diff --git a/.github/workflows/divert_sim.yaml b/.github/workflows/divert_sim.yaml
index e2496276..c7946f1f 100644
--- a/.github/workflows/divert_sim.yaml
+++ b/.github/workflows/divert_sim.yaml
@@ -73,16 +73,28 @@ jobs:
with:
name: divert_sim
path: OpenEVSE_WiFi/divert_sim/divert_sim
-
+
+ - name: Set up Python 3.10
+ uses: actions/setup-python@v4
+ with:
+ python-version: '3.10'
+ cache: 'pip' # caching pip dependencies
+
+ - name: Install dependencies
+ run: pip install -r OpenEVSE_WiFi/divert_sim/requirements.txt
+
- name: run tests
run: |
cd OpenEVSE_WiFi/divert_sim
- bash runall.sh
+ mkdir -p output
+ pytest -v --color=yes --code-highlight yes --junitxml=output/test_results.xml
- name : Upload test results
uses: actions/upload-artifact@v3
with:
name: test_results
path: |
+ ${{ github.ref_name }}_test_results.pdf
+ ${{ github.ref_name }}_test_results.png
OpenEVSE_WiFi/divert_sim/output
OpenEVSE_WiFi/divert_sim/view.html
diff --git a/divert_sim/requirements.txt b/divert_sim/requirements.txt
new file mode 100644
index 00000000..e079f8a6
--- /dev/null
+++ b/divert_sim/requirements.txt
@@ -0,0 +1 @@
+pytest
diff --git a/divert_sim/runall.sh b/divert_sim/runall.sh
deleted file mode 100644
index fbdcb423..00000000
--- a/divert_sim/runall.sh
+++ /dev/null
@@ -1,37 +0,0 @@
-#!/bin/bash
-
-PASS=0
-FAIL=0
-
-function test
-{
- file=$1
- shift
- echo "Testing $file"
- ./divert_sim $@ < data/$file.csv > output/$file.csv
- diff -Z --side-by-side --suppress-common-lines snapshot/$file.csv output/$file.csv
- if [ $? -eq 0 ]; then
- echo "Test $file passed"
- ((PASS+=1))
- else
- echo "Test $file failed"
- ((FAIL+=1))
- fi
-}
-
-mkdir -p output
-
-test almostperfect
-test CloudyMorning
-test day1
-test day2
-test day3
-test day1_grid_ie -g 2
-test day2_grid_ie -g 2
-test day3_grid_ie -g 2
-test solar-vrms -v 2
-test Energy_and_Power_Day_2020-03-22 --sep \; --kw --config '{"divert_decay_smoothing_factor":0.4}'
-test Energy_and_Power_Day_2020-03-31 --sep \; --kw --config '{"divert_decay_smoothing_factor":0.4}'
-test Energy_and_Power_Day_2020-04-01 --sep \; --kw --config '{"divert_decay_smoothing_factor":0.4}'
-echo Passed $PASS tests, failed $FAIL tests
-exit $FAIL
diff --git a/divert_sim/snapshot/CloudyMorning.csv b/divert_sim/snapshot/CloudyMorning.csv
deleted file mode 100644
index b2178073..00000000
--- a/divert_sim/snapshot/CloudyMorning.csv
+++ /dev/null
@@ -1,957 +0,0 @@
-Date,Solar,Grid IE,Pilot,Charge Power,Min Charge Power,State,Smoothed Available
-06/08/2018 04:45:00,0,0,0,0,1440,254,0
-06/08/2018 04:46:00,0,0,0,0,1440,254,0
-06/08/2018 04:47:00,0,0,0,0,1440,254,0
-06/08/2018 04:48:00,0,0,0,0,1440,254,0
-06/08/2018 04:49:00,0,0,0,0,1440,254,0
-06/08/2018 04:50:00,0,0,0,0,1440,254,0
-06/08/2018 04:51:00,0,0,0,0,1440,254,0
-06/08/2018 04:52:00,0,0,0,0,1440,254,0
-06/08/2018 04:53:00,0,0,0,0,1440,254,0
-06/08/2018 04:54:00,0,0,0,0,1440,254,0
-06/08/2018 04:55:00,0,0,0,0,1440,254,0
-06/08/2018 04:56:00,0,0,0,0,1440,254,0
-06/08/2018 04:57:00,0,0,0,0,1440,254,0
-06/08/2018 04:58:00,21,0,0,0,1440,254,8.4
-06/08/2018 04:59:00,22,0,0,0,1440,254,13.84
-06/08/2018 05:00:00,23,0,0,0,1440,254,17.504
-06/08/2018 05:01:00,27,0,0,0,1440,254,21.3024
-06/08/2018 05:02:00,26,0,0,0,1440,254,23.1814
-06/08/2018 05:03:00,26,0,0,0,1440,254,24.3089
-06/08/2018 05:04:00,33,0,0,0,1440,254,27.7853
-06/08/2018 05:05:00,38,0,0,0,1440,254,31.8712
-06/08/2018 05:06:00,41,0,0,0,1440,254,35.5227
-06/08/2018 05:07:00,45,0,0,0,1440,254,39.3136
-06/08/2018 05:08:00,49,0,0,0,1440,254,43.1882
-06/08/2018 05:09:00,54,0,0,0,1440,254,47.5129
-06/08/2018 05:10:00,54,0,0,0,1440,254,50.1077
-06/08/2018 05:11:00,63,0,0,0,1440,254,55.2646
-06/08/2018 05:12:00,66,0,0,0,1440,254,59.5588
-06/08/2018 05:13:00,66,0,0,0,1440,254,62.1353
-06/08/2018 05:14:00,69,0,0,0,1440,254,64.8812
-06/08/2018 05:15:00,77,0,0,0,1440,254,69.7287
-06/08/2018 05:16:00,87,0,0,0,1440,254,76.6372
-06/08/2018 05:17:00,95,0,0,0,1440,254,83.9823
-06/08/2018 05:18:00,93,0,0,0,1440,254,87.5894
-06/08/2018 05:19:00,92,0,0,0,1440,254,89.3536
-06/08/2018 05:20:00,96,0,0,0,1440,254,92.0122
-06/08/2018 05:21:00,102,0,0,0,1440,254,96.0073
-06/08/2018 05:22:00,114,0,0,0,1440,254,103.204
-06/08/2018 05:23:00,123,0,0,0,1440,254,111.123
-06/08/2018 05:24:00,123,0,0,0,1440,254,115.874
-06/08/2018 05:25:00,141,0,0,0,1440,254,125.924
-06/08/2018 05:26:00,148,0,0,0,1440,254,134.754
-06/08/2018 05:27:00,153,0,0,0,1440,254,142.053
-06/08/2018 05:28:00,155,0,0,0,1440,254,147.232
-06/08/2018 05:29:00,154,0,0,0,1440,254,149.939
-06/08/2018 05:30:00,151,0,0,0,1440,254,150.363
-06/08/2018 05:31:00,151,0,0,0,1440,254,150.618
-06/08/2018 05:32:00,178,0,0,0,1440,254,161.571
-06/08/2018 05:33:00,186,0,0,0,1440,254,171.342
-06/08/2018 05:34:00,197,0,0,0,1440,254,181.605
-06/08/2018 05:35:00,204,0,0,0,1440,254,190.563
-06/08/2018 05:36:00,212,0,0,0,1440,254,199.138
-06/08/2018 05:37:00,217,0,0,0,1440,254,206.283
-06/08/2018 05:38:00,217,0,0,0,1440,254,210.57
-06/08/2018 05:39:00,243,0,0,0,1440,254,223.542
-06/08/2018 05:40:00,245,0,0,0,1440,254,232.125
-06/08/2018 05:41:00,254,0,0,0,1440,254,240.875
-06/08/2018 05:42:00,257,0,0,0,1440,254,247.325
-06/08/2018 05:43:00,261,0,0,0,1440,254,252.795
-06/08/2018 05:44:00,263,0,0,0,1440,254,256.877
-06/08/2018 05:45:00,261,0,0,0,1440,254,258.526
-06/08/2018 05:46:00,261,0,0,0,1440,254,259.516
-06/08/2018 05:47:00,256,0,0,0,1440,254,259.34
-06/08/2018 05:48:00,248,0,0,0,1440,254,258.773
-06/08/2018 05:49:00,256,0,0,0,1440,254,258.634
-06/08/2018 05:50:00,256,0,0,0,1440,254,258.503
-06/08/2018 05:51:00,263,0,0,0,1440,254,260.302
-06/08/2018 05:52:00,263,0,0,0,1440,254,261.381
-06/08/2018 05:53:00,269,0,0,0,1440,254,264.429
-06/08/2018 05:54:00,275,0,0,0,1440,254,268.657
-06/08/2018 05:55:00,276,0,0,0,1440,254,271.594
-06/08/2018 05:56:00,276,0,0,0,1440,254,273.357
-06/08/2018 05:57:00,271,0,0,0,1440,254,273.239
-06/08/2018 05:58:00,281,0,0,0,1440,254,276.343
-06/08/2018 05:59:00,295,0,0,0,1440,254,283.806
-06/08/2018 06:00:00,312,0,0,0,1440,254,295.084
-06/08/2018 06:01:00,309,0,0,0,1440,254,300.65
-06/08/2018 06:02:00,291,0,0,0,1440,254,300.168
-06/08/2018 06:03:00,261,0,0,0,1440,254,298.209
-06/08/2018 06:04:00,244,0,0,0,1440,254,295.499
-06/08/2018 06:05:00,236,0,0,0,1440,254,292.524
-06/08/2018 06:06:00,230,0,0,0,1440,254,289.398
-06/08/2018 06:07:00,225,0,0,0,1440,254,286.178
-06/08/2018 06:08:00,224,0,0,0,1440,254,283.069
-06/08/2018 06:09:00,226,0,0,0,1440,254,280.215
-06/08/2018 06:10:00,226,0,0,0,1440,254,277.505
-06/08/2018 06:11:00,227,0,0,0,1440,254,274.979
-06/08/2018 06:12:00,229,0,0,0,1440,254,272.68
-06/08/2018 06:13:00,216,0,0,0,1440,254,269.846
-06/08/2018 06:14:00,210,0,0,0,1440,254,266.854
-06/08/2018 06:15:00,207,0,0,0,1440,254,263.861
-06/08/2018 06:16:00,232,0,0,0,1440,254,262.268
-06/08/2018 06:17:00,256,0,0,0,1440,254,261.955
-06/08/2018 06:18:00,265,0,0,0,1440,254,263.173
-06/08/2018 06:19:00,262,0,0,0,1440,254,263.114
-06/08/2018 06:20:00,231,0,0,0,1440,254,261.509
-06/08/2018 06:21:00,236,0,0,0,1440,254,260.233
-06/08/2018 06:22:00,241,0,0,0,1440,254,259.272
-06/08/2018 06:23:00,254,0,0,0,1440,254,259.008
-06/08/2018 06:24:00,248,0,0,0,1440,254,258.458
-06/08/2018 06:25:00,238,0,0,0,1440,254,257.435
-06/08/2018 06:26:00,240,0,0,0,1440,254,256.563
-06/08/2018 06:27:00,253,0,0,0,1440,254,256.385
-06/08/2018 06:28:00,269,0,0,0,1440,254,261.431
-06/08/2018 06:29:00,295,0,0,0,1440,254,274.859
-06/08/2018 06:30:00,315,0,0,0,1440,254,290.915
-06/08/2018 06:31:00,319,0,0,0,1440,254,302.149
-06/08/2018 06:32:00,316,0,0,0,1440,254,307.689
-06/08/2018 06:33:00,324,0,0,0,1440,254,314.214
-06/08/2018 06:34:00,332,0,0,0,1440,254,321.328
-06/08/2018 06:35:00,352,0,0,0,1440,254,333.597
-06/08/2018 06:36:00,383,0,0,0,1440,254,353.358
-06/08/2018 06:37:00,394,0,0,0,1440,254,369.615
-06/08/2018 06:38:00,417,0,0,0,1440,254,388.569
-06/08/2018 06:39:00,436,0,0,0,1440,254,407.541
-06/08/2018 06:40:00,583,0,0,0,1440,254,477.725
-06/08/2018 06:41:00,566,0,0,0,1440,254,513.035
-06/08/2018 06:42:00,549,0,0,0,1440,254,527.421
-06/08/2018 06:43:00,549,0,0,0,1440,254,536.053
-06/08/2018 06:44:00,610,0,0,0,1440,254,565.632
-06/08/2018 06:45:00,666,0,0,0,1440,254,605.779
-06/08/2018 06:46:00,659,0,0,0,1440,254,627.067
-06/08/2018 06:47:00,628,0,0,0,1440,254,627.44
-06/08/2018 06:48:00,478,0,0,0,1440,254,619.968
-06/08/2018 06:49:00,532,0,0,0,1440,254,615.57
-06/08/2018 06:50:00,532,0,0,0,1440,254,611.391
-06/08/2018 06:51:00,438,0,0,0,1440,254,602.722
-06/08/2018 06:52:00,446,0,0,0,1440,254,594.886
-06/08/2018 06:53:00,416,0,0,0,1440,254,585.942
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-06/08/2018 06:59:00,519,0,0,0,1440,254,566.65
-06/08/2018 07:00:00,564,0,0,0,1440,254,566.518
-06/08/2018 07:01:00,509,0,0,0,1440,254,563.642
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-06/08/2018 07:04:00,555,0,0,0,1440,254,560.695
-06/08/2018 07:05:00,570,0,0,0,1440,254,564.417
-06/08/2018 07:06:00,544,0,0,0,1440,254,563.396
-06/08/2018 07:07:00,574,0,0,0,1440,254,567.638
-06/08/2018 07:08:00,601,0,0,0,1440,254,580.983
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-06/08/2018 07:10:00,680,0,0,0,1440,254,631.634
-06/08/2018 07:11:00,680,0,0,0,1440,254,650.98
-06/08/2018 07:12:00,594,0,0,0,1440,254,648.131
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-06/08/2018 17:02:00,650,0,0,0,1440,254,795.86
-06/08/2018 17:03:00,621,0,0,0,1440,254,787.117
-06/08/2018 17:04:00,645,0,0,0,1440,254,780.011
-06/08/2018 17:05:00,605,0,0,0,1440,254,771.26
-06/08/2018 17:06:00,531,0,0,0,1440,254,759.247
-06/08/2018 17:07:00,531,0,0,0,1440,254,747.835
-06/08/2018 17:08:00,481,0,0,0,1440,254,734.493
-06/08/2018 17:09:00,401,0,0,0,1440,254,717.818
-06/08/2018 17:10:00,493,0,0,0,1440,254,706.578
-06/08/2018 17:11:00,441,0,0,0,1440,254,693.299
-06/08/2018 17:12:00,310,0,0,0,1440,254,674.134
-06/08/2018 17:13:00,428,0,0,0,1440,254,661.827
-06/08/2018 17:14:00,428,0,0,0,1440,254,650.136
-06/08/2018 17:15:00,446,0,0,0,1440,254,639.929
-06/08/2018 17:16:00,435,0,0,0,1440,254,629.682
-06/08/2018 17:17:00,362,0,0,0,1440,254,616.298
-06/08/2018 17:18:00,383,0,0,0,1440,254,604.633
-06/08/2018 17:19:00,282,0,0,0,1440,254,588.502
-06/08/2018 17:20:00,389,0,0,0,1440,254,578.527
-06/08/2018 17:21:00,389,0,0,0,1440,254,569.05
-06/08/2018 17:22:00,198,0,0,0,1440,254,550.498
-06/08/2018 17:23:00,200,0,0,0,1440,254,532.973
-06/08/2018 17:24:00,206,0,0,0,1440,254,516.624
-06/08/2018 17:25:00,264,0,0,0,1440,254,503.993
-06/08/2018 17:26:00,224,0,0,0,1440,254,489.993
-06/08/2018 17:27:00,213,0,0,0,1440,254,476.144
-06/08/2018 17:28:00,213,0,0,0,1440,254,462.987
-06/08/2018 17:29:00,258,0,0,0,1440,254,452.737
-06/08/2018 17:30:00,247,0,0,0,1440,254,442.45
-06/08/2018 17:31:00,276,0,0,0,1440,254,434.128
-06/08/2018 17:32:00,266,0,0,0,1440,254,425.721
-06/08/2018 17:33:00,274,0,0,0,1440,254,418.135
-06/08/2018 17:34:00,274,0,0,0,1440,254,410.929
-06/08/2018 17:35:00,274,0,0,0,1440,254,404.082
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-06/08/2018 17:37:00,268,0,0,0,1440,254,390.624
-06/08/2018 17:38:00,267,0,0,0,1440,254,384.443
-06/08/2018 17:39:00,271,0,0,0,1440,254,378.771
-06/08/2018 17:40:00,264,0,0,0,1440,254,373.032
-06/08/2018 17:41:00,256,0,0,0,1440,254,367.181
-06/08/2018 17:42:00,256,0,0,0,1440,254,361.622
-06/08/2018 17:43:00,248,0,0,0,1440,254,355.941
-06/08/2018 17:44:00,243,0,0,0,1440,254,350.294
-06/08/2018 17:45:00,229,0,0,0,1440,254,344.229
