5493ceff058e727e7ecf5b0",
+                "sha256:81a6b377ea444336538638d31fdb39af6be1a043ca5e343fe18d0f17e098770b",
+                "sha256:83111e6388dec67822e2534e13b243cc644c7494a4bb60584edbff91585a83c6",
+                "sha256:8704726d33e9aa8a6d5215044b8d00804561971163563e6e6591f9dcf64340cc",
+                "sha256:89768d84187f31717349c6bfadc0e0d8c321e8eb34522acec8a67b1236a66332",
+                "sha256:8bf26ade3ff0f27668989d98c8435ce9327d24cffb7f07d24ef609e33d582439",
+                "sha256:8c587963b85ce41e0a8af53b9b2de8dddbf5ece4c34553f7bd9d066148dc719c",
+                "sha256:95cbc13c1fc6844ab8812a525bbc237fa1470863ff3dace7352e910519e194b1",
+                "sha256:97cc368a7268141afb5690760921765ed34867ffb9655dd325ed207af85c7529",
+                "sha256:a867bf73a7eb808ef2afbca03bcdb785dae09595fbe550e1bab0cd023eba3de0",
+                "sha256:b867e2f952ed592237a1828f027d332d8ee219ad722345b79a001f49df0936eb",
+                "sha256:c0bd19c72ae53e6ab979f0ac6a3fafceb02d2ecafa023c5cca47acd934d10be7",
+                "sha256:ce463ce590f3825b52e9fe5c19a3c6a69fd7675a39d589e8b5fbe772272b3a24",
+                "sha256:cf0e4f727534b7b1457898c4f4ae838af1ef87c359b76dcd5330fa31893a3ac7",
+                "sha256:def58098f96a05f90af7e92fd127d21a287068202aa43b2a93476170ebd99e87",
+                "sha256:e99bc9e65901bb9a7ce5e7bb24af03675cbd7c70b30ac670aa263240635999a4",
+                "sha256:eb7d248c34a341cd4c31a06fd34d64306624c8cd8d0def7abb08792a5abfd556",
+                "sha256:f67bfdb83a8232cb7a92b869f9355d677bce24485c460b19d01970b64b2ed476",
+                "sha256:f883a22a56a84dba3b588696a2b8a1ab0d2c3d41be53264115c71b0a942d8fdb",
+                "sha256:fbdeeb58c0cf0595efe89c05c224e0a502d1aa6a8696e68a73c3efc6bc354304"
             ],
             "index": "pypi",
-            "version": "==3.6.3"
+            "version": "==3.7.1"
         },
         "numpy": {
             "hashes": [
-                "sha256:0044f7d944ee882400890f9ae955220d29b33d809a038923d88e4e01d652acd9",
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-                "sha256:cfa1161c6ac8f92dea03d625c2d0c05e084668f4a06568b77a25a89111621566",
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-                "sha256:ed5fb71d79e771ec930566fae9c02626b939e37271ec285e9efaf1b5d4370e7d",
-                "sha256:ef85cf1f693c88c1fd229ccd1055570cb41cdf4875873b7728b6301f12cd05bf",
-                "sha256:f1b739841821968798947d3afcefd386fa56da0caf97722a5de53e07c4ccedc7"
+                "sha256:003a9f530e880cb2cd177cba1af7220b9aa42def9c4afc2a2fc3ee6be7eb2b22",
+                "sha256:150947adbdfeceec4e5926d956a06865c1c690f2fd902efede4ca6fe2e657c3f",
+                "sha256:2620e8592136e073bd12ee4536149380695fbe9ebeae845b81237f986479ffc9",
+                "sha256:2eabd64ddb96a1239791da78fa5f4e1693ae2dadc82a76bc76a14cbb2b966e96",
+                "sha256:4173bde9fa2a005c2c6e2ea8ac1618e2ed2c1c6ec8a7657237854d42094123a0",
+                "sha256:4199e7cfc307a778f72d293372736223e39ec9ac096ff0a2e64853b866a8e18a",
+                "sha256:4cecaed30dc14123020f77b03601559fff3e6cd0c048f8b5289f4eeabb0eb281",
+                "sha256:557d42778a6869c2162deb40ad82612645e21d79e11c1dc62c6e82a2220ffb04",
+                "sha256:63e45511ee4d9d976637d11e6c9864eae50e12dc9598f531c035265991910468",
+                "sha256:6524630f71631be2dabe0c541e7675db82651eb998496bbe16bc4f77f0772253",
+                "sha256:76807b4063f0002c8532cfeac47a3068a69561e9c8715efdad3c642eb27c0756",
+                "sha256:7de8fdde0003f4294655aa5d5f0a89c26b9f22c0a58790c38fae1ed392d44a5a",
+                "sha256:889b2cc88b837d86eda1b17008ebeb679d82875022200c6e8e4ce6cf549b7acb",
+                "sha256:92011118955724465fb6853def593cf397b4a1367495e0b59a7e69d40c4eb71d",
+                "sha256:97cf27e51fa078078c649a51d7ade3c92d9e709ba2bfb97493007103c741f1d0",
+                "sha256:9a23f8440561a633204a67fb44617ce2a299beecf3295f0d13c495518908e910",
+                "sha256:a51725a815a6188c662fb66fb32077709a9ca38053f0274640293a14fdd22978",
+                "sha256:a77d3e1163a7770164404607b7ba3967fb49b24782a6ef85d9b5f54126cc39e5",
+                "sha256:adbdce121896fd3a17a77ab0b0b5eedf05a9834a18699db6829a64e1dfccca7f",
+                "sha256:c29e6bd0ec49a44d7690ecb623a8eac5ab8a923bce0bea6293953992edf3a76a",
+                "sha256:c72a6b2f4af1adfe193f7beb91ddf708ff867a3f977ef2ec53c0ffb8283ab9f5",
