From f8e460bd837a68f21bb04196e0e1069b3d002a0a Mon Sep 17 00:00:00 2001
From: Yoann Janvier <yojvr@users.noreply.github.com>
Date: Thu, 2 Nov 2023 15:28:22 +0100
Subject: [PATCH] First version of powsybl backend (#4)

Signed-off-by: Yoann Janvier <yojvr@users.noreply.github.com>
Co-authored-by: rtschupp <remi.tschupp@gmail.com>
Co-authored-by: Vincent Renault <vinault@users.noreply.github.com>
---
 Authors.txt                                   |    4 +
 ChronicsCreatorAuthors.txt                    |    4 +
 Notebook/CleanWorkflow1stAssessment.ipynb     | 4377 +++++++++++++++++
 Notebook/Conversion issues.ipynb              |  554 +++
 .../Tests move connectable and bugs.ipynb     | 3168 ++++++++++++
 README.md                                     |  122 +-
 chronics_chreator.py                          |  330 ++
 pyproject.toml                                |   21 +
 src/Backend/__init__.py                       |    9 +
 src/Backend/network.py                        |   79 +
 src/Backend/powsybl_backend.py                | 1464 ++++++
 src/ScriptForSimpleUseCase.py                 |   73 +
 src/__init__.py                               |   12 +
 .../chronics/0000/load_p.csv                  |  577 +++
 .../chronics/0000/load_p.csv.bz2              |  Bin 0 -> 4954 bytes
 .../chronics/0000/load_p_forecasted.csv       |  577 +++
 .../chronics/0000/load_p_forecasted.csv.bz2   |  Bin 0 -> 4045 bytes
 .../chronics/0000/load_q.csv.bz2              |  Bin 0 -> 4316 bytes
 .../chronics/0000/load_q_forecasted.csv.bz2   |  Bin 0 -> 3408 bytes
 .../chronics/0000/prod_p.csv                  |  577 +++
 .../chronics/0000/prod_p.csv.bz2              |  Bin 0 -> 3546 bytes
 .../chronics/0000/prod_p_forecasted.csv.bz2   |  Bin 0 -> 3173 bytes
 .../chronics/0000/prod_v.csv                  |  577 +++
 .../chronics/0000/prod_v.csv.bz2              |  Bin 0 -> 107 bytes
 .../chronics/0000/prod_v_forecasted.csv       |  577 +++
 .../chronics/0000/prod_v_forecasted.csv.bz2   |  Bin 0 -> 107 bytes
 .../chronics/0000/start_datetime.info         |    1 +
 .../chronics/0000/time_interval.info          |    1 +
 .../chronics/0001/load_p.csv                  |  577 +++
 .../chronics/0001/load_p.csv.bz2              |  Bin 0 -> 5215 bytes
 .../chronics/0001/load_p_forecasted.csv       |  577 +++
 .../chronics/0001/load_p_forecasted.csv.bz2   |  Bin 0 -> 4420 bytes
 .../chronics/0001/load_q.csv.bz2              |  Bin 0 -> 4523 bytes
 .../chronics/0001/load_q_forecasted.csv.bz2   |  Bin 0 -> 3645 bytes
 .../chronics/0001/prod_p.csv.bz2              |  Bin 0 -> 3596 bytes
 .../chronics/0001/prod_p_forecasted.csv.bz2   |  Bin 0 -> 3272 bytes
 .../chronics/0001/prod_v.csv.bz2              |  Bin 0 -> 107 bytes
 .../chronics/0001/prod_v_forecasted.csv.bz2   |  Bin 0 -> 107 bytes
 .../chronics/0001/start_datetime.info         |    1 +
 .../chronics/0001/time_interval.info          |    1 +
 .../chronics/0002/load_p.csv.bz2              |  Bin 0 -> 5411 bytes
 .../chronics/0002/load_p_forecasted.csv.bz2   |  Bin 0 -> 4643 bytes
 .../chronics/0002/load_q.csv.bz2              |  Bin 0 -> 4749 bytes
 .../chronics/0002/load_q_forecasted.csv.bz2   |  Bin 0 -> 3870 bytes
 .../chronics/0002/prod_p.csv.bz2              |  Bin 0 -> 3739 bytes
 .../chronics/0002/prod_p_forecasted.csv.bz2   |  Bin 0 -> 3515 bytes
 .../chronics/0002/prod_v.csv.bz2              |  Bin 0 -> 107 bytes
 .../chronics/0002/prod_v_forecasted.csv.bz2   |  Bin 0 -> 107 bytes
 .../chronics/0002/start_datetime.info         |    1 +
 .../chronics/0002/time_interval.info          |    1 +
 .../l2rpn_case14_sandbox_Pypowsybl/config.py  |   40 +
 .../l2rpn_case14_sandbox_Pypowsybl/grid.json  | 1780 +++++++
 .../grid_layout.json                          |   58 +
 .../prods_charac.csv                          |    7 +
 src/setup.py                                  |    0
 src/tests/__init__.py                         |    7 +
 src/tests/base_backend_test_powsybl.py        | 3197 ++++++++++++
 src/tests/test_powsybl_backend.py             |   82 +
 58 files changed, 19432 insertions(+), 1 deletion(-)
 create mode 100644 Authors.txt
 create mode 100644 ChronicsCreatorAuthors.txt
 create mode 100644 Notebook/CleanWorkflow1stAssessment.ipynb
 create mode 100644 Notebook/Conversion issues.ipynb
 create mode 100644 Notebook/Tests move connectable and bugs.ipynb
 create mode 100644 chronics_chreator.py
 create mode 100644 pyproject.toml
 create mode 100644 src/Backend/__init__.py
 create mode 100644 src/Backend/network.py
 create mode 100644 src/Backend/powsybl_backend.py
 create mode 100644 src/ScriptForSimpleUseCase.py
 create mode 100644 src/__init__.py
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_p.csv
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_p.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_p_forecasted.csv
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_p_forecasted.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_q.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_q_forecasted.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_p.csv
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_p.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_p_forecasted.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_v.csv
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_v.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_v_forecasted.csv
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_v_forecasted.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/start_datetime.info
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/time_interval.info
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_p.csv
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_p.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_p_forecasted.csv
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_p_forecasted.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_q.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_q_forecasted.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/prod_p.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/prod_p_forecasted.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/prod_v.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/prod_v_forecasted.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/start_datetime.info
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/time_interval.info
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/load_p.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/load_p_forecasted.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/load_q.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/load_q_forecasted.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/prod_p.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/prod_p_forecasted.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/prod_v.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/prod_v_forecasted.csv.bz2
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/start_datetime.info
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/time_interval.info
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/config.py
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/grid.json
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/grid_layout.json
 create mode 100644 src/data_test/l2rpn_case14_sandbox_Pypowsybl/prods_charac.csv
 create mode 100644 src/setup.py
 create mode 100644 src/tests/__init__.py
 create mode 100644 src/tests/base_backend_test_powsybl.py
 create mode 100644 src/tests/test_powsybl_backend.py

diff --git a/Authors.txt b/Authors.txt
new file mode 100644
index 0000000..efb4765
--- /dev/null
+++ b/Authors.txt
@@ -0,0 +1,4 @@
+Authors for src code :
+Rémi Tschupp <remi.tschupp@artelys.com>
+Yoann Janvier <yoann.janvier@artelys.com>
+Vincent Renault <vincent.renault@artelys.com>
\ No newline at end of file
diff --git a/ChronicsCreatorAuthors.txt b/ChronicsCreatorAuthors.txt
new file mode 100644
index 0000000..f14b7d7
--- /dev/null
+++ b/ChronicsCreatorAuthors.txt
@@ -0,0 +1,4 @@
+ChronicsCreator authors:
+Rémi Tschupp <remi.tschupp@artelys.com>
+Yoann Janvier <yoann.janvier@artelys.com>
+Benjamin Donnot <benjamin.donnot@rte-france.com>
\ No newline at end of file
diff --git a/Notebook/CleanWorkflow1stAssessment.ipynb b/Notebook/CleanWorkflow1stAssessment.ipynb
new file mode 100644
index 0000000..a604d05
--- /dev/null
+++ b/Notebook/CleanWorkflow1stAssessment.ipynb
@@ -0,0 +1,4377 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "7137b170",
+   "metadata": {},
+   "source": [
+    "# Notebook for first assessment"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b8b07e65",
+   "metadata": {},
+   "source": [
+    "### Import of libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "fb5651a9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pypowsybl.network as pp\n",
+    "import pypowsybl.loadflow as lf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "3ebd4552",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandapower as pdp\n",
+    "import pandapower.networks as pn\n",
+    "from pandapower.plotting.plotly import simple_plotly"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "83c314ef",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\rtschupp\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\test-paKUVtLg-py3.10\\lib\\site-packages\\grid2op\\Backend\\PandaPowerBackend.py:31: UserWarning: Numba cannot be loaded. You will gain possibly massive speed if installing it by \n",
+      "\tC:\\Users\\rtschupp\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\test-paKUVtLg-py3.10\\Scripts\\python.exe -m pip install numba\n",
+      "\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
+   "source": [
+    "import grid2op"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1c361152",
+   "metadata": {},
+   "source": [
+    "## First part : drop IEEE14 realisitic scenario by Grid2op and load it with pypowsybl"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fd3dc633",
+   "metadata": {},
+   "source": [
+    "#### Export of Grid2op IEEE14 realistic scenario by Grid2op"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "9fce99eb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "env = grid2op.make(\"rte_case14_realistic\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c7c7b01e",
+   "metadata": {},
+   "source": [
+    "Use of pandapower (which is the default backend of Grid2op) to convert our grid file to a .mat file rather then a .json file. Pypowsybl could only read matpower, xiidm, UCTE, CGMES, PSS/E or IEEE-CDF type of file. So this is the only possible type of file that is making the bridge between pandapower and powsybl backend."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "b15d9492",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "gen vm_pu > bus max_vm_pu for gens [2 3]. Setting bus limit for these gens.\n"
+     ]
+    }
+   ],
+   "source": [
+    "_ = pdp.converter.to_mpc(env.backend._grid, \"case14_grid2op_realistic.mat\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4368f603",
+   "metadata": {},
+   "source": [
+    "#### Load of Grid2op's IEEE14 realistic dropped matpower file with pypowsybl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "102fda5a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pypowsybl_network = pp.load(\"case14_grid2op_realistic.mat\",{'matpower.import.ignore-base-voltage' : 'false'}) #change the voltage from per unit to Kv"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5c7b825f",
+   "metadata": {},
+   "source": [
+    "#### Visualisation of the network"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "01ec812e",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
+       "<svg width=\"598.70\" height=\"600.00\" viewBox=\"-920.95 -877.83 2048.83 2053.29\" xmlns=\"http://www.w3.org/2000/svg\">\n",
+       "    <style><![CDATA[\n",
+       ".nad-branch-edges .nad-edge-path, .nad-3wt-edges .nad-edge-path {stroke: var(--nad-vl-color, lightgrey); stroke-width: 5; fill: none}\n",
+       ".nad-branch-edges .nad-winding, .nad-3wt-nodes .nad-winding {stroke: var(--nad-vl-color, lightgrey); stroke-width: 5; fill: none}\n",
+       ".nad-text-edges {stroke: black; stroke-width: 3; stroke-dasharray: 6,7}\n",
+       ".nad-disconnected .nad-edge-path {stroke-dasharray: 10,10}\n",
+       ".nad-vl-nodes .nad-busnode {fill: var(--nad-vl-color, lightgrey)}\n",
+       ".nad-vl-nodes circle.nad-unknown-busnode {stroke: var(--nad-vl-color, #808080); stroke-width: 5; stroke-dasharray: 5,5; fill: none}\n",
+       ".nad-hvdc-edge polyline.nad-hvdc {stroke: grey; stroke-width: 40}\n",
+       ".nad-dangling-line-edge {stroke: var(--nad-vl-color, lightgrey); stroke-width: 1; fill: none}\n",
+       ".nad-pst-arrow {stroke: #6a6a6a; stroke-width: 4; stroke-linecap: round; fill: none}\n",
+       ".nad-state-out .nad-arrow-in {visibility: hidden}\n",
+       ".nad-state-in .nad-arrow-out {visibility: hidden}\n",
+       ".nad-active path {stroke: none; fill: #546e7a}\n",
+       ".nad-active {visibility: visible}\n",
+       ".nad-reactive {visibility: hidden}\n",
+       ".nad-reactive path {stroke: none; fill: #0277bd}\n",
+       ".nad-text-background {flood-color: #90a4aeaa}\n",
+       ".nad-text-nodes {font: 25px serif; fill: black; dominant-baseline: central}\n",
+       ".nad-text-nodes foreignObject {overflow: visible; color: black}\n",
+       ".nad-label-box {background-color: #6c6c6c20; width: max-content; padding: 10px; border-radius: 10px;}\n",
+       ".nad-legend-square {width: 20px; height: 20px; background: var(--nad-vl-color, black);}\n",
+       ".nad-edge-infos text, .nad-edge-label text {font: 20px serif; dominant-baseline:middle; stroke: #FFFFFFAA; stroke-width: 10; stroke-linejoin:round; paint-order: stroke}\n",
+       ".nad-edge-infos .nad-state-in text {fill: #b71c1c}\n",
+       ".nad-edge-infos .nad-state-out text {fill: #2e7d32}\n",
+       ".nad-disconnected {--nad-vl-color: #808080}\n",
+       ".nad-vl0to30-line {--nad-vl-color: #afb42b}\n",
+       ".nad-vl0to30-0 {--nad-vl-color: #827717}\n",
+       ".nad-vl0to30-1 {--nad-vl-color: #d4e157}\n",
+       ".nad-vl0to30-2 {--nad-vl-color: #e6ee9c}\n",
+       ".nad-vl0to30-3 {--nad-vl-color: #c0ca33}\n",
+       ".nad-vl0to30-4 {--nad-vl-color: #f0fc83}\n",
+       ".nad-vl0to30-5 {--nad-vl-color: #9e9d24}\n",
+       ".nad-vl0to30-6 {--nad-vl-color: #cddc39}\n",
+       ".nad-vl0to30-7 {--nad-vl-color: #dce775}\n",
+       ".nad-vl0to30-8 {--nad-vl-color: #ddfc88}\n",
+       ".nad-vl30to50-line {--nad-vl-color: #ef9a9a}\n",
+       ".nad-vl30to50-0 {--nad-vl-color: #c2185b}\n",
+       ".nad-vl30to50-1 {--nad-vl-color: #f06292}\n",
+       ".nad-vl30to50-2 {--nad-vl-color: #d81b60}\n",
+       ".nad-vl30to50-3 {--nad-vl-color: #ec407a}\n",
+       ".nad-vl30to50-4 {--nad-vl-color: #880e4f}\n",
+       ".nad-vl30to50-5 {--nad-vl-color: #ad1457}\n",
+       ".nad-vl30to50-6 {--nad-vl-color: #e91e63}\n",
+       ".nad-vl30to50-7 {--nad-vl-color: #f48fb1}\n",
+       ".nad-vl30to50-8 {--nad-vl-color: #f8bbd0}\n",
+       ".nad-vl50to70-line {--nad-vl-color: #9c27b0}\n",
+       ".nad-vl50to70-0 {--nad-vl-color: #7b1fa2}\n",
+       ".nad-vl50to70-1 {--nad-vl-color: #ba68c8}\n",
+       ".nad-vl50to70-2 {--nad-vl-color: #512da8}\n",
+       ".nad-vl50to70-3 {--nad-vl-color: #ab47bc}\n",
+       ".nad-vl50to70-4 {--nad-vl-color: #e1bee7}\n",
+       ".nad-vl50to70-5 {--nad-vl-color: #6a1b9a}\n",
+       ".nad-vl50to70-6 {--nad-vl-color: #4a148c}\n",
+       ".nad-vl50to70-7 {--nad-vl-color: #ce93d8}\n",
+       ".nad-vl50to70-8 {--nad-vl-color: #9575cd}\n",
+       ".nad-vl70to120-line {--nad-vl-color: #e65100}\n",
+       ".nad-vl70to120-0 {--nad-vl-color: #fb8c00}\n",
+       ".nad-vl70to120-1 {--nad-vl-color: #ffb74d}\n",
+       ".nad-vl70to120-2 {--nad-vl-color: #f57c00}\n",
+       ".nad-vl70to120-3 {--nad-vl-color: #ffa726}\n",
+       ".nad-vl70to120-4 {--nad-vl-color: #ffe0b2}\n",
+       ".nad-vl70to120-5 {--nad-vl-color: #ef6c00}\n",
+       ".nad-vl70to120-6 {--nad-vl-color: #ff9800}\n",
+       ".nad-vl70to120-7 {--nad-vl-color: #ffcc80}\n",
+       ".nad-vl70to120-8 {--nad-vl-color: #fff3e0}\n",
+       ".nad-vl120to180-line {--nad-vl-color: #00ACC1}\n",
+       ".nad-vl120to180-0 {--nad-vl-color: #4fc3f7}\n",
+       ".nad-vl120to180-1 {--nad-vl-color: #01579b}\n",
+       ".nad-vl120to180-2 {--nad-vl-color: #b3e5fc}\n",
+       ".nad-vl120to180-3 {--nad-vl-color: #039be5}\n",
+       ".nad-vl120to180-4 {--nad-vl-color: #81d4fa}\n",
+       ".nad-vl120to180-5 {--nad-vl-color: #0288d1}\n",
+       ".nad-vl120to180-6 {--nad-vl-color: #29b6f6}\n",
+       ".nad-vl120to180-7 {--nad-vl-color: #0277bd}\n",
+       ".nad-vl120to180-8 {--nad-vl-color: #03a9f4}\n",
+       ".nad-vl180to300-line {--nad-vl-color: #2e7d32}\n",
+       ".nad-vl180to300-0 {--nad-vl-color: #81c784}\n",
+       ".nad-vl180to300-1 {--nad-vl-color: #558b2f}\n",
+       ".nad-vl180to300-2 {--nad-vl-color: #c8e6c9}\n",
+       ".nad-vl180to300-3 {--nad-vl-color: #43a047}\n",
+       ".nad-vl180to300-4 {--nad-vl-color: #a5d6a7}\n",
+       ".nad-vl180to300-5 {--nad-vl-color: #388e3c}\n",
+       ".nad-vl180to300-6 {--nad-vl-color: #66bb6a}\n",
+       ".nad-vl180to300-7 {--nad-vl-color: #1b5e20}\n",
+       ".nad-vl180to300-8 {--nad-vl-color: #4caf50}\n",
+       ".nad-vl300to500-line {--nad-vl-color: #d32f2f}\n",
+       ".nad-vl300to500-0 {--nad-vl-color: #ef5350}\n",
+       ".nad-vl300to500-1 {--nad-vl-color: #ef9a9a}\n",
+       ".nad-vl300to500-2 {--nad-vl-color: #b71c1c}\n",
+       ".nad-vl300to500-3 {--nad-vl-color: #e57373}\n",
+       ".nad-vl300to500-4 {--nad-vl-color: #e53935}\n",
+       ".nad-vl300to500-5 {--nad-vl-color: #ff8a80}\n",
+       ".nad-vl300to500-6 {--nad-vl-color: #f44336}\n",
+       ".nad-vl300to500-7 {--nad-vl-color: #ffcdd2}\n",
+       ".nad-vl300to500-8 {--nad-vl-color: #c62828}\n",
+       ".nad-branch-edges .nad-overload .nad-edge-path {animation: line-blink 3s infinite}\n",
+       ".nad-vl-nodes .nad-overvoltage {animation: node-over-blink 3s infinite}\n",
+       ".nad-vl-nodes .nad-undervoltage {animation: node-under-blink 3s infinite}\n",
+       "\n",
+       "@keyframes line-blink {\n",
+       "  0%, 80%, 100% {stroke: var(--nad-vl-color, black); stroke-width: 5}\n",
+       "  40% {stroke: #FFEB3B; stroke-width: 15}\n",
+       "}\n",
+       "@keyframes node-over-blink {\n",
+       "  0%, 80%, 100% {stroke: white; stroke-width: 0}\n",
+       "  40% {stroke: #ff5722; stroke-width: 15}\n",
+       "}\n",
+       "@keyframes node-under-blink {\n",
+       "  0%, 80%, 100% {stroke: white; stroke-width: 0}\n",
+       "  40% {stroke: #00BCD4; stroke-width: 15}\n",
+       "}\n",
+       "]]></style>\n",
+       "    <metadata>\n",
+       "        <nad:nad xmlns:nad=\"http://www.powsybl.org/schema/nad-metadata/1_0\">\n",
+       "            <nad:busNodes>\n",
+       "                <nad:busNode svgId=\"1\" equipmentId=\"VL-1_0\"/>\n",
+       "                <nad:busNode svgId=\"3\" equipmentId=\"VL-10_0\"/>\n",
+       "                <nad:busNode svgId=\"5\" equipmentId=\"VL-11_0\"/>\n",
+       "                <nad:busNode svgId=\"7\" equipmentId=\"VL-12_0\"/>\n",
+       "                <nad:busNode svgId=\"9\" equipmentId=\"VL-13_0\"/>\n",
+       "                <nad:busNode svgId=\"11\" equipmentId=\"VL-14_0\"/>\n",
+       "                <nad:busNode svgId=\"13\" equipmentId=\"VL-2_0\"/>\n",
+       "                <nad:busNode svgId=\"15\" equipmentId=\"VL-3_0\"/>\n",
+       "                <nad:busNode svgId=\"17\" equipmentId=\"VL-4_0\"/>\n",
+       "                <nad:busNode svgId=\"19\" equipmentId=\"VL-5_0\"/>\n",
+       "                <nad:busNode svgId=\"21\" equipmentId=\"VL-6_0\"/>\n",
+       "                <nad:busNode svgId=\"23\" equipmentId=\"VL-7_0\"/>\n",
+       "                <nad:busNode svgId=\"25\" equipmentId=\"VL-8_0\"/>\n",
+       "                <nad:busNode svgId=\"27\" equipmentId=\"VL-9_0\"/>\n",
+       "            </nad:busNodes>\n",
+       "            <nad:nodes>\n",
+       "                <nad:node svgId=\"0\" equipmentId=\"VL-1\" x=\"517.01\" y=\"-642.50\"/>\n",
+       "                <nad:node svgId=\"2\" equipmentId=\"VL-10\" x=\"-518.51\" y=\"516.42\"/>\n",
+       "                <nad:node svgId=\"4\" equipmentId=\"VL-11\" x=\"-720.95\" y=\"118.61\"/>\n",
+       "                <nad:node svgId=\"6\" equipmentId=\"VL-12\" x=\"-635.66\" y=\"-662.83\"/>\n",
+       "                <nad:node svgId=\"8\" equipmentId=\"VL-13\" x=\"-630.18\" y=\"-297.82\"/>\n",
+       "                <nad:node svgId=\"10\" equipmentId=\"VL-14\" x=\"-308.48\" y=\"92.20\"/>\n",
+       "                <nad:node svgId=\"12\" equipmentId=\"VL-2\" x=\"596.05\" y=\"-263.35\"/>\n",
+       "                <nad:node svgId=\"14\" equipmentId=\"VL-3\" x=\"827.88\" y=\"25.42\"/>\n",
+       "                <nad:node svgId=\"16\" equipmentId=\"VL-4\" x=\"405.95\" y=\"123.38\"/>\n",
+       "                <nad:node svgId=\"18\" equipmentId=\"VL-5\" x=\"225.14\" y=\"-349.97\"/>\n",
+       "                <nad:node svgId=\"20\" equipmentId=\"VL-6\" x=\"-336.09\" y=\"-378.75\"/>\n",
+       "                <nad:node svgId=\"22\" equipmentId=\"VL-7\" x=\"369.06\" y=\"599.72\"/>\n",
+       "                <nad:node svgId=\"24\" equipmentId=\"VL-8\" x=\"568.63\" y=\"975.46\"/>\n",
+       "                <nad:node svgId=\"26\" equipmentId=\"VL-9\" x=\"-23.76\" y=\"416.70\"/>\n",
+       "            </nad:nodes>\n",
+       "            <nad:edges>\n",
+       "                <nad:edge svgId=\"28\" equipmentId=\"LINE-1-2\" node1=\"0\" node2=\"12\"/>\n",
+       "                <nad:edge svgId=\"29\" equipmentId=\"LINE-1-5\" node1=\"0\" node2=\"18\"/>\n",
+       "                <nad:edge svgId=\"30\" equipmentId=\"LINE-9-10\" node1=\"26\" node2=\"2\"/>\n",
+       "                <nad:edge svgId=\"31\" equipmentId=\"LINE-10-11\" node1=\"2\" node2=\"4\"/>\n",
+       "                <nad:edge svgId=\"32\" equipmentId=\"LINE-6-11\" node1=\"20\" node2=\"4\"/>\n",
+       "                <nad:edge svgId=\"33\" equipmentId=\"LINE-6-12\" node1=\"20\" node2=\"6\"/>\n",
+       "                <nad:edge svgId=\"34\" equipmentId=\"LINE-12-13\" node1=\"6\" node2=\"8\"/>\n",
+       "                <nad:edge svgId=\"35\" equipmentId=\"LINE-6-13\" node1=\"20\" node2=\"8\"/>\n",
+       "                <nad:edge svgId=\"36\" equipmentId=\"LINE-13-14\" node1=\"8\" node2=\"10\"/>\n",
+       "                <nad:edge svgId=\"37\" equipmentId=\"LINE-9-14\" node1=\"26\" node2=\"10\"/>\n",
+       "                <nad:edge svgId=\"38\" equipmentId=\"LINE-2-3\" node1=\"12\" node2=\"14\"/>\n",
+       "                <nad:edge svgId=\"39\" equipmentId=\"LINE-2-4\" node1=\"12\" node2=\"16\"/>\n",
+       "                <nad:edge svgId=\"40\" equipmentId=\"LINE-2-5\" node1=\"12\" node2=\"18\"/>\n",
+       "                <nad:edge svgId=\"41\" equipmentId=\"LINE-3-4\" node1=\"14\" node2=\"16\"/>\n",
+       "                <nad:edge svgId=\"42\" equipmentId=\"LINE-4-5\" node1=\"16\" node2=\"18\"/>\n",
+       "                <nad:edge svgId=\"43\" equipmentId=\"TWT-4-7\" node1=\"16\" node2=\"22\"/>\n",
+       "                <nad:edge svgId=\"44\" equipmentId=\"TWT-4-9\" node1=\"16\" node2=\"26\"/>\n",
+       "                <nad:edge svgId=\"45\" equipmentId=\"TWT-5-6\" node1=\"18\" node2=\"20\"/>\n",
+       "                <nad:edge svgId=\"46\" equipmentId=\"LINE-7-8\" node1=\"22\" node2=\"24\"/>\n",
+       "                <nad:edge svgId=\"47\" equipmentId=\"LINE-9-7\" node1=\"26\" node2=\"22\"/>\n",
+       "            </nad:edges>\n",
+       "        </nad:nad>\n",
+       "    </metadata>\n",
+       "    <g class=\"nad-vl-nodes\">\n",
+       "        <g transform=\"translate(517.01,-642.50)\" id=\"0\">\n",
+       "            <circle r=\"27.50\" id=\"1\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-518.51,516.42)\" id=\"2\">\n",
+       "            <circle r=\"27.50\" id=\"3\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-720.95,118.61)\" id=\"4\">\n",
+       "            <circle r=\"27.50\" id=\"5\" class=\"nad-overvoltage nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-635.66,-662.83)\" id=\"6\">\n",
+       "            <circle r=\"27.50\" id=\"7\" class=\"nad-overvoltage nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-630.18,-297.82)\" id=\"8\">\n",
+       "            <circle r=\"27.50\" id=\"9\" class=\"nad-overvoltage nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-308.48,92.20)\" id=\"10\">\n",
+       "            <circle r=\"27.50\" id=\"11\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(596.05,-263.35)\" id=\"12\">\n",
+       "            <circle r=\"27.50\" id=\"13\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(827.88,25.42)\" id=\"14\">\n",
+       "            <circle r=\"27.50\" id=\"15\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(405.95,123.38)\" id=\"16\">\n",
+       "            <circle r=\"27.50\" id=\"17\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(225.14,-349.97)\" id=\"18\">\n",
+       "            <circle r=\"27.50\" id=\"19\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-336.09,-378.75)\" id=\"20\">\n",
+       "            <circle r=\"27.50\" id=\"21\" class=\"nad-overvoltage nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(369.06,599.72)\" id=\"22\">\n",
+       "            <circle r=\"27.50\" id=\"23\" class=\"nad-overvoltage nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(568.63,975.46)\" id=\"24\">\n",
+       "            <circle r=\"27.50\" id=\"25\" class=\"nad-overvoltage nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-23.76,416.70)\" id=\"26\">\n",
+       "            <circle r=\"27.50\" id=\"27\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "    </g>\n",
+       "    <g class=\"nad-branch-edges\">\n",
+       "        <g id=\"28\">\n",
+       "            <g id=\"28.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"522.62,-615.58 556.53,-452.92\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(529.25,-583.76)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(168.22)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(78.22)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(168.22)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(78.22)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"28.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"590.44,-290.27 556.53,-452.92\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(583.81,-322.09)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-11.78)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-281.78)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-11.78)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-281.78)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(556.53,-452.92)\">\n",
+       "                    <text transform=\"rotate(78.22)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-1-2</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"29\">\n",
+       "            <g id=\"29.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"497.59,-623.03 371.07,-496.24\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(474.63,-600.03)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-135.06)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-45.06)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-135.06)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-45.06)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"29.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"244.56,-369.44 371.07,-496.24\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(267.51,-392.45)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(44.94)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-45.06)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(44.94)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-45.06)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(371.07,-496.24)\">\n",
+       "                    <text transform=\"rotate(-45.06)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-1-5</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"30\">\n",
+       "            <g id=\"30.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-50.72,422.13 -271.14,466.56\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-82.58,428.56)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-101.40)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-11.40)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-101.40)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-11.40)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"30.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-491.55,510.99 -271.14,466.56\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-459.69,504.57)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(78.60)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-11.40)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(78.60)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-11.40)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-271.14,466.56)\">\n",
+       "                    <text transform=\"rotate(-11.40)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-9-10</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"31\">\n",
+       "            <g id=\"31.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-530.98,491.92 -619.73,317.52\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-545.72,462.95)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-26.97)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-296.97)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-26.97)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-296.97)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"31.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-708.48,143.12 -619.73,317.52\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-693.74,172.08)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(153.03)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(63.03)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(153.03)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(63.03)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-619.73,317.52)\">\n",
+       "                    <text transform=\"rotate(-296.97)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-10-11</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"32\">\n",
+       "            <g id=\"32.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-352.92,-357.00 -528.52,-130.07\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-372.81,-331.29)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-142.27)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-52.27)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-142.27)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-52.27)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"32.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-704.13,96.86 -528.52,-130.07\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-684.24,71.16)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(37.73)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-52.27)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(37.73)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-52.27)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-528.52,-130.07)\">\n",
+       "                    <text transform=\"rotate(-52.27)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-6-11</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"33\">\n",
+       "            <g id=\"33.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-356.05,-397.67 -485.88,-520.79\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-379.63,-420.03)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-46.52)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-316.52)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-46.52)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-316.52)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"33.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-615.70,-643.91 -485.88,-520.79\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-592.12,-621.54)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(133.48)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(43.48)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(133.48)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(43.48)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-485.88,-520.79)\">\n",
+       "                    <text transform=\"rotate(-316.52)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-6-12</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"34\">\n",
+       "            <g id=\"34.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-635.25,-635.33 -632.92,-480.33\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-634.76,-602.84)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(179.14)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(89.14)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(179.14)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(89.14)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"34.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-630.60,-325.32 -632.92,-480.33\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-631.08,-357.82)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-0.86)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-270.86)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-0.86)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-270.86)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-632.92,-480.33)\">\n",
+       "                    <text transform=\"rotate(89.14)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-12-13</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"35\">\n",
+       "            <g id=\"35.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-362.61,-371.45 -483.14,-338.29\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-393.94,-362.83)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-105.38)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-15.38)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-105.38)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-15.38)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"35.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-603.67,-305.12 -483.14,-338.29\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-572.34,-313.74)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(74.62)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-15.38)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(74.62)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-15.38)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-483.14,-338.29)\">\n",
+       "                    <text transform=\"rotate(-15.38)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-6-13</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"36\">\n",
+       "            <g id=\"36.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-612.69,-276.61 -469.33,-102.81\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-592.01,-251.54)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(140.48)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(50.48)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(140.48)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(50.48)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"36.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-325.97,70.98 -469.33,-102.81\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-346.65,45.91)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-39.52)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-309.52)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-39.52)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-309.52)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-469.33,-102.81)\">\n",
+       "                    <text transform=\"rotate(50.48)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-13-14</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"37\">\n",
+       "            <g id=\"37.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-41.90,396.03 -166.12,254.45\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-63.34,371.60)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-41.26)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-311.26)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-41.26)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-311.26)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"37.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-290.34,112.87 -166.12,254.45\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-268.90,137.30)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(138.74)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(48.74)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(138.74)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(48.74)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-166.12,254.45)\">\n",
+       "                    <text transform=\"rotate(-311.26)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-9-14</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"38\">\n",
+       "            <g id=\"38.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"613.27,-241.90 711.96,-118.97\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(633.61,-216.56)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(141.24)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(51.24)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(141.24)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(51.24)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"38.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"810.66,3.97 711.96,-118.97\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(790.31,-21.37)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-38.76)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-308.76)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-38.76)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-308.76)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(711.96,-118.97)\">\n",
+       "                    <text transform=\"rotate(51.24)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-2-3</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"39\">\n",
+       "            <g id=\"39.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"583.92,-238.67 501.00,-69.99\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(569.58,-209.50)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-153.82)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-63.82)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-153.82)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-63.82)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"39.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"418.08,98.70 501.00,-69.99\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(432.42,69.53)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(26.18)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-63.82)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(26.18)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-63.82)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(501.00,-69.99)\">\n",
+       "                    <text transform=\"rotate(-63.82)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-2-4</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"40\">\n",
+       "            <g id=\"40.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"569.27,-269.60 410.59,-306.66\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(537.62,-276.99)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-76.85)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-346.85)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-76.85)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-346.85)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"40.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"251.92,-343.72 410.59,-306.66\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(283.56,-336.33)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(103.15)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(13.15)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(103.15)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(13.15)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(410.59,-306.66)\">\n",
+       "                    <text transform=\"rotate(-346.85)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-2-5</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"41\">\n",
+       "            <g id=\"41.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"801.09,31.63 616.91,74.40\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(769.43,38.98)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-103.07)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-13.07)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-103.07)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-13.07)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"41.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"432.74,117.16 616.91,74.40\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(464.40,109.81)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(76.93)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-13.07)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(76.93)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-13.07)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(616.91,74.40)\">\n",
+       "                    <text transform=\"rotate(-13.07)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-3-4</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"42\">\n",
+       "            <g id=\"42.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"396.14,97.69 315.54,-113.30\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(384.54,67.33)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-20.91)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-290.91)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-20.91)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-290.91)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"42.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"234.95,-324.28 315.54,-113.30\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(246.55,-293.92)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(159.09)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(69.09)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(159.09)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(69.09)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(315.54,-113.30)\">\n",
+       "                    <text transform=\"rotate(-290.91)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-4-5</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"43\">\n",
+       "            <g id=\"43.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"403.83,150.79 389.82,331.64\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(401.32,183.20)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-175.57)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-85.57)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-175.57)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-85.57)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"43.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"371.18,572.30 385.19,391.46\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(373.69,539.90)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(4.43)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-85.57)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(4.43)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-85.57)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <circle class=\"nad-vl120to180-line nad-winding\" cx=\"388.28\" cy=\"351.58\" r=\"20.00\"/>\n",
+       "                <circle class=\"nad-vl0to30-line nad-winding\" cx=\"386.73\" cy=\"371.52\" r=\"20.00\"/>\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(387.51,361.55)\">\n",
+       "                    <text transform=\"rotate(-85.57)\" x=\"0.00\" style=\"text-anchor:middle\">TWT-4-7</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"44\">\n",
+       "            <g id=\"44.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"383.24,138.88 215.87,253.12\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(356.40,157.20)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-124.32)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-34.32)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-124.32)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-34.32)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"44.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-1.05,401.20 166.32,286.95\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(25.79,382.87)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(55.68)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-34.32)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(55.68)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-34.32)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <circle class=\"nad-vl120to180-line nad-winding\" cx=\"199.35\" cy=\"264.40\" r=\"20.00\"/>\n",
+       "                <circle class=\"nad-vl0to30-line nad-winding\" cx=\"182.84\" cy=\"275.68\" r=\"20.00\"/>\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(191.09,270.04)\">\n",
+       "                    <text transform=\"rotate(-34.32)\" x=\"0.00\" style=\"text-anchor:middle\">TWT-4-9</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"45\">\n",
+       "            <g id=\"45.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"197.67,-351.38 -25.52,-362.82\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(165.21,-353.04)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-87.06)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-357.06)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-87.06)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-357.06)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"45.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-308.63,-377.34 -85.44,-365.90\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-276.17,-375.67)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(92.94)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(2.94)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(92.94)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(2.94)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <circle class=\"nad-vl120to180-line nad-winding\" cx=\"-45.49\" cy=\"-363.85\" r=\"20.00\"/>\n",
+       "                <circle class=\"nad-vl0to30-line nad-winding\" cx=\"-65.47\" cy=\"-364.87\" r=\"20.00\"/>\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-55.48,-364.36)\">\n",
+       "                    <text transform=\"rotate(-357.06)\" x=\"0.00\" style=\"text-anchor:middle\">TWT-5-6</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"46\">\n",
+       "            <g id=\"46.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"381.96,624.01 468.84,787.59\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(397.20,652.71)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(152.03)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(62.03)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(152.03)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(62.03)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"46.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"555.73,951.17 468.84,787.59\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(540.48,922.47)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-27.97)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-297.97)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-27.97)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-297.97)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(468.84,787.59)\">\n",
+       "                    <text transform=\"rotate(62.03)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-7-8</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"47\">\n",
+       "            <g id=\"47.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"1.16,428.31 172.65,508.21\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(30.62,442.04)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(114.98)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(24.98)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(114.98)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(24.98)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"47.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"344.13,588.10 172.65,508.21\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(314.67,574.38)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-65.02)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-335.02)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-65.02)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-335.02)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(172.65,508.21)\">\n",
+       "                    <text transform=\"rotate(24.98)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-9-7</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "    </g>\n",
+       "    <g class=\"nad-text-edges\">\n",
+       "        <polyline id=\"0-textedge\" points=\"546.68,-646.95 617.01,-657.50\"/>\n",
+       "        <polyline id=\"2-textedge\" points=\"-488.84,511.97 -418.51,501.42\"/>\n",
+       "        <polyline id=\"4-textedge\" points=\"-691.29,114.16 -620.95,103.61\"/>\n",
+       "        <polyline id=\"6-textedge\" points=\"-605.99,-667.28 -535.66,-677.83\"/>\n",
+       "        <polyline id=\"8-textedge\" points=\"-600.52,-302.28 -530.18,-312.82\"/>\n",
+       "        <polyline id=\"10-textedge\" points=\"-278.81,87.75 -208.48,77.20\"/>\n",
+       "        <polyline id=\"12-textedge\" points=\"625.72,-267.80 696.05,-278.35\"/>\n",
+       "        <polyline id=\"14-textedge\" points=\"857.54,20.97 927.88,10.42\"/>\n",
+       "        <polyline id=\"16-textedge\" points=\"435.62,118.92 505.95,108.38\"/>\n",
+       "        <polyline id=\"18-textedge\" points=\"254.80,-354.42 325.14,-364.97\"/>\n",
+       "        <polyline id=\"20-textedge\" points=\"-306.43,-383.20 -236.09,-393.75\"/>\n",
+       "        <polyline id=\"22-textedge\" points=\"398.73,595.27 469.06,584.72\"/>\n",
+       "        <polyline id=\"24-textedge\" points=\"598.30,971.01 668.63,960.46\"/>\n",
+       "        <polyline id=\"26-textedge\" points=\"5.90,412.25 76.24,401.70\"/>\n",
+       "    </g>\n",
+       "    <g class=\"nad-text-nodes\">\n",
+       "        <foreignObject id=\"0-textnode\" y=\"-682.50\" x=\"617.01\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-1</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td>142.1 kV / 0.0°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"2-textnode\" y=\"476.42\" x=\"-418.51\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-10</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td>21.1 kV / -9.7°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"4-textnode\" y=\"78.61\" x=\"-620.95\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-11</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-overvoltage nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td>21.5 kV / -9.5°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"6-textnode\" y=\"-702.83\" x=\"-535.66\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-12</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-overvoltage nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td>21.6 kV / -9.6°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"8-textnode\" y=\"-337.82\" x=\"-530.18\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-13</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-overvoltage nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td>21.4 kV / -9.6°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"10-textnode\" y=\"52.20\" x=\"-208.48\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-14</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td>20.7 kV / -10.4°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"12-textnode\" y=\"-303.35\" x=\"696.05\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-2</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td>142.1 kV / -1.5°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"14-textnode\" y=\"-14.58\" x=\"927.88\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-3</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td>142.1 kV / -4.0°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"16-textnode\" y=\"83.38\" x=\"505.95\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-4</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td>138.7 kV / -5.3°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"18-textnode\" y=\"-389.97\" x=\"325.14\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-5</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td>139.4 kV / -4.7°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"20-textnode\" y=\"-418.75\" x=\"-236.09\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-6</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-overvoltage nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td>22.0 kV / -9.0°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"22-textnode\" y=\"559.72\" x=\"469.06\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-7</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-overvoltage nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td>14.9 kV / -8.1°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"24-textnode\" y=\"935.46\" x=\"668.63\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-8</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-overvoltage nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td>13.2 kV / -8.1°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"26-textnode\" y=\"376.70\" x=\"76.24\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-9</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td>21.1 kV / -9.6°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "    </g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<pypowsybl.network.Svg at 0x176d646ee00>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pypowsybl_network.get_network_area_diagram()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a2eb19c",
+   "metadata": {},
+   "source": [
+    "#### Run of a loadflow with pypowsybl"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b4c9b83c",
+   "metadata": {},
+   "source": [
+    "AC loadflow"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "ce016f62",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ComponentResult(connected_component_num=0, synchronous_component_num=0, status=CONVERGED, iteration_count=8, slack_bus_id='VL-1_0', slack_bus_active_power_mismatch=7.082909160023066, distributed_active_power=8.627012866844364)]\n"
+     ]
+    }
+   ],
+   "source": [
+    "results_pypow_ac = lf.run_ac(pypowsybl_network,parameters=lf.Parameters(distributed_slack=False))\n",
+    "print(results_pypow_ac)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "553404f0",
+   "metadata": {},
+   "source": [
+    "DC loadflow (optionnal run AC or DC but not both)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "e7ca19f2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ComponentResult(connected_component_num=0, synchronous_component_num=0, status=CONVERGED, iteration_count=0, slack_bus_id='VL-1_0', slack_bus_active_power_mismatch=-3.7000045776367148, distributed_active_power=nan)]\n"
+     ]
+    }
+   ],
+   "source": [
+    "results_pypow_dc = lf.run_dc(pypowsybl_network,parameters=lf.Parameters(distributed_slack=False))\n",
+    "print(results_pypow_dc)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "45e5d5d7",
+   "metadata": {},
+   "source": [
+    "## Second Part : Take an action on the network"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "58353c06",
+   "metadata": {},
+   "source": [
+    "#### An agent takes an action on the network : disconnection of the Line 4-5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "13d6f247",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pypowsybl_network.update_lines(id='LINE-4-5', connected1=False,connected2=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f5cef086",
+   "metadata": {},
+   "source": [
+    "#### Visualisation of the network"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "3cb1fd08",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
+       "<svg width=\"598.70\" height=\"600.00\" viewBox=\"-920.95 -877.83 2048.83 2053.29\" xmlns=\"http://www.w3.org/2000/svg\">\n",
+       "    <style><![CDATA[\n",
+       ".nad-branch-edges .nad-edge-path, .nad-3wt-edges .nad-edge-path {stroke: var(--nad-vl-color, lightgrey); stroke-width: 5; fill: none}\n",
+       ".nad-branch-edges .nad-winding, .nad-3wt-nodes .nad-winding {stroke: var(--nad-vl-color, lightgrey); stroke-width: 5; fill: none}\n",
+       ".nad-text-edges {stroke: black; stroke-width: 3; stroke-dasharray: 6,7}\n",
+       ".nad-disconnected .nad-edge-path {stroke-dasharray: 10,10}\n",
+       ".nad-vl-nodes .nad-busnode {fill: var(--nad-vl-color, lightgrey)}\n",
+       ".nad-vl-nodes circle.nad-unknown-busnode {stroke: var(--nad-vl-color, #808080); stroke-width: 5; stroke-dasharray: 5,5; fill: none}\n",
+       ".nad-hvdc-edge polyline.nad-hvdc {stroke: grey; stroke-width: 40}\n",
+       ".nad-dangling-line-edge {stroke: var(--nad-vl-color, lightgrey); stroke-width: 1; fill: none}\n",
+       ".nad-pst-arrow {stroke: #6a6a6a; stroke-width: 4; stroke-linecap: round; fill: none}\n",
+       ".nad-state-out .nad-arrow-in {visibility: hidden}\n",
+       ".nad-state-in .nad-arrow-out {visibility: hidden}\n",
+       ".nad-active path {stroke: none; fill: #546e7a}\n",
+       ".nad-active {visibility: visible}\n",
+       ".nad-reactive {visibility: hidden}\n",
+       ".nad-reactive path {stroke: none; fill: #0277bd}\n",
+       ".nad-text-background {flood-color: #90a4aeaa}\n",
+       ".nad-text-nodes {font: 25px serif; fill: black; dominant-baseline: central}\n",
+       ".nad-text-nodes foreignObject {overflow: visible; color: black}\n",
+       ".nad-label-box {background-color: #6c6c6c20; width: max-content; padding: 10px; border-radius: 10px;}\n",
+       ".nad-legend-square {width: 20px; height: 20px; background: var(--nad-vl-color, black);}\n",
+       ".nad-edge-infos text, .nad-edge-label text {font: 20px serif; dominant-baseline:middle; stroke: #FFFFFFAA; stroke-width: 10; stroke-linejoin:round; paint-order: stroke}\n",
+       ".nad-edge-infos .nad-state-in text {fill: #b71c1c}\n",
+       ".nad-edge-infos .nad-state-out text {fill: #2e7d32}\n",
+       ".nad-disconnected {--nad-vl-color: #808080}\n",
+       ".nad-vl0to30-line {--nad-vl-color: #afb42b}\n",
+       ".nad-vl0to30-0 {--nad-vl-color: #827717}\n",
+       ".nad-vl0to30-1 {--nad-vl-color: #d4e157}\n",
+       ".nad-vl0to30-2 {--nad-vl-color: #e6ee9c}\n",
+       ".nad-vl0to30-3 {--nad-vl-color: #c0ca33}\n",
+       ".nad-vl0to30-4 {--nad-vl-color: #f0fc83}\n",
+       ".nad-vl0to30-5 {--nad-vl-color: #9e9d24}\n",
+       ".nad-vl0to30-6 {--nad-vl-color: #cddc39}\n",
+       ".nad-vl0to30-7 {--nad-vl-color: #dce775}\n",
+       ".nad-vl0to30-8 {--nad-vl-color: #ddfc88}\n",
+       ".nad-vl30to50-line {--nad-vl-color: #ef9a9a}\n",
+       ".nad-vl30to50-0 {--nad-vl-color: #c2185b}\n",
+       ".nad-vl30to50-1 {--nad-vl-color: #f06292}\n",
+       ".nad-vl30to50-2 {--nad-vl-color: #d81b60}\n",
+       ".nad-vl30to50-3 {--nad-vl-color: #ec407a}\n",
+       ".nad-vl30to50-4 {--nad-vl-color: #880e4f}\n",
+       ".nad-vl30to50-5 {--nad-vl-color: #ad1457}\n",
+       ".nad-vl30to50-6 {--nad-vl-color: #e91e63}\n",
+       ".nad-vl30to50-7 {--nad-vl-color: #f48fb1}\n",
+       ".nad-vl30to50-8 {--nad-vl-color: #f8bbd0}\n",
+       ".nad-vl50to70-line {--nad-vl-color: #9c27b0}\n",
+       ".nad-vl50to70-0 {--nad-vl-color: #7b1fa2}\n",
+       ".nad-vl50to70-1 {--nad-vl-color: #ba68c8}\n",
+       ".nad-vl50to70-2 {--nad-vl-color: #512da8}\n",
+       ".nad-vl50to70-3 {--nad-vl-color: #ab47bc}\n",
+       ".nad-vl50to70-4 {--nad-vl-color: #e1bee7}\n",
+       ".nad-vl50to70-5 {--nad-vl-color: #6a1b9a}\n",
+       ".nad-vl50to70-6 {--nad-vl-color: #4a148c}\n",
+       ".nad-vl50to70-7 {--nad-vl-color: #ce93d8}\n",
+       ".nad-vl50to70-8 {--nad-vl-color: #9575cd}\n",
+       ".nad-vl70to120-line {--nad-vl-color: #e65100}\n",
+       ".nad-vl70to120-0 {--nad-vl-color: #fb8c00}\n",
+       ".nad-vl70to120-1 {--nad-vl-color: #ffb74d}\n",
+       ".nad-vl70to120-2 {--nad-vl-color: #f57c00}\n",
+       ".nad-vl70to120-3 {--nad-vl-color: #ffa726}\n",
+       ".nad-vl70to120-4 {--nad-vl-color: #ffe0b2}\n",
+       ".nad-vl70to120-5 {--nad-vl-color: #ef6c00}\n",
+       ".nad-vl70to120-6 {--nad-vl-color: #ff9800}\n",
+       ".nad-vl70to120-7 {--nad-vl-color: #ffcc80}\n",
+       ".nad-vl70to120-8 {--nad-vl-color: #fff3e0}\n",
+       ".nad-vl120to180-line {--nad-vl-color: #00ACC1}\n",
+       ".nad-vl120to180-0 {--nad-vl-color: #4fc3f7}\n",
+       ".nad-vl120to180-1 {--nad-vl-color: #01579b}\n",
+       ".nad-vl120to180-2 {--nad-vl-color: #b3e5fc}\n",
+       ".nad-vl120to180-3 {--nad-vl-color: #039be5}\n",
+       ".nad-vl120to180-4 {--nad-vl-color: #81d4fa}\n",
+       ".nad-vl120to180-5 {--nad-vl-color: #0288d1}\n",
+       ".nad-vl120to180-6 {--nad-vl-color: #29b6f6}\n",
+       ".nad-vl120to180-7 {--nad-vl-color: #0277bd}\n",
+       ".nad-vl120to180-8 {--nad-vl-color: #03a9f4}\n",
+       ".nad-vl180to300-line {--nad-vl-color: #2e7d32}\n",
+       ".nad-vl180to300-0 {--nad-vl-color: #81c784}\n",
+       ".nad-vl180to300-1 {--nad-vl-color: #558b2f}\n",
+       ".nad-vl180to300-2 {--nad-vl-color: #c8e6c9}\n",
+       ".nad-vl180to300-3 {--nad-vl-color: #43a047}\n",
+       ".nad-vl180to300-4 {--nad-vl-color: #a5d6a7}\n",
+       ".nad-vl180to300-5 {--nad-vl-color: #388e3c}\n",
+       ".nad-vl180to300-6 {--nad-vl-color: #66bb6a}\n",
+       ".nad-vl180to300-7 {--nad-vl-color: #1b5e20}\n",
+       ".nad-vl180to300-8 {--nad-vl-color: #4caf50}\n",
+       ".nad-vl300to500-line {--nad-vl-color: #d32f2f}\n",
+       ".nad-vl300to500-0 {--nad-vl-color: #ef5350}\n",
+       ".nad-vl300to500-1 {--nad-vl-color: #ef9a9a}\n",
+       ".nad-vl300to500-2 {--nad-vl-color: #b71c1c}\n",
+       ".nad-vl300to500-3 {--nad-vl-color: #e57373}\n",
+       ".nad-vl300to500-4 {--nad-vl-color: #e53935}\n",
+       ".nad-vl300to500-5 {--nad-vl-color: #ff8a80}\n",
+       ".nad-vl300to500-6 {--nad-vl-color: #f44336}\n",
+       ".nad-vl300to500-7 {--nad-vl-color: #ffcdd2}\n",
+       ".nad-vl300to500-8 {--nad-vl-color: #c62828}\n",
+       ".nad-branch-edges .nad-overload .nad-edge-path {animation: line-blink 3s infinite}\n",
+       ".nad-vl-nodes .nad-overvoltage {animation: node-over-blink 3s infinite}\n",
+       ".nad-vl-nodes .nad-undervoltage {animation: node-under-blink 3s infinite}\n",
+       "\n",
+       "@keyframes line-blink {\n",
+       "  0%, 80%, 100% {stroke: var(--nad-vl-color, black); stroke-width: 5}\n",
+       "  40% {stroke: #FFEB3B; stroke-width: 15}\n",
+       "}\n",
+       "@keyframes node-over-blink {\n",
+       "  0%, 80%, 100% {stroke: white; stroke-width: 0}\n",
+       "  40% {stroke: #ff5722; stroke-width: 15}\n",
+       "}\n",
+       "@keyframes node-under-blink {\n",
+       "  0%, 80%, 100% {stroke: white; stroke-width: 0}\n",
+       "  40% {stroke: #00BCD4; stroke-width: 15}\n",
+       "}\n",
+       "]]></style>\n",
+       "    <metadata>\n",
+       "        <nad:nad xmlns:nad=\"http://www.powsybl.org/schema/nad-metadata/1_0\">\n",
+       "            <nad:busNodes>\n",
+       "                <nad:busNode svgId=\"1\" equipmentId=\"VL-1_0\"/>\n",
+       "                <nad:busNode svgId=\"3\" equipmentId=\"VL-10_0\"/>\n",
+       "                <nad:busNode svgId=\"5\" equipmentId=\"VL-11_0\"/>\n",
+       "                <nad:busNode svgId=\"7\" equipmentId=\"VL-12_0\"/>\n",
+       "                <nad:busNode svgId=\"9\" equipmentId=\"VL-13_0\"/>\n",
+       "                <nad:busNode svgId=\"11\" equipmentId=\"VL-14_0\"/>\n",
+       "                <nad:busNode svgId=\"13\" equipmentId=\"VL-2_0\"/>\n",
+       "                <nad:busNode svgId=\"15\" equipmentId=\"VL-3_0\"/>\n",
+       "                <nad:busNode svgId=\"17\" equipmentId=\"VL-4_0\"/>\n",
+       "                <nad:busNode svgId=\"19\" equipmentId=\"VL-5_0\"/>\n",
+       "                <nad:busNode svgId=\"21\" equipmentId=\"VL-6_0\"/>\n",
+       "                <nad:busNode svgId=\"23\" equipmentId=\"VL-7_0\"/>\n",
+       "                <nad:busNode svgId=\"25\" equipmentId=\"VL-8_0\"/>\n",
+       "                <nad:busNode svgId=\"27\" equipmentId=\"VL-9_0\"/>\n",
+       "            </nad:busNodes>\n",
+       "            <nad:nodes>\n",
+       "                <nad:node svgId=\"0\" equipmentId=\"VL-1\" x=\"517.01\" y=\"-642.50\"/>\n",
+       "                <nad:node svgId=\"2\" equipmentId=\"VL-10\" x=\"-518.51\" y=\"516.42\"/>\n",
+       "                <nad:node svgId=\"4\" equipmentId=\"VL-11\" x=\"-720.95\" y=\"118.61\"/>\n",
+       "                <nad:node svgId=\"6\" equipmentId=\"VL-12\" x=\"-635.66\" y=\"-662.83\"/>\n",
+       "                <nad:node svgId=\"8\" equipmentId=\"VL-13\" x=\"-630.18\" y=\"-297.82\"/>\n",
+       "                <nad:node svgId=\"10\" equipmentId=\"VL-14\" x=\"-308.48\" y=\"92.20\"/>\n",
+       "                <nad:node svgId=\"12\" equipmentId=\"VL-2\" x=\"596.05\" y=\"-263.35\"/>\n",
+       "                <nad:node svgId=\"14\" equipmentId=\"VL-3\" x=\"827.88\" y=\"25.42\"/>\n",
+       "                <nad:node svgId=\"16\" equipmentId=\"VL-4\" x=\"405.95\" y=\"123.38\"/>\n",
+       "                <nad:node svgId=\"18\" equipmentId=\"VL-5\" x=\"225.14\" y=\"-349.97\"/>\n",
+       "                <nad:node svgId=\"20\" equipmentId=\"VL-6\" x=\"-336.09\" y=\"-378.75\"/>\n",
+       "                <nad:node svgId=\"22\" equipmentId=\"VL-7\" x=\"369.06\" y=\"599.72\"/>\n",
+       "                <nad:node svgId=\"24\" equipmentId=\"VL-8\" x=\"568.63\" y=\"975.46\"/>\n",
+       "                <nad:node svgId=\"26\" equipmentId=\"VL-9\" x=\"-23.76\" y=\"416.70\"/>\n",
+       "            </nad:nodes>\n",
+       "            <nad:edges>\n",
+       "                <nad:edge svgId=\"28\" equipmentId=\"LINE-1-2\" node1=\"0\" node2=\"12\"/>\n",
+       "                <nad:edge svgId=\"29\" equipmentId=\"LINE-1-5\" node1=\"0\" node2=\"18\"/>\n",
+       "                <nad:edge svgId=\"30\" equipmentId=\"LINE-9-10\" node1=\"26\" node2=\"2\"/>\n",
+       "                <nad:edge svgId=\"31\" equipmentId=\"LINE-10-11\" node1=\"2\" node2=\"4\"/>\n",
+       "                <nad:edge svgId=\"32\" equipmentId=\"LINE-6-11\" node1=\"20\" node2=\"4\"/>\n",
+       "                <nad:edge svgId=\"33\" equipmentId=\"LINE-6-12\" node1=\"20\" node2=\"6\"/>\n",
+       "                <nad:edge svgId=\"34\" equipmentId=\"LINE-12-13\" node1=\"6\" node2=\"8\"/>\n",
+       "                <nad:edge svgId=\"35\" equipmentId=\"LINE-6-13\" node1=\"20\" node2=\"8\"/>\n",
+       "                <nad:edge svgId=\"36\" equipmentId=\"LINE-13-14\" node1=\"8\" node2=\"10\"/>\n",
+       "                <nad:edge svgId=\"37\" equipmentId=\"LINE-9-14\" node1=\"26\" node2=\"10\"/>\n",
+       "                <nad:edge svgId=\"38\" equipmentId=\"LINE-2-3\" node1=\"12\" node2=\"14\"/>\n",
+       "                <nad:edge svgId=\"39\" equipmentId=\"LINE-2-4\" node1=\"12\" node2=\"16\"/>\n",
+       "                <nad:edge svgId=\"40\" equipmentId=\"LINE-2-5\" node1=\"12\" node2=\"18\"/>\n",
+       "                <nad:edge svgId=\"41\" equipmentId=\"LINE-3-4\" node1=\"14\" node2=\"16\"/>\n",
+       "                <nad:edge svgId=\"42\" equipmentId=\"LINE-4-5\" node1=\"16\" node2=\"18\"/>\n",
+       "                <nad:edge svgId=\"43\" equipmentId=\"TWT-4-7\" node1=\"16\" node2=\"22\"/>\n",
+       "                <nad:edge svgId=\"44\" equipmentId=\"TWT-4-9\" node1=\"16\" node2=\"26\"/>\n",
+       "                <nad:edge svgId=\"45\" equipmentId=\"TWT-5-6\" node1=\"18\" node2=\"20\"/>\n",
+       "                <nad:edge svgId=\"46\" equipmentId=\"LINE-7-8\" node1=\"22\" node2=\"24\"/>\n",
+       "                <nad:edge svgId=\"47\" equipmentId=\"LINE-9-7\" node1=\"26\" node2=\"22\"/>\n",
+       "            </nad:edges>\n",
+       "        </nad:nad>\n",
+       "    </metadata>\n",
+       "    <g class=\"nad-vl-nodes\">\n",
+       "        <g transform=\"translate(517.01,-642.50)\" id=\"0\">\n",
+       "            <circle r=\"27.50\" id=\"1\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-518.51,516.42)\" id=\"2\">\n",
+       "            <circle r=\"27.50\" id=\"3\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-720.95,118.61)\" id=\"4\">\n",
+       "            <circle r=\"27.50\" id=\"5\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-635.66,-662.83)\" id=\"6\">\n",
+       "            <circle r=\"27.50\" id=\"7\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-630.18,-297.82)\" id=\"8\">\n",
+       "            <circle r=\"27.50\" id=\"9\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-308.48,92.20)\" id=\"10\">\n",
+       "            <circle r=\"27.50\" id=\"11\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(596.05,-263.35)\" id=\"12\">\n",
+       "            <circle r=\"27.50\" id=\"13\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(827.88,25.42)\" id=\"14\">\n",
+       "            <circle r=\"27.50\" id=\"15\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(405.95,123.38)\" id=\"16\">\n",
+       "            <circle r=\"27.50\" id=\"17\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(225.14,-349.97)\" id=\"18\">\n",
+       "            <circle r=\"27.50\" id=\"19\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-336.09,-378.75)\" id=\"20\">\n",
+       "            <circle r=\"27.50\" id=\"21\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(369.06,599.72)\" id=\"22\">\n",
+       "            <circle r=\"27.50\" id=\"23\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(568.63,975.46)\" id=\"24\">\n",
+       "            <circle r=\"27.50\" id=\"25\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-23.76,416.70)\" id=\"26\">\n",
+       "            <circle r=\"27.50\" id=\"27\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "    </g>\n",
+       "    <g class=\"nad-branch-edges\">\n",
+       "        <g id=\"28\">\n",
+       "            <g id=\"28.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"522.62,-615.58 556.53,-452.92\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(529.25,-583.76)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(168.22)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(78.22)\" x=\"19.00\">40</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(168.22)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(78.22)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"28.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"590.44,-290.27 556.53,-452.92\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(583.81,-322.09)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(-11.78)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-281.78)\" x=\"-19.00\" style=\"text-anchor:end\">-40</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-11.78)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-281.78)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(556.53,-452.92)\">\n",
+       "                    <text transform=\"rotate(78.22)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-1-2</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"29\">\n",
+       "            <g id=\"29.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"497.59,-623.03 371.07,-496.24\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(474.63,-600.03)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-135.06)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-45.06)\" x=\"-19.00\" style=\"text-anchor:end\">36</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-135.06)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-45.06)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"29.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"244.56,-369.44 371.07,-496.24\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(267.51,-392.45)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(44.94)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-45.06)\" x=\"19.00\">-36</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(44.94)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-45.06)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(371.07,-496.24)\">\n",
+       "                    <text transform=\"rotate(-45.06)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-1-5</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"30\">\n",
+       "            <g id=\"30.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-50.72,422.13 -271.14,466.56\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-82.58,428.56)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-101.40)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-11.40)\" x=\"-19.00\" style=\"text-anchor:end\">5</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-101.40)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-11.40)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"30.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-491.55,510.99 -271.14,466.56\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-459.69,504.57)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(78.60)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-11.40)\" x=\"19.00\">-5</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(78.60)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-11.40)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-271.14,466.56)\">\n",
+       "                    <text transform=\"rotate(-11.40)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-9-10</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"31\">\n",
+       "            <g id=\"31.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-530.98,491.92 -619.73,317.52\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-545.72,462.95)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(-26.97)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-296.97)\" x=\"-19.00\" style=\"text-anchor:end\">-4</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-26.97)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-296.97)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"31.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-708.48,143.12 -619.73,317.52\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-693.74,172.08)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(153.03)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(63.03)\" x=\"19.00\">4</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(153.03)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(63.03)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-619.73,317.52)\">\n",
+       "                    <text transform=\"rotate(-296.97)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-10-11</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"32\">\n",
+       "            <g id=\"32.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-352.92,-357.00 -528.52,-130.07\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-372.81,-331.29)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-142.27)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-52.27)\" x=\"-19.00\" style=\"text-anchor:end\">8</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-142.27)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-52.27)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"32.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-704.13,96.86 -528.52,-130.07\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-684.24,71.16)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(37.73)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-52.27)\" x=\"19.00\">-8</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(37.73)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-52.27)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-528.52,-130.07)\">\n",
+       "                    <text transform=\"rotate(-52.27)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-6-11</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"33\">\n",
+       "            <g id=\"33.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-356.05,-397.67 -485.88,-520.79\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-379.63,-420.03)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-46.52)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-316.52)\" x=\"-19.00\" style=\"text-anchor:end\">7</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-46.52)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-316.52)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"33.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-615.70,-643.91 -485.88,-520.79\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-592.12,-621.54)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(133.48)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(43.48)\" x=\"19.00\">-7</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(133.48)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(43.48)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-485.88,-520.79)\">\n",
+       "                    <text transform=\"rotate(-316.52)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-6-12</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"34\">\n",
+       "            <g id=\"34.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-635.25,-635.33 -632.92,-480.33\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-634.76,-602.84)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(179.14)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(89.14)\" x=\"19.00\">2</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(179.14)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(89.14)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"34.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-630.60,-325.32 -632.92,-480.33\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-631.08,-357.82)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(-0.86)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-270.86)\" x=\"-19.00\" style=\"text-anchor:end\">-2</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-0.86)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-270.86)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-632.92,-480.33)\">\n",
+       "                    <text transform=\"rotate(89.14)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-12-13</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"35\">\n",