-06/08/2018 17:46:00,224,0,0,0,1440,254,338.217
-06/08/2018 17:47:00,227,0,0,0,1440,254,332.657
-06/08/2018 17:48:00,220,0,0,0,1440,254,327.024
-06/08/2018 17:49:00,220,0,0,0,1440,254,321.673
-06/08/2018 17:50:00,201,0,0,0,1440,254,315.639
-06/08/2018 17:51:00,191,0,0,0,1440,254,309.407
-06/08/2018 17:52:00,182,0,0,0,1440,254,303.037
-06/08/2018 17:53:00,172,0,0,0,1440,254,296.485
-06/08/2018 17:54:00,165,0,0,0,1440,254,289.911
-06/08/2018 17:55:00,160,0,0,0,1440,254,283.415
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-06/08/2018 17:57:00,148,0,0,0,1440,254,270.497
-06/08/2018 17:58:00,144,0,0,0,1440,254,264.172
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-06/08/2018 18:04:00,113,0,0,0,1440,254,226.426
-06/08/2018 18:05:00,107,0,0,0,1440,254,220.455
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-06/08/2018 18:08:00,105,0,0,0,1440,254,204.269
-06/08/2018 18:09:00,98,0,0,0,1440,254,198.955
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-06/08/2018 18:11:00,89,0,0,0,1440,254,188.425
-06/08/2018 18:12:00,88,0,0,0,1440,254,183.403
-06/08/2018 18:13:00,82,0,0,0,1440,254,178.333
-06/08/2018 18:14:00,80,0,0,0,1440,254,173.416
-06/08/2018 18:15:00,77,0,0,0,1440,254,168.596
-06/08/2018 18:16:00,73,0,0,0,1440,254,163.816
-06/08/2018 18:17:00,70,0,0,0,1440,254,159.125
-06/08/2018 18:18:00,69,0,0,0,1440,254,154.619
-06/08/2018 18:19:00,69,0,0,0,1440,254,150.338
-06/08/2018 18:20:00,65,0,0,0,1440,254,146.071
-06/08/2018 18:21:00,65,0,0,0,1440,254,142.017
-06/08/2018 18:22:00,60,0,0,0,1440,254,137.917
-06/08/2018 18:23:00,58,0,0,0,1440,254,133.921
-06/08/2018 18:24:00,57,0,0,0,1440,254,130.075
-06/08/2018 18:25:00,54,0,0,0,1440,254,126.271
-06/08/2018 18:26:00,54,0,0,0,1440,254,122.657
-06/08/2018 18:27:00,49,0,0,0,1440,254,118.975
-06/08/2018 18:28:00,47,0,0,0,1440,254,115.376
-06/08/2018 18:29:00,46,0,0,0,1440,254,111.907
-06/08/2018 18:30:00,45,0,0,0,1440,254,108.562
-06/08/2018 18:31:00,42,0,0,0,1440,254,105.234
-06/08/2018 18:32:00,40,0,0,0,1440,254,101.972
-06/08/2018 18:33:00,40,0,0,0,1440,254,98.8733
-06/08/2018 18:34:00,40,0,0,0,1440,254,95.9297
-06/08/2018 18:35:00,40,0,0,0,1440,254,93.1332
-06/08/2018 18:36:00,39,0,0,0,1440,254,90.4265
-06/08/2018 18:37:00,38,0,0,0,1440,254,87.8052
-06/08/2018 18:38:00,40,0,0,0,1440,254,85.4149
-06/08/2018 18:39:00,40,0,0,0,1440,254,83.1442
-06/08/2018 18:40:00,40,0,0,0,1440,254,80.987
-06/08/2018 18:41:00,35,0,0,0,1440,254,78.6876
-06/08/2018 18:42:00,33,0,0,0,1440,254,76.4032
-06/08/2018 18:43:00,32,0,0,0,1440,254,74.1831
-06/08/2018 18:44:00,31,0,0,0,1440,254,72.0239
-06/08/2018 18:45:00,31,0,0,0,1440,254,69.9727
-06/08/2018 18:46:00,30,0,0,0,1440,254,67.9741
-06/08/2018 18:47:00,30,0,0,0,1440,254,66.0754
-06/08/2018 18:48:00,28,0,0,0,1440,254,64.1716
-06/08/2018 18:49:00,27,0,0,0,1440,254,62.313
-06/08/2018 18:50:00,26,0,0,0,1440,254,60.4974
-06/08/2018 18:51:00,24,0,0,0,1440,254,58.6725
-06/08/2018 18:52:00,29,0,0,0,1440,254,57.1889
-06/08/2018 18:53:00,28,0,0,0,1440,254,55.7294
-06/08/2018 18:54:00,28,0,0,0,1440,254,54.343
-06/08/2018 18:55:00,28,0,0,0,1440,254,53.0258
-06/08/2018 18:56:00,29,0,0,0,1440,254,51.8245
-06/08/2018 18:57:00,30,0,0,0,1440,254,50.7333
-06/08/2018 18:58:00,29,0,0,0,1440,254,49.6466
-06/08/2018 18:59:00,28,0,0,0,1440,254,48.5643
-06/08/2018 19:00:00,28,0,0,0,1440,254,47.5361
-06/08/2018 19:01:00,28,0,0,0,1440,254,46.5593
-06/08/2018 19:02:00,28,0,0,0,1440,254,45.6313
-06/08/2018 19:03:00,28,0,0,0,1440,254,44.7498
-06/08/2018 19:04:00,29,0,0,0,1440,254,43.9623
-06/08/2018 19:05:00,30,0,0,0,1440,254,43.2642
-06/08/2018 19:06:00,30,0,0,0,1440,254,42.601
-06/08/2018 19:07:00,29,0,0,0,1440,254,41.9209
-06/08/2018 19:08:00,29,0,0,0,1440,254,41.2749
-06/08/2018 19:09:00,29,0,0,0,1440,254,40.6611
-06/08/2018 19:10:00,30,0,0,0,1440,254,40.1281
-06/08/2018 19:11:00,28,0,0,0,1440,254,39.5217
-06/08/2018 19:12:00,26,0,0,0,1440,254,38.8456
-06/08/2018 19:13:00,25,0,0,0,1440,254,38.1533
-06/08/2018 19:14:00,22,0,0,0,1440,254,37.3456
-06/08/2018 19:15:00,22,0,0,0,1440,254,36.5783
-06/08/2018 19:16:00,21,0,0,0,1440,254,35.7994
-06/08/2018 19:17:00,19,0,0,0,1440,254,34.9595
-06/08/2018 19:18:00,18,0,0,0,1440,254,34.1115
-06/08/2018 19:19:00,16,0,0,0,1440,254,33.2059
-06/08/2018 19:20:00,15,0,0,0,1440,254,32.2956
-06/08/2018 19:21:00,14,0,0,0,1440,254,31.3808
-06/08/2018 19:22:00,14,0,0,0,1440,254,30.5118
-06/08/2018 19:23:00,11,0,0,0,1440,254,29.5362
-06/08/2018 19:24:00,10,0,0,0,1440,254,28.5594
-06/08/2018 19:25:00,9,0,0,0,1440,254,27.5814
-06/08/2018 19:26:00,7,0,0,0,1440,254,26.5524
-06/08/2018 19:27:00,0,0,0,0,1440,254,25.2247
-06/08/2018 19:28:00,0,0,0,0,1440,254,23.9635
-06/08/2018 19:29:00,0,0,0,0,1440,254,22.7653
-06/08/2018 19:30:00,0,0,0,0,1440,254,21.6271
-06/08/2018 19:31:00,0,0,0,0,1440,254,20.5457
-06/08/2018 19:32:00,0,0,0,0,1440,254,19.5184
-06/08/2018 19:33:00,0,0,0,0,1440,254,18.5425
-06/08/2018 19:34:00,0,0,0,0,1440,254,17.6154
-06/08/2018 19:35:00,0,0,0,0,1440,254,16.7346
-06/08/2018 19:36:00,0,0,0,0,1440,254,15.8979
-06/08/2018 19:37:00,0,0,0,0,1440,254,15.103
-06/08/2018 19:38:00,0,0,0,0,1440,254,14.3478
-06/08/2018 19:39:00,0,0,0,0,1440,254,13.6304
-06/08/2018 19:40:00,0,0,0,0,1440,254,12.9489
-06/08/2018 19:41:00,0,0,0,0,1440,254,12.3015
-06/08/2018 19:42:00,0,0,0,0,1440,254,11.6864
-06/08/2018 19:43:00,0,0,0,0,1440,254,11.1021
-06/08/2018 19:44:00,0,0,0,0,1440,254,10.547
-06/08/2018 19:45:00,0,0,0,0,1440,254,10.0196
-06/08/2018 19:46:00,0,0,0,0,1440,254,9.51864
-06/08/2018 19:47:00,0,0,0,0,1440,254,9.04271
-06/08/2018 19:48:00,0,0,0,0,1440,254,8.59058
-06/08/2018 19:49:00,0,0,0,0,1440,254,8.16105
-06/08/2018 19:50:00,0,0,0,0,1440,254,7.753
-06/08/2018 19:51:00,0,0,0,0,1440,254,7.36535
-06/08/2018 19:52:00,0,0,0,0,1440,254,6.99708
-06/08/2018 19:53:00,0,0,0,0,1440,254,6.64722
-06/08/2018 19:54:00,0,0,0,0,1440,254,6.31486
-06/08/2018 19:55:00,0,0,0,0,1440,254,5.99912
-06/08/2018 19:56:00,0,0,0,0,1440,254,5.69916
-06/08/2018 19:57:00,0,0,0,0,1440,254,5.41421
-06/08/2018 19:58:00,0,0,0,0,1440,254,5.1435
-06/08/2018 19:59:00,0,0,0,0,1440,254,4.88632
-06/08/2018 20:00:00,0,0,0,0,1440,254,4.642
-06/08/2018 20:01:00,0,0,0,0,1440,254,4.4099
-06/08/2018 20:02:00,0,0,0,0,1440,254,4.18941
-06/08/2018 20:03:00,0,0,0,0,1440,254,3.97994
-06/08/2018 20:04:00,0,0,0,0,1440,254,3.78094
-06/08/2018 20:05:00,0,0,0,0,1440,254,3.59189
-06/08/2018 20:06:00,0,0,0,0,1440,254,3.4123
-06/08/2018 20:07:00,0,0,0,0,1440,254,3.24169
-06/08/2018 20:08:00,0,0,0,0,1440,254,3.0796
-06/08/2018 20:09:00,0,0,0,0,1440,254,2.92562
-06/08/2018 20:10:00,0,0,0,0,1440,254,2.77934
-06/08/2018 20:11:00,0,0,0,0,1440,254,2.64037
-06/08/2018 20:12:00,0,0,0,0,1440,254,2.50835
-06/08/2018 20:13:00,0,0,0,0,1440,254,2.38294
-06/08/2018 20:14:00,0,0,0,0,1440,254,2.26379
-06/08/2018 20:15:00,0,0,0,0,1440,254,2.1506
-06/08/2018 20:16:00,0,0,0,0,1440,254,2.04307
-06/08/2018 20:17:00,0,0,0,0,1440,254,1.94092
-06/08/2018 20:18:00,0,0,0,0,1440,254,1.84387
-06/08/2018 20:19:00,0,0,0,0,1440,254,1.75168
-06/08/2018 20:20:00,0,0,0,0,1440,254,1.66409
-06/08/2018 20:21:00,0,0,0,0,1440,254,1.58089
-06/08/2018 20:22:00,0,0,0,0,1440,254,1.50184
-06/08/2018 20:23:00,0,0,0,0,1440,254,1.42675
-06/08/2018 20:24:00,0,0,0,0,1440,254,1.35541
-06/08/2018 20:25:00,0,0,0,0,1440,254,1.28764
-06/08/2018 20:26:00,0,0,0,0,1440,254,1.22326
-06/08/2018 20:27:00,0,0,0,0,1440,254,1.1621
-06/08/2018 20:28:00,0,0,0,0,1440,254,1.10399
-06/08/2018 20:29:00,0,0,0,0,1440,254,1.04879
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-06/08/2018 20:31:00,0,0,0,0,1440,254,0.946536
-06/08/2018 20:32:00,0,0,0,0,1440,254,0.89921
-06/08/2018 20:33:00,0,0,0,0,1440,254,0.854249
-06/08/2018 20:34:00,0,0,0,0,1440,254,0.811537
-06/08/2018 20:35:00,0,0,0,0,1440,254,0.77096
-06/08/2018 20:36:00,0,0,0,0,1440,254,0.732412
-06/08/2018 20:37:00,0,0,0,0,1440,254,0.695791
-06/08/2018 20:38:00,0,0,0,0,1440,254,0.661002
-06/08/2018 20:39:00,0,0,0,0,1440,254,0.627952
-06/08/2018 20:40:00,0,0,0,0,1440,254,0.596554
diff --git a/divert_sim/snapshot/Energy_and_Power_Day_2020-03-22.csv b/divert_sim/snapshot/Energy_and_Power_Day_2020-03-22.csv
deleted file mode 100644
index 0fd14925..00000000
--- a/divert_sim/snapshot/Energy_and_Power_Day_2020-03-22.csv
+++ /dev/null
@@ -1,96 +0,0 @@
-Date,Solar,Grid IE,Pilot,Charge Power,Min Charge Power,State,Smoothed Available
-01/01/2020 00:15:00,0,0,0,0,1440,254,0
-01/01/2020 00:30:00,0,0,0,0,1440,254,0
-01/01/2020 00:45:00,0,0,0,0,1440,254,0
-01/01/2020 01:00:00,0,0,0,0,1440,254,0
-01/01/2020 01:15:00,0,0,0,0,1440,254,0
-01/01/2020 01:30:00,0,0,0,0,1440,254,0
-01/01/2020 01:45:00,0,0,0,0,1440,254,0
-01/01/2020 02:00:00,0,0,0,0,1440,254,0
-01/01/2020 02:15:00,0,0,0,0,1440,254,0
-01/01/2020 02:30:00,0,0,0,0,1440,254,0
-01/01/2020 02:45:00,0,0,0,0,1440,254,0
-01/01/2020 03:00:00,0,0,0,0,1440,254,0
-01/01/2020 03:15:00,0,0,0,0,1440,254,0
-01/01/2020 03:30:00,0,0,0,0,1440,254,0
-01/01/2020 03:45:00,0,0,0,0,1440,254,0
-01/01/2020 04:00:00,0,0,0,0,1440,254,0
-01/01/2020 04:15:00,0,0,0,0,1440,254,0
-01/01/2020 04:30:00,0,0,0,0,1440,254,0
-01/01/2020 04:45:00,0,0,0,0,1440,254,0
-01/01/2020 05:00:00,0,0,0,0,1440,254,0
-01/01/2020 05:15:00,0,0,0,0,1440,254,0
-01/01/2020 05:30:00,0,0,0,0,1440,254,0
-01/01/2020 05:45:00,0,0,0,0,1440,254,0
-01/01/2020 06:00:00,0,0,0,0,1440,254,0
-01/01/2020 06:15:00,0,0,0,0,1440,254,0
-01/01/2020 06:30:00,20,0,0,0,1440,254,8
-01/01/2020 06:45:00,72,0,0,0,1440,254,33.6
-01/01/2020 07:00:00,128,0,0,0,1440,254,71.36
-01/01/2020 07:15:00,192,0,0,0,1440,254,119.616
-01/01/2020 07:30:00,272,0,0,0,1440,254,180.57
-01/01/2020 07:45:00,436,0,0,0,1440,254,282.742
-01/01/2020 08:00:00,752,0,0,0,1440,254,470.445
-01/01/2020 08:15:00,1368,0,0,0,1440,254,829.467
-01/01/2020 08:30:00,1444,0,0,0,1440,254,1075.28
-01/01/2020 08:45:00,1432,0,0,0,1440,254,1217.97
-01/01/2020 09:00:00,1572,0,0,0,1440,254,1359.58
-01/01/2020 09:15:00,2160,0,9,2160,1440,3,1679.75
-01/01/2020 09:30:00,2748,0,11,2640,1440,3,2107.05
-01/01/2020 09:45:00,3248,0,13,3120,1440,3,2563.43
-01/01/2020 10:00:00,3804,0,15,3600,1440,3,3059.66
-01/01/2020 10:15:00,4280,0,17,4080,1440,3,3547.79
-01/01/2020 10:30:00,4568,0,19,4560,1440,3,3955.88
-01/01/2020 10:45:00,4788,0,19,4560,1440,3,4288.73
-01/01/2020 11:00:00,5160,0,21,5040,1440,3,4637.24
-01/01/2020 11:15:00,5660,0,23,5520,1440,3,5046.34
-01/01/2020 11:30:00,6276,0,26,6240,1440,3,5538.2
-01/01/2020 11:45:00,6468,0,26,6240,1440,3,5910.12
-01/01/2020 12:00:00,6708,0,27,6480,1440,3,6229.27
-01/01/2020 12:15:00,6788,0,28,6720,1440,3,6452.76
-01/01/2020 12:30:00,6820,0,28,6720,1440,3,6599.66
-01/01/2020 12:45:00,6816,0,28,6720,1440,3,6686.2
-01/01/2020 13:00:00,6864,0,28,6720,1440,3,6757.32
-01/01/2020 13:15:00,6908,0,28,6720,1440,3,6817.59
-01/01/2020 13:30:00,6928,0,28,6720,1440,3,6861.75
-01/01/2020 13:45:00,6852,0,28,6720,1440,3,6857.85
-01/01/2020 14:00:00,6716,0,27,6480,1440,3,6801.11
-01/01/2020 14:15:00,6392,0,26,6240,1440,3,6637.47
-01/01/2020 14:30:00,6364,0,26,6240,1440,3,6528.08
-01/01/2020 14:45:00,6064,0,25,6000,1440,3,6342.45
-01/01/2020 15:00:00,5744,0,23,5520,1440,3,6103.07
-01/01/2020 15:15:00,4792,0,19,4560,1440,3,5578.64
-01/01/2020 15:30:00,4080,0,17,4080,1440,3,4979.18
-01/01/2020 15:45:00,3708,0,15,3600,1440,3,4470.71
-01/01/2020 16:00:00,3172,0,13,3120,1440,3,3951.23
-01/01/2020 16:15:00,2464,0,10,2400,1440,3,3356.34
-01/01/2020 16:30:00,1800,0,7,1680,1440,3,2733.8
-01/01/2020 16:45:00,1404,0,6,1440,1440,3,2201.88
