diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
new file mode 100644
index 0000000..1bd773e
--- /dev/null
+++ b/.github/workflows/test.yml
@@ -0,0 +1,40 @@
+# This workflow will install Python dependencies, run tests and lint for Python 3.9
+# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
+
+name: Test
+
+on:
+  push:
+    branches: [ develop ]
+  pull_request:
+    branches: [ develop ]
+
+jobs:
+  build:
+
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.9"]
+
+    steps:
+    - uses: actions/checkout@v2
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        python -m pip install flake8
+        if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+    - name: Lint with flake8
+      run: |
+        # stop the build if there are Python syntax errors or undefined names
+        flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+        # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
+        flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+    - name: Test with nosetests
+      run: |
+        nosetests --verbosity=2
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 40a5c8a..e5c787d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,3 +1,12 @@
+## 3.1.0
+
+- Fix SummaryLoad outputs to include "Low-Density Open Space", and exclude
+  "Other Upland Areas"
+
+## 3.0.0
+
+- Official Release. No changes since `3.0.0-beta`.
+
 ## 3.0.0-beta
 
 - **BREAKING** Drop support for Python 2.7
diff --git a/CreateVariableFiles.py b/CreateVariableFiles.py
index f8bbc35..42303ec 100644
--- a/CreateVariableFiles.py
+++ b/CreateVariableFiles.py
@@ -1,7 +1,7 @@
 import os
 
 
-variable_name = raw_input("Enter the name of the variable:")
+variable_name = input("Enter the name of the variable:")
 
 #write variable file
 var_filename = "%s.py"%(variable_name)
diff --git a/README.md b/README.md
index 64d090a..e36be32 100644
--- a/README.md
+++ b/README.md
@@ -19,6 +19,12 @@ Ensure you have Python 3.9 and [pipenv](https://pipenv.pypa.io/en/latest/) avail
 $ pipenv sync
 ```
 
+### Running Locally
+
+```bash
+$ pipenv run ./run.py --json test/integrationtests/input_4_output.json test/integrationtests/input_4.gms
+```
+
 ### Testing
 
 ```bash
diff --git a/gwlfe/DailyArrayConverter.py b/gwlfe/DailyArrayConverter.py
index 4e6709c..cf48e64 100644
--- a/gwlfe/DailyArrayConverter.py
+++ b/gwlfe/DailyArrayConverter.py
@@ -1,5 +1,6 @@
 import random
 
+import numpy as np
 import numpy.ma as ma
 # from numba import jit
 from numpy import array
@@ -63,7 +64,7 @@
 
 
 def mask_builder(DaysMonth):
-    ones = ravel(ones((12, 31))).astype("int")
+    ones = ravel(np.ones((12, 31))).astype("int")
     slices = []
     for i, month in enumerate(DaysMonth[0]):
         slices.append(slice(31 * i, 31 * i + month))
diff --git a/gwlfe/WriteOutputFiles.py b/gwlfe/WriteOutputFiles.py
index 6bda8b7..637ad9f 100644
--- a/gwlfe/WriteOutputFiles.py
+++ b/gwlfe/WriteOutputFiles.py
@@ -762,7 +762,10 @@ def WriteOutput(z):
     SumWxYrEnd = z.WxYrEnd
 
     # Which land use sources to include in the totals.
-    sources = (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12)
+    # These are indices of this array: https://github.com/WikiWatershed/model-my-watershed/blob/415be752ea7b66ae5e1d15afe1a11cf4051dbd5e/src/mmw/mmw/settings/gwlfe_settings.py#L23-L39
+    # This list matches the land type in the Loads list below
+    # 13 was added and 4, 5, 9 removed in https://github.com/WikiWatershed/gwlf-e/pull/84
+    sources = (0, 1, 2, 3, 6, 7, 8, 10, 11, 12, 13)
 
     # ha
     AreaTotal = sum(z.Area[l] for l in sources)
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..6343425
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,7 @@
+[build-system]
+requires = [
+    "setuptools>=42",
+    "wheel>=0.31",
+    "twine>=1.11",
+    'numba==0.54.0',
+]
diff --git a/run.py b/run.py
index bc5d377..98e37c9 100755
--- a/run.py
+++ b/run.py
@@ -42,7 +42,7 @@ def main():
 
         if (args.json != None):
             with open(args.json, "w") as file:
-                json.dump(result, file, indent=2, sort_keys=True)
+                json.dump(result, file, indent=4, sort_keys=True)
 
 
 if __name__ == '__main__':
diff --git a/setup.py b/setup.py
index f579ffb..1ee57dd 100644
--- a/setup.py
+++ b/setup.py
@@ -33,7 +33,7 @@
 