+       "            <g id=\"35.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-362.61,-371.45 -483.14,-338.29\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-393.94,-362.83)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-105.38)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-15.38)\" x=\"-19.00\" style=\"text-anchor:end\">17</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-105.38)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-15.38)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"35.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-603.67,-305.12 -483.14,-338.29\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-572.34,-313.74)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(74.62)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-15.38)\" x=\"19.00\">-17</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(74.62)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-15.38)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-483.14,-338.29)\">\n",
+       "                    <text transform=\"rotate(-15.38)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-6-13</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"36\">\n",
+       "            <g id=\"36.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-612.69,-276.61 -469.33,-102.81\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-592.01,-251.54)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(140.48)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(50.48)\" x=\"19.00\">6</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(140.48)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(50.48)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"36.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-325.97,70.98 -469.33,-102.81\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-346.65,45.91)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(-39.52)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-309.52)\" x=\"-19.00\" style=\"text-anchor:end\">-6</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-39.52)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-309.52)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-469.33,-102.81)\">\n",
+       "                    <text transform=\"rotate(50.48)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-13-14</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"37\">\n",
+       "            <g id=\"37.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-41.90,396.03 -166.12,254.45\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-63.34,371.60)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-41.26)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-311.26)\" x=\"-19.00\" style=\"text-anchor:end\">9</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-41.26)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-311.26)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"37.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-290.34,112.87 -166.12,254.45\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-268.90,137.30)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(138.74)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(48.74)\" x=\"19.00\">-9</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(138.74)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(48.74)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-166.12,254.45)\">\n",
+       "                    <text transform=\"rotate(-311.26)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-9-14</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"38\">\n",
+       "            <g id=\"38.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"613.27,-241.90 711.96,-118.97\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(633.61,-216.56)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(141.24)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(51.24)\" x=\"19.00\">22</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(141.24)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(51.24)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"38.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"810.66,3.97 711.96,-118.97\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(790.31,-21.37)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(-38.76)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-308.76)\" x=\"-19.00\" style=\"text-anchor:end\">-22</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-38.76)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-308.76)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(711.96,-118.97)\">\n",
+       "                    <text transform=\"rotate(51.24)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-2-3</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"39\">\n",
+       "            <g id=\"39.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"583.92,-238.67 501.00,-69.99\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(569.58,-209.50)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-153.82)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-63.82)\" x=\"-19.00\" style=\"text-anchor:end\">40</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-153.82)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-63.82)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"39.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"418.08,98.70 501.00,-69.99\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(432.42,69.53)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(26.18)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-63.82)\" x=\"19.00\">-40</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(26.18)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-63.82)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(501.00,-69.99)\">\n",
+       "                    <text transform=\"rotate(-63.82)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-2-4</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"40\">\n",
+       "            <g id=\"40.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"569.27,-269.60 410.59,-306.66\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(537.62,-276.99)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-76.85)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-346.85)\" x=\"-19.00\" style=\"text-anchor:end\">33</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-76.85)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-346.85)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"40.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"251.92,-343.72 410.59,-306.66\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(283.56,-336.33)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(103.15)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(13.15)\" x=\"19.00\">-33</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(103.15)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(13.15)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(410.59,-306.66)\">\n",
+       "                    <text transform=\"rotate(-346.85)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-2-5</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"41\">\n",
+       "            <g id=\"41.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"801.09,31.63 616.91,74.40\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(769.43,38.98)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-103.07)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-13.07)\" x=\"-19.00\" style=\"text-anchor:end\">16</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-103.07)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-13.07)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"41.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"432.74,117.16 616.91,74.40\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(464.40,109.81)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(76.93)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-13.07)\" x=\"19.00\">-16</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(76.93)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-13.07)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(616.91,74.40)\">\n",
+       "                    <text transform=\"rotate(-13.07)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-3-4</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"42\" class=\"nad-disconnected\">\n",
+       "            <g id=\"42.1\" class=\"nad-disconnected nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"396.14,97.69 315.54,-113.30\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(384.54,67.33)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(-20.91)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-290.91)\" x=\"-19.00\" style=\"text-anchor:end\">-32</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-20.91)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-290.91)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"42.2\" class=\"nad-disconnected nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"234.95,-324.28 315.54,-113.30\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(246.55,-293.92)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(159.09)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(69.09)\" x=\"19.00\">32</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(159.09)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(69.09)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(315.54,-113.30)\">\n",
+       "                    <text transform=\"rotate(-290.91)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-4-5</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"43\">\n",
+       "            <g id=\"43.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"403.83,150.79 389.82,331.64\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(401.32,183.20)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-175.57)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-85.57)\" x=\"-19.00\" style=\"text-anchor:end\">28</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-175.57)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-85.57)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"43.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"371.18,572.30 385.19,391.46\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(373.69,539.90)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(4.43)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-85.57)\" x=\"19.00\">-28</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(4.43)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-85.57)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <circle class=\"nad-vl120to180-line nad-winding\" cx=\"388.28\" cy=\"351.58\" r=\"20.00\"/>\n",
+       "                <circle class=\"nad-vl0to30-line nad-winding\" cx=\"386.73\" cy=\"371.52\" r=\"20.00\"/>\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(387.51,361.55)\">\n",
+       "                    <text transform=\"rotate(-85.57)\" x=\"0.00\" style=\"text-anchor:middle\">TWT-4-7</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"44\">\n",
+       "            <g id=\"44.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"383.24,138.88 215.87,253.12\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(356.40,157.20)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-124.32)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-34.32)\" x=\"-19.00\" style=\"text-anchor:end\">15</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-124.32)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-34.32)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"44.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-1.05,401.20 166.32,286.95\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(25.79,382.87)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(55.68)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-34.32)\" x=\"19.00\">-15</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(55.68)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-34.32)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <circle class=\"nad-vl120to180-line nad-winding\" cx=\"199.35\" cy=\"264.40\" r=\"20.00\"/>\n",
+       "                <circle class=\"nad-vl0to30-line nad-winding\" cx=\"182.84\" cy=\"275.68\" r=\"20.00\"/>\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(191.09,270.04)\">\n",
+       "                    <text transform=\"rotate(-34.32)\" x=\"0.00\" style=\"text-anchor:middle\">TWT-4-9</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"45\">\n",
+       "            <g id=\"45.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"197.67,-351.38 -25.52,-362.82\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(165.21,-353.04)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-87.06)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-357.06)\" x=\"-19.00\" style=\"text-anchor:end\">31</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-87.06)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-357.06)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"45.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-308.63,-377.34 -85.44,-365.90\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-276.17,-375.67)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(92.94)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(2.94)\" x=\"19.00\">-31</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(92.94)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(2.94)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <circle class=\"nad-vl120to180-line nad-winding\" cx=\"-45.49\" cy=\"-363.85\" r=\"20.00\"/>\n",
+       "                <circle class=\"nad-vl0to30-line nad-winding\" cx=\"-65.47\" cy=\"-364.87\" r=\"20.00\"/>\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-55.48,-364.36)\">\n",
+       "                    <text transform=\"rotate(-357.06)\" x=\"0.00\" style=\"text-anchor:middle\">TWT-5-6</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"46\">\n",
+       "            <g id=\"46.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"381.96,624.01 468.84,787.59\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(397.20,652.71)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(152.03)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(62.03)\" x=\"19.00\">-0</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(152.03)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(62.03)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"46.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"555.73,951.17 468.84,787.59\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(540.48,922.47)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-27.97)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-297.97)\" x=\"-19.00\" style=\"text-anchor:end\">0</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-27.97)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-297.97)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(468.84,787.59)\">\n",
+       "                    <text transform=\"rotate(62.03)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-7-8</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"47\">\n",
+       "            <g id=\"47.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"1.16,428.31 172.65,508.21\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(30.62,442.04)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(114.98)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(24.98)\" x=\"19.00\">-28</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(114.98)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(24.98)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"47.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"344.13,588.10 172.65,508.21\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(314.67,574.38)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-65.02)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-335.02)\" x=\"-19.00\" style=\"text-anchor:end\">28</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-65.02)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-335.02)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(172.65,508.21)\">\n",
+       "                    <text transform=\"rotate(24.98)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-9-7</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "    </g>\n",
+       "    <g class=\"nad-text-edges\">\n",
+       "        <polyline id=\"0-textedge\" points=\"546.68,-646.95 617.01,-657.50\"/>\n",
+       "        <polyline id=\"2-textedge\" points=\"-488.84,511.97 -418.51,501.42\"/>\n",
+       "        <polyline id=\"4-textedge\" points=\"-691.29,114.16 -620.95,103.61\"/>\n",
+       "        <polyline id=\"6-textedge\" points=\"-605.99,-667.28 -535.66,-677.83\"/>\n",
+       "        <polyline id=\"8-textedge\" points=\"-600.52,-302.28 -530.18,-312.82\"/>\n",
+       "        <polyline id=\"10-textedge\" points=\"-278.81,87.75 -208.48,77.20\"/>\n",
+       "        <polyline id=\"12-textedge\" points=\"625.72,-267.80 696.05,-278.35\"/>\n",
+       "        <polyline id=\"14-textedge\" points=\"857.54,20.97 927.88,10.42\"/>\n",
+       "        <polyline id=\"16-textedge\" points=\"435.62,118.92 505.95,108.38\"/>\n",
+       "        <polyline id=\"18-textedge\" points=\"254.80,-354.42 325.14,-364.97\"/>\n",
+       "        <polyline id=\"20-textedge\" points=\"-306.43,-383.20 -236.09,-393.75\"/>\n",
+       "        <polyline id=\"22-textedge\" points=\"398.73,595.27 469.06,584.72\"/>\n",
+       "        <polyline id=\"24-textedge\" points=\"598.30,971.01 668.63,960.46\"/>\n",
+       "        <polyline id=\"26-textedge\" points=\"5.90,412.25 76.24,401.70\"/>\n",
+       "    </g>\n",
+       "    <g class=\"nad-text-nodes\">\n",
+       "        <foreignObject id=\"0-textnode\" y=\"-682.50\" x=\"617.01\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-1</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / 0.0°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"2-textnode\" y=\"476.42\" x=\"-418.51\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-10</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -10.2°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"4-textnode\" y=\"78.61\" x=\"-620.95\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-11</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -9.8°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"6-textnode\" y=\"-702.83\" x=\"-535.66\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-12</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -9.9°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"8-textnode\" y=\"-337.82\" x=\"-530.18\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-13</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -10.1°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"10-textnode\" y=\"52.20\" x=\"-208.48\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-14</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -11.4°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"12-textnode\" y=\"-303.35\" x=\"696.05\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-2</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -1.4°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"14-textnode\" y=\"-14.58\" x=\"927.88\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-3</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -3.8°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"16-textnode\" y=\"83.38\" x=\"505.95\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-4</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -5.4°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"18-textnode\" y=\"-389.97\" x=\"325.14\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-5</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -4.7°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"20-textnode\" y=\"-418.75\" x=\"-236.09\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-6</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -8.9°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"22-textnode\" y=\"559.72\" x=\"469.06\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-7</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -8.7°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"24-textnode\" y=\"935.46\" x=\"668.63\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-8</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -8.7°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"26-textnode\" y=\"376.70\" x=\"76.24\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-9</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -10.0°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "    </g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<pypowsybl.network.Svg at 0x176f1b5d180>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pypowsybl_network.get_network_area_diagram()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9d0440c6",
+   "metadata": {},
+   "source": [
+    "#### Run of a loadflow"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "891181a3",
+   "metadata": {},
+   "source": [
+    "AC loadflow"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "161479eb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ComponentResult(connected_component_num=0, synchronous_component_num=0, status=CONVERGED, iteration_count=9, slack_bus_id='VL-1_0', slack_bus_active_power_mismatch=9.048937323852545, distributed_active_power=7.7717968118416465)]\n"
+     ]
+    }
+   ],
+   "source": [
+    "results_pypow_after_disconnection_ac = lf.run_ac(pypowsybl_network,parameters=lf.Parameters(distributed_slack=False))\n",
+    "print(results_pypow_after_disconnection_ac)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0209ee25",
+   "metadata": {},
+   "source": [
+    "DC loadflow (optionnal run AC or DC but not both)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "7c6b614b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ComponentResult(connected_component_num=0, synchronous_component_num=0, status=CONVERGED, iteration_count=0, slack_bus_id='VL-1_0', slack_bus_active_power_mismatch=-3.7000045776367148, distributed_active_power=nan)]\n"
+     ]
+    }
+   ],
+   "source": [
+    "results_pypow_after_disconnection_dc = lf.run_dc(pypowsybl_network,parameters=lf.Parameters(distributed_slack=False))\n",
+    "print(results_pypow_after_disconnection_dc)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5ece1e45",
+   "metadata": {},
+   "source": [
+    "#### Final visualisation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "dc56db3c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
+       "<svg width=\"598.70\" height=\"600.00\" viewBox=\"-920.95 -877.83 2048.83 2053.29\" xmlns=\"http://www.w3.org/2000/svg\">\n",
+       "    <style><![CDATA[\n",
+       ".nad-branch-edges .nad-edge-path, .nad-3wt-edges .nad-edge-path {stroke: var(--nad-vl-color, lightgrey); stroke-width: 5; fill: none}\n",
+       ".nad-branch-edges .nad-winding, .nad-3wt-nodes .nad-winding {stroke: var(--nad-vl-color, lightgrey); stroke-width: 5; fill: none}\n",
+       ".nad-text-edges {stroke: black; stroke-width: 3; stroke-dasharray: 6,7}\n",
+       ".nad-disconnected .nad-edge-path {stroke-dasharray: 10,10}\n",
+       ".nad-vl-nodes .nad-busnode {fill: var(--nad-vl-color, lightgrey)}\n",
+       ".nad-vl-nodes circle.nad-unknown-busnode {stroke: var(--nad-vl-color, #808080); stroke-width: 5; stroke-dasharray: 5,5; fill: none}\n",
+       ".nad-hvdc-edge polyline.nad-hvdc {stroke: grey; stroke-width: 40}\n",
+       ".nad-dangling-line-edge {stroke: var(--nad-vl-color, lightgrey); stroke-width: 1; fill: none}\n",
+       ".nad-pst-arrow {stroke: #6a6a6a; stroke-width: 4; stroke-linecap: round; fill: none}\n",
+       ".nad-state-out .nad-arrow-in {visibility: hidden}\n",
+       ".nad-state-in .nad-arrow-out {visibility: hidden}\n",
+       ".nad-active path {stroke: none; fill: #546e7a}\n",
+       ".nad-active {visibility: visible}\n",
+       ".nad-reactive {visibility: hidden}\n",
+       ".nad-reactive path {stroke: none; fill: #0277bd}\n",
+       ".nad-text-background {flood-color: #90a4aeaa}\n",
+       ".nad-text-nodes {font: 25px serif; fill: black; dominant-baseline: central}\n",
+       ".nad-text-nodes foreignObject {overflow: visible; color: black}\n",
+       ".nad-label-box {background-color: #6c6c6c20; width: max-content; padding: 10px; border-radius: 10px;}\n",
+       ".nad-legend-square {width: 20px; height: 20px; background: var(--nad-vl-color, black);}\n",
+       ".nad-edge-infos text, .nad-edge-label text {font: 20px serif; dominant-baseline:middle; stroke: #FFFFFFAA; stroke-width: 10; stroke-linejoin:round; paint-order: stroke}\n",
+       ".nad-edge-infos .nad-state-in text {fill: #b71c1c}\n",
+       ".nad-edge-infos .nad-state-out text {fill: #2e7d32}\n",
+       ".nad-disconnected {--nad-vl-color: #808080}\n",
+       ".nad-vl0to30-line {--nad-vl-color: #afb42b}\n",
+       ".nad-vl0to30-0 {--nad-vl-color: #827717}\n",
+       ".nad-vl0to30-1 {--nad-vl-color: #d4e157}\n",
+       ".nad-vl0to30-2 {--nad-vl-color: #e6ee9c}\n",
+       ".nad-vl0to30-3 {--nad-vl-color: #c0ca33}\n",
+       ".nad-vl0to30-4 {--nad-vl-color: #f0fc83}\n",
+       ".nad-vl0to30-5 {--nad-vl-color: #9e9d24}\n",
+       ".nad-vl0to30-6 {--nad-vl-color: #cddc39}\n",
+       ".nad-vl0to30-7 {--nad-vl-color: #dce775}\n",
+       ".nad-vl0to30-8 {--nad-vl-color: #ddfc88}\n",
+       ".nad-vl30to50-line {--nad-vl-color: #ef9a9a}\n",
+       ".nad-vl30to50-0 {--nad-vl-color: #c2185b}\n",
+       ".nad-vl30to50-1 {--nad-vl-color: #f06292}\n",
+       ".nad-vl30to50-2 {--nad-vl-color: #d81b60}\n",
+       ".nad-vl30to50-3 {--nad-vl-color: #ec407a}\n",
+       ".nad-vl30to50-4 {--nad-vl-color: #880e4f}\n",
+       ".nad-vl30to50-5 {--nad-vl-color: #ad1457}\n",
+       ".nad-vl30to50-6 {--nad-vl-color: #e91e63}\n",
+       ".nad-vl30to50-7 {--nad-vl-color: #f48fb1}\n",
+       ".nad-vl30to50-8 {--nad-vl-color: #f8bbd0}\n",
+       ".nad-vl50to70-line {--nad-vl-color: #9c27b0}\n",
+       ".nad-vl50to70-0 {--nad-vl-color: #7b1fa2}\n",
+       ".nad-vl50to70-1 {--nad-vl-color: #ba68c8}\n",
+       ".nad-vl50to70-2 {--nad-vl-color: #512da8}\n",
+       ".nad-vl50to70-3 {--nad-vl-color: #ab47bc}\n",
+       ".nad-vl50to70-4 {--nad-vl-color: #e1bee7}\n",
+       ".nad-vl50to70-5 {--nad-vl-color: #6a1b9a}\n",
+       ".nad-vl50to70-6 {--nad-vl-color: #4a148c}\n",
+       ".nad-vl50to70-7 {--nad-vl-color: #ce93d8}\n",
+       ".nad-vl50to70-8 {--nad-vl-color: #9575cd}\n",
+       ".nad-vl70to120-line {--nad-vl-color: #e65100}\n",
+       ".nad-vl70to120-0 {--nad-vl-color: #fb8c00}\n",
+       ".nad-vl70to120-1 {--nad-vl-color: #ffb74d}\n",
+       ".nad-vl70to120-2 {--nad-vl-color: #f57c00}\n",
+       ".nad-vl70to120-3 {--nad-vl-color: #ffa726}\n",
+       ".nad-vl70to120-4 {--nad-vl-color: #ffe0b2}\n",
+       ".nad-vl70to120-5 {--nad-vl-color: #ef6c00}\n",
+       ".nad-vl70to120-6 {--nad-vl-color: #ff9800}\n",
+       ".nad-vl70to120-7 {--nad-vl-color: #ffcc80}\n",
+       ".nad-vl70to120-8 {--nad-vl-color: #fff3e0}\n",
+       ".nad-vl120to180-line {--nad-vl-color: #00ACC1}\n",
+       ".nad-vl120to180-0 {--nad-vl-color: #4fc3f7}\n",
+       ".nad-vl120to180-1 {--nad-vl-color: #01579b}\n",
+       ".nad-vl120to180-2 {--nad-vl-color: #b3e5fc}\n",
+       ".nad-vl120to180-3 {--nad-vl-color: #039be5}\n",
+       ".nad-vl120to180-4 {--nad-vl-color: #81d4fa}\n",
+       ".nad-vl120to180-5 {--nad-vl-color: #0288d1}\n",
+       ".nad-vl120to180-6 {--nad-vl-color: #29b6f6}\n",
+       ".nad-vl120to180-7 {--nad-vl-color: #0277bd}\n",
+       ".nad-vl120to180-8 {--nad-vl-color: #03a9f4}\n",
+       ".nad-vl180to300-line {--nad-vl-color: #2e7d32}\n",
+       ".nad-vl180to300-0 {--nad-vl-color: #81c784}\n",
+       ".nad-vl180to300-1 {--nad-vl-color: #558b2f}\n",
+       ".nad-vl180to300-2 {--nad-vl-color: #c8e6c9}\n",
+       ".nad-vl180to300-3 {--nad-vl-color: #43a047}\n",
+       ".nad-vl180to300-4 {--nad-vl-color: #a5d6a7}\n",
+       ".nad-vl180to300-5 {--nad-vl-color: #388e3c}\n",
+       ".nad-vl180to300-6 {--nad-vl-color: #66bb6a}\n",
+       ".nad-vl180to300-7 {--nad-vl-color: #1b5e20}\n",
+       ".nad-vl180to300-8 {--nad-vl-color: #4caf50}\n",
+       ".nad-vl300to500-line {--nad-vl-color: #d32f2f}\n",
+       ".nad-vl300to500-0 {--nad-vl-color: #ef5350}\n",
+       ".nad-vl300to500-1 {--nad-vl-color: #ef9a9a}\n",
+       ".nad-vl300to500-2 {--nad-vl-color: #b71c1c}\n",
+       ".nad-vl300to500-3 {--nad-vl-color: #e57373}\n",
+       ".nad-vl300to500-4 {--nad-vl-color: #e53935}\n",
+       ".nad-vl300to500-5 {--nad-vl-color: #ff8a80}\n",
+       ".nad-vl300to500-6 {--nad-vl-color: #f44336}\n",
+       ".nad-vl300to500-7 {--nad-vl-color: #ffcdd2}\n",
+       ".nad-vl300to500-8 {--nad-vl-color: #c62828}\n",
+       ".nad-branch-edges .nad-overload .nad-edge-path {animation: line-blink 3s infinite}\n",
+       ".nad-vl-nodes .nad-overvoltage {animation: node-over-blink 3s infinite}\n",
+       ".nad-vl-nodes .nad-undervoltage {animation: node-under-blink 3s infinite}\n",
+       "\n",
+       "@keyframes line-blink {\n",
+       "  0%, 80%, 100% {stroke: var(--nad-vl-color, black); stroke-width: 5}\n",
+       "  40% {stroke: #FFEB3B; stroke-width: 15}\n",
+       "}\n",
+       "@keyframes node-over-blink {\n",
+       "  0%, 80%, 100% {stroke: white; stroke-width: 0}\n",
+       "  40% {stroke: #ff5722; stroke-width: 15}\n",
+       "}\n",
+       "@keyframes node-under-blink {\n",
+       "  0%, 80%, 100% {stroke: white; stroke-width: 0}\n",
+       "  40% {stroke: #00BCD4; stroke-width: 15}\n",
+       "}\n",
+       "]]></style>\n",
+       "    <metadata>\n",
+       "        <nad:nad xmlns:nad=\"http://www.powsybl.org/schema/nad-metadata/1_0\">\n",
+       "            <nad:busNodes>\n",
+       "                <nad:busNode svgId=\"1\" equipmentId=\"VL-1_0\"/>\n",
+       "                <nad:busNode svgId=\"3\" equipmentId=\"VL-10_0\"/>\n",
+       "                <nad:busNode svgId=\"5\" equipmentId=\"VL-11_0\"/>\n",
+       "                <nad:busNode svgId=\"7\" equipmentId=\"VL-12_0\"/>\n",
+       "                <nad:busNode svgId=\"9\" equipmentId=\"VL-13_0\"/>\n",
+       "                <nad:busNode svgId=\"11\" equipmentId=\"VL-14_0\"/>\n",
+       "                <nad:busNode svgId=\"13\" equipmentId=\"VL-2_0\"/>\n",
+       "                <nad:busNode svgId=\"15\" equipmentId=\"VL-3_0\"/>\n",
+       "                <nad:busNode svgId=\"17\" equipmentId=\"VL-4_0\"/>\n",
+       "                <nad:busNode svgId=\"19\" equipmentId=\"VL-5_0\"/>\n",
+       "                <nad:busNode svgId=\"21\" equipmentId=\"VL-6_0\"/>\n",
+       "                <nad:busNode svgId=\"23\" equipmentId=\"VL-7_0\"/>\n",
+       "                <nad:busNode svgId=\"25\" equipmentId=\"VL-8_0\"/>\n",
+       "                <nad:busNode svgId=\"27\" equipmentId=\"VL-9_0\"/>\n",
+       "            </nad:busNodes>\n",
+       "            <nad:nodes>\n",
+       "                <nad:node svgId=\"0\" equipmentId=\"VL-1\" x=\"517.01\" y=\"-642.50\"/>\n",
+       "                <nad:node svgId=\"2\" equipmentId=\"VL-10\" x=\"-518.51\" y=\"516.42\"/>\n",
+       "                <nad:node svgId=\"4\" equipmentId=\"VL-11\" x=\"-720.95\" y=\"118.61\"/>\n",
+       "                <nad:node svgId=\"6\" equipmentId=\"VL-12\" x=\"-635.66\" y=\"-662.83\"/>\n",
+       "                <nad:node svgId=\"8\" equipmentId=\"VL-13\" x=\"-630.18\" y=\"-297.82\"/>\n",
+       "                <nad:node svgId=\"10\" equipmentId=\"VL-14\" x=\"-308.48\" y=\"92.20\"/>\n",
+       "                <nad:node svgId=\"12\" equipmentId=\"VL-2\" x=\"596.05\" y=\"-263.35\"/>\n",
+       "                <nad:node svgId=\"14\" equipmentId=\"VL-3\" x=\"827.88\" y=\"25.42\"/>\n",
+       "                <nad:node svgId=\"16\" equipmentId=\"VL-4\" x=\"405.95\" y=\"123.38\"/>\n",
+       "                <nad:node svgId=\"18\" equipmentId=\"VL-5\" x=\"225.14\" y=\"-349.97\"/>\n",
+       "                <nad:node svgId=\"20\" equipmentId=\"VL-6\" x=\"-336.09\" y=\"-378.75\"/>\n",
+       "                <nad:node svgId=\"22\" equipmentId=\"VL-7\" x=\"369.06\" y=\"599.72\"/>\n",
+       "                <nad:node svgId=\"24\" equipmentId=\"VL-8\" x=\"568.63\" y=\"975.46\"/>\n",
+       "                <nad:node svgId=\"26\" equipmentId=\"VL-9\" x=\"-23.76\" y=\"416.70\"/>\n",
+       "            </nad:nodes>\n",
+       "            <nad:edges>\n",
+       "                <nad:edge svgId=\"28\" equipmentId=\"LINE-1-2\" node1=\"0\" node2=\"12\"/>\n",
+       "                <nad:edge svgId=\"29\" equipmentId=\"LINE-1-5\" node1=\"0\" node2=\"18\"/>\n",
+       "                <nad:edge svgId=\"30\" equipmentId=\"LINE-9-10\" node1=\"26\" node2=\"2\"/>\n",
+       "                <nad:edge svgId=\"31\" equipmentId=\"LINE-10-11\" node1=\"2\" node2=\"4\"/>\n",
+       "                <nad:edge svgId=\"32\" equipmentId=\"LINE-6-11\" node1=\"20\" node2=\"4\"/>\n",
+       "                <nad:edge svgId=\"33\" equipmentId=\"LINE-6-12\" node1=\"20\" node2=\"6\"/>\n",
+       "                <nad:edge svgId=\"34\" equipmentId=\"LINE-12-13\" node1=\"6\" node2=\"8\"/>\n",
+       "                <nad:edge svgId=\"35\" equipmentId=\"LINE-6-13\" node1=\"20\" node2=\"8\"/>\n",
+       "                <nad:edge svgId=\"36\" equipmentId=\"LINE-13-14\" node1=\"8\" node2=\"10\"/>\n",
+       "                <nad:edge svgId=\"37\" equipmentId=\"LINE-9-14\" node1=\"26\" node2=\"10\"/>\n",
+       "                <nad:edge svgId=\"38\" equipmentId=\"LINE-2-3\" node1=\"12\" node2=\"14\"/>\n",
+       "                <nad:edge svgId=\"39\" equipmentId=\"LINE-2-4\" node1=\"12\" node2=\"16\"/>\n",
+       "                <nad:edge svgId=\"40\" equipmentId=\"LINE-2-5\" node1=\"12\" node2=\"18\"/>\n",
+       "                <nad:edge svgId=\"41\" equipmentId=\"LINE-3-4\" node1=\"14\" node2=\"16\"/>\n",
+       "                <nad:edge svgId=\"42\" equipmentId=\"LINE-4-5\" node1=\"16\" node2=\"18\"/>\n",
+       "                <nad:edge svgId=\"43\" equipmentId=\"TWT-4-7\" node1=\"16\" node2=\"22\"/>\n",
+       "                <nad:edge svgId=\"44\" equipmentId=\"TWT-4-9\" node1=\"16\" node2=\"26\"/>\n",
+       "                <nad:edge svgId=\"45\" equipmentId=\"TWT-5-6\" node1=\"18\" node2=\"20\"/>\n",
+       "                <nad:edge svgId=\"46\" equipmentId=\"LINE-7-8\" node1=\"22\" node2=\"24\"/>\n",
+       "                <nad:edge svgId=\"47\" equipmentId=\"LINE-9-7\" node1=\"26\" node2=\"22\"/>\n",
+       "            </nad:edges>\n",
+       "        </nad:nad>\n",
+       "    </metadata>\n",
+       "    <g class=\"nad-vl-nodes\">\n",
+       "        <g transform=\"translate(517.01,-642.50)\" id=\"0\">\n",
+       "            <circle r=\"27.50\" id=\"1\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-518.51,516.42)\" id=\"2\">\n",
+       "            <circle r=\"27.50\" id=\"3\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-720.95,118.61)\" id=\"4\">\n",
+       "            <circle r=\"27.50\" id=\"5\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-635.66,-662.83)\" id=\"6\">\n",
+       "            <circle r=\"27.50\" id=\"7\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-630.18,-297.82)\" id=\"8\">\n",
+       "            <circle r=\"27.50\" id=\"9\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-308.48,92.20)\" id=\"10\">\n",
+       "            <circle r=\"27.50\" id=\"11\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(596.05,-263.35)\" id=\"12\">\n",
+       "            <circle r=\"27.50\" id=\"13\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(827.88,25.42)\" id=\"14\">\n",
+       "            <circle r=\"27.50\" id=\"15\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(405.95,123.38)\" id=\"16\">\n",
+       "            <circle r=\"27.50\" id=\"17\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(225.14,-349.97)\" id=\"18\">\n",
+       "            <circle r=\"27.50\" id=\"19\" class=\"nad-vl120to180-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-336.09,-378.75)\" id=\"20\">\n",
+       "            <circle r=\"27.50\" id=\"21\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(369.06,599.72)\" id=\"22\">\n",
+       "            <circle r=\"27.50\" id=\"23\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(568.63,975.46)\" id=\"24\">\n",
+       "            <circle r=\"27.50\" id=\"25\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "        <g transform=\"translate(-23.76,416.70)\" id=\"26\">\n",
+       "            <circle r=\"27.50\" id=\"27\" class=\"nad-vl0to30-0 nad-busnode\"/>\n",
+       "        </g>\n",
+       "    </g>\n",
+       "    <g class=\"nad-branch-edges\">\n",
+       "        <g id=\"28\">\n",
+       "            <g id=\"28.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"522.62,-615.58 556.53,-452.92\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(529.25,-583.76)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(168.22)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(78.22)\" x=\"19.00\">49</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(168.22)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(78.22)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"28.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"590.44,-290.27 556.53,-452.92\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(583.81,-322.09)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(-11.78)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-281.78)\" x=\"-19.00\" style=\"text-anchor:end\">-49</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-11.78)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-281.78)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(556.53,-452.92)\">\n",
+       "                    <text transform=\"rotate(78.22)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-1-2</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"29\">\n",
+       "            <g id=\"29.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"497.59,-623.03 371.07,-496.24\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(474.63,-600.03)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-135.06)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-45.06)\" x=\"-19.00\" style=\"text-anchor:end\">27</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-135.06)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-45.06)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"29.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"244.56,-369.44 371.07,-496.24\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(267.51,-392.45)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(44.94)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-45.06)\" x=\"19.00\">-27</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(44.94)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-45.06)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(371.07,-496.24)\">\n",
+       "                    <text transform=\"rotate(-45.06)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-1-5</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"30\">\n",
+       "            <g id=\"30.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-50.72,422.13 -271.14,466.56\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-82.58,428.56)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-101.40)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-11.40)\" x=\"-19.00\" style=\"text-anchor:end\">1</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-101.40)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-11.40)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"30.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-491.55,510.99 -271.14,466.56\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-459.69,504.57)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(78.60)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-11.40)\" x=\"19.00\">-1</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(78.60)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-11.40)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-271.14,466.56)\">\n",
+       "                    <text transform=\"rotate(-11.40)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-9-10</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"31\">\n",
+       "            <g id=\"31.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-530.98,491.92 -619.73,317.52\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-545.72,462.95)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(-26.97)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-296.97)\" x=\"-19.00\" style=\"text-anchor:end\">-9</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-26.97)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-296.97)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"31.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-708.48,143.12 -619.73,317.52\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-693.74,172.08)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(153.03)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(63.03)\" x=\"19.00\">9</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(153.03)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(63.03)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-619.73,317.52)\">\n",
+       "                    <text transform=\"rotate(-296.97)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-10-11</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"32\">\n",
+       "            <g id=\"32.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-352.92,-357.00 -528.52,-130.07\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-372.81,-331.29)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-142.27)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-52.27)\" x=\"-19.00\" style=\"text-anchor:end\">12</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-142.27)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-52.27)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"32.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-704.13,96.86 -528.52,-130.07\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-684.24,71.16)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(37.73)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-52.27)\" x=\"19.00\">-12</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(37.73)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-52.27)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-528.52,-130.07)\">\n",
+       "                    <text transform=\"rotate(-52.27)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-6-11</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"33\">\n",
+       "            <g id=\"33.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-356.05,-397.67 -485.88,-520.79\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-379.63,-420.03)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-46.52)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-316.52)\" x=\"-19.00\" style=\"text-anchor:end\">8</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-46.52)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-316.52)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"33.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-615.70,-643.91 -485.88,-520.79\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-592.12,-621.54)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(133.48)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(43.48)\" x=\"19.00\">-8</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(133.48)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(43.48)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-485.88,-520.79)\">\n",
+       "                    <text transform=\"rotate(-316.52)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-6-12</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"34\">\n",
+       "            <g id=\"34.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-635.25,-635.33 -632.92,-480.33\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-634.76,-602.84)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(179.14)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(89.14)\" x=\"19.00\">2</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(179.14)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(89.14)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"34.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-630.60,-325.32 -632.92,-480.33\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-631.08,-357.82)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(-0.86)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-270.86)\" x=\"-19.00\" style=\"text-anchor:end\">-2</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-0.86)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-270.86)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-632.92,-480.33)\">\n",
+       "                    <text transform=\"rotate(89.14)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-12-13</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"35\">\n",
+       "            <g id=\"35.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-362.61,-371.45 -483.14,-338.29\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-393.94,-362.83)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-105.38)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-15.38)\" x=\"-19.00\" style=\"text-anchor:end\">19</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-105.38)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-15.38)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"35.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-603.67,-305.12 -483.14,-338.29\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-572.34,-313.74)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(74.62)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-15.38)\" x=\"19.00\">-19</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(74.62)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-15.38)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-483.14,-338.29)\">\n",
+       "                    <text transform=\"rotate(-15.38)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-6-13</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"36\">\n",
+       "            <g id=\"36.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-612.69,-276.61 -469.33,-102.81\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-592.01,-251.54)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(140.48)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(50.48)\" x=\"19.00\">9</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(140.48)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(50.48)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"36.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-325.97,70.98 -469.33,-102.81\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-346.65,45.91)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(-39.52)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-309.52)\" x=\"-19.00\" style=\"text-anchor:end\">-9</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-39.52)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-309.52)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-469.33,-102.81)\">\n",
+       "                    <text transform=\"rotate(50.48)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-13-14</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"37\">\n",
+       "            <g id=\"37.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"-41.90,396.03 -166.12,254.45\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(-63.34,371.60)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-41.26)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-311.26)\" x=\"-19.00\" style=\"text-anchor:end\">6</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-41.26)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-311.26)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"37.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-290.34,112.87 -166.12,254.45\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-268.90,137.30)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(138.74)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(48.74)\" x=\"19.00\">-6</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(138.74)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(48.74)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-166.12,254.45)\">\n",
+       "                    <text transform=\"rotate(-311.26)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-9-14</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"38\">\n",
+       "            <g id=\"38.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"613.27,-241.90 711.96,-118.97\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(633.61,-216.56)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(141.24)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(51.24)\" x=\"19.00\">30</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(141.24)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(51.24)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"38.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"810.66,3.97 711.96,-118.97\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(790.31,-21.37)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(-38.76)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-308.76)\" x=\"-19.00\" style=\"text-anchor:end\">-30</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-38.76)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-308.76)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(711.96,-118.97)\">\n",
+       "                    <text transform=\"rotate(51.24)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-2-3</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"39\">\n",
+       "            <g id=\"39.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"583.92,-238.67 501.00,-69.99\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(569.58,-209.50)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-153.82)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-63.82)\" x=\"-19.00\" style=\"text-anchor:end\">56</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-153.82)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-63.82)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"39.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"418.08,98.70 501.00,-69.99\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(432.42,69.53)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(26.18)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-63.82)\" x=\"19.00\">-56</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(26.18)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-63.82)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(501.00,-69.99)\">\n",
+       "                    <text transform=\"rotate(-63.82)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-2-4</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"40\">\n",
+       "            <g id=\"40.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"569.27,-269.60 410.59,-306.66\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(537.62,-276.99)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-76.85)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-346.85)\" x=\"-19.00\" style=\"text-anchor:end\">18</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-76.85)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-346.85)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"40.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"251.92,-343.72 410.59,-306.66\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(283.56,-336.33)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(103.15)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(13.15)\" x=\"19.00\">-18</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(103.15)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(13.15)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(410.59,-306.66)\">\n",
+       "                    <text transform=\"rotate(-346.85)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-2-5</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"41\">\n",
+       "            <g id=\"41.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"801.09,31.63 616.91,74.40\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(769.43,38.98)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-103.07)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-13.07)\" x=\"-19.00\" style=\"text-anchor:end\">24</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-103.07)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-13.07)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"41.2\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"432.74,117.16 616.91,74.40\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(464.40,109.81)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(76.93)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-13.07)\" x=\"19.00\">-24</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(76.93)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-13.07)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(616.91,74.40)\">\n",
+       "                    <text transform=\"rotate(-13.07)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-3-4</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"42\" class=\"nad-disconnected\">\n",
+       "            <g id=\"42.1\" class=\"nad-disconnected nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"396.14,97.69 315.54,-113.30\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(384.54,67.33)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-20.91)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-290.91)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-20.91)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-290.91)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"42.2\" class=\"nad-disconnected nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"234.95,-324.28 315.54,-113.30\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(246.55,-293.92)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(159.09)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(69.09)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(159.09)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(69.09)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(315.54,-113.30)\">\n",
+       "                    <text transform=\"rotate(-290.91)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-4-5</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"43\">\n",
+       "            <g id=\"43.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"403.83,150.79 389.82,331.64\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(401.32,183.20)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-175.57)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-85.57)\" x=\"-19.00\" style=\"text-anchor:end\">23</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-175.57)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-85.57)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"43.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"371.18,572.30 385.19,391.46\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(373.69,539.90)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(4.43)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-85.57)\" x=\"19.00\">-23</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(4.43)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-85.57)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <circle class=\"nad-vl120to180-line nad-winding\" cx=\"388.28\" cy=\"351.58\" r=\"20.00\"/>\n",
+       "                <circle class=\"nad-vl0to30-line nad-winding\" cx=\"386.73\" cy=\"371.52\" r=\"20.00\"/>\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(387.51,361.55)\">\n",
+       "                    <text transform=\"rotate(-85.57)\" x=\"0.00\" style=\"text-anchor:middle\">TWT-4-7</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"44\">\n",
+       "            <g id=\"44.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"383.24,138.88 215.87,253.12\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(356.40,157.20)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-124.32)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-34.32)\" x=\"-19.00\" style=\"text-anchor:end\">12</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-124.32)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-34.32)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"44.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-1.05,401.20 166.32,286.95\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(25.79,382.87)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(55.68)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-34.32)\" x=\"19.00\">-12</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(55.68)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-34.32)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <circle class=\"nad-vl120to180-line nad-winding\" cx=\"199.35\" cy=\"264.40\" r=\"20.00\"/>\n",
+       "                <circle class=\"nad-vl0to30-line nad-winding\" cx=\"182.84\" cy=\"275.68\" r=\"20.00\"/>\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(191.09,270.04)\">\n",
+       "                    <text transform=\"rotate(-34.32)\" x=\"0.00\" style=\"text-anchor:middle\">TWT-4-9</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"45\">\n",
+       "            <g id=\"45.1\" class=\"nad-vl120to180-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"197.67,-351.38 -25.52,-362.82\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(165.21,-353.04)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-87.06)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-357.06)\" x=\"-19.00\" style=\"text-anchor:end\">39</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-87.06)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-357.06)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"45.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"-308.63,-377.34 -85.44,-365.90\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(-276.17,-375.67)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(92.94)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(2.94)\" x=\"19.00\">-39</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(92.94)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(2.94)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <circle class=\"nad-vl120to180-line nad-winding\" cx=\"-45.49\" cy=\"-363.85\" r=\"20.00\"/>\n",
+       "                <circle class=\"nad-vl0to30-line nad-winding\" cx=\"-65.47\" cy=\"-364.87\" r=\"20.00\"/>\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(-55.48,-364.36)\">\n",
+       "                    <text transform=\"rotate(-357.06)\" x=\"0.00\" style=\"text-anchor:middle\">TWT-5-6</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"46\">\n",
+       "            <g id=\"46.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"381.96,624.01 468.84,787.59\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(397.20,652.71)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(152.03)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(62.03)\" x=\"19.00\">-0</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(152.03)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(62.03)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"46.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"555.73,951.17 468.84,787.59\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(540.48,922.47)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-27.97)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-297.97)\" x=\"-19.00\" style=\"text-anchor:end\">0</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-27.97)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-297.97)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(468.84,787.59)\">\n",
+       "                    <text transform=\"rotate(62.03)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-7-8</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "        <g id=\"47\">\n",
+       "            <g id=\"47.1\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-1\" points=\"1.16,428.31 172.65,508.21\"/>\n",
+       "                <g class=\"nad-glued-1 nad-edge-infos\" transform=\"translate(30.62,442.04)\">\n",
+       "                    <g class=\"nad-active nad-state-in\">\n",
+       "                        <g transform=\"rotate(114.98)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(24.98)\" x=\"19.00\">-23</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(114.98)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(24.98)\" x=\"19.00\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g id=\"47.2\" class=\"nad-vl0to30-line\">\n",
+       "                <polyline class=\"nad-edge-path nad-stretchable nad-glued-2\" points=\"344.13,588.10 172.65,508.21\"/>\n",
+       "                <g class=\"nad-glued-2 nad-edge-infos\" transform=\"translate(314.67,574.38)\">\n",
+       "                    <g class=\"nad-active nad-state-out\">\n",
+       "                        <g transform=\"rotate(-65.02)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-335.02)\" x=\"-19.00\" style=\"text-anchor:end\">23</text>\n",
+       "                    </g>\n",
+       "                    <g class=\"nad-reactive nad-state-out\">\n",
+       "                        <g transform=\"rotate(-65.02)\">\n",
+       "                            <path class=\"nad-arrow-in\" transform=\"scale(10.00)\" d=\"M-1 -1 H1 L0 1z\"/>\n",
+       "                            <path class=\"nad-arrow-out\" transform=\"scale(10.00)\" d=\"M-1 1 H1 L0 -1z\"/>\n",
+       "                        </g>\n",
+       "                        <text transform=\"rotate(-335.02)\" x=\"-19.00\" style=\"text-anchor:end\"></text>\n",
+       "                    </g>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "            <g class=\"nad-glued-center\">\n",
+       "                <g class=\"nad-edge-label\" transform=\"translate(172.65,508.21)\">\n",
+       "                    <text transform=\"rotate(24.98)\" x=\"0.00\" style=\"text-anchor:middle\">LINE-9-7</text>\n",
+       "                </g>\n",
+       "            </g>\n",
+       "        </g>\n",
+       "    </g>\n",
+       "    <g class=\"nad-text-edges\">\n",
+       "        <polyline id=\"0-textedge\" points=\"546.68,-646.95 617.01,-657.50\"/>\n",
+       "        <polyline id=\"2-textedge\" points=\"-488.84,511.97 -418.51,501.42\"/>\n",
+       "        <polyline id=\"4-textedge\" points=\"-691.29,114.16 -620.95,103.61\"/>\n",
+       "        <polyline id=\"6-textedge\" points=\"-605.99,-667.28 -535.66,-677.83\"/>\n",
+       "        <polyline id=\"8-textedge\" points=\"-600.52,-302.28 -530.18,-312.82\"/>\n",
+       "        <polyline id=\"10-textedge\" points=\"-278.81,87.75 -208.48,77.20\"/>\n",
+       "        <polyline id=\"12-textedge\" points=\"625.72,-267.80 696.05,-278.35\"/>\n",
+       "        <polyline id=\"14-textedge\" points=\"857.54,20.97 927.88,10.42\"/>\n",
+       "        <polyline id=\"16-textedge\" points=\"435.62,118.92 505.95,108.38\"/>\n",
+       "        <polyline id=\"18-textedge\" points=\"254.80,-354.42 325.14,-364.97\"/>\n",
+       "        <polyline id=\"20-textedge\" points=\"-306.43,-383.20 -236.09,-393.75\"/>\n",
+       "        <polyline id=\"22-textedge\" points=\"398.73,595.27 469.06,584.72\"/>\n",
+       "        <polyline id=\"24-textedge\" points=\"598.30,971.01 668.63,960.46\"/>\n",
+       "        <polyline id=\"26-textedge\" points=\"5.90,412.25 76.24,401.70\"/>\n",
+       "    </g>\n",
+       "    <g class=\"nad-text-nodes\">\n",
+       "        <foreignObject id=\"0-textnode\" y=\"-682.50\" x=\"617.01\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-1</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / 0.0°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"2-textnode\" y=\"476.42\" x=\"-418.51\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-10</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -11.1°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"4-textnode\" y=\"78.61\" x=\"-620.95\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-11</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -10.2°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"6-textnode\" y=\"-702.83\" x=\"-535.66\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-12</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -9.9°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"8-textnode\" y=\"-337.82\" x=\"-530.18\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-13</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -10.2°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"10-textnode\" y=\"52.20\" x=\"-208.48\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-14</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -12.0°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"12-textnode\" y=\"-303.35\" x=\"696.05\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-2</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -1.7°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"14-textnode\" y=\"-14.58\" x=\"927.88\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-3</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -5.0°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"16-textnode\" y=\"83.38\" x=\"505.95\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-4</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -7.4°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"18-textnode\" y=\"-389.97\" x=\"325.14\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-5</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl120to180-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -3.5°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"20-textnode\" y=\"-418.75\" x=\"-236.09\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-6</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -8.8°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"22-textnode\" y=\"559.72\" x=\"469.06\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-7</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -10.1°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"24-textnode\" y=\"935.46\" x=\"668.63\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-8</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -10.1°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "        <foreignObject id=\"26-textnode\" y=\"376.70\" x=\"76.24\" height=\"1\" width=\"1\">\n",
+       "            <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
+       "                <div>VL-9</div>\n",
+       "                <table>\n",
+       "                    <tr>\n",
+       "                        <td>\n",
+       "                            <div class=\"nad-vl0to30-0 nad-legend-square\"/>\n",
+       "                        </td>\n",
+       "                        <td> kV / -11.1°</td>\n",
+       "                    </tr>\n",
+       "                </table>\n",
+       "            </div>\n",
+       "        </foreignObject>\n",
+       "    </g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<pypowsybl.network.Svg at 0x176f1b5d570>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pypowsybl_network.get_network_area_diagram()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Notebook/Conversion issues.ipynb b/Notebook/Conversion issues.ipynb
new file mode 100644
index 0000000..28ebc42
--- /dev/null
+++ b/Notebook/Conversion issues.ipynb	
@@ -0,0 +1,554 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "fc820d4f",
+   "metadata": {},
+   "source": [
+    "### Imports"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "3b750114",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\rtschupp\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\pypowsybltest-3L0u-b9v-py3.10\\lib\\site-packages\\grid2op\\Backend\\PandaPowerBackend.py:31: UserWarning: Numba cannot be loaded. You will gain possibly massive speed if installing it by \n",
+      "\tC:\\Users\\rtschupp\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\pypowsybltest-3L0u-b9v-py3.10\\Scripts\\python.exe -m pip install numba\n",
+      "\n",
+      "  warnings.warn(\n",
+      "C:\\Users\\rtschupp\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\pypowsybltest-3L0u-b9v-py3.10\\lib\\site-packages\\lightsim2grid\\securityAnalysis.py:76: FutureWarning: In the future `np.str` will be defined as the corresponding NumPy scalar.\n",
+      "  STR_TYPES = (str, np.str, np.str_)\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pypowsybl.network as pp\n",
+    "import pypowsybl.loadflow as lf\n",
+    "import pypowsybl as ppow\n",
+    "import pandapower as pp\n",
+    "from pypowsybl.network import _path_to_str"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "b725fe65",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "full_path = \"../src/data_test/l2rpn_case14_sandbox_Pypowsybl/grid.json\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "28e75f53",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pandapow_net = pp.from_json(full_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "2d7982f0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mat_path = full_path[:2] + full_path[2:].split('.')[0] + '.mat'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "cb2613c2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'../src/data_test/l2rpn_case14_sandbox_Pypowsybl/grid.mat'"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mat_path"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "4e805b6d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "gen vm_pu > bus max_vm_pu for gens [2 3 4]. Setting bus limit for these gens.\n"
+     ]
+    }
+   ],
+   "source": [
+    "_ = pp.converter.to_mpc(pandapow_net, mat_path , init='flat')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "504ebc06",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grid = ppow.network.load(_path_to_str(mat_path),{'matpower.import.ignore-base-voltage': 'false'})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2a3744c2",
+   "metadata": {},
+   "source": [
+    "### Illustrative example the transformers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "f82d0c35",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>std_type</th>\n",
+       "      <th>hv_bus</th>\n",
+       "      <th>lv_bus</th>\n",
+       "      <th>sn_mva</th>\n",
+       "      <th>vn_hv_kv</th>\n",
+       "      <th>vn_lv_kv</th>\n",
+       "      <th>vk_percent</th>\n",
+       "      <th>vkr_percent</th>\n",
+       "      <th>pfe_kw</th>\n",
+       "      <th>i0_percent</th>\n",
+       "      <th>shift_degree</th>\n",
+       "      <th>tap_side</th>\n",
+       "      <th>tap_neutral</th>\n",
+       "      <th>tap_min</th>\n",
+       "      <th>tap_max</th>\n",
+       "      <th>tap_step_percent</th>\n",
+       "      <th>tap_step_degree</th>\n",
+       "      <th>tap_pos</th>\n",
+       "      <th>tap_phase_shifter</th>\n",
+       "      <th>parallel</th>\n",
+       "      <th>df</th>\n",
+       "      <th>in_service</th>\n",
+       "      <th>max_loading_percent</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>9900.0</td>\n",
+       "      <td>138.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>2070.288</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>hv</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>9900.0</td>\n",
+       "      <td>138.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>5506.182</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>hv</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>9900.0</td>\n",
+       "      <td>138.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>2494.998</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>hv</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>6</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9900.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>1743.885</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>8</td>\n",
+       "      <td>6</td>\n",
+       "      <td>9900.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>1089.099</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   name std_type  hv_bus  lv_bus  sn_mva  vn_hv_kv  vn_lv_kv  vk_percent   \n",
+       "0  None     None       3       6  9900.0     138.0      14.0    2070.288  \\\n",
+       "1  None     None       3       8  9900.0     138.0      20.0    5506.182   \n",
+       "2  None     None       4       5  9900.0     138.0      20.0    2494.998   \n",
+       "3  None     None       6       7  9900.0      14.0      12.0    1743.885   \n",
+       "4  None     None       8       6  9900.0      20.0      14.0    1089.099   \n",
+       "\n",
+       "   vkr_percent  pfe_kw  i0_percent  shift_degree tap_side  tap_neutral   \n",
+       "0          0.0     0.0         0.0           0.0       hv            0  \\\n",
+       "1          0.0     0.0         0.0           0.0       hv            0   \n",
+       "2          0.0     0.0         0.0           0.0       hv            0   \n",
+       "3          0.0     0.0         0.0           0.0    False            0   \n",
+       "4          0.0     0.0         0.0           0.0    False            0   \n",
+       "\n",
+       "   tap_min  tap_max  tap_step_percent  tap_step_degree  tap_pos   \n",
+       "0      NaN      NaN               2.2              0.0       -1  \\\n",
+       "1      NaN      NaN               3.1              0.0       -1   \n",
+       "2      NaN      NaN               6.8              0.0       -1   \n",
+       "3      NaN      NaN               0.0              0.0        0   \n",
+       "4      NaN      NaN               0.0              0.0        0   \n",
+       "\n",
+       "   tap_phase_shifter  parallel   df  in_service  max_loading_percent  \n",
+       "0              False         1  1.0        True                100.0  \n",
+       "1              False         1  1.0        True                100.0  \n",
+       "2              False         1  1.0        True                100.0  \n",
+       "3              False         1  1.0        True                100.0  \n",
+       "4              False         1  1.0        True                100.0  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pandapow_net.trafo"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "e91c771b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>r</th>\n",
+       "      <th>x</th>\n",
+       "      <th>g</th>\n",
+       "      <th>b</th>\n",
+       "      <th>rated_u1</th>\n",
+       "      <th>rated_u2</th>\n",
+       "      <th>rated_s</th>\n",
+       "      <th>p1</th>\n",
+       "      <th>q1</th>\n",
+       "      <th>i1</th>\n",
+       "      <th>p2</th>\n",
+       "      <th>q2</th>\n",
+       "      <th>i2</th>\n",
+       "      <th>voltage_level1_id</th>\n",
+       "      <th>voltage_level2_id</th>\n",
+       "      <th>bus1_id</th>\n",
+       "      <th>bus2_id</th>\n",
+       "      <th>connected1</th>\n",
+       "      <th>connected2</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>TWT-4-7</th>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.409875</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>134.964</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL-4</td>\n",
+       "      <td>VL-7</td>\n",
+       "      <td>VL-4_0</td>\n",
+       "      <td>VL-7_0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TWT-4-9</th>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.224720</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>133.722</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL-4</td>\n",
+       "      <td>VL-9</td>\n",
+       "      <td>VL-4_0</td>\n",
+       "      <td>VL-9_0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TWT-5-6</th>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.008080</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>128.616</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL-5</td>\n",
+       "      <td>VL-6</td>\n",
+       "      <td>VL-5_0</td>\n",
+       "      <td>VL-6_0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        name    r         x    g    b  rated_u1  rated_u2  rated_s  p1  q1   \n",
+       "id                                                                           \n",
+       "TWT-4-7       0.0  0.409875  0.0  0.0   134.964      14.0      NaN NaN NaN  \\\n",
+       "TWT-4-9       0.0  2.224720  0.0  0.0   133.722      20.0      NaN NaN NaN   \n",
+       "TWT-5-6       0.0  1.008080  0.0  0.0   128.616      20.0      NaN NaN NaN   \n",
+       "\n",
+       "         i1  p2  q2  i2 voltage_level1_id voltage_level2_id bus1_id bus2_id   \n",
+       "id                                                                            \n",
+       "TWT-4-7 NaN NaN NaN NaN              VL-4              VL-7  VL-4_0  VL-7_0  \\\n",
+       "TWT-4-9 NaN NaN NaN NaN              VL-4              VL-9  VL-4_0  VL-9_0   \n",
+       "TWT-5-6 NaN NaN NaN NaN              VL-5              VL-6  VL-5_0  VL-6_0   \n",
+       "\n",
+       "         connected1  connected2  \n",
+       "id                               \n",
+       "TWT-4-7        True        True  \n",
+       "TWT-4-9        True        True  \n",
+       "TWT-5-6        True        True  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid.get_2_windings_transformers()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Notebook/Tests move connectable and bugs.ipynb b/Notebook/Tests move connectable and bugs.ipynb
new file mode 100644
index 0000000..2a8738a
--- /dev/null
+++ b/Notebook/Tests move connectable and bugs.ipynb	
@@ -0,0 +1,3168 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "fc820d4f",
+   "metadata": {},
+   "source": [
+    "### Imports"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "3b750114",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pypowsybl.network as pp\n",
+    "import pypowsybl.loadflow as lf\n",
+    "import pypowsybl as ppow"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ee2e2bfd",
+   "metadata": {},
+   "source": [
+    "### Definition of doubling bus function as we are doing in Grid2op"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "b8f69f24",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def _double_buses(grid):\n",
+    "\n",
+    "    df = grid.get_buses()\n",
+    "    L = []\n",
+    "    for elem in grid.get_voltage_levels().index:\n",
+    "        for bus_id in grid.get_bus_breaker_topology(voltage_level_id=elem).buses.index:\n",
+    "            L.append(bus_id)\n",
+    "    L_voltage_id = df['voltage_level_id'].to_list()\n",
+    "    for i in range(len(L)):\n",
+    "        grid.create_buses(id=L[i] + '_bis', voltage_level_id=L_voltage_id[i], name=df['name'][i])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "95d1b9b0",
+   "metadata": {},
+   "source": [
+    "### Move connectable test"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f3379b1a",