-01/01/2020 17:00:00,1020,0,6,1440,1440,3,1729.13
-01/01/2020 17:15:00,812,0,0,0,1440,254,1362.28
-01/01/2020 17:30:00,604,0,0,0,1440,254,1058.97
-01/01/2020 17:45:00,428,0,0,0,1440,254,806.58
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-01/01/2020 18:15:00,124,0,0,0,1440,254,398.529
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-01/01/2020 18:45:00,0,0,0,0,1440,254,151.15
-01/01/2020 19:00:00,0,0,0,0,1440,254,90.6902
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-01/01/2020 19:30:00,0,0,0,0,1440,254,32.6485
-01/01/2020 19:45:00,0,0,0,0,1440,254,19.5891
-01/01/2020 20:00:00,0,0,0,0,1440,254,11.7535
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-01/01/2020 20:30:00,0,0,0,0,1440,254,4.23124
-01/01/2020 20:45:00,0,0,0,0,1440,254,2.53875
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-01/01/2020 21:15:00,0,0,0,0,1440,254,0.913948
-01/01/2020 21:30:00,0,0,0,0,1440,254,0.548369
-01/01/2020 21:45:00,0,0,0,0,1440,254,0.329021
-01/01/2020 22:00:00,0,0,0,0,1440,254,0.197413
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-01/01/2020 23:45:00,0,0,0,0,1440,254,0.0055263
diff --git a/divert_sim/snapshot/Energy_and_Power_Day_2020-03-31.csv b/divert_sim/snapshot/Energy_and_Power_Day_2020-03-31.csv
deleted file mode 100644
index 399d3b17..00000000
--- a/divert_sim/snapshot/Energy_and_Power_Day_2020-03-31.csv
+++ /dev/null
@@ -1,96 +0,0 @@
-Date,Solar,Grid IE,Pilot,Charge Power,Min Charge Power,State,Smoothed Available
-01/01/2020 00:15:00,0,0,0,0,1440,254,0
-01/01/2020 00:30:00,0,0,0,0,1440,254,0
-01/01/2020 00:45:00,0,0,0,0,1440,254,0
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-01/01/2020 03:00:00,0,0,0,0,1440,254,0
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-01/01/2020 07:00:00,16,0,0,0,1440,254,6.4
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-01/01/2020 08:45:00,1064,0,0,0,1440,254,706.617
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-01/01/2020 09:15:00,2108,0,8,1920,1440,3,1463.34
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-01/01/2020 09:45:00,2312,0,9,2160,1440,3,2001.68
-01/01/2020 10:00:00,2564,0,10,2400,1440,3,2226.61
-01/01/2020 10:15:00,3008,0,12,2880,1440,3,2539.17
-01/01/2020 10:30:00,3488,0,14,3360,1440,3,2918.7
-01/01/2020 10:45:00,3960,0,16,3840,1440,3,3335.22
-01/01/2020 11:00:00,4744,0,19,4560,1440,3,3898.73
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-01/01/2020 11:30:00,4812,0,20,4800,1440,3,4593.62
-01/01/2020 11:45:00,4996,0,20,4800,1440,3,4754.57
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-01/01/2020 12:45:00,2564,0,10,2400,1440,3,3283.66
-01/01/2020 13:00:00,2848,0,11,2640,1440,3,3109.4
-01/01/2020 13:15:00,2336,0,9,2160,1440,3,2800.04
-01/01/2020 13:30:00,2780,0,11,2640,1440,3,2792.02
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-01/01/2020 15:45:00,988,0,0,0,1440,254,1224.17
-01/01/2020 16:00:00,928,0,0,0,1440,254,1105.7
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-01/01/2020 16:30:00,584,0,0,0,1440,254,798.692
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-01/01/2020 19:00:00,452,0,0,0,1440,254,554.971
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-01/01/2020 21:30:00,0,0,0,0,1440,254,4.62235
-01/01/2020 21:45:00,0,0,0,0,1440,254,2.77341
-01/01/2020 22:00:00,0,0,0,0,1440,254,1.66405
-01/01/2020 22:15:00,0,0,0,0,1440,254,0.998428
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-01/01/2020 22:45:00,0,0,0,0,1440,254,0.359434
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-01/01/2020 23:30:00,0,0,0,0,1440,254,0.0776378
-01/01/2020 23:45:00,0,0,0,0,1440,254,0.0465827
diff --git a/divert_sim/snapshot/Energy_and_Power_Day_2020-04-01.csv b/divert_sim/snapshot/Energy_and_Power_Day_2020-04-01.csv
deleted file mode 100644
index d70b5eb0..00000000
--- a/divert_sim/snapshot/Energy_and_Power_Day_2020-04-01.csv
+++ /dev/null
@@ -1,96 +0,0 @@
-Date,Solar,Grid IE,Pilot,Charge Power,Min Charge Power,State,Smoothed Available
-01/01/2020 00:15:00,0,0,0,0,1440,254,0
-01/01/2020 00:30:00,0,0,0,0,1440,254,0
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-01/01/2020 09:15:00,152,0,0,0,1440,254,110.754
-01/01/2020 09:30:00,172,0,0,0,1440,254,135.252
-01/01/2020 09:45:00,252,0,0,0,1440,254,181.951
-01/01/2020 10:00:00,292,0,0,0,1440,254,225.971
-01/01/2020 10:15:00,432,0,0,0,1440,254,308.382
-01/01/2020 10:30:00,1180,0,0,0,1440,254,657.029
-01/01/2020 10:45:00,1736,0,0,0,1440,254,1088.62
-01/01/2020 11:00:00,2048,0,8,1920,1440,3,1472.37
-01/01/2020 11:15:00,2748,0,11,2640,1440,3,1982.62
-01/01/2020 11:30:00,5100,0,21,5040,1440,3,3229.57
-01/01/2020 11:45:00,5448,0,22,5280,1440,3,4116.94
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-01/01/2020 12:45:00,7480,0,31,7440,1440,3,6581.04
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-01/01/2020 13:15:00,7268,0,30,7200,1440,3,7236.7
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-01/01/2020 13:45:00,5316,0,22,5280,1440,3,5602.33
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-01/01/2020 19:00:00,292,0,0,0,1440,254,660.638
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-01/01/2020 23:45:00,0,0,0,0,1440,254,0.0756085
diff --git a/divert_sim/snapshot/almostperfect.csv b/divert_sim/snapshot/almostperfect.csv
deleted file mode 100644
index 0d78a011..00000000
--- a/divert_sim/snapshot/almostperfect.csv
+++ /dev/null
@@ -1,939 +0,0 @@
-Date,Solar,Grid IE,Pilot,Charge Power,Min Charge Power,State,Smoothed Available
-08/07/2018 04:28:00,0,0,0,0,1440,254,0
-08/07/2018 04:29:00,0,0,0,0,1440,254,0
-08/07/2018 04:30:00,0,0,0,0,1440,254,0
-08/07/2018 04:31:00,22,0,0,0,1440,254,8.8
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-08/07/2018 17:44:00,210,0,0,0,1440,254,376.433
-08/07/2018 17:45:00,203,0,0,0,1440,254,367.762
-08/07/2018 17:46:00,196,0,0,0,1440,254,359.174
-08/07/2018 17:47:00,192,0,0,0,1440,254,350.815
-08/07/2018 17:48:00,192,0,0,0,1440,254,342.874
-08/07/2018 17:49:00,179,0,0,0,1440,254,334.68
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-08/07/2018 17:52:00,161,0,0,0,1440,254,310.738
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-08/07/2018 17:55:00,151,0,0,0,1440,254,288.271
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-08/07/2018 18:33:00,77,0,0,0,1440,254,115.377
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-08/07/2018 18:36:00,74,0,0,0,1440,254,109.616
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-08/07/2018 18:59:00,56,0,0,0,1440,254,77.1394
-08/07/2018 19:00:00,54,0,0,0,1440,254,75.9824
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-08/07/2018 19:02:00,54,0,0,0,1440,254,73.9342
-08/07/2018 19:03:00,54,0,0,0,1440,254,72.9374
-08/07/2018 19:04:00,53,0,0,0,1440,254,71.9406
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-08/07/2018 19:06:00,53,0,0,0,1440,254,70.1414
-08/07/2018 19:07:00,49,0,0,0,1440,254,69.0843
-08/07/2018 19:08:00,51,0,0,0,1440,254,68.1801
-08/07/2018 19:09:00,51,0,0,0,1440,254,67.3211
-08/07/2018 19:10:00,49,0,0,0,1440,254,66.405
-08/07/2018 19:11:00,47,0,0,0,1440,254,65.4348
-08/07/2018 19:12:00,48,0,0,0,1440,254,64.563
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-08/07/2018 19:19:00,42,0,0,0,1440,254,58.5631
-08/07/2018 19:20:00,42,0,0,0,1440,254,57.7349
-08/07/2018 19:21:00,41,0,0,0,1440,254,56.8982
-08/07/2018 19:22:00,40,0,0,0,1440,254,56.0533
-08/07/2018 19:23:00,38,0,0,0,1440,254,55.1506
-08/07/2018 19:24:00,38,0,0,0,1440,254,54.2931
-08/07/2018 19:25:00,38,0,0,0,1440,254,53.4784
-08/07/2018 19:26:00,37,0,0,0,1440,254,52.6545
-08/07/2018 19:27:00,35,0,0,0,1440,254,51.7718
-08/07/2018 19:28:00,35,0,0,0,1440,254,50.9332
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-08/07/2018 19:36:00,30,0,0,0,1440,254,44.5238
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-08/07/2018 19:38:00,28,0,0,0,1440,254,42.9603
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-08/07/2018 19:51:00,15,0,0,0,1440,254,31.3333
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-08/07/2018 19:55:00,10,0,0,0,1440,254,27.873
-08/07/2018 19:56:00,10,0,0,0,1440,254,26.9793
-08/07/2018 19:57:00,8,0,0,0,1440,254,26.0304
-08/07/2018 19:58:00,8,0,0,0,1440,254,25.1288
-08/07/2018 19:59:00,7,0,0,0,1440,254,24.2224
-08/07/2018 20:00:00,0,0,0,0,1440,254,23.0113
-08/07/2018 20:01:00,0,0,0,0,1440,254,21.8607
-08/07/2018 20:02:00,0,0,0,0,1440,254,20.7677
-08/07/2018 20:03:00,0,0,0,0,1440,254,19.7293
-08/07/2018 20:04:00,0,0,0,0,1440,254,18.7428
-08/07/2018 20:05:00,0,0,0,0,1440,254,17.8057
diff --git a/divert_sim/snapshot/day1.csv b/divert_sim/snapshot/day1.csv
deleted file mode 100644
index 9a5d7764..00000000
--- a/divert_sim/snapshot/day1.csv
+++ /dev/null
@@ -1,670 +0,0 @@
-Date,Solar,Grid IE,Pilot,Charge Power,Min Charge Power,State,Smoothed Available
-16/03/2020 06:40:00,4,0,0,0,1440,254,1.6
-16/03/2020 06:41:00,5,0,0,0,1440,254,2.96
-16/03/2020 06:42:00,6,0,0,0,1440,254,4.176
-16/03/2020 06:43:00,5,0,0,0,1440,254,4.5056
-16/03/2020 06:44:00,6,0,0,0,1440,254,5.10336
-16/03/2020 06:45:00,8,0,0,0,1440,254,6.26202
-16/03/2020 06:46:00,8,0,0,0,1440,254,6.95721
-16/03/2020 06:47:00,6,0,0,0,1440,254,6.90935
-16/03/2020 06:48:00,7,0,0,0,1440,254,6.94561
-16/03/2020 06:49:00,5,0,0,0,1440,254,6.84833
-16/03/2020 06:50:00,8,0,0,0,1440,254,7.309
-16/03/2020 06:51:00,5,0,0,0,1440,254,7.19355
-16/03/2020 06:52:00,4,0,0,0,1440,254,7.03387
-16/03/2020 06:53:00,6,0,0,0,1440,254,6.98218
-16/03/2020 06:54:00,7,0,0,0,1440,254,6.98931
-16/03/2020 06:55:00,6,0,0,0,1440,254,6.93984
-16/03/2020 06:56:00,-23,0,0,0,1440,254,6.59285
-16/03/2020 06:57:00,7,0,0,0,1440,254,6.75571
-16/03/2020 06:58:00,5,0,0,0,1440,254,6.66792
-16/03/2020 06:59:00,5,0,0,0,1440,254,6.58453
-16/03/2020 07:00:00,39,0,0,0,1440,254,19.5507
-16/03/2020 07:01:00,46,0,0,0,1440,254,30.1304
-16/03/2020 07:02:00,60,0,0,0,1440,254,42.0783
-16/03/2020 07:03:00,71,0,0,0,1440,254,53.647
-16/03/2020 07:04:00,83,0,0,0,1440,254,65.3882
-16/03/2020 07:05:00,86,0,0,0,1440,254,73.6329
-16/03/2020 07:06:00,97,0,0,0,1440,254,82.9797
-16/03/2020 07:07:00,99,0,0,0,1440,254,89.3878
-16/03/2020 07:08:00,107,0,0,0,1440,254,96.4327
-16/03/2020 07:09:00,90,0,0,0,1440,254,96.1111
-16/03/2020 07:10:00,75,0,0,0,1440,254,95.0555
-16/03/2020 07:11:00,72,0,0,0,1440,254,93.9027
-16/03/2020 07:12:00,56,0,0,0,1440,254,92.0076
-16/03/2020 07:13:00,55,0,0,0,1440,254,90.1572
-16/03/2020 07:14:00,58,0,0,0,1440,254,88.5494
-16/03/2020 07:15:00,75,0,0,0,1440,254,87.8719
-16/03/2020 07:16:00,60,0,0,0,1440,254,86.4783
-16/03/2020 07:17:00,51,0,0,0,1440,254,84.7044
-16/03/2020 07:18:00,54,0,0,0,1440,254,83.1692
-16/03/2020 07:19:00,61,0,0,0,1440,254,82.0607
-16/03/2020 07:20:00,57,0,0,0,1440,254,80.8077
-16/03/2020 07:21:00,49,0,0,0,1440,254,79.2173
-16/03/2020 07:22:00,54,0,0,0,1440,254,77.9564
-16/03/2020 07:23:00,51,0,0,0,1440,254,76.6086
-16/03/2020 07:24:00,47,0,0,0,1440,254,75.1282
-16/03/2020 07:25:00,57,0,0,0,1440,254,74.2218
-16/03/2020 07:26:00,69,0,0,0,1440,254,73.9607
-16/03/2020 07:27:00,79,0,0,0,1440,254,75.9764
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-16/03/2020 07:34:00,87,0,0,0,1440,254,87.5341
-16/03/2020 07:35:00,84,0,0,0,1440,254,87.3574
-16/03/2020 07:36:00,102,0,0,0,1440,254,93.2144
-16/03/2020 07:37:00,119,0,0,0,1440,254,103.529
-16/03/2020 07:38:00,134,0,0,0,1440,254,115.717
-16/03/2020 07:39:00,145,0,0,0,1440,254,127.43
-16/03/2020 07:40:00,151,0,0,0,1440,254,136.858
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-16/03/2020 07:42:00,139,0,0,0,1440,254,137.689