 setup(
     name='gwlf-e',
-    version='3.0.0',
+    version='3.1.0',
     description='A Python port of Generalized Watersheds Loading Functions - Enhanced (MapShed)',
     long_description=long_description,
     long_description_content_type='text/x-rst',
diff --git a/test/integrationtests/input_4_output.json b/test/integrationtests/input_4_output.json
index 8496aed..e9bc198 100644
--- a/test/integrationtests/input_4_output.json
+++ b/test/integrationtests/input_4_output.json
@@ -1,258 +1,258 @@
 {
-    "MeanFlow": 20630563.600762308, 
-    "monthly": [
+    "AreaTotal": 4039.0,
+    "Loads": [
+        {
+            "Sediment": 100302.43772592283,
+            "Source": "Hay/Pasture",
+            "TotalN": 453.5785642894031,
+            "TotalP": 114.8126190117931
+        },
+        {
+            "Sediment": 1696483.1493033217,
+            "Source": "Cropland",
+            "TotalN": 6222.829631283309,
+            "TotalP": 881.9453386985688
+        },
         {
-            "AvEvapoTrans": 0.3885811524635687, 
-            "AvTileDrain": 0.0, 
-            "AvPrecipitation": 6.892666666666667, 
-            "AvRunoff": 0.5371013095523758, 
-            "AvGroundWater": 5.254545773052272, 
-            "AvPtSrcFlow": 0.00028420384063937995, 
-            "AvWithdrawal": 0.0069999999999999975, 
-            "AvStreamFlow": 5.784931286445287
-        }, 
+            "Sediment": 11150.3533168915,
+            "Source": "Wooded Areas",
+            "TotalN": 80.78460784149232,
+            "TotalP": 8.752722970637045
+        },
         {
-            "AvEvapoTrans": 0.5412162312245135, 
-            "AvTileDrain": 0.0, 
-            "AvPrecipitation": 6.061333333333334, 
-            "AvRunoff": 0.6170345483590698, 
-            "AvGroundWater": 4.55084019676855, 
-            "AvPtSrcFlow": 0.00025670024315815, 
-            "AvWithdrawal": 0.0069999999999999975, 
-            "AvStreamFlow": 5.161131445370778
-        }, 
+            "Sediment": 200.58734669214468,
+            "Source": "Wetlands",
+            "TotalN": 10.640524141742205,
+            "TotalP": 0.6496763179396152
+        },
         {
-            "AvEvapoTrans": 1.771169693471139, 
-            "AvTileDrain": 0.0, 
-            "AvPrecipitation": 8.293333333333331, 
-            "AvRunoff": 0.7310688156711781, 
-            "AvGroundWater": 6.1852969384773395, 
-            "AvPtSrcFlow": 0.00028420384063937995, 
-            "AvWithdrawal": 0.0069999999999999975, 
-            "AvStreamFlow": 6.909649957989157
-        }, 
+            "Sediment": 30213.322669806883,
+            "Source": "Open Land",
+            "TotalN": 182.04507831320686,
+            "TotalP": 17.54609792932213
+        },
         {
-            "AvEvapoTrans": 3.495725117628596, 
-            "AvTileDrain": 0.0, 
-            "AvPrecipitation": 9.488000000000001, 
-            "AvRunoff": 0.6618133124056205, 
-            "AvGroundWater": 5.850895026585263, 
-            "AvPtSrcFlow": 0.000275035974812303, 
-            "AvWithdrawal": 0.0069999999999999975, 
-            "AvStreamFlow": 6.505983374965696
-        }, 
+            "Sediment": 0.0,
+            "Source": "Barren Areas",
+            "TotalN": 0.0,
+            "TotalP": 0.0
+        },
         {
-            "AvEvapoTrans": 7.383915480817674, 
-            "AvTileDrain": 0.0, 
-            "AvPrecipitation": 9.128666666666666, 
-            "AvRunoff": 0.11112832291909575, 
-            "AvGroundWater": 4.539584159940754, 
-            "AvPtSrcFlow": 0.00028420384063937995, 
-            "AvWithdrawal": 0.0069999999999999975, 
-            "AvStreamFlow": 4.643996686700489
-        }, 
+            "Sediment": 1404.524341001867,
+            "Source": "Low-Density Mixed",
+            "TotalN": 31.375171699915885,
+            "TotalP": 3.465544607128531
+        },
         {
-            "AvEvapoTrans": 11.372901054151882, 
-            "AvTileDrain": 0.0, 
-            "AvPrecipitation": 11.359333333333334, 
-            "AvRunoff": 0.4023372221853137, 
-            "AvGroundWater": 3.0532047175237946, 