+   "metadata": {},
+   "source": [
+    "#### Description of network"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "101ddbbb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "network_pp = pp.create_ieee14()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "7c464c69",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>r</th>\n",
+       "      <th>x</th>\n",
+       "      <th>g1</th>\n",
+       "      <th>b1</th>\n",
+       "      <th>g2</th>\n",
+       "      <th>b2</th>\n",
+       "      <th>p1</th>\n",
+       "      <th>q1</th>\n",
+       "      <th>i1</th>\n",
+       "      <th>...</th>\n",
+       "      <th>voltage_level2_id</th>\n",
+       "      <th>bus1_id</th>\n",
+       "      <th>bus_breaker_bus1_id</th>\n",
+       "      <th>node1</th>\n",
+       "      <th>bus2_id</th>\n",
+       "      <th>bus_breaker_bus2_id</th>\n",
+       "      <th>node2</th>\n",
+       "      <th>connected1</th>\n",
+       "      <th>connected2</th>\n",
+       "      <th>fictitious</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>L1-2-1</th>\n",
+       "      <td></td>\n",
+       "      <td>3.532005</td>\n",
+       "      <td>10.783732</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000145</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000145</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL2</td>\n",
+       "      <td>VL1_0</td>\n",
+       "      <td>B1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL2_0</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L1-5-1</th>\n",
+       "      <td></td>\n",
+       "      <td>9.846967</td>\n",
+       "      <td>40.649040</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000135</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000135</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL5</td>\n",
+       "      <td>VL1_0</td>\n",
+       "      <td>B1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL5_0</td>\n",
+       "      <td>B5</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L2-3-1</th>\n",
+       "      <td></td>\n",
+       "      <td>8.563927</td>\n",
+       "      <td>36.080033</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000120</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000120</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL3</td>\n",
+       "      <td>VL2_0</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL3_0</td>\n",
+       "      <td>B3</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L2-4-1</th>\n",
+       "      <td></td>\n",
+       "      <td>10.590547</td>\n",
+       "      <td>32.134320</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000093</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000093</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL4</td>\n",
+       "      <td>VL2_0</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL4_0</td>\n",
+       "      <td>B4</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L2-5-1</th>\n",
+       "      <td></td>\n",
+       "      <td>10.379137</td>\n",
+       "      <td>31.689630</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000095</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000095</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL5</td>\n",
+       "      <td>VL2_0</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL5_0</td>\n",
+       "      <td>B5</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L3-4-1</th>\n",
+       "      <td></td>\n",
+       "      <td>12.212573</td>\n",
+       "      <td>31.170217</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000035</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000035</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL4</td>\n",
+       "      <td>VL3_0</td>\n",
+       "      <td>B3</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL4_0</td>\n",
+       "      <td>B4</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L4-5-1</th>\n",
+       "      <td></td>\n",
+       "      <td>2.433038</td>\n",
+       "      <td>7.674548</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL5</td>\n",
+       "      <td>VL4_0</td>\n",
+       "      <td>B4</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL5_0</td>\n",
+       "      <td>B5</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L6-11-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.136771</td>\n",
+       "      <td>0.286416</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL11</td>\n",
+       "      <td>VL6_0</td>\n",
+       "      <td>B6</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL11_0</td>\n",
+       "      <td>B11</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L6-12-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.176990</td>\n",
+       "      <td>0.368366</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL12</td>\n",
+       "      <td>VL6_0</td>\n",
+       "      <td>B6</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL12_0</td>\n",
+       "      <td>B12</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L6-13-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.095256</td>\n",
+       "      <td>0.187589</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL13</td>\n",
+       "      <td>VL6_0</td>\n",
+       "      <td>B6</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL13_0</td>\n",
+       "      <td>B13</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L7-8-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.493220</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.868925</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.608248</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL8</td>\n",
+       "      <td>VL7_0</td>\n",
+       "      <td>B7</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL8_0</td>\n",
+       "      <td>B8</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L7-9-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.184817</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.772966</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.901794</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL9</td>\n",
+       "      <td>VL7_0</td>\n",
+       "      <td>B7</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL9_0</td>\n",
+       "      <td>B9</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L9-10-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.045806</td>\n",
+       "      <td>0.121680</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL10</td>\n",
+       "      <td>VL9_0</td>\n",
+       "      <td>B9</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL10_0</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L9-14-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.183038</td>\n",
+       "      <td>0.389347</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL14</td>\n",
+       "      <td>VL9_0</td>\n",
+       "      <td>B9</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL14_0</td>\n",
+       "      <td>B14</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L10-11-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.118152</td>\n",
+       "      <td>0.276581</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL11</td>\n",
+       "      <td>VL10_0</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL11_0</td>\n",
+       "      <td>B11</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L12-13-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.318125</td>\n",
+       "      <td>0.287827</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL13</td>\n",
+       "      <td>VL12_0</td>\n",
+       "      <td>B12</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL13_0</td>\n",
+       "      <td>B13</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L13-14-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.246139</td>\n",
+       "      <td>0.501149</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL14</td>\n",
+       "      <td>VL13_0</td>\n",
+       "      <td>B13</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL14_0</td>\n",
+       "      <td>B14</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>17 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         name          r          x   g1        b1   g2        b2  p1  q1  i1   \n",
+       "id                                                                              \n",
+       "L1-2-1          3.532005  10.783732  0.0  0.000145  0.0  0.000145 NaN NaN NaN  \\\n",
+       "L1-5-1          9.846967  40.649040  0.0  0.000135  0.0  0.000135 NaN NaN NaN   \n",
+       "L2-3-1          8.563927  36.080033  0.0  0.000120  0.0  0.000120 NaN NaN NaN   \n",
+       "L2-4-1         10.590547  32.134320  0.0  0.000093  0.0  0.000093 NaN NaN NaN   \n",
+       "L2-5-1         10.379137  31.689630  0.0  0.000095  0.0  0.000095 NaN NaN NaN   \n",
+       "L3-4-1         12.212573  31.170217  0.0  0.000035  0.0  0.000035 NaN NaN NaN   \n",
+       "L4-5-1          2.433038   7.674548  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L6-11-1         0.136771   0.286416  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L6-12-1         0.176990   0.368366  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L6-13-1         0.095256   0.187589  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L7-8-1          0.000000   0.493220  0.0 -0.868925  0.0  0.608248 NaN NaN NaN   \n",
+       "L7-9-1          0.000000   0.184817  0.0  0.772966  0.0 -0.901794 NaN NaN NaN   \n",
+       "L9-10-1         0.045806   0.121680  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L9-14-1         0.183038   0.389347  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L10-11-1        0.118152   0.276581  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L12-13-1        0.318125   0.287827  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L13-14-1        0.246139   0.501149  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "\n",
+       "          ...  voltage_level2_id  bus1_id  bus_breaker_bus1_id node1 bus2_id   \n",
+       "id        ...                                                                  \n",
+       "L1-2-1    ...                VL2    VL1_0                   B1    -1   VL2_0  \\\n",
+       "L1-5-1    ...                VL5    VL1_0                   B1    -1   VL5_0   \n",
+       "L2-3-1    ...                VL3    VL2_0                   B2    -1   VL3_0   \n",
+       "L2-4-1    ...                VL4    VL2_0                   B2    -1   VL4_0   \n",
+       "L2-5-1    ...                VL5    VL2_0                   B2    -1   VL5_0   \n",
+       "L3-4-1    ...                VL4    VL3_0                   B3    -1   VL4_0   \n",
+       "L4-5-1    ...                VL5    VL4_0                   B4    -1   VL5_0   \n",
+       "L6-11-1   ...               VL11    VL6_0                   B6    -1  VL11_0   \n",
+       "L6-12-1   ...               VL12    VL6_0                   B6    -1  VL12_0   \n",
+       "L6-13-1   ...               VL13    VL6_0                   B6    -1  VL13_0   \n",
+       "L7-8-1    ...                VL8    VL7_0                   B7    -1   VL8_0   \n",
+       "L7-9-1    ...                VL9    VL7_0                   B7    -1   VL9_0   \n",
+       "L9-10-1   ...               VL10    VL9_0                   B9    -1  VL10_0   \n",
+       "L9-14-1   ...               VL14    VL9_0                   B9    -1  VL14_0   \n",
+       "L10-11-1  ...               VL11   VL10_0                  B10    -1  VL11_0   \n",
+       "L12-13-1  ...               VL13   VL12_0                  B12    -1  VL13_0   \n",
+       "L13-14-1  ...               VL14   VL13_0                  B13    -1  VL14_0   \n",
+       "\n",
+       "         bus_breaker_bus2_id node2  connected1 connected2 fictitious  \n",
+       "id                                                                    \n",
+       "L1-2-1                    B2    -1        True       True      False  \n",
+       "L1-5-1                    B5    -1        True       True      False  \n",
+       "L2-3-1                    B3    -1        True       True      False  \n",
+       "L2-4-1                    B4    -1        True       True      False  \n",
+       "L2-5-1                    B5    -1        True       True      False  \n",
+       "L3-4-1                    B4    -1        True       True      False  \n",
+       "L4-5-1                    B5    -1        True       True      False  \n",
+       "L6-11-1                  B11    -1        True       True      False  \n",
+       "L6-12-1                  B12    -1        True       True      False  \n",
+       "L6-13-1                  B13    -1        True       True      False  \n",
+       "L7-8-1                    B8    -1        True       True      False  \n",
+       "L7-9-1                    B9    -1        True       True      False  \n",
+       "L9-10-1                  B10    -1        True       True      False  \n",
+       "L9-14-1                  B14    -1        True       True      False  \n",
+       "L10-11-1                 B11    -1        True       True      False  \n",
+       "L12-13-1                 B13    -1        True       True      False  \n",
+       "L13-14-1                 B14    -1        True       True      False  \n",
+       "\n",
+       "[17 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "network_pp.get_lines(all_attributes=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "317286ee",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>type</th>\n",
+       "      <th>p0</th>\n",
+       "      <th>q0</th>\n",
+       "      <th>p</th>\n",
+       "      <th>q</th>\n",
+       "      <th>i</th>\n",
+       "      <th>voltage_level_id</th>\n",
+       "      <th>bus_id</th>\n",
+       "      <th>bus_breaker_bus_id</th>\n",
+       "      <th>node</th>\n",
+       "      <th>connected</th>\n",
+       "      <th>fictitious</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>B2-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL2</td>\n",
+       "      <td>VL2_0</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B3-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>94.2</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL3</td>\n",
+       "      <td>VL3_0</td>\n",
+       "      <td>B3</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B4-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>47.8</td>\n",
+       "      <td>-3.9</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL4</td>\n",
+       "      <td>VL4_0</td>\n",
+       "      <td>B4</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B5-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL5</td>\n",
+       "      <td>VL5_0</td>\n",
+       "      <td>B5</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B6-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL6</td>\n",
+       "      <td>VL6_0</td>\n",
+       "      <td>B6</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B9-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>29.5</td>\n",
+       "      <td>16.6</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL9</td>\n",
+       "      <td>VL9_0</td>\n",
+       "      <td>B9</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B10-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL10</td>\n",
+       "      <td>VL10_0</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B11-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL11</td>\n",
+       "      <td>VL11_0</td>\n",
+       "      <td>B11</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B12-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL12</td>\n",
+       "      <td>VL12_0</td>\n",
+       "      <td>B12</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B13-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>13.5</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL13</td>\n",
+       "      <td>VL13_0</td>\n",
+       "      <td>B13</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B14-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>14.9</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL14</td>\n",
+       "      <td>VL14_0</td>\n",
+       "      <td>B14</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      name       type    p0    q0   p   q   i voltage_level_id  bus_id   \n",
+       "id                                                                       \n",
+       "B2-L        UNDEFINED  21.7  12.7 NaN NaN NaN              VL2   VL2_0  \\\n",
+       "B3-L        UNDEFINED  94.2  19.0 NaN NaN NaN              VL3   VL3_0   \n",
+       "B4-L        UNDEFINED  47.8  -3.9 NaN NaN NaN              VL4   VL4_0   \n",
+       "B5-L        UNDEFINED   7.6   1.6 NaN NaN NaN              VL5   VL5_0   \n",
+       "B6-L        UNDEFINED  11.2   7.5 NaN NaN NaN              VL6   VL6_0   \n",
+       "B9-L        UNDEFINED  29.5  16.6 NaN NaN NaN              VL9   VL9_0   \n",
+       "B10-L       UNDEFINED   9.0   5.8 NaN NaN NaN             VL10  VL10_0   \n",
+       "B11-L       UNDEFINED   3.5   1.8 NaN NaN NaN             VL11  VL11_0   \n",
+       "B12-L       UNDEFINED   6.1   1.6 NaN NaN NaN             VL12  VL12_0   \n",
+       "B13-L       UNDEFINED  13.5   5.8 NaN NaN NaN             VL13  VL13_0   \n",
+       "B14-L       UNDEFINED  14.9   5.0 NaN NaN NaN             VL14  VL14_0   \n",
+       "\n",
+       "      bus_breaker_bus_id  node  connected  fictitious  \n",
+       "id                                                     \n",
+       "B2-L                  B2    -1       True       False  \n",
+       "B3-L                  B3    -1       True       False  \n",
+       "B4-L                  B4    -1       True       False  \n",
+       "B5-L                  B5    -1       True       False  \n",
+       "B6-L                  B6    -1       True       False  \n",
+       "B9-L                  B9    -1       True       False  \n",
+       "B10-L                B10    -1       True       False  \n",
+       "B11-L                B11    -1       True       False  \n",
+       "B12-L                B12    -1       True       False  \n",
+       "B13-L                B13    -1       True       False  \n",
+       "B14-L                B14    -1       True       False  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "network_pp.get_loads(all_attributes=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "f5ca9f7b",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>energy_source</th>\n",
+       "      <th>target_p</th>\n",
+       "      <th>min_p</th>\n",
+       "      <th>max_p</th>\n",
+       "      <th>min_q</th>\n",
+       "      <th>max_q</th>\n",
+       "      <th>min_q_at_target_p</th>\n",
+       "      <th>max_q_at_target_p</th>\n",
+       "      <th>min_q_at_p</th>\n",
+       "      <th>...</th>\n",
+       "      <th>regulated_element_id</th>\n",
+       "      <th>p</th>\n",
+       "      <th>q</th>\n",
+       "      <th>i</th>\n",
+       "      <th>voltage_level_id</th>\n",
+       "      <th>bus_id</th>\n",
+       "      <th>bus_breaker_bus_id</th>\n",
+       "      <th>node</th>\n",
+       "      <th>connected</th>\n",
+       "      <th>fictitious</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>B1-G</th>\n",
+       "      <td></td>\n",
+       "      <td>OTHER</td>\n",
+       "      <td>232.4</td>\n",
+       "      <td>-9999.0</td>\n",
+       "      <td>9999.0</td>\n",
+       "      <td>-1.797693e+308</td>\n",
+       "      <td>1.797693e+308</td>\n",
+       "      <td>-1.797693e+308</td>\n",
+       "      <td>1.797693e+308</td>\n",
+       "      <td>-1.797693e+308</td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL1</td>\n",
+       "      <td>VL1_0</td>\n",
+       "      <td>B1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B2-G</th>\n",
+       "      <td></td>\n",
+       "      <td>OTHER</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>-9999.0</td>\n",
+       "      <td>9999.0</td>\n",
+       "      <td>-4.000000e+01</td>\n",
+       "      <td>5.000000e+01</td>\n",
+       "      <td>-4.000000e+01</td>\n",
+       "      <td>5.000000e+01</td>\n",
+       "      <td>-4.000000e+01</td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL2</td>\n",
+       "      <td>VL2_0</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B3-G</th>\n",
+       "      <td></td>\n",
+       "      <td>OTHER</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-9999.0</td>\n",
+       "      <td>9999.0</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>4.000000e+01</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>4.000000e+01</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL3</td>\n",
+       "      <td>VL3_0</td>\n",
+       "      <td>B3</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B6-G</th>\n",
+       "      <td></td>\n",
+       "      <td>OTHER</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-9999.0</td>\n",
+       "      <td>9999.0</td>\n",
+       "      <td>-6.000000e+00</td>\n",
+       "      <td>2.400000e+01</td>\n",
+       "      <td>-6.000000e+00</td>\n",
+       "      <td>2.400000e+01</td>\n",
+       "      <td>-6.000000e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL6</td>\n",
+       "      <td>VL6_0</td>\n",
+       "      <td>B6</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B8-G</th>\n",
+       "      <td></td>\n",
+       "      <td>OTHER</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-9999.0</td>\n",
+       "      <td>9999.0</td>\n",
+       "      <td>-6.000000e+00</td>\n",
+       "      <td>2.400000e+01</td>\n",
+       "      <td>-6.000000e+00</td>\n",
+       "      <td>2.400000e+01</td>\n",
+       "      <td>-6.000000e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL8</td>\n",
+       "      <td>VL8_0</td>\n",
+       "      <td>B8</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 25 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     name energy_source  target_p   min_p   max_p          min_q   \n",
+       "id                                                                 \n",
+       "B1-G              OTHER     232.4 -9999.0  9999.0 -1.797693e+308  \\\n",
+       "B2-G              OTHER      40.0 -9999.0  9999.0  -4.000000e+01   \n",
+       "B3-G              OTHER       0.0 -9999.0  9999.0   0.000000e+00   \n",
+       "B6-G              OTHER       0.0 -9999.0  9999.0  -6.000000e+00   \n",
+       "B8-G              OTHER       0.0 -9999.0  9999.0  -6.000000e+00   \n",
+       "\n",
+       "              max_q  min_q_at_target_p  max_q_at_target_p     min_q_at_p  ...   \n",
+       "id                                                                        ...   \n",
+       "B1-G  1.797693e+308     -1.797693e+308      1.797693e+308 -1.797693e+308  ...  \\\n",
+       "B2-G   5.000000e+01      -4.000000e+01       5.000000e+01  -4.000000e+01  ...   \n",
+       "B3-G   4.000000e+01       0.000000e+00       4.000000e+01   0.000000e+00  ...   \n",
+       "B6-G   2.400000e+01      -6.000000e+00       2.400000e+01  -6.000000e+00  ...   \n",
+       "B8-G   2.400000e+01      -6.000000e+00       2.400000e+01  -6.000000e+00  ...   \n",
+       "\n",
+       "      regulated_element_id   p   q   i  voltage_level_id bus_id   \n",
+       "id                                                                \n",
+       "B1-G                       NaN NaN NaN               VL1  VL1_0  \\\n",
+       "B2-G                       NaN NaN NaN               VL2  VL2_0   \n",
+       "B3-G                       NaN NaN NaN               VL3  VL3_0   \n",
+       "B6-G                       NaN NaN NaN               VL6  VL6_0   \n",
+       "B8-G                       NaN NaN NaN               VL8  VL8_0   \n",
+       "\n",
+       "      bus_breaker_bus_id  node  connected fictitious  \n",
+       "id                                                    \n",
+       "B1-G                  B1    -1       True      False  \n",
+       "B2-G                  B2    -1       True      False  \n",
+       "B3-G                  B3    -1       True      False  \n",
+       "B6-G                  B6    -1       True      False  \n",
+       "B8-G                  B8    -1       True      False  \n",
+       "\n",
+       "[5 rows x 25 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "network_pp.get_generators(all_attributes=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a05f7ac9",
+   "metadata": {},
+   "source": [
+    "#### Moving generator only : verification of bug"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "94694046",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "network_pp = pp.create_ieee14()\n",
+    "_double_buses(network_pp)\n",
+    "\n",
+    "ppow.network.move_connectable(network=network_pp, equipment_id='B2-G', bus_origin_id='B2',\n",
+    "                                bus_destination_id='B2_bis')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "7015dd7c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "results_pypow = lf.run_ac(network_pp)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5f50a697",
+   "metadata": {},
+   "source": [
+    "Convergence but can not access to generators"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "1bf98a04",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[ComponentResult(connected_component_num=0, synchronous_component_num=0, status=CONVERGED, iteration_count=4, slack_bus_id='VL1_0', slack_bus_active_power_mismatch=42.67140651682162, distributed_active_power=0.0007053703923176613)]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results_pypow"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "5148b36c",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "ename": "PyPowsyblError",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mPyPowsyblError\u001b[0m                            Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[10], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mnetwork_pp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_generators\u001b[49m\u001b[43m(\u001b[49m\u001b[43mall_attributes\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32m~\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\pypowsybltest-3L0u-b9v-py3.10\\lib\\site-packages\\pypowsybl\\network.py:684\u001b[0m, in \u001b[0;36mNetwork.get_generators\u001b[1;34m(self, all_attributes, attributes, **kwargs)\u001b[0m\n\u001b[0;32m    574\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_generators\u001b[39m(\u001b[38;5;28mself\u001b[39m, all_attributes: \u001b[38;5;28mbool\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m, attributes: _List[\u001b[38;5;28mstr\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m    575\u001b[0m                    \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: _ArrayLike) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m _DataFrame:\n\u001b[0;32m    576\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    577\u001b[0m \u001b[38;5;124;03m    Get a dataframe of generators.\u001b[39;00m\n\u001b[0;32m    578\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    682\u001b[0m \u001b[38;5;124;03m        should hold.\u001b[39;00m\n\u001b[0;32m    683\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[1;32m--> 684\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_elements(ElementType\u001b[38;5;241m.\u001b[39mGENERATOR, all_attributes, attributes, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[1;32m~\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\pypowsybltest-3L0u-b9v-py3.10\\lib\\site-packages\\pypowsybl\\network.py:484\u001b[0m, in \u001b[0;36mNetwork.get_elements\u001b[1;34m(self, element_type, all_attributes, attributes, **kwargs)\u001b[0m\n\u001b[0;32m    481\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    482\u001b[0m     elements_array \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m--> 484\u001b[0m series_array \u001b[38;5;241m=\u001b[39m \u001b[43m_pp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_network_elements_series_array\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43melement_type\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfilter_attributes\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    485\u001b[0m \u001b[43m                                                        \u001b[49m\u001b[43mattributes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43melements_array\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    486\u001b[0m result \u001b[38;5;241m=\u001b[39m _create_data_frame_from_series_array(series_array)\n\u001b[0;32m    487\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m attributes:\n",
+      "\u001b[1;31mPyPowsyblError\u001b[0m: "
+     ]
+    }
+   ],
+   "source": [
+    "network_pp.get_generators(all_attributes=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1dbc09e0",
+   "metadata": {},
+   "source": [
+    "#### Test with load"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "8940c313",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "network_pp = pp.create_ieee14()\n",
+    "_double_buses(network_pp)\n",
+    "\n",
+    "ppow.network.move_connectable(network=network_pp, equipment_id='B2-L', bus_origin_id='B2',\n",
+    "                                bus_destination_id='B2_bis')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "6cde7ad6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "results_pypow = lf.run_ac(network_pp)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bb97b4c6",
+   "metadata": {},
+   "source": [
+    "Converge and can access to load even if isolate"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "88b5b791",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[ComponentResult(connected_component_num=0, synchronous_component_num=0, status=CONVERGED, iteration_count=3, slack_bus_id='VL1_0', slack_bus_active_power_mismatch=-22.82232432434799, distributed_active_power=0.0)]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results_pypow"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "3a024241",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>type</th>\n",
+       "      <th>p0</th>\n",
+       "      <th>q0</th>\n",
+       "      <th>p</th>\n",
+       "      <th>q</th>\n",
+       "      <th>i</th>\n",
+       "      <th>voltage_level_id</th>\n",
+       "      <th>bus_id</th>\n",
+       "      <th>bus_breaker_bus_id</th>\n",
+       "      <th>node</th>\n",
+       "      <th>connected</th>\n",
+       "      <th>fictitious</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>B2-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>VL2</td>\n",
+       "      <td>VL2_1</td>\n",
+       "      <td>B2_bis</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B3-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>94.2</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>94.2</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>406.906114</td>\n",
+       "      <td>VL3</td>\n",
+       "      <td>VL3_0</td>\n",
+       "      <td>B3</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B4-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>47.8</td>\n",
+       "      <td>-3.9</td>\n",
+       "      <td>47.8</td>\n",
+       "      <td>-3.9</td>\n",
+       "      <td>201.540406</td>\n",
+       "      <td>VL4</td>\n",
+       "      <td>VL4_0</td>\n",
+       "      <td>B4</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B5-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>32.577010</td>\n",
+       "      <td>VL5</td>\n",
+       "      <td>VL5_0</td>\n",
+       "      <td>B5</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B6-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>606.093828</td>\n",
+       "      <td>VL6</td>\n",
+       "      <td>VL6_0</td>\n",
+       "      <td>B6</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B9-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>29.5</td>\n",
+       "      <td>16.6</td>\n",
+       "      <td>29.5</td>\n",
+       "      <td>16.6</td>\n",
+       "      <td>1542.266502</td>\n",
+       "      <td>VL9</td>\n",
+       "      <td>VL9_0</td>\n",
+       "      <td>B9</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B10-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>490.131106</td>\n",
+       "      <td>VL10</td>\n",
+       "      <td>VL10_0</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B11-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>179.158152</td>\n",
+       "      <td>VL11</td>\n",
+       "      <td>VL11_0</td>\n",
+       "      <td>B11</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B12-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>287.544857</td>\n",
+       "      <td>VL12</td>\n",
+       "      <td>VL12_0</td>\n",
+       "      <td>B12</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B13-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>13.5</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>13.5</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>673.012046</td>\n",
+       "      <td>VL13</td>\n",
+       "      <td>VL13_0</td>\n",
+       "      <td>B13</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B14-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>14.9</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>14.9</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>730.195425</td>\n",
+       "      <td>VL14</td>\n",
+       "      <td>VL14_0</td>\n",
+       "      <td>B14</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      name       type    p0    q0     p     q            i voltage_level_id   \n",
+       "id                                                                            \n",
+       "B2-L        UNDEFINED  21.7  12.7   NaN   NaN          NaN              VL2  \\\n",
+       "B3-L        UNDEFINED  94.2  19.0  94.2  19.0   406.906114              VL3   \n",
+       "B4-L        UNDEFINED  47.8  -3.9  47.8  -3.9   201.540406              VL4   \n",
+       "B5-L        UNDEFINED   7.6   1.6   7.6   1.6    32.577010              VL5   \n",
+       "B6-L        UNDEFINED  11.2   7.5  11.2   7.5   606.093828              VL6   \n",
+       "B9-L        UNDEFINED  29.5  16.6  29.5  16.6  1542.266502              VL9   \n",
+       "B10-L       UNDEFINED   9.0   5.8   9.0   5.8   490.131106             VL10   \n",
+       "B11-L       UNDEFINED   3.5   1.8   3.5   1.8   179.158152             VL11   \n",
+       "B12-L       UNDEFINED   6.1   1.6   6.1   1.6   287.544857             VL12   \n",
+       "B13-L       UNDEFINED  13.5   5.8  13.5   5.8   673.012046             VL13   \n",
+       "B14-L       UNDEFINED  14.9   5.0  14.9   5.0   730.195425             VL14   \n",
+       "\n",
+       "       bus_id bus_breaker_bus_id  node  connected  fictitious  \n",
+       "id                                                             \n",
+       "B2-L    VL2_1             B2_bis    -1       True       False  \n",
+       "B3-L    VL3_0                 B3    -1       True       False  \n",
+       "B4-L    VL4_0                 B4    -1       True       False  \n",
+       "B5-L    VL5_0                 B5    -1       True       False  \n",
+       "B6-L    VL6_0                 B6    -1       True       False  \n",
+       "B9-L    VL9_0                 B9    -1       True       False  \n",
+       "B10-L  VL10_0                B10    -1       True       False  \n",
+       "B11-L  VL11_0                B11    -1       True       False  \n",
+       "B12-L  VL12_0                B12    -1       True       False  \n",
+       "B13-L  VL13_0                B13    -1       True       False  \n",
+       "B14-L  VL14_0                B14    -1       True       False  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "network_pp.get_loads(all_attributes=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9e5964d3",
+   "metadata": {},
+   "source": [
+    "#### Test with line changes before"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "8354f368",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "network_pp = pp.create_ieee14()\n",
+    "_double_buses(network_pp)\n",
+    "\n",
+    "pp.move_connectable(network=network_pp,equipment_id='L2-3-1', bus_origin_id='B2', bus_destination_id='B2_bis')\n",
+    "pp.move_connectable(network=network_pp,equipment_id='B2-G', bus_origin_id='B2', bus_destination_id='B2_bis')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "29a3f199",
+   "metadata": {},
+   "source": [
+    "It seems there is a Powsybl Error"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "f3f383c4",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "ename": "PyPowsyblError",
+     "evalue": "java.lang.NullPointerException",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mPyPowsyblError\u001b[0m                            Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[16], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m results_pypow \u001b[38;5;241m=\u001b[39m \u001b[43mlf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_ac\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnetwork_pp\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32m~\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\pypowsybltest-3L0u-b9v-py3.10\\lib\\site-packages\\pypowsybl\\loadflow.py:265\u001b[0m, in \u001b[0;36mrun_ac\u001b[1;34m(network, parameters, provider, reporter)\u001b[0m\n\u001b[0;32m    252\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    253\u001b[0m \u001b[38;5;124;03mRun an AC loadflow on a network.\u001b[39;00m\n\u001b[0;32m    254\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    262\u001b[0m \u001b[38;5;124;03m    A list of component results, one for each component of the network.\u001b[39;00m\n\u001b[0;32m    263\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    264\u001b[0m p \u001b[38;5;241m=\u001b[39m parameters\u001b[38;5;241m.\u001b[39m_to_c_parameters() \u001b[38;5;28;01mif\u001b[39;00m parameters \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m _pypowsybl\u001b[38;5;241m.\u001b[39mLoadFlowParameters()\n\u001b[1;32m--> 265\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [ComponentResult(res) \u001b[38;5;28;01mfor\u001b[39;00m res \u001b[38;5;129;01min\u001b[39;00m \u001b[43m_pypowsybl\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_loadflow\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnetwork\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mp\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprovider\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mreporter\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mreporter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_reporter_model\u001b[49m\u001b[43m)\u001b[49m]\n",
+      "\u001b[1;31mPyPowsyblError\u001b[0m: java.lang.NullPointerException"
+     ]
+    }
+   ],
+   "source": [
+    "results_pypow = lf.run_ac(network_pp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "29496819",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>r</th>\n",
+       "      <th>x</th>\n",
+       "      <th>g1</th>\n",
+       "      <th>b1</th>\n",
+       "      <th>g2</th>\n",
+       "      <th>b2</th>\n",
+       "      <th>p1</th>\n",
+       "      <th>q1</th>\n",
+       "      <th>i1</th>\n",
+       "      <th>...</th>\n",
+       "      <th>voltage_level2_id</th>\n",
+       "      <th>bus1_id</th>\n",
+       "      <th>bus_breaker_bus1_id</th>\n",
+       "      <th>node1</th>\n",
+       "      <th>bus2_id</th>\n",
+       "      <th>bus_breaker_bus2_id</th>\n",
+       "      <th>node2</th>\n",
+       "      <th>connected1</th>\n",
+       "      <th>connected2</th>\n",
+       "      <th>fictitious</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>L1-2-1</th>\n",
+       "      <td></td>\n",
+       "      <td>3.532005</td>\n",
+       "      <td>10.783732</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000145</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000145</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL2</td>\n",
+       "      <td>VL1_0</td>\n",
+       "      <td>B1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL2_0</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L1-5-1</th>\n",
+       "      <td></td>\n",
+       "      <td>9.846967</td>\n",
+       "      <td>40.649040</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000135</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000135</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL5</td>\n",
+       "      <td>VL1_0</td>\n",
+       "      <td>B1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL5_0</td>\n",
+       "      <td>B5</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L2-3-1</th>\n",
+       "      <td></td>\n",
+       "      <td>8.563927</td>\n",
+       "      <td>36.080033</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000120</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000120</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL3</td>\n",
+       "      <td>VL2_1</td>\n",
+       "      <td>B2_bis</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL3_0</td>\n",
+       "      <td>B3</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L2-4-1</th>\n",
+       "      <td></td>\n",
+       "      <td>10.590547</td>\n",
+       "      <td>32.134320</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000093</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000093</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL4</td>\n",
+       "      <td>VL2_0</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL4_0</td>\n",
+       "      <td>B4</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L2-5-1</th>\n",
+       "      <td></td>\n",
+       "      <td>10.379137</td>\n",
+       "      <td>31.689630</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000095</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000095</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL5</td>\n",
+       "      <td>VL2_0</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL5_0</td>\n",
+       "      <td>B5</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L3-4-1</th>\n",
+       "      <td></td>\n",
+       "      <td>12.212573</td>\n",
+       "      <td>31.170217</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000035</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000035</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL4</td>\n",
+       "      <td>VL3_0</td>\n",
+       "      <td>B3</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL4_0</td>\n",
+       "      <td>B4</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L4-5-1</th>\n",
+       "      <td></td>\n",
+       "      <td>2.433038</td>\n",
+       "      <td>7.674548</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL5</td>\n",
+       "      <td>VL4_0</td>\n",
+       "      <td>B4</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL5_0</td>\n",
+       "      <td>B5</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L6-11-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.136771</td>\n",
+       "      <td>0.286416</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL11</td>\n",
+       "      <td>VL6_0</td>\n",
+       "      <td>B6</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL11_0</td>\n",
+       "      <td>B11</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L6-12-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.176990</td>\n",
+       "      <td>0.368366</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL12</td>\n",
+       "      <td>VL6_0</td>\n",
+       "      <td>B6</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL12_0</td>\n",
+       "      <td>B12</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L6-13-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.095256</td>\n",
+       "      <td>0.187589</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL13</td>\n",
+       "      <td>VL6_0</td>\n",
+       "      <td>B6</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL13_0</td>\n",
+       "      <td>B13</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L7-8-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.493220</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.868925</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.608248</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL8</td>\n",
+       "      <td>VL7_0</td>\n",
+       "      <td>B7</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL8_0</td>\n",
+       "      <td>B8</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L7-9-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.184817</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.772966</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.901794</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL9</td>\n",
+       "      <td>VL7_0</td>\n",
+       "      <td>B7</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL9_0</td>\n",
+       "      <td>B9</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L9-10-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.045806</td>\n",
+       "      <td>0.121680</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL10</td>\n",
+       "      <td>VL9_0</td>\n",
+       "      <td>B9</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL10_0</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L9-14-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.183038</td>\n",
+       "      <td>0.389347</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL14</td>\n",
+       "      <td>VL9_0</td>\n",
+       "      <td>B9</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL14_0</td>\n",
+       "      <td>B14</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L10-11-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.118152</td>\n",
+       "      <td>0.276581</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL11</td>\n",
+       "      <td>VL10_0</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL11_0</td>\n",
+       "      <td>B11</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L12-13-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.318125</td>\n",
+       "      <td>0.287827</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL13</td>\n",
+       "      <td>VL12_0</td>\n",
+       "      <td>B12</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL13_0</td>\n",
+       "      <td>B13</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L13-14-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.246139</td>\n",
+       "      <td>0.501149</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL14</td>\n",
+       "      <td>VL13_0</td>\n",
+       "      <td>B13</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL14_0</td>\n",
+       "      <td>B14</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>17 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         name          r          x   g1        b1   g2        b2  p1  q1  i1   \n",
+       "id                                                                              \n",
+       "L1-2-1          3.532005  10.783732  0.0  0.000145  0.0  0.000145 NaN NaN NaN  \\\n",
+       "L1-5-1          9.846967  40.649040  0.0  0.000135  0.0  0.000135 NaN NaN NaN   \n",
+       "L2-3-1          8.563927  36.080033  0.0  0.000120  0.0  0.000120 NaN NaN NaN   \n",
+       "L2-4-1         10.590547  32.134320  0.0  0.000093  0.0  0.000093 NaN NaN NaN   \n",
+       "L2-5-1         10.379137  31.689630  0.0  0.000095  0.0  0.000095 NaN NaN NaN   \n",
+       "L3-4-1         12.212573  31.170217  0.0  0.000035  0.0  0.000035 NaN NaN NaN   \n",
+       "L4-5-1          2.433038   7.674548  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L6-11-1         0.136771   0.286416  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L6-12-1         0.176990   0.368366  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L6-13-1         0.095256   0.187589  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L7-8-1          0.000000   0.493220  0.0 -0.868925  0.0  0.608248 NaN NaN NaN   \n",
+       "L7-9-1          0.000000   0.184817  0.0  0.772966  0.0 -0.901794 NaN NaN NaN   \n",
+       "L9-10-1         0.045806   0.121680  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L9-14-1         0.183038   0.389347  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L10-11-1        0.118152   0.276581  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L12-13-1        0.318125   0.287827  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "L13-14-1        0.246139   0.501149  0.0  0.000000  0.0  0.000000 NaN NaN NaN   \n",
+       "\n",
+       "          ...  voltage_level2_id  bus1_id  bus_breaker_bus1_id node1 bus2_id   \n",
+       "id        ...                                                                  \n",
+       "L1-2-1    ...                VL2    VL1_0                   B1    -1   VL2_0  \\\n",
+       "L1-5-1    ...                VL5    VL1_0                   B1    -1   VL5_0   \n",
+       "L2-3-1    ...                VL3    VL2_1               B2_bis    -1   VL3_0   \n",
+       "L2-4-1    ...                VL4    VL2_0                   B2    -1   VL4_0   \n",
+       "L2-5-1    ...                VL5    VL2_0                   B2    -1   VL5_0   \n",
+       "L3-4-1    ...                VL4    VL3_0                   B3    -1   VL4_0   \n",
+       "L4-5-1    ...                VL5    VL4_0                   B4    -1   VL5_0   \n",
+       "L6-11-1   ...               VL11    VL6_0                   B6    -1  VL11_0   \n",
+       "L6-12-1   ...               VL12    VL6_0                   B6    -1  VL12_0   \n",
+       "L6-13-1   ...               VL13    VL6_0                   B6    -1  VL13_0   \n",
+       "L7-8-1    ...                VL8    VL7_0                   B7    -1   VL8_0   \n",
+       "L7-9-1    ...                VL9    VL7_0                   B7    -1   VL9_0   \n",
+       "L9-10-1   ...               VL10    VL9_0                   B9    -1  VL10_0   \n",
+       "L9-14-1   ...               VL14    VL9_0                   B9    -1  VL14_0   \n",
+       "L10-11-1  ...               VL11   VL10_0                  B10    -1  VL11_0   \n",
+       "L12-13-1  ...               VL13   VL12_0                  B12    -1  VL13_0   \n",
+       "L13-14-1  ...               VL14   VL13_0                  B13    -1  VL14_0   \n",
+       "\n",
+       "         bus_breaker_bus2_id node2  connected1 connected2 fictitious  \n",
+       "id                                                                    \n",
+       "L1-2-1                    B2    -1        True       True      False  \n",
+       "L1-5-1                    B5    -1        True       True      False  \n",
+       "L2-3-1                    B3    -1        True       True      False  \n",
+       "L2-4-1                    B4    -1        True       True      False  \n",
+       "L2-5-1                    B5    -1        True       True      False  \n",
+       "L3-4-1                    B4    -1        True       True      False  \n",
+       "L4-5-1                    B5    -1        True       True      False  \n",
+       "L6-11-1                  B11    -1        True       True      False  \n",
+       "L6-12-1                  B12    -1        True       True      False  \n",
+       "L6-13-1                  B13    -1        True       True      False  \n",
+       "L7-8-1                    B8    -1        True       True      False  \n",
+       "L7-9-1                    B9    -1        True       True      False  \n",
+       "L9-10-1                  B10    -1        True       True      False  \n",
+       "L9-14-1                  B14    -1        True       True      False  \n",
+       "L10-11-1                 B11    -1        True       True      False  \n",
+       "L12-13-1                 B13    -1        True       True      False  \n",
+       "L13-14-1                 B14    -1        True       True      False  \n",
+       "\n",
+       "[17 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "network_pp.get_lines(all_attributes=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "16fd833e",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "PyPowsyblError",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mPyPowsyblError\u001b[0m                            Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[18], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mnetwork_pp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_generators\u001b[49m\u001b[43m(\u001b[49m\u001b[43mall_attributes\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32m~\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\pypowsybltest-3L0u-b9v-py3.10\\lib\\site-packages\\pypowsybl\\network.py:684\u001b[0m, in \u001b[0;36mNetwork.get_generators\u001b[1;34m(self, all_attributes, attributes, **kwargs)\u001b[0m\n\u001b[0;32m    574\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_generators\u001b[39m(\u001b[38;5;28mself\u001b[39m, all_attributes: \u001b[38;5;28mbool\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m, attributes: _List[\u001b[38;5;28mstr\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m    575\u001b[0m                    \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: _ArrayLike) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m _DataFrame:\n\u001b[0;32m    576\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    577\u001b[0m \u001b[38;5;124;03m    Get a dataframe of generators.\u001b[39;00m\n\u001b[0;32m    578\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    682\u001b[0m \u001b[38;5;124;03m        should hold.\u001b[39;00m\n\u001b[0;32m    683\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[1;32m--> 684\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_elements(ElementType\u001b[38;5;241m.\u001b[39mGENERATOR, all_attributes, attributes, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[1;32m~\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\pypowsybltest-3L0u-b9v-py3.10\\lib\\site-packages\\pypowsybl\\network.py:484\u001b[0m, in \u001b[0;36mNetwork.get_elements\u001b[1;34m(self, element_type, all_attributes, attributes, **kwargs)\u001b[0m\n\u001b[0;32m    481\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    482\u001b[0m     elements_array \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m--> 484\u001b[0m series_array \u001b[38;5;241m=\u001b[39m \u001b[43m_pp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_network_elements_series_array\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43melement_type\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfilter_attributes\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    485\u001b[0m \u001b[43m                                                        \u001b[49m\u001b[43mattributes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43melements_array\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    486\u001b[0m result \u001b[38;5;241m=\u001b[39m _create_data_frame_from_series_array(series_array)\n\u001b[0;32m    487\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m attributes:\n",
+      "\u001b[1;31mPyPowsyblError\u001b[0m: "
+     ]
+    }
+   ],
+   "source": [
+    "network_pp.get_generators(all_attributes=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cc4835cf",
+   "metadata": {},
+   "source": [
+    "#### Same test with load instead of generator"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "6989f682",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "network_pp = pp.create_ieee14()\n",
+    "_double_buses(network_pp)\n",
+    "\n",
+    "pp.move_connectable(network=network_pp,equipment_id='L2-3-1', bus_origin_id='B2', bus_destination_id='B2_bis')\n",
+    "ppow.network.move_connectable(network=network_pp, equipment_id='B2-L', bus_origin_id='B2', bus_destination_id='B2_bis')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "0781048a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "results_pypow = lf.run_ac(network_pp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "7fa2e255",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[ComponentResult(connected_component_num=0, synchronous_component_num=0, status=CONVERGED, iteration_count=9, slack_bus_id='VL1_0', slack_bus_active_power_mismatch=20.989262691554433, distributed_active_power=-1.7883366733083328)]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results_pypow"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "e8c30571",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>r</th>\n",
+       "      <th>x</th>\n",
+       "      <th>g1</th>\n",
+       "      <th>b1</th>\n",
+       "      <th>g2</th>\n",
+       "      <th>b2</th>\n",
+       "      <th>p1</th>\n",
+       "      <th>q1</th>\n",
+       "      <th>i1</th>\n",
+       "      <th>...</th>\n",
+       "      <th>voltage_level2_id</th>\n",
+       "      <th>bus1_id</th>\n",
+       "      <th>bus_breaker_bus1_id</th>\n",
+       "      <th>node1</th>\n",
+       "      <th>bus2_id</th>\n",
+       "      <th>bus_breaker_bus2_id</th>\n",
+       "      <th>node2</th>\n",
+       "      <th>connected1</th>\n",
+       "      <th>connected2</th>\n",
+       "      <th>fictitious</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>L1-2-1</th>\n",
+       "      <td></td>\n",
+       "      <td>3.532005</td>\n",
+       "      <td>10.783732</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000145</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000145</td>\n",
+       "      <td>150.860506</td>\n",
+       "      <td>-12.339939</td>\n",
+       "      <td>610.693555</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL2</td>\n",
+       "      <td>VL1_0</td>\n",
+       "      <td>B1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL2_0</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L1-5-1</th>\n",
+       "      <td></td>\n",
+       "      <td>9.846967</td>\n",
+       "      <td>40.649040</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000135</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000135</td>\n",
+       "      <td>102.528757</td>\n",
+       "      <td>20.849020</td>\n",
+       "      <td>422.127727</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL5</td>\n",
+       "      <td>VL1_0</td>\n",
+       "      <td>B1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL5_0</td>\n",
+       "      <td>B5</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L2-3-1</th>\n",
+       "      <td></td>\n",
+       "      <td>8.563927</td>\n",
+       "      <td>36.080033</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000120</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000120</td>\n",
+       "      <td>-21.698011</td>\n",
+       "      <td>-12.699783</td>\n",
+       "      <td>130.681779</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL3</td>\n",
+       "      <td>VL2_1</td>\n",
+       "      <td>B2_bis</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL3_0</td>\n",
+       "      <td>B3</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L2-4-1</th>\n",
+       "      <td></td>\n",
+       "      <td>10.590547</td>\n",
+       "      <td>32.134320</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000093</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000093</td>\n",
+       "      <td>107.558713</td>\n",
+       "      <td>17.670456</td>\n",
+       "      <td>447.712564</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL4</td>\n",
+       "      <td>VL2_0</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL4_0</td>\n",
+       "      <td>B4</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L2-5-1</th>\n",
+       "      <td></td>\n",
+       "      <td>10.379137</td>\n",
+       "      <td>31.689630</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000095</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000095</td>\n",
+       "      <td>79.355594</td>\n",
+       "      <td>13.813905</td>\n",
+       "      <td>330.849492</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL5</td>\n",
+       "      <td>VL2_0</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL5_0</td>\n",
+       "      <td>B5</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L3-4-1</th>\n",
+       "      <td></td>\n",
+       "      <td>12.212573</td>\n",
+       "      <td>31.170217</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000035</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000035</td>\n",
+       "      <td>-116.306277</td>\n",
+       "      <td>9.668565</td>\n",
+       "      <td>578.105791</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL4</td>\n",
+       "      <td>VL3_0</td>\n",
+       "      <td>B3</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL4_0</td>\n",
+       "      <td>B4</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L4-5-1</th>\n",
+       "      <td></td>\n",
+       "      <td>2.433038</td>\n",
+       "      <td>7.674548</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-115.145005</td>\n",
+       "      <td>2.905321</td>\n",
+       "      <td>511.270311</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL5</td>\n",
+       "      <td>VL4_0</td>\n",
+       "      <td>B4</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL5_0</td>\n",
+       "      <td>B5</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L6-11-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.136771</td>\n",
+       "      <td>0.286416</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.930582</td>\n",
+       "      <td>5.928420</td>\n",
+       "      <td>533.658402</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL11</td>\n",
+       "      <td>VL6_0</td>\n",
+       "      <td>B6</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL11_0</td>\n",
+       "      <td>B11</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L6-12-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.176990</td>\n",
+       "      <td>0.368366</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>8.197817</td>\n",
+       "      <td>2.770150</td>\n",
+       "      <td>399.275680</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL12</td>\n",
+       "      <td>VL6_0</td>\n",
+       "      <td>B6</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL12_0</td>\n",
+       "      <td>B12</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L6-13-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.095256</td>\n",
+       "      <td>0.187589</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>19.141599</td>\n",
+       "      <td>8.495212</td>\n",
+       "      <td>966.307015</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL13</td>\n",
+       "      <td>VL6_0</td>\n",
+       "      <td>B6</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL13_0</td>\n",
+       "      <td>B13</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L7-8-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.493220</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.868925</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.608248</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-23.094521</td>\n",
+       "      <td>934.829441</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL8</td>\n",
+       "      <td>VL7_0</td>\n",
+       "      <td>B7</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL8_0</td>\n",
+       "      <td>B8</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L7-9-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.184817</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.772966</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.901794</td>\n",
+       "      <td>25.441028</td>\n",
+       "      <td>6.024009</td>\n",
+       "      <td>1058.287502</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL9</td>\n",
+       "      <td>VL7_0</td>\n",
+       "      <td>B7</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL9_0</td>\n",
+       "      <td>B9</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L9-10-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.045806</td>\n",
+       "      <td>0.121680</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.732573</td>\n",
+       "      <td>2.026749</td>\n",
+       "      <td>161.639091</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL10</td>\n",
+       "      <td>VL9_0</td>\n",
+       "      <td>B9</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL10_0</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L9-14-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.183038</td>\n",
+       "      <td>0.389347</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>7.706967</td>\n",
+       "      <td>2.231035</td>\n",
+       "      <td>381.197675</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL14</td>\n",
+       "      <td>VL9_0</td>\n",
+       "      <td>B9</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL14_0</td>\n",
+       "      <td>B14</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L10-11-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.118152</td>\n",
+       "      <td>0.276581</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-6.270690</td>\n",
+       "      <td>-3.782764</td>\n",
+       "      <td>348.813811</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL11</td>\n",
+       "      <td>VL10_0</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL11_0</td>\n",
+       "      <td>B11</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L12-13-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.318125</td>\n",
+       "      <td>0.287827</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.013407</td>\n",
+       "      <td>0.993932</td>\n",
+       "      <td>105.253484</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL13</td>\n",
+       "      <td>VL12_0</td>\n",
+       "      <td>B12</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL13_0</td>\n",
+       "      <td>B13</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>L13-14-1</th>\n",
+       "      <td></td>\n",
+       "      <td>0.246139</td>\n",
+       "      <td>0.501149</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>7.377991</td>\n",
+       "      <td>3.154082</td>\n",
+       "      <td>378.436712</td>\n",
+       "      <td>...</td>\n",
+       "      <td>VL14</td>\n",
+       "      <td>VL13_0</td>\n",
+       "      <td>B13</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>VL14_0</td>\n",
+       "      <td>B14</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>17 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         name          r          x   g1        b1   g2        b2          p1   \n",
+       "id                                                                              \n",
+       "L1-2-1          3.532005  10.783732  0.0  0.000145  0.0  0.000145  150.860506  \\\n",
+       "L1-5-1          9.846967  40.649040  0.0  0.000135  0.0  0.000135  102.528757   \n",
+       "L2-3-1          8.563927  36.080033  0.0  0.000120  0.0  0.000120  -21.698011   \n",
+       "L2-4-1         10.590547  32.134320  0.0  0.000093  0.0  0.000093  107.558713   \n",
+       "L2-5-1         10.379137  31.689630  0.0  0.000095  0.0  0.000095   79.355594   \n",
+       "L3-4-1         12.212573  31.170217  0.0  0.000035  0.0  0.000035 -116.306277   \n",
+       "L4-5-1          2.433038   7.674548  0.0  0.000000  0.0  0.000000 -115.145005   \n",
+       "L6-11-1         0.136771   0.286416  0.0  0.000000  0.0  0.000000    9.930582   \n",
+       "L6-12-1         0.176990   0.368366  0.0  0.000000  0.0  0.000000    8.197817   \n",
+       "L6-13-1         0.095256   0.187589  0.0  0.000000  0.0  0.000000   19.141599   \n",
+       "L7-8-1          0.000000   0.493220  0.0 -0.868925  0.0  0.608248    0.000000   \n",
+       "L7-9-1          0.000000   0.184817  0.0  0.772966  0.0 -0.901794   25.441028   \n",
+       "L9-10-1         0.045806   0.121680  0.0  0.000000  0.0  0.000000    2.732573   \n",
+       "L9-14-1         0.183038   0.389347  0.0  0.000000  0.0  0.000000    7.706967   \n",
+       "L10-11-1        0.118152   0.276581  0.0  0.000000  0.0  0.000000   -6.270690   \n",
+       "L12-13-1        0.318125   0.287827  0.0  0.000000  0.0  0.000000    2.013407   \n",
+       "L13-14-1        0.246139   0.501149  0.0  0.000000  0.0  0.000000    7.377991   \n",
+       "\n",
+       "                 q1           i1  ...  voltage_level2_id  bus1_id   \n",
+       "id                                ...                               \n",
+       "L1-2-1   -12.339939   610.693555  ...                VL2    VL1_0  \\\n",
+       "L1-5-1    20.849020   422.127727  ...                VL5    VL1_0   \n",
+       "L2-3-1   -12.699783   130.681779  ...                VL3    VL2_1   \n",
+       "L2-4-1    17.670456   447.712564  ...                VL4    VL2_0   \n",
+       "L2-5-1    13.813905   330.849492  ...                VL5    VL2_0   \n",
+       "L3-4-1     9.668565   578.105791  ...                VL4    VL3_0   \n",
+       "L4-5-1     2.905321   511.270311  ...                VL5    VL4_0   \n",
+       "L6-11-1    5.928420   533.658402  ...               VL11    VL6_0   \n",
+       "L6-12-1    2.770150   399.275680  ...               VL12    VL6_0   \n",
+       "L6-13-1    8.495212   966.307015  ...               VL13    VL6_0   \n",
+       "L7-8-1   -23.094521   934.829441  ...                VL8    VL7_0   \n",
+       "L7-9-1     6.024009  1058.287502  ...                VL9    VL7_0   \n",
+       "L9-10-1    2.026749   161.639091  ...               VL10    VL9_0   \n",
+       "L9-14-1    2.231035   381.197675  ...               VL14    VL9_0   \n",
+       "L10-11-1  -3.782764   348.813811  ...               VL11   VL10_0   \n",
+       "L12-13-1   0.993932   105.253484  ...               VL13   VL12_0   \n",
+       "L13-14-1   3.154082   378.436712  ...               VL14   VL13_0   \n",
+       "\n",
+       "          bus_breaker_bus1_id node1 bus2_id bus_breaker_bus2_id node2   \n",
+       "id                                                                      \n",
+       "L1-2-1                     B1    -1   VL2_0                  B2    -1  \\\n",
+       "L1-5-1                     B1    -1   VL5_0                  B5    -1   \n",
+       "L2-3-1                 B2_bis    -1   VL3_0                  B3    -1   \n",
+       "L2-4-1                     B2    -1   VL4_0                  B4    -1   \n",
+       "L2-5-1                     B2    -1   VL5_0                  B5    -1   \n",
+       "L3-4-1                     B3    -1   VL4_0                  B4    -1   \n",
+       "L4-5-1                     B4    -1   VL5_0                  B5    -1   \n",
+       "L6-11-1                    B6    -1  VL11_0                 B11    -1   \n",
+       "L6-12-1                    B6    -1  VL12_0                 B12    -1   \n",
+       "L6-13-1                    B6    -1  VL13_0                 B13    -1   \n",
+       "L7-8-1                     B7    -1   VL8_0                  B8    -1   \n",
+       "L7-9-1                     B7    -1   VL9_0                  B9    -1   \n",
+       "L9-10-1                    B9    -1  VL10_0                 B10    -1   \n",
+       "L9-14-1                    B9    -1  VL14_0                 B14    -1   \n",
+       "L10-11-1                  B10    -1  VL11_0                 B11    -1   \n",
+       "L12-13-1                  B12    -1  VL13_0                 B13    -1   \n",
+       "L13-14-1                  B13    -1  VL14_0                 B14    -1   \n",
+       "\n",
+       "          connected1 connected2 fictitious  \n",
+       "id                                          \n",
+       "L1-2-1          True       True      False  \n",
+       "L1-5-1          True       True      False  \n",
+       "L2-3-1          True       True      False  \n",
+       "L2-4-1          True       True      False  \n",
+       "L2-5-1          True       True      False  \n",
+       "L3-4-1          True       True      False  \n",
+       "L4-5-1          True       True      False  \n",
+       "L6-11-1         True       True      False  \n",
+       "L6-12-1         True       True      False  \n",
+       "L6-13-1         True       True      False  \n",
+       "L7-8-1          True       True      False  \n",
+       "L7-9-1          True       True      False  \n",
+       "L9-10-1         True       True      False  \n",
+       "L9-14-1         True       True      False  \n",
+       "L10-11-1        True       True      False  \n",
+       "L12-13-1        True       True      False  \n",
+       "L13-14-1        True       True      False  \n",
+       "\n",
+       "[17 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "network_pp.get_lines(all_attributes=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "8849cbfc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>type</th>\n",
+       "      <th>p0</th>\n",
+       "      <th>q0</th>\n",
+       "      <th>p</th>\n",
+       "      <th>q</th>\n",
+       "      <th>i</th>\n",
+       "      <th>voltage_level_id</th>\n",
+       "      <th>bus_id</th>\n",
+       "      <th>bus_breaker_bus_id</th>\n",
+       "      <th>node</th>\n",
+       "      <th>connected</th>\n",
+       "      <th>fictitious</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>B2-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>21.7</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>130.691274</td>\n",
+       "      <td>VL2</td>\n",
+       "      <td>VL2_1</td>\n",
+       "      <td>B2_bis</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B3-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>94.2</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>94.2</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>476.012860</td>\n",
+       "      <td>VL3</td>\n",
+       "      <td>VL3_0</td>\n",
+       "      <td>B3</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B4-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>47.8</td>\n",
+       "      <td>-3.9</td>\n",
+       "      <td>47.8</td>\n",
+       "      <td>-3.9</td>\n",
+       "      <td>212.880513</td>\n",
+       "      <td>VL4</td>\n",
+       "      <td>VL4_0</td>\n",
+       "      <td>B4</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B5-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>33.911364</td>\n",
+       "      <td>VL5</td>\n",
+       "      <td>VL5_0</td>\n",
+       "      <td>B5</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B6-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>11.2</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>621.958565</td>\n",
+       "      <td>VL6</td>\n",
+       "      <td>VL6_0</td>\n",
+       "      <td>B6</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B9-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>29.5</td>\n",
+       "      <td>16.6</td>\n",
+       "      <td>29.5</td>\n",
+       "      <td>16.6</td>\n",
+       "      <td>1608.230841</td>\n",
+       "      <td>VL9</td>\n",
+       "      <td>VL9_0</td>\n",
+       "      <td>B9</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B10-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>509.981449</td>\n",
+       "      <td>VL10</td>\n",
+       "      <td>VL10_0</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B11-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>185.201775</td>\n",
+       "      <td>VL11</td>\n",
+       "      <td>VL11_0</td>\n",
+       "      <td>B11</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B12-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>295.614230</td>\n",
+       "      <td>VL12</td>\n",
+       "      <td>VL12_0</td>\n",
+       "      <td>B12</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B13-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>13.5</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>13.5</td>\n",
+       "      <td>5.8</td>\n",
+       "      <td>692.985252</td>\n",
+       "      <td>VL13</td>\n",
+       "      <td>VL13_0</td>\n",
+       "      <td>B13</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B14-L</th>\n",
+       "      <td></td>\n",
+       "      <td>UNDEFINED</td>\n",
+       "      <td>14.9</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>14.9</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>758.291161</td>\n",
+       "      <td>VL14</td>\n",
+       "      <td>VL14_0</td>\n",
+       "      <td>B14</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      name       type    p0    q0     p     q            i voltage_level_id   \n",
+       "id                                                                            \n",
+       "B2-L        UNDEFINED  21.7  12.7  21.7  12.7   130.691274              VL2  \\\n",
+       "B3-L        UNDEFINED  94.2  19.0  94.2  19.0   476.012860              VL3   \n",
+       "B4-L        UNDEFINED  47.8  -3.9  47.8  -3.9   212.880513              VL4   \n",
+       "B5-L        UNDEFINED   7.6   1.6   7.6   1.6    33.911364              VL5   \n",
+       "B6-L        UNDEFINED  11.2   7.5  11.2   7.5   621.958565              VL6   \n",
+       "B9-L        UNDEFINED  29.5  16.6  29.5  16.6  1608.230841              VL9   \n",
+       "B10-L       UNDEFINED   9.0   5.8   9.0   5.8   509.981449             VL10   \n",
+       "B11-L       UNDEFINED   3.5   1.8   3.5   1.8   185.201775             VL11   \n",
+       "B12-L       UNDEFINED   6.1   1.6   6.1   1.6   295.614230             VL12   \n",
+       "B13-L       UNDEFINED  13.5   5.8  13.5   5.8   692.985252             VL13   \n",
+       "B14-L       UNDEFINED  14.9   5.0  14.9   5.0   758.291161             VL14   \n",
+       "\n",
+       "       bus_id bus_breaker_bus_id  node  connected  fictitious  \n",
+       "id                                                             \n",
+       "B2-L    VL2_1             B2_bis    -1       True       False  \n",
+       "B3-L    VL3_0                 B3    -1       True       False  \n",
+       "B4-L    VL4_0                 B4    -1       True       False  \n",
+       "B5-L    VL5_0                 B5    -1       True       False  \n",
+       "B6-L    VL6_0                 B6    -1       True       False  \n",
+       "B9-L    VL9_0                 B9    -1       True       False  \n",
+       "B10-L  VL10_0                B10    -1       True       False  \n",
+       "B11-L  VL11_0                B11    -1       True       False  \n",
+       "B12-L  VL12_0                B12    -1       True       False  \n",
+       "B13-L  VL13_0                B13    -1       True       False  \n",
+       "B14-L  VL14_0                B14    -1       True       False  "
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "network_pp.get_loads(all_attributes=True)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/README.md b/README.md
index f6088c7..2e15afe 100644
--- a/README.md
+++ b/README.md
@@ -1 +1,121 @@
-# pypowsybl-grid2opbackend
\ No newline at end of file
+# pypowsybl-grid2opbackend integration (AIRGo project)
+
+## Prerequisite
+To be able to work properly with this backend integration you will have to install a specific version of pypowsybl.