-16/03/2020 07:43:00,122,0,0,0,1440,254,136.905
-16/03/2020 07:44:00,116,0,0,0,1440,254,135.859
-16/03/2020 07:45:00,111,0,0,0,1440,254,134.617
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-16/03/2020 07:48:00,123,0,0,0,1440,254,132.606
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-16/03/2020 07:51:00,132,0,0,0,1440,254,131.772
-16/03/2020 07:52:00,147,0,0,0,1440,254,137.863
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-16/03/2020 07:56:00,177,0,0,0,1440,254,157.874
-16/03/2020 07:57:00,171,0,0,0,1440,254,163.124
-16/03/2020 07:58:00,167,0,0,0,1440,254,164.675
-16/03/2020 07:59:00,170,0,0,0,1440,254,166.805
-16/03/2020 08:00:00,178,0,0,0,1440,254,171.283
-16/03/2020 08:01:00,180,0,0,0,1440,254,174.77
-16/03/2020 08:02:00,181,0,0,0,1440,254,177.262
-16/03/2020 08:03:00,188,0,0,0,1440,254,181.557
-16/03/2020 08:04:00,192,0,0,0,1440,254,185.734
-16/03/2020 08:05:00,202,0,0,0,1440,254,192.241
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-16/03/2020 16:47:00,123,0,0,0,1440,254,209.237
-16/03/2020 16:48:00,119,0,0,0,1440,254,204.725
-16/03/2020 16:49:00,131,0,0,0,1440,254,201.039
-16/03/2020 16:50:00,127,0,0,0,1440,254,197.337
-16/03/2020 16:51:00,117,0,0,0,1440,254,193.32
-16/03/2020 16:52:00,110,0,0,0,1440,254,189.154
-16/03/2020 16:53:00,96,0,0,0,1440,254,184.497
-16/03/2020 16:54:00,100,0,0,0,1440,254,180.272
-16/03/2020 16:55:00,92,0,0,0,1440,254,175.858
-16/03/2020 16:56:00,92,0,0,0,1440,254,171.665
-16/03/2020 16:57:00,93,0,0,0,1440,254,167.732
-16/03/2020 16:58:00,104,0,0,0,1440,254,164.545
-16/03/2020 16:59:00,98,0,0,0,1440,254,161.218
-16/03/2020 17:00:00,116,0,0,0,1440,254,158.957
-16/03/2020 17:01:00,94,0,0,0,1440,254,155.709
-16/03/2020 17:02:00,103,0,0,0,1440,254,153.074
-16/03/2020 17:03:00,106,0,0,0,1440,254,150.72
-16/03/2020 17:04:00,124,0,0,0,1440,254,149.384
-16/03/2020 17:05:00,127,0,0,0,1440,254,148.265
-16/03/2020 17:06:00,146,0,0,0,1440,254,148.152
-16/03/2020 17:07:00,149,0,0,0,1440,254,148.491
-16/03/2020 17:08:00,162,0,0,0,1440,254,153.895
-16/03/2020 17:09:00,179,0,0,0,1440,254,163.937
-16/03/2020 17:10:00,165,0,0,0,1440,254,164.362
-16/03/2020 17:11:00,161,0,0,0,1440,254,164.194
-16/03/2020 17:12:00,149,0,0,0,1440,254,163.434
-16/03/2020 17:13:00,146,0,0,0,1440,254,162.563
-16/03/2020 17:14:00,143,0,0,0,1440,254,161.584
-16/03/2020 17:15:00,143,0,0,0,1440,254,160.655
-16/03/2020 17:16:00,126,0,0,0,1440,254,158.922
-16/03/2020 17:17:00,129,0,0,0,1440,254,157.426
-16/03/2020 17:18:00,115,0,0,0,1440,254,155.305
-16/03/2020 17:19:00,105,0,0,0,1440,254,152.79
-16/03/2020 17:20:00,102,0,0,0,1440,254,150.25
-16/03/2020 17:21:00,103,0,0,0,1440,254,147.888
-16/03/2020 17:22:00,76,0,0,0,1440,254,144.293
-16/03/2020 17:23:00,86,0,0,0,1440,254,141.379
-16/03/2020 17:24:00,82,0,0,0,1440,254,138.41
-16/03/2020 17:25:00,75,0,0,0,1440,254,135.239
-16/03/2020 17:26:00,79,0,0,0,1440,254,132.427
-16/03/2020 17:27:00,69,0,0,0,1440,254,129.256
-16/03/2020 17:28:00,63,0,0,0,1440,254,125.943
-16/03/2020 17:29:00,61,0,0,0,1440,254,122.696
-16/03/2020 17:30:00,59,0,0,0,1440,254,119.511
-16/03/2020 17:31:00,41,0,0,0,1440,254,115.586
-16/03/2020 17:32:00,40,0,0,0,1440,254,111.806
-16/03/2020 17:33:00,33,0,0,0,1440,254,107.866
-16/03/2020 17:34:00,28,0,0,0,1440,254,103.873
-16/03/2020 17:35:00,29,0,0,0,1440,254,100.129
-16/03/2020 17:36:00,29,0,0,0,1440,254,96.5726
-16/03/2020 17:37:00,28,0,0,0,1440,254,93.144
-16/03/2020 17:38:00,19,0,0,0,1440,254,89.4368
-16/03/2020 17:39:00,19,0,0,0,1440,254,85.915
-16/03/2020 17:40:00,21,0,0,0,1440,254,82.6692
-16/03/2020 17:41:00,21,0,0,0,1440,254,79.5858
-16/03/2020 17:43:00,26,0,0,0,1440,254,76.9065
-16/03/2020 17:44:00,15,0,0,0,1440,254,73.8111
-16/03/2020 17:45:00,15,0,0,0,1440,254,70.8706
-16/03/2020 17:46:00,14,0,0,0,1440,254,68.0271
-16/03/2020 17:47:00,8,0,0,0,1440,254,65.0257
-16/03/2020 17:48:00,2,0,0,0,1440,254,61.8744
-16/03/2020 17:49:00,-13,0,0,0,1440,254,58.7807
-16/03/2020 17:50:00,1,0,0,0,1440,254,55.8917
-16/03/2020 17:51:00,2,0,0,0,1440,254,53.1971
-16/03/2020 17:52:00,1,0,0,0,1440,254,50.5872
-16/03/2020 17:53:00,2,0,0,0,1440,254,48.1579
-16/03/2020 17:54:00,0,0,0,0,1440,254,45.75
-16/03/2020 17:55:00,0,0,0,0,1440,254,43.4625
diff --git a/divert_sim/snapshot/day1_grid_ie.csv b/divert_sim/snapshot/day1_grid_ie.csv
deleted file mode 100644
index 5e0e1102..00000000
--- a/divert_sim/snapshot/day1_grid_ie.csv
+++ /dev/null
@@ -1,616 +0,0 @@
-Date,Solar,Grid IE,Pilot,Charge Power,Min Charge Power,State,Smoothed Available
-10/06/2018 07:00:00,167,19,0,0,1440,254,0
-10/06/2018 07:01:00,170,18,0,0,1440,254,0
-10/06/2018 07:02:00,168,23,0,0,1440,254,0
-10/06/2018 07:03:00,160,20,0,0,1440,254,0
-10/06/2018 07:04:00,163,18,0,0,1440,254,0
-10/06/2018 07:05:00,161,29,0,0,1440,254,0
-10/06/2018 07:06:00,156,20,0,0,1440,254,0
-10/06/2018 07:07:00,157,33,0,0,1440,254,0
-10/06/2018 07:08:00,157,27,0,0,1440,254,0
-10/06/2018 07:09:00,160,30,0,0,1440,254,0
-10/06/2018 07:10:00,173,19,0,0,1440,254,0
-10/06/2018 07:11:00,176,7,0,0,1440,254,0
-10/06/2018 07:12:00,184,1,0,0,1440,254,0
-10/06/2018 07:13:00,191,-6,0,0,1440,254,0
-10/06/2018 07:14:00,196,-7,0,0,1440,254,0
-10/06/2018 07:15:00,202,-15,0,0,1440,254,0
-10/06/2018 07:16:00,208,-26,0,0,1440,254,0
-10/06/2018 07:17:00,216,-33,0,0,1440,254,0
-10/06/2018 07:18:00,228,-48,0,0,1440,254,0
-10/06/2018 07:19:00,231,-45,0,0,1440,254,0
-10/06/2018 07:20:00,235,-43,0,0,1440,254,0
-10/06/2018 07:21:00,220,-44,0,0,1440,254,0
-10/06/2018 07:22:00,264,-76,0,0,1440,254,0
-10/06/2018 07:23:00,346,-159,0,0,1440,254,23.6
-10/06/2018 07:24:00,403,-212,0,0,1440,254,58.96
-10/06/2018 07:25:00,306,-130,0,0,1440,254,57.512
-10/06/2018 07:26:00,322,-148,0,0,1440,254,57.0364
-10/06/2018 07:27:00,438,-252,0,0,1440,254,95.0218
-10/06/2018 07:28:00,553,-373,0,0,1440,254,166.213
-10/06/2018 07:29:00,756,-579,0,0,1440,254,291.328
-10/06/2018 07:30:00,649,-462,0,0,1440,254,319.597
-10/06/2018 07:31:00,498,-311,0,0,1440,254,314.167
-10/06/2018 07:32:00,649,-472,0,0,1440,254,337.3
-10/06/2018 07:33:00,702,-520,0,0,1440,254,370.38
-10/06/2018 07:34:00,830,-574,0,0,1440,254,411.828
-10/06/2018 07:35:00,803,-536,0,0,1440,254,421.497
-10/06/2018 07:36:00,854,-605,0,0,1440,254,454.898
-10/06/2018 07:37:00,936,-673,0,0,1440,254,502.139
-10/06/2018 07:38:00,967,-715,0,0,1440,254,547.283
-10/06/2018 07:39:00,987,-735,0,0,1440,254,582.37
-10/06/2018 07:40:00,1009,-738,0,0,1440,254,604.622
-10/06/2018 07:41:00,1000,-765,0,0,1440,254,628.773
-10/06/2018 07:42:00,1035,-786,0,0,1440,254,651.664
-10/06/2018 07:43:00,1104,-855,0,0,1440,254,692.998
-10/06/2018 07:44:00,1135,-896,0,0,1440,254,734.199
-10/06/2018 07:45:00,1157,-915,0,0,1440,254,766.519
-10/06/2018 07:46:00,1075,-888,0,0,1440,254,775.112
-10/06/2018 07:47:00,1190,-1008,0,0,1440,254,828.267
-10/06/2018 07:48:00,1162,-996,0,0,1440,254,855.36
-10/06/2018 07:49:00,1114,-944,0,0,1440,254,854.792
-10/06/2018 07:50:00,1119,-946,0,0,1440,254,854.353
-10/06/2018 07:51:00,1191,-1024,0,0,1440,254,882.212
-10/06/2018 07:52:00,1236,-1056,0,0,1440,254,911.727
-10/06/2018 07:53:00,1257,-1081,0,0,1440,254,939.436
-10/06/2018 07:54:00,1284,-1107,0,0,1440,254,966.462
-10/06/2018 07:55:00,1291,-1124,0,0,1440,254,989.477
-10/06/2018 07:56:00,1318,-1147,0,0,1440,254,1012.49
-10/06/2018 07:57:00,1360,-1174,0,0,1440,254,1037.09
-10/06/2018 07:58:00,1378,-1210,0,0,1440,254,1066.26
-10/06/2018 07:59:00,1388,-1230,0,0,1440,254,1091.75
-10/06/2018 08:00:00,1440,-1244,0,0,1440,254,1112.65
-10/06/2018 08:01:00,1431,-1196,0,0,1440,254,1111.82
-10/06/2018 08:02:00,1463,-1292,0,0,1440,254,1143.89
-10/06/2018 08:03:00,1459,-1273,0,0,1440,254,1155.53
-10/06/2018 08:04:00,1430,-1289,0,0,1440,254,1168.92
-10/06/2018 08:05:00,1474,-1297,0,0,1440,254,1180.15
-10/06/2018 08:06:00,1483,-1322,0,0,1440,254,1196.89
-10/06/2018 08:07:00,1477,-1275,0,0,1440,254,1195.8
-10/06/2018 08:08:00,1459,-1270,0,0,1440,254,1194.51
-10/06/2018 08:09:00,1486,-1312,0,0,1440,254,1201.5
-10/06/2018 08:10:00,1497,-1318,0,0,1440,254,1208.1
-10/06/2018 08:11:00,1448,-1275,0,0,1440,254,1206.45
-10/06/2018 08:12:00,1329,-1163,0,0,1440,254,1199.28
-10/06/2018 08:13:00,1345,-1184,0,0,1440,254,1193.51
-10/06/2018 08:14:00,1289,-1115,0,0,1440,254,1184.59
-10/06/2018 08:15:00,1292,-1099,0,0,1440,254,1175.31
-10/06/2018 08:16:00,1291,-1098,0,0,1440,254,1166.44
-10/06/2018 08:18:00,1333,-1154,0,0,1440,254,1160.82
-10/06/2018 08:19:00,1298,-1105,0,0,1440,254,1153.03
-10/06/2018 08:20:00,1450,-1256,0,0,1440,254,1154.22
-10/06/2018 08:21:00,1490,-1278,0,0,1440,254,1163.73
-10/06/2018 08:22:00,1552,-1319,0,0,1440,254,1185.84
-10/06/2018 08:23:00,1602,-1357,0,0,1440,254,1214.3
-10/06/2018 08:24:00,1603,-1308,0,0,1440,254,1213.99
-10/06/2018 08:25:00,1610,-1303,0,0,1440,254,1213.44
-10/06/2018 08:26:00,1614,-1263,0,0,1440,254,1210.92
-10/06/2018 08:27:00,1643,-1329,0,0,1440,254,1218.15
-10/06/2018 08:28:00,1645,-1328,0,0,1440,254,1222.09
-10/06/2018 08:29:00,1646,102,0,0,1440,254,1160.99
-10/06/2018 08:30:00,1652,-29,0,0,1440,254,1102.94
-10/06/2018 08:31:00,1649,-1359,0,0,1440,254,1165.36
-10/06/2018 08:32:00,1679,-1389,0,0,1440,254,1214.82
-10/06/2018 08:33:00,1706,-1396,0,0,1440,254,1247.29
-10/06/2018 08:34:00,1690,1671,0,0,1440,254,1184.93
-10/06/2018 08:35:00,1707,1648,0,0,1440,254,1125.68
-10/06/2018 08:36:00,1677,-1436,0,0,1440,254,1209.81
-10/06/2018 08:37:00,1621,-1382,0,0,1440,254,1238.68
-10/06/2018 08:38:00,1556,-1285,0,0,1440,254,1236
-10/06/2018 08:39:00,1610,-1369,0,0,1440,254,1249.2
-10/06/2018 08:40:00,1623,-1392,0,0,1440,254,1266.32
-10/06/2018 08:41:00,1603,-1344,0,0,1440,254,1265.2
-10/06/2018 08:42:00,1589,-1345,0,0,1440,254,1264.19
-10/06/2018 08:43:00,1549,-1316,0,0,1440,254,1261.78
-10/06/2018 08:44:00,1576,-1325,0,0,1440,254,1259.95
-10/06/2018 08:45:00,1615,-1361,0,0,1440,254,1260.37
-10/06/2018 08:46:00,1639,-1399,0,0,1440,254,1275.82
-10/06/2018 08:47:00,1666,-1353,0,0,1440,254,1274.68
-10/06/2018 08:48:00,1666,-1374,0,0,1440,254,1274.65
-10/06/2018 08:49:00,1628,-1375,0,0,1440,254,1274.79
-10/06/2018 08:50:00,1669,-1424,0,0,1440,254,1294.47
-10/06/2018 08:51:00,1704,-1427,0,0,1440,254,1307.48
-10/06/2018 08:52:00,1656,-1359,0,0,1440,254,1305.06
-10/06/2018 08:53:00,1606,-1310,0,0,1440,254,1300.31
-10/06/2018 08:54:00,1614,-1279,0,0,1440,254,1294.24
-10/06/2018 08:55:00,1573,-1313,0,0,1440,254,1290.18
-10/06/2018 08:56:00,1635,-1407,0,0,1440,254,1296.91
-10/06/2018 08:57:00,1748,-1498,0,0,1440,254,1337.34
-10/06/2018 08:58:00,1738,-1492,0,0,1440,254,1359.21
-10/06/2018 08:59:00,1575,-1346,0,0,1440,254,1353.55
-10/06/2018 09:00:00,1321,-1092,0,0,1440,254,1335.47
-10/06/2018 09:01:00,1424,-1244,0,0,1440,254,1325.9
-10/06/2018 09:02:00,1482,-1313,0,0,1440,254,1320.25
-10/06/2018 09:03:00,1712,-1509,0,0,1440,254,1355.75
-10/06/2018 09:04:00,1828,-1661,0,0,1440,254,1437.85
-10/06/2018 09:05:00,1886,-1706,6,1440,1440,3,1505.11
-10/06/2018 09:06:00,1866,-1724,6,1440,1440,3,1552.67
-10/06/2018 09:07:00,1873,-1695,6,1440,1440,3,1569.6
-10/06/2018 09:08:00,1885,-1696,6,1440,1440,3,1580.16
-10/06/2018 09:09:00,1902,-1698,6,1440,1440,3,1587.3
-10/06/2018 09:10:00,1837,-1666,6,1440,1440,3,1586.23
-10/06/2018 09:11:00,1837,-1711,6,1440,1440,3,1596.14
-10/06/2018 09:12:00,1849,-1693,6,1440,1440,3,1595.98
-10/06/2018 09:13:00,1844,-1658,6,1440,1440,3,1594.08
-10/06/2018 09:14:00,1897,-1713,6,1440,1440,3,1601.65
-10/06/2018 09:15:00,1891,-1738,6,1440,1440,3,1616.19