-            "AvPtSrcFlow": 0.000275035974812303, 
-            "AvWithdrawal": 0.0069999999999999975, 
-            "AvStreamFlow": 3.4488169756839206
-        }, 
+            "Sediment": 5912.940173338004,
+            "Source": "Medium-Density Mixed",
+            "TotalN": 142.50586217322837,
+            "TotalP": 15.523650247755427
+        },
         {
-            "AvEvapoTrans": 13.046030626608976, 
-            "AvTileDrain": 0.0, 
-            "AvPrecipitation": 10.854666666666667, 
-            "AvRunoff": 0.4237520703718344, 
-            "AvGroundWater": 1.417137962471195, 
-            "AvPtSrcFlow": 0.00028420384063937995, 
-            "AvWithdrawal": 0.0069999999999999975, 
-            "AvStreamFlow": 1.834174236683669
-        }, 
+            "Sediment": 10567.80796937005,
+            "Source": "High-Density Mixed",
+            "TotalN": 254.69132813938685,
+            "TotalP": 27.744396187477786
+        },
         {
-            "AvEvapoTrans": 9.855966464373644, 
-            "AvTileDrain": 0.0, 
-            "AvPrecipitation": 9.328000000000001, 
-            "AvRunoff": 0.20181444425536124, 
-            "AvGroundWater": 0.91922019028359, 
-            "AvPtSrcFlow": 0.00028420384063937995, 
-            "AvWithdrawal": 0.0069999999999999975, 
-            "AvStreamFlow": 1.1143188383795908
-        }, 
+            "Sediment": 3679.8537734248916,
+            "Source": "Low-Density Open Space",
+            "TotalN": 82.20294985377961,
+            "TotalP": 9.079726870676751
+        },
         {
-            "AvEvapoTrans": 6.416089285969906, 
-            "AvTileDrain": 0.0, 
-            "AvPrecipitation": 12.435333333333332, 
-            "AvRunoff": 0.8542425067485009, 
-            "AvGroundWater": 0.8269533352251522, 
-            "AvPtSrcFlow": 0.000275035974812303, 
-            "AvWithdrawal": 0.0069999999999999975, 
-            "AvStreamFlow": 1.6744708779484656
-        }, 
+            "Sediment": 0,
+            "Source": "Farm Animals",
+            "TotalN": 40140.021156308445,
+            "TotalP": 6694.932166399544
+        },
         {
-            "AvEvapoTrans": 3.447315483397534, 
-            "AvTileDrain": 0.0, 
-            "AvPrecipitation": 12.306666666666668, 
-            "AvRunoff": 2.039504887506576, 
-            "AvGroundWater": 1.5856839777061222, 
-            "AvPtSrcFlow": 0.00028420384063937995, 
-            "AvWithdrawal": 0.0069999999999999975, 
-            "AvStreamFlow": 3.6184730690533375
-        }, 
+            "Sediment": 548852,
+            "Source": "Stream Bank Erosion",
+            "TotalN": 507,
+            "TotalP": 136
+        },
         {
-            "AvEvapoTrans": 1.6705942642120437, 
-            "AvTileDrain": 0.0, 
-            "AvPrecipitation": 7.607333333333334, 
-            "AvRunoff": 0.22891105189164973, 
-            "AvGroundWater": 3.8596253851285494, 
-            "AvPtSrcFlow": 0.000275035974812303, 
-            "AvWithdrawal": 0.0069999999999999975, 
-            "AvStreamFlow": 4.081811472995012
-        }, 
+            "Sediment": 0,
+            "Source": "Subsurface Flow",
+            "TotalN": 124504.12969043053,
+            "TotalP": 490.44336657252757
+        },
         {
-            "AvEvapoTrans": 0.6995034342228827, 
-            "AvTileDrain": 0.0, 
-            "AvPrecipitation": 9.026000000000002, 
-            "AvRunoff": 0.8617630635728847, 
-            "AvGroundWater": 6.5700376297089, 
-            "AvPtSrcFlow": 0.00028420384063937995, 
-            "AvWithdrawal": 0.0069999999999999975, 
-            "AvStreamFlow": 7.425084897122424
+            "Sediment": 0,
+            "Source": "Point Sources",
+            "TotalN": 7.524461459999999,
+            "TotalP": 0.5632015499999999
+        },
+        {
+            "Sediment": 0,
+            "Source": "Septic Systems",
+            "TotalN": 1019.383950492498,
+            "TotalP": 0.0
         }
-    ], 
-    "meta": {
-        "NRur": 10, 
-        "SedDelivRatio": 0.149, 
-        "NLU": 16, 