+You can find it there : [specific pypowsybl branch](https://github.com/powsybl/pypowsybl/tree/move_connectable_prototype).
+
+### Installation process
+You will have to follow the requirements from the pypowsybl repo [build from sources](https://github.com/powsybl/pypowsybl#build-from-sources) 
+I copy/paste here a version of those requirements (from 10/10/2023).
+
+> ## Build from sources
+>
+>That section is intended for developers who wish to build pypowsybl from the sources in this repository.
+>
+>Requirements:
+>
+>- Maven >= 3.1
+>- Cmake >= 3.14
+>- C++11 compiler
+>- Python >= 3.7 for Linux, Windows and MacOS amd64
+>- Python >= 3.8 for MacOS arm64
+>- [Oracle GraalVM Java 17](https://www.graalvm.org/downloads/)
+>
+>To build from sources and install PyPowSyBl package:
+>
+>```bash
+>git clone --recursive https://github.com/powsybl/pypowsybl.git
+>export JAVA_HOME=<path to GraalVM>
+>pip install --upgrade setuptools pip
+>pip install -r requirements.txt
+>pip install .
+>```
+>
+>While developing, you may find it convenient to use the developer (or editable)
+>mode of installation:
+>
+>```bash
+>pip install -e .
+># or, to build the C extension with debug symbols:
+>python setup.py build --debug develop --user
+>```
+>
+>Please refer to pip and setuptools documentations for more information.
+>
+>To run unit tests:
+>
+>```bash
+>pytest tests
+>```
+>
+>To run static type checking with `mypy`:
+>```bash
+>mypy -p pypowsybl
+>```
+>
+>To run linting inspection with `pylint`:
+>```bash
+>pylint pypowsybl
+>```
+>
+## Simple example of use
+In the script [ScriptForSimpleUseCase.py](src/ScriptForSimpleUseCase.py) you can find an example of simple agent doing 
+one action using our backend on the ieee14 case network. Some several actions could be taken up for you to 
+comment/decomment to act as you like on the network.
+
+## Definition and comparison of objects between Pypowsybl and Grid2op
+
+### Lines and transformers
+
+#### Pypowsybl
+In Pypowsybl there is a real distinction between lines, 2 winding transformers and 3 winding transformers.
+
+#### Grid2op
+In Grid2op all those objects are assimilated as lines. Nevertheless, Grid2op knows which of these lines are real powerlines 
+and those that are not.
+
+#### Use of pandapower format to test pypowsybl backend
+Because of the converter chain (Pandapower format -> Matpower -> Pypowsybl inner format), issues often happen and some
+lines or transfos are considered by pypowsybl as the opposite. A way to see those changes is to analyze the lines
+that have a null resistance (they were transfos in pandapower format), but it is still a workaround and not a solution
+or complete analysis.
+
+
+### Thermal limitation
+
+#### Pypowsybl
+In Pypowsybl thermal limitations are set for both buses of a line (two extremities).
+
+#### Grid2op
+In Grid2op thermal limitations are set for the entire line.
+
+We decided to choose the smallest value of both extremities in pypowsybl and to give that information for the line thermal 
+limitation in Grid2op. We also chose to take into account only permanent limit in current. By default if none information
+is available in pypowsybl I set a huge limit which is equal to no limit.
+
+### Substations
+
+#### Pypowsybl
+In Pypowsybl substations should contain at least one voltage level and busbar.
+
+#### Grid2op
+We chose to have 2 busbars at each substation to facilitate the integration of our backend with existent tests but this 
+remains a personal choice, the explanation is bellow.
+
+Because we don't want to have to make topological choices on how to deal when multiple buses are in the same substation 
+in pypowybl we decided to double the busbars in the backend and to give the information to Grid2op as described in the doc :
+[*This “coding” allows for easily mapping the bus id (each bus is represented with an id in pandapower) and whether its busbar 1 or busbar 2 (grid2op side). More precisely: busbar 1 of substation with id sub_id will have id sub_id and busbar 2 of the same substation will have id sub_id + n_sub (recall that n_sub is the number of substation on the grid).*](https://grid2op.readthedocs.io/en/latest/createbackend.html#:~:text=This%20%E2%80%9Ccoding%E2%80%9D%20allows,on%20the%20grid)
+
+## Function part
+
+### Usage in the code
+
+### Functions for topological actions
+
+#### Doubling buses (Pypowsybl backend)
+This is done by calling the _double_buses function in the PowsyblBackend.py file. Like so the initial buses (in bus_breaker_view) are doubled but initially connected with none object. 
+
+#### Usage of move_connectable (Pypowsybl backend)
+This allows the user to move any object from one bus to another in the backend. This function could only use bus_breaker_view
+buses id to work (different from bus_view buses id in pypowsybl). This is particularly useful for Grid2op topological 
+changes to switch any object from a bus to another inside a substation (only possible topological action in Grid2op)
\ No newline at end of file
diff --git a/chronics_chreator.py b/chronics_chreator.py
new file mode 100644
index 0000000..9fb033a
--- /dev/null
+++ b/chronics_chreator.py
@@ -0,0 +1,330 @@
+# Copyright (c) 2020, RTE (https://www.rte-france.com)
+# See ChronicsCreatorAuthors.txt
+# This Source Code Form is subject to the terms of the Mozilla Public License, version 2.0.
+# If a copy of the Mozilla Public License, version 2.0 was not distributed with this file,
+# you can obtain one at http://mozilla.org/MPL/2.0/.
+# SPDX-License-Identifier: MPL-2.0
+# This file comes from LightSim2grid, LightSim2grid a implements a c++ backend targeting the Grid2Op platform. It was
+# modified to be able to create chronics for pypowsybl backend and takes part of pypowsybl-grid2opbackend.
+
+import json
+import warnings
+import re
+import pypowsybl as ppow
+import pandapower as pp
+import numpy as np
+from scipy.interpolate import interp1d
+import matplotlib.pyplot as plt
+from src.Backend.powsybl_backend import PowsyblBackend
+from grid2op.Backend import PandaPowerBackend
+from grid2op import make, Parameters
+from grid2op.dtypes import dt_int, dt_float, dt_bool
+from grid2op.Chronics import FromNPY
+from lightsim2grid import LightSimBackend, TimeSerie, SecurityAnalysis
+from tqdm import tqdm
+import os
+import datetime
+import pandas as pd
+from src.Backend.network import load as load_ppow_network
+
+FRAMEWORK = ppow
+
+
+try:
+    from tabulate import tabulate
+
+    TABULATE_AVAIL = True
+except ImportError:
+    print("The tabulate package is not installed. Some output might not work properly")
+    TABULATE_AVAIL = False
+
+VERBOSE = False
+MAKE_PLOT = True
+
+case_names = [
+    # "case14.json",
+    # "case118.json",
+    # "case_illinois200.json",
+    # "case300.json",
+    # "case1354pegase.json",
+    "case1888rte.json",
+    #"test_1888rte_from_pp.json",
+    # "GBnetwork.json",  # 2224 buses
+    # "case2848rte.json",
+    # "case2869pegase.json",
+    # "case3120sp.json",
+    # "case6495rte.json",
+    # "case6515rte.json",
+    # "case9241pegase.json"
+]
+
+
+def make_grid2op_env(Backend, load_p, load_q, gen_p):
+    param = Parameters.Parameters()
+    param.init_from_dict({"NO_OVERFLOW_DISCONNECTION": True})
+
+    with warnings.catch_warnings():
+        warnings.filterwarnings("ignore")
+        env = make("blank",
+                    param=param, test=True,
+                    backend=Backend(),
+                    chronics_class=FromNPY,
+                    data_feeding_kwargs={"load_p": load_p,
+                                         "load_q": load_q,
+                                         "prod_p": gen_p
+                                         },
+                    grid_path=case_name,
+                    _add_to_name=f"{case_name}",
+                    )
+    return env
+
+
+def get_loads_gens(load_p_init, load_q_init, gen_p_init, sgen_p_init=None):
+    # scale loads
+
+    # use some French time series data for loads
+    # see https://github.com/BDonnot/data_generation for where to find this file
+    coeffs = {"sources": {
+        "country": "France",
+        "year": "2012",
+        "web": "http://clients.rte-france.com/lang/fr/visiteurs/vie/vie_stats_conso_inst.jsp"
+    },
+        "month": {
+            "jan": 1.21,
+            "feb": 1.40,
+            "mar": 1.05,
+            "apr": 1.01,
+            "may": 0.86,
+            "jun": 0.84,
+            "jul": 0.84,
+            "aug": 0.79,
+            "sep": 0.85,
+            "oct": 0.94,
+            "nov": 1.01,
+            "dec": 1.20
+        },
+        "day": {
+            "mon": 1.01,
+            "tue": 1.05,
+            "wed": 1.05,
+            "thu": 1.05,
+            "fri": 1.03,
+            "sat": 0.93,
+            "sun": 0.88
+        },
+        "hour": {
+            "00:00": 1.00,
+            "01:00": 0.93,
+            "02:00": 0.91,
+            "03:00": 0.86,
+            "04:00": 0.84,
+            "05:00": 0.85,
+            "06:00": 0.90,
+            "07:00": 0.97,
+            "08:00": 1.03,
+            "09:00": 1.06,
+            "10:00": 1.08,
+            "11:00": 1.09,
+            "12:00": 1.09,
+            "13:00": 1.09,
+            "14:00": 1.06,
+            "15:00": 1.03,
+            "16:00": 1.00,
+            "17:00": 1.00,
+            "18:00": 1.04,
+            "19:00": 1.09,
+            "20:00": 1.05,
+            "21:00": 1.01,
+            "22:00": 0.99,
+            "23:00": 1.03
+        }
+    }
+    vals = list(coeffs["hour"].values())
+    x_final = np.arange(12 * len(vals))
+
+    # interpolate them at 5 minutes resolution (instead of 1h)
+    vals.append(vals[0])
+    vals = np.array(vals) * coeffs["month"]["oct"] * coeffs["day"]["mon"]
+    x_interp = 12 * np.arange(len(vals))
+    # start_date_time = datetime.date.fromisocalendar(coeffs.year,)
+    coeffs = interp1d(x=x_interp, y=vals, kind="cubic")
+    all_vals = coeffs(x_final)
+
+    # compute the "smooth" loads matrix
+    load_p_smooth = all_vals.reshape(-1, 1) * load_p_init.reshape(1, -1)
+    load_q_smooth = all_vals.reshape(-1, 1) * load_q_init.reshape(1, -1)
+
+    # add a bit of noise to it to get the "final" loads matrix
+    load_p = load_p_smooth * np.random.lognormal(mean=0., sigma=0.003, size=load_p_smooth.shape)
+    load_q = load_q_smooth * np.random.lognormal(mean=0., sigma=0.003, size=load_q_smooth.shape)
+
+    # scale generators accordingly
+    gen_p = load_p.sum(axis=1).reshape(-1, 1) / load_p_init.sum() * gen_p_init.reshape(1, -1)
+    if sgen_p_init is None or len(sgen_p_init) <= 0 or sgen_p_init.all():
+        return load_p, load_q, gen_p
+    else :
+        sgen_p = load_p.sum(axis=1).reshape(-1, 1) / load_p_init.sum() * sgen_p_init.reshape(1, -1)
+        return load_p, load_q, gen_p, sgen_p
+
+def save_loads_gens(list_columns,list_chronics,save_names):
+    """
+    Function used to save as csv files the chronics created above with the other get_loads_gens function. The different
+    lists should be ordered, so they can correspond adequately (list of loads name combined with list of chronics for load
+     combined with the corresponding name to save it)
+
+    :param list_columns: list of names for loads and gens under the format [list_of_loads_name,list_of_loads_name,list_of_gens_name...]
+    :type list_columns: :class:`list`
+
+    :param list_chronics: list of chronics for loads and gens under the format [load_p,load_q,prod_p,...] coming from
+    get_loads_gens output
+    :type list_chronics: :class:`list`
+
+    :param save_names: list of pathnames where to save the load_p/load_q/prod_p... files
+    :type save_names: :class: `list`
+
+    :return: ``None``
+    """
+    try:
+        if len(list_columns) != len(list_chronics):
+            raise ValueError
+        for i in range(len(list_columns)):
+            compression_opts = dict(method='bz2')
+            df = pd.DataFrame(list_chronics[i], columns=list_columns[i])
+            df.to_csv(save_names[i], sep=';', index=False, compression=compression_opts)
+    except ValueError:
+        print("List does not have the same size, which implies that there are some chronics with unnamed objects")
+
+
+def prods_charac_creator(back):
+    """
+    Create and save the prods_charac.csv file use in chronics.
+
+    :param back: Backend created by Grid2op using pypowsybl
+    :type back: :class: PypowsyblBackend
+
+    """
+    grid = back._grid
+    columns = ['Pmax', 'Pmin', 'name', 'type', 'bus', 'max_ramp_up', 'max_ramp_down', 'min_up_time', 'min_down_time',
+             'marginal_cost', 'shut_down_cost', 'start_cost', 'x', 'y', 'V']
+    df = pd.DataFrame(columns=columns)
+    df['Pmax'] = grid.get_generators(all_attributes=True)['max_p']
+    df['Pmin'] = grid.get_generators(all_attributes=True)['min_p']
+    df['name'] = grid.get_generators(all_attributes=True).index.values
+    df['type'] = 'thermal'
+    df['bus'] = [back.map_sub[elem] for elem in grid.get_generators(all_attributes=True)['bus_breaker_bus_id'].values]
+    df['max_ramp_up'] = 1 #10
+    df['max_ramp_down'] = 1 #10
+    df['min_up_time'] = 4
+    df['min_down_time'] = 4
+    df['marginal_cost'] = 70
+    df['shut_down_cost'] = 1
+    df['start_cost'] = 2
+    df['V'] = grid.get_generators(all_attributes=True)['target_v']
+    df.to_csv('prods_charac.csv', sep=',', index=False)
+
+
+def get_env_name_displayed(env_name):
+    res = re.sub("^l2rpn_", "", env_name)
+    res = re.sub("_small$", "", res)
+    res = re.sub("_large$", "", res)
+    res = re.sub("\\.json$", "", res)
+    return res
+
+
+
+if __name__ == "__main__":
+    np.random.seed(42)
+
+    case_names_displayed = [get_env_name_displayed(el) for el in case_names]
+    g2op_times = []
+    g2op_speeds = []
+    g2op_sizes = []
+    g2op_step_time = []
+
+    ts_times = []
+    ts_speeds = []
+    ts_sizes = []
+    sa_times = []
+    sa_speeds = []
+    sa_sizes = []
+
+    for case_name in tqdm(case_names):
+
+        if not os.path.exists(case_name):
+            import pandapower.networks as pn
+
+            case = getattr(pn, os.path.splitext(case_name)[0])()
+            pp.to_json(case, case_name)
+
+        # load the case file
+        if FRAMEWORK == ppow:
+            back = PowsyblBackend()
+            back.load_grid(case_name)
+            pandapow_net = pp.from_json(case_name)
+            # Handling thermal limits
+            with open(r'Thermal_limits.json', 'w') as fp:
+                thermal = 1000 * np.concatenate(
+                    (
+                        pandapow_net.line["max_i_ka"].values,
+                        pandapow_net.trafo["sn_mva"].values / (np.sqrt(3) * pandapow_net.trafo["vn_hv_kv"].values)
+                    )
+                )
+                json.dump(list(thermal), fp) # Multiplying by 1000 : kA -> A
+            
+            back.runpf(is_dc=True)
+            prods_charac_creator(back)
+            coeff_l = 1.0
+            # extract reference data
+            load_p_init = coeff_l * back._grid.get_loads()["p"].values.astype(dt_float)
+            load_q_init = coeff_l * back._grid.get_loads()["q"].values.astype(dt_float)
+            gen_p_init = coeff_l * back._grid.get_generators()["p"].values.astype(dt_float)
+
+        elif FRAMEWORK == pp:
+            case = FRAMEWORK.from_json(case_name)
+                        # Handling thermal limits
+            with open(r'Thermal_limits.json', 'w') as fp:
+                thermal = 1000 * np.concatenate(
+                    (
+                        case.line["max_i_ka"].values,
+                        case.trafo["sn_mva"].values / (np.sqrt(3) * case.trafo["vn_hv_kv"].values)
+                    )
+                )
+                json.dump(list(thermal), fp) # Multiplying by 1000 : kA -> A
+            back = PandaPowerBackend()
+            back.load_grid(case_name)
+            FRAMEWORK.runpp(case)  # for slack
+
+            # extract reference data
+            load_p_init = 1.0 * case.load["p_mw"].values
+            load_q_init = 1.0 * case.load["q_mvar"].values
+            gen_p_init = 1.0 * case.gen["p_mw"].values
+            sgen_p_init = 1.0 * case.sgen["p_mw"].values
+            
+            #prods_charac_creator(back)
+            # extract reference data
+            #load_p_init = 1.0 * back._grid.get_loads()["p"].values.astype(dt_float)
+            #load_q_init = 1.0 * back._grid.get_loads()["q"].values.astype(dt_float)
+            #gen_p_init = 1.0 * back._grid.get_generators()["p"].values.astype(dt_float)
+            
+        res_time = 1.
+        res_unit = "s"
+        if len(load_p_init) <= 1000:
+            # report results in ms if there are less than 1000 loads
+            # only affects "verbose" printing
+            res_time = 1e3
+            res_unit = "ms"
+
+        # simulate the data
+        if FRAMEWORK == ppow:
+            load_p, load_q, gen_p = get_loads_gens(load_p_init, load_q_init, gen_p_init)
+            columns_loads = back._grid.get_loads(all_attributes=True).index.values
+            column_gens = back._grid.get_generators(all_attributes=True).index.values
+            save_loads_gens([columns_loads, columns_loads, column_gens], [load_p, load_q, gen_p], ['load_p.csv.bz2', 'load_q.csv.bz2', 'prod_p.csv.bz2'])
+
+        elif FRAMEWORK == pp:
+            load_p, load_q, gen_p, sgen_p = get_loads_gens(load_p_init, load_q_init, gen_p_init, sgen_p_init)
+            columns_loads = case.load.index.values
+            column_gens = case.gen.index.values
+            save_loads_gens([columns_loads, columns_loads, column_gens], [load_p, load_q, gen_p], ['load_p.csv.bz2', 'load_q.csv.bz2', 'prod_p.csv.bz2'])
+        #save the data
+
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..0df7a3c
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,21 @@
+[tool.poetry]
+name = "pypowsybl-grid2opbackend"
+version = "0.1.0"
+description = ""
+authors = [
+    "Rémi Tschupp <remi.tschupp@artelyes.com>",
+    "Yoann Janvier <yoann.janvier@artelys.com>",
+    "Vincent Renault <vincent.renault@artelys.com>"
+]
+readme = "README.md"
+packages = [{include = "pypowsybl_grid2opbackend"}]
+
+[tool.poetry.dependencies]
+python = "^3.10"
+grid2op = "^1.9.5"
+pypowsybl = "^0.23.0.dev1" # Local installation following grid2op maybe this should be removd from .toml and install by pip
+pandapower = "^2.13.1"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/src/Backend/__init__.py b/src/Backend/__init__.py
new file mode 100644
index 0000000..3a5b1f4
--- /dev/null
+++ b/src/Backend/__init__.py
@@ -0,0 +1,9 @@
+# Copyright (c) 2023, Artelys (https://www.artelys.com/)
+# See Authors.txt
+# This Source Code Form is subject to the terms of the Mozilla Public License, version 2.0.
+# If a copy of the Mozilla Public License, version 2.0 was not distributed with this file,
+# you can obtain one at http://mozilla.org/MPL/2.0/.
+# SPDX-License-Identifier: MPL-2.0
+# This file is part of pypowsybl-grid2opbackend.
+
+__all__ = ["powsybl_backend"]
\ No newline at end of file
diff --git a/src/Backend/network.py b/src/Backend/network.py
new file mode 100644
index 0000000..40a325d
--- /dev/null
+++ b/src/Backend/network.py
@@ -0,0 +1,79 @@
+# Copyright (c) 2023, Artelys (https://www.artelys.com/)
+# @author Vincent Renault <vincent.renault@artelys.com>
+# This Source Code Form is subject to the terms of the Mozilla Public License, version 2.0.
+# If a copy of the Mozilla Public License, version 2.0 was not distributed with this file,
+# you can obtain one at http://mozilla.org/MPL/2.0/.
+# SPDX-License-Identifier: MPL-2.0
+# This file is part of pypowsybl-grid2opbackend.
+
+from __future__ import annotations  # Necessary for type alias like _DataFrame to work with sphinx
+import copy
+
+from os import PathLike as _PathLike
+from typing import Dict as _Dict
+from typing import Optional as _Optional
+from typing import TYPE_CHECKING as _TYPE_CHECKING
+from typing import Union as _Union
+
+import pypowsybl._pypowsybl as _pp
+from pypowsybl.network import Network, _path_to_str
+from pypowsybl.report import Reporter as _Reporter
+
+# Type definitions
+if _TYPE_CHECKING:
+    ParamsDict = _Optional[_Dict[str, str]]
+    PathOrStr = _Union[str, _PathLike]
+
+
+class SortedNetwork(Network):
+    def __init__(self, *args, **kwargs):
+        super(SortedNetwork, self).__init__(*args, **kwargs)
+        self._loads_index = super(SortedNetwork, self).get_loads().index
+
+    def deepcopy(self):
+        network_copy = copy.deepcopy(self)
+        network_copy._loads_index = self._loads_index
+        return network_copy
+
+    def get_loads(self, *args, **kwargs):
+        if self._loads_index is None:
+            return super(SortedNetwork, self).get_loads(*args, **kwargs)
+        else:
+            return super(SortedNetwork, self).get_loads(*args, **kwargs).loc[self._loads_index, :]
+
+
+def load(file: _Union[str, _PathLike], parameters: _Dict[str, str] = None, reporter: _Reporter = None) -> Network:
+    """
+    Load a network from a file. File should be in a supported format.
+
+    Basic compression formats are also supported (gzip, bzip2).
+
+    Args:
+       file:       path to the network file
+       parameters: a dictionary of import parameters
+       reporter:   the reporter to be used to create an execution report, default is None (no report)
+
+    Returns:
+        The loaded network
+
+    Examples:
+
+        Some examples of file loading, including relative or absolute paths, and compressed files:
+
+        .. code-block:: python
+
+            network = pp.network.load('network.xiidm')
+            network = pp.network.load('/path/to/network.xiidm')
+            network = pp.network.load('network.xiidm.gz')
+            network = pp.network.load('network.uct')
+            ...
+    """
+    file = _path_to_str(file)
+    if parameters is None:
+        parameters = {}
+    return SortedNetwork(_pp.load_network(file, parameters,
+                                    None if reporter is None else reporter._reporter_model))  # pylint: disable=protected-access
+
+
+def _create_network(name: str, network_id: str = '') -> Network:
+    return SortedNetwork(_pp.create_network(name, network_id))
\ No newline at end of file
diff --git a/src/Backend/powsybl_backend.py b/src/Backend/powsybl_backend.py
new file mode 100644
index 0000000..de3212a
--- /dev/null
+++ b/src/Backend/powsybl_backend.py
@@ -0,0 +1,1464 @@
+# Copyright (c) 2023, Artelys (https://www.artelys.com/)
+# See Authors.txt
+# This Source Code Form is subject to the terms of the Mozilla Public License, version 2.0.
+# If a copy of the Mozilla Public License, version 2.0 was not distributed with this file,
+# you can obtain one at http://mozilla.org/MPL/2.0/.
+# SPDX-License-Identifier: MPL-2.0
+# This file is part of pypowsybl-grid2opbackend. It is mostly inspired by the development of the several backends from
+# Grid2op framework. Some part of codes have been paste/copy.
+
+import os  # load the python os default module
+import warnings
+import numpy as np
+import pandas as pd
+import pandapower as pdp
+import pypowsybl as ppow
+import scipy
+import copy
+import itertools
+from grid2op.dtypes import dt_int, dt_float, dt_bool
+from grid2op.Backend.backend import Backend
+from grid2op.Exceptions import *
+from grid2op.Action._BackendAction import _BackendAction
+from grid2op.Action import ActionSpace
+from grid2op.Rules import RulesChecker
+from src.Backend.network import load as load_ppow_network
+
+BUS_EXTENSION = '_dummy'
+
+class PowsyblBackend(Backend):
+    """
+    This is a class that is designed to ease the interaction between pypowsybl and grid2op.
+
+    This backend currently does not work with 3 windings transformers, storages and other exotic objects (It could be
+    achieved with pypowsybl but the integration is not properly set with grid2op)
+
+    Attributes
+    ----------
+    p_or: :class:`numpy.array`, dtype:float
+        The active power flowing at the origin end of each powerline
+
+    q_or: :class:`numpy.array`, dtype:float
+        The reactive power flowing at the origin end of each powerline
+
+    v_or: :class:`numpy.array`, dtype:float
+        The voltage magnitude at the origin bus of the powerline
+
+    theta_or: :class:`numpy.array`, dtype:float
+        The voltage angle at the origin bus of the powerline
+
+    a_or: :class:`numpy.array`, dtype:float
+        The current flowing at the origin end of each powerline
+
+    p_ex: :class:`numpy.array`, dtype:float
+        The active power flowing at the extremity end of each powerline
+
+    q_ex: :class:`numpy.array`, dtype:float
+        The reactive power flowing at the extremity end of each powerline
+
+    v_ex: :class:`numpy.array`, dtype:float
+        The voltage magnitude at the extremity bus of the powerline
+
+    theta_ex: :class:`numpy.array`, dtype:float
+        The voltage angle at the extremity bus of the powerline
+
+    a_ex: :class:`numpy.array`, dtype:float
+        The current flowing at the extremity end of each powerline
+
+    load_p: :class:`numpy.array`, dtype:float
+        The result active load consumption, it is NaN if no loadflow has been computed (MW)
+
+    load_q: :class:`numpy.array`, dtype:float
+        The result reactive load consumption, it is NaN if no loadflow has been computed (MVAr)
+
+    load_v: :class:`numpy.array`, dtype:float
+        The voltage magnitude at the bus where each load is connected
+
+    load_theta: :class:`numpy.array`, dtype:float
+        The voltage angle at the bus where each load is connected
+
+    prod_p: :class:`numpy.array`, dtype:float
+        The actual active production of the generator, NaN if no loadflow has been computed (MW)
+
+    prod_q: :class:`numpy.array`, dtype:float
+        The actual reactive production of the generator, NaN if no loadflow has been computed (MVAr)
+
+    prod_v: :class:`numpy.array`, dtype:float
+        The voltage magnitude at the bus where each generator is connected
+
+    gen_theta: :class:`numpy.array`, dtype:float
+        The voltage angle at the bus where each generator is connected
+
+    Examples
+    ---------
+    The only recommended way to use this class is by passing an instance of a Backend into the "make"
+    function of grid2op. Do not attempt to use a backend outside of this specific usage.
+
+    .. code-block:: python
+
+            import grid2op
+            from src.Backend.powsybl_backend import PowsyblBackend
+            backend = PowsyblBackend()
+
+            env = grid2op.make(backend=backend)
+            # and use "env" as any open ai gym environment.
+
+    """
+
+    def __init__(
+            self,
+            detailed_infos_for_cascading_failures=False,
+            dist_slack=False,
+            can_be_copied=True,
+    ):
+        Backend.__init__(
+            self,
+            detailed_infos_for_cascading_failures=detailed_infos_for_cascading_failures,
+            dist_slack=dist_slack,
+            can_be_copied=can_be_copied
+        )
+
+        self._dist_slack = dist_slack
+
+        self.p_or = None
+        self.q_or = None
+        self.v_or = None
+        self.a_or = None
+        self.p_ex = None
+        self.q_ex = None
+        self.v_ex = None
+        self.a_ex = None
+
+        self.load_p = None
+        self.load_q = None
+        self.load_v = None
+
+        self.storage_p = None
+        self.storage_q = None
+        self.storage_v = None
+
+        self.prod_p = None
+        self.prod_q = None
+        self.prod_v = None
+        self.line_status = None
+
+        self._nb_bus_before = None
+
+        self.can_output_theta = True  # I support the voltage angle
+        self.theta_or = None
+        self.theta_ex = None
+        self.load_theta = None
+        self.gen_theta = None
+        self.storage_theta = None
+
+        self._topo_vect = None
+        self._init_bus_load = None
+        self._init_bus_gen = None
+        self._init_bus_lor = None
+        self._init_bus_lex = None
+        self._get_vector_inj = None
+        self._big_topo_to_obj = None
+        self._big_topo_to_backend = None
+        self.__ppow_backend_initial_grid = None
+
+        # Mapping some fun to apply bus updates
+        self._type_to_bus_set = [
+            self._apply_load_bus,
+            self._apply_gen_bus,
+            self._apply_lor_bus,
+            self._apply_trafo_hv,
+            self._apply_lex_bus,
+            self._apply_trafo_lv,
+        ]
+
+        self.dim_topo = -1
+        self._number_true_line = -1
+
+        self.tol = None
+        self.map_sub = {}
+        self.__nb_bus_before = None  # number of substation in the powergrid
+        self.__nb_powerline = (
+            None  # number of powerline (real powerline, not transformer)
+        )
+
+    def load_grid(self, path, filename=None):
+        """
+        Regarding the type of entry file (.json designed for pandapower, .mat for matpower  or .xiidm for pypowsybl)
+        we use different kind of loading to be sure that our network is loaded properly.
+
+        Parameters
+        ----------
+        path : str
+            The path to the folder where the grid file is
+        filename : str
+            The name of the grid file
+        Returns
+        -------
+        """
+
+        if path is None and filename is None:
+            raise RuntimeError(
+                "You must provide at least one of path or file to load a powergrid."
+            )
+        if path is None:
+            full_path = filename
+        elif filename is None:
+            full_path = path
+        else:
+            full_path = os.path.join(path, filename)
+        if not os.path.exists(full_path):
+            raise RuntimeError('There is no powergrid at "{}"'.format(full_path))
+
+        try:
+            with warnings.catch_warnings():
+                warnings.filterwarnings("ignore")
+                if full_path.endswith('.json'):
+                    pandapow_net = pdp.from_json(full_path)
+                    if not pandapow_net.res_bus.shape[
+                       0]:  # if there is no info on bus initialize with flat values the matpower network
+                       _ = pdp.converter.to_mpc(pandapow_net, full_path.split('.')[0] + '.mat', init='flat')
+                    else:
+                       _ = pdp.converter.to_mpc(pandapow_net, full_path.split('.')[0] + '.mat')
+                    self._grid = load_ppow_network(full_path.split('.')[0] + '.mat',
+                                                  {'matpower.import.ignore-base-voltage': 'false'})
+
+                elif full_path.endswith('.mat'):
+                    self._grid = load_ppow_network(full_path, {'matpower.import.ignore-base-voltage': 'false'})
+                elif full_path.endswith('.xiidm'):
+                    self._grid = load_ppow_network(full_path)
+                else:
+                    raise RuntimeError('This type of file is not handled try a .mat, .xiidm or .json format')
+        except Exception as exc_:
+            raise BackendError(
+                f'Impossible to load the powergrid located at "{full_path}". Please '
+                f"check the file exist and that the file represent a valid pypowsybl "
+                f"grid. For your information, the error is:\n{exc_}"
+            )
+        # """
+        # Because sometimes we got negative pmin coming from matpower translation
+        # """
+
+        # ind = self._grid.get_generators(all_attributes=True).index[self._grid.get_generators(all_attributes=True)['min_p'].values < 0]
+        # corresp = [0 for elem in range(len(ind))]
+        # self._grid.update_generators(id=ind, min_p=corresp)
+        
+        lines = self._grid.get_lines(all_attributes=True)
+        self.__nb_bus_before = self._grid.get_buses().shape[0]
+        self.__nb_powerline = copy.deepcopy(lines[lines["r"] != 0].shape[0])
+        self._init_bus_load = self._grid.get_loads(all_attributes=True)["bus_breaker_bus_id"].values
+        self._init_bus_gen = self._grid.get_generators(all_attributes=True)["bus_breaker_bus_id"].values
+        self._init_bus_lor = lines["bus_breaker_bus1_id"].values
+        self._init_bus_lex = lines["bus_breaker_bus2_id"].values
+
+        winding_transfo = self._grid.get_2_windings_transformers(all_attributes=True)
+        t_for = winding_transfo["bus_breaker_bus1_id"].values
+        t_fex = winding_transfo["bus_breaker_bus2_id"].values
+        self._init_bus_lor = np.concatenate((self._init_bus_lor, t_for))
+        self._init_bus_lex = np.concatenate((self._init_bus_lex, t_fex))
+
+        # and now initialize the attributes (see list bellow)
+        if self._grid.get_3_windings_transformers().shape[0] > 0:
+            raise BackendError(f"3 windings transformers are currently not supported. "
+                               f"{self._grid.get_3_windings_transformers().shape[0]} found")
+
+        self.n_line = copy.deepcopy(self._grid.get_lines().shape[0]) + \
+                      copy.deepcopy(self._grid.get_2_windings_transformers().shape[0])
+
+        df_lines, df_transfo = self._return_real_lines_transfo()
+        self.name_line = np.array(
+            df_lines["name"].index.to_list() +
+            df_transfo["name"].index.to_list()
+        )
+
+        self.n_gen = copy.deepcopy(
+            self._grid.get_generators().shape[0])  # number of generators in the grid should be read from self._grid
+        self.name_gen = np.array(self._grid.get_generators()["name"].index.to_list())
+
+        self.n_load = copy.deepcopy(
+            self._grid.get_loads().shape[0])  # number of loads in the grid should be read from self._grid
+        self.name_load = np.array(self._grid.get_loads()["name"].index.to_list())
+        self.n_sub = copy.deepcopy(
+            self._grid.get_buses().shape[0])  # we give as an input the number of buses that seems to be corresponding to substations in Grid2op
+        self.topo_per_elem = self._pypowsbyl_bus_name_utility_fct(self._grid)
+        self.name_sub = np.array(["sub_{}".format(i) for i in self.topo_per_elem])
+
+        self.n_storage = copy.deepcopy(self._grid.get_batteries().shape[0])
+
+        if self.n_storage == 0:
+            self.set_no_storage()  # deactivate storage in grid objects
+        else:
+            self.name_storage = np.array(self._grid.get_batteries()[
+                                             "name"].index.to_list())  # By default in powsybl only one type of storage : batteries
+
+        # the initial thermal limit
+        self.thermal_limit_a = None
+
+        list_buses = []
+        for elem in self._grid.get_voltage_levels()['name'].index.values:
+            list_buses = list_buses+list(self._grid.get_bus_breaker_topology(voltage_level_id=elem).buses.index)
+
+        for i, bus in enumerate(list_buses):
+            self.map_sub[bus] = i
+
+        # Doubling the buses for Grid2op necessities
+        self._double_buses()
+
+        # Contrarly to Pandapower i do not have to handle issues with slack buses if the files are xiidm and well written
+        # I run a powerflow to initialize the paramaters of the grid in the backend
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            ppow.loadflow.run_ac(self._grid,
+                                 parameters=ppow.loadflow.Parameters(distributed_slack=self._dist_slack))
+
+        # other attributes should be read from self._grid (see table below for a full list of the attributes)
+        self._init_private_attrs()
+
+    def reset(self, path=None, grid_filename=None):
+        """
+        Reload the grid.
+        """
+        # Assign the content of itself as saved at the end of load_grid
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore", FutureWarning)
+            self._grid = self.__ppow_backend_initial_grid.deepcopy()
+        self._reset_all_nan()
+        self._topo_vect[:] = self._get_topo_vect()
+
+    def _init_private_attrs(self):
+        """
+        Internal function that is used to initialize all grid2op objects from backend, see
+        https://grid2op.readthedocs.io/en/latest/space.html#grid2op.Space.GridObjects for more detail.
+
+        We chose to have 2 busbars at each substation to facilitate the integration of our backend with existent tests
+        but this remains a personal choice.
+        This is done by using the internal function :func: `PowsyblBackend._double_buses`
+
+        I also create some mapping dictionaries to be able to translate bus naming from Grid2op to pypowsybl and vice
+        versa
+        Returns
+        -------
+        """
+        self.sub_info = np.zeros(self.n_sub, dtype=dt_int)
+        self.load_to_subid = np.zeros(self.n_load, dtype=dt_int)
+        self.gen_to_subid = np.zeros(self.n_gen, dtype=dt_int)
+        self.line_or_to_subid = np.zeros(self.n_line, dtype=dt_int)
+        self.line_ex_to_subid = np.zeros(self.n_line, dtype=dt_int)
+
+        self.load_to_sub_pos = np.zeros(self.n_load, dtype=dt_int)
+        self.gen_to_sub_pos = np.zeros(self.n_gen, dtype=dt_int)
+        self.line_or_to_sub_pos = np.zeros(self.n_line, dtype=dt_int)
+        self.line_ex_to_sub_pos = np.zeros(self.n_line, dtype=dt_int)
+
+        if self.n_storage > 0:
+            self.storage_to_subid = np.zeros(self.n_storage, dtype=dt_int)
+            self.storage_to_sub_pos = np.zeros(self.n_storage, dtype=dt_int)
+
+        pos_already_used = np.zeros(self.n_sub, dtype=dt_int)
+
+        # Allows us to map the id of each substation in Grid2op (an integer) with the name of each corresponding
+        add_map = {}
+        for bus, bus_position_id in self.map_sub.items():
+            add_map[bus + BUS_EXTENSION] = bus_position_id + self.__nb_bus_before
+        self.map_sub.update(add_map)
+
+        # For lines & transfos
+        df_lines, df_transfo = self._return_real_lines_transfo()
+        self.line_or_to_subid = np.array(
+            [self.map_sub[i] for i in df_lines["bus_breaker_bus1_id"].values] +
+            [self.map_sub[i] for i in df_transfo["bus_breaker_bus1_id"].values])
+        self.line_ex_to_subid = np.array(
+            [self.map_sub[i] for i in df_lines["bus_breaker_bus2_id"].values] +
+            [self.map_sub[i] for i in df_transfo["bus_breaker_bus2_id"].values]
+        )
+
+        for i, (line_or_pos_id, line_ex_pos_id) in enumerate(zip(self.line_or_to_subid, self.line_ex_to_subid)):
+            self.sub_info[line_or_pos_id] += 1
+            self.sub_info[line_ex_pos_id] += 1
+            self.line_or_to_sub_pos[i] = pos_already_used[line_or_pos_id]
+            self.line_ex_to_sub_pos[i] = pos_already_used[line_ex_pos_id]
+            pos_already_used[line_or_pos_id] += 1
+            pos_already_used[line_ex_pos_id] += 1
+
+        self._number_true_line = copy.deepcopy(self._grid.get_lines(all_attributes=True)[self._grid.get_lines(all_attributes=True)["r"] != 0].shape[0])
+
+        # For generators
+        self.gen_to_subid = np.array(
+            [self.map_sub[i] for i in self._grid.get_generators(all_attributes=True)["bus_breaker_bus_id"].to_list()]
+        )
+
+        for i, gen_subid in enumerate(self.gen_to_subid):
+            self.sub_info[gen_subid] += 1
+            self.gen_to_sub_pos[i] = pos_already_used[gen_subid]
+            pos_already_used[gen_subid] += 1
+
+        # For loads
+        self.load_to_subid = np.array(
+            [self.map_sub[i] for i in self._grid.get_loads(all_attributes=True)["bus_breaker_bus_id"].to_list()]
+        )
+
+        for i, load_subid in enumerate(self.load_to_subid):
+            self.sub_info[load_subid] += 1
+            self.load_to_sub_pos[i] = pos_already_used[load_subid]
+            pos_already_used[load_subid] += 1
+
+        # For storage
+        self.storage_to_subid = np.array(
+            [self.map_sub[i] for i in self._grid.get_batteries(all_attributes=True)["bus_breaker_bus_id"].to_list()]
+        )
+
+        if self.n_storage > 0:
+            for i in range(len(self.storage_to_subid)):
+                self.sub_info[self.storage_to_subid[i]] += 1
+                self.storage_to_sub_pos[i] = pos_already_used[self.storage_to_subid[i]]
+                pos_already_used[self.storage_to_subid[i]] += 1
+
+        self.dim_topo = np.sum(self.sub_info)
+        self._compute_pos_big_topo()
+
+        self._get_vector_inj = dict()
+        self._get_vector_inj[
+            "load_p"
+        ] = self._load_grid_load_p_mw
+        self._get_vector_inj[
+            "load_q"
+        ] = self._load_grid_load_q_mvar
+        self._get_vector_inj[
+            "prod_p"
+        ] = self._load_grid_gen_p_mw
+        self._get_vector_inj[
+            "prod_v"
+        ] = self._load_grid_gen_vm
+
+        cpt = 0
+        self.thermal_limit_a = np.full(self.n_line, fill_value=1000000, dtype=dt_float)
+        operational_limits = self._grid.get_operational_limits()
+        current_operational_limits = operational_limits[np.array(self._grid.get_operational_limits()["type"] == "CURRENT")]
+        current_and_dur_operational_limits = operational_limits[np.array(self._grid.get_operational_limits()["acceptable_duration"] == -1) & #If this is a permanent limitation, we are not going to take into account other type of limitation
+                        np.array(self._grid.get_operational_limits()["type"] == "CURRENT")]
+        for elem in self.name_line:
+            if elem in current_operational_limits:
+                lim_list = []
+                #If this is a permanent limitation, we are not going to take into account other type of limitation
+                #If this is a limitation on current
+                for line_side in current_and_dur_operational_limits.iterrows():
+                    lim_list.append(line_side[1]["value"])
+                limit = min(lim_list)
+                self.thermal_limit_a[cpt] = limit
+            cpt += 1
+
+        self.p_or = np.full(self.n_line, dtype=dt_float, fill_value=np.NaN)
+        self.q_or = np.full(self.n_line, dtype=dt_float, fill_value=np.NaN)
+        self.v_or = np.full(self.n_line, dtype=dt_float, fill_value=np.NaN)
+        self.a_or = np.full(self.n_line, dtype=dt_float, fill_value=np.NaN)
+        self.p_ex = np.full(self.n_line, dtype=dt_float, fill_value=np.NaN)
+        self.q_ex = np.full(self.n_line, dtype=dt_float, fill_value=np.NaN)
+        self.v_ex = np.full(self.n_line, dtype=dt_float, fill_value=np.NaN)
+        self.a_ex = np.full(self.n_line, dtype=dt_float, fill_value=np.NaN)
+        self.line_status = np.full(self.n_line, dtype=dt_bool, fill_value=np.NaN)
+        self.load_p = np.full(self.n_load, dtype=dt_float, fill_value=np.NaN)
+        self.load_q = np.full(self.n_load, dtype=dt_float, fill_value=np.NaN)
+        self.load_v = np.full(self.n_load, dtype=dt_float, fill_value=np.NaN)
+        self.prod_p = np.full(self.n_gen, dtype=dt_float, fill_value=np.NaN)
+        self.prod_v = np.full(self.n_gen, dtype=dt_float, fill_value=np.NaN)
+        self.prod_q = np.full(self.n_gen, dtype=dt_float, fill_value=np.NaN)
+        self.storage_p = np.full(self.n_storage, dtype=dt_float, fill_value=np.NaN)
+        self.storage_q = np.full(self.n_storage, dtype=dt_float, fill_value=np.NaN)
+        self.storage_v = np.full(self.n_storage, dtype=dt_float, fill_value=np.NaN)
+        self._nb_bus_before = None
+
+        # shunts data
+        self.n_shunt = self._grid.get_shunt_compensators().shape[0]
+        self.shunt_to_subid = np.zeros(self.n_shunt, dtype=dt_int) - 1
+        self.name_shunt = np.array(self._grid.get_shunt_compensators()["name"].index.to_list())
+        self.shunt_to_subid = np.array(
+            [self.map_sub[i] for i in self._grid.get_shunt_compensators(all_attributes=True)["bus_breaker_bus_id"].to_list()])
+        self._sh_vnkv = self._grid.get_buses()['v_mag'][
+            self._grid.get_shunt_compensators()['bus_id'].values].values.astype(
+            dt_float
+        )
+        self.shunts_data_available = True
+
+        # store the topoid -> objid
+        self._big_topo_to_obj = [(None, None) for _ in range(self.dim_topo)]
+        nm_ = "load"
+        for load_id, pos_big_topo in enumerate(self.load_pos_topo_vect):
+            self._big_topo_to_obj[pos_big_topo] = (load_id, nm_)
+        nm_ = "gen"
+        for gen_id, pos_big_topo in enumerate(self.gen_pos_topo_vect):
+            self._big_topo_to_obj[pos_big_topo] = (gen_id, nm_)
+        nm_ = "lineor"
+        for l_id, pos_big_topo in enumerate(self.line_or_pos_topo_vect):
+            self._big_topo_to_obj[pos_big_topo] = (l_id, nm_)
+        nm_ = "lineex"
+        for l_id, pos_big_topo in enumerate(self.line_ex_pos_topo_vect):
+            self._big_topo_to_obj[pos_big_topo] = (l_id, nm_)
+
+        # store the topoid -> objid
+        self._big_topo_to_backend = [(None, None, None) for _ in range(self.dim_topo)]
+        for load_id, pos_big_topo in enumerate(self.load_pos_topo_vect):
+            self._big_topo_to_backend[pos_big_topo] = (load_id, load_id, 0)
+        for gen_id, pos_big_topo in enumerate(self.gen_pos_topo_vect):
+            self._big_topo_to_backend[pos_big_topo] = (gen_id, gen_id, 1)
+        for l_id, pos_big_topo in enumerate(self.line_or_pos_topo_vect):
+            if l_id < self.__nb_powerline:
+                self._big_topo_to_backend[pos_big_topo] = (l_id, l_id, 2)
+            else:
+                self._big_topo_to_backend[pos_big_topo] = (
+                    l_id,
+                    l_id - self.__nb_powerline,
+                    3,
+                )
+        for l_id, pos_big_topo in enumerate(self.line_ex_pos_topo_vect):
+            if l_id < self.__nb_powerline:
+                self._big_topo_to_backend[pos_big_topo] = (l_id, l_id, 4)
+            else:
+                self._big_topo_to_backend[pos_big_topo] = (
+                    l_id,
+                    l_id - self.__nb_powerline,
+                    5,
+                )
+
+        self.theta_or = np.full(self.n_line, fill_value=np.NaN, dtype=dt_float)
+        self.theta_ex = np.full(self.n_line, fill_value=np.NaN, dtype=dt_float)
+        self.load_theta = np.full(self.n_load, fill_value=np.NaN, dtype=dt_float)
+        self.gen_theta = np.full(self.n_gen, fill_value=np.NaN, dtype=dt_float)
+        self.storage_theta = np.full(self.n_storage, fill_value=np.NaN, dtype=dt_float)
+
+        self.dim_topo = np.sum(self.sub_info)
+        self._compute_pos_big_topo()
+
+        self.line_status[:] = self._get_line_status()
+        self._topo_vect = self._get_topo_vect()
+        self.tol = 1e-5  # this is NOT the pypowsybl tolerance !!!! this is used to check if a storage unit
+        # produce / absorbs anything
+
+        # Create a deep copy of itself in the initial state
+        # Store it under super private attribute
+        with warnings.catch_warnings():
+            # raised on some versions of pandapower / pandas
+            warnings.simplefilter("ignore", FutureWarning)
+            self.__ppow_backend_initial_grid = self._grid.deepcopy()  # will be initialized in the "assert_grid_correct"
+
+        self.map_sub_invert = {v: k for k, v in self.map_sub.items()}
+
+    def storage_deact_for_backward_comaptibility(self):
+        self._init_private_attrs()
+
+    def apply_action(self, backendAction=None):
+        """
+        Specific implementation of the method to apply an action modifying a powergrid in the pypowsybl format.