-10/06/2018 09:16:00,1895,-1639,6,1440,1440,3,1612.33
-10/06/2018 09:17:00,1890,-1679,6,1440,1440,3,1610.66
-10/06/2018 09:18:00,1927,-1662,6,1440,1440,3,1608.23
-10/06/2018 09:19:00,1860,-1661,6,1440,1440,3,1605.87
-10/06/2018 09:20:00,1894,-1659,6,1440,1440,3,1603.53
-10/06/2018 09:21:00,1937,-1712,6,1440,1440,3,1606.92
-10/06/2018 09:22:00,1946,-1720,6,1440,1440,3,1612.15
-10/06/2018 09:23:00,1954,-1721,6,1440,1440,3,1615.69
-10/06/2018 09:24:00,1886,-1663,6,1440,1440,3,1613.06
-10/06/2018 09:25:00,1757,-1527,6,1440,1440,3,1603.75
-10/06/2018 09:26:00,1328,-1069,6,1440,1440,3,1572.01
-10/06/2018 09:27:00,1071,-828,6,1440,1440,3,1529.81
-10/06/2018 09:28:00,1158,-947,6,1440,1440,3,1495.67
-10/06/2018 09:29:00,1343,-1185,6,1440,1440,3,1475.14
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-10/06/2018 09:32:00,1709,-1541,6,1440,1440,3,1494.38
-10/06/2018 09:33:00,1904,-1742,6,1440,1440,3,1553.43
-10/06/2018 09:34:00,1930,-1711,6,1440,1440,3,1576.46
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-10/06/2018 09:38:00,1895,-1655,6,1440,1440,3,1591.31
-10/06/2018 09:39:00,1918,-1729,6,1440,1440,3,1606.39
-10/06/2018 09:40:00,1960,-1791,7,1680,1440,3,1640.23
-10/06/2018 09:41:00,2013,-1829,7,1680,1440,3,1675.74
-10/06/2018 09:42:00,1974,-1806,7,1680,1440,3,1687.84
-10/06/2018 09:43:00,1982,-1834,7,1680,1440,3,1706.31
-10/06/2018 09:44:00,2004,-1838,7,1680,1440,3,1718.98
-10/06/2018 09:45:00,2020,-1859,7,1680,1440,3,1734.99
-10/06/2018 09:46:00,2030,-1880,7,1680,1440,3,1752.99
-10/06/2018 09:47:00,2041,-1882,7,1680,1440,3,1764.6
-10/06/2018 09:48:00,2038,-1881,7,1680,1440,3,1771.16
-10/06/2018 09:49:00,1920,-1784,7,1680,1440,3,1766.8
-10/06/2018 09:50:00,1964,-1784,7,1680,1440,3,1762.66
-10/06/2018 09:51:00,2004,-1828,7,1680,1440,3,1760.93
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-10/06/2018 09:53:00,1990,-1844,7,1680,1440,3,1761.25
-10/06/2018 09:54:00,2019,-1857,7,1680,1440,3,1761.04
-10/06/2018 09:55:00,1970,-1827,7,1680,1440,3,1759.33
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diff --git a/divert_sim/snapshot/day2.csv b/divert_sim/snapshot/day2.csv
deleted file mode 100644
index df6419a3..00000000
--- a/divert_sim/snapshot/day2.csv
+++ /dev/null
@@ -1,652 +0,0 @@
-Date,Solar,Grid IE,Pilot,Charge Power,Min Charge Power,State,Smoothed Available
-18/09/2019 05:55:00,6,0,0,0,1440,254,2.4
-18/09/2019 05:56:00,7,0,0,0,1440,254,4.24
-18/09/2019 05:57:00,8,0,0,0,1440,254,5.744
-18/09/2019 05:58:00,4,0,0,0,1440,254,5.6568
-18/09/2019 05:59:00,5,0,0,0,1440,254,5.62396
-18/09/2019 06:00:00,7,0,0,0,1440,254,6.17438
-18/09/2019 06:02:00,8,0,0,0,1440,254,6.90463
-18/09/2019 06:03:00,7,0,0,0,1440,254,6.94278
-18/09/2019 06:04:00,5,0,0,0,1440,254,6.84564
-18/09/2019 06:05:00,7,0,0,0,1440,254,6.90738
-18/09/2019 06:06:00,7,0,0,0,1440,254,6.94443
-18/09/2019 06:07:00,7,0,0,0,1440,254,6.96666
-18/09/2019 06:08:00,6,0,0,0,1440,254,6.91832
-18/09/2019 06:09:00,6,0,0,0,1440,254,6.87241
-18/09/2019 06:10:00,5,0,0,0,1440,254,6.77879
-18/09/2019 06:11:00,5,0,0,0,1440,254,6.68985
-18/09/2019 06:12:00,8,0,0,0,1440,254,7.21391
-18/09/2019 06:13:00,8,0,0,0,1440,254,7.52835
-18/09/2019 06:14:00,3,0,0,0,1440,254,7.30193
-18/09/2019 06:15:00,6,0,0,0,1440,254,7.23683
-18/09/2019 06:16:00,7,0,0,0,1440,254,7.22499
-18/09/2019 06:17:00,5,0,0,0,1440,254,7.11374
-18/09/2019 06:18:00,5,0,0,0,1440,254,7.00805
-18/09/2019 06:19:00,6,0,0,0,1440,254,6.95765
-18/09/2019 06:20:00,7,0,0,0,1440,254,6.97459
-18/09/2019 06:21:00,4,0,0,0,1440,254,6.82586
-18/09/2019 06:22:00,6,0,0,0,1440,254,6.78457
-18/09/2019 06:23:00,6,0,0,0,1440,254,6.74534
-18/09/2019 06:24:00,6,0,0,0,1440,254,6.70807
-18/09/2019 06:25:00,7,0,0,0,1440,254,6.82484
-18/09/2019 06:26:00,7,0,0,0,1440,254,6.89491
-18/09/2019 06:27:00,6,0,0,0,1440,254,6.85016
-18/09/2019 06:28:00,5,0,0,0,1440,254,6.75765
-18/09/2019 06:29:00,7,0,0,0,1440,254,6.85459
-18/09/2019 06:30:00,6,0,0,0,1440,254,6.81186
-18/09/2019 06:31:00,6,0,0,0,1440,254,6.77127
-18/09/2019 06:32:00,-19,0,0,0,1440,254,6.43271
-18/09/2019 06:33:00,24,0,0,0,1440,254,13.4596
-18/09/2019 06:34:00,22,0,0,0,1440,254,16.8758
-18/09/2019 06:35:00,26,0,0,0,1440,254,20.5255
-18/09/2019 06:36:00,34,0,0,0,1440,254,25.9153
-18/09/2019 06:37:00,25,0,0,0,1440,254,25.8695
-18/09/2019 06:38:00,34,0,0,0,1440,254,29.1217
-18/09/2019 06:39:00,30,0,0,0,1440,254,29.473
-18/09/2019 06:40:00,33,0,0,0,1440,254,30.8838
-18/09/2019 06:41:00,30,0,0,0,1440,254,30.8396
-18/09/2019 06:42:00,23,0,0,0,1440,254,30.4476
-18/09/2019 06:43:00,35,0,0,0,1440,254,32.2686
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-18/09/2019 06:51:00,52,0,0,0,1440,254,45.6118
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-18/09/2019 06:57:00,49,0,0,0,1440,254,50.6433
-18/09/2019 06:58:00,44,0,0,0,1440,254,50.3111
-18/09/2019 06:59:00,60,0,0,0,1440,254,54.1867
-18/09/2019 07:00:00,52,0,0,0,1440,254,54.0774
-18/09/2019 07:01:00,60,0,0,0,1440,254,56.4464
-18/09/2019 07:02:00,63,0,0,0,1440,254,59.0678
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-18/09/2019 16:24:00,70,0,0,0,1440,254,123.195
-18/09/2019 16:25:00,78,0,0,0,1440,254,120.935
-18/09/2019 16:26:00,82,0,0,0,1440,254,118.988
-18/09/2019 16:27:00,82,0,0,0,1440,254,117.139
-18/09/2019 16:28:00,68,0,0,0,1440,254,114.682
-18/09/2019 16:29:00,78,0,0,0,1440,254,112.848
-18/09/2019 16:30:00,74,0,0,0,1440,254,110.905
-18/09/2019 16:31:00,70,0,0,0,1440,254,108.86
-18/09/2019 16:32:00,72,0,0,0,1440,254,107.017
-18/09/2019 16:33:00,74,0,0,0,1440,254,105.366
-18/09/2019 16:34:00,69,0,0,0,1440,254,103.548
-18/09/2019 16:35:00,61,0,0,0,1440,254,101.421
-18/09/2019 16:36:00,69,0,0,0,1440,254,99.7995
-18/09/2019 16:37:00,72,0,0,0,1440,254,98.4095
-18/09/2019 16:38:00,60,0,0,0,1440,254,96.4891
-18/09/2019 16:39:00,65,0,0,0,1440,254,94.9146
-18/09/2019 16:40:00,63,0,0,0,1440,254,93.3189
-18/09/2019 16:41:00,64,0,0,0,1440,254,91.8529
-18/09/2019 16:42:00,63,0,0,0,1440,254,90.4103
-18/09/2019 16:43:00,57,0,0,0,1440,254,88.7398
-18/09/2019 16:44:00,60,0,0,0,1440,254,87.3028
-18/09/2019 16:45:00,60,0,0,0,1440,254,85.9376
-18/09/2019 16:46:00,60,0,0,0,1440,254,84.6408
-18/09/2019 16:47:00,60,0,0,0,1440,254,83.4087
-18/09/2019 16:48:00,64,0,0,0,1440,254,82.4383
-18/09/2019 16:49:00,53,0,0,0,1440,254,80.9664
-18/09/2019 16:50:00,52,0,0,0,1440,254,79.5181
-18/09/2019 16:52:00,55,0,0,0,1440,254,78.2922
-18/09/2019 16:53:00,51,0,0,0,1440,254,76.9275
-18/09/2019 16:54:00,52,0,0,0,1440,254,75.6812
-18/09/2019 16:55:00,45,0,0,0,1440,254,74.1471
-18/09/2019 16:56:00,51,0,0,0,1440,254,72.9898
-18/09/2019 16:57:00,55,0,0,0,1440,254,72.0903
-18/09/2019 16:59:00,49,0,0,0,1440,254,70.9358
-18/09/2019 17:00:00,44,0,0,0,1440,254,69.589
-18/09/2019 17:01:00,43,0,0,0,1440,254,68.2595
-18/09/2019 17:02:00,42,0,0,0,1440,254,66.9465
-18/09/2019 17:03:00,43,0,0,0,1440,254,65.7492
-18/09/2019 17:04:00,42,0,0,0,1440,254,64.5618
-18/09/2019 17:05:00,41,0,0,0,1440,254,63.3837
-18/09/2019 17:06:00,42,0,0,0,1440,254,62.3145
-18/09/2019 17:07:00,40,0,0,0,1440,254,61.1988
-18/09/2019 17:08:00,45,0,0,0,1440,254,60.3888
-18/09/2019 17:09:00,49,0,0,0,1440,254,59.8194
-18/09/2019 17:10:00,42,0,0,0,1440,254,58.9284
-18/09/2019 17:11:00,44,0,0,0,1440,254,58.182
-18/09/2019 17:12:00,40,0,0,0,1440,254,57.2729
-18/09/2019 17:13:00,44,0,0,0,1440,254,56.6092
-18/09/2019 17:14:00,36,0,0,0,1440,254,55.5788
-18/09/2019 17:15:00,33,0,0,0,1440,254,54.4498
-18/09/2019 17:16:00,37,0,0,0,1440,254,53.5774
-18/09/2019 17:17:00,39,0,0,0,1440,254,52.8485
-18/09/2019 17:18:00,32,0,0,0,1440,254,51.8061
-18/09/2019 17:19:00,36,0,0,0,1440,254,51.0158
-18/09/2019 17:20:00,31,0,0,0,1440,254,50.015
-18/09/2019 17:21:00,27,0,0,0,1440,254,48.8642
-18/09/2019 17:22:00,29,0,0,0,1440,254,47.871
-18/09/2019 17:23:00,30,0,0,0,1440,254,46.9775
-18/09/2019 17:24:00,30,0,0,0,1440,254,46.1286
-18/09/2019 17:25:00,35,0,0,0,1440,254,45.5722
-18/09/2019 17:26:00,26,0,0,0,1440,254,44.5935
-18/09/2019 17:27:00,26,0,0,0,1440,254,43.6639
-18/09/2019 17:28:00,21,0,0,0,1440,254,42.5307
-18/09/2019 17:29:00,21,0,0,0,1440,254,41.4541
-18/09/2019 17:30:00,18,0,0,0,1440,254,40.2814
-18/09/2019 17:31:00,20,0,0,0,1440,254,39.2674
-18/09/2019 17:32:00,13,0,0,0,1440,254,37.954
diff --git a/divert_sim/snapshot/day2_grid_ie.csv b/divert_sim/snapshot/day2_grid_ie.csv
deleted file mode 100644
index 650ec4dc..00000000
--- a/divert_sim/snapshot/day2_grid_ie.csv
+++ /dev/null
@@ -1,658 +0,0 @@
-Date,Solar,Grid IE,Pilot,Charge Power,Min Charge Power,State,Smoothed Available
-14/06/2018 08:21:00,219,-27,0,0,1440,254,0
-14/06/2018 08:22:00,198,-22,0,0,1440,254,0
-14/06/2018 08:23:00,214,-13,0,0,1440,254,0
-14/06/2018 08:24:00,263,-65,0,0,1440,254,0
-14/06/2018 08:25:00,296,-98,0,0,1440,254,0
-14/06/2018 08:26:00,266,-66,0,0,1440,254,0
-14/06/2018 08:27:00,188,12,0,0,1440,254,0
-14/06/2018 08:28:00,180,12,0,0,1440,254,0
-14/06/2018 08:29:00,151,34,0,0,1440,254,0
-14/06/2018 08:30:00,156,36,0,0,1440,254,0
-14/06/2018 08:31:00,158,40,0,0,1440,254,0
-14/06/2018 08:32:00,200,2,0,0,1440,254,0
-14/06/2018 08:33:00,184,3044,0,0,1440,254,0
-14/06/2018 08:34:00,207,-19,0,0,1440,254,0
-14/06/2018 08:35:00,215,-41,0,0,1440,254,0
-14/06/2018 08:36:00,256,-3,0,0,1440,254,0
-14/06/2018 08:37:00,340,-148,0,0,1440,254,19.2
-14/06/2018 08:38:00,588,-378,0,0,1440,254,122.72
-14/06/2018 08:39:00,646,764,0,0,1440,254,116.584
-14/06/2018 08:40:00,495,925,0,0,1440,254,110.755
-14/06/2018 08:41:00,407,-247,0,0,1440,254,125.253
-14/06/2018 08:42:00,508,-298,0,0,1440,254,154.352
-14/06/2018 08:43:00,472,-282,0,0,1440,254,165.411
-14/06/2018 08:44:00,388,-202,0,0,1440,254,162.24
-14/06/2018 08:45:00,401,-214,0,0,1440,254,159.828
-14/06/2018 08:46:00,462,-288,0,0,1440,254,171.097
-14/06/2018 08:47:00,481,-314,0,0,1440,254,188.258
-14/06/2018 08:48:00,556,-278,0,0,1440,254,187.745
-14/06/2018 08:49:00,458,-219,0,0,1440,254,184.308
-14/06/2018 08:50:00,446,-193,0,0,1440,254,179.743
-14/06/2018 08:51:00,446,-190,0,0,1440,254,175.256
-14/06/2018 08:52:00,434,-179,0,0,1440,254,170.443
-14/06/2018 08:53:00,413,-158,0,0,1440,254,164.821
-14/06/2018 08:54:00,421,-158,0,0,1440,254,159.48
-14/06/2018 08:55:00,412,-74,0,0,1440,254,151.506
-14/06/2018 08:56:00,377,-50,0,0,1440,254,143.93
-14/06/2018 08:57:00,573,-237,0,0,1440,254,143.584
-14/06/2018 08:58:00,535,-285,0,0,1440,254,160.15
-14/06/2018 08:59:00,592,-271,0,0,1440,254,164.49
-14/06/2018 09:00:00,552,-205,0,0,1440,254,161.516
-14/06/2018 09:01:00,450,-137,0,0,1440,254,155.29
-14/06/2018 09:02:00,693,-400,0,0,1440,254,213.174
-14/06/2018 09:03:00,510,-214,0,0,1440,254,208.215
-14/06/2018 09:04:00,2117,-1794,0,0,1440,254,802.529
-14/06/2018 09:05:00,2703,-2329,0,0,1440,254,1373.12
-14/06/2018 09:06:00,527,-192,0,0,1440,254,1309.06
-14/06/2018 09:07:00,702,-404,0,0,1440,254,1258.81
-14/06/2018 09:08:00,748,-531,0,0,1440,254,1217.42
-14/06/2018 09:09:00,636,-389,0,0,1440,254,1171
-14/06/2018 09:10:00,511,-284,0,0,1440,254,1121.65
-14/06/2018 09:11:00,483,-298,0,0,1440,254,1075.46
-14/06/2018 09:12:00,428,-245,0,0,1440,254,1028.94
-14/06/2018 09:13:00,416,-237,0,0,1440,254,984.345
-14/06/2018 09:14:00,458,-283,0,0,1440,254,944.277
-14/06/2018 09:15:00,634,-441,0,0,1440,254,914.114
-14/06/2018 09:16:00,755,-587,0,0,1440,254,892.758
-14/06/2018 09:17:00,586,-488,0,0,1440,254,867.52
-14/06/2018 09:18:00,601,-455,0,0,1440,254,841.894
-14/06/2018 09:19:00,567,-386,0,0,1440,254,814.099
-14/06/2018 09:20:00,442,-264,0,0,1440,254,781.594