-        "NUrb": 6, 
-        "WxYrBeg": 2000, 
-        "NYrs": 15, 
-        "WxYrEnd": 2014
-    }, 
-    "MeanFlowPerSecond": 0.6541908802879981, 
-    "AreaTotal": 3952.0, 
+    ],
+    "MeanFlow": 21084728.33590055,
+    "MeanFlowPerSecond": 0.6685923495655932,
     "SummaryLoads": [
         {
-            "Source": "Total Loads", 
-            "TotalN": 173586.74868105561, 
-            "TotalP": 8395.657914615223, 
-            "Sediment": 2407902.867743384, 
+            "Sediment": 2408766.97661977,
+            "Source": "Total Loads",
+            "TotalN": 173638.71297642693,
+            "TotalP": 8401.458507363372,
             "Unit": "kg"
-        }, 
+        },
         {
-            "Source": "Loading Rates", 
-            "TotalN": 43.92377243953836, 
-            "TotalP": 2.124407367058508, 
-            "Sediment": 609.2871628905324, 
+            "Sediment": 596.3770677444343,
+            "Source": "Loading Rates",
+            "TotalN": 42.99052066759766,
+            "TotalP": 2.080083809696304,
             "Unit": "kg/ha"
-        }, 
+        },
         {
-            "Source": "Mean Annual Concentration", 
-            "TotalN": 8.414057513903378, 
-            "TotalP": 0.40695242636536605, 
-            "Sediment": 116.71532171105648, 
+            "Sediment": 114.24225810481089,
+            "Source": "Mean Annual Concentration",
+            "TotalN": 8.235283386638459,
+            "TotalP": 0.3984617858726866,
             "Unit": "mg/l"
-        }, 
+        },
         {
-            "Source": "Mean Low-Flow Concentration", 
-            "TotalN": 14.804110709397358, 
-            "TotalP": 1.3626915312075798, 
-            "Sediment": 304.3460842383692, 
+            "Sediment": 297.79047410498515,
+            "Source": "Mean Low-Flow Concentration",
+            "TotalN": 14.485230384634404,
+            "TotalP": 1.3333391758683721,
             "Unit": "mg/l"
         }
-    ], 
-    "Loads": [
-        {
-            "Source": "Hay/Pasture", 
-            "TotalN": 453.5785642894031, 
-            "TotalP": 114.81261901179309, 
-            "Sediment": 100302.43772592283
-        }, 
-        {
-            "Source": "Cropland", 
-            "TotalN": 6222.829631283309, 
-            "TotalP": 881.945338698569, 
-            "Sediment": 1696483.1493033222
-        }, 
-        {
-            "Source": "Wooded Areas", 
-            "TotalN": 80.78460784149232, 
-            "TotalP": 8.752722970637045, 
-            "Sediment": 11150.3533168915
-        }, 
+    ],
+    "meta": {
+        "NLU": 16,
+        "NRur": 10,
+        "NUrb": 6,
+        "NYrs": 15,
+        "SedDelivRatio": 0.149,
+        "WxYrBeg": 2000,
+        "WxYrEnd": 2014
+    },
+    "monthly": [
         {
-            "Source": "Wetlands", 
-            "TotalN": 10.640524141742205, 
-            "TotalP": 0.6496763179396152, 
-            "Sediment": 200.58734669214468
-        }, 
+            "AvEvapoTrans": 0.3885811524635688,
+            "AvGroundWater": 5.254545773052272,
+            "AvPrecipitation": 6.892666666666666,
+            "AvPtSrcFlow": 0.00028420384063938,
+            "AvRunoff": 0.5371013095523758,
+            "AvStreamFlow": 5.784931286445287,
+            "AvTileDrain": 0.0,
+            "AvWithdrawal": 0.007000000000000003
+        },
         {
-            "Source": "Open Land", 
-            "TotalN": 182.04507831320686, 
-            "TotalP": 17.54609792932213, 
-            "Sediment": 30213.322669806887
-        }, 
+            "AvEvapoTrans": 0.5412162312245133,
+            "AvGroundWater": 4.55084019676855,
+            "AvPrecipitation": 6.061333333333334,
+            "AvPtSrcFlow": 0.00025670024315815,
+            "AvRunoff": 0.6170345483590699,
+            "AvStreamFlow": 5.161131445370778,
+            "AvTileDrain": 0.0,
+            "AvWithdrawal": 0.007000000000000003
+        },
         {
-            "Source": "Barren Areas", 
-            "TotalN": 0.0, 
-            "TotalP": 0.0, 
-            "Sediment": 0.0
-        }, 
+            "AvEvapoTrans": 1.771169693471139,