+        """
+
+        if backendAction is None:
+            return
+        cls = type(self)
+
+        (
+            active_bus,
+            (prod_p, prod_v, load_p, load_q, storage),
+            topo__,
+            shunts__,
+        ) = backendAction()
+
+        if np.any(prod_p.changed):
+            self._grid.update_generators(id=self.name_gen[prod_p.changed], target_p=prod_p.values[prod_p.changed])
+
+        if np.any(prod_v.changed):
+            self._grid.update_generators(id=self.name_gen[prod_v.changed], target_v=prod_v.values[prod_v.changed])
+
+        if np.any(load_p.changed):
+            self._grid.update_loads(id=self.name_load[load_p.changed], p0=load_p.values[load_p.changed])
+
+        if np.any(load_q.changed):
+            self._grid.update_loads(id=self.name_load[load_q.changed], q0=load_q.values[load_q.changed])
+
+        if self.n_storage > 0:
+            # active setpoint
+            #TODO wrong way to change storage p and topo look up to understand with loads and gens
+            raise BackendError("Not ready for production")
+
+            if np.any(storage.changed):
+                self._grid.update_batteries(id=self.name_storage[storage.changed])#  target_p=storage.values[storage.changed]) ? not sure of how to use storage.values
+
+            # topology of the storage
+            stor_bus = backendAction.get_storages_bus()
+            new_bus_id = stor_bus.values[stor_bus.changed]  # id of the busbar 1 or 2 if
+            activated = new_bus_id > 0  # mask of storage that have been activated
+            new_bus_num = (
+                    self.storage_to_subid[stor_bus.changed] + (new_bus_id - 1) * self.n_sub
+            )  # bus number
+            new_bus_num[~activated] = self.storage_to_subid[stor_bus.changed][
+                ~activated
+            ]
+            self._grid.get_batteries()["connected"].values[stor_bus.changed] = activated
+            self._grid.get_batteries(all_attributes=True)["bus_breaker_bus_id"].values[stor_bus.changed] = new_bus_num
+            self._topo_vect[self.storage_pos_topo_vect[stor_bus.changed]] = new_bus_num
+            self._topo_vect[
+                self.storage_pos_topo_vect[stor_bus.changed][~activated]
+            ] = -1
+
+        #TODO WIP for the shunts need to have a fix architecture for the buses
+
+        if type(backendAction).shunts_data_available:
+            shunt_p, shunt_q, shunt_bus = shunts__
+
+            if np.any(shunt_p.changed):
+                self._grid.update_shunt_compensators(id=self.name_shunt[shunt_p.changed],
+                                                     p=shunt_p.values[shunt_p.changed])
+
+            if np.any(shunt_q.changed):
+                self._grid.update_shunt_compensators(id=self.name_shunt[shunt_q.changed], q=shunt_q.values[shunt_q.changed])
+
+            if np.any(shunt_bus.changed):
+                sh_service = shunt_bus.values[shunt_bus.changed] != -1
+                self._grid.get_shunt_compensators()["connected"].iloc[shunt_bus.changed] = sh_service
+                chg_and_in_service = sh_service & shunt_bus.changed
+
+                for i in range(len(chg_and_in_service)):
+                    equipment_name = self.name_shunt[i]
+                    if chg_and_in_service[i]:
+                        self.move_buses(equipment_name=equipment_name,
+                                        bus_or=self._grid.get_shunt_compensators(all_attributes=True).loc[equipment_name]
+                                        ["bus_breaker_bus_id"],
+                                        bus_dest=int(cls.local_bus_to_global(shunt_bus.values[chg_and_in_service],
+                                                                         cls.shunt_to_subid[chg_and_in_service]))
+                                        )
+        # i made at least a real change, so i implement it in the backend
+        for id_el, new_bus in topo__:
+            id_el_backend, id_topo, type_obj = self._big_topo_to_backend[id_el]
+
+            if type_obj is not None:
+                # storage unit are handled elsewhere
+                self._type_to_bus_set[type_obj](new_bus, id_el_backend)
+
+    def _apply_load_bus(self, new_bus, id_el_backend):
+        """
+         Change load bus.
+         If :
+             - new_bus_backend<0 : this means that we want to disconnect the load from the bus
+             - new_bus_backend>=0 : the load will be connected to the correspondant bus.
+
+        Parameters
+        ----------
+        new_bus: int
+            id of the given new bus in local substation way, could only be 1 or 2
+        id_el_backend: int
+            id of the specific load in the backend
+
+        Returns
+        -------
+
+        """
+        new_bus_backend = type(self).local_bus_to_global_int(
+            new_bus, self.map_sub[self._init_bus_load[id_el_backend]]
+        )
+        equipment_name = self.name_load[id_el_backend]
+        if new_bus_backend >= 0:
+            self.move_buses(equipment_name=equipment_name,
+                            bus_or=self._grid.get_loads(all_attributes=True).loc[equipment_name][
+                                "bus_breaker_bus_id"],
+                            bus_dest=new_bus_backend)
+            self._grid.update_loads(id=equipment_name, connected=True)
+        else:
+            self._grid.update_loads(id=equipment_name, connected=False)
+
+    def _apply_gen_bus(self, new_bus, id_el_backend):
+        """
+         Change gen bus.
+         If :
+             - new_bus_backend<0 : this means that we want to disconnect the load from the bus
+             - new_bus_backend>=0 : the load will be connected to the correspondant bus.
+
+        Parameters
+        ----------
+        new_bus: int
+            id of the given new bus in local substation way, could only be 1 or 2
+        id_el_backend: int
+            id of the specific gen in the backend
+
+        Returns
+        -------
+        """
+        new_bus_backend = type(self).local_bus_to_global_int(
+            new_bus, self.map_sub[self._init_bus_gen[id_el_backend]]
+        )
+        equipment_name = self.name_gen[id_el_backend]
+        if new_bus_backend >= 0:
+            self.move_buses(equipment_name=equipment_name,
+                            bus_or=self._grid.get_generators(all_attributes=True).loc[equipment_name]["bus_breaker_bus_id"],
+                            bus_dest=new_bus_backend)
+            self._grid.update_generators(id=equipment_name, connected=True)
+        else:
+            self._grid.update_generators(id=equipment_name, connected=False)
+
+    def _apply_lor_bus(self, new_bus, id_el_backend):
+        new_bus_backend = type(self).local_bus_to_global_int(
+            new_bus, self.map_sub[self._init_bus_lor[id_el_backend]]
+        )
+        self.change_bus_powerline_or(id_el_backend, new_bus_backend)
+
+    def change_bus_powerline_or(self, id_powerline_backend, new_bus_backend):
+        """
+        Change line origin bus.
+        If :
+            - new_bus_backend<0 : this means that we want to disconnect the transfo from the bus
+            - new_bus_backend>=0 : the transfo will be connected to the correspondant bus.
+
+        Parameters
+        ----------
+        id_powerline_backend: int
+            id of the given line in the backend
+        new_bus_backend: int
+            id of the new bus for the line to be connected to
+
+        Returns
+        -------
+        """
+        equipment_name = self.name_line[id_powerline_backend]
+        if new_bus_backend >= 0:
+            self.move_buses(equipment_name=equipment_name,
+                            bus_or=self._grid.get_lines(all_attributes=True).loc[equipment_name][
+                                "bus_breaker_bus1_id"],
+                            bus_dest=new_bus_backend)
+            self._grid.update_lines(id=equipment_name, connected1=True)
+        else:
+            self._grid.update_lines(id=equipment_name, connected1=False)
+
+    def _apply_lex_bus(self, new_bus, id_el_backend):
+        new_bus_backend = type(self).local_bus_to_global_int(
+            new_bus, self.map_sub[self._init_bus_lex[id_el_backend]]
+        )
+        self.change_bus_powerline_ex(id_el_backend, new_bus_backend)
+
+    def change_bus_powerline_ex(self, id_powerline_backend, new_bus_backend):
+        """
+        Change line extremity bus.
+        If :
+            - new_bus_backend<0 : this means that we want to disconnect the transfo from the bus
+            - new_bus_backend>=0 : the transfo will be connected to the correspondant bus.
+
+        Parameters
+        ----------
+        id_powerline_backend: int
+            id of the given line in the backend
+        new_bus_backend: int
+            id of the new bus for the line to be connected to
+
+        Returns
+        -------
+        """
+
+        equipment_name = self.name_line[id_powerline_backend]
+        if new_bus_backend >= 0:
+            self.move_buses(equipment_name=equipment_name,
+                            bus_or=self._grid.get_lines(all_attributes=True).loc[equipment_name][
+                                "bus_breaker_bus2_id"],
+                            bus_dest=new_bus_backend)
+            self._grid.update_lines(id=equipment_name, connected2=True)
+        else:
+            self._grid.update_lines(id=equipment_name, connected2=False)
+
+    def _apply_trafo_hv(self, new_bus, id_el_backend):
+        new_bus_backend = type(self).local_bus_to_global_int(
+            new_bus, self.map_sub[self._init_bus_lor[id_el_backend]]
+        )
+        self.change_bus_trafo_hv(id_el_backend, new_bus_backend)
+
+    def change_bus_trafo_hv(self, id_powerline_backend, new_bus_backend):
+        """
+        Change high voltage transfo bus. Because of the translation between grid.json (pandapower format) and matpower
+        to be used by pypowsybl some transfos are changed to lines and reciprocally, I have to check there type in the
+        backend to be sure to use the right functions.
+        If :
+            - new_bus_backend<0 : this means that we want to disconnect the transfo from the bus
+            - new_bus_backend>=0 : the transfo will be connected to the correspondant bus.
+
+        Parameters
+        ----------
+        id_powerline_backend: int
+            id of the given transfo in the backend
+        new_bus_backend: int
+            id of the new bus for the transfo to be connected to
+
+        Returns
+        -------
+        """
+        # TODO by convention I observed that hv are connected on bus_1 but need to be checked and otherwise do some improvment
+        equipment_name = self.name_line[id_powerline_backend]
+        type = self._grid.get_identifiables().loc[equipment_name]["type"]
+        if new_bus_backend >= 0:
+            if type == "LINE":
+                self.move_buses(equipment_name=equipment_name,
+                                bus_or=self._grid.get_lines(all_attributes=True).loc[equipment_name][
+                                    "bus_breaker_bus1_id"],
+                                bus_dest=new_bus_backend)
+                self._grid.update_lines(id=equipment_name, connected1=True)
+            elif type == "TWO_WINDINGS_TRANSFORMER":
+                self.move_buses(equipment_name=equipment_name,
+                                bus_or=self._grid.get_2_windings_transformers(all_attributes=True).loc[equipment_name][
+                                    "bus_breaker_bus1_id"],
+                                bus_dest=new_bus_backend)
+                self._grid.update_2_windings_transformers(id=equipment_name, connected1=True)
+            else:
+                raise BackendError(f"The elements named {equipment_name} is not a transfo")
+        else:
+            if type == "LINE":
+                self._grid.update_lines(id=equipment_name, connected1=False)
+            elif type == "TWO_WINDINGS_TRANSFORMER":
+                self._grid.update_2_windings_transformers(id=equipment_name, connected1=False)
+            else:
+                raise BackendError(f"The elements named {equipment_name} is not a transfo")
+
+    def _apply_trafo_lv(self, new_bus, id_el_backend):
+        new_bus_backend = type(self).local_bus_to_global_int(
+            new_bus, self.map_sub[self._init_bus_lex[id_el_backend]]
+        )
+        self.change_bus_trafo_lv(id_el_backend, new_bus_backend)
+
+    def change_bus_trafo_lv(self, id_powerline_backend, new_bus_backend):
+        """
+        Change low voltage transfo bus. Because of the translation between grid.json (pandapower format) and matpower
+        to be used by pypowsybl some transfos are changed to lines and reciprocally, I have to check there type in the
+        backend to be sure to use the right functions.
+        If :
+            - new_bus_backend<0 : this means that we want to disconnect the transfo from the bus
+            - new_bus_backend>=0 : the transfo will be connected to the correspondant bus.
+
+        Parameters
+        ----------
+        id_powerline_backend: int
+            id of the given transfo in the backend
+        new_bus_backend: int
+            id of the new bus for the transfo to be connected to
+
+        Returns
+        -------
+        """
+        # TODO by convention I observed that lv are connected on bus_2 but need to be checked and otherwise do some improvment
+
+        equipment_name = self.name_line[id_powerline_backend]
+        type = self._grid.get_identifiables().loc[equipment_name]["type"]
+        if new_bus_backend >= 0:
+            if type == "LINE":
+                self.move_buses(equipment_name=equipment_name,
+                                bus_or=self._grid.get_lines(all_attributes=True).loc[equipment_name][
+                                    "bus_breaker_bus2_id"],
+                                bus_dest=new_bus_backend)
+                self._grid.update_lines(id=equipment_name, connected2=True)
+            elif type == "TWO_WINDINGS_TRANSFORMER":
+                self.move_buses(equipment_name=equipment_name,
+                                bus_or=self._grid.get_2_windings_transformers(all_attributes=True).loc[equipment_name]["bus_breaker_bus2_id"],
+                                bus_dest=new_bus_backend)
+                self._grid.update_2_windings_transformers(id=equipment_name, connected2=True)
+            else:
+                raise BackendError(f"The elements named {equipment_name} is not a transfo")
+        else:
+            if type == "LINE":
+                self._grid.update_lines(id=equipment_name, connected2=False)
+            elif type == "TWO_WINDINGS_TRANSFORMER":
+                self._grid.update_2_windings_transformers(id=equipment_name, connected2=False)
+            else:
+                raise BackendError(f"The elements named {equipment_name} is not a transfo")
+
+    def runpf(self, is_dc=False):
+        """
+
+        Run a power flow on the underlying _grid.
+        """
+
+        nb_bus = self.get_nb_active_bus()
+
+        try:
+            with warnings.catch_warnings():
+                # remove the warning if _grid non connex. And it that case load flow as not converged
+                warnings.filterwarnings(
+                    "ignore", category=scipy.sparse.linalg.MatrixRankWarning
+                )
+                warnings.filterwarnings("ignore", category=RuntimeWarning)
+                warnings.filterwarnings("ignore", category=DeprecationWarning)
+
+                if nb_bus == self._nb_bus_before:
+                    self._pf_init = ppow._pypowsybl.VoltageInitMode.PREVIOUS_VALUES
+                else:
+                    self._pf_init = ppow._pypowsybl.VoltageInitMode.DC_VALUES
+
+                if np.any(~self._grid.get_loads()["connected"]):
+                    # TODO see if there is a better way here -> do not handle this here, but rather in Backend._next_grid_state
+                    raise BackendError("Disconnected load: for now grid2op cannot handle properly"
+                                       " disconnected load. If you want to disconnect one, say it"
+                                       " consumes 0. instead. Please check loads: "
+                                       f"{np.where(~self._grid.get_loads()['connected'])[0]}"
+                                       )
+                if np.any(~self._grid.get_generators()["connected"]):
+                    # TODO see if there is a better way here -> do not handle this here, but rather in Backend._next_grid_state
+                    raise BackendError("Disconnected gen: for now grid2op cannot handle properly"
+                                       " disconnected generators. If you want to disconnect one, say it"
+                                       " produces 0. instead. Please check generators: "
+                                       f"{np.where(~self._grid.get_generators()['connected'])[0]}"
+                                       )
+
+                if is_dc:
+                    res = ppow.loadflow.run_dc(self._grid,
+                                               parameters=ppow.loadflow.Parameters(distributed_slack=self._dist_slack))
+                else:
+                    res = ppow.loadflow.run_ac(self._grid,
+                                               parameters=ppow.loadflow.Parameters(distributed_slack=self._dist_slack,
+                                                                                   voltage_init_mode=self._pf_init
+                                                                                   ))
+
+                # TODO handle the cases where things are disconnected
+                (
+                    self.prod_p[:],
+                    self.prod_q[:],
+                    self.prod_v[:],
+                    self.gen_theta[:],
+                ) = self._gens_info()
+                (
+                    self.load_p[:],
+                    self.load_q[:],
+                    self.load_v[:],
+                    self.load_theta[:],
+                ) = self._loads_info()
+                
+                branches = self._grid.get_branches()
+                branches_bus1 = branches['bus1_id'] 
+                branches_bus2 = branches['bus2_id']
+
+                self.p_or[:] = self._aux_get_line_info("p1")
+                self.q_or[:] = self._aux_get_line_info("q1")
+                self.v_or[:] = self._aux_get_voltage_info(branches_bus1)
+                self.a_or[:] = self._aux_get_line_info("i1")
+                self.theta_or[:] = self._aux_get_theta_info(branches_bus1)
+                self.a_or[~np.isfinite(self.a_or)] = 0.0
+                self.v_or[~np.isfinite(self.v_or)] = 0.0
+
+                self.p_ex[:] = self._aux_get_line_info("p2")
+                self.q_ex[:] = self._aux_get_line_info("q2")
+                self.v_ex[:] = self._aux_get_voltage_info(branches_bus2)
+                self.a_ex[:] = self._aux_get_line_info("i2")
+                self.theta_ex[:] = self._aux_get_theta_info(branches_bus2)
+                self.a_ex[~np.isfinite(self.a_ex)] = 0.0
+                self.v_ex[~np.isfinite(self.v_ex)] = 0.0
+
+
+                # handle storage units
+                # note that we have to look ourselves for disconnected storage
+                (
+                    self.storage_p[:],
+                    self.storage_q[:],
+                    self.storage_v[:],
+                    self.storage_theta[:],
+                ) = self._storages_info()
+                deact_storage = ~np.isfinite(self.storage_v)
+                if np.any(np.abs(self.storage_p[deact_storage]) > self.tol):
+                    raise BackendError(
+                        "Isolated storage set to absorb / produce something"
+                    )
+                self.storage_p[deact_storage] = 0.0
+                self.storage_q[deact_storage] = 0.0
+                self.storage_v[deact_storage] = 0.0
+                self._grid.get_batteries()["connected"].values[deact_storage] = False
+
+                self.line_status[:] = self._get_line_status()
+                self._topo_vect[:] = self._get_topo_vect()
+
+
+                if res[0].status == ppow._pypowsybl.LoadFlowComponentStatus.FAILED\
+                        or res[0].status == ppow._pypowsybl.LoadFlowComponentStatus.MAX_ITERATION_REACHED:
+                    return False, None
+                else:
+                    return True, None
+
+        except BackendError as exc_:
+            # of the powerflow has not converged, results are Nan
+            self._reset_all_nan()
+            msg = exc_.__str__()
+            return False, DivergingPowerFlow(f'powerflow diverged with error :"{msg}"')
+
+    def get_line_status(self):
+        """
+
+        As all the functions related to powerline, pypowsybl split them into multiple objects to access with separated
+        getters (some for transformers, some for lines etc.). We make sure to get them all here.
+        """
+        return self.line_status
+
+    def _get_line_status(self):
+        lines = self._grid.get_lines(all_attributes=True)
+        connected_1_lines = lines[lines["r"] != 0]['connected1']
+        connected_2_lines = lines[lines["r"] != 0]['connected2']
+        line_connected = connected_1_lines.values & connected_2_lines.values
+
+        windings_transfo = self._grid.get_2_windings_transformers()
+        connected_1_2_transfo = pd.concat([windings_transfo['connected1'], lines[lines["r"] == 0]['connected1']])
+        connected_2_2_transfo = pd.concat([windings_transfo['connected2'], lines[lines["r"] == 0]['connected2']])
+        transfo_2_connected = connected_1_2_transfo.values & connected_2_2_transfo.values
+
+        # We do not take into account 3 windings transfos for the moment
+
+        return np.concatenate(
+            (
+                line_connected,
+                transfo_2_connected,
+            )
+        ).astype(dt_bool)
+        
+    def _aux_get_voltage_info(self, elements):
+        buses = self._grid.get_buses()['v_mag']
+        v_list = [buses[elt] if elt != '' else 0 for elt in elements]
+        return v_list
+
+    def _aux_get_theta_info(self, elements):
+        buses = self._grid.get_buses()['v_angle']
+        v_list = [buses[elt] if elt != '' else 0 for elt in elements]
+        return v_list
+
+    def get_topo_vect(self):
+        return self._topo_vect
+
+    def _get_topo_vect(self):
+        res = np.full(self.dim_topo, fill_value=np.nan, dtype=dt_int)
+
+        line_status = self.get_line_status()
+
+        i = 0
+        for row in self._grid.get_lines(all_attributes=True)[self._grid.get_lines(all_attributes=True)["r"] != 0][["bus_breaker_bus1_id", "bus_breaker_bus2_id"]].values:
+
+            if line_status[i]:
+                bus_or_id = self.map_sub[row[0]]
+                bus_ex_id = self.map_sub[row[1]]
+                res[self.line_or_pos_topo_vect[i]] = (
+                    1 if bus_or_id == self.line_or_to_subid[i] else 2
+                )
+                res[self.line_ex_pos_topo_vect[i]] = (
+                    1 if bus_ex_id == self.line_ex_to_subid[i] else 2
+                )
+            else:
+                res[self.line_or_pos_topo_vect[i]] = -1
+                res[self.line_ex_pos_topo_vect[i]] = -1
+            i += 1
+
+        nb = self._number_true_line
+
+        # For 2 windings transfo
+        i = 0
+        """
+        Because there is a problem of transcription between pandapower and pypowsybl using matpower I have to give all 
+        the elements considered as transformers 
+        """
+        for row in np.concatenate((self._grid.get_2_windings_transformers(all_attributes=True)[["bus_breaker_bus1_id", "bus_breaker_bus2_id"]].values, self._grid.get_lines(all_attributes=True)[self._grid.get_lines(all_attributes=True)["r"] == 0][["bus_breaker_bus1_id", "bus_breaker_bus2_id"]].values), axis=0):
+            j = i + nb
+            if line_status[j]:
+                bus_or_id = self.map_sub[row[0]]
+                bus_ex_id = self.map_sub[row[1]]
+                res[self.line_or_pos_topo_vect[j]] = (
+                    1 if bus_or_id == self.line_or_to_subid[j] else 2
+                )
+                res[self.line_ex_pos_topo_vect[j]] = (
+                    1 if bus_ex_id == self.line_ex_to_subid[j] else 2
+                )
+            else:
+                res[self.line_or_pos_topo_vect[j]] = -1
+                res[self.line_ex_pos_topo_vect[j]] = -1
+            i += 1
+
+        # We do not handle three windings transfos
+
+        i = 0
+        for bus_id in self._grid.get_generators(all_attributes=True)["bus_breaker_bus_id"].values:
+            res[self.gen_pos_topo_vect[i]] = 1 if self.map_sub[bus_id] == self.gen_to_subid[i] else 2
+            i += 1
+
+        i = 0
+        for bus_id in self._grid.get_loads(all_attributes=True)["bus_breaker_bus_id"].values:
+            res[self.load_pos_topo_vect[i]] = (
+                1 if self.map_sub[bus_id] == self.load_to_subid[i] else 2
+            )
+            i += 1
+
+        if self.n_storage:
+            # storage can be deactivated by the environment for backward compatibility
+            i = 0
+            for bus_id in self._grid.get_batteries(all_attributes=True)["bus_breaker_bus_id"].values:
+                status = self._grid.get_batteries()["connected"].values[i]
+                if status:
+                    res[self.storage_pos_topo_vect[i]] = (
+                        1 if self.map_sub[bus_id] == self.storage_to_subid[i] else 2
+                    )
+                else:
+                    res[self.storage_pos_topo_vect[i]] = -1
+                i += 1
+
+        return res
+
+    def shunt_info(self):
+        shunt_p = self._grid.get_shunt_compensators()["p"].values.astype(dt_float)
+        shunt_q = self._grid.get_shunt_compensators()["q"].values.astype(dt_float)
+        shunt_v = self._grid.get_buses()['v_mag'][self._grid.get_shunt_compensators()['bus_id']].values.astype(dt_float)
+        shunt_bus = self.global_bus_to_local(
+            np.array(
+                [self.map_sub[elem] for elem in
+                 self._grid.get_shunt_compensators(all_attributes=True)["bus_breaker_bus_id"].values]
+            ),
+            self.shunt_to_subid)
+        shunt_v[~self._grid.get_shunt_compensators()["connected"].values] = -1.0
+        shunt_bus[~self._grid.get_shunt_compensators()["connected"].values] = -1
+        return shunt_p, shunt_q, shunt_v, shunt_bus
+
+    def storages_info(self):
+        return (
+            copy.deepcopy(self.storage_p),
+            copy.deepcopy(self.storage_q),
+            copy.deepcopy(self.storage_v),
+        )
+
+    def _storages_info(self):
+        if self.n_storage:
+            # this is because we support "backward comaptibility" feature. So the storage can be
+            # deactivated from the Environment...
+            p_storage = self._grid.get_batteries()["p"].values.astype(dt_float)
+            q_storage = self._grid.get_batteries()["q"].values.astype(dt_float)
+            v_storage = self._aux_get_voltage_info(self._grid.get_batteries()['bus_id'])
+            theta_storage = self._aux_get_theta_info(self._grid.get_batteries()['bus_id'])
+        else:
+            p_storage = np.zeros(shape=0, dtype=dt_float)
+            q_storage = np.zeros(shape=0, dtype=dt_float)
+            v_storage = np.zeros(shape=0, dtype=dt_float)
+            theta_storage = np.zeros(shape=0, dtype=dt_float)
+        return p_storage, q_storage, v_storage, theta_storage
+
+    def generators_info(self):
+        return (
+            copy.deepcopy(self.prod_p),
+            copy.deepcopy(self.prod_q),
+            copy.deepcopy(self.prod_v),
+        )
+
+    def _gens_info(self):
+        prod_p = - self._grid.get_generators()["p"].values.astype(dt_float)
+        prod_q = - self._grid.get_generators()["q"].values.astype(dt_float)
+        prod_v = self._aux_get_voltage_info(self._grid.get_generators()['bus_id'])
+        prod_theta = self._aux_get_theta_info(self._grid.get_generators()['bus_id'])
+
+        return copy.deepcopy(prod_p), copy.deepcopy(prod_q), copy.deepcopy(prod_v), copy.deepcopy(prod_theta)
+
+    def loads_info(self):
+        return (
+            copy.deepcopy(self.load_p),
+            copy.deepcopy(self.load_q),
+            copy.deepcopy(self.load_v)
+        )
+
+    def _loads_info(self):
+        load_p = self._grid.get_loads()["p"].values.astype(dt_float)
+        load_q = self._grid.get_loads()["q"].values.astype(dt_float)
+        load_v = self._aux_get_voltage_info(self._grid.get_loads()['bus_id'])
+        load_theta = self._aux_get_theta_info(self._grid.get_loads()['bus_id'])
+        return load_p, load_q, load_v, load_theta
+
+    def lines_or_info(self):
+        return (
+            copy.deepcopy(self.p_or),
+            copy.deepcopy(self.q_or),
+            copy.deepcopy(self.v_or),
+            copy.deepcopy(self.a_or)
+        )
+
+    def lines_ex_info(self):
+        return (
+            copy.deepcopy(self.p_ex),
+            copy.deepcopy(self.q_ex),
+            copy.deepcopy(self.v_ex),
+            copy.deepcopy(self.a_ex)
+        )
+
+    def get_theta(self):
+        return (
+            copy.deepcopy(self.theta_or),
+            copy.deepcopy(self.theta_ex),
+            copy.deepcopy(self.load_theta),
+            copy.deepcopy(self.gen_theta),
+            copy.deepcopy(self.storage_theta),
+        )
+
+    def assert_grid_correct(self):
+        """
+            This is done as it should be by the Environment
+        """
+        super().assert_grid_correct()
+
+    def _aux_get_line_info(self, colname):
+        lines = self._grid.get_lines(all_attributes=True)
+        winding_transfo = self._grid.get_2_windings_transformers(all_attributes=True)
+        res = np.concatenate(
+            (
+                lines[lines["r"] != 0][colname].values,
+                winding_transfo[colname].values,
+                lines[lines["r"] == 0][colname].values,
+            )
+        )
+        return res
+
+    def _return_real_lines_transfo(self):
+        """
+        Allows to retrieve the same order as in pandapower with json files, because some transformers (the one with low
+        voltage and not any tap change possible) are considered as lines by pypowsybl
+        """
+        lines = self._grid.get_lines(all_attributes=True)
+        return lines[lines["r"] != 0], \
+            pd.concat([self._grid.get_2_windings_transformers(all_attributes=True), lines[lines["r"] == 0]], join='inner')
+
+    def sub_from_bus_id(self, bus_id):
+        # TODO check that the function is doing what we want
+        if bus_id >= self._number_true_line:
+            return bus_id - self._number_true_line
+        return bus_id
+
+    def get_nb_active_bus(self):
+        """
+        Compute the amount of buses "in service" eg with at least a powerline connected to it.
+
+        Returns
+        -------
+        res: :class:`int`
+            The total number of active buses.
+        """
+        return len(self._grid.get_buses())
+
+    def _reset_all_nan(self):
+        self.p_or[:] = np.NaN
+        self.q_or[:] = np.NaN
+        self.v_or[:] = np.NaN
+        self.a_or[:] = np.NaN
+        self.p_ex[:] = np.NaN
+        self.q_ex[:] = np.NaN
+        self.v_ex[:] = np.NaN
+        self.a_ex[:] = np.NaN
+        self.prod_p[:] = np.NaN
+        self.prod_q[:] = np.NaN
+        self.prod_v[:] = np.NaN
+        self.load_p[:] = np.NaN
+        self.load_q[:] = np.NaN
+        self.load_v[:] = np.NaN
+        self.storage_p[:] = np.NaN
+        self.storage_q[:] = np.NaN
+        self.storage_v[:] = np.NaN
+        self._nb_bus_before = None
+
+        self.theta_or[:] = np.NaN
+        self.theta_ex[:] = np.NaN
+        self.load_theta[:] = np.NaN
+        self.gen_theta[:] = np.NaN
+        self.storage_theta[:] = np.NaN
+
+    @staticmethod
+    def _load_grid_load_p_mw(grid):
+        return grid.get_loads()["p"]
+
+    @staticmethod
+    def _load_grid_load_q_mvar(grid):
+        return grid.get_loads()["q"]
+
+    @staticmethod
+    def _load_grid_gen_p_mw(grid):
+        return grid.get_generators()["p"]
+
+    @staticmethod
+    def _load_grid_gen_vm(grid):
+        return grid.get_buses()['v_mag'][grid.get_generators()['bus_id']]
+
+    def _pypowsbyl_bus_name_utility_fct(self, grid):
+        """
+        Function use to access all the name of the buses in bus_breaker_topology way.
+
+        Parameters
+        ----------
+        grid
+            Pypowsybl grid object
+
+        Returns
+        -------
+        res: :class:`List`
+            List of all the buses in format bus_breaker_topology
+        """
+        vol_levels = [list(grid.get_bus_breaker_topology(voltage_level_id=elem).buses.index) for elem in grid.get_voltage_levels().index]
+        L = list(itertools.chain.from_iterable(vol_levels))
+        #L = [bus_id for elem in grid.get_voltage_levels().index for bus_id in grid.get_bus_breaker_topology(voltage_level_id=elem).buses.index]
+        #L = []
+        #for elem in grid.get_voltage_levels().index:
+        #    for bus_id in grid.get_bus_breaker_topology(voltage_level_id=elem).buses.index:
+        #        L.append(bus_id)
+        return L
+
+    def _double_buses(self):
+        """
+        Double the buses in the pypowybl backend to ensure that Grid2op framework is working as desired. Modifies
+        directly the underlying grid.
+        Returns
+        -------
+        """
+
+        df = self._grid.get_buses()
+        #L = self._pypowsbyl_bus_name_utility_fct(self._grid)
+        #L = []
+        #for elem in grid.get_voltage_levels().index:
+        #    for bus_id in self._grid.get_bus_breaker_topology(voltage_level_id=elem).buses.index:
+        #        L.append(bus_id)
+        L_voltage_id = df['voltage_level_id'].to_list()
+        for i in range(len(self.topo_per_elem)):
+            self._grid.create_buses(id=self.topo_per_elem[i] + BUS_EXTENSION, voltage_level_id=L_voltage_id[i], name=df['name'][i])
+
+    def move_buses(self, equipment_name, bus_or, bus_dest):
+        """
+        Function use to call the move_connectable method for every kind of powsybl object. I use self.map_sub_invert to
+        get the name of the destination bus in pypowsybl norm (not Grid2op)
+
+        Parameters
+        ----------
+        equipment_name: str
+            Name of the equipment in pypowsybl backend context
+        bus_or: str
+            The name of the origin bus in pypowsybl backend context
+        bus_dest: str
+            The name of the destination bus in Grid2op context
+        Returns
+        -------
+
+        """
+
+        real_bus_dest = self.map_sub_invert[bus_dest]
+        if real_bus_dest != bus_or:
+            ppow.network.move_connectable(network=self._grid,
+                                          equipment_id=equipment_name,
+                                          bus_origin_id=bus_or,
+                                          bus_destination_id=real_bus_dest)
+
+    def copy(self):
+        """
+        Performs a deep copy of the power :attr:`_grid`.
+        """
+        res = type(self)(**self._my_kwargs)
+
+        # copy from base class (backend)
+
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore", FutureWarning)
+            res._grid = self._grid.deepcopy()
+        res.thermal_limit_a = copy.deepcopy(self.thermal_limit_a)
+        res._sh_vnkv = copy.deepcopy(self._sh_vnkv)
+        res.can_output_theta = self.can_output_theta
+        res._is_loaded = self._is_loaded
+
+        # copy all attributes from myself
+        res.map_sub = copy.deepcopy(self.map_sub)
+        res.map_sub_invert = copy.deepcopy(self.map_sub_invert)
+
+        res.p_or = copy.deepcopy(self.p_or)
+        res.q_or = copy.deepcopy(self.q_or)
+        res.v_or = copy.deepcopy(self.v_or)
+        res.a_or = copy.deepcopy(self.a_or)
+        res.p_ex = copy.deepcopy(self.p_ex)
+        res.q_ex = copy.deepcopy(self.q_ex)
+        res.v_ex = copy.deepcopy(self.v_ex)
+        res.a_ex = copy.deepcopy(self.a_ex)
+
+        res.load_p = copy.deepcopy(self.load_p)
+        res.load_q = copy.deepcopy(self.load_q)
+        res.load_v = copy.deepcopy(self.load_v)
+
+        res.storage_p = copy.deepcopy(self.storage_p)
+        res.storage_q = copy.deepcopy(self.storage_q)
+        res.storage_v = copy.deepcopy(self.storage_v)
+
+        res.prod_p = copy.deepcopy(self.prod_p)
+        res.prod_q = copy.deepcopy(self.prod_q)
+        res.prod_v = copy.deepcopy(self.prod_v)
+        res.line_status = copy.deepcopy(self.line_status)
+
+        res._pf_init = self._pf_init
+        res._nb_bus_before = self._nb_bus_before
+
+        res.thermal_limit_a = copy.deepcopy(self.thermal_limit_a)
+
+        res._number_true_line = self._number_true_line
+        res.dim_topo = self.dim_topo
+        res._topo_vect = copy.deepcopy(self._topo_vect)
+
+        # function to rstore some information
+        res.__nb_bus_before = (
+            self.__nb_bus_before
+        )  # number of substation in the powergrid
+        res.__nb_powerline = (
+            self.__nb_powerline
+        )  # number of powerline (real powerline, not transformer)
+        res._init_bus_load = copy.deepcopy(self._init_bus_load)
+        res._init_bus_gen = copy.deepcopy(self._init_bus_gen)
+        res._init_bus_lor = copy.deepcopy(self._init_bus_lor)
+        res._init_bus_lex = copy.deepcopy(self._init_bus_lex)
+        res._get_vector_inj = copy.deepcopy(self._get_vector_inj)
+        res._big_topo_to_obj = copy.deepcopy(self._big_topo_to_obj)
+        res._big_topo_to_backend = copy.deepcopy(self._big_topo_to_backend)
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore", FutureWarning)
+            res.__ppow_backend_initial_grid = self.__ppow_backend_initial_grid.deepcopy()
+
+        res.tol = (
+            self.tol
+        )  # this is NOT the pypowsybl tolerance !!!! this is used to check if a storage unit
+        # produce / absorbs anything
+
+        # TODO storage doc (in grid2op rst) of the backend
+        res.theta_or = copy.deepcopy(self.theta_or)
+        res.theta_ex = copy.deepcopy(self.theta_ex)
+        res.load_theta = copy.deepcopy(self.load_theta)
+        res.gen_theta = copy.deepcopy(self.gen_theta)
+        res.storage_theta = copy.deepcopy(self.storage_theta)
+
+        return res
+
+    def close(self):
+        """
+
+        Called when the :class:`grid2op;Environment` has terminated, this function only reset the grid to a state
+        where it has not been loaded.
+        """
+        del self._grid
+        self._grid = None
+        del self.__ppow_backend_initial_grid
+        self.__ppow_backend_initial_grid = None
+
+    def _disconnect_line(self, id_):
+        """
+        Function only use in unittest
+        """
+        game_rules = RulesChecker()
+        self._topo_vect[self.line_or_pos_topo_vect[id_]] = -1
+        self._topo_vect[self.line_ex_pos_topo_vect[id_]] = -1
+        self.line_status[id_] = False
+        action_env_class = ActionSpace.init_grid(self)
+        action_env = action_env_class(
+            gridobj=self, legal_action=game_rules.legal_action
+        )
+        action = action_env({"change_line_status": id_})
+        bk_class = _BackendAction.init_grid(self)
+        bk_action = bk_class()
+        bk_action += action
+        self.apply_action(backendAction=bk_action)
+
+    def _reconnect_line(self, id_):
+        """
+        Function only use in unittest
+        """
+        self._topo_vect[self.line_or_pos_topo_vect[id_]] = 1
+        self._topo_vect[self.line_ex_pos_topo_vect[id_]] = 1
+        self.line_status[id_] = True
+        game_rules = RulesChecker()
+        action_env_class = ActionSpace.init_grid(self)
+        action_env = action_env_class(
+            gridobj=self, legal_action=game_rules.legal_action
+        )
+        action = action_env({"change_line_status": id_})
+        bk_class = _BackendAction.init_grid(self)
+        bk_action = bk_class()
+        bk_action += action
+        self.apply_action(backendAction=bk_action)
diff --git a/src/ScriptForSimpleUseCase.py b/src/ScriptForSimpleUseCase.py
new file mode 100644
index 0000000..8e4dfd3
--- /dev/null
+++ b/src/ScriptForSimpleUseCase.py
@@ -0,0 +1,73 @@
+# Copyright (c) 2023, Artelys (https://www.artelys.com/)
+# @author Rémi Tschupp <remi.tschupp@artelys.com>
+# This Source Code Form is subject to the terms of the Mozilla Public License, version 2.0.
+# If a copy of the Mozilla Public License, version 2.0 was not distributed with this file,
+# you can obtain one at http://mozilla.org/MPL/2.0/.
+# SPDX-License-Identifier: MPL-2.0
+# This file is part of pypowsybl-grid2opbackend. It is mostly inspired by the development of the several backends from
+# Grid2op framework. Some part of codes have been paste/copy.
+
+import grid2op
+from grid2op.Agent import OneChangeThenNothing
+from grid2op.PlotGrid import PlotMatplot, PlotPlotly
+from grid2op.Runner import Runner
+from src.Backend.powsybl_backend import PowsyblBackend
+
+def run_onechange(acts_dict_=None, nb_of_iterations=5, PlotHelper=PlotMatplot):
+    print(f"Run_onechange : " + str(grid2op.__file__))
+    env = grid2op.make(
+        "data_test\l2rpn_case14_sandbox_Pypowsybl",
+        backend=PowsyblBackend(detailed_infos_for_cascading_failures=False),
+    )
+
+    env.set_max_iter(nb_of_iterations)
+    env.seed(42)
+    plot_helper = PlotHelper(env.observation_space)
+    for Agent_name, act_as_dict in acts_dict_.items():
+        # generate the proper class that will perform the first action (encoded by {}) in acts_dict_
+        agent_class = OneChangeThenNothing.gen_next(act_as_dict)
+        # start a runner with this agent
+        runner = Runner(**env.get_params_for_runner(), agentClass=agent_class)
+        # run 1 episode with it
+        *_, episode_data = runner.run(nb_episode=1, pbar=True, add_detailed_output=True)[0]
+        fig = plot_helper.plot_obs(
+           episode_data.observations[1],
+           line_info="p",
+           gen_info="p"
+        )
+
+        if isinstance(plot_helper, PlotPlotly):
+           fig.write_html(f"Observation n°{1} - Agent {Agent_name}.html")
+           fig.update_layout(title=f"Observation n°{1} - Agent {Agent_name}")
+        else:
+           fig.suptitle(f"Observation n°{1} - Agent {Agent_name}")
+           fig.savefig(f"Observation n°{1} - Agent {Agent_name}.svg")
+
+    # you can do something with it now
+    for elem in episode_data.observations:
+        print(elem.is_alarm_illegal)
+        print(elem.topo_vect)
+
+if __name__ == "__main__":
+
+    acts_dict_ = {
+        # "Donothing": {},
+        # "OneChange_disconnection": {"set_line_status": [(0, -1)]},
+        # "OneRedispatch": {"redispatch":  [(1, -1.3)]}
+        # "OneChange_disconnection": {"set_line_status": [(0, -1)]},
+        "OneChange_set_bus": {
+            "set_bus": {
+                "lines_or_id": [(3, 2), (4, 2)],
+                "loads_id": [(0, 2)],
+                "generators_id": [(1, 2)]
+            },
+        # },
+        # "OneChange_change_bus": {
+        #     "change_bus": {
+        #         "lines_or_id": [3, 4],
+        #         "loads_id": [0],
+        #         "generators_id": [1]
+        #     },
+        }
+    }
+    run_onechange(acts_dict_, nb_of_iterations=10)
diff --git a/src/__init__.py b/src/__init__.py
new file mode 100644
index 0000000..bc45917
--- /dev/null
+++ b/src/__init__.py
@@ -0,0 +1,12 @@
+# Copyright (c) 2023, Artelys (https://www.artelys.com/)
+# @author Rémi Tschupp <remi.tschupp@artelys.com>
+# This Source Code Form is subject to the terms of the Mozilla Public License, version 2.0.
+# If a copy of the Mozilla Public License, version 2.0 was not distributed with this file,
+# you can obtain one at http://mozilla.org/MPL/2.0/.
+# SPDX-License-Identifier: MPL-2.0
+# This file is part of pypowsybl-grid2opbackend.