-14/06/2018 09:21:00,613,-409,0,0,1440,254,757.965
-14/06/2018 09:22:00,670,-524,0,0,1440,254,741.266
-14/06/2018 09:23:00,673,-449,0,0,1440,254,721.653
-14/06/2018 09:24:00,521,-263,0,0,1440,254,693.72
-14/06/2018 09:25:00,491,-333,0,0,1440,254,670.684
-14/06/2018 09:26:00,701,-515,0,0,1440,254,657.9
-14/06/2018 09:27:00,576,-415,0,0,1440,254,640.755
-14/06/2018 09:28:00,789,-609,0,0,1440,254,634.167
-14/06/2018 09:29:00,579,-398,0,0,1440,254,617.359
-14/06/2018 09:30:00,464,-286,0,0,1440,254,595.791
-14/06/2018 09:31:00,696,-469,0,0,1440,254,584.452
-14/06/2018 09:32:00,744,-512,0,0,1440,254,575.829
-14/06/2018 09:33:00,2944,-2705,0,0,1440,254,1387.5
-14/06/2018 09:34:00,645,-401,0,0,1440,254,1333.17
-14/06/2018 09:35:00,545,-305,0,0,1440,254,1276.76
-14/06/2018 09:36:00,587,-365,0,0,1440,254,1226.18
-14/06/2018 09:37:00,501,-243,0,0,1440,254,1172.02
-14/06/2018 09:38:00,3033,-2777,11,2640,1440,3,1774.01
-14/06/2018 09:39:00,567,2605,6,1440,1440,3,1685.31
-14/06/2018 09:40:00,645,2595,6,1440,1440,3,1601.04
-14/06/2018 09:41:00,2743,558,6,1440,1440,3,1520.99
-14/06/2018 09:42:00,841,-699,6,1440,1440,3,1474.89
-14/06/2018 09:43:00,1204,-950,6,1440,1440,3,1443.65
-14/06/2018 09:44:00,737,-555,6,1440,1440,3,1394.22
-14/06/2018 09:45:00,635,-452,6,1440,1440,3,1342.1
-14/06/2018 09:46:00,627,-443,6,1440,1440,3,1292.15
-14/06/2018 09:47:00,2376,-2487,9,2160,1440,3,1730.09
-14/06/2018 09:48:00,1110,-909,6,1440,1440,3,1684.04
-14/06/2018 09:49:00,1902,-1853,7,1680,1440,3,1711.62
-14/06/2018 09:50:00,1142,-971,6,1440,1440,3,1669.59
-14/06/2018 09:51:00,2222,-2069,8,1920,1440,3,1789.35
-14/06/2018 09:52:00,736,-542,6,1440,1440,3,1721.99
-14/06/2018 09:53:00,553,-377,6,1440,1440,3,1649.74
-14/06/2018 09:54:00,735,-555,6,1440,1440,3,1590
-14/06/2018 09:55:00,744,-579,6,1440,1440,3,1534.45
-14/06/2018 09:56:00,736,-565,6,1440,1440,3,1480.98
-14/06/2018 09:57:00,1500,-1308,6,1440,1440,3,1467.33
-14/06/2018 09:58:00,831,-568,0,0,1440,254,1417.36
-14/06/2018 09:59:00,2947,-2722,10,2400,1440,3,1899.22
-14/06/2018 10:00:00,985,-717,6,1440,1440,3,1835.11
-14/06/2018 10:01:00,832,-574,6,1440,1440,3,1767.05
-14/06/2018 10:02:00,686,-407,6,1440,1440,3,1694.05
-14/06/2018 10:03:00,2302,-1953,7,1680,1440,3,1757.63
-14/06/2018 10:04:00,718,-460,6,1440,1440,3,1687.75
-14/06/2018 10:05:00,1045,-785,6,1440,1440,3,1637.61
-14/06/2018 10:06:00,842,-602,6,1440,1440,3,1580.83
-14/06/2018 10:07:00,778,-527,6,1440,1440,3,1523.14
-14/06/2018 10:08:00,1450,-1223,6,1440,1440,3,1503.13
-14/06/2018 10:09:00,1065,-812,6,1440,1440,3,1463.57
-14/06/2018 10:10:00,1228,-1048,0,0,1440,254,1437.8
-14/06/2018 10:11:00,828,-649,0,0,1440,254,1393.36
-14/06/2018 10:12:00,861,-704,0,0,1440,254,1353.89
-14/06/2018 10:13:00,1103,-939,0,0,1440,254,1328.14
-14/06/2018 10:14:00,2984,-2823,11,2640,1440,3,1886.09
-14/06/2018 10:15:00,1303,-1037,6,1440,1440,3,1838.63
-14/06/2018 10:16:00,656,-418,6,1440,1440,3,1762.6
-14/06/2018 10:17:00,454,-212,6,1440,1440,3,1680.07
-14/06/2018 10:18:00,375,-129,6,1440,1440,3,1597.52
-14/06/2018 10:19:00,302,-44,6,1440,1440,3,1517.64
-14/06/2018 10:20:00,265,-14,6,1440,1440,3,1441.76
-14/06/2018 10:21:00,293,-51,6,1440,1440,3,1369.67
-14/06/2018 10:22:00,402,-182,6,1440,1440,3,1305.29
-14/06/2018 10:23:00,458,-240,6,1440,1440,3,1247.02
-14/06/2018 10:24:00,592,-394,6,1440,1440,3,1199.37
-14/06/2018 10:25:00,842,-676,0,0,1440,254,1168.2
-14/06/2018 10:26:00,1258,-1119,0,0,1440,254,1160.74
-14/06/2018 10:27:00,2267,-1803,0,0,1440,254,1377.65
-14/06/2018 10:28:00,1242,-1092,0,0,1440,254,1358.36
-14/06/2018 10:29:00,1845,1365,0,0,1440,254,1290.45
-14/06/2018 10:30:00,1135,2134,0,0,1440,254,1225.92
-14/06/2018 10:31:00,759,2518,0,0,1440,254,1164.63
-14/06/2018 10:32:00,599,2699,0,0,1440,254,1106.4
-14/06/2018 10:33:00,287,3004,0,0,1440,254,1051.08
-14/06/2018 10:34:00,235,-30,0,0,1440,254,998.522
-14/06/2018 10:35:00,177,22,0,0,1440,254,948.596
-14/06/2018 10:36:00,235,-42,0,0,1440,254,901.166
-14/06/2018 10:37:00,436,-276,0,0,1440,254,864.908
-14/06/2018 10:38:00,639,-447,0,0,1440,254,839.012
-14/06/2018 10:39:00,656,-470,0,0,1440,254,815.562
-14/06/2018 10:40:00,557,-387,0,0,1440,254,789.134
-14/06/2018 10:41:00,325,-154,0,0,1440,254,752.377
-14/06/2018 10:42:00,232,-39,0,0,1440,254,714.758
-14/06/2018 10:43:00,298,-57,0,0,1440,254,679.02
-14/06/2018 10:44:00,407,-176,0,0,1440,254,648.869
-14/06/2018 10:45:00,396,-174,0,0,1440,254,620.126
-14/06/2018 10:46:00,302,1930,0,0,1440,254,589.12
-14/06/2018 10:47:00,215,2021,0,0,1440,254,559.664
-14/06/2018 10:48:00,179,35,0,0,1440,254,531.68
-14/06/2018 10:49:00,137,81,0,0,1440,254,505.096
-14/06/2018 10:50:00,129,115,0,0,1440,254,479.842
-14/06/2018 10:51:00,150,93,0,0,1440,254,455.849
-14/06/2018 10:52:00,253,-20,0,0,1440,254,433.057
-14/06/2018 10:53:00,370,-149,0,0,1440,254,413.854
-14/06/2018 10:54:00,501,-261,0,0,1440,254,401.211
-14/06/2018 10:55:00,638,-378,0,0,1440,254,395.051
-14/06/2018 10:56:00,481,-265,0,0,1440,254,383.548
-14/06/2018 10:57:00,2233,-1796,0,0,1440,254,908.529
-14/06/2018 10:58:00,2764,-2604,10,2400,1440,3,1546.72
-14/06/2018 10:59:00,2899,-2700,10,2400,1440,3,1968.03
-14/06/2018 11:00:00,1201,-849,6,1440,1440,3,1907.08
-14/06/2018 11:01:00,895,-611,6,1440,1440,3,1837.27
-14/06/2018 11:02:00,710,-407,6,1440,1440,3,1760.76
-14/06/2018 11:03:00,642,-339,6,1440,1440,3,1684.67
-14/06/2018 11:04:00,2986,-2691,10,2400,1440,3,2047.2
-14/06/2018 11:05:00,2972,-2713,10,2400,1440,3,2273.52
-14/06/2018 11:06:00,2846,-2532,10,2400,1440,3,2336.91
-14/06/2018 11:07:00,699,-402,6,1440,1440,3,2235.17
-14/06/2018 11:08:00,585,-72,6,1440,1440,3,2123.41
-14/06/2018 11:09:00,418,91,6,1440,1440,3,2017.24
-14/06/2018 11:10:00,323,209,6,1440,1440,3,1916.38
-14/06/2018 11:11:00,267,250,6,1440,1440,3,1820.56
-14/06/2018 11:12:00,272,264,6,1440,1440,3,1729.53
-14/06/2018 11:13:00,275,175,6,1440,1440,3,1643.05
-14/06/2018 11:14:00,327,110,6,1440,1440,3,1560.9
-14/06/2018 11:15:00,343,81,6,1440,1440,3,1482.86
-14/06/2018 11:16:00,406,42,0,0,1440,254,1408.71
-14/06/2018 11:17:00,2897,-2455,9,2160,1440,3,1787.23
-14/06/2018 11:18:00,788,-346,6,1440,1440,3,1710.17
-14/06/2018 11:19:00,1501,-989,6,1440,1440,3,1669.11
-14/06/2018 11:20:00,1222,-790,6,1440,1440,3,1620.15
-14/06/2018 11:21:00,2268,-1940,7,1680,1440,3,1708.09
-14/06/2018 11:22:00,1098,-585,6,1440,1440,3,1646.94
-14/06/2018 11:23:00,884,-376,6,1440,1440,3,1578.39
-14/06/2018 11:24:00,814,-346,6,1440,1440,3,1511.77
-14/06/2018 11:25:00,1009,-567,6,1440,1440,3,1459.53
-14/06/2018 11:26:00,1357,-969,0,0,1440,254,1430.01
-14/06/2018 11:27:00,2947,-2527,10,2400,1440,3,1828.8
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-14/06/2018 18:00:00,314,-125,0,0,1440,254,111.134
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-14/06/2018 18:13:00,293,41,0,0,1440,254,60.2102
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-14/06/2018 18:16:00,272,33,0,0,1440,254,51.6227
-14/06/2018 18:17:00,237,74,0,0,1440,254,49.0416
-14/06/2018 18:18:00,201,114,0,0,1440,254,46.5895
-14/06/2018 18:19:00,203,119,0,0,1440,254,44.26
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-14/06/2018 18:32:00,242,7,0,0,1440,254,22.7205
-14/06/2018 18:33:00,249,0,0,0,1440,254,21.5845
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-14/06/2018 18:35:00,199,54,0,0,1440,254,19.48
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-14/06/2018 18:53:00,182,65,0,0,1440,254,7.73774
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-14/06/2018 19:02:00,212,71,0,0,1440,254,4.8767
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-14/06/2018 19:10:00,172,84,0,0,1440,254,3.23531
-14/06/2018 19:11:00,182,75,0,0,1440,254,3.07354
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-14/06/2018 19:14:00,171,11,0,0,1440,254,2.63518
-14/06/2018 19:15:00,176,2,0,0,1440,254,2.50342
-14/06/2018 19:16:00,193,1,0,0,1440,254,2.37825
-14/06/2018 19:17:00,182,-10,0,0,1440,254,2.25933
-14/06/2018 19:18:00,177,14,0,0,1440,254,2.14637
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-14/06/2018 19:20:00,179,2,0,0,1440,254,1.9371
diff --git a/divert_sim/snapshot/day3.csv b/divert_sim/snapshot/day3.csv
deleted file mode 100644
index 6254b5b6..00000000
--- a/divert_sim/snapshot/day3.csv
+++ /dev/null
@@ -1,692 +0,0 @@
-Date,Solar,Grid IE,Pilot,Charge Power,Min Charge Power,State,Smoothed Available
-15/03/2020 06:57:00,9,0,0,0,1440,254,3.6
-15/03/2020 06:58:00,6,0,0,0,1440,254,4.56
-15/03/2020 06:59:00,6,0,0,0,1440,254,5.136
-15/03/2020 07:00:00,4,0,0,0,1440,254,5.0792
-15/03/2020 07:01:00,8,0,0,0,1440,254,6.24752
-15/03/2020 07:02:00,5,0,0,0,1440,254,6.18514
-15/03/2020 07:03:00,7,0,0,0,1440,254,6.51109
-15/03/2020 07:04:00,5,0,0,0,1440,254,6.43553
-15/03/2020 07:05:00,7,0,0,0,1440,254,6.66132
-15/03/2020 07:06:00,7,0,0,0,1440,254,6.79679
-15/03/2020 07:07:00,27,0,0,0,1440,254,14.8781
-15/03/2020 07:08:00,11,0,0,0,1440,254,14.6842
-15/03/2020 07:09:00,14,0,0,0,1440,254,14.65
-15/03/2020 07:10:00,0,0,0,0,1440,254,13.9175
-15/03/2020 07:11:00,-4,0,0,0,1440,254,13.2216
-15/03/2020 07:12:00,7,0,0,0,1440,254,12.9105
-15/03/2020 07:13:00,7,0,0,0,1440,254,12.615
-15/03/2020 07:14:00,9,0,0,0,1440,254,12.4342
-15/03/2020 07:15:00,7,0,0,0,1440,254,12.1625
-15/03/2020 07:16:00,6,0,0,0,1440,254,11.8544
-15/03/2020 07:17:00,6,0,0,0,1440,254,11.5617
-15/03/2020 07:18:00,6,0,0,0,1440,254,11.2836
-15/03/2020 07:19:00,7,0,0,0,1440,254,11.0694
-15/03/2020 07:20:00,7,0,0,0,1440,254,10.8659
-15/03/2020 07:21:00,6,0,0,0,1440,254,10.6226
-15/03/2020 07:22:00,6,0,0,0,1440,254,10.3915
-15/03/2020 07:23:00,7,0,0,0,1440,254,10.2219
-15/03/2020 07:24:00,6,0,0,0,1440,254,10.0108
-15/03/2020 07:25:00,10,0,0,0,1440,254,10.0103
-15/03/2020 07:26:00,7,0,0,0,1440,254,9.85978
-15/03/2020 07:27:00,6,0,0,0,1440,254,9.6668
-15/03/2020 07:28:00,6,0,0,0,1440,254,9.48346
-15/03/2020 07:29:00,6,0,0,0,1440,254,9.30928
-15/03/2020 07:30:00,5,0,0,0,1440,254,9.09382
-15/03/2020 07:31:00,6,0,0,0,1440,254,8.93913
-15/03/2020 07:32:00,6,0,0,0,1440,254,8.79217
-15/03/2020 07:33:00,7,0,0,0,1440,254,8.70256
-15/03/2020 07:34:00,7,0,0,0,1440,254,8.61743
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-15/03/2020 16:28:00,116,0,0,0,1440,254,235.952
-15/03/2020 16:29:00,111,0,0,0,1440,254,229.705
-15/03/2020 16:30:00,104,0,0,0,1440,254,223.419
-15/03/2020 16:31:00,111,0,0,0,1440,254,217.798
-15/03/2020 16:32:00,113,0,0,0,1440,254,212.558
-15/03/2020 16:33:00,110,0,0,0,1440,254,207.43
-15/03/2020 16:34:00,119,0,0,0,1440,254,203.009
-15/03/2020 16:35:00,102,0,0,0,1440,254,197.959
-15/03/2020 16:36:00,74,0,0,0,1440,254,191.761
-15/03/2020 16:37:00,91,0,0,0,1440,254,186.723
-15/03/2020 16:38:00,96,0,0,0,1440,254,182.186
-15/03/2020 16:39:00,95,0,0,0,1440,254,177.827
-15/03/2020 16:40:00,99,0,0,0,1440,254,173.886
-15/03/2020 16:41:00,105,0,0,0,1440,254,170.441
-15/03/2020 16:42:00,105,0,0,0,1440,254,167.169
-15/03/2020 16:43:00,111,0,0,0,1440,254,164.361
-15/03/2020 16:44:00,128,0,0,0,1440,254,162.543
-15/03/2020 16:45:00,157,0,0,0,1440,254,162.266
-15/03/2020 16:46:00,182,0,0,0,1440,254,170.159
-15/03/2020 16:47:00,204,0,0,0,1440,254,183.696
-15/03/2020 16:48:00,229,0,0,0,1440,254,201.817
-15/03/2020 16:49:00,247,0,0,0,1440,254,219.89
-15/03/2020 16:50:00,280,0,0,0,1440,254,243.934
-15/03/2020 16:51:00,319,0,0,0,1440,254,273.961
-15/03/2020 16:52:00,354,0,0,0,1440,254,305.976
-15/03/2020 16:53:00,349,0,0,0,1440,254,323.186
-15/03/2020 16:54:00,352,0,0,0,1440,254,334.711
-15/03/2020 16:55:00,354,0,0,0,1440,254,342.427