+                "sha256:d0a2db9d20117bf523dde15858398e7c0858aadca7c0f088ac0d6edd360e9ad2",
+                "sha256:e3ab5d32784e843fc0dd3ab6dcafc67ef806e6b6828dc6af2f689be0eb4d781d",
+                "sha256:e428c4fbfa085f947b536706a2fc349245d7baa8334f0c5723c56a10595f9b95",
+                "sha256:e8d2859428712785e8a8b7d2b3ef0a1d1565892367b32f915c4a4df44d0e64f5",
+                "sha256:eef70b4fc1e872ebddc38cddacc87c19a3709c0e3e5d20bf3954c147b1dd941d",
+                "sha256:f64bb98ac59b3ea3bf74b02f13836eb2e24e48e0ab0145bbda646295769bd780",
+                "sha256:f9006288bcf4895917d02583cf3411f98631275bc67cce355a7f39f8c14338fa"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.24.1"
+            "version": "==1.24.2"
         },
         "packaging": {
             "hashes": [
@@ -398,7 +398,7 @@
                 "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86",
                 "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
             "version": "==2.8.2"
         },
         "pytz": {
@@ -410,37 +410,37 @@
         },
         "scipy": {
             "hashes": [
-                "sha256:0490dc499fe23e4be35b8b6dd1e60a4a34f0c4adb30ac671e6332446b3cbbb5a",
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-                "sha256:16ba05d3d1b9f2141004f3f36888e05894a525960b07f4c2bfc0456b955a00be",
-                "sha256:27e548276b5a88b51212b61f6dda49a24acf5d770dff940bd372b3f7ced8c6c2",
-                "sha256:2ad449db4e0820e4b42baccefc98ec772ad7818dcbc9e28b85aa05a536b0f1a2",
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+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
             "version": "==1.16.0"
         },
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@@ -568,11 +568,11 @@
         },
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+            "markers": "python_version >= '3.7'",
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         "backcall": {
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@@ -1019,10 +1006,10 @@
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@@ -1147,19 +1134,19 @@
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@@ -1231,11 +1218,11 @@
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@@ -1247,27 +1234,27 @@
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@@ -1311,11 +1298,11 @@
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@@ -1334,11 +1321,11 @@
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@@ -1414,33 +1401,34 @@
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@@ -1484,11 +1472,11 @@
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@@ -1622,11 +1610,11 @@
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+            "version": "==3.1.0"
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         "pluggy": {
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@@ -1646,11 +1634,11 @@
         },
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-            "version": "==3.0.36"
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==3.0.38"
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@@ -1677,7 +1665,6 @@
                 "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35",
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@@ -1692,7 +1679,6 @@
                 "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9",
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             "version": "==2.21"
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@@ -1797,11 +1783,11 @@
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@@ -1823,27 +1809,27 @@
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@@ -2031,11 +2017,11 @@
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@@ -2101,7 +2087,7 @@
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@@ -2201,58 +2187,58 @@
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@@ -2312,11 +2298,11 @@
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@@ -2344,11 +2330,11 @@
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@@ -2367,11 +2353,11 @@
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@@ -2434,51 +2420,82 @@
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@@ -2490,11 +2507,11 @@
         },
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             "markers": "python_version >= '3.7'",
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         }
     }
 }