+            "AvGroundWater": 6.185296938477338,
+            "AvPrecipitation": 8.293333333333333,
+            "AvPtSrcFlow": 0.00028420384063938,
+            "AvRunoff": 0.7310688156711784,
+            "AvStreamFlow": 6.9096499579891555,
+            "AvTileDrain": 0.0,
+            "AvWithdrawal": 0.007000000000000003
+        },
         {
-            "Source": "Low-Density Mixed", 
-            "TotalN": 31.375171699915892, 
-            "TotalP": 3.46554460712853, 
-            "Sediment": 1404.524341001867
-        }, 
+            "AvEvapoTrans": 3.495725117628596,
+            "AvGroundWater": 5.850895026585264,
+            "AvPrecipitation": 9.488,
+            "AvPtSrcFlow": 0.000275035974812303,
+            "AvRunoff": 0.6618133124056206,
+            "AvStreamFlow": 6.505983374965698,
+            "AvTileDrain": 0.0,
+            "AvWithdrawal": 0.007000000000000003
+        },
         {
-            "Source": "Medium-Density Mixed", 
-            "TotalN": 142.50586217322834, 
-            "TotalP": 15.523650247755425, 
-            "Sediment": 5912.940173338004
-        }, 
+            "AvEvapoTrans": 7.383915480817676,
+            "AvGroundWater": 4.539584159940754,
+            "AvPrecipitation": 9.128666666666668,
+            "AvPtSrcFlow": 0.00028420384063938,
+            "AvRunoff": 0.11112832291909576,
+            "AvStreamFlow": 4.643996686700489,
+            "AvTileDrain": 0.0,
+            "AvWithdrawal": 0.007000000000000003
+        },
         {
-            "Source": "High-Density Mixed", 
-            "TotalN": 254.6913281393868, 
-            "TotalP": 27.744396187477783, 
-            "Sediment": 10567.80796937005
-        }, 
+            "AvEvapoTrans": 11.37290105415188,
+            "AvGroundWater": 3.053204717523795,
+            "AvPrecipitation": 11.359333333333332,
+            "AvPtSrcFlow": 0.000275035974812303,
+            "AvRunoff": 0.40233722218531376,
+            "AvStreamFlow": 3.448816975683921,
+            "AvTileDrain": 0.0,
+            "AvWithdrawal": 0.007000000000000003
+        },
         {
-            "Source": "Low-Density Open Space", 
-            "TotalN": 82.20295, 
-            "TotalP": 9.079727, 
-            "Sediment": 3679.853773
-        }, 
+            "AvEvapoTrans": 13.046030626608975,
+            "AvGroundWater": 1.4171379624711953,
+            "AvPrecipitation": 10.854666666666667,
+            "AvPtSrcFlow": 0.00028420384063938,
+            "AvRunoff": 0.42375207037183443,
+            "AvStreamFlow": 1.8341742366836693,
+            "AvTileDrain": 0.0,
+            "AvWithdrawal": 0.007000000000000003
+        },
         {
-            "Source": "Farm Animals", 
-            "TotalN": 40140.02115630846, 
-            "TotalP": 6694.932166399544, 
-            "Sediment": 0
-        }, 
+            "AvEvapoTrans": 9.855966464373644,
+            "AvGroundWater": 0.91922019028359,
+            "AvPrecipitation": 9.328,
+            "AvPtSrcFlow": 0.00028420384063938,
+            "AvRunoff": 0.20181444425536121,
+            "AvStreamFlow": 1.1143188383795908,
+            "AvTileDrain": 0.0,
+            "AvWithdrawal": 0.007000000000000003
+        },
         {
-            "Source": "Stream Bank Erosion", 
-            "TotalN": 507.0, 
-            "TotalP": 136.0, 
-            "Sediment": 548852.0
-        }, 
+            "AvEvapoTrans": 6.416089285969906,
+            "AvGroundWater": 0.8269533352251524,
+            "AvPrecipitation": 12.43533333333333,
+            "AvPtSrcFlow": 0.000275035974812303,
+            "AvRunoff": 0.854242506748501,
+            "AvStreamFlow": 1.6744708779484656,
+            "AvTileDrain": 0.0,
+            "AvWithdrawal": 0.007000000000000003
+        },
         {
-            "Source": "Subsurface Flow", 
-            "TotalN": 124504.12969043053, 
-            "TotalP": 490.44336657252757, 
-            "Sediment": 0
-        }, 
+            "AvEvapoTrans": 3.4473154833975346,
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     ]
 }
\ No newline at end of file