-15/03/2020 16:56:00,380,0,0,0,1440,254,357.456
-15/03/2020 16:57:00,379,0,0,0,1440,254,366.074
-15/03/2020 16:58:00,372,0,0,0,1440,254,368.444
-15/03/2020 16:59:00,364,0,0,0,1440,254,368.222
-15/03/2020 17:00:00,359,0,0,0,1440,254,367.761
-15/03/2020 17:01:00,345,0,0,0,1440,254,366.623
-15/03/2020 17:02:00,329,0,0,0,1440,254,364.742
-15/03/2020 17:03:00,289,0,0,0,1440,254,360.955
-15/03/2020 17:04:00,263,0,0,0,1440,254,356.057
-15/03/2020 17:05:00,238,0,0,0,1440,254,350.154
-15/03/2020 17:06:00,207,0,0,0,1440,254,342.996
-15/03/2020 17:07:00,190,0,0,0,1440,254,335.347
-15/03/2020 17:08:00,173,0,0,0,1440,254,327.229
-15/03/2020 17:09:00,151,0,0,0,1440,254,318.418
-15/03/2020 17:10:00,147,0,0,0,1440,254,309.847
-15/03/2020 17:11:00,151,0,0,0,1440,254,301.905
-15/03/2020 17:12:00,130,0,0,0,1440,254,293.309
-15/03/2020 17:13:00,112,0,0,0,1440,254,284.244
-15/03/2020 17:14:00,108,0,0,0,1440,254,275.432
-15/03/2020 17:15:00,101,0,0,0,1440,254,266.71
-15/03/2020 17:16:00,92,0,0,0,1440,254,257.975
-15/03/2020 17:17:00,94,0,0,0,1440,254,249.776
-15/03/2020 17:18:00,71,0,0,0,1440,254,240.837
-15/03/2020 17:19:00,80,0,0,0,1440,254,232.795
-15/03/2020 17:20:00,70,0,0,0,1440,254,224.655
-15/03/2020 17:21:00,59,0,0,0,1440,254,216.373
-15/03/2020 17:22:00,52,0,0,0,1440,254,208.154
-15/03/2020 17:23:00,39,0,0,0,1440,254,199.696
-15/03/2020 17:24:00,34,0,0,0,1440,254,191.411
-15/03/2020 17:25:00,33,0,0,0,1440,254,183.491
-15/03/2020 17:26:00,40,0,0,0,1440,254,176.316
-15/03/2020 17:27:00,28,0,0,0,1440,254,168.901
-15/03/2020 17:28:00,33,0,0,0,1440,254,162.106
-15/03/2020 17:29:00,28,0,0,0,1440,254,155.4
-15/03/2020 17:30:00,31,0,0,0,1440,254,149.18
-15/03/2020 17:31:00,24,0,0,0,1440,254,142.921
-15/03/2020 17:32:00,19,0,0,0,1440,254,136.725
-15/03/2020 17:33:00,15,0,0,0,1440,254,130.639
-15/03/2020 17:34:00,14,0,0,0,1440,254,124.807
-15/03/2020 17:35:00,5,0,0,0,1440,254,118.817
-15/03/2020 17:36:00,5,0,0,0,1440,254,113.126
-15/03/2020 17:37:00,14,0,0,0,1440,254,108.169
-15/03/2020 17:38:00,0,0,0,0,1440,254,102.761
-15/03/2020 17:39:00,2,0,0,0,1440,254,97.723
-15/03/2020 17:40:00,3,0,0,0,1440,254,92.9868
-15/03/2020 17:41:00,8,0,0,0,1440,254,88.7375
-15/03/2020 17:42:00,2,0,0,0,1440,254,84.4006
-15/03/2020 17:43:00,-6,0,0,0,1440,254,80.1806
-15/03/2020 17:44:00,5,0,0,0,1440,254,76.4215
-15/03/2020 17:45:00,-5,0,0,0,1440,254,72.6005
-15/03/2020 17:46:00,-7,0,0,0,1440,254,68.9704
-15/03/2020 17:47:00,-1,0,0,0,1440,254,65.5219
-15/03/2020 17:48:00,-7,0,0,0,1440,254,62.2458
-15/03/2020 17:49:00,-10,0,0,0,1440,254,59.1335
-15/03/2020 17:50:00,3,0,0,0,1440,254,56.3269
-15/03/2020 17:51:00,2,0,0,0,1440,254,53.6105
-15/03/2020 17:52:00,1,0,0,0,1440,254,50.98
-15/03/2020 17:53:00,3,0,0,0,1440,254,48.581
-15/03/2020 17:54:00,3,0,0,0,1440,254,46.3019
-15/03/2020 17:55:00,3,0,0,0,1440,254,44.1368
-15/03/2020 17:56:00,2,0,0,0,1440,254,42.03
-15/03/2020 17:57:00,0,0,0,0,1440,254,39.9285
-15/03/2020 17:58:00,4,0,0,0,1440,254,38.1321
-15/03/2020 17:59:00,3,0,0,0,1440,254,36.3755
-15/03/2020 18:00:00,3,0,0,0,1440,254,34.7067
-15/03/2020 18:01:00,0,0,0,0,1440,254,32.9714
-15/03/2020 18:02:00,2,0,0,0,1440,254,31.4228
-15/03/2020 18:03:00,2,0,0,0,1440,254,29.9517
-15/03/2020 18:04:00,2,0,0,0,1440,254,28.5541
-15/03/2020 18:05:00,1,0,0,0,1440,254,27.1764
-15/03/2020 18:06:00,2,0,0,0,1440,254,25.9176
-15/03/2020 18:07:00,2,0,0,0,1440,254,24.7217
-15/03/2020 18:08:00,3,0,0,0,1440,254,23.6356
-15/03/2020 18:09:00,1,0,0,0,1440,254,22.5038
-15/03/2020 18:10:00,1,0,0,0,1440,254,21.4286
-15/03/2020 18:11:00,0,0,0,0,1440,254,20.3572
-15/03/2020 18:12:00,1,0,0,0,1440,254,19.3893
-15/03/2020 18:13:00,3,0,0,0,1440,254,18.5699
-15/03/2020 18:14:00,2,0,0,0,1440,254,17.7414
-15/03/2020 18:15:00,2,0,0,0,1440,254,16.9543
-15/03/2020 18:16:00,0,0,0,0,1440,254,16.1066
-15/03/2020 18:17:00,0,0,0,0,1440,254,15.3013
-15/03/2020 18:18:00,2,0,0,0,1440,254,14.6362
-15/03/2020 18:19:00,1,0,0,0,1440,254,13.9544
-15/03/2020 18:20:00,1,0,0,0,1440,254,13.3067
-15/03/2020 18:21:00,2,0,0,0,1440,254,12.7413
-15/03/2020 18:22:00,0,0,0,0,1440,254,12.1043
-15/03/2020 18:23:00,0,0,0,0,1440,254,11.4991
-15/03/2020 18:24:00,0,0,0,0,1440,254,10.9241
-15/03/2020 18:25:00,1,0,0,0,1440,254,10.4279
-15/03/2020 18:26:00,4,0,0,0,1440,254,10.1065
-15/03/2020 18:27:00,3,0,0,0,1440,254,9.75117
-15/03/2020 18:28:00,5,0,0,0,1440,254,9.51362
-15/03/2020 18:29:00,2,0,0,0,1440,254,9.13794
-15/03/2020 18:30:00,1,0,0,0,1440,254,8.73104
-15/03/2020 18:31:00,2,0,0,0,1440,254,8.39449
diff --git a/divert_sim/snapshot/day3_grid_ie.csv b/divert_sim/snapshot/day3_grid_ie.csv
deleted file mode 100644
index cc8d2526..00000000
--- a/divert_sim/snapshot/day3_grid_ie.csv
+++ /dev/null
@@ -1,651 +0,0 @@
-Date,Solar,Grid IE,Pilot,Charge Power,Min Charge Power,State,Smoothed Available
-30/03/2019 07:03:00,51,201,0,0,1440,254,0
-30/03/2019 07:04:00,54,208,0,0,1440,254,0
-30/03/2019 07:05:00,43,207,0,0,1440,254,0
-30/03/2019 07:06:00,44,129,0,0,1440,254,0
-30/03/2019 07:07:00,49,142,0,0,1440,254,0
-30/03/2019 07:08:00,56,132,0,0,1440,254,0
-30/03/2019 07:09:00,52,129,0,0,1440,254,0
-30/03/2019 07:10:00,57,132,0,0,1440,254,0
-30/03/2019 07:11:00,57,125,0,0,1440,254,0
-30/03/2019 07:12:00,49,139,0,0,1440,254,0
-30/03/2019 07:13:00,55,141,0,0,1440,254,0
-30/03/2019 07:14:00,51,135,0,0,1440,254,0
-30/03/2019 07:15:00,60,134,0,0,1440,254,0
-30/03/2019 07:16:00,65,128,0,0,1440,254,0
-30/03/2019 07:17:00,67,131,0,0,1440,254,0
-30/03/2019 07:18:00,77,112,0,0,1440,254,0
-30/03/2019 07:19:00,74,106,0,0,1440,254,0
-30/03/2019 07:20:00,83,96,0,0,1440,254,0
-30/03/2019 07:21:00,88,92,0,0,1440,254,0
-30/03/2019 07:22:00,94,77,0,0,1440,254,0
-30/03/2019 07:23:00,103,81,0,0,1440,254,0
-30/03/2019 07:24:00,107,61,0,0,1440,254,0
-30/03/2019 07:25:00,106,51,0,0,1440,254,0
-30/03/2019 07:26:00,120,53,0,0,1440,254,0
-30/03/2019 07:27:00,119,37,0,0,1440,254,0
-30/03/2019 07:28:00,124,49,0,0,1440,254,0
-30/03/2019 07:29:00,130,50,0,0,1440,254,0
-30/03/2019 07:30:00,117,38,0,0,1440,254,0
-30/03/2019 07:31:00,114,45,0,0,1440,254,0
-30/03/2019 07:32:00,107,51,0,0,1440,254,0
-30/03/2019 07:33:00,112,56,0,0,1440,254,0
-30/03/2019 07:34:00,117,53,0,0,1440,254,0
-30/03/2019 07:35:00,111,80,0,0,1440,254,0
-30/03/2019 07:36:00,112,58,0,0,1440,254,0
-30/03/2019 07:37:00,110,59,0,0,1440,254,0
-30/03/2019 07:38:00,113,52,0,0,1440,254,0
-30/03/2019 07:39:00,103,59,0,0,1440,254,0
-30/03/2019 07:40:00,104,62,0,0,1440,254,0
-30/03/2019 07:41:00,121,55,0,0,1440,254,0
-30/03/2019 07:42:00,115,58,0,0,1440,254,0
-30/03/2019 07:43:00,105,52,0,0,1440,254,0
-30/03/2019 07:44:00,115,50,0,0,1440,254,0
-30/03/2019 07:45:00,109,49,0,0,1440,254,0
-30/03/2019 07:46:00,112,85,0,0,1440,254,0
-30/03/2019 07:47:00,117,78,0,0,1440,254,0
-30/03/2019 07:48:00,115,56,0,0,1440,254,0
-30/03/2019 07:49:00,117,49,0,0,1440,254,0
-30/03/2019 07:50:00,116,48,0,0,1440,254,0
-30/03/2019 07:51:00,119,53,0,0,1440,254,0
-30/03/2019 07:52:00,122,41,0,0,1440,254,0
-30/03/2019 07:53:00,129,32,0,0,1440,254,0
-30/03/2019 07:54:00,123,24,0,0,1440,254,0
-30/03/2019 07:55:00,134,25,0,0,1440,254,0
-30/03/2019 07:56:00,133,18,0,0,1440,254,0
-30/03/2019 07:57:00,144,23,0,0,1440,254,0
-30/03/2019 07:58:00,150,15,0,0,1440,254,0
-30/03/2019 07:59:00,163,4,0,0,1440,254,0
-30/03/2019 08:00:00,162,9,0,0,1440,254,0
-30/03/2019 08:01:00,175,0,0,0,1440,254,0
-30/03/2019 08:02:00,181,-7,0,0,1440,254,0
-30/03/2019 08:03:00,190,12,0,0,1440,254,0
-30/03/2019 08:04:00,199,5,0,0,1440,254,0
-30/03/2019 08:05:00,202,8,0,0,1440,254,0
-30/03/2019 08:06:00,229,-7,0,0,1440,254,0
-30/03/2019 08:07:00,238,2,0,0,1440,254,0
-30/03/2019 08:08:00,261,-5,0,0,1440,254,0
-30/03/2019 08:09:00,282,2,0,0,1440,254,0
-30/03/2019 08:10:00,279,-10,0,0,1440,254,0
-30/03/2019 08:11:00,299,1,0,0,1440,254,0
-30/03/2019 08:12:00,308,-2,0,0,1440,254,0
-30/03/2019 08:13:00,308,-5,0,0,1440,254,0
-30/03/2019 08:14:00,325,4,0,0,1440,254,0
-30/03/2019 08:15:00,332,-3,0,0,1440,254,0
-30/03/2019 08:16:00,342,-5,0,0,1440,254,0
-30/03/2019 08:17:00,337,-8,0,0,1440,254,0
-30/03/2019 08:18:00,333,12,0,0,1440,254,0
-30/03/2019 08:19:00,355,-16,0,0,1440,254,0
-30/03/2019 08:20:00,390,-2,0,0,1440,254,0
-30/03/2019 08:21:00,400,-11,0,0,1440,254,0
-30/03/2019 08:22:00,408,-2,0,0,1440,254,0
-30/03/2019 08:23:00,414,18,0,0,1440,254,0
-30/03/2019 08:24:00,405,22,0,0,1440,254,0
-30/03/2019 08:25:00,432,25,0,0,1440,254,0
-30/03/2019 08:26:00,449,25,0,0,1440,254,0
-30/03/2019 08:27:00,452,17,0,0,1440,254,0
-30/03/2019 08:28:00,522,30,0,0,1440,254,0
-30/03/2019 08:29:00,469,-1,0,0,1440,254,0
-30/03/2019 08:30:00,536,-51,0,0,1440,254,0
-30/03/2019 08:31:00,548,9,0,0,1440,254,0
-30/03/2019 08:32:00,456,-2,0,0,1440,254,0
-30/03/2019 08:33:00,550,31,0,0,1440,254,0
-30/03/2019 08:34:00,506,-8,0,0,1440,254,0
-30/03/2019 08:35:00,518,37,0,0,1440,254,0
-30/03/2019 08:36:00,520,-50,0,0,1440,254,0
-30/03/2019 08:37:00,517,-9,0,0,1440,254,0
-30/03/2019 08:38:00,476,0,0,0,1440,254,0
-30/03/2019 08:39:00,493,-6,0,0,1440,254,0
-30/03/2019 08:40:00,531,-2,0,0,1440,254,0
-30/03/2019 08:41:00,722,-6,0,0,1440,254,0
-30/03/2019 08:42:00,643,-7,0,0,1440,254,0
-30/03/2019 08:43:00,1417,8,0,0,1440,254,0
-30/03/2019 08:44:00,694,2,0,0,1440,254,0
-30/03/2019 08:45:00,617,5,0,0,1440,254,0
-30/03/2019 08:46:00,582,-19,0,0,1440,254,0
-30/03/2019 08:47:00,591,3,0,0,1440,254,0
-30/03/2019 08:48:00,743,-25,0,0,1440,254,0
-30/03/2019 08:49:00,761,-5,0,0,1440,254,0
-30/03/2019 08:50:00,614,-16,0,0,1440,254,0
-30/03/2019 08:51:00,589,-37,0,0,1440,254,0
-30/03/2019 08:52:00,557,-11,0,0,1440,254,0
-30/03/2019 08:53:00,561,37,0,0,1440,254,0
-30/03/2019 08:54:00,607,14,0,0,1440,254,0
-30/03/2019 08:55:00,858,4,0,0,1440,254,0
-30/03/2019 08:56:00,595,31,0,0,1440,254,0
-30/03/2019 08:57:00,795,0,0,0,1440,254,0
-30/03/2019 08:58:00,907,21,0,0,1440,254,0
-30/03/2019 08:59:00,1748,-18,0,0,1440,254,0
-30/03/2019 09:00:00,2393,11,0,0,1440,254,0
-30/03/2019 09:01:00,2256,12,0,0,1440,254,0
-30/03/2019 09:02:00,2309,0,0,0,1440,254,0
-30/03/2019 09:03:00,2303,-3,0,0,1440,254,0
-30/03/2019 09:04:00,2309,25,0,0,1440,254,0
-30/03/2019 09:05:00,2279,30,0,0,1440,254,0
-30/03/2019 09:06:00,2248,0,0,0,1440,254,0
-30/03/2019 09:07:00,2260,-23,0,0,1440,254,0
-30/03/2019 09:08:00,2328,14,0,0,1440,254,0
-30/03/2019 09:09:00,2342,-1,0,0,1440,254,0
-30/03/2019 09:10:00,2268,15,0,0,1440,254,0
-30/03/2019 09:11:00,2189,28,0,0,1440,254,0
-30/03/2019 09:12:00,2183,7,0,0,1440,254,0
-30/03/2019 09:13:00,2174,13,0,0,1440,254,0
-30/03/2019 09:14:00,2169,-2,0,0,1440,254,0
-30/03/2019 09:15:00,2297,7,0,0,1440,254,0
-30/03/2019 09:16:00,2093,6,0,0,1440,254,0
-30/03/2019 09:17:00,1912,0,0,0,1440,254,0
-30/03/2019 09:18:00,1746,-3,0,0,1440,254,0
-30/03/2019 09:19:00,2087,9,0,0,1440,254,0
-30/03/2019 09:20:00,1709,22,0,0,1440,254,0
-30/03/2019 09:21:00,1902,25,0,0,1440,254,0
-30/03/2019 09:22:00,2107,12,0,0,1440,254,0
-30/03/2019 09:23:00,2194,9,0,0,1440,254,0
-30/03/2019 09:24:00,2229,11,0,0,1440,254,0
-30/03/2019 09:25:00,2069,34,0,0,1440,254,0
-30/03/2019 09:26:00,2128,12,0,0,1440,254,0
-30/03/2019 09:27:00,2192,13,0,0,1440,254,0
-30/03/2019 09:28:00,2172,2,0,0,1440,254,0
-30/03/2019 09:29:00,2294,0,0,0,1440,254,0
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diff --git a/divert_sim/snapshot/solar-vrms.csv b/divert_sim/snapshot/solar-vrms.csv
deleted file mode 100644
index 61962d3e..00000000
--- a/divert_sim/snapshot/solar-vrms.csv
+++ /dev/null
@@ -1,611 +0,0 @@