+
+__all__ = [
+    "Backend",
+    "tests"
+]
\ No newline at end of file
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_p.csv b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_p.csv
new file mode 100644
index 0000000..3a5b34d
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_p.csv
@@ -0,0 +1,577 @@
+LOAD-2;LOAD-3;LOAD-4;LOAD-5;LOAD-6;LOAD-9;LOAD-10;LOAD-11;LOAD-12;LOAD-13;LOAD-14
+22.0;87.0;45.8;7.0;12.0;28.2;8.7;3.5;5.5;12.7;14.8
+22.1;89.0;45.9;6.9;12.3;28.4;8.8;3.4;5.5;12.9;15.2
+22.2;88.1;45.0;6.9;12.2;28.1;8.9;3.4;5.5;12.8;15.1
+22.1;87.5;44.8;6.9;12.0;28.6;8.9;3.4;5.4;12.8;15.1
+22.0;88.2;45.3;6.8;12.1;28.4;9.0;3.4;5.4;12.8;14.9
+22.1;87.8;45.0;6.9;12.1;28.7;8.8;3.4;5.3;12.7;15.2
+22.0;88.1;45.7;6.8;11.8;28.3;8.8;3.4;5.5;12.5;15.1
+21.3;87.6;44.6;7.0;11.9;27.9;8.6;3.3;5.3;12.3;14.9
+21.4;87.0;43.7;6.8;11.8;28.0;8.7;3.3;5.4;12.4;14.9
+21.3;85.6;44.1;6.6;11.7;27.9;8.4;3.3;5.2;12.5;15.1
+21.6;86.4;42.4;6.7;11.6;27.9;8.6;3.3;5.2;12.2;14.7
+21.4;84.9;43.3;6.6;11.5;27.3;8.5;3.2;5.1;12.1;15.0
+21.1;84.3;42.8;6.6;11.4;27.1;8.6;3.2;5.2;12.2;14.4
+21.1;84.2;42.8;6.5;11.3;27.1;8.4;3.2;5.1;11.6;14.6
+20.7;82.8;43.5;6.6;11.4;27.3;8.3;3.2;5.1;11.9;14.5
+20.7;85.8;42.1;6.5;11.5;27.1;8.4;3.2;5.1;11.9;14.6
+21.4;85.0;42.5;6.5;11.5;27.3;8.3;3.2;5.1;11.8;14.7
+20.8;86.6;42.5;6.5;11.5;27.7;8.4;3.2;5.0;11.9;14.6
+20.7;84.5;42.3;6.5;11.6;27.9;8.3;3.2;5.1;12.1;14.8
+20.4;85.8;42.1;6.3;11.5;27.7;8.3;3.2;5.1;11.7;14.6
+20.7;85.7;42.5;6.5;11.7;27.3;8.3;3.2;5.1;11.9;14.6
+20.3;84.2;42.8;6.6;11.4;27.5;8.3;3.3;5.2;12.0;14.9
+20.8;84.1;42.1;6.6;11.3;27.1;8.3;3.2;5.1;12.0;14.7
+20.5;84.9;43.2;6.5;11.4;27.5;8.3;3.2;5.1;11.7;14.7
+20.7;83.6;42.5;6.6;11.7;27.6;8.3;3.2;5.0;11.9;14.8
+20.7;84.2;42.1;6.5;11.6;27.8;8.3;3.2;5.1;11.8;15.0
+20.7;82.2;42.6;6.5;11.3;27.2;8.3;3.2;5.0;11.7;15.0
+20.4;84.3;42.8;6.4;11.5;27.0;8.4;3.2;5.0;11.7;14.7
+20.1;84.7;42.5;6.3;11.5;27.1;8.2;3.2;5.0;11.8;14.8
+20.4;83.6;42.4;6.4;11.4;27.2;8.3;3.1;5.0;11.7;14.9
+20.7;85.0;41.6;6.3;11.4;27.2;8.3;3.2;5.1;11.9;14.8
+20.5;84.1;41.9;6.3;11.4;27.0;8.3;3.1;5.0;11.4;14.6
+20.0;83.8;41.9;6.4;11.5;26.8;8.3;3.1;4.9;11.8;14.7
+20.6;83.0;42.0;6.3;11.2;26.9;8.1;3.2;4.9;11.2;14.5
+20.0;82.9;41.6;6.3;11.3;26.7;8.2;3.1;5.0;11.4;14.5
+19.5;82.8;41.3;6.1;11.3;26.5;8.2;3.0;4.8;11.3;14.2
+19.4;81.3;41.5;6.3;11.1;26.9;8.0;3.1;4.8;11.2;14.2
+19.6;82.5;40.5;6.2;11.0;26.8;8.1;3.0;4.8;11.1;14.2
+19.4;81.3;40.6;6.2;11.0;26.4;8.0;3.0;4.8;10.9;14.3
+19.5;80.6;41.1;6.1;11.0;26.4;7.9;3.0;4.8;11.0;14.2
+19.2;81.1;39.9;6.1;11.1;25.9;7.9;3.0;4.8;11.0;14.3
+19.1;80.4;40.3;6.1;10.9;26.5;7.8;3.0;4.8;11.2;14.3
+18.8;81.0;39.8;6.1;10.5;26.7;7.9;3.0;4.7;10.9;14.0
+19.3;80.8;40.1;6.2;10.8;25.8;7.8;3.0;4.6;11.0;14.0
+19.3;81.1;39.8;6.0;10.9;25.6;7.9;2.9;4.6;11.0;13.9
+19.3;80.8;40.2;5.9;10.8;25.9;7.8;3.0;4.6;10.8;14.0
+19.0;78.5;39.5;6.1;10.9;25.8;7.9;3.0;4.7;10.9;14.1
+19.0;78.1;38.9;5.9;10.6;25.8;7.8;3.0;4.6;10.6;13.6
+18.7;79.0;40.0;5.9;10.7;25.2;7.8;2.9;4.7;10.7;13.6
+18.8;79.0;39.3;6.1;10.4;25.8;7.8;2.9;4.6;10.4;13.6
+18.8;78.7;39.2;5.9;10.6;25.7;7.8;2.9;4.6;10.7;14.0
+18.4;78.3;38.8;5.8;10.5;25.7;7.6;2.9;4.5;10.7;13.7
+18.6;76.7;39.1;5.8;10.7;25.3;7.6;2.9;4.6;10.5;13.7
+18.3;78.4;39.0;6.0;10.5;25.5;7.6;2.9;4.5;10.4;14.0
+18.6;78.3;39.1;5.8;10.3;25.2;7.6;2.9;4.5;10.6;13.9
+19.0;78.7;38.8;5.9;10.5;25.7;7.6;2.9;4.4;10.6;13.9
+18.3;77.1;39.0;5.8;10.4;25.7;7.6;2.9;4.5;10.4;13.8
+18.5;76.5;38.5;6.0;10.7;25.3;7.6;2.9;4.5;10.3;13.7
+18.7;77.7;39.4;5.8;10.3;25.5;7.6;2.9;4.5;10.2;13.8
+18.8;77.1;39.2;5.8;10.3;24.9;7.5;2.9;4.4;10.4;13.8
+18.4;76.8;37.9;5.8;10.5;25.6;7.5;2.9;4.5;10.6;13.6
+18.6;77.6;38.9;5.7;10.4;25.0;7.6;2.9;4.5;10.5;13.7
+18.5;78.0;39.2;5.9;10.5;25.3;7.7;2.9;4.5;10.4;13.8
+18.4;77.5;39.2;5.7;10.4;25.8;7.7;2.8;4.4;10.4;13.7
+18.3;77.8;39.2;5.8;10.5;25.0;7.6;2.9;4.5;10.3;13.7
+18.6;77.5;38.1;5.9;10.6;25.6;7.7;2.9;4.5;10.4;13.6
+18.8;77.7;39.0;5.9;10.5;25.4;7.6;2.9;4.5;10.3;14.0
+18.5;77.2;39.4;5.8;10.7;26.0;7.7;2.9;4.5;10.4;13.9
+18.9;77.6;39.1;5.8;10.6;25.2;7.6;2.9;4.5;10.6;13.9
+18.8;74.9;39.2;5.9;10.5;26.0;7.5;3.0;4.5;10.6;13.7
+18.3;78.6;39.3;5.8;10.5;25.7;7.6;3.0;4.5;10.5;13.6
+18.6;77.7;38.2;5.9;10.5;25.8;7.8;3.0;4.5;10.4;13.9
+18.4;77.1;38.8;5.8;10.4;26.0;7.6;3.0;4.6;10.6;13.9
+18.6;77.4;39.0;5.9;10.5;25.6;7.7;2.9;4.5;10.7;13.5
+18.4;79.6;38.9;5.8;10.6;26.0;7.7;3.0;4.5;10.4;13.5
+18.6;78.2;39.2;5.9;10.4;25.9;7.7;3.0;4.6;10.6;13.7
+18.9;77.9;38.6;5.8;10.5;26.0;7.7;2.9;4.6;10.7;14.0
+18.4;78.2;39.3;5.9;10.4;26.3;7.6;3.0;4.5;10.6;13.8
+18.8;78.5;39.3;5.9;10.6;26.1;7.8;3.0;4.5;10.5;13.9
+18.8;77.8;39.8;5.8;10.8;26.2;7.8;3.0;4.7;10.6;13.7
+18.9;77.6;38.8;5.9;10.6;25.9;7.8;3.0;4.7;10.7;14.1
+18.5;77.8;39.4;5.9;10.6;26.5;7.7;2.9;4.6;10.7;13.9
+18.8;78.4;39.5;5.9;10.6;25.7;7.7;3.0;4.7;10.6;13.7
+18.7;79.8;40.3;5.9;10.6;26.3;7.8;3.0;4.7;10.5;14.0
+19.0;78.8;39.2;5.9;10.7;26.4;7.9;3.0;4.6;10.7;13.8
+18.8;78.8;39.2;5.9;10.6;26.3;7.7;3.1;4.6;10.5;13.9
+18.8;78.5;40.7;6.0;10.6;25.6;7.8;3.0;4.6;10.4;14.0
+18.7;78.9;40.0;5.9;10.6;25.8;7.9;3.0;4.6;10.4;13.9
+18.7;76.5;39.6;6.0;10.7;26.5;7.9;3.0;4.6;10.6;13.8
+18.7;79.2;40.1;6.1;10.6;26.5;7.9;3.0;4.6;10.4;14.0
+18.9;78.1;40.0;6.0;10.7;26.4;7.8;3.0;4.7;10.6;13.9
+18.9;79.1;40.3;6.0;10.7;26.7;7.9;3.0;4.7;10.7;13.9
+18.9;79.4;40.0;6.0;10.6;27.1;7.7;3.0;4.7;10.8;13.8
+19.0;79.8;40.7;5.9;10.7;26.8;7.8;3.0;4.7;10.5;13.8
+18.9;78.0;40.3;6.0;10.8;26.6;7.8;3.0;4.7;10.9;14.0
+19.0;80.4;40.6;6.0;10.6;26.8;7.8;3.0;4.7;10.6;14.2
+18.9;78.3;40.4;6.0;10.7;26.6;7.9;3.0;4.7;10.8;14.1
+19.2;79.3;40.3;6.0;10.6;26.6;7.8;3.0;4.7;10.9;14.0
+19.3;79.6;40.2;6.0;10.6;26.9;7.9;3.1;4.8;10.7;14.1
+19.3;80.1;41.0;6.1;10.8;26.9;8.0;3.1;4.7;10.9;14.2
+19.2;79.9;41.5;6.0;10.9;27.1;7.9;3.0;4.8;10.9;14.1
+19.2;79.9;39.5;6.1;10.7;26.8;7.9;3.1;4.8;11.0;14.1
+19.6;80.2;40.7;6.1;10.6;27.0;8.0;3.1;4.8;11.1;14.0
+19.2;79.1;41.4;6.2;10.7;26.8;7.9;3.1;4.9;11.1;14.3
+19.2;80.5;41.4;6.0;10.8;27.5;8.0;3.1;4.9;11.1;14.3
+19.2;79.5;41.4;6.4;10.9;27.2;7.9;3.2;4.9;11.3;14.1
+19.2;80.0;41.1;6.3;11.0;27.2;8.0;3.1;4.9;11.4;14.3
+18.9;81.1;40.7;6.2;11.0;27.1;8.0;3.2;5.0;11.3;14.2
+19.8;80.1;41.9;6.2;11.0;27.1;8.0;3.2;5.0;11.1;14.3
+19.7;80.7;42.1;6.3;11.1;28.0;8.1;3.2;5.0;11.2;14.2
+19.8;80.2;41.2;6.2;10.9;27.6;8.2;3.2;5.1;11.3;14.2
+19.6;81.3;42.1;6.3;10.9;27.9;8.0;3.1;5.1;11.3;14.2
+19.9;81.4;41.8;6.3;11.1;28.1;8.2;3.2;5.0;11.5;14.5
+19.8;83.0;42.5;6.4;10.9;27.9;8.3;3.2;5.0;11.4;14.7
+19.9;82.5;42.3;6.4;11.1;28.0;8.2;3.3;5.1;11.7;14.7
+20.3;84.0;42.2;6.6;11.2;27.5;8.2;3.3;5.1;11.6;14.5
+20.5;83.6;43.1;6.4;11.2;27.9;8.2;3.3;5.0;11.8;14.4
+19.8;84.3;43.4;6.6;11.2;28.1;8.2;3.3;5.2;11.5;14.9
+20.1;83.2;43.2;6.5;11.3;28.0;8.4;3.2;5.1;11.7;14.6
+19.6;84.1;43.0;6.6;11.3;27.8;8.3;3.3;5.0;11.6;14.6
+20.0;84.3;43.9;6.6;11.2;27.8;8.5;3.4;5.2;11.7;14.8
+20.4;84.8;43.2;6.6;11.4;28.1;8.2;3.3;5.3;11.9;14.7
+20.4;83.4;43.3;6.6;11.1;27.8;8.4;3.4;5.2;11.8;15.1
+20.4;84.7;43.2;6.7;11.5;27.7;8.4;3.4;5.2;11.7;14.6
+20.6;86.0;43.8;6.7;11.4;27.7;8.4;3.4;5.3;11.7;14.7
+20.9;84.4;43.6;6.7;11.4;27.4;8.3;3.4;5.2;12.0;14.8
+20.8;84.5;43.1;6.7;11.4;27.6;8.4;3.4;5.3;11.7;14.8
+20.4;84.2;44.0;6.8;11.3;28.3;8.3;3.4;5.3;11.7;14.7
+21.1;85.6;44.1;6.9;11.5;28.1;8.3;3.4;5.3;12.0;15.2
+20.8;85.8;43.7;6.7;11.4;27.8;8.2;3.4;5.3;11.9;14.7
+21.0;83.5;43.8;6.8;11.4;27.8;8.4;3.4;5.2;12.0;14.7
+21.0;86.0;44.0;6.8;11.4;26.9;8.4;3.4;5.4;11.9;14.7
+20.9;85.6;44.1;6.9;11.4;27.9;8.3;3.4;5.3;11.9;14.8
+21.0;84.4;44.6;6.8;11.6;27.7;8.4;3.4;5.4;12.0;14.7
+21.0;84.5;44.2;6.9;11.4;27.7;8.4;3.4;5.3;12.0;14.8
+21.4;84.9;44.1;6.9;11.5;27.7;8.2;3.5;5.3;12.1;14.7
+21.3;86.1;44.8;6.9;11.5;27.6;8.2;3.5;5.4;11.9;14.6
+21.1;86.1;44.2;6.9;11.5;27.6;8.3;3.5;5.3;12.1;14.5
+20.5;86.5;43.7;6.9;11.3;27.5;8.5;3.5;5.4;12.0;14.7
+21.0;84.6;44.3;6.9;11.5;27.4;8.3;3.4;5.3;11.9;14.9
+21.2;85.9;44.5;7.0;11.5;27.3;8.3;3.5;5.4;12.3;14.6
+20.9;86.0;43.8;6.9;11.3;27.7;8.6;3.5;5.4;12.0;14.8
+20.5;85.8;43.9;6.9;11.5;27.2;8.5;3.5;5.4;12.2;15.0
+21.3;87.2;43.5;6.9;11.5;27.6;8.2;3.4;5.4;11.9;14.6
+21.5;84.4;43.6;7.0;11.5;27.5;8.3;3.5;5.3;12.0;14.8
+21.5;86.4;44.2;7.0;11.5;27.9;8.2;3.5;5.5;12.1;14.7
+21.3;86.4;44.2;7.0;11.6;26.8;8.4;3.5;5.4;12.3;14.8
+21.5;87.1;44.7;7.0;11.6;27.4;8.4;3.5;5.4;11.9;14.6
+21.1;87.0;44.4;7.0;11.6;26.7;8.4;3.6;5.5;12.4;14.4
+21.1;85.7;44.5;7.2;11.7;27.0;8.3;3.5;5.5;12.5;14.3
+21.5;86.6;44.3;7.1;11.5;27.6;8.4;3.4;5.5;12.1;14.7
+21.3;86.9;44.9;7.0;11.7;27.4;8.5;3.6;5.4;12.4;14.5
+21.4;86.2;44.1;7.1;11.5;27.3;8.4;3.5;5.5;12.2;14.8
+21.9;87.4;44.6;7.3;11.7;27.7;8.3;3.5;5.5;12.3;14.6
+21.3;86.4;44.7;7.2;11.5;27.2;8.4;3.5;5.4;12.4;14.3
+21.5;87.1;44.2;7.2;11.6;27.3;8.3;3.6;5.5;12.2;14.4
+21.5;85.2;43.8;7.1;11.5;27.1;8.3;3.5;5.4;12.3;14.7
+21.4;86.2;44.5;7.1;11.5;27.5;8.2;3.5;5.5;12.4;14.4
+21.5;86.0;44.3;7.2;11.4;27.4;8.4;3.6;5.4;12.3;14.4
+21.0;84.5;43.4;7.0;11.4;26.8;8.3;3.5;5.4;12.4;14.6
+21.4;85.0;44.4;7.0;11.2;26.7;8.3;3.5;5.4;12.0;14.5
+21.2;85.1;43.9;7.0;11.4;26.5;8.1;3.5;5.3;12.1;14.2
+21.2;84.9;42.8;6.8;11.0;26.3;8.0;3.5;5.3;11.9;14.2
+20.3;82.7;42.2;6.8;11.0;25.7;7.9;3.4;5.2;11.8;13.8
+20.7;83.5;42.5;6.8;11.1;25.3;8.0;3.4;5.2;11.7;13.9
+20.5;82.5;41.9;6.7;10.9;25.5;7.8;3.4;5.1;11.7;13.9
+20.4;82.6;41.6;6.8;10.9;25.3;7.9;3.4;5.2;11.6;13.8
+20.1;82.7;42.6;6.8;10.9;25.3;8.1;3.3;5.1;11.7;13.6
+20.0;80.6;41.4;6.7;10.6;25.1;7.9;3.3;5.1;11.4;13.7
+20.3;80.9;41.5;6.7;10.7;24.8;7.8;3.3;5.1;11.2;13.3
+20.4;81.9;41.4;6.6;10.7;24.9;7.7;3.3;5.1;11.6;13.4
+20.3;80.8;41.4;6.6;10.7;24.9;7.8;3.3;5.1;11.2;13.5
+19.8;82.1;40.7;6.7;10.5;25.1;7.9;3.3;5.0;11.2;13.5
+20.0;81.1;40.9;6.5;10.4;24.5;7.8;3.3;5.0;11.1;13.3
+19.8;80.5;40.5;6.6;10.5;24.3;7.5;3.3;5.0;11.2;13.1
+19.8;78.6;40.8;6.5;10.6;24.4;7.6;3.3;5.0;11.1;13.2
+19.7;79.3;41.0;6.6;10.3;24.2;7.6;3.2;5.0;10.9;13.1
+19.7;79.7;40.1;6.5;10.5;23.9;7.6;3.2;4.9;10.8;12.8
+19.5;80.6;39.6;6.5;10.3;24.0;7.4;3.2;4.9;10.8;13.1
+19.5;78.8;39.7;6.5;10.3;24.0;7.4;3.2;4.8;10.9;13.0
+19.4;79.2;39.6;6.4;10.3;23.5;7.4;3.2;4.8;10.9;12.6
+19.3;80.2;38.4;6.4;10.0;23.4;7.3;3.1;4.8;10.7;12.8
+19.2;78.0;39.4;6.4;10.2;23.7;7.3;3.1;4.7;10.7;12.7
+19.1;77.9;38.8;6.4;10.0;23.6;7.3;3.1;4.7;10.7;12.6
+19.0;78.0;39.3;6.3;10.3;23.0;7.3;3.2;4.8;10.6;12.5
+19.2;79.2;39.6;6.5;10.2;23.1;7.3;3.1;4.9;10.9;12.8
+18.9;78.0;38.2;6.3;9.9;23.4;7.2;3.1;4.9;10.5;12.6
+18.8;76.4;38.7;6.4;10.0;23.1;7.1;3.2;4.8;10.7;12.5
+18.8;77.7;39.6;6.3;9.8;23.1;7.2;3.1;4.8;10.4;12.3
+19.0;78.0;38.5;6.3;9.9;23.0;7.2;3.1;4.6;10.3;12.5
+18.7;77.5;38.7;6.2;10.0;23.1;7.1;3.1;4.7;10.5;12.5
+19.0;77.9;37.9;6.3;9.9;23.2;7.2;3.1;4.8;10.4;12.4
+18.9;79.3;38.0;6.2;9.8;22.5;7.1;3.1;4.7;10.3;12.2
+18.5;76.5;38.3;6.2;9.9;22.5;7.1;3.1;4.7;10.6;12.4
+19.1;76.5;38.9;6.2;9.8;22.7;7.1;3.1;4.7;10.4;12.5
+18.8;75.8;38.5;6.3;9.7;23.0;7.2;3.1;4.7;10.2;12.4
+18.5;76.8;38.9;6.3;9.5;22.6;7.1;3.1;4.8;10.3;12.4
+18.4;77.2;38.0;6.2;9.8;22.9;7.0;3.1;4.7;10.2;12.3
+18.5;76.0;38.5;6.2;9.9;22.9;7.2;3.1;4.7;10.1;12.3
+18.5;78.0;38.6;6.2;9.7;22.7;6.9;3.0;4.6;10.3;12.4
+18.6;76.9;38.4;6.3;9.8;22.8;7.0;3.1;4.6;10.1;12.3
+18.6;78.5;38.0;6.3;9.6;22.6;7.1;3.0;4.7;10.3;12.5
+18.4;76.6;38.3;6.3;9.6;22.7;6.9;3.0;4.6;10.1;12.4
+18.4;77.9;38.3;6.2;9.8;22.8;7.1;3.1;4.6;10.1;12.3
+18.3;76.9;38.0;6.2;9.6;22.5;6.9;3.1;4.6;10.1;12.3
+18.7;78.1;38.2;6.3;9.7;22.6;6.9;3.1;4.7;10.1;12.4
+18.4;77.7;37.8;6.2;9.8;22.7;7.0;3.0;4.6;10.2;12.5
+18.6;78.1;37.8;6.3;9.9;22.8;7.1;3.0;4.7;10.1;12.4
+18.9;78.0;38.5;6.3;9.6;23.0;7.0;3.0;4.8;10.1;12.3
+18.7;78.5;38.8;6.2;9.8;22.7;7.1;3.0;4.7;10.4;12.6
+18.9;79.3;39.2;6.3;9.7;22.7;7.0;3.0;4.7;10.3;12.5
+19.3;79.6;38.8;6.2;9.8;23.3;7.1;3.0;4.7;10.2;12.7
+19.2;81.3;39.6;6.4;9.9;23.0;7.3;3.1;4.8;10.4;12.7
+19.6;80.0;38.9;6.3;9.9;23.1;7.2;3.0;4.8;10.4;12.7
+19.8;81.2;38.9;6.4;9.8;23.5;7.3;3.1;4.7;10.5;12.8
+19.7;81.8;39.0;6.4;9.8;23.4;7.1;3.1;4.8;10.5;13.1
+19.7;83.9;40.8;6.4;10.0;23.7;7.3;3.1;4.9;10.3;13.3
+20.0;83.7;41.4;6.5;9.9;23.9;7.2;3.1;4.8;10.4;13.4
+20.0;85.3;41.4;6.6;10.1;24.4;7.4;3.1;4.9;10.6;13.5
+20.0;82.6;41.6;6.6;10.4;24.2;7.5;3.1;5.0;10.6;13.6
+20.0;84.4;42.3;6.8;10.5;24.9;7.5;3.1;4.9;10.7;13.7
+20.4;86.6;42.9;6.8;10.6;24.4;7.5;3.1;4.9;10.9;13.9
+20.2;85.9;43.6;6.9;10.6;25.4;7.6;3.2;5.1;10.8;13.9
+20.5;86.7;43.2;7.0;10.8;25.5;7.7;3.2;5.0;11.1;14.2
+20.3;85.9;42.5;7.0;10.8;26.1;7.9;3.3;5.1;11.3;14.1
+20.8;86.7;43.9;7.0;10.9;26.4;8.0;3.3;5.2;11.4;14.2
+20.6;88.1;44.0;7.1;11.0;26.5;8.2;3.4;5.3;11.2;14.2
+21.1;87.7;43.3;7.0;11.1;26.9;8.3;3.4;5.4;11.6;14.2
+21.0;87.5;44.7;7.2;11.2;27.2;8.2;3.4;5.4;11.5;14.3
+21.0;87.6;45.2;7.2;11.2;27.4;8.4;3.4;5.5;11.5;14.3
+21.1;87.1;45.4;7.3;11.3;27.7;8.5;3.5;5.5;11.8;14.5
+21.4;87.9;44.4;7.4;11.3;27.8;8.4;3.5;5.6;11.9;14.4
+20.9;87.4;44.8;7.2;11.3;27.8;8.6;3.6;5.8;12.1;14.3
+20.6;90.0;44.6;7.4;11.4;28.5;8.6;3.6;5.6;12.5;14.6
+21.1;88.3;44.6;7.1;11.6;28.2;8.7;3.5;5.8;12.5;14.4
+20.8;88.0;45.2;7.2;11.5;28.4;8.7;3.6;5.9;12.7;14.4
+21.0;89.4;45.7;7.3;11.4;28.4;8.7;3.6;5.8;12.5;14.4
+21.1;88.7;44.8;7.3;11.3;28.4;8.7;3.6;5.7;12.6;14.6
+20.7;89.9;45.2;7.2;11.4;28.0;8.8;3.6;5.9;12.9;14.2
+21.0;89.7;45.2;7.3;11.5;28.3;8.6;3.6;5.8;12.7;14.6
+20.8;88.7;45.2;7.2;11.4;28.4;8.5;3.6;5.8;12.5;14.6
+21.0;88.7;44.5;7.1;11.3;28.4;8.5;3.6;5.7;13.0;14.5
+20.5;87.4;44.5;7.3;11.1;28.2;8.6;3.6;5.8;12.7;14.5
+20.8;87.7;45.0;7.2;11.3;27.9;8.5;3.6;5.7;12.6;14.3
+20.7;87.2;44.8;7.2;11.1;27.8;8.4;3.5;5.8;12.5;14.6
+20.4;87.7;44.3;7.2;11.3;27.7;8.5;3.5;5.7;12.3;14.7
+20.6;87.9;44.2;7.0;11.1;27.6;8.4;3.5;5.7;12.4;14.4
+20.5;85.2;44.4;7.0;11.0;27.9;8.4;3.5;5.6;12.4;14.3
+20.7;85.3;43.7;7.1;11.3;27.3;8.3;3.5;5.7;12.5;14.4
+20.8;86.8;44.1;7.0;11.2;27.3;8.5;3.6;5.6;12.4;14.3
+21.0;85.7;44.5;6.9;11.0;27.5;8.4;3.5;5.7;12.3;14.1
+20.5;87.2;43.7;6.9;11.1;27.3;8.2;3.5;5.6;12.2;13.9
+20.4;87.1;44.1;7.1;10.9;27.2;8.4;3.5;5.5;12.3;14.1
+20.3;86.5;43.2;7.0;10.9;27.5;8.3;3.4;5.5;12.2;14.2
+20.4;86.1;44.4;7.0;10.9;27.6;8.2;3.5;5.4;12.0;14.3
+20.4;87.2;43.7;6.9;11.0;27.3;8.3;3.5;5.5;12.0;14.1
+20.5;84.9;43.6;6.9;10.9;26.8;8.3;3.4;5.5;12.1;14.1
+20.0;84.8;43.1;6.9;10.9;27.2;8.2;3.4;5.6;12.3;14.2
+19.9;84.7;43.2;7.0;10.9;27.2;8.1;3.4;5.5;12.1;14.0
+20.1;83.4;44.1;7.0;10.7;27.1;8.2;3.4;5.4;12.0;14.2
+19.8;83.6;43.3;6.9;10.8;26.9;8.2;3.4;5.5;11.6;14.0
+19.8;83.3;43.1;6.9;10.7;26.5;8.1;3.4;5.3;11.7;14.0
+20.1;84.8;42.7;6.7;10.8;27.1;8.1;3.3;5.4;11.9;14.1
+20.1;83.1;42.9;6.8;10.7;27.0;8.1;3.4;5.4;11.9;14.1
+19.5;83.5;42.8;6.9;10.7;26.6;8.1;3.3;5.3;11.7;13.8
+19.9;83.3;42.0;6.8;10.6;26.7;8.1;3.3;5.3;11.8;13.7
+19.6;84.5;42.6;6.8;10.6;26.7;8.0;3.3;5.5;11.7;13.7
+19.6;84.2;42.0;6.7;10.8;27.0;8.0;3.3;5.2;11.6;13.9
+19.7;84.2;42.9;6.6;10.7;26.8;7.9;3.3;5.3;11.9;14.1
+19.7;83.3;42.9;6.8;10.6;27.3;8.0;3.3;5.4;11.8;13.5
+19.7;83.9;42.4;6.8;10.8;26.7;8.0;3.3;5.3;11.8;14.2
+19.8;85.2;44.0;6.9;10.6;26.9;8.0;3.3;5.3;12.0;14.2
+20.2;85.8;43.9;6.9;10.8;27.4;8.2;3.4;5.6;12.1;14.1
+20.4;85.7;44.2;6.9;10.9;27.5;8.3;3.4;5.6;12.0;14.7
+20.2;88.0;43.8;6.9;11.2;27.7;8.4;3.4;5.6;12.3;14.5
+20.6;85.5;44.7;7.1;11.3;27.7;8.4;3.4;5.6;12.2;14.7
+20.6;87.2;45.7;7.1;11.2;28.5;8.4;3.5;5.7;12.5;14.8
+20.9;88.4;45.1;7.3;11.5;28.4;8.6;3.5;5.8;12.8;14.5
+20.8;88.3;44.9;7.1;11.4;28.9;8.5;3.5;5.7;12.7;14.7
+20.9;88.5;45.5;7.2;11.3;29.0;8.5;3.5;5.7;12.6;14.6
+20.7;86.8;45.2;7.1;11.3;28.2;8.6;3.4;5.8;12.8;14.6
+20.5;89.6;44.5;7.2;11.3;28.6;8.5;3.5;5.6;12.6;14.7
+20.8;88.9;45.2;7.0;11.3;29.0;8.5;3.5;5.8;12.6;14.7
+20.8;87.0;44.5;7.1;11.2;28.4;8.4;3.5;5.8;12.7;14.1
+20.8;87.6;45.6;7.1;11.2;28.5;8.6;3.5;5.7;12.6;14.7
+20.7;89.7;44.6;7.2;11.2;28.3;8.5;3.5;5.7;12.7;14.7
+20.3;88.7;46.4;7.3;11.3;28.3;8.4;3.5;5.7;12.6;14.5
+20.9;88.3;45.8;7.2;11.3;28.3;8.6;3.5;5.7;12.6;14.8
+20.8;88.4;45.2;7.2;11.1;28.0;8.5;3.5;5.8;12.6;14.8
+21.3;86.6;45.6;7.0;11.3;29.3;8.6;3.5;5.7;12.4;14.9
+21.0;88.3;45.8;7.2;11.3;28.7;8.4;3.5;5.8;12.9;14.7
+20.8;88.8;45.1;7.1;11.3;28.6;8.5;3.5;5.6;12.7;14.8
+21.1;88.5;45.9;7.3;11.2;28.2;8.6;3.4;5.7;12.6;14.8
+20.9;87.9;45.5;7.1;11.2;28.8;8.5;3.4;5.8;12.5;14.7
+20.8;86.7;45.0;7.1;11.1;28.1;8.5;3.4;5.6;12.4;14.5
+20.4;87.8;44.9;7.3;11.1;28.1;8.3;3.4;5.7;12.3;14.6
+20.2;87.2;43.5;7.1;11.1;27.8;8.3;3.4;5.6;12.2;14.8
+20.3;86.4;44.1;7.0;10.8;27.7;8.4;3.4;5.4;12.0;14.3
+20.2;86.1;43.9;6.9;11.0;27.4;8.2;3.3;5.5;12.0;14.3
+19.7;84.6;43.4;6.9;10.9;27.2;8.3;3.3;5.5;11.8;14.4
+20.2;85.8;43.7;7.0;10.6;27.0;8.2;3.3;5.4;12.0;14.0
+19.9;84.4;42.9;6.8;10.7;27.0;8.1;3.3;5.5;11.7;14.0
+19.7;86.1;42.8;6.8;10.7;26.8;8.1;3.2;5.3;11.7;14.2
+19.7;85.4;43.4;6.8;10.6;27.3;8.1;3.3;5.3;11.6;14.1
+19.6;86.8;43.5;6.9;10.5;27.1;8.0;3.3;5.4;11.6;14.2
+19.9;84.8;43.5;6.7;10.8;27.6;8.3;3.3;5.4;11.7;14.3
+19.8;84.5;43.3;6.9;10.7;26.7;8.1;3.2;5.3;11.8;14.3
+20.1;86.7;43.2;6.9;10.6;27.3;8.1;3.3;5.5;11.6;14.5
+19.7;83.6;42.9;6.8;10.8;27.4;8.0;3.3;5.3;11.8;14.5
+20.1;84.6;42.9;6.8;10.7;27.3;8.1;3.3;5.4;11.7;14.2
+20.0;82.9;43.3;6.8;10.9;27.6;7.9;3.2;5.3;11.6;14.2
+20.1;85.3;43.6;6.8;10.8;26.8;8.0;3.2;5.3;11.6;14.2
+20.3;84.6;42.7;6.8;10.8;26.8;8.0;3.3;5.4;11.5;14.5
+19.8;84.2;43.4;6.9;10.6;26.8;8.1;3.3;5.4;11.7;14.6
+20.0;85.0;43.8;6.8;10.7;27.2;8.0;3.2;5.3;11.5;14.4
+20.0;84.9;43.3;6.9;10.7;27.0;8.0;3.2;5.3;11.6;14.5
+20.0;84.5;42.7;6.8;10.7;27.1;7.9;3.2;5.3;11.4;14.3
+19.9;85.4;43.1;6.8;10.7;27.3;8.0;3.3;5.3;11.6;14.4
+19.5;82.6;43.3;6.8;10.7;27.0;8.0;3.2;5.3;11.5;14.5
+19.9;84.2;43.0;6.8;10.7;26.8;8.1;3.3;5.3;11.3;14.5
+19.5;83.3;42.8;6.7;10.5;27.2;8.0;3.2;5.2;11.5;14.2
+19.8;84.6;43.4;6.8;10.5;26.3;7.9;3.1;5.3;11.3;14.0
+19.8;82.2;42.3;6.8;10.3;27.0;7.9;3.2;5.2;11.2;14.1
+19.5;83.9;41.8;6.8;10.5;26.2;7.8;3.1;5.2;11.2;14.0
+19.4;82.0;41.6;6.7;10.3;26.1;7.9;3.1;5.1;11.0;14.1
+19.1;83.3;41.1;6.6;10.1;26.3;7.9;3.1;5.1;11.0;14.2
+19.5;81.9;41.4;6.4;10.2;25.9;7.8;3.1;5.1;10.8;13.7
+19.1;82.1;42.8;6.6;10.4;25.8;7.7;3.0;5.1;11.1;13.9
+18.9;81.4;40.8;6.5;10.4;25.6;7.7;3.1;5.1;10.9;13.9
+18.9;80.0;41.0;6.4;10.4;26.1;7.7;3.0;5.0;11.0;13.9
+19.0;80.8;41.1;6.6;10.1;25.7;7.7;3.0;5.1;11.0;14.0
+19.3;79.5;41.6;6.5;10.2;25.8;7.7;3.1;5.0;10.8;13.7
+19.1;81.4;41.0;6.5;10.2;25.4;7.6;3.0;4.9;10.8;13.9
+18.9;79.3;40.6;6.4;10.1;25.4;7.5;3.0;4.9;10.9;13.9
+18.9;79.3;40.1;6.3;9.8;25.3;7.5;3.0;5.0;10.6;13.7
+18.8;79.8;39.5;6.3;10.1;25.9;7.5;3.1;5.0;10.9;13.6
+19.0;79.4;40.6;6.4;9.9;25.4;7.5;3.0;5.0;10.6;13.5
+18.8;78.8;40.0;6.4;10.1;25.1;7.5;3.0;4.9;10.7;13.5
+18.5;79.0;40.2;6.5;9.9;25.2;7.6;3.0;5.0;10.6;13.5
+18.8;79.4;40.4;6.4;9.8;24.9;7.4;3.0;5.0;10.6;13.7
+18.7;79.6;40.0;6.4;10.1;25.5;7.5;3.0;4.9;10.3;13.8
+18.9;77.7;39.6;6.5;9.9;25.4;7.4;3.1;5.1;10.6;13.3
+18.7;78.9;40.0;6.5;9.9;24.8;7.4;3.0;5.0;10.7;13.8
+18.8;80.0;40.3;6.4;9.9;25.3;7.5;3.1;5.0;10.6;13.6
+18.4;78.5;39.8;6.4;9.9;25.8;7.6;3.0;5.0;10.8;13.4
+18.7;78.8;39.9;6.5;10.0;25.3;7.6;3.0;5.1;10.7;13.9
+18.6;79.9;39.3;6.4;10.0;25.0;7.5;2.9;5.0;10.6;13.6
+19.1;79.2;40.4;6.5;10.1;25.4;7.3;3.1;5.0;10.8;13.4
+18.9;79.4;40.1;6.5;9.8;25.4;7.6;3.0;5.0;10.7;13.6
+19.0;79.4;40.2;6.3;10.0;25.8;7.6;3.0;5.1;11.0;13.5
+18.6;79.4;40.3;6.5;10.0;24.9;7.5;3.0;5.1;10.8;13.5
+19.0;79.3;40.7;6.6;10.1;25.8;7.5;3.1;5.1;11.0;13.8
+19.1;79.5;40.6;6.5;10.3;26.1;7.7;3.1;5.0;11.1;13.6
+19.0;81.7;40.5;6.5;10.2;26.1;7.8;3.2;5.3;11.0;13.7
+19.3;82.1;41.1;6.7;10.3;26.5;7.7;3.2;5.2;11.2;14.0
+19.3;82.3;41.0;6.7;10.5;26.5;8.0;3.1;5.3;11.4;13.8
+19.6;81.5;42.7;6.7;10.3;26.3;7.9;3.3;5.3;11.2;14.0
+19.5;81.5;41.9;6.8;10.5;26.5;8.0;3.2;5.4;11.3;13.8
+19.6;83.2;42.6;6.9;10.6;26.6;8.0;3.3;5.5;11.7;14.1
+19.4;82.4;42.3;6.8;10.3;26.8;8.1;3.3;5.5;11.7;14.0
+19.8;82.2;43.0;6.8;10.8;26.9;8.1;3.3;5.5;11.4;13.9
+19.4;83.8;42.8;6.9;10.8;27.0;8.2;3.3;5.6;11.6;14.2
+19.8;83.9;42.9;7.0;10.7;27.6;8.3;3.3;5.6;11.9;14.2
+20.0;84.2;42.9;7.1;10.6;27.7;8.2;3.3;5.7;12.2;14.6
+20.4;84.9;43.9;7.2;10.9;28.0;8.5;3.4;5.8;12.1;14.6
+20.5;85.5;44.5;7.2;11.1;28.5;8.5;3.4;5.8;12.5;14.3
+20.5;85.9;44.8;7.4;11.1;28.4;8.6;3.4;6.0;12.4;14.5
+21.4;87.7;45.7;7.4;11.2;28.7;8.6;3.6;6.0;12.6;14.7
+20.9;88.0;45.5;7.4;11.6;28.8;8.8;3.6;6.1;12.8;15.1
+21.0;88.0;45.0;7.5;11.2;29.0;8.8;3.6;6.1;12.7;14.8
+21.1;87.2;45.9;7.5;11.3;29.3;8.9;3.7;6.1;12.9;15.1
+21.4;89.1;45.9;7.7;11.7;30.1;9.2;3.6;6.2;13.0;15.2
+21.2;90.6;47.5;7.7;11.4;29.3;9.1;3.7;6.2;13.0;14.9
+21.8;90.7;47.1;7.7;11.4;30.2;9.2;3.7;6.3;13.1;15.4
+22.0;90.1;48.3;7.7;11.6;30.2;9.2;3.8;6.2;13.2;15.9
+21.7;91.5;48.4;7.8;11.6;30.7;9.3;3.8;6.2;13.4;15.5
+22.2;92.9;48.4;7.8;11.8;30.4;9.3;3.8;6.4;13.5;15.4
+22.1;93.8;48.4;7.8;12.0;30.3;9.3;3.8;6.4;13.5;15.7
+22.2;93.7;49.0;8.0;12.1;30.4;9.2;3.8;6.5;13.6;15.9
+22.7;91.9;49.5;8.2;12.1;30.8;9.5;3.8;6.4;13.7;15.8
+22.3;94.6;49.4;8.2;12.0;31.0;9.5;3.8;6.5;13.7;16.1
+22.6;93.8;49.8;8.1;12.1;30.9;9.5;3.8;6.5;13.7;16.1
+22.6;94.9;49.4;8.2;12.0;31.3;9.5;3.9;6.4;13.7;15.9
+22.8;96.3;49.8;8.2;12.3;30.8;9.4;3.7;6.5;13.9;16.0
+22.9;96.4;48.8;8.3;12.1;31.4;9.5;3.9;6.5;13.8;15.7
+23.2;95.8;50.2;8.1;12.1;31.4;9.6;3.9;6.5;13.9;15.9
+23.2;96.0;49.6;8.3;12.1;31.7;9.4;3.9;6.7;13.9;16.0
+23.1;95.8;48.9;8.2;12.3;31.5;9.6;3.9;6.6;14.0;16.3
+23.2;93.9;50.6;8.3;12.1;31.5;9.5;3.9;6.5;13.9;16.1
+23.1;94.9;50.4;8.1;12.3;32.1;9.6;3.9;6.7;14.2;16.0
+23.2;94.6;49.4;8.3;12.3;31.5;9.6;3.9;6.6;13.9;15.7
+22.9;95.0;49.2;8.2;12.4;31.3;9.6;3.9;6.7;14.3;16.3
+22.7;96.5;50.1;8.2;12.1;31.5;9.5;3.9;6.6;14.3;15.8
+22.9;95.2;49.1;7.9;12.2;31.4;9.6;3.9;6.6;14.3;16.1
+23.1;94.2;49.0;8.1;12.3;31.9;9.7;3.9;6.6;14.0;16.1
+22.9;94.8;50.2;8.2;12.2;31.7;9.7;3.8;6.6;14.3;16.0
+22.8;94.1;49.8;8.3;12.3;32.0;9.6;3.9;6.5;14.0;15.8
+23.0;94.6;49.5;8.1;12.5;31.5;9.7;4.0;6.6;14.3;15.9
+23.0;94.8;49.8;8.2;11.9;31.7;9.7;3.9;6.5;14.1;15.8
+22.7;93.1;49.1;8.2;12.1;31.7;9.7;4.0;6.5;14.3;15.8
+22.7;93.5;49.5;8.1;12.3;31.8;9.6;3.9;6.6;14.2;15.7
+22.6;94.1;49.2;8.2;12.1;32.0;9.7;3.9;6.6;14.1;15.9
+23.0;95.7;49.6;8.2;12.0;31.2;9.6;4.0;6.6;14.3;15.8
+22.8;94.3;49.6;8.3;12.1;31.9;9.8;4.0;6.6;14.1;16.0
+23.0;94.9;49.6;8.2;12.3;31.7;9.7;3.9;6.6;14.1;15.9
+23.1;95.5;50.0;8.1;12.3;31.3;9.5;3.9;6.7;13.8;15.9
+22.8;95.9;48.6;8.2;12.1;32.0;9.7;3.9;6.7;14.2;15.8
+22.8;94.9;49.9;8.1;12.3;31.7;9.7;3.9;6.5;14.2;16.1
+22.4;93.3;49.0;8.1;12.0;31.8;9.6;3.9;6.6;14.3;15.8
+22.7;94.2;49.4;8.0;12.0;31.8;9.6;4.0;6.6;14.1;15.7
+22.5;95.1;49.8;8.1;12.3;31.1;9.6;3.9;6.4;14.3;16.0
+22.6;94.3;48.7;8.1;12.3;31.2;9.6;4.0;6.5;14.1;15.7
+22.6;92.7;49.8;8.1;12.3;32.3;9.5;3.9;6.4;14.2;15.8
+22.4;93.6;48.8;8.1;12.2;31.6;9.5;3.9;6.5;14.1;15.6
+22.6;92.8;49.5;7.9;12.1;31.9;9.4;3.9;6.4;14.2;15.5
+22.6;91.9;49.0;8.1;12.1;30.9;9.7;4.0;6.5;14.2;15.5
+22.5;93.8;48.2;8.2;11.9;31.5;9.7;3.9;6.4;14.0;15.8
+22.6;93.0;48.7;8.1;12.1;31.2;9.5;3.9;6.4;14.1;15.6
+22.5;92.2;48.3;8.0;11.8;31.1;9.3;3.9;6.5;14.4;15.6
+22.0;92.9;48.4;7.9;11.8;31.2;9.5;3.9;6.4;14.1;15.6
+21.9;91.1;48.1;7.9;11.8;31.5;9.3;4.0;6.4;14.0;15.5
+22.5;93.2;48.5;7.9;12.0;30.8;9.5;3.9;6.4;14.2;15.3
+22.0;93.0;49.0;7.9;12.1;31.6;9.5;4.0;6.2;14.0;15.5
+22.3;91.7;48.9;8.1;11.9;30.7;9.4;3.9;6.4;14.0;15.0
+22.0;91.9;48.6;8.0;11.8;31.3;9.5;3.9;6.4;13.8;15.3
+22.5;92.6;48.9;8.1;11.9;31.0;9.4;4.0;6.3;13.9;15.2
+21.7;94.2;49.3;8.1;12.0;30.9;9.6;3.9;6.4;14.0;15.4
+22.2;91.3;49.8;8.0;11.8;30.9;9.6;3.8;6.4;13.9;15.3
+22.3;94.1;48.8;8.0;11.7;31.7;9.7;3.9;6.3;14.1;15.2
+22.3;92.2;48.9;7.9;11.8;30.9;9.4;3.9;6.4;14.1;15.3
+21.9;92.4;48.9;8.0;11.9;31.0;9.6;3.9;6.2;13.9;15.5
+21.7;91.7;49.0;8.1;11.7;31.5;9.6;3.9;6.3;14.0;15.4
+21.9;93.8;49.7;8.0;11.8;31.4;9.5;3.9;6.4;14.2;15.4
+22.2;90.8;49.0;8.0;11.9;30.5;9.4;3.9;6.3;13.8;15.0
+22.1;93.6;49.0;7.9;11.7;31.6;9.4;3.9;6.3;13.9;15.4
+21.9;90.4;48.8;7.8;11.7;30.8;9.5;3.9;6.2;13.8;15.2
+22.1;92.0;47.7;7.9;11.6;31.2;9.4;3.8;6.3;14.2;14.8
+21.8;91.1;47.9;7.7;11.7;30.6;9.3;3.8;6.1;13.8;15.1
+22.3;93.5;48.2;7.9;11.7;30.8;9.3;3.8;6.2;13.9;14.8
+21.6;94.0;47.8;7.7;11.6;30.5;9.5;3.8;6.2;13.8;15.0
+21.6;89.6;48.5;7.7;11.3;30.5;9.4;3.8;6.1;13.9;15.1
+21.6;89.6;49.0;7.8;11.7;30.8;9.3;3.8;6.2;14.1;15.0
+21.7;92.5;48.0;7.7;11.5;30.8;9.4;3.8;6.2;14.1;15.1
+22.0;91.7;48.3;7.8;11.6;30.7;9.3;3.8;6.2;14.0;15.0
+22.0;91.2;48.2;7.7;11.4;30.7;9.3;3.8;6.1;14.0;14.9
+21.6;91.6;47.8;7.8;11.5;31.1;9.3;3.8;6.1;14.0;15.2
+21.8;90.9;47.6;7.8;11.5;30.8;9.3;3.8;6.1;13.9;14.7
+21.5;89.7;48.8;7.8;11.5;30.8;9.3;3.7;6.1;13.9;15.3
+21.6;89.3;47.9;7.7;11.5;30.1;9.3;3.8;6.2;13.8;14.7
+21.5;91.2;46.4;7.7;11.4;30.5;9.3;3.7;6.1;13.9;14.5
+21.1;92.5;47.6;7.7;11.5;30.7;9.1;3.7;6.0;13.7;14.7
+21.3;89.6;47.5;7.8;11.2;29.9;9.1;3.7;6.1;13.7;14.5
+21.3;90.3;47.6;7.7;11.1;30.1;9.2;3.7;5.9;13.7;14.5
+21.0;89.5;47.2;7.6;11.3;29.6;9.1;3.7;5.9;13.4;14.3
+21.3;91.1;47.1;7.7;11.2;29.5;9.0;3.7;5.9;13.6;14.4
+21.3;90.1;46.4;7.5;11.2;29.8;9.2;3.7;6.0;13.5;14.3
+20.9;88.9;47.2;7.5;11.1;29.7;9.1;3.6;5.9;13.7;14.3
+21.0;89.4;46.5;7.7;11.2;29.8;9.1;3.7;5.9;13.3;14.5
+21.1;89.6;47.4;7.5;11.1;29.2;9.1;3.7;5.9;13.5;14.5
+21.3;90.2;47.0;7.5;11.1;30.2;9.2;3.7;5.9;13.4;14.5
+21.2;89.1;46.9;7.4;11.3;29.3;8.9;3.7;5.8;13.2;14.3
+20.6;88.6;46.2;7.5;10.9;29.3;9.1;3.6;5.9;13.4;14.4
+20.9;89.1;46.4;7.5;10.9;28.9;9.1;3.6;5.7;13.6;14.3
+21.0;88.5;46.6;7.4;11.2;29.5;9.0;3.5;5.8;13.3;14.5
+20.5;89.1;46.1;7.3;10.9;29.6;9.1;3.6;5.8;13.5;14.1
+20.7;88.4;45.7;7.4;11.0;28.6;9.0;3.6;5.8;13.2;14.0
+20.6;88.8;45.0;7.4;10.9;29.0;9.0;3.5;5.8;13.4;14.1
+20.6;87.3;45.4;7.4;11.0;28.9;9.1;3.5;5.7;13.3;13.9
+20.5;88.3;44.9;7.3;10.7;29.0;9.0;3.5;5.7;13.0;14.1
+20.6;87.4;44.8;7.3;10.9;28.2;8.7;3.5;5.6;13.2;13.9
+20.3;86.3;44.1;7.2;10.9;28.5;8.7;3.6;5.7;12.9;13.7
+19.8;86.5;44.8;7.2;10.8;28.3;8.7;3.5;5.6;13.2;13.6
+20.0;87.6;45.3;7.3;10.5;28.4;8.7;3.5;5.6;12.9;13.7
+19.9;86.8;45.6;7.3;10.6;28.1;8.7;3.4;5.7;12.7;13.8
+20.4;86.5;44.8;7.3;10.7;28.5;8.7;3.5;5.6;13.1;13.9
+20.1;86.5;45.1;7.3;10.7;27.8;8.7;3.4;5.5;12.8;14.0
+19.9;85.8;45.0;7.2;10.7;28.2;8.7;3.5;5.6;12.8;13.9
+19.8;87.0;44.8;7.2;10.7;28.5;8.6;3.5;5.6;12.9;13.9
+20.2;88.4;44.7;7.2;10.7;27.9;8.8;3.5;5.5;13.1;14.1
+19.7;85.9;44.7;7.2;10.7;28.5;8.7;3.5;5.5;12.9;13.6
+19.9;87.9;44.1;7.2;10.5;28.2;8.8;3.5;5.5;12.6;13.7
+20.2;87.5;44.0;7.2;10.5;28.7;8.7;3.4;5.4;12.8;13.7
+19.7;86.4;43.9;7.3;10.7;27.7;8.6;3.5;5.6;12.6;13.6
+20.1;86.3;44.1;7.2;10.5;27.8;8.6;3.4;5.5;12.6;14.0
+20.1;87.3;44.5;7.2;10.6;28.0;8.7;3.4;5.5;12.8;13.8
+19.9;87.9;44.4;7.2;10.5;27.6;8.7;3.4;5.5;12.6;13.6
+20.3;87.2;43.9;7.1;10.3;27.8;8.6;3.4;5.5;12.8;13.7
+19.9;85.5;44.3;7.1;10.4;27.6;8.6;3.5;5.4;12.7;13.7
+19.9;87.5;44.2;7.1;10.6;28.2;8.7;3.5;5.5;13.0;13.9
+20.1;85.6;43.9;7.2;10.7;28.1;8.8;3.5;5.5;12.9;13.6
+20.2;85.4;43.9;7.2;10.6;27.9;8.8;3.4;5.4;12.7;13.8
+20.1;87.0;44.7;7.2;10.5;27.9;8.4;3.4;5.4;12.4;13.5
+20.6;88.4;44.1;7.2;10.5;27.7;8.6;3.5;5.5;12.6;13.8
+20.3;86.9;44.9;7.0;10.5;27.6;8.7;3.4;5.5;12.5;13.6
+20.1;87.7;44.3;7.2;10.6;28.0;8.7;3.5;5.4;12.8;14.0
+20.3;85.4;43.9;7.1;10.4;27.7;8.6;3.4;5.5;12.4;14.0
+20.5;87.9;44.2;7.1;10.6;27.7;8.7;3.4;5.4;12.7;13.9
+20.7;87.3;44.0;7.4;10.5;27.8;8.7;3.5;5.5;12.4;14.1
+20.4;87.8;44.5;7.3;10.5;27.9;8.7;3.5;5.5;12.7;14.1
+20.9;88.7;43.6;7.3;10.9;27.7;8.8;3.5;5.5;12.9;13.7
+21.0;90.9;45.6;7.3;10.7;28.2;8.8;3.5;5.5;12.7;14.2
+20.5;90.5;45.5;7.2;10.8;27.6;8.9;3.5;5.6;12.6;14.1
+21.1;91.4;45.0;7.3;10.7;28.0;8.6;3.5;5.5;12.9;14.5
+21.0;92.0;45.9;7.3;10.7;28.0;8.8;3.5;5.6;13.0;14.5
+21.3;92.3;46.6;7.4;10.9;28.1;8.9;3.5;5.6;12.9;14.6
+21.0;93.7;46.0;7.5;10.8;28.1;9.0;3.6;5.6;13.0;14.6
+21.2;93.7;47.3;7.5;11.1;28.7;9.1;3.6;5.6;13.1;14.9
+21.6;94.5;46.3;7.6;11.0;28.8;8.9;3.6;5.6;13.1;14.9
+21.8;94.4;47.4;7.6;11.4;29.5;9.1;3.6;5.7;13.1;15.2
+22.0;93.7;47.5;7.8;11.5;29.8;9.3;3.6;5.8;13.3;15.2
+21.8;97.7;47.7;7.7;11.6;29.9;9.3;3.7;5.7;13.4;15.1
+22.0;95.8;47.4;8.0;11.6;30.0;9.3;3.7;5.9;13.2;15.3
+21.6;93.9;47.9;8.0;11.4;30.3;9.3;3.7;6.0;13.5;15.5
+22.5;96.3;49.8;8.1;12.1;30.3;9.5;3.8;6.0;13.5;15.6
+22.2;96.8;47.8;8.0;11.8;30.8;9.6;3.8;6.1;13.9;15.4
+22.0;96.9;49.4;8.0;12.0;31.2;9.8;3.9;6.1;14.1;15.7
+22.2;98.2;49.2;8.1;12.3;31.5;10.0;3.9;6.2;14.2;15.8
+22.4;97.6;48.3;8.1;12.3;32.5;9.9;3.9;6.3;14.2;15.4
+22.5;98.5;50.2;8.2;12.4;32.3;10.1;4.0;6.4;14.5;15.8
+22.6;97.3;49.4;8.3;12.0;31.8;10.2;3.9;6.6;14.7;15.9
+22.8;99.0;49.5;8.2;12.2;32.1;10.0;4.0;6.5;14.6;16.0
+22.1;95.3;49.6;8.2;12.2;32.2;10.1;4.0;6.6;14.8;15.8
+21.9;97.6;48.6;7.9;12.2;31.9;10.2;4.0;6.5;14.6;15.8
+22.3;97.8;49.4;8.2;12.4;32.3;10.1;4.0;6.6;15.0;15.7
+21.9;98.2;48.8;8.1;12.2;31.9;10.1;4.0;6.6;15.0;15.7
+22.5;98.0;48.3;8.1;12.3;31.3;10.1;4.0;6.6;14.7;15.9
+21.9;96.6;47.7;8.1;12.0;31.5;10.1;4.1;6.6;14.9;15.6
+21.8;97.5;48.6;8.0;12.0;32.2;10.0;3.9;6.6;15.0;15.4
+22.1;95.1;48.4;8.0;12.0;31.6;9.9;3.9;6.5;14.8;15.4
+21.7;95.3;47.8;8.0;12.0;31.1;9.8;4.0;6.5;14.6;15.5
+21.9;95.4;47.4;7.9;12.0;31.0;9.9;3.9;6.4;14.4;15.4
+21.2;95.6;47.9;7.9;12.1;30.8;9.8;4.0;6.5;14.4;15.4
+21.4;93.9;46.7;8.0;11.9;30.7;9.9;3.9;6.5;14.3;15.2
+21.6;94.0;47.7;7.8;11.8;30.7;9.8;3.9;6.4;14.4;15.5
+21.3;95.0;46.1;7.9;11.6;30.7;9.6;3.8;6.4;14.2;15.3
+21.0;94.2;46.2;7.7;11.7;30.2;9.7;3.8;6.4;14.4;15.2
+21.0;91.7;46.3;7.6;11.5;30.6;9.5;3.9;6.3;13.9;15.1
+21.1;92.7;46.7;7.5;11.5;30.1;9.7;3.9;6.3;14.1;15.2
+21.1;92.0;45.3;7.8;11.7;29.8;9.5;3.8;6.1;14.1;15.0
+21.1;91.9;46.2;7.6;11.5;30.1;9.5;3.7;6.2;13.9;14.8
+20.8;93.0;45.1;7.6;11.6;29.4;9.5;3.8;6.2;13.9;15.2
+20.5;91.9;45.0;7.6;11.4;29.6;9.5;3.8;6.2;13.6;15.1
+20.8;91.4;45.3;7.4;11.2;29.6;9.2;3.8;6.2;13.6;14.8
+20.6;90.3;44.6;7.7;11.3;29.3;9.2;3.7;6.0;13.7;14.7
+20.6;91.9;44.9;7.5;11.5;29.5;9.3;3.7;6.0;13.5;14.8
+20.5;90.7;44.1;7.4;11.2;29.3;9.3;3.7;6.1;13.4;14.6
+20.5;91.9;45.2;7.5;11.2;29.1;9.3;3.6;6.0;13.4;14.7
+20.9;89.5;43.8;7.3;11.0;29.0;9.1;3.7;6.0;13.3;14.6
+20.7;89.5;44.5;7.4;11.1;29.0;9.1;3.7;5.8;13.3;14.3
+20.4;92.0;43.2;7.2;11.1;28.4;9.1;3.6;5.9;13.4;14.3
+20.5;91.5;44.6;7.2;11.2;28.7;8.9;3.6;6.0;13.1;14.4
+20.1;90.2;42.8;7.3;11.2;28.6;9.0;3.6;5.9;13.1;14.4
+19.7;89.8;43.3;7.2;10.8;28.3;8.9;3.5;5.9;13.2;14.4
+20.1;89.5;43.6;7.2;11.0;28.6;8.9;3.6;5.8;13.1;14.4
+20.0;88.9;42.8;7.2;10.9;28.5;9.0;3.6;5.9;13.2;14.4
+20.0;88.9;43.5;7.3;10.9;28.4;8.9;3.5;5.9;12.9;14.4
+19.5;88.0;42.5;7.3;11.1;28.7;9.0;3.6;5.8;13.1;14.2
+20.0;89.8;43.7;7.2;10.8;28.6;8.8;3.6;6.0;13.0;14.3
+19.9;89.2;43.1;7.3;10.9;27.7;8.9;3.5;6.0;13.2;14.6
+20.2;89.3;43.4;7.3;11.0;28.8;9.1;3.6;5.9;13.4;14.7
+20.4;90.8;44.1;7.3;11.0;28.9;9.2;3.6;6.0;13.2;14.9
+20.3;90.6;44.4;7.4;11.1;29.2;9.0;3.6;6.0;13.3;14.9
+20.2;91.8;44.9;7.4;11.3;30.0;9.3;3.7;6.1;13.6;14.9
+20.4;93.8;44.7;7.6;11.2;29.5;9.2;3.7;6.2;13.9;14.7
+21.1;94.4;45.0;7.6;11.6;29.5;9.4;3.7;6.1;13.7;14.8
+21.1;93.4;44.7;7.6;11.5;30.3;9.4;3.8;6.2;13.9;15.1
+21.2;93.1;45.1;7.6;11.4;29.6;9.4;3.8;6.3;13.8;15.1
+21.0;95.4;46.5;7.6;11.7;29.7;9.2;3.8;6.3;13.8;15.1
+20.4;93.3;44.9;7.6;11.5;30.0;9.5;3.8;6.3;14.1;15.5
+20.8;94.5;45.3;7.5;11.7;29.9;9.4;3.7;6.1;13.8;15.2
+20.7;94.1;44.4;7.4;11.7;30.1;9.4;3.7;6.2;14.0;15.2
+20.9;94.4;44.8;7.6;11.5;29.9;9.3;3.7;6.3;13.7;15.1
+20.9;94.2;44.8;7.6;11.5;29.7;9.4;3.7;6.3;14.0;15.0
+20.9;93.9;45.5;7.5;11.5;29.5;9.3;3.7;6.3;13.8;15.1
+20.7;94.4;45.3;7.7;11.2;30.2;9.5;3.8;6.3;13.9;14.9
+21.0;93.7;44.8;7.6;11.6;29.9;9.4;3.7;6.3;13.9;15.2
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_p.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_p.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..03aa9f657f3eb5d7450356c370a4c5c5c86e875d
GIT binary patch
literal 4954
zcmV-g6Q%4zT4*^jL0KkKStRrR5db=q+yDR)00V#MBn03e_7cm3Ku|u|0386(01W{^
zG(LC$Xahh23LDA~Alv6wXlAy>tZPAAbGqfU;nlk$HAa=HjaxP0sj>{JpuifNMk1;<
zpuwts2%4&c07;~hd8(Bo04YkPJ^R&3KmaLHk9wj~fuXCw06YZw_3z)y`ZPa7;-4FT
z7fM`sV2q(k##Nr9c0!nCri^t~j-Bf~zDG}#?WV!!9`e3p&wT0PmRfGEG>itr?@Qb;
zFDaz-5+7Bh^s~2|7H$GySy;N4vtY`|?2A6e(GR(jM9JN}vUvBb;7e~Hvr5%rbf;2z
zv~WgQGLwz+%R?H@nH*=VzL4J{bXH>8isjuMMbW*tUUOZCit{&Ut}!feE9&}r<wFct
zmuZ{ScXPTkgCs`ddX_u6M;pxxi_@%13wR{R?#dg&xMF3gs7<$L3`*A?%hP#sJ=Rn2
zO`xPZxT)^&L}Q}~)TiIG*EOEyGIQ+X%J6T`*}v{X`bqf-{D}|XJ7l3+Fr|q`maMA;
zVkpG^wk)<=MhR?EWDn#NXXNrWlv;|34%SwuScrcC@`U(g^zt$j`AB?yB+X_#Pua2r
z;mn)gwamFL&x##F_O_E+&1Q?nygYoxP@Udn@a7*|CSTYE{9%*DwMr>!dvK^a&75Hn
zX1u{*lw?d*n!#9tYF3P*4gys&DyX6^#ioH!RavO8QCPAXPHjgL%UG#wEw+?Fmcp=N
zlTsqYWb_#ZJf0PU>kHatDVXCM5+mTKvLB8lR!PKCcshWDHUWnS0vA*e!R{XL7q_*A
z9trX>#Z_diMf=Xn?{%$^KA*n)?Mw4V3;4VXCt4tt+|0IY<UP5MD}jNx>_kQ?7Gz%x
z7{y0zwl?yd%A?CxRwmYn=oJWgVk)v5!(dhl3lL$EkXVR|6w!zX&oN_O9#uU|W$h;>
zSy3^rOf8}2wy+hKQ@o@1?pG;)3wKug_de%+A0HezSqi+a)&VG)RFfddQR&8rzX9Pq
zVjVi>JTtUk(T`9{g|~L{=1lHlUV27)+_<>|2w-WzP}aCIsreeoQQ?gpDo`CNO2rlv
zP)YbX^K>H4TNuh(QrSvcQkFqUHHdoB!t%xaL(DTM^lU=Ymn~I-`mjC;!5IaC#D}Ev
zizE#KVZaN6jJC|~^1dv7;d`U)PUSb9_q*O^>F`2+odxEYyTSNkd7e>Jrn2cpJlkkC
z9*@RzoHLSE3b|mD!x(C!DvGvMKR9cVWEqYN6q<{$tQ3Z-BtJ+|+e!-*F_onfu|PV4
z!3ISA!p_pmY_`mx_RcU%g5y%mxS5%jlzI#BPC_WKos&Waz%V;K_r(JUCqB*7+)yF2
z;yRY&6HN(u>TA8a5>LVpJ&%r4?}{HeMLiW$-n77TT4qqWv3W{ET(!eDB@qrHLYRzD
z)r>?~qG3$H`b?TRO%!4(dQphLS*ZnxACH$PF^q`Cf|^3dm1UHo4X_TeWKs(Elto4_
zS=8oXaJEv+$&szfV0W|Kgg*-w5fEaEim=E{SVNE|NOw8mw$i_I^~+5B_s%u#3@E#(
z7L+&G;5E=l$oISj(36JV33r~z@sHP*y3*IlgHcR!+^OVyw;DfZH-!SfVS*!8Oca<J
zg1U+bsxq?NLmX_feGS7IK+sr-J493%piLqlfr<!<0~xdwP-2rAM!@{V0D6JZB9_=+
zoTaogA#=2uS%{MiveX`n(4G#G9Yp~ZV+5EJR!DFIB=0d^eUP;A@6W4DX`u7&`eW?l
z&F}6$+`Abjqz&Z)x#OHgt^IKO8-HbAT&@{REp)lHv2fdS2`TEB8%rh(MX<yZZ34_P
zV~w#FVPYwv6jh6?Rbr9~LtrpAB@nTK!A3B2h#;{^gz7Ad6o_`)+burHhGrQN!5lAc
z6u_w3R;4RTUaEFa2VhUk7^tKfgqj58h7iLaTR0s3``+7heYyJ}F!J_S6zSfA+${Sa
z*naqt@gNOL;4kZ(T93@5w9L#IQz)B-4MlLiA>~}0!pjx~w3S3~@S_z`MkHEVv2{p^
zs#|Tl0b(MCs3<H0RuSW7mK1G+D?}`%fUuy(A}Otu76{BMA=WI2zgk|EwxTu_Q>|#F
zQ4Xuw;!n_r<WmU^B;mpvt^48n*3McOEc?Te7OtWYv)Xvx7!jdm=sQNIb2zdG?~TZ2
zd)z1NGb0uKYNB-ZVqm5TnPxFO&sK(<rI<rmKCTqOEE6*33Zl$l%!&r0#bBUYDHJv=
zPZrrnNew|%Sg0C`fx?thZD|B4OBTyzjEJg>146Q*#UAlQWFD1?Wnua$Ye%%K6rw6A
zSfuL?_$T2JWDm&?9FRr<p*|0!&MJ1p0DD8>Z!AvaMbfk9;C%!c4mge@4te&}=X{yn
ze>0ZJPqQSM&B7f*e8Hr%eVAKD*;6ofl?Bbk#ygqz0AotiX>y>dRE)@K3cGATTq=de
zD+X+<Kga}RK3Vq3zoZY^)iX5MGVEKqnAej|$$9Gi74~=98Sh)vXBeh!eZw4>4Q8Hd
zc;(`&&mJzr4m6Brx*D9YTQ_B=FJdFk3gA4`u*WO1I(cc?W0k2kZkcfAq{iAY#iDC8
zburF07G|)+nn!xRojE#FW3}1NrQYXkxW#6zHn=~kN`G8cQ=Eld<ci~pD*mMx@=_np
z65$`u;rzc}%aP0tb$0J3emIWVn!8!aTWQ>~TWhye?bmC(<D1~pYh$I-b=OYQq5C#X
zamA&Dnez?KPt^(b;N{5T<m5<*FhPO}2?9cRgaA9Vg83h4zdv6k`u!PSRBZW1nCB*^
z(VOH=8fs~nmK&K_v<|H2F*TSbS)$W2O<PFXWH8MJX{c)LOQ%ke-UkzNp9EegN1pr>
z=PQ(+`qX;8X-#9hit49hv+QR?>DO0#Q(T&34R)(Z%~^|fs|%Kz!|INMj^AVDFQVh=
z*Hd!mLnFV9Sj%@^%|fq`q50CU%6%i3r>{r6anxcqYjMVgqgzHbYK>+z=Q+z36B)NT
zSu&=!nq{S9V=Wq%Hkf5$KY3nWUKfewMw=U)ov%<Q?iG7qRet<_{rY&km8W`hkFvhL
z-(P9h0oG=&#d(&-n3gozsgZ1K(^S~+T;+8~T{lCqI_tYfvZ#LKqtrZG7ug=&I_kPh
zu8z8{)P240L$Pdh>~tNvZDi3kjMfY$T5M@Djcb30hl=u(!^N1@YNhB@aZ|zM_tW2L
z;-`m}+McR;?AEeqTGQ8`tm_O$X`VGZODUGVe3|k-N5Oo2&5NyAS*BvmSz2bVFmbP^
zV$5pTINw)Vs*lPlIZtnYexI+@;{ANMdk<coUU+vK7B){-xXdi>nU}4vs^cRp$F+3Y
zma&bv<kg9tb4^-g(<5tnx>~`y=404$F{swfs?#Dr0tA7%@PCEto&W#j{<VAgDb+gv
zkG~%@!U@|IM7RmeLg&jqL&P9{Vo<(BAB-_OvlA5=m|00C93T5Yf)C8&bH4G_dEWjy
z?$W=P4BK&gZTx;=Q0`nUC7{D&-*T7^<JSD~QVtX?fTBqxUt9D)Q}OVm5J(~hFr8~$
z%Cw)bx=K;i<@KfohX929WF{^sG_F4T89@&+^qa_?1pIWLufE6asEPJyS_*N(^KPUe
zY%efJ9l&s5=GQk7=y=(`DBpq;Nl>nRl`86+3u@xVhU@D@nhb8nj`nm<!Wjvi(hj)g
z*7WT4N*j~08zF6;Sv?b9BbU}ev~LlmkeDabT+Tq2ZxS%=9=qVqA%li*E@6|x7`#OJ
zuxjW>r+AKom#?^o<ZeTB2M8n`)5z$sBMD6c5hq0PsePD*CW3Q(a;S-Fq&z(|lEn{J
zYky%aq>=}9o@~ARcjnTlXFq<%+_dj|*k!6#DQ)Lo1Rg;rS6%L^D|XDQAYB!#_0F&<
zcya3&TL3j|LNIQwY2={j*r`|KjWA1hl)9MV8@xG`@IKoJFvV^sat8tTYJhm$(lzMO
zLXKf%7&xJ#`X;<`D6vv>>F~b}9fWmJ$Zy=mL^M~YR)o7`vk@yq1HosrSxGiq?^Uyg
zEOL)&HXOR3g&H8TQ-f-TZ@SxrRP%K$_1c}BRV0-Oqojq{FEv40W+Gx^wTm589wI0W
z+-9beZgLj)Zdtuuixgh2F0+M{_&PggP>$ajW{WDSf&kD}GHKyUtYL4KG`y;-Eqc#k
zbA+9xU1v;4bt>c0(~a}uT@%;piEUqwWeZEEXm-o1B((gD@si^faBg(uiKKJN!?rVa
ztaCd-$Krc+NIcUD{C+hL4kWDP8PMYDmdvQ}D5s#UtIr9Uc~NlOu?mPZlpDAlo$RbF
z!V?;-8>SG8DBjNm2_X=ViVF;h#|nh~2rRRh71V)d&DHgZMnQQeH(;G*jeN-uS5;L}
zo2ynbtBu{zw^~s{X}L};$Bl7U#h5LlUGD-rB2t65J(Q7+vw1RpgAjK;=r@-z=HCiJ
zQTloCm|miHG1tc7RGZ*WI~TVY_fxW0wpchV^9&u*@bV)#g+m5p>KRF`2(1=OmLZr-
zi#jJ~7|beQF5zfqXK{NwxV59HKP4sviQEdIWMD#fo!050T!&WF3$iRBdl{NTJ`UMN
zdtfPRX!0$4h=kP(8}%qt^eG@j)QGZZ(hrhH#gsGN*i%#PBs9Y*K?0uhGM2&Aag6D7
zY)d_(iNyBnXA(}N5cOB5KIo9D5LMpiO9(gP;&a`&DFiH3iG>-cG7Ny9Z1*%V%et}+
zOE_|?*`sDBF1l?ILS9Bm>yiA2PC7KK!h{9vc7+=DL_rBFOzjvO$MvS_4T3wez-go3
zDXCkzG!`ppT6Z(hFfr#{fvJdwYDI#h3xW!CP%oMb$T*5b#DZml!h@>|l<j5F&`A>j
zmoc(U6UH(@5c|*8{ju^y6r#A;?B4BxSjuMt49nMbR7*8W9mkRaTJnRXkaQi-Zj|l`
zQ4}^w2{OVPkA>?SuWlVy9bGBXOs=7cxqSw9=CwDT4cD+qlQ}%5_O{UOhR<$D827o4
zK89&NVv4ASOB-WsELMstDk6ef1yED)iAsv1p(rFz$PnM1+mGJYi_ZDNS>Ew*6{hx7
z*o0UuHJqAeYQ|LuwrX1)qhk{T%P@MLJ#a*FOm#0D>B$xAij2<ID!LaFh(n-0i)$#S
zw)D(i!5$D)dj?#r7efwbQz{PQeM`CtP;-{uE*ldCzavLZLn)O-dv<q2Et6+QIj<V&
zmTC2*gA5W~n!@!acQY<7$};iRxyWH-i`^YKP~_ETYHTrjH74C%;gE3&=BP5ObTz!8
z)a~~7S6<S}*5l@?tx6nF=fTx!RmZg$Z(gK!g*+){0%*ZJ-WLib61A+jHL8wG%PX|3
zhBa|yYAwp-sIFF0rnwfZw;Cue6sbj;%GVr<R7pmaGRoGdix5Ff8Ynqi0Z@&#)9|Dc
z5Fru|E4SS_cI-Q19Eny@t(scC^QUR=*M9r=9p-DNk;1BwN*WJ_PiD+7)E`woM@T<H
zD(7_B%ZB)M3Kc+Edo}Kb!^s2VMi7nC3M5>kpw=lVEf~!L?A3b33y(#2cIJoC4|f<6
zUYz?tAd!RweguRI+%-ul-ywIzJ`Vxqe!-{j5<vv~bDz1)HgB+dxZdoP<*DaFs8v%Y
zs>vJKR=QppBweq=yspIKd20mCw-n10cbF;$tZSXK)zc&8##Lil(m?QVKD%ZsyBs*2
zF-&otvzX-v5reN2zDQMb$@^kj;;M5bL*CC<JnF9G@!`0j+v9|~Fo(I~qwBphQ{<z?
zrPvC9_h#vy)l(41xK`}A7Nx`|<2aNk=*g+@$-{IK)I+7uVB4FSo~7SOG&)PL<UWvh
zcC;M3jyao0Z%iXP3ht%cHifF18cvCZapFC7$~j$jC+pYO6OMR!jPx?i3_cyt$LUXy
z;zWIhV`~(GzGW*6%zoSA9S5IuZ$Vwp7GkB4eOUyp_L<Y>b`X0@d^b%xagC4BNliZ_
zaMx)(EM%#Rx%)kDA-EKH3g_~YUVXV0t7<-J_B@)o7u;usg{$QTUeR)T1BWNQ?f0ZZ
zCp}&ycFJ43C@z?yu8hMVt1o6E`2wOk=r~yi&4oL~XKAxEmi^ezXN6}%B1A$m1~EEy
zB~~8m&7r{LCUc?7m~4)<(d&FT@}%#!)WUn{%v<GnC&19k$9ABZDlUsdjO8osZq_pJ
zbEuDIUspCT>=Hvf*M!=)+2M)^JhRIM2g@xsQc^1<Z7RF!zTT(HX62oY6(F3@%b6AA
zj)5-@*Q#!kuFZ|Dnme+pCNCx0b4?q7@p;5VA+H?fZj0`{%n>(@+T$CuYmvc8cVAUV
z9(BCt5=7G~w(wi0WZyZk<5$~LE3R05H=J-1u<h)sCbw~jX}m^u6vcGf*E^!FFGUX-
z+FGmYo$Y<n3=VIhM1$yXk9iVS0kkTgidNrV)pdKkYK1ojCRIHw$ePOCym@kHYp(}t
z$#+@8EwjP&MQ*`6F4%Qe^R}?66Hh+Y5?Pip$R-sUFtw<(3F_0ESFa`**Bf0kYP+B3
YygvQs^*_F!^*`}<BvXY60#85T5R=4gq5uE@

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_p_forecasted.csv b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_p_forecasted.csv
new file mode 100644
index 0000000..c96e8f3
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_p_forecasted.csv
@@ -0,0 +1,577 @@
+LOAD-2;LOAD-3;LOAD-4;LOAD-5;LOAD-6;LOAD-9;LOAD-10;LOAD-11;LOAD-12;LOAD-13;LOAD-14
+22.3;87.9;45.1;7.0;12.0;28.6;8.9;3.4;5.5;12.8;15.1
+22.2;88.0;45.1;6.9;12.0;28.6;8.9;3.4;5.5;12.8;15.1
+22.1;87.9;45.0;6.9;12.0;28.6;8.8;3.4;5.4;12.7;15.1
+22.1;87.8;44.9;6.9;12.0;28.5;8.8;3.4;5.4;12.7;15.1
+21.9;87.6;44.7;6.9;12.0;28.5;8.8;3.4;5.4;12.6;15.0
+21.8;87.3;44.5;6.8;11.9;28.3;8.8;3.4;5.4;12.6;15.0
+21.7;86.9;44.3;6.8;11.9;28.2;8.7;3.4;5.3;12.5;14.9
+21.5;86.5;44.0;6.8;11.8;28.0;8.7;3.3;5.3;12.4;14.9
+21.4;86.1;43.8;6.7;11.7;27.8;8.6;3.3;5.2;12.3;14.8
+21.3;85.7;43.5;6.7;11.6;27.7;8.5;3.3;5.2;12.2;14.8
+21.1;85.3;43.3;6.6;11.6;27.5;8.5;3.3;5.2;12.1;14.7
+21.0;85.0;43.0;6.6;11.5;27.3;8.4;3.2;5.1;12.0;14.7
+20.9;84.8;42.9;6.6;11.5;27.3;8.4;3.2;5.1;11.9;14.6
+20.9;84.7;42.8;6.5;11.5;27.2;8.4;3.2;5.1;11.9;14.6
+20.8;84.6;42.7;6.5;11.5;27.2;8.4;3.2;5.1;11.9;14.6
+20.8;84.7;42.7;6.5;11.5;27.3;8.4;3.2;5.1;11.9;14.6
+20.8;84.7;42.6;6.5;11.5;27.3;8.4;3.2;5.1;11.9;14.7
+20.8;84.8;42.6;6.5;11.5;27.4;8.4;3.2;5.1;11.9;14.7
+20.8;84.8;42.6;6.5;11.5;27.4;8.4;3.2;5.1;11.9;14.7
+20.7;84.8;42.6;6.5;11.5;27.4;8.4;3.2;5.1;11.9;14.7
+20.7;84.7;42.5;6.5;11.5;27.4;8.4;3.2;5.1;11.9;14.7
+20.7;84.6;42.4;6.5;11.5;27.4;8.4;3.2;5.1;11.8;14.7
+20.7;84.5;42.4;6.5;11.5;27.3;8.4;3.2;5.1;11.8;14.7
+20.6;84.5;42.3;6.5;11.5;27.3;8.3;3.2;5.0;11.8;14.7
+20.6;84.4;42.3;6.4;11.5;27.3;8.3;3.2;5.0;11.7;14.7
+20.6;84.4;42.2;6.4;11.5;27.3;8.3;3.2;5.0;11.7;14.7
+20.5;84.4;42.2;6.4;11.5;27.3;8.3;3.2;5.0;11.7;14.7
+20.5;84.4;42.2;6.4;11.4;27.3;8.3;3.2;5.0;11.7;14.7
+20.5;84.3;42.2;6.4;11.4;27.3;8.3;3.2;5.0;11.7;14.7
+20.4;84.2;42.2;6.4;11.4;27.3;8.3;3.2;5.0;11.7;14.7
+20.3;84.0;42.1;6.4;11.4;27.2;8.3;3.2;5.0;11.6;14.7
+20.2;83.7;41.9;6.4;11.3;27.1;8.2;3.1;5.0;11.6;14.6
+20.1;83.4;41.7;6.3;11.3;27.0;8.2;3.1;4.9;11.5;14.6
+20.0;83.0;41.4;6.3;11.2;26.9;8.2;3.1;4.9;11.4;14.5
+19.8;82.5;41.2;6.2;11.2;26.7;8.1;3.1;4.9;11.3;14.4
+19.7;82.1;41.0;6.2;11.1;26.6;8.1;3.1;4.8;11.2;14.4
+19.6;81.7;40.7;6.2;11.1;26.5;8.0;3.1;4.8;11.2;14.3
+19.5;81.4;40.6;6.1;11.0;26.4;8.0;3.0;4.8;11.1;14.3
+19.4;81.1;40.4;6.1;11.0;26.3;7.9;3.0;4.8;11.1;14.2
+19.4;80.9;40.3;6.1;10.9;26.3;7.9;3.0;4.7;11.0;14.2
+19.3;80.6;40.2;6.1;10.9;26.2;7.9;3.0;4.7;11.0;14.2
+19.3;80.4;40.1;6.0;10.9;26.1;7.9;3.0;4.7;10.9;14.2
+19.2;80.2;40.0;6.0;10.8;26.1;7.9;3.0;4.7;10.9;14.1
+19.2;79.9;39.9;6.0;10.8;26.0;7.8;3.0;4.7;10.9;14.1
+19.1;79.6;39.7;6.0;10.8;25.9;7.8;3.0;4.6;10.8;14.0
+19.0;79.3;39.5;6.0;10.7;25.8;7.8;3.0;4.6;10.8;14.0
+18.9;79.0;39.3;5.9;10.7;25.7;7.7;2.9;4.6;10.7;13.9
+18.9;78.8;39.2;5.9;10.7;25.6;7.7;2.9;4.6;10.7;13.9
+18.8;78.6;39.1;5.9;10.6;25.6;7.7;2.9;4.6;10.6;13.8
+18.8;78.4;39.0;5.9;10.6;25.5;7.7;2.9;4.6;10.6;13.8
+18.7;78.3;38.9;5.9;10.6;25.5;7.7;2.9;4.5;10.5;13.8
+18.7;78.2;38.9;5.9;10.6;25.5;7.7;2.9;4.5;10.5;13.8
+18.6;78.2;38.9;5.9;10.6;25.5;7.6;2.9;4.5;10.5;13.8
+18.6;78.1;38.8;5.9;10.5;25.5;7.6;2.9;4.5;10.5;13.8
+18.6;78.0;38.8;5.9;10.5;25.5;7.6;2.9;4.5;10.4;13.8
+18.5;77.9;38.8;5.8;10.5;25.4;7.6;2.9;4.5;10.4;13.8
+18.5;77.7;38.7;5.8;10.5;25.4;7.6;2.9;4.5;10.4;13.7
+18.5;77.6;38.6;5.8;10.5;25.3;7.6;2.9;4.5;10.4;13.7
+18.4;77.5;38.6;5.8;10.5;25.3;7.6;2.9;4.5;10.4;13.7
+18.4;77.4;38.5;5.8;10.4;25.3;7.6;2.9;4.5;10.4;13.7
+18.4;77.4;38.5;5.8;10.4;25.3;7.6;2.9;4.5;10.4;13.7
+18.4;77.4;38.5;5.8;10.4;25.3;7.6;2.9;4.5;10.4;13.7
+18.4;77.4;38.6;5.8;10.5;25.4;7.6;2.9;4.5;10.4;13.7
+18.5;77.5;38.7;5.8;10.5;25.5;7.6;2.9;4.5;10.4;13.7
+18.5;77.6;38.7;5.8;10.5;25.5;7.6;2.9;4.5;10.5;13.8
+18.5;77.7;38.8;5.8;10.5;25.6;7.6;2.9;4.5;10.5;13.8
+18.5;77.7;38.8;5.8;10.5;25.6;7.6;2.9;4.5;10.5;13.8
+18.5;77.7;38.9;5.8;10.5;25.7;7.6;2.9;4.5;10.5;13.8
+18.5;77.7;38.9;5.8;10.5;25.7;7.6;2.9;4.5;10.5;13.8
+18.5;77.6;38.8;5.8;10.5;25.7;7.6;2.9;4.5;10.5;13.8
+18.5;77.6;38.8;5.8;10.5;25.7;7.6;2.9;4.5;10.5;13.8
+18.5;77.6;38.8;5.8;10.5;25.7;7.6;2.9;4.6;10.5;13.8
+18.5;77.6;38.8;5.8;10.5;25.7;7.7;2.9;4.6;10.5;13.8
+18.5;77.7;38.9;5.9;10.5;25.8;7.7;2.9;4.6;10.6;13.8
+18.6;77.8;39.0;5.9;10.5;25.9;7.7;2.9;4.6;10.6;13.8
+18.6;77.9;39.1;5.9;10.5;25.9;7.7;3.0;4.6;10.6;13.8
+18.6;78.0;39.2;5.9;10.6;26.0;7.7;3.0;4.6;10.7;13.8
+18.6;78.1;39.3;5.9;10.6;26.1;7.7;3.0;4.6;10.7;13.8
+18.7;78.2;39.4;5.9;10.6;26.2;7.8;3.0;4.6;10.7;13.8
+18.7;78.2;39.4;5.9;10.6;26.2;7.8;3.0;4.6;10.7;13.8
+18.7;78.2;39.5;5.9;10.6;26.3;7.8;3.0;4.7;10.7;13.8
+18.7;78.2;39.6;5.9;10.6;26.3;7.8;3.0;4.7;10.6;13.8
+18.7;78.2;39.6;5.9;10.6;26.3;7.8;3.0;4.7;10.6;13.9
+18.7;78.1;39.7;6.0;10.6;26.3;7.8;3.0;4.6;10.5;13.9
+18.7;78.1;39.7;6.0;10.6;26.4;7.8;3.0;4.6;10.5;13.9
+18.7;78.2;39.8;6.0;10.6;26.4;7.8;3.0;4.6;10.5;13.9
+18.8;78.2;39.9;6.0;10.6;26.5;7.8;3.0;4.6;10.5;13.9
+18.8;78.3;40.0;6.0;10.6;26.5;7.8;3.0;4.6;10.5;13.9
+18.8;78.4;40.0;6.0;10.7;26.6;7.8;3.0;4.6;10.6;13.9
+18.8;78.5;40.1;6.0;10.7;26.6;7.8;3.0;4.6;10.6;13.9
+18.9;78.7;40.2;6.0;10.7;26.6;7.8;3.0;4.6;10.6;14.0
+18.9;78.9;40.3;6.0;10.7;26.6;7.8;3.0;4.6;10.6;14.0
+19.0;79.0;40.4;6.0;10.7;26.6;7.8;3.0;4.7;10.7;14.0
+19.0;79.2;40.5;6.1;10.7;26.6;7.8;3.0;4.7;10.7;14.1
+19.0;79.3;40.5;6.1;10.7;26.6;7.8;3.0;4.7;10.7;14.1
+19.1;79.5;40.6;6.1;10.7;26.6;7.8;3.0;4.7;10.7;14.1
+19.1;79.6;40.6;6.1;10.7;26.6;7.8;3.0;4.7;10.8;14.1
+19.2;79.7;40.6;6.1;10.7;26.6;7.8;3.0;4.7;10.8;14.1
+19.2;79.8;40.6;6.1;10.7;26.7;7.8;3.0;4.7;10.9;14.1
+19.3;79.9;40.7;6.1;10.7;26.8;7.9;3.1;4.8;10.9;14.1
+19.3;80.0;40.7;6.1;10.7;26.8;7.9;3.1;4.8;10.9;14.1
+19.3;80.1;40.7;6.1;10.7;26.9;7.9;3.1;4.8;11.0;14.1
+19.3;80.2;40.8;6.1;10.7;27.0;7.9;3.1;4.9;11.0;14.1
+19.4;80.3;40.9;6.2;10.8;27.1;8.0;3.1;4.9;11.1;14.2
+19.4;80.4;41.0;6.2;10.8;27.2;8.0;3.1;4.9;11.1;14.2
+19.4;80.5;41.1;6.2;10.8;27.2;8.0;3.1;4.9;11.2;14.2
+19.5;80.7;41.3;6.2;10.9;27.3;8.0;3.2;4.9;11.2;14.3
+19.5;80.9;41.4;6.3;10.9;27.4;8.1;3.2;5.0;11.3;14.3
+19.6;81.1;41.6;6.3;11.0;27.4;8.1;3.2;5.0;11.3;14.3
+19.7;81.3;41.8;6.3;11.0;27.5;8.1;3.2;5.0;11.4;14.4
+19.7;81.6;41.9;6.4;11.1;27.6;8.1;3.2;5.0;11.4;14.4
+19.8;81.9;42.1;6.4;11.1;27.6;8.2;3.2;5.1;11.5;14.5
+19.9;82.2;42.3;6.4;11.1;27.7;8.2;3.2;5.1;11.5;14.5
+20.0;82.5;42.4;6.5;11.2;27.7;8.2;3.3;5.1;11.6;14.5
+20.0;82.7;42.6;6.5;11.2;27.8;8.2;3.3;5.1;11.6;14.6
+20.1;83.0;42.7;6.5;11.2;27.8;8.3;3.3;5.1;11.6;14.6
+20.2;83.2;42.9;6.5;11.2;27.8;8.3;3.3;5.2;11.7;14.6
+20.2;83.4;43.0;6.5;11.3;27.8;8.3;3.3;5.2;11.7;14.7
+20.3;83.6;43.1;6.6;11.3;27.8;8.3;3.3;5.2;11.7;14.7
+20.3;83.9;43.2;6.6;11.3;27.8;8.3;3.3;5.2;11.7;14.7
+20.4;84.0;43.3;6.6;11.3;27.8;8.3;3.3;5.2;11.8;14.7
+20.5;84.2;43.4;6.6;11.3;27.8;8.3;3.4;5.2;11.8;14.7
+20.5;84.4;43.5;6.7;11.4;27.8;8.3;3.4;5.2;11.8;14.8
+20.6;84.6;43.6;6.7;11.4;27.8;8.3;3.4;5.2;11.8;14.8
+20.7;84.7;43.6;6.7;11.4;27.8;8.3;3.4;5.3;11.9;14.8
+20.7;84.9;43.7;6.8;11.4;27.8;8.3;3.4;5.3;11.9;14.8
+20.8;85.0;43.7;6.8;11.4;27.8;8.3;3.4;5.3;11.9;14.8
+20.8;85.1;43.8;6.8;11.4;27.8;8.3;3.4;5.3;11.9;14.7
+20.8;85.2;43.8;6.8;11.4;27.7;8.3;3.4;5.3;11.9;14.7
+20.9;85.2;43.9;6.8;11.4;27.7;8.3;3.4;5.3;11.9;14.7
+20.9;85.2;43.9;6.8;11.4;27.6;8.3;3.4;5.3;11.9;14.7
+20.9;85.3;43.9;6.8;11.4;27.6;8.3;3.4;5.3;11.9;14.7
+20.9;85.3;43.9;6.8;11.4;27.6;8.3;3.4;5.3;11.9;14.7
+21.0;85.4;44.0;6.9;11.4;27.5;8.3;3.4;5.3;12.0;14.7
+21.0;85.5;44.0;6.9;11.5;27.5;8.3;3.4;5.3;12.0;14.7
+21.0;85.5;44.0;6.9;11.5;27.5;8.3;3.5;5.3;12.0;14.7
+21.1;85.6;44.0;6.9;11.5;27.5;8.3;3.5;5.3;12.0;14.7
+21.1;85.7;44.0;6.9;11.5;27.5;8.3;3.5;5.4;12.0;14.7
+21.1;85.8;44.1;6.9;11.5;27.5;8.3;3.5;5.4;12.0;14.7
+21.2;85.8;44.1;7.0;11.5;27.4;8.3;3.5;5.4;12.1;14.7
+21.2;85.9;44.1;7.0;11.5;27.4;8.3;3.5;5.4;12.1;14.7
+21.2;86.0;44.1;7.0;11.5;27.4;8.3;3.5;5.4;12.1;14.7
+21.2;86.0;44.2;7.0;11.5;27.3;8.3;3.5;5.4;12.2;14.7
+21.2;86.1;44.2;7.0;11.5;27.3;8.4;3.5;5.4;12.2;14.6
+21.3;86.1;44.2;7.0;11.5;27.3;8.4;3.5;5.4;12.2;14.6
+21.3;86.2;44.2;7.0;11.5;27.3;8.4;3.5;5.4;12.2;14.6
+21.3;86.2;44.2;7.0;11.5;27.3;8.4;3.5;5.4;12.2;14.6
+21.3;86.3;44.2;7.0;11.5;27.2;8.4;3.5;5.4;12.2;14.6
+21.3;86.4;44.2;7.1;11.5;27.2;8.4;3.5;5.5;12.2;14.6
+21.3;86.4;44.3;7.1;11.5;27.2;8.4;3.5;5.5;12.3;14.5
+21.3;86.5;44.3;7.1;11.5;27.2;8.4;3.5;5.5;12.3;14.5
+21.4;86.6;44.4;7.1;11.6;27.3;8.4;3.5;5.5;12.3;14.5
+21.4;86.7;44.5;7.1;11.6;27.3;8.4;3.5;5.5;12.3;14.5
+21.5;86.8;44.5;7.1;11.6;27.3;8.4;3.6;5.5;12.4;14.6
+21.5;86.8;44.6;7.1;11.6;27.3;8.4;3.6;5.5;12.4;14.5
+21.5;86.7;44.5;7.1;11.5;27.2;8.4;3.6;5.5;12.4;14.5
+21.5;86.6;44.4;7.1;11.5;27.1;8.4;3.6;5.5;12.3;14.5
+21.4;86.3;44.3;7.1;11.5;27.0;8.4;3.5;5.5;12.3;14.4
+21.3;85.9;44.0;7.1;11.4;26.9;8.3;3.5;5.4;12.2;14.4
+21.2;85.4;43.7;7.0;11.3;26.7;8.3;3.5;5.4;12.1;14.3
+21.1;84.9;43.4;7.0;11.2;26.5;8.2;3.5;5.4;12.0;14.2
+20.9;84.3;43.1;6.9;11.2;26.2;8.1;3.5;5.3;11.9;14.1
+20.8;83.8;42.8;6.9;11.1;26.0;8.1;3.4;5.3;11.8;14.0
+20.7;83.3;42.5;6.8;11.0;25.8;8.0;3.4;5.2;11.7;13.9
+20.6;82.9;42.2;6.8;10.9;25.6;7.9;3.4;5.2;11.6;13.8
+20.4;82.5;42.0;6.8;10.9;25.4;7.9;3.4;5.2;11.5;13.7
+20.3;82.1;41.8;6.7;10.8;25.3;7.8;3.4;5.1;11.4;13.6
+20.3;81.8;41.6;6.7;10.8;25.1;7.8;3.3;5.1;11.4;13.6
+20.2;81.6;41.4;6.7;10.7;25.0;7.8;3.3;5.1;11.3;13.5
+20.1;81.4;41.3;6.7;10.7;24.9;7.7;3.3;5.1;11.3;13.5
+20.0;81.2;41.2;6.7;10.6;24.7;7.7;3.3;5.0;11.3;13.4
+20.0;81.0;41.0;6.6;10.6;24.6;7.7;3.3;5.0;11.2;13.4
+19.9;80.8;40.9;6.6;10.5;24.5;7.7;3.3;5.0;11.2;13.3
+19.8;80.6;40.7;6.6;10.5;24.4;7.6;3.3;5.0;11.2;13.3
+19.7;80.4;40.6;6.6;10.5;24.3;7.6;3.3;5.0;11.1;13.2
+19.7;80.1;40.4;6.6;10.4;24.2;7.6;3.2;5.0;11.1;13.1
+19.6;79.8;40.2;6.5;10.4;24.1;7.5;3.2;4.9;11.0;13.1
+19.5;79.4;40.0;6.5;10.3;23.9;7.5;3.2;4.9;10.9;13.0
+19.4;79.1;39.7;6.5;10.2;23.8;7.5;3.2;4.9;10.9;12.9
+19.3;78.8;39.6;6.4;10.2;23.7;7.4;3.2;4.8;10.8;12.8
+19.2;78.5;39.4;6.4;10.2;23.5;7.4;3.2;4.8;10.7;12.8
+19.2;78.3;39.3;6.4;10.1;23.5;7.4;3.1;4.8;10.7;12.7
+19.1;78.2;39.2;6.4;10.1;23.4;7.3;3.1;4.8;10.7;12.7
+19.1;78.1;39.1;6.4;10.1;23.3;7.3;3.1;4.8;10.6;12.7
+19.0;78.0;39.1;6.4;10.0;23.2;7.3;3.1;4.8;10.6;12.7
+19.0;78.0;39.0;6.3;10.0;23.2;7.3;3.1;4.8;10.6;12.6
+18.9;77.9;38.9;6.3;10.0;23.1;7.2;3.1;4.8;10.5;12.6
+18.9;77.8;38.8;6.3;10.0;23.1;7.2;3.1;4.8;10.5;12.6
+18.9;77.7;38.7;6.3;9.9;23.0;7.2;3.1;4.8;10.5;12.6
+18.8;77.5;38.6;6.3;9.9;22.9;7.2;3.1;4.7;10.5;12.5
+18.8;77.4;38.5;6.3;9.9;22.9;7.2;3.1;4.7;10.4;12.5
+18.7;77.3;38.4;6.2;9.8;22.8;7.1;3.1;4.7;10.4;12.5
+18.7;77.2;38.3;6.2;9.8;22.8;7.1;3.1;4.7;10.4;12.5
+18.7;77.1;38.2;6.2;9.8;22.7;7.1;3.1;4.7;10.3;12.4
+18.6;77.1;38.2;6.2;9.8;22.7;7.1;3.0;4.7;10.3;12.4
+18.6;77.0;38.1;6.2;9.8;22.7;7.1;3.0;4.7;10.3;12.4
+18.6;77.1;38.1;6.2;9.8;22.6;7.1;3.0;4.7;10.3;12.4
+18.5;77.1;38.1;6.2;9.8;22.6;7.1;3.0;4.7;10.2;12.4
+18.5;77.1;38.1;6.2;9.8;22.6;7.1;3.0;4.7;10.2;12.4
+18.5;77.1;38.1;6.2;9.7;22.6;7.0;3.0;4.7;10.2;12.4
+18.5;77.2;38.1;6.2;9.7;22.6;7.0;3.0;4.7;10.2;12.4
+18.5;77.3;38.1;6.2;9.7;22.6;7.0;3.0;4.6;10.2;12.4
+18.5;77.4;38.1;6.2;9.7;22.6;7.0;3.0;4.6;10.2;12.4
+18.5;77.5;38.2;6.2;9.7;22.6;7.0;3.0;4.6;10.2;12.4
+18.6;77.7;38.2;6.2;9.7;22.6;7.0;3.0;4.6;10.2;12.5
+18.6;77.9;38.2;6.2;9.7;22.7;7.0;3.0;4.6;10.2;12.5
+18.7;78.2;38.3;6.2;9.7;22.7;7.0;3.0;4.7;10.2;12.5
+18.7;78.5;38.4;6.2;9.7;22.8;7.0;3.0;4.7;10.2;12.5
+18.8;78.9;38.5;6.2;9.7;22.9;7.1;3.0;4.7;10.2;12.5
+18.9;79.3;38.6;6.3;9.8;23.0;7.1;3.0;4.7;10.3;12.6
+19.1;79.8;38.8;6.3;9.8;23.0;7.1;3.0;4.7;10.3;12.7
+19.2;80.4;39.0;6.3;9.8;23.1;7.1;3.0;4.7;10.3;12.7
+19.3;81.0;39.3;6.3;9.8;23.3;7.2;3.1;4.8;10.4;12.9
+19.5;81.6;39.6;6.4;9.9;23.4;7.2;3.1;4.8;10.4;13.0
+19.6;82.2;40.0;6.4;9.9;23.5;7.2;3.1;4.8;10.5;13.1
+19.7;82.9;40.4;6.5;10.0;23.7;7.3;3.1;4.8;10.5;13.2
+19.9;83.5;40.8;6.5;10.1;23.9;7.3;3.1;4.9;10.6;13.3
+20.0;84.0;41.3;6.6;10.2;24.1;7.4;3.1;4.9;10.6;13.5
+20.1;84.5;41.7;6.7;10.3;24.3;7.4;3.1;4.9;10.7;13.6
+20.2;85.0;42.2;6.7;10.4;24.5;7.5;3.2;5.0;10.8;13.7
+20.3;85.4;42.6;6.8;10.5;24.8;7.6;3.2;5.0;10.9;13.8
+20.4;85.9;43.0;6.9;10.6;25.1;7.6;3.2;5.0;10.9;13.9
+20.5;86.3;43.4;6.9;10.8;25.5;7.7;3.2;5.1;11.0;14.0
+20.6;86.7;43.7;7.0;10.9;25.8;7.9;3.3;5.1;11.1;14.1
+20.7;87.1;43.9;7.1;11.0;26.2;8.0;3.3;5.2;11.2;14.2
+20.8;87.5;44.1;7.1;11.1;26.6;8.1;3.4;5.3;11.4;14.3
+20.9;87.8;44.3;7.1;11.2;27.0;8.2;3.4;5.4;11.5;14.3
+20.9;88.1;44.4;7.2;11.2;27.3;8.3;3.4;5.4;11.6;14.4
+21.0;88.3;44.6;7.2;11.3;27.6;8.4;3.5;5.5;11.8;14.4
+21.0;88.4;44.7;7.2;11.3;27.8;8.5;3.5;5.6;11.9;14.5
+21.1;88.4;44.8;7.2;11.4;27.9;8.6;3.5;5.6;12.1;14.5
+21.1;88.4;45.0;7.2;11.4;28.0;8.6;3.6;5.7;12.2;14.5
+21.1;88.4;45.1;7.2;11.4;28.1;8.6;3.6;5.7;12.3;14.5
+21.1;88.3;45.1;7.2;11.4;28.1;8.6;3.6;5.8;12.5;14.5
+21.0;88.3;45.2;7.2;11.4;28.1;8.6;3.6;5.8;12.6;14.5
+21.0;88.3;45.3;7.2;11.4;28.1;8.6;3.6;5.8;12.6;14.5
+21.0;88.2;45.3;7.2;11.4;28.1;8.6;3.6;5.8;12.7;14.5
+21.0;88.2;45.3;7.2;11.4;28.1;8.6;3.6;5.8;12.7;14.5
+20.9;88.2;45.2;7.2;11.4;28.1;8.6;3.6;5.8;12.7;14.5
+20.9;88.1;45.2;7.2;11.4;28.1;8.6;3.6;5.8;12.7;14.5
+20.9;88.0;45.1;7.2;11.3;28.0;8.6;3.6;5.8;12.7;14.5
+20.8;87.9;45.0;7.2;11.3;28.0;8.6;3.6;5.8;12.7;14.4
+20.8;87.8;44.9;7.2;11.3;27.9;8.5;3.6;5.7;12.6;14.4
+20.8;87.6;44.8;7.1;11.3;27.8;8.5;3.6;5.7;12.6;14.4
+20.7;87.4;44.6;7.1;11.2;27.7;8.5;3.5;5.7;12.5;14.4
+20.7;87.2;44.5;7.1;11.2;27.6;8.4;3.5;5.7;12.4;14.3
+20.6;87.0;44.4;7.1;11.2;27.5;8.4;3.5;5.7;12.4;14.3
+20.6;86.8;44.3;7.1;11.1;27.5;8.4;3.5;5.6;12.4;14.3
+20.5;86.7;44.2;7.0;11.1;27.4;8.4;3.5;5.6;12.3;14.3
+20.5;86.5;44.1;7.0;11.1;27.3;8.4;3.5;5.6;12.3;14.2
+20.4;86.4;44.0;7.0;11.1;27.3;8.3;3.5;5.6;12.3;14.2
+20.4;86.2;43.9;7.0;11.0;27.3;8.3;3.5;5.6;12.2;14.2
+20.3;86.0;43.8;7.0;11.0;27.2;8.3;3.5;5.6;12.2;14.1
+20.3;85.7;43.7;7.0;11.0;27.2;8.3;3.4;5.5;12.2;14.1
+20.2;85.5;43.7;6.9;10.9;27.1;8.2;3.4;5.5;12.1;14.1
+20.2;85.2;43.6;6.9;10.9;27.1;8.2;3.4;5.5;12.1;14.1
+20.1;84.9;43.5;6.9;10.9;27.1;8.2;3.4;5.5;12.0;14.1
+20.1;84.6;43.4;6.9;10.8;27.0;8.1;3.4;5.5;12.0;14.1
+20.1;84.4;43.3;6.9;10.8;27.0;8.1;3.4;5.4;11.9;14.0
+20.0;84.1;43.2;6.9;10.8;26.9;8.1;3.4;5.4;11.9;14.0
+20.0;83.9;43.1;6.8;10.8;26.9;8.1;3.4;5.4;11.9;14.0
+19.9;83.7;43.0;6.8;10.7;26.8;8.1;3.3;5.4;11.8;14.0
+19.9;83.6;42.9;6.8;10.7;26.8;8.0;3.3;5.4;11.8;14.0
+19.8;83.4;42.8;6.8;10.7;26.7;8.0;3.3;5.4;11.8;13.9
+19.8;83.4;42.7;6.8;10.7;26.7;8.0;3.3;5.3;11.8;13.9
+19.8;83.3;42.7;6.8;10.7;26.7;8.0;3.3;5.3;11.7;13.9
+19.7;83.4;42.6;6.8;10.7;26.7;8.0;3.3;5.3;11.7;13.9
+19.7;83.5;42.7;6.8;10.7;26.7;8.0;3.3;5.3;11.7;13.9
+19.8;83.7;42.8;6.8;10.7;26.8;8.0;3.3;5.3;11.8;13.9
+19.8;84.0;42.9;6.8;10.7;26.9;8.0;3.3;5.4;11.8;14.0
+19.9;84.5;43.1;6.8;10.8;27.1;8.1;3.3;5.4;11.9;14.0
+20.1;85.1;43.5;6.9;10.9;27.3;8.1;3.4;5.5;12.0;14.1
+20.2;85.8;43.9;7.0;11.0;27.6;8.2;3.4;5.5;12.1;14.3
+20.4;86.5;44.3;7.0;11.1;27.9;8.3;3.4;5.6;12.3;14.4
+20.6;87.1;44.7;7.1;11.2;28.2;8.4;3.5;5.6;12.4;14.5
+20.7;87.7;45.0;7.2;11.3;28.4;8.5;3.5;5.7;12.5;14.6
+20.8;88.1;45.3;7.2;11.3;28.6;8.5;3.5;5.7;12.6;14.7
+20.9;88.3;45.4;7.2;11.4;28.6;8.5;3.5;5.7;12.6;14.7
+20.9;88.4;45.4;7.2;11.3;28.6;8.6;3.5;5.7;12.7;14.7
+20.8;88.3;45.3;7.2;11.3;28.6;8.5;3.5;5.7;12.6;14.7
+20.8;88.2;45.2;7.2;11.3;28.6;8.5;3.5;5.7;12.6;14.6
+20.7;88.1;45.1;7.2;11.3;28.5;8.5;3.5;5.7;12.6;14.6
+20.7;88.0;45.0;7.1;11.2;28.5;8.5;3.5;5.7;12.6;14.6
+20.7;88.1;45.0;7.1;11.2;28.5;8.5;3.5;5.7;12.6;14.6
+20.7;88.2;45.1;7.2;11.3;28.5;8.5;3.5;5.7;12.6;14.6
+20.8;88.4;45.2;7.2;11.3;28.6;8.5;3.5;5.7;12.6;14.6
+20.8;88.6;45.3;7.2;11.3;28.6;8.5;3.5;5.7;12.6;14.7
+20.9;88.7;45.4;7.2;11.3;28.7;8.6;3.5;5.7;12.6;14.7
+20.9;88.8;45.5;7.2;11.3;28.7;8.6;3.5;5.7;12.6;14.7
+20.9;88.9;45.5;7.2;11.3;28.7;8.6;3.5;5.7;12.6;14.8
+20.9;88.8;45.5;7.2;11.3;28.6;8.6;3.5;5.7;12.6;14.8
+20.8;88.6;45.4;7.2;11.2;28.5;8.5;3.5;5.7;12.5;14.7
+20.8;88.4;45.2;7.1;11.2;28.4;8.5;3.4;5.7;12.5;14.7
+20.7;88.1;45.0;7.1;11.1;28.3;8.5;3.4;5.6;12.4;14.7
+20.5;87.7;44.8;7.1;11.1;28.1;8.4;3.4;5.6;12.3;14.6
+20.4;87.3;44.5;7.0;11.0;27.9;8.3;3.4;5.6;12.2;14.5
+20.3;86.8;44.2;7.0;10.9;27.8;8.3;3.4;5.5;12.1;14.5
+20.2;86.3;44.0;6.9;10.9;27.6;8.2;3.3;5.5;12.0;14.4
+20.0;85.8;43.7;6.9;10.8;27.4;8.2;3.3;5.4;11.9;14.3
+19.9;85.4;43.5;6.9;10.8;27.3;8.1;3.3;5.4;11.8;14.3
+19.9;85.1;43.3;6.8;10.7;27.2;8.1;3.3;5.4;11.8;14.3
+19.8;84.9;43.2;6.8;10.7;27.1;8.1;3.3;5.3;11.7;14.2
+19.8;84.9;43.1;6.8;10.7;27.1;8.1;3.3;5.3;11.7;14.3
+19.9;84.9;43.2;6.8;10.7;27.1;8.1;3.3;5.3;11.7;14.3
+19.9;84.9;43.2;6.8;10.7;27.2;8.1;3.3;5.3;11.7;14.3
+19.9;85.0;43.2;6.8;10.7;27.2;8.1;3.3;5.3;11.7;14.3
+20.0;85.0;43.2;6.8;10.7;27.2;8.1;3.3;5.3;11.7;14.3
+20.0;85.0;43.2;6.8;10.7;27.2;8.1;3.3;5.3;11.7;14.4
+20.0;84.9;43.2;6.8;10.7;27.1;8.1;3.3;5.3;11.7;14.4
+19.9;84.9;43.1;6.8;10.7;27.1;8.1;3.2;5.3;11.6;14.4
+19.9;84.8;43.1;6.8;10.7;27.1;8.0;3.2;5.3;11.6;14.4
+19.9;84.7;43.0;6.8;10.6;27.0;8.0;3.2;5.3;11.6;14.3
+19.9;84.6;43.0;6.8;10.6;27.0;8.0;3.2;5.3;11.6;14.3
+19.9;84.6;43.0;6.8;10.6;27.0;8.0;3.2;5.3;11.6;14.4
+19.9;84.5;43.0;6.8;10.6;27.0;8.0;3.2;5.3;11.5;14.4
+19.9;84.5;43.1;6.8;10.6;27.1;8.0;3.2;5.3;11.5;14.4
+19.9;84.4;43.1;6.8;10.6;27.1;8.0;3.2;5.3;11.5;14.4
+19.9;84.3;43.1;6.8;10.6;27.0;8.0;3.2;5.3;11.5;14.3
+19.9;84.1;43.0;6.8;10.6;27.0;8.0;3.2;5.3;11.5;14.3
+19.8;83.8;42.8;6.8;10.6;26.9;8.0;3.2;5.3;11.4;14.3
+19.7;83.4;42.6;6.8;10.5;26.8;7.9;3.2;5.2;11.4;14.2
+19.6;83.0;42.4;6.7;10.5;26.6;7.9;3.2;5.2;11.3;14.1
+19.5;82.5;42.2;6.7;10.4;26.4;7.9;3.1;5.2;11.2;14.1
+19.4;82.1;41.9;6.6;10.4;26.3;7.8;3.1;5.2;11.1;14.0
+19.3;81.7;41.7;6.6;10.3;26.2;7.8;3.1;5.1;11.1;14.0
+19.2;81.5;41.5;6.6;10.3;26.0;7.7;3.1;5.1;11.0;13.9
+19.2;81.2;41.4;6.6;10.2;25.9;7.7;3.1;5.1;11.0;13.9
+19.2;81.1;41.3;6.5;10.2;25.9;7.7;3.1;5.1;11.0;13.9
+19.1;80.9;41.2;6.5;10.2;25.8;7.7;3.1;5.1;10.9;13.9
+19.1;80.7;41.1;6.5;10.2;25.7;7.6;3.1;5.0;10.9;13.8
+19.1;80.5;41.0;6.5;10.1;25.7;7.6;3.1;5.0;10.8;13.8
+19.0;80.3;40.8;6.5;10.1;25.6;7.6;3.1;5.0;10.8;13.8
+19.0;80.0;40.7;6.5;10.1;25.6;7.6;3.0;5.0;10.8;13.7
+18.9;79.7;40.5;6.5;10.0;25.5;7.6;3.0;5.0;10.7;13.7
+18.8;79.4;40.4;6.4;10.0;25.4;7.5;3.0;5.0;10.7;13.6
+18.8;79.2;40.3;6.4;10.0;25.4;7.5;3.0;5.0;10.6;13.6
+18.8;79.0;40.2;6.4;10.0;25.3;7.5;3.0;5.0;10.6;13.6
+18.7;78.9;40.1;6.4;10.0;25.3;7.5;3.0;5.0;10.6;13.6
+18.7;78.8;40.1;6.4;10.0;25.3;7.5;3.0;5.0;10.6;13.6
+18.7;78.8;40.1;6.4;9.9;25.3;7.5;3.0;5.0;10.6;13.6
+18.7;78.7;40.1;6.4;9.9;25.3;7.5;3.0;5.0;10.6;13.6
+18.7;78.7;40.1;6.4;10.0;25.3;7.5;3.0;5.0;10.6;13.6
+18.7;78.7;40.1;6.4;9.9;25.3;7.5;3.0;5.0;10.6;13.6
+18.7;78.7;40.1;6.4;9.9;25.3;7.5;3.0;5.0;10.6;13.6
+18.7;78.6;40.0;6.4;9.9;25.3;7.5;3.0;5.0;10.6;13.6
+18.7;78.6;40.0;6.4;9.9;25.3;7.5;3.0;5.0;10.7;13.6
+18.7;78.6;40.0;6.4;9.9;25.3;7.5;3.0;5.0;10.7;13.6
+18.8;78.7;40.1;6.4;10.0;25.4;7.5;3.0;5.0;10.7;13.6
+18.8;78.9;40.2;6.5;10.0;25.5;7.6;3.1;5.1;10.7;13.6
+18.9;79.2;40.3;6.5;10.0;25.6;7.6;3.1;5.1;10.8;13.6
+19.0;79.5;40.5;6.5;10.1;25.8;7.7;3.1;5.1;10.9;13.7
+19.1;79.9;40.8;6.6;10.2;26.0;7.7;3.1;5.2;11.0;13.7
+19.2;80.4;41.1;6.6;10.2;26.1;7.8;3.1;5.2;11.1;13.8
+19.3;80.8;41.3;6.7;10.3;26.3;7.8;3.2;5.3;11.1;13.9
+19.4;81.1;41.5;6.7;10.3;26.5;7.9;3.2;5.3;11.2;13.9
+19.4;81.4;41.7;6.7;10.4;26.6;7.9;3.2;5.3;11.3;14.0
+19.5;81.7;41.9;6.8;10.4;26.7;8.0;3.2;5.4;11.4;14.0
+19.6;81.9;42.0;6.8;10.5;26.8;8.0;3.2;5.4;11.4;14.1
+19.7;82.1;42.2;6.8;10.5;26.9;8.0;3.3;5.5;11.5;14.1
+19.8;82.5;42.4;6.9;10.6;27.0;8.1;3.3;5.5;11.6;14.2
+19.9;82.9;42.6;6.9;10.6;27.2;8.2;3.3;5.6;11.7;14.3
+20.0;83.5;43.0;7.0;10.7;27.4;8.2;3.3;5.6;11.9;14.3
+20.2;84.2;43.4;7.0;10.8;27.7;8.3;3.4;5.7;12.0;14.4
+20.3;85.0;43.8;7.1;10.9;28.0;8.4;3.4;5.7;12.2;14.5
+20.5;85.8;44.2;7.2;11.0;28.3;8.5;3.4;5.8;12.3;14.6
+20.7;86.5;44.7;7.3;11.1;28.6;8.6;3.5;5.9;12.5;14.7
+20.9;87.3;45.1;7.3;11.2;28.9;8.7;3.5;6.0;12.6;14.8
+21.0;88.0;45.5;7.4;11.3;29.1;8.8;3.6;6.0;12.7;14.9
+21.2;88.6;45.9;7.5;11.3;29.3;8.9;3.6;6.1;12.8;15.0
+21.3;89.2;46.3;7.5;11.4;29.5;9.0;3.6;6.1;12.9;15.1
+21.4;89.7;46.6;7.6;11.5;29.6;9.0;3.7;6.2;12.9;15.2
+21.5;90.2;46.9;7.6;11.5;29.8;9.1;3.7;6.2;13.0;15.3
+21.7;90.8;47.3;7.7;11.6;29.9;9.2;3.7;6.3;13.1;15.4
+21.8;91.3;47.6;7.8;11.7;30.1;9.2;3.7;6.3;13.2;15.5
+21.9;91.9;47.9;7.8;11.8;30.3;9.3;3.7;6.3;13.3;15.6
+22.1;92.4;48.3;7.9;11.8;30.5;9.3;3.8;6.4;13.4;15.7
+22.2;93.0;48.6;7.9;11.9;30.7;9.4;3.8;6.4;13.5;15.8
+22.3;93.4;48.8;8.0;12.0;30.9;9.4;3.8;6.4;13.6;15.8
+22.5;93.9;49.1;8.0;12.0;31.0;9.4;3.8;6.5;13.7;15.9
+22.6;94.3;49.3;8.1;12.1;31.1;9.4;3.8;6.5;13.8;15.9
+22.7;94.6;49.5;8.1;12.1;31.2;9.5;3.8;6.5;13.8;16.0
+22.7;94.9;49.7;8.1;12.1;31.2;9.5;3.8;6.5;13.9;16.0
+22.8;95.1;49.8;8.1;12.2;31.3;9.5;3.9;6.5;13.9;16.0
+22.9;95.2;49.8;8.1;12.2;31.3;9.5;3.9;6.6;13.9;16.1
+22.9;95.3;49.9;8.1;12.2;31.3;9.5;3.9;6.6;14.0;16.1
+23.0;95.4;49.9;8.1;12.2;31.4;9.5;3.9;6.6;14.0;16.1
+23.0;95.4;49.9;8.1;12.2;31.4;9.5;3.9;6.6;14.0;16.1
+23.0;95.3;49.8;8.2;12.2;31.4;9.5;3.9;6.6;14.0;16.0
+23.0;95.2;49.8;8.2;12.2;31.5;9.6;3.9;6.6;14.1;16.0
+23.0;95.1;49.7;8.2;12.2;31.5;9.6;3.9;6.6;14.1;16.0
+23.0;95.0;49.7;8.2;12.2;31.6;9.6;3.9;6.6;14.1;16.0
+23.0;94.9;49.6;8.2;12.2;31.6;9.6;3.9;6.6;14.1;16.0
+22.9;94.8;49.6;8.2;12.2;31.7;9.6;3.9;6.6;14.1;16.0
+22.9;94.7;49.6;8.2;12.2;31.7;9.6;3.9;6.6;14.2;16.0
+22.9;94.7;49.6;8.2;12.2;31.7;9.6;3.9;6.6;14.2;15.9
+22.8;94.6;49.6;8.2;12.2;31.8;9.6;3.9;6.6;14.2;15.9
+22.8;94.5;49.6;8.2;12.2;31.8;9.6;3.9;6.6;14.2;15.9
+22.8;94.5;49.6;8.2;12.2;31.8;9.6;3.9;6.6;14.2;15.9
+22.8;94.4;49.6;8.2;12.2;31.8;9.6;3.9;6.6;14.2;15.9
+22.8;94.4;49.6;8.2;12.2;31.8;9.6;3.9;6.6;14.2;15.9
+22.8;94.4;49.6;8.2;12.2;31.8;9.6;4.0;6.6;14.2;15.9
+22.7;94.4;49.6;8.2;12.2;31.8;9.6;4.0;6.6;14.2;15.9
+22.7;94.3;49.6;8.2;12.2;31.7;9.6;4.0;6.6;14.2;15.9
+22.7;94.3;49.5;8.2;12.2;31.7;9.6;4.0;6.6;14.2;15.9
+22.7;94.2;49.5;8.2;12.2;31.7;9.6;4.0;6.6;14.2;15.8
+22.7;94.1;49.4;8.1;12.2;31.7;9.6;4.0;6.6;14.2;15.8
+22.7;94.0;49.4;8.1;12.2;31.7;9.6;4.0;6.5;14.2;15.8
+22.6;93.9;49.3;8.1;12.2;31.7;9.6;4.0;6.5;14.2;15.8
+22.6;93.8;49.3;8.1;12.2;31.6;9.6;3.9;6.5;14.2;15.7
+22.6;93.7;49.2;8.1;12.1;31.6;9.6;3.9;6.5;14.2;15.7
+22.6;93.6;49.2;8.1;12.1;31.6;9.6;3.9;6.5;14.1;15.7
+22.6;93.5;49.2;8.1;12.1;31.5;9.6;3.9;6.5;14.1;15.7
+22.5;93.4;49.1;8.1;12.1;31.5;9.6;3.9;6.5;14.1;15.7
+22.5;93.3;49.1;8.1;12.0;31.5;9.5;3.9;6.5;14.1;15.6
+22.5;93.2;49.1;8.1;12.0;31.4;9.5;3.9;6.5;14.1;15.6
+22.4;93.1;49.0;8.0;12.0;31.3;9.5;3.9;6.4;14.1;15.6
+22.4;93.0;49.0;8.0;12.0;31.3;9.5;3.9;6.4;14.1;15.6
+22.4;92.9;48.9;8.0;12.0;31.2;9.5;3.9;6.4;14.1;15.5
+22.3;92.8;48.9;8.0;12.0;31.2;9.5;3.9;6.4;14.1;15.5
+22.3;92.7;48.9;8.0;11.9;31.1;9.5;3.9;6.4;14.0;15.5
+22.3;92.7;48.8;8.0;11.9;31.1;9.5;3.9;6.4;14.0;15.5
+22.2;92.6;48.8;8.0;11.9;31.1;9.5;3.9;6.4;14.0;15.4
+22.2;92.6;48.8;8.0;11.9;31.0;9.5;3.9;6.3;14.0;15.4
+22.2;92.6;48.8;8.0;11.9;31.0;9.5;3.9;6.3;14.0;15.4
+22.2;92.6;48.8;8.0;11.9;31.1;9.5;3.9;6.3;14.0;15.4
+22.2;92.6;48.8;8.0;11.9;31.1;9.5;3.9;6.3;14.0;15.3
+22.2;92.6;48.8;8.0;11.8;31.1;9.5;3.9;6.3;14.0;15.3
+22.2;92.7;48.8;8.0;11.8;31.1;9.5;3.9;6.3;14.0;15.3
+22.2;92.7;48.8;8.0;11.8;31.1;9.5;3.9;6.3;14.0;15.3
+22.2;92.7;48.8;8.0;11.8;31.1;9.5;3.9;6.3;14.0;15.3
+22.2;92.7;48.8;8.0;11.8;31.1;9.5;3.9;6.3;14.0;15.3
+22.1;92.6;48.8;8.0;11.8;31.1;9.5;3.9;6.3;14.0;15.3
+22.1;92.5;48.7;8.0;11.8;31.1;9.5;3.9;6.3;14.0;15.3
+22.0;92.3;48.6;7.9;11.8;31.0;9.4;3.9;6.3;14.0;15.2
+22.0;92.1;48.4;7.9;11.7;30.9;9.4;3.9;6.2;14.0;15.2
+21.9;91.9;48.3;7.9;11.7;30.8;9.4;3.9;6.2;13.9;15.1
+21.9;91.7;48.1;7.8;11.6;30.8;9.4;3.8;6.2;13.9;15.1
+21.8;91.6;48.0;7.8;11.6;30.7;9.3;3.8;6.2;13.9;15.0
+21.8;91.4;47.9;7.8;11.6;30.6;9.3;3.8;6.2;13.9;15.0
+21.7;91.4;47.9;7.8;11.6;30.6;9.3;3.8;6.2;13.9;15.0
+21.7;91.4;47.9;7.8;11.5;30.6;9.3;3.8;6.2;13.9;15.0
+21.7;91.4;48.0;7.8;11.6;30.6;9.3;3.8;6.2;13.9;15.0
+21.7;91.4;48.0;7.8;11.6;30.6;9.3;3.8;6.2;13.9;15.0
+21.7;91.4;48.0;7.8;11.6;30.6;9.3;3.8;6.2;13.9;15.0
+21.7;91.3;48.0;7.8;11.5;30.6;9.3;3.8;6.2;13.9;14.9
+21.6;91.2;47.9;7.8;11.5;30.5;9.3;3.8;6.1;13.9;14.9
+21.6;91.0;47.8;7.7;11.5;30.4;9.3;3.8;6.1;13.9;14.9
+21.5;90.8;47.6;7.7;11.4;30.3;9.3;3.8;6.1;13.8;14.8
+21.4;90.5;47.5;7.7;11.4;30.2;9.2;3.8;6.1;13.8;14.7
+21.4;90.3;47.3;7.7;11.4;30.1;9.2;3.7;6.0;13.7;14.7
+21.3;90.1;47.2;7.6;11.3;30.0;9.2;3.7;6.0;13.7;14.6
+21.2;89.9;47.1;7.6;11.3;30.0;9.2;3.7;6.0;13.6;14.6
+21.2;89.8;47.0;7.6;11.2;29.9;9.1;3.7;6.0;13.6;14.5
+21.1;89.7;46.9;7.6;11.2;29.8;9.1;3.7;6.0;13.6;14.5
+21.1;89.6;46.9;7.6;11.2;29.8;9.1;3.7;5.9;13.6;14.5
+21.1;89.6;46.9;7.6;11.2;29.7;9.1;3.7;5.9;13.5;14.4
+21.1;89.5;46.8;7.5;11.2;29.7;9.1;3.7;5.9;13.5;14.4
+21.0;89.4;46.8;7.5;11.1;29.6;9.1;3.7;5.9;13.5;14.4
+21.0;89.3;46.7;7.5;11.1;29.6;9.1;3.7;5.9;13.5;14.4
+21.0;89.2;46.7;7.5;11.1;29.6;9.1;3.6;5.9;13.5;14.3
+20.9;89.1;46.6;7.5;11.1;29.5;9.1;3.6;5.9;13.5;14.3
+20.9;88.9;46.5;7.5;11.1;29.4;9.1;3.6;5.9;13.5;14.3
+20.8;88.7;46.3;7.5;11.1;29.3;9.0;3.6;5.8;13.4;14.2
+20.8;88.5;46.2;7.4;11.0;29.2;9.0;3.6;5.8;13.4;14.2
+20.7;88.2;46.0;7.4;11.0;29.1;9.0;3.6;5.8;13.3;14.1
+20.6;87.9;45.8;7.4;10.9;29.0;8.9;3.6;5.8;13.3;14.1
+20.5;87.6;45.6;7.3;10.9;28.9;8.9;3.6;5.7;13.2;14.0
+20.5;87.4;45.4;7.3;10.8;28.8;8.8;3.5;5.7;13.2;14.0
+20.4;87.1;45.3;7.3;10.8;28.6;8.8;3.5;5.7;13.1;13.9
+20.3;86.9;45.1;7.3;10.8;28.6;8.8;3.5;5.7;13.1;13.9
+20.3;86.8;45.1;7.3;10.7;28.5;8.8;3.5;5.6;13.0;13.9
+20.3;86.6;45.0;7.3;10.7;28.4;8.8;3.5;5.6;13.0;13.8
+20.2;86.5;44.9;7.2;10.7;28.4;8.7;3.5;5.6;13.0;13.8
+20.2;86.5;44.9;7.2;10.7;28.3;8.7;3.5;5.6;13.0;13.8
+20.2;86.4;44.8;7.2;10.7;28.3;8.7;3.5;5.6;12.9;13.8
+20.1;86.4;44.8;7.2;10.7;28.2;8.7;3.5;5.6;12.9;13.8
+20.1;86.3;44.7;7.2;10.6;28.2;8.7;3.5;5.6;12.9;13.7
+20.1;86.3;44.6;7.2;10.6;28.1;8.7;3.5;5.6;12.9;13.7
+20.1;86.3;44.5;7.2;10.6;28.1;8.7;3.5;5.5;12.9;13.7
+20.1;86.2;44.5;7.2;10.6;28.0;8.7;3.5;5.5;12.8;13.7
+20.1;86.2;44.4;7.2;10.6;28.0;8.7;3.5;5.5;12.8;13.7
+20.0;86.2;44.3;7.2;10.6;27.9;8.7;3.5;5.5;12.8;13.7
+20.0;86.2;44.3;7.2;10.6;27.9;8.7;3.5;5.5;12.8;13.7
+20.0;86.1;44.3;7.2;10.6;27.9;8.7;3.5;5.5;12.8;13.7
+20.0;86.1;44.3;7.2;10.6;27.9;8.7;3.5;5.5;12.7;13.7
+20.1;86.1;44.2;7.2;10.6;27.8;8.7;3.5;5.5;12.7;13.7
+20.1;86.2;44.2;7.2;10.6;27.8;8.7;3.5;5.5;12.7;13.7
+20.1;86.2;44.2;7.2;10.6;27.8;8.7;3.5;5.5;12.7;13.7
+20.1;86.3;44.2;7.2;10.6;27.8;8.7;3.5;5.5;12.7;13.7
+20.1;86.5;44.2;7.2;10.6;27.8;8.7;3.5;5.5;12.7;13.7
+20.1;86.6;44.1;7.2;10.6;27.8;8.7;3.5;5.4;12.7;13.7
+20.2;86.8;44.1;7.2;10.6;27.8;8.7;3.5;5.4;12.7;13.8
+20.2;86.9;44.1;7.2;10.6;27.8;8.7;3.5;5.4;12.7;13.8
+20.3;87.1;44.2;7.2;10.6;27.8;8.7;3.5;5.4;12.7;13.8
+20.3;87.3;44.2;7.2;10.6;27.8;8.7;3.5;5.5;12.7;13.8
+20.4;87.6;44.2;7.2;10.6;27.8;8.7;3.5;5.5;12.7;13.9
+20.5;87.9;44.3;7.2;10.6;27.8;8.7;3.5;5.5;12.7;13.9
+20.6;88.3;44.4;7.2;10.6;27.8;8.7;3.5;5.5;12.7;14.0
+20.7;88.8;44.6;7.3;10.7;27.8;8.7;3.5;5.5;12.7;14.1
+20.8;89.4;44.8;7.3;10.7;27.9;8.8;3.5;5.5;12.7;14.1
+20.9;90.0;45.0;7.3;10.7;28.0;8.8;3.5;5.5;12.8;14.3
+21.1;90.8;45.3;7.4;10.8;28.1;8.8;3.5;5.5;12.8;14.4
+21.2;91.5;45.6;7.4;10.8;28.2;8.8;3.5;5.6;12.9;14.5
+21.3;92.2;45.9;7.4;10.9;28.3;8.9;3.5;5.6;12.9;14.6
+21.4;92.9;46.2;7.5;11.0;28.5;8.9;3.5;5.6;13.0;14.7
+21.5;93.4;46.4;7.5;11.0;28.6;9.0;3.6;5.6;13.0;14.8
+21.6;94.0;46.7;7.6;11.1;28.8;9.0;3.6;5.7;13.1;14.9
+21.6;94.4;47.0;7.7;11.2;29.0;9.1;3.6;5.7;13.2;15.0
+21.7;94.9;47.3;7.7;11.3;29.3;9.1;3.6;5.7;13.2;15.1
+21.8;95.3;47.5;7.8;11.4;29.6;9.2;3.7;5.8;13.3;15.2
+21.9;95.7;47.8;7.9;11.6;29.9;9.3;3.7;5.8;13.4;15.3
+22.0;96.2;48.1;7.9;11.7;30.3;9.4;3.7;5.9;13.5;15.4
+22.0;96.7;48.4;8.0;11.8;30.7;9.6;3.8;6.0;13.7;15.5
+22.1;97.1;48.7;8.1;11.9;31.0;9.7;3.8;6.1;13.8;15.6
+22.2;97.6;48.9;8.1;12.0;31.4;9.8;3.9;6.2;13.9;15.6
+22.3;97.9;49.1;8.2;12.1;31.7;9.9;3.9;6.2;14.1;15.7
+22.3;98.2;49.3;8.2;12.2;31.9;10.0;3.9;6.3;14.2;15.8
+22.4;98.3;49.3;8.2;12.2;32.1;10.0;4.0;6.4;14.4;15.8
+22.4;98.3;49.3;8.2;12.2;32.2;10.1;4.0;6.4;14.5;15.8
+22.3;98.2;49.3;8.2;12.2;32.2;10.1;4.0;6.5;14.6;15.8
+22.3;98.1;49.2;8.2;12.2;32.1;10.1;4.0;6.5;14.7;15.8
+22.2;97.9;49.0;8.2;12.2;32.1;10.1;4.0;6.6;14.8;15.7
+22.2;97.7;48.9;8.1;12.2;32.0;10.1;4.0;6.6;14.8;15.7
+22.1;97.4;48.7;8.1;12.2;31.9;10.0;4.0;6.6;14.8;15.7
+22.0;97.1;48.5;8.1;12.1;31.8;10.0;4.0;6.6;14.8;15.6
+22.0;96.8;48.3;8.1;12.1;31.7;10.0;4.0;6.6;14.8;15.6
+21.9;96.5;48.1;8.0;12.1;31.6;10.0;4.0;6.6;14.8;15.5
+21.8;96.2;47.9;8.0;12.0;31.5;9.9;4.0;6.6;14.8;15.5
+21.7;95.9;47.7;8.0;12.0;31.4;9.9;4.0;6.6;14.7;15.4
+21.6;95.6;47.5;7.9;11.9;31.3;9.9;4.0;6.5;14.6;15.4
+21.6;95.3;47.3;7.9;11.9;31.1;9.8;3.9;6.5;14.5;15.4
+21.5;94.9;47.1;7.9;11.8;30.9;9.8;3.9;6.5;14.5;15.3
+21.4;94.6;46.9;7.8;11.8;30.7;9.7;3.9;6.4;14.4;15.3
+21.3;94.3;46.7;7.8;11.7;30.6;9.7;3.9;6.4;14.3;15.2
+21.3;93.9;46.5;7.8;11.7;30.4;9.6;3.9;6.3;14.2;15.2
+21.2;93.6;46.3;7.7;11.6;30.3;9.6;3.8;6.3;14.1;15.1
+21.1;93.2;46.1;7.7;11.6;30.1;9.5;3.8;6.3;14.0;15.1
+21.0;92.9;45.9;7.7;11.5;30.0;9.5;3.8;6.2;13.9;15.0
+20.9;92.5;45.6;7.6;11.5;29.9;9.4;3.8;6.2;13.9;14.9
+20.8;92.2;45.4;7.6;11.4;29.8;9.4;3.8;6.2;13.8;14.9
+20.7;91.8;45.2;7.6;11.4;29.7;9.4;3.7;6.1;13.7;14.8
+20.6;91.5;45.0;7.5;11.4;29.6;9.3;3.7;6.1;13.6;14.8
+20.6;91.2;44.8;7.5;11.3;29.4;9.3;3.7;6.1;13.6;14.7
+20.5;90.9;44.7;7.5;11.3;29.3;9.3;3.7;6.1;13.5;14.7
+20.4;90.6;44.5;7.4;11.3;29.2;9.2;3.7;6.1;13.4;14.7
+20.4;90.4;44.3;7.4;11.2;29.1;9.2;3.7;6.0;13.4;14.6
+20.3;90.2;44.2;7.4;11.2;29.0;9.2;3.7;6.0;13.3;14.6
+20.3;89.9;44.0;7.4;11.2;28.9;9.1;3.7;6.0;13.3;14.5
+20.2;89.8;43.8;7.3;11.1;28.8;9.1;3.6;6.0;13.2;14.5
+20.2;89.6;43.7;7.3;11.1;28.7;9.1;3.6;6.0;13.2;14.5
+20.1;89.4;43.5;7.3;11.0;28.6;9.0;3.6;5.9;13.1;14.4
+20.0;89.3;43.4;7.3;11.0;28.5;9.0;3.6;5.9;13.1;14.4
+20.0;89.2;43.2;7.2;11.0;28.4;9.0;3.6;5.9;13.1;14.4
+20.0;89.1;43.1;7.2;10.9;28.4;9.0;3.6;5.9;13.0;14.4
+19.9;89.0;43.1;7.2;10.9;28.4;8.9;3.6;5.9;13.0;14.4
+19.9;89.0;43.1;7.2;10.9;28.4;8.9;3.6;5.9;13.0;14.4
+20.0;89.1;43.1;7.2;10.9;28.4;8.9;3.6;5.9;13.0;14.4
+20.0;89.4;43.2;7.3;11.0;28.5;9.0;3.6;5.9;13.1;14.4
+20.1;89.8;43.4;7.3;11.0;28.6;9.0;3.6;5.9;13.1;14.5
+20.2;90.4;43.7;7.3;11.1;28.8;9.1;3.6;6.0;13.3;14.6
+20.4;91.2;44.1;7.4;11.2;29.1;9.2;3.7;6.1;13.4;14.7
+20.6;92.0;44.5;7.5;11.3;29.3;9.2;3.7;6.1;13.5;14.8
+20.7;92.7;44.9;7.5;11.4;29.6;9.3;3.7;6.2;13.7;14.9
+20.9;93.4;45.2;7.6;11.5;29.8;9.4;3.8;6.2;13.8;15.0
+21.0;93.8;45.4;7.6;11.6;29.9;9.4;3.8;6.3;13.9;15.1
+21.0;94.0;45.5;7.6;11.6;30.0;9.5;3.8;6.3;13.9;15.1
+21.0;94.0;45.5;7.6;11.6;30.0;9.5;3.8;6.3;13.9;15.1
+20.9;93.9;45.4;7.6;11.6;30.0;9.4;3.8;6.3;13.9;15.1
+20.9;93.7;45.3;7.6;11.5;29.9;9.4;3.8;6.3;13.9;15.0
+20.8;93.5;45.1;7.6;11.5;29.8;9.4;3.7;6.3;13.8;15.0
+20.8;93.4;45.1;7.6;11.5;29.8;9.4;3.7;6.3;13.8;15.0
+20.7;93.4;45.0;7.6;11.5;29.7;9.4;3.7;6.3;13.8;15.0
+20.8;93.5;45.1;7.6;11.5;29.8;9.4;3.7;6.3;13.8;15.0
+20.8;93.6;45.1;7.6;11.5;29.8;9.4;3.7;6.3;13.8;15.0
+20.8;93.8;45.2;7.6;11.5;29.8;9.4;3.7;6.3;13.8;15.1
+20.8;94.0;45.2;7.6;11.5;29.8;9.4;3.7;6.3;13.8;15.1
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_p_forecasted.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_p_forecasted.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..0f8ba89811b6c7ed620699066f17d4c318a2b780
GIT binary patch
literal 4045
zcmV;;4>IsVT4*^jL0KkKSrRKM{s20a+yDR)00V#MBn03Ze{s&Q9)WB&!)!LeL8=lK
z!*)IZ;6Nxy5C&fQa^sJ=JGXhydvm?*=bqa=6k^?A8szTCZO+#TQ_u}nL4Yw6$W=jr
zB{ayB)l?V)O(dqxRVWMvDpeo*RHa6PMhKL`O;tTlP!RwS{7)=@l{gdf41Y<%<mc#;
zQA(|<#Z3PTlAV9ENIG`(M6db~)dCrqNnieqY;q5ogBc6KK9JRmZ*`bR7iH3+RIYI;
zV)zvqht`e2I7Hnym4(99A6OAR=!Ogm1jh686o|}%Yw}3vnCTdi8cSRoZ63|q)?n~c
zM!NE)Z(H#hntM4SJ;;+cprE`O5LO|M7z9Vo{6=WL+OT)Br){2nvO{@usMQ1I?{bvM
zLgB13UJ*uBO@%;Jr+=m6#>8n@nv69g4<LvCko2006J!k`{G==xB>qsc*wmCkixglm
zKaxto!^{PpmMr=sMGzs@K@Tfv*%-v?9Yy{T%u?(*`}8{?Oevk?w72le>Ym-y`DW>T
zKs5S(Dfqz0nGCd(w2i4gw#Jqzxpi`E9L<2qiBpRunnO{H85pY4$}yTDvQXGcs={iL
zXgrM|#M%uhLL!PJVho0?ki(-Q$E7Lo!7vqr)slD)Kz;|HzCh}fG?j_a19)#3_X**r
z0$y;uEA5fraUdFK@ClGyKvDRIdV<y=V2rcY8f$K0pk@V$6e`G2@jQqjG@(#%R;eaM
zJO-l4q{GA}f*6TJX;K2nAvHjcf^hU=!gy~>Y7Pv9K9EBMv|oVv1Hkn_s*p~O-g+?F
zyOD#$8oboM3{9JORgIJ2J*Q6n3!a7J`wVQ0&^nN|4E8&~%nw6_vclR!R4F!1MhQ02
zFtk1(Tge5T4MmVyCWQKE3W!u2Z9s=X8E0Y<VIPapFsfonBs;?f#14;@PY6**D3V!w
zq&)Hn_b!46N)T1{95;F*$pH46ZWE77%Kj1R$aIxjX<!#-Nt$LFR}zRYB_)Bfc~(T5
zZUZbIq@{QW$vhgsSs}1KgwinuDM4aFb|57>G=;H2_<I~gY`J8Uye0{P2UEa@l_{aC
zm&tr)%?Car(J-w)M|6tTq=c#`c=Nj`82}UGPaZBlnSW+9I!=XIwgywqSb559CP_fh
z)kI^48Gyf_B~jS29yJk?O#|XeL1Z)v3dxp1ggOZzoy!P}60j5H8QK)MTTHUs(vRSi
z@C4}tVGRH>8H>o1EZo=<N}(aNCXZ!{8+lm8?;eNK>c1E#?wl{yGHj!1>SPT<+>7W#
zYjT-jWDF+Bs<8|(rU2<t(iH|H=}{6BU~<DiWMct9*ib<biX4)5Arc4XaTpbZVbK$^
z%1c^IwpkOVbRqPTd@xcx2g)7<plEB9ha2RhO@xOxe4VBH#y8`=_Q~JB3@2j=(E!*d
zY_qACg#?47WAWk-p<JOnLii5n8WMqolr>0MWU_1(Q_!n4g#}cTQHl_nLzI(a7^tvB
zM4DK^W5N@nvNCo?2q)65Se61utP5j1SFk)o=n(mVgnTP)jR8YNSu$^9Qhm>GkFsZv
z8~1uW@5j#o`G9$gBlHsL`sG882F8_)q2jv&)5IpyU2QTIGGv;@O=L3)iI5ZqY?XEr
zQ3>fL$a0o#gJg`cfW#o8BA|h!iY5^1MC=*#L=h^m>L67fgp5815Hcsqz82d?xhObU
zdgzMeyu`U31a9)PWVdfT890vw?0eA6KB0MXBCo{|yW=t51Ic|MEV@+S0m}nc2+c_{
zWQ8z;Cdo}CsIZztLU3VCp%T)Pj1W;pVWbewi2>|Up92MDK}kA+$VeXpYS|a49un<J
zsL*OA%c~R^v79s_YAzk9)a%h#nm2^VlR8eDz{HcI1E~wl$Ock}%(f-*mqQ_&49C!!