-Date,Solar,Grid IE,Pilot,Charge Power,Min Charge Power,State,Smoothed Available
-27/03/2020 01:12:00,4,0,0,0,1494,254,1.66
-27/03/2020 01:14:00,4,0,0,0,1488,254,2.64533
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-27/03/2020 18:44:00,3,0,0,0,1488,254,27.7895
-27/03/2020 18:46:00,2,0,0,0,1482,254,26.3965
-27/03/2020 18:48:00,1,0,0,0,1482,254,25.1281
-27/03/2020 18:50:00,2,0,0,0,1488,254,24.0717
-27/03/2020 18:52:00,3,0,0,0,1488,254,23.0231
-27/03/2020 18:54:00,1,0,0,0,1488,254,21.9236
-27/03/2020 18:56:00,3,0,0,0,1482,254,20.8978
-27/03/2020 18:58:00,5,0,0,0,1488,254,20.1916
-27/03/2020 19:00:00,4,0,0,0,1494,254,19.4669
-27/03/2020 19:02:00,4,0,0,0,1488,254,18.6259
-27/03/2020 19:04:00,5,0,0,0,1488,254,17.953
-27/03/2020 19:06:00,4,0,0,0,1488,254,17.262
-27/03/2020 19:08:00,1,0,0,0,1476,254,16.3179
-27/03/2020 19:10:00,3,0,0,0,1488,254,15.783
-27/03/2020 19:12:00,3,0,0,0,1482,254,15.0878
-27/03/2020 19:14:00,4,0,0,0,1482,254,14.5392
-27/03/2020 19:16:00,6,0,0,0,1488,254,14.1782
-27/03/2020 19:18:00,2,0,0,0,1488,254,13.5726
-27/03/2020 19:20:00,0,0,0,0,1488,254,12.894
-27/03/2020 19:22:00,3,0,0,0,1488,254,12.4043
-27/03/2020 19:24:00,3,0,0,0,1482,254,11.8909
-27/03/2020 19:26:00,3,0,0,0,1488,254,11.4971
-27/03/2020 19:28:00,5,0,0,0,1482,254,11.1355
-27/03/2020 19:30:00,3,0,0,0,1488,254,10.7766
-27/03/2020 19:32:00,2,0,0,0,1482,254,10.2994
-27/03/2020 19:34:00,2,0,0,0,1482,254,9.88733
-27/03/2020 19:36:00,2,0,0,0,1494,254,9.57277
-27/03/2020 19:38:00,2,0,0,0,1494,254,9.19788
-27/03/2020 19:40:00,3,0,0,0,1494,254,8.89361
-27/03/2020 19:42:00,2,0,0,0,1494,254,8.55268
-27/03/2020 19:44:00,1,0,0,0,1494,254,8.17692
-27/03/2020 19:46:00,0,0,0,0,1494,254,7.76807
-27/03/2020 19:48:00,5,0,0,0,1494,254,7.63905
-27/03/2020 19:50:00,2,0,0,0,1494,254,7.36084
-27/03/2020 19:52:00,1,0,0,0,1494,254,7.04468
-27/03/2020 19:54:00,1,0,0,0,1494,254,6.74432
-27/03/2020 19:56:00,0,0,0,0,1500,254,6.43283
-27/03/2020 19:58:00,4,0,0,0,1494,254,6.29425
-27/03/2020 20:00:00,2,0,0,0,1500,254,6.10771
-27/03/2020 20:02:00,2,0,0,0,1482,254,5.83562
-27/03/2020 20:06:00,3,0,0,0,1482,254,5.69821
-27/03/2020 20:08:00,4,0,0,0,1476,254,5.59639
-27/03/2020 20:10:00,5,0,0,0,1476,254,5.57282
-27/03/2020 20:12:00,2,0,0,0,1476,254,5.39668
-27/03/2020 20:14:00,2,0,0,0,1482,254,5.2506
-27/03/2020 20:16:00,5,0,0,0,1482,254,5.24536
-27/03/2020 20:18:00,2,0,0,0,1482,254,5.08601
-27/03/2020 20:20:00,4,0,0,0,1482,254,5.03754
-27/03/2020 20:22:00,4,0,0,0,1482,254,4.9915
-27/03/2020 20:24:00,4,0,0,0,1482,254,4.94776
-27/03/2020 20:26:00,4,0,0,0,1482,254,4.9062
-27/03/2020 20:28:00,2,0,0,0,1482,254,4.76381
-27/03/2020 20:30:00,4,0,0,0,1482,254,4.73145
-27/03/2020 20:32:00,2,0,0,0,1482,254,4.5978
-27/03/2020 20:34:00,4,0,0,0,1482,254,4.57374
-27/03/2020 20:36:00,3,0,0,0,1488,254,4.51764
-27/03/2020 20:38:00,3,0,0,0,1482,254,4.42883
-27/03/2020 20:40:00,4,0,0,0,1488,254,4.43109
-27/03/2020 20:42:00,7,0,0,0,1488,254,5.55199
-27/03/2020 20:44:00,4,0,0,0,1488,254,5.48105
-27/03/2020 20:46:00,3,0,0,0,1488,254,5.362
-27/03/2020 20:48:00,6,0,0,0,1488,254,5.6972
-27/03/2020 20:50:00,5,0,0,0,1488,254,5.67067
-27/03/2020 20:52:00,4,0,0,0,1494,254,5.61636
-27/03/2020 20:54:00,3,0,0,0,1494,254,5.49117
-27/03/2020 20:56:00,5,0,0,0,1488,254,5.45399
-27/03/2020 20:58:00,4,0,0,0,1488,254,5.38796
-27/03/2020 21:00:00,4,0,0,0,1482,254,5.30376
-27/03/2020 21:02:00,3,0,0,0,1488,254,5.21397
-27/03/2020 21:04:00,3,0,0,0,1488,254,5.10827
-27/03/2020 21:06:00,3,0,0,0,1488,254,5.00786
-27/03/2020 21:08:00,4,0,0,0,1494,254,4.98415
-27/03/2020 21:10:00,2,0,0,0,1494,254,4.83869
-27/03/2020 21:12:00,3,0,0,0,1494,254,4.75238
-27/03/2020 21:14:00,5,0,0,0,1494,254,4.92643
-27/03/2020 21:16:00,4,0,0,0,1488,254,4.86798
-27/03/2020 21:18:00,4,0,0,0,1494,254,4.85073
-27/03/2020 21:20:00,3,0,0,0,1488,254,4.74468
-27/03/2020 21:22:00,2,0,0,0,1494,254,4.62937
-27/03/2020 21:24:00,2,0,0,0,1488,254,4.48358
-27/03/2020 21:26:00,2,0,0,0,1488,254,4.36273
-27/03/2020 21:28:00,4,0,0,0,1494,254,4.36881
-27/03/2020 21:30:00,5,0,0,0,1488,254,4.67742
-27/03/2020 21:32:00,4,0,0,0,1488,254,4.65022
-27/03/2020 21:34:00,4,0,0,0,1494,254,4.64302
-27/03/2020 21:36:00,3,0,0,0,1494,254,4.5665
-27/03/2020 21:38:00,4,0,0,0,1494,254,4.54567
-27/03/2020 21:40:00,6,0,0,0,1494,254,5.2174
-27/03/2020 21:42:00,3,0,0,0,1488,254,5.09163
-27/03/2020 21:44:00,4,0,0,0,1488,254,5.04371
diff --git a/divert_sim/test_divert.py b/divert_sim/test_divert.py
new file mode 100644
index 00000000..f710275e
--- /dev/null
+++ b/divert_sim/test_divert.py
@@ -0,0 +1,182 @@
+#!/usr/bin/env python3
+# PYTHON_ARGCOMPLETE_OK
+
+from os import path
+from subprocess import PIPE, Popen
+from datetime import datetime
+
+OPENEVSE_STATE_STARTING = 0
+OPENEVSE_STATE_NOT_CONNECTED = 1
+OPENEVSE_STATE_CONNECTED = 2
+OPENEVSE_STATE_CHARGING = 3
+OPENEVSE_STATE_VENT_REQUIRED = 4
+OPENEVSE_STATE_DIODE_CHECK_FAILED = 5
+OPENEVSE_STATE_GFI_FAULT = 6
+OPENEVSE_STATE_NO_EARTH_GROUND = 7
+OPENEVSE_STATE_STUCK_RELAY = 8
+OPENEVSE_STATE_GFI_SELF_TEST_FAILED = 9
+OPENEVSE_STATE_OVER_TEMPERATURE = 0
+OPENEVSE_STATE_OVER_CURRENT = 1
+OPENEVSE_STATE_SLEEPING = 4
+OPENEVSE_STATE_DISABLED = 5
+
+KWH_ROUNDING = 2
+
+def run_test_with_dataset(summary_file, dataset: str,
+ expected_solar_kwh: float,
+ expected_ev_kwh : float,
+ expected_kwh_from_solar : float,
+ expected_kwh_from_grid : float,
+ expected_number_of_charges: int,
+ expected_min_time_charging: int,
+ expected_max_time_charging: int,
+ expected_total_time_charging: int,
+ config: bool = False, grid_ie_col: bool = False,
+ solar_col: bool = False, voltage_col: bool = False,
+ separator: str = ',', is_kw: bool = False) -> None:
+ """Run the divert_sim process on the given dataset and return the results"""
+ line_number = 0
+
+ last_date = None
+ last_state = 0
+ charge_start_date = None
+
+ total_solar_wh = 0
+ total_ev_wh = 0
+ wh_from_solar = 0
+ wh_from_grid = 0
+ number_of_charges = 0
+ min_time_charging = 0
+ max_time_charging = 0
+ total_time_charging = 0
+
+ print("Testing dataset: " + dataset)
+
+ # Read in the dataset and pass to the divert_sim process
+ with open(path.join('data', dataset+'.csv'), 'r', encoding="utf-8") as input_data:
+ with open(path.join('output', dataset+'.csv'), 'w', encoding="utf-8") as output_data:
+ # open the divert_sim process
+ command = ["./divert_sim"]
+ if config:
+ command.append("-c")
+ command.append(config)
+ if grid_ie_col:
+ command.append("-g")
+ command.append(str(grid_ie_col))
+ if solar_col:
+ command.append("-s")
+ command.append(str(solar_col))
+ if voltage_col:
+ command.append("-v")
+ command.append(str(voltage_col))
+ if separator:
+ command.append("--sep")
+ command.append(separator)
+ if is_kw:
+ command.append("--kw")
+
+ divert_process = Popen(command, stdin=input_data, stdout=PIPE,
+ stderr=PIPE, universal_newlines=True)
+ while True:
+ output = divert_process.stdout.readline()
+ if output == '' and divert_process.poll() is not None:
+ break
+ if output:
+ output_data.write(output)
+ line_number += 1
+ if line_number > 1:
+ # read in the csv line
+ csv_line = output.split(',')
+ date = datetime.strptime(csv_line[0], '%d/%m/%Y %H:%M:%S')
+ solar = float(csv_line[1])
+ # grid_ie = float(csv_line[2])
+ # pilot = int(csv_line[3])
+ charge_power = float(csv_line[4])
+ # min_charge_power = float(csv_line[5])
+ state = int(csv_line[6])
+ # smoothed_available = float(csv_line[7])
+
+ if last_date is not None:
+ # Get the difference between this date and last date
+ diff = date - last_date
+
+ hours = diff.seconds / 3600
+
+ total_solar_wh += solar * hours
+ ev_wh = charge_power * hours
+ total_ev_wh += charge_power * hours
+ charge_from_solar_wh = min(solar, charge_power) * hours
+ wh_from_solar += charge_from_solar_wh
+ wh_from_grid += ev_wh - charge_from_solar_wh
+
+ if state == OPENEVSE_STATE_CHARGING and last_state != OPENEVSE_STATE_CHARGING:
+ number_of_charges += 1
+ charge_start_date = date
+
+ if state != OPENEVSE_STATE_CHARGING and last_state == OPENEVSE_STATE_CHARGING:
+ this_session_time_charging = (date - charge_start_date).seconds
+ total_time_charging += this_session_time_charging
+ if min_time_charging == 0 or this_session_time_charging < min_time_charging:
+ min_time_charging = this_session_time_charging
+ if this_session_time_charging > max_time_charging:
+ max_time_charging = this_session_time_charging
+
+ last_date = date
+ last_state = state
+
+ solar_kwh=total_solar_wh / 1000
+ ev_kwh=total_ev_wh / 1000
+ kwh_from_solar=wh_from_solar / 1000
+ kwh_from_grid=wh_from_grid / 1000
+
+ summary_file.write(f'"{dataset}",{solar_kwh},{ev_kwh},{kwh_from_solar},{kwh_from_grid},{number_of_charges},{min_time_charging},{max_time_charging},{total_time_charging}\n')
+
+ assert round(solar_kwh, KWH_ROUNDING) == expected_solar_kwh
+ assert round(ev_kwh, KWH_ROUNDING) == expected_ev_kwh
+ assert round(kwh_from_solar, KWH_ROUNDING) == expected_kwh_from_solar
+ assert round(kwh_from_grid, KWH_ROUNDING) == expected_kwh_from_grid
+ assert number_of_charges == expected_number_of_charges
+ assert min_time_charging == expected_min_time_charging
+ assert max_time_charging == expected_max_time_charging
+ assert total_time_charging == expected_total_time_charging
+
+
+def test_divert() -> None:
+ """Run the divert_sim process on all the datasets in the data directory"""
+ with open(path.join('output', 'summary.csv'), 'w', encoding="utf-8") as summary_file:
+ summary_file.write('"Dataset","Total Solar (kWh)","Total EV Charge (kWh)","Charge from solar (kWh)","Charge from grid (kWh)","Number of charges","Min time charging","Max time charging","Total time charging"\n')
+ run_test_with_dataset(summary_file, 'almostperfect',
+ 21.08, 17.24, 17.05, 0.19, 1, 30060, 30060, 30060)
+ run_test_with_dataset(summary_file, 'CloudyMorning',
+ 16.64, 13.03, 12.67, 0.36, 1, 22200, 22200, 22200)
+ run_test_with_dataset(summary_file, 'day1',
+ 10.12, 7.48, 6.71, 0.77, 5, 660, 10080, 13740)
+ run_test_with_dataset(summary_file, 'day2',
+ 12.35, 9.88, 9.86, 0.02, 1, 19920, 19920, 19920)
+ run_test_with_dataset(summary_file, 'day3',
+ 5.09, 2.22, 1.60, 0.62, 5, 660, 2400, 5340)
+ run_test_with_dataset(summary_file, 'day1_grid_ie',
+ 15.13, 8.83, 8.47, 0.36, 5, 660, 7800, 19860,
+ grid_ie_col=2)
+ run_test_with_dataset(summary_file, 'day2_grid_ie',
+ 10.85, 7.66, 6.16, 1.50, 10, 420, 7980, 16260,
+ grid_ie_col=2)
+ run_test_with_dataset(summary_file, 'day3_grid_ie',
+ 12.13, 6.32, 6.27, 0.05, 2, 3660, 9840, 13500,
+ grid_ie_col=2)
+ run_test_with_dataset(summary_file, 'solar-vrms',
+ 13.85, 12.26, 12.10, 0.17, 1, 22080, 22080, 22080,
+ voltage_col=2)
+ run_test_with_dataset(summary_file, 'Energy_and_Power_Day_2020-03-22',
+ 41.87, 38.52, 38.41, 0.11, 1, 28800, 28800, 28800,
+ separator=';', is_kw=True, config='{"divert_decay_smoothing_factor":0.4}')
+ run_test_with_dataset(summary_file, 'Energy_and_Power_Day_2020-03-31',
+ 23.91, 18.78, 18.66, 0.12, 1, 22500, 22500, 22500,
+ separator=';', is_kw=True, config='{"divert_decay_smoothing_factor":0.4}')
+ run_test_with_dataset(summary_file, 'Energy_and_Power_Day_2020-04-01',
+ 38.89, 36.72, 36.41, 0.32, 1, 27000, 27000, 27000,
+ separator=';', is_kw=True, config='{"divert_decay_smoothing_factor":0.4}')
+
+if __name__ == '__main__':
+ # Run the script
+ test_divert()
diff --git a/divert_sim/view.html b/divert_sim/view.html
index b84b8f1c..47f198c9 100644
--- a/divert_sim/view.html
+++ b/divert_sim/view.html
@@ -6,6 +6,7 @@
+