zW!Tw*lCA-%6-a{W5{^<($cDn7^dT5S@%uo^e+x@COs2A#nrLrnX2%9SqSG|w&sdgh
zbhFy1&6iUTTA`f3baCr}&10%(t5DX?lU|=hN8Tmsub+HneLP|@*X~@eI-{D`Mm)tf
zX~~z3RMuGOmy8C?>6edWHM6E(%C)hwdOfPP&8ySRQJIXtno55@q%V4+z3NJYKo$Pf
z0q`h+^g;I#e)#xpv`+?Mi-rg|VTfY3EmKHPB~nsQ1*Mi)SdA?qO3(pzwl<A}RFowt
z@-8^wU>^daVi00LBNj0u76PdJ0w{OfRXB|(KR+A*_)mnuXaKkYVq84v{jHy<TA7nJ
z3mKy<uv%|Dm91%0P46;UtW#Y>u5le1s#&cDTN2D=Em``NPpTpJ=jki;N%($EC*pLc
zJNBQBBd+Q@pzDs8IY(DcUDPz5vdo#)T34BCO~SMuWtncPN$S&T+?iT2rr@gi6<)<h
zsuY5Cd(}ID7^{vLE@h;~Wa8;gxZ$bqEgD8MO?vT$DXv{kj-}gJWXNlDbvX{3mlr7O
zYfp-({O})%`784K>Bkjgb`+yXbh5_KTLPK_kxELSr51p@Ei6H>qJ^Xi3$U~;7cS>l
zCD-nL$HJ)m^ot?>zWMaIM=n1Zs?`kL$l-I2IIf2-ZkHj)Ym=h6akEB)4BJ+!X1T!X
zTy)H|YNhZA=`W9sFydV~ef$rvi{zhE<@4#LRWZfG4Rmx6(^m}gO+!&N-AzQ@Q&coH
z)Wbp44HePTLlAY)(R4M{G+jqSM9|Y$MAX+%0X_s2B0YL^I=y?s8iBg#V(M=g=sN4J
zCWIX{LtQj5)!qRERW#7oG=OQK2Aig92TcUn1lL0}7@E3{nrLgHXllCax*86tsO({;
zn&=LWfFaO91KRKGSpOe>{(fG%pND^EL*$N|QD#Y6F!7QZnJp^ACLo}JWb&Xhl$7ZX
zP9nj=7{oaxN5qAcA73;!5NM&X#Drv#PI>4;uER|YpIm!k5KBAKbqQ~@NP<fCtW{fK
zmyQO%7VFjF8gmjpAs$-z@R;(JdLY50k5{8LE)`8|BNFl<6U}<qZW*$2ovqM~KonOm
zS!EZ7opuoXF)7&%si!A1PP508hS2>p6U$_<{R|1?X8zcFO;kPOXj5eD)HsEmUl(|U
zUnS&+rm_t-q6qh}H8Xq@;L~)toIZO!oeMBEY?5np?^B79shDK=;#ACJAtFX82$&a<
zIqQ7_GO(D-zOcAv$J>v2W)NR|VMZD@2(2n?Ey}J(*?$!~G6jMk*}oe?=^271p5rM<
ztbQ+{y;XvY`Bfn!U8(BP&`iv*be*ABIB#5|%7yW1c?b$PH&DXMy71m1AzC6KG^Q7x
z8WQ)5uUw0e2p72HmPQ!l<h{e4%3cg!M+F+NfYWzf47gTKaXK1e^YNT_oY{IkN?wG6
zAmknq@`FwF6}g8JH!o96YD0J=G^C?pt*|zpp9b|hpzw^@zVB_jk4dK`y}OMDIm44Q
zYjDg;e>zS!HI<69A3(WBI91o%>ArU_(Gbpg;%VURv&>Q{2|)E#p{O(-(q{YF3AiD9
z(D}^+9m!=JoP-TPX}r|tP~smXdwN!FXVM44!hI2nJSe;e_AB=i?eTQ3j+b^C3H#{t
zlFlH;DvaV!Zc&|aHs;|Edz<<<=4JaJc4k6dliS4|=sQ$QvjiHijM<e?+}g7Tndd09
z&iKXMme74O+(V}!x0?VH+hktt4UqI|$7O)X@Hs=71#bIrGh9ByHvnY&&u0A0H|8*s
zAz2kr^FGduGG;UGs&n-kaf|iVS@?2{mAX;-9)_TZbiib!HA6lm_{X4mJ=eK*UAKm^
z9#2SbPd`n54*|^3_YDm3sN;P~%{v!{Z2N#lq7pKyj%fCl5h6;n09KK)0v**<9fp?D
zbU3k2#Dw2tfnlF;;mS1~OQn!Gm|pQHErO*(uPSf42gqU-4I#+jrB|EeN?fY0tV<gP
zE?k{an`G$BhsA{n(W&?Ae>t459D|p<E_KTCZIuQTz}c3@VM}F;0U0B6E7bdFvbTL|
zTvY0)v_N+<yw2Ksr|0s|HhG+_8M-9TdBNFbSizS?7eX*a5D^JjgCs(5Wf)k3y`3g{
zIX-X+TdGEq_M)FL!{eK{$Inx4`8tj2%-zYy+HUnjytq#jd)}Me$K$fMP~#5Fb0y_f
zYM9q%FuL!u^_upaSBUgIo2jYj$?IyiHn#g+o2$8LvcyGoWE;}WwGMKr#`dzu1QgTi
zcO~rBm{)PNa6=qT=G_XmX}6RQuveVaPWy80slM)&cs8Q;UJY%^g6BC>qvRHyWZc9P
z9W}H&x63<>$acoMmn@j3+x11yw(GL_;^(uE0Ul7ds&^=FrT1<;=@Y%0ywZ7#V9sgk
zR!{`jm#e}EKr$^3VPX>k(<Or$LZmDu>mZikl#EOyq6tf7VP{yzK%;^ch>IbVN)@93
zRxzH`O+rQ2yiydD+<GCtICW7W<^yii?t7AF77_=nSQc-)nPjp%yB+NqL4ZOCTlY$d
zNxSpueN<Uk6p=4Crto%OE4zICRLH(QAaIH#P|n@nQQk=FHg&n&jE5eu&@@8!<vr@&
znCx$E<_{2gd&mr)!g4A(<O(`Y+J=D+(MDRc5<K9k>kKr#xNUXC;<$|09u+y2wANv{
zxcj8_0|`Q7t)7m3&kb9(2FlcixY5HS%m&aVcIeIyG|ab&7(YG`^9#=-G>E%3^%Q1W
z?S^vIX4{U9c$M?=h;-_moI07eap2S<rS8wRnXazF{Z9@f#1NNxR45@q1Vi23aBjY@
zmK`zaAHAa)rtE4Yg<F#__rx$bd7h)svDr}@5Y%Z7O_K-R)zK3K`3@Cwajmj(`GZSo
z@S655N%OW_N((+Vn7BRLn5O0Q=dROp+u)sfPZbkxIP21c3wt0TD-=|$+MM-P8R<CL
zaVAd(c`jWp(-BvA*24D)3^QQr*MoZYq(0}w;3GpcSoJ;;fVkXf-C9-%`>ZD>hgtJk
zuL<?)=H+<`iOE?h4T2CSfr#+EB@{8-GpBcVFzbV>yM07BYHDVtdMVF!T~zgIb1ye4
zRd1rck8XBN=C^g<c5AZ7uWzO_NR{-L+MtdvntdsKWReiF%cL)s6Vf9&>%_*0rX)x!
zcE0Rs7Or6!#v?L3RIIlPlk6sDa~??xdvfmazI{C;s~)}gs-{iOR#c@{E!HNQvtrSe
zQh{PxgDxWw(FLx`nz7<ZZB<j^2qC2Bbscx>mp9^<a!tItDL!3syUf7N5Gt~tP4%(!
zaM{GB!vIf+d-pI82fLj*47==Qy;ZvpM0BL8_5Be#oI6II)EDdGQEblX<s)4drNrh<
z*&eLB6fIX>`n>#+CF{0_az?9;t`0G_(tY2AkFrO>A1IH)N9enfDZ+$+ky%&p9?FPG

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_q.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_q.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..12d7e3e8a7f4c603bdbc843f03f9303e7d955de0
GIT binary patch
literal 4316
zcmV<25F_tGT4*^jL0KkKS$6veZvZ#?TmS$P00V#MBn03b9o*y`2hb=T000UPKzbhR
zFnzJ9LZVd_9zKGL;`;-V>A<k9uIEsysS!dIb~(=H2W_^u4NoA`RZw6JPY4xBkigT*
z5j9j80!<_)RHGrFQl#FgPy<5+Do@m=l|3K>00<wS(y<l(%2)bhX!W13*Ee;TY1Tqz
z*?D$itDG<cc9q-L{j|khZX@OL!+T^y5-(|jaH_nS=$cc|w&QdqG-3Lx$Y|ORjka`E
zEElz>CuBs`8{CQtn$_5@lpx{?YK`i8QGLXhan|>y2DFKtO+`nn?TwZ@nbb3B5*=>4
zR+*bk>ewGrJwa&Hn2CymM0IgeAo`hji5v{tv?CBci-m`I%0!ANSz5!5UD6bcqAqz{
z4Yl5sDB2YXQr)VkZfjg%>g|DL^UW-)aL(&SVU-DE2|_TglseuK(WkXyrREeuW!_Z9
zH?Cb_?56&%4eOgs|71FJRRSC#PYVSH5hsZ<5IH3Ll1wH@9{ih|P1SzotN93JIxlkP
zwS`p;_`S~Zx1;3Vd}eBz6?}PpX)24sJT~m*-t->2nI*U2^kHf2icgq`{UkLOLox@@
z`DVBxEJ09H!ZMWvMnH+?3PD012cne~2e47%r|hpabB7!_Yvox_Q|PkN1|K1zM>LLe
zj&zWRb6vRL<@Sxf)y=bI-#T9C%)mT5D2JklgOp{L)W%|SPY9<owtAD<C4&y(NlgG~
zSOte(Q6>|JimJ1~v0O0VftFbd3Q~b$LSG6Bg2)|4d0TAov0}*~=uCzPtVIPi=P#1W
zp2P52A6d?EuI_sLKrbuW=VoPBIovS0dZ(W5udx-rGbOj!o@xc_4n_t!-bDs>jeeO!
z*b`C)0+P>^pC1~wQ-c+e?V0k1k_a#o87vAEw6au^_yrXtXKnU1D363uizJ>i6h#yi
z1ahKigvEG3Js@BQ)2=%41mILNOdcKq4wmaOP)4}~N^xveS&=^NeqeZ-JWctw4VQzt
z%<G00=d5}l$JCzOCWQk4!5;jkq@|(6SVk|C<1|<WKtTpXg2c;9B^X1&krY9UK?I(K
zlGDZp7#Ksu1Hr9mca+8|ilCU#b}OkNF;j#g;zI%*_|hib-SXPR^dt)}y;QE7iu+66
zr@MWyhE-1^;A0P&<)|%X=4InJUu432FH-vqL3D<sER^d6ohRB6k%<;V<ccw43h)#Z
zf+Rx<&`MfEv{8s5I#95*3SPKF3oMx+b}1)aV46a)OD&})Zb=O=I7vMrEW$~`Yetie
z-WSk;nT_tdtP3r!56x}&zW25eMnGmQfmmeE8m*Qh&qP*vf=!gWj~lG+d<DvMtf+QP
z5>PCiJ1~Lf0)nwbVle~c1>m6(k}zN}$w^^C$iQO}?3k$(1Y}^&oiafxERkRxfNL}s
zfkq>ww5^t`rmD?An~)Dcg`6Sx!@AVFF5X@=ea6fw61X`Z6e?^bfrCH{Y5-F8B+SDh
zFuTf8dK`Q&*0C$jd>K8Np3Sqy9Hn8b35Y68ld2pPo74l!D99X(5MYI%SS5@|kpV(4
zK*1RH!pcxPRgnY~R1ha%8kse1K+v)+WIRm}oP?2;DUxk%b`_dY4X!*+s!x5L*CRQu
z`{J6{s&1YSCIN<vBojJd1=(a9d4{C~eF~#E(WLvCGvfw$L(|q=MQ&rGQe-d=s>$?F
zGHIS*BBKOh%0S4Bh`~TXlOV_-FhU|kW71+BM)nj@1VI@g*(QS#F)Ip!ip5c6o`lE~
ze?W#wFoE`gGU=A7&$EUf9dfpFrc?Bp&zTxR1fUOE0Q<|lya0{Nf#%Ay-xV2AN0Gb9
z8aJO@%i10iCBBWzkv9!VrYuD>K|U5vsTONuED@8+Ot6H=j8G8)Fr+DAV2KII*!>ua
zipU4SF6TK|<A*s%<ykMO_LYo}y-*pLk07T5*3W`<Rh~qxE2hps>GtI7vl#qaJJ9&0
zO4skF);c~g!u19-!b8&PNu`ohie{L0e8Gg?)L@A`vMfHbNr)h^U}6yJBifOQFYW}N
z5GUXpknAP_CKFRem1(7`35FQbF{;(5(<?O?WXnTLSv6R}sf$*uJ5>jHA;jqII<m6L
z)|RaeW?_tJsg}u;US3nd<>I`jhm*>A9uF1pp*}cMp91G4As9d*SR_dhWMc@%3=kOd
zbCD_Zgni^kl6}69rc!CG83wG?k}=IP@=>l63_OviB(a*sGv|BKt!BodjXLY6Lv|s0
zs2lHvKVMJ31?A_E^)^_VhSp_jrp;<<UF)jot!8LoX0*dmYg*K5t65{Rx+uORN1pgo
z&K};L&Wq_(*<#gLmYCI(a=B54YRRjF;-)rg)o`3uWwc?Fl(?acV-3V{OD$od%COpH
zFpXWi4I|}MN4%)=uanoWL!fkHShQ9%X=1H4Y&AotPV{zDy=7{aT4ji9SelWHwJ{9L
z7?Ajcp72+dUoV%zg{HKywU^f#jbmk$+ox%EcUsXi8q5r{O^U`c+Kpze-IR}oLGL6y
zC$rl2_oD5zYbl*x6!P6oVohw#B<Yh(s@HovI!m^!GOJrnEelTdbv>e^lp6N*_N;?l
zIy))W)ss?dtFh8u8!aqLTMbPH*)r%mG-+j8)<&t0y1OQiR1=i;v4zxid#fp=>eErA
z)4g_1#njVLfvZa^BF9}j4$8YS(#oweYBYu&?Cg9HJ^g(B{C_?Z)?)c!anFgDc_IqE
zwNL7<O=rZs7h|;|fwcJ%fI*Bt@|tK}+?T12AgzP6jwNoV6W*1^<5Y@-4trK8*3*=d
zR!OEf5+3F};hL|FqykN?+-pWu9Zr(m8RFlrqU_@O-ACrR1_``OTZ|;K*o>QI)L@K#
z#&P9AmAdlNVOa#?+UM6rOOusfo2Y2px#ADERZ>ohdl9b?L@k115rjz!IK;xlieYVO
zoC!+q-KJgD283u*^^mId2eWLDPBDI*sPl6dVdu&twoAiifg+4b%*1tBVIi{Wc}T?5
z?jaX=3nrHYSi@++Mx0^rLRg}RJDsg=!@$G3d=4jOjA3DTK|*R55W3xiC8qojJavfY
z3abl9g@WaF(ZNSITvj(k)6}{?FPS$pOZz$AptqjqVMWgJIlHqtCX>oh00Db0cez$Z
zF{ZOPz7l{Tv(t=)BLvNzfq4A_9A+(p-t|z<_UCnS$S^}}LU!vEKq7%VxI@7X-GKYO
zSJ5_Gem?8Xox9+U;`+_O-szap9Ui*4VG~g7%gNDW^By@}`z6d(j@>pn?sS&LjAGVv
zomqV6B9}121c61e$N*X{UR<oS%n94Hyvrj%8S$FKm&!AXr<CaAB3?8{6rii~L016@
zJhsH5p#iq~#_+jt629|gm`v9|gxq%{0)l+GEG}7b1m%-a7(t0jEVvzVvz9HBeL_CW
z!xdXmPji+<2`U0%5wh51ae)-ei4!fzix7MtW<p%>>$nMn7SV-VLHC(t!2q@<ZnuS9
zu(cL2ifkPV5Zlh3PCYD^>hSWUHf>g<*+ja^DQg{kFJ(w|bs*{T$G0+>)n=n@-sP=o
zbu3X{xVK6e=*N54cTBxeJVym8K{Cr~rJG#$Ea~k{sfOe;Ec<)1-8<b3K?N8vR7F%k
z;z44JV6hSkDy&rNYg<5~fTU#xr5K2xTC7n-V1m(=l?t-k3qVGt3riG1o3UylprC@w
z7{p?$6p<29qeLpH79glB-ne^w&hwkU9=~JRE!E-GHY8J>8t!wpRnBupUt`-;xL%XO
zS$P&PW(%1{DW?HFfb%I++G8MmUuEs}ORdV8l45yxZ?5ALH6kx@J398qVCkG@qDA(~
z3%6HbtA;bW9z-QXDITSxNRr1p(5{JgJ3XjL6FsN7WWE%tw)-6pl91|`nDSbeQZr!}
zQ>17;pi{2wuCC#mSyo|q)ZOK2#Jd#MweMa0j8tN(Aflp^S>xDiM;uJLORa5_$KC|^
zpC1V>S(Ga&^t59@X^xU}nU9aS_kVKwopq}|mPJ~kfKk`KS+3c7b9={rH!HmlrRC*G
zv;a?u@C*^-;jCI4(_e7Dr-5H$ko8ttZUv*R&HKoTK133HPlk{L?1i&eG+d_gGmj;8
zR$&N};6Xf5Bu!xBHg9UK9jTOM>6Bge2JN}-d!$xZrb@oUwJ%LxBG!t~wsF5Cq8(nA
zyIB!n=8z*RuAGo`_YPN9?OW+K7#8GND>9!Db<#J`V3|y(r;?p9TJDthp463dPG}D@
z*6(r2*OG3^24uLaV3R4<!mtrZ?lQ~m>ARV7GF=Mn*>=JzJuI9;j{{MZtkAmDt48d>
zxT%}!nrigzkmP2}9lNhd7UmQw@Fg0OS*mj92<vo$)HhYRK=F*mRzYK?aR*$gkhhZi
zcT^X2Z?rt&)d9MiY~r~k^qtmQd16>ZGOjGU?Xz`$kQtUvI?ZASq3|x&(bFrn9*((C
zcWk{5^6XvUZforsxq5C4Vv$ogD;j&7alOTpkm-F_+)7?Ihl@ssEErlfri8Ai!0Mwj
zoV&Z}af*@hl1V(Avqj~M=<SzrF5#i0O4B0f^{ckmmu|Rro*ms-8%_nWnnsP}rJ68>
zk8Jkr)57yJmIpaiv}2^l8^C()<MN?eu=3glq&u~#zI;aM2T)R^dtKL*vOAF@Z?x1s
z)ydm0h4$Q6t|{tsOgkMarD>eaX*zfutJ}`$)xA#_Us3Cc$EQYG!85z5)}2l~v(Gl|
z(J!{~=C_9mN`|#o4MVR^=C^vLJ|zUoo0cz;W?Q<pb<F7O@)X6As;q}dHfIw!f+fe#
z5UFCW=t8v1u%Q5eL^;_^h&L+sfY5w=&#vmPC9Q%Ly(zSm6lD%QLwTE3Bpp`zl(>nT
zy=8Xeq7<^G?s@vb+@hE@A1aE^8nIg*7k9DZQ)+HEsg2;{ao%h=O~#BNVeY#d8aEFK
zc+Pgza(7HAVcT6(wb2qSH%l>Vo7J_fUGC;7I$o0?x}quT%%h35%^w`Svtwf|L|AtQ
zd7w%@71&+&5wAo<N4c%AS$C(N>fwfPhd1({U8>Rm=a$gjAzd7yq!5--enq5+CEo75
zN7f=o#O1)-w;&_i5bYL1US1~e-8vA!X%N(5p3}o2KB_?_)cpxAd5+{sq~1uJfO-V%
z=oNm@m{`m8xsvRSd7ie*^;tCFzT?6^**y;!Wsy?E6(A*38G9LxXe5$HboTNXs{LaZ
zqA=B<t}I8>(IQgZv3d#csD!N!Z7j6G->p%`9dB|doqBNTY^4}Lg9<yMOMDV^TR5sV
z?)*?b+~jwgA+!(>Z+oGPt5Aeg+mWOw+f@4fORv-D1n`HFyU&YWthx(WdJ_rE?-ZpJ
zt<nJwU9`57WsJ<1kXKfXCX^RxdziT_P#J`<x-q1+C1Yt_UlleKZ7V?uLLv;wyBLmK
zwJSHwt;ZRs9#aS%x!7S-dr_P^rjfZp<x!-9KD0q2c5MckYuXqm-qN!U45_L35?z;C
zh>C+q_fuDd0{85(Z(eUGZQ1U_>T5%I9bpo4Z91vYDm@E?xd{vkcMY5+6XIxr0SxY>
zv~hi1;t5^B$q;A+5Qx6rt|N3S&d+e%w}lWOPcJMzySqU!n$LqyX=rB5xGxK|AtTxd
zDJul{u)}7#<buykFgTZ8TiKi2eGL*wI8Z(bG$<jy{ogNs`}raNNPgk|F#bq?;_gVN
K3K9<AVC~?@78dOQ

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_q_forecasted.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/load_q_forecasted.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..cfa976d91bf4ff0bdc7111342f19ab94e7b25493
GIT binary patch
literal 3408
zcmV-W4X^S-T4*^jL0KkKSzkY!2LLzu+yDR)00V#MBn03W9h%bnV-TtbZ0^Hu;U&{u
zZ-ORD000Z#+2|>@({3<;r$rGv8rhGgy3A_J%<z=aFx6BT0zzpMRU<|NC#69305F9m
zHWgIJ^$ZlMPxPde00Jb`m{gNM(f}d-AJPyIP|!*JlE2tE;6!Y~enu>LN_nFj#c4pt
zhv15;IDe5{9l!3<mzAyj@ZLS?*CLH0g;P4ofi36-5syOYo>zo1MC!U>Q-OvjW-ZPI
z<MQub8f1w~tGw6A;qk7qJ>!gYR<3=s!JB?wZgJH{rv34|(cSJw&iv5FAa6Q0cC>T2
zL$hqvqT`vq=4h_m(~k=LTEs^98R8Bsp0gE7<ZpU@KTvxEGFeXmdiVWPZrTwxfyJaH
zkbeMbiQ#x4P$-AssHRlc3_OHI)8@YtGFj>4+wB*PHGUm2;}-Kzz9ESpuZKH<ZF)#j
zVvZni6Kmi#=n95dJwZgO;-S;45z16Jj*!s9QKA#b)E$Y%0)-Ugt2Gunro#@RCn!Mg
zp|55=?!45Y;(HLDAq3EL2{W#5W9L|B4DuLApjBK4gU4&6Jq(@-OIjCWAZVZx@D(8U
z#F0Ls2gn)|K@^N=i1|$$Q@|JpH4GoW7U}Y!L%`{#-g}pQ_vgasC&m||Q^ocySpDm?
zr?BuH2tjJNhX-lI3J0LT;qp2{R#I3r<gZZFN*!6#Bh>)y3cv_bL*+{CQ1FHVa17NG
z`QOrBK?@vidVLO9db!Vd&}p9I#~C?&j95pD;NQPmZ#B|{!EreA6s7dA96nXh62vfT
z126#UVN?<X(w$z|;`JHL8509&D*ON%`2g^y2yG2&b%pdDR7u3nSmO3MdFpPv9@|$K
z0b)G_q{$P6fukfsi54y9Zrnq@?W2oTz%h6nLX3j?5=w>+I|m|Vpq)7>)YTO$FfbF`
zP@dT0heUK{vjU89gCdYjDiT^G9sxq24Xhb!8EEK&GN6=bG?J+%HL|M5W%Y~K5eK9S
zT?}EKDDhq$!I7IVH{*#BdnM|+7Zk;MyG;S<NN8Y~6R^x}QivpEHHH|50R;zL63|2>
z&s+nd4?r|&AsE6zgHj?2pjrYvgov~jgtZ7g1@aP&Bbg#KUq3Ru0#HLi5jo%~k3zue
z?qreAj7|FS8&?lKDmW%7*N%h4AtX}_f$)&bkjX9(5ClNPaSa6|oG=0hjKI>b06%F>
zAxhv6!oCDCb~z@f!%xrK_Bi@#4n$YyhrRE;C&5E_B{58jl=F$EAZA0tc{dD!u%riJ
zO_$oJVLUA9P|z3;SBPmt%@IUOpA@n}5i3Gs0YJw<IGn0zq)r1`iAf0re1SnWs^DOU
z7UME&9N0DHefNe(68U?PoApZkpNgH{Ie~qEHv<6ASepV2^5;0D<D{<%;{r#?JyE6s
z(Kd}o(j*Z+gq9&95jckfi9k>f0j-1*k%&G*fb1R!6ljkfY9x;tY95^o<VT+`L@~#K
z!vvCu@W6o(@d>own<!6CiEby7c%LbtT?5rPhQK@&1R#7f0G$rA&ksC!dHo>zOZHx`
z*qW0~EVWA*GSv-DO=N0nV<m<)V8bS`VX3PYG_qpWqf?1PycOg+be&pQ$*m1)X|aZU
zaSRg|05LH!0~|vU#4!v95x_7p58?nP@&Iq*l%S+Q0+@s_z`-n%5-6t;1wT9y@=wRn
z@=5UgFx3ogMu^t4RG9G^*UDJ(6)0AyHNeCd69W+paD(!dL<is%T;?hV&&HH<0~LN6
zTGk^mm4eNx$!kol3t^>{ZD`dkYfBY=_c_6IDueI{ft$e$*zI=F18Rp{<mz2Y>h4ad
z(wsTdr&GmvCr3KCa=cf9x^=^;-c<6D$92*<D~q{Y4hL5boE$^09XcH&(Nul%Q{uj_
zr>fB!HHMPYG_+Q>jDr|x#I=kWD_ND5TFVSl)>^EFGb02#h@SX^;vU|f(@@4)STh>P
z(>0XVHHECrDW+y4S$<Qlla6uDtDVPiQR!4Z_^9{~r{AONq1SZoCt4cFYr4Cln;D3@
zV``S}xz$d)mqVht+;v<BYbH-%CyE_<^*v6Y>r+Ok?6qnxyO&o|baxJ?Nq0DK;B?bf
zm1~^3Tn;+plZnQf86Kpg!PAbDNrp8>qb8XenK6qaMm1RsG|IB8EgD%v8D(UwveAIW
z28*OsUHkHW$v<Y$;C`UP_4zvf`3oP<H5pqo;P`x#Cp@|vebm0|aZMXmRh^ScTZ%46
zcT}>_To#0msYLWekbA$iP`q)iy^<yR1c3vmU}PlL&IZIrooT-~n7mG7gp`<itm(#G
zJkq#7V)I&8x%bQ}t=*@+5uWxfLo?WsJTd^nA|v$_Tr#7DcD&elG%*b?MOGn}(}wEb
zO=H$sgokH&rs;i5F+^`{Hmhmt@QpY_8ZdcbTXCLv4X2akySUODd!0Q^bPcBQkX1G?
zBHmD`X|HNClqM^E@VSX<B&?`DZ@uZKw}AdM3r=3%D*oVU-rudDXg<sjiV1B2#v+FW
zj7J(~pAC!_uK|o`(^2uAI_(b#_UO8>QZ5uQI6B<m97noVfwl&)Z?V%Es6%COY(r4S
z5g=!h0Op3Mj0Z5{(%@vlkp2&R(v7e!^cyA#pvSf>B=LyzQKbE>4H23!#9`>U4`$-C
zRuZ96@qAK(!qKAu!D|kOXkwkwuz4ME!Gz>-G{dnIFvc*1L-fKDPhc6CMtd-mAU$ST
zjzr8+E$j&+8If_jH@(x3JxliE%)@t=EigOLo({n}t=N4Oxh;}%%8g#+y~|-t^YD=~
zl|6{HdF*oT)ayN?o{`hr@}8$^*Q*ybeqHWm>!sY-@5ti=XJ>s=svlmrekk{Q4&Y>&
zK-&~4E4VUA0*T6IXoM(;w**O)6$F(C;)Fy{)I`1rC514oGbPF*q6n5^aOSn#&v%b+
z8m7GWBawa7v8;!<PSVGA=V#8#y64SLk+JUd?prp8cJ?uh@igz;cW<8b=842Pq}Phu
z+(zFBmb|_0TQ8cM6jrI_>op#;t}@FlZX$apOziTyno->K61NN=by-EO-g#1PuN~fx
z9lWo4r)qMRPU)90TjcY(&$p}+80JHlolY3uWkq9_kTbWXOz7aQ=Q7Z|dIX^mkff2?
zZjL1<NF(pNjw6#&^zGtZ`l+#u>$~C@lt9QD<IsA&Z!*z@5|IW8kGxS$_7Yv+vZneX
zI6{I82kvh|G}m5buiti0zT0<gsZos-1ulxeb?o-Necj!shOTWMa1sIoGW!+XPG+UE
z1-RjowpC!o4KYxqOdSb6lvc|-86t%bdu)s@Md#kmp%k-<>^aJ)RMvULU&ndxr8FWK
zG8%8Ly)xc=PhGT-p_>UP?m{{iNyhIRxm$ZhM*8t{o;#HB%WKwnw4yGbyl*knpB=N>
zUhhD|4MLJ=B|-`-(@M4ATw30Hl5Q=<$t4yXI!})h-%0c1X9hj*zTwVXCo{O<!qu4?
zH)n`nhs~08^Le$jR`1RGzjV1y&iA|nh^VY>;l8?i!Q}}dBM{)1tEF6S7}*ae73on{
z?;e{89-2~FK)9~&bDbkmCh4F}0lr$1sb7783*HpuIp0t^MnZOI*WO%TdL3uSsBx5y
z$q^p7haeAN$62F*Mk;bBNGLIzA8>&ttn|#BQcp9M<++zVVI}MKY_mI_=91d{{<-O|
zH}7Rr^<#N9rckEk`bqCfRK;0O&oD6AzCO^)LY>nNK;^Pf&$l;=&2FXOcfEE!cbzzF
zr6ETqv<C(ngbyB#j#?LY?{SU0^=^qCwx^Xha>R5`nM~o;YVJ?csqDK#L{A){K*Wnp
znwtg@z|`LT-l{}mhA3hf#o-=pA4%2&=KJ2Rm~*?d*i5)Yr=!9VV|YN0XWTk$spKX+
zvCd;Yq%3AfB#02L2?!wKrml>tssnp9d5}fM_<F+f?3uH~=3hOT9b(Kq3GcAD(_><1
zy(Tm@4?km3x^?D5YAZa$qCq|?r6H+MPn?Pv(gu|U1PNvwEe;H5WOx;XFB%z%5S$Wd
z^&V+CBAYgENE$+w4yK?IFF3tJqQGb$PQQJr8Wc2yiZQe;&|O+W*@R+B6dGj)$B?p5
z9cMtSZ6K~AgmM%a7ctq<iY745hcah`AtveiS9nJ-JpCUAFVDPmmBXZZ=zi@)*I5Iu
zb>|2~^>sbmLuv7%0krU)Hv#LzX3&@)9qQ#O*4Lc4I2etrIlUu|4;5@}7`9}JU>a$Q
zEDVrzT0#pkZ05exkaXD!g(FhN-64YqP$tDijQem{R3=lxVBD30N)*}XWh^WT5d`Vs
zly#U0tPdasZ0ZoA89YTqxq;tZ;|wT8lNMZyp)pgAcy<l6n)hR<(BhUPY=SDsXSy9~
zo0EN+*N<HI*0F{ltFK>ogVfKy!}Zs+5XEcY!?i0o*Tib!WZf?kC<9`82}nVNagog9
mVQI$igo}YFunOILmhS#UA8`l79#dbourB0^aG@Z+e>M*F7e+t;

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_p.csv b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_p.csv
new file mode 100644
index 0000000..776f091
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_p.csv
@@ -0,0 +1,577 @@
+GEN-1;GEN-2;GEN-3;GEN-6;GEN-6#0;GEN-8
+70.9;73.2;71.7;36.4;0.0;0.0
+71.7;73.3;72.6;36.6;0.0;0.0
+70.5;73.9;72.7;35.6;0.0;0.0
+71.6;74.3;71.8;35.4;0.0;0.0
+71.7;73.8;72.0;34.4;0.0;0.0
+72.2;74.2;71.5;33.7;0.0;0.0
+70.3;74.9;73.1;33.6;0.0;0.0
+70.5;73.7;72.2;32.8;0.0;0.0
+72.2;73.1;71.9;32.7;0.0;0.0
+71.8;72.9;71.0;31.8;0.0;0.0
+71.1;72.4;70.0;31.4;0.0;0.0
+69.2;71.5;70.2;30.6;0.0;0.0
+70.7;71.1;70.1;29.6;0.0;0.0
+70.6;72.1;70.5;29.3;0.0;0.0
+68.8;72.9;69.2;28.9;0.0;0.0
+69.9;72.2;70.7;28.0;0.0;0.0
+70.9;73.1;70.7;28.0;0.0;0.0
+71.4;72.1;71.0;27.2;0.0;0.0
+71.4;71.2;70.6;26.4;0.0;0.0
+71.3;73.1;71.8;26.4;0.0;0.0
+71.8;74.0;71.9;25.6;0.0;0.0
+70.9;73.9;71.1;24.8;0.0;0.0
+71.9;73.2;71.5;24.5;0.0;0.0
+72.3;73.7;72.2;24.3;0.0;0.0
+72.8;73.5;71.0;23.5;0.0;0.0
+71.3;73.7;71.4;23.3;0.0;0.0
+72.1;73.5;71.3;22.8;0.0;0.0
+71.1;74.0;71.5;22.6;0.0;0.0
+72.0;73.5;72.5;22.0;0.0;0.0
+72.6;74.4;72.3;21.2;0.0;0.0
+72.3;73.6;72.1;21.0;0.0;0.0
+71.9;73.6;72.6;20.6;0.0;0.0
+71.7;73.7;72.9;20.2;0.0;0.0
+71.9;73.7;71.7;20.4;0.0;0.0
+70.0;73.3;70.6;19.4;0.0;0.0
+71.5;71.4;70.1;19.1;0.0;0.0
+71.4;73.5;70.8;19.2;0.0;0.0
+71.6;72.8;70.6;18.7;0.0;0.0
+68.8;72.1;71.1;18.1;0.0;0.0
+70.7;72.3;70.3;17.6;0.0;0.0
+69.6;71.5;70.3;17.7;0.0;0.0
+70.0;71.4;68.8;17.3;0.0;0.0
+69.5;72.7;68.4;17.1;0.0;0.0
+69.2;71.0;69.4;16.7;0.0;0.0
+70.0;69.0;69.7;16.2;0.0;0.0
+69.8;70.1;69.3;16.0;0.0;0.0
+70.2;71.0;69.6;15.7;0.0;0.0
+69.8;70.8;69.1;15.5;0.0;0.0
+68.2;69.7;69.0;15.4;0.0;0.0
+68.3;70.5;67.9;15.2;0.0;0.0
+68.9;70.2;68.4;15.2;0.0;0.0
+69.1;70.4;68.9;15.1;0.0;0.0
+68.1;69.5;68.5;14.8;0.0;0.0
+69.0;69.9;68.6;14.3;0.0;0.0
+69.4;69.2;68.2;14.5;0.0;0.0
+67.9;70.5;68.3;14.2;0.0;0.0
+67.9;69.4;68.1;14.2;0.0;0.0
+67.6;70.2;68.7;13.9;0.0;0.0
+68.5;69.6;69.3;13.8;0.0;0.0
+67.9;69.6;66.6;13.7;0.0;0.0
+69.2;69.6;67.9;13.6;0.0;0.0
+67.2;68.8;67.7;13.3;0.0;0.0
+67.8;70.1;68.1;13.3;0.0;0.0
+68.1;70.5;68.9;13.2;0.0;0.0
+68.9;71.0;68.2;13.2;0.0;0.0
+68.1;69.8;69.1;12.8;0.0;0.0
+68.4;70.0;68.8;13.1;0.0;0.0
+69.0;69.6;69.7;13.1;0.0;0.0
+68.2;69.1;67.5;12.8;0.0;0.0
+67.8;71.4;69.1;12.8;0.0;0.0
+70.1;70.0;68.9;12.7;0.0;0.0
+69.1;71.1;70.5;12.6;0.0;0.0
+69.4;69.9;67.8;12.7;0.0;0.0
+67.6;72.1;69.4;12.4;0.0;0.0
+68.7;70.1;68.0;12.4;0.0;0.0
+69.1;68.6;69.7;12.6;0.0;0.0
+69.8;71.3;68.4;12.3;0.0;0.0
+70.1;70.2;68.3;12.5;0.0;0.0
+70.8;71.7;70.0;12.3;0.0;0.0
+69.6;71.7;69.2;12.3;0.0;0.0
+70.4;71.1;70.9;12.3;0.0;0.0
+69.2;70.6;69.8;12.2;0.0;0.0
+70.2;71.2;69.6;12.0;0.0;0.0
+69.4;70.4;69.8;12.3;0.0;0.0
+71.0;70.3;70.0;12.3;0.0;0.0
+69.7;71.0;70.5;12.2;0.1;0.0
+70.5;72.3;70.6;12.2;0.1;0.1
+70.2;70.6;70.6;12.1;0.2;0.1
+69.7;71.8;70.0;11.7;0.3;0.2
+70.1;71.0;69.8;11.9;0.5;0.3
+69.5;71.1;69.9;12.0;0.7;0.4
+71.4;71.7;68.8;11.6;1.0;0.6
+69.7;71.9;70.7;11.8;1.3;0.7
+71.3;70.6;70.5;11.4;1.7;0.9
+70.0;71.2;69.4;11.6;1.9;1.1
+70.7;71.8;70.7;11.4;2.2;1.3
+70.4;71.7;71.0;11.2;2.5;1.5
+70.0;71.5;70.2;11.0;3.0;1.9
+70.4;71.5;69.2;11.3;3.8;2.3
+68.3;71.2;69.1;10.7;4.8;2.9
+68.4;71.0;68.9;10.8;5.9;3.5
+68.0;69.6;68.8;10.5;7.0;4.2
+68.3;69.9;68.4;10.4;8.3;4.9
+67.1;69.7;65.9;10.4;9.3;5.5
+68.0;68.4;66.2;10.2;10.0;5.8
+66.8;69.0;66.4;10.0;10.6;5.8
+67.4;68.7;68.4;9.9;10.3;5.8
+68.6;71.4;68.0;9.9;10.2;5.6
+69.8;70.3;68.4;9.7;10.1;5.4
+68.5;69.4;69.7;9.6;10.1;5.3
+69.2;68.9;70.0;9.6;10.6;5.5
+69.4;70.0;68.3;9.3;11.6;5.9
+69.4;69.8;69.1;9.1;12.7;6.6
+68.4;69.4;67.5;8.9;13.9;7.4
+68.4;68.7;67.3;9.0;15.1;8.0
+67.2;69.6;67.6;8.9;16.0;8.7
+66.2;69.3;67.0;8.5;17.2;9.1
+66.6;68.5;67.3;8.6;17.7;9.0
+67.5;68.4;67.9;8.5;17.8;8.7
+68.7;70.6;68.3;8.4;18.2;8.5
+69.1;69.9;68.5;8.3;18.3;8.5
+67.6;70.3;67.5;8.2;19.1;8.8
+67.6;68.9;67.8;8.2;19.7;9.7
+66.7;68.0;66.7;8.2;20.7;10.7
+67.5;68.0;67.1;8.1;20.9;11.7
+67.3;67.2;67.7;8.0;20.9;11.9
+67.4;68.8;67.4;7.9;21.0;12.4
+68.0;67.6;66.2;7.9;20.5;12.1
+67.3;68.6;66.6;8.0;20.2;12.1
+67.4;68.5;68.4;8.0;20.4;11.4
+67.8;69.4;68.6;8.1;20.3;11.1
+67.6;67.9;67.7;7.9;21.0;11.0
+66.9;68.6;66.8;7.9;23.0;11.3
+66.2;68.3;65.8;8.0;24.9;12.2
+64.2;65.8;64.8;7.8;26.6;13.6
+64.6;66.0;64.2;7.8;28.1;14.9
+64.1;64.8;63.3;7.8;28.1;15.8
+63.8;64.9;64.5;7.7;27.0;15.8
+66.0;66.5;66.5;8.0;24.0;15.9
+67.5;68.6;66.8;7.9;21.3;15.1
+67.1;68.6;67.2;7.9;19.5;14.7
+66.8;67.3;66.8;8.1;20.5;15.0
+64.6;68.1;64.9;7.9;22.8;14.9
+65.6;67.7;65.5;7.9;25.4;14.9
+64.0;66.1;65.3;8.1;27.5;14.8
+65.4;67.2;65.4;7.9;27.4;14.3
+66.4;66.9;65.6;8.0;26.2;13.4
+67.1;68.4;67.2;8.1;24.4;12.6
+67.0;69.6;67.6;7.9;23.0;12.8
+67.4;68.2;67.2;8.1;22.8;12.7
+67.2;68.0;65.5;8.1;23.3;12.9
+67.3;68.0;65.8;8.1;23.6;13.3
+67.1;69.5;68.7;8.2;22.5;13.2
+68.5;69.9;68.0;8.2;20.8;12.2
+70.6;71.4;70.0;8.0;18.2;10.9
+71.1;73.0;69.8;8.3;15.5;9.9
+71.2;73.0;72.4;8.2;13.5;8.7
+71.9;72.6;73.0;8.1;13.3;8.8
+70.5;72.8;70.6;8.1;14.6;9.2
+70.2;70.7;69.8;8.2;16.3;10.1
+68.2;69.4;67.9;8.3;18.0;10.8
+66.7;69.3;66.8;8.1;19.9;11.2
+66.6;67.5;67.4;8.3;21.0;11.3
+65.3;65.5;65.4;8.2;21.4;11.3
+63.9;65.9;64.8;8.4;21.6;11.0
+64.9;66.6;65.3;8.2;20.6;10.5
+65.2;66.4;64.7;8.3;20.1;9.9
+65.5;66.9;64.3;8.1;18.3;9.7
+65.0;67.7;65.1;8.1;17.5;9.3
+65.7;67.3;65.5;8.1;16.7;9.4
+65.1;67.2;65.2;8.0;16.1;9.3
+65.7;66.7;65.3;8.0;15.6;9.2
+65.6;67.4;65.4;8.1;14.7;8.7
+66.2;65.9;65.6;8.0;13.2;7.9
+66.1;68.5;67.8;7.9;11.9;6.8
+68.1;69.4;66.4;7.7;10.2;5.9
+67.0;69.2;67.1;7.8;9.0;5.2
+68.0;69.7;67.9;7.8;8.4;4.7
+67.3;68.6;68.5;7.6;8.2;4.5
+66.9;67.8;67.6;7.7;7.7;4.4
+67.1;68.4;66.4;7.7;7.6;4.2
+65.8;68.6;66.0;7.7;7.0;3.8
+67.1;68.5;67.0;7.5;6.3;3.4
+66.5;67.3;66.9;7.5;5.7;3.0
+68.1;69.1;67.5;7.2;5.1;2.6
+68.2;69.3;66.4;7.4;4.4;2.3
+67.5;69.2;67.6;7.2;3.9;2.0
+68.5;69.5;69.7;7.1;3.3;1.7
+68.3;68.8;67.8;7.2;2.7;1.4
+69.2;70.5;68.3;7.1;2.1;1.1
+69.3;70.0;69.1;7.0;1.6;0.8
+68.8;69.7;67.5;6.9;1.1;0.6
+67.8;69.8;68.7;6.9;0.8;0.4
+68.7;70.3;67.9;6.8;0.5;0.3
+68.7;70.1;68.2;6.7;0.3;0.2
+68.7;68.6;67.2;6.7;0.2;0.1
+68.5;71.2;68.6;6.7;0.1;0.0
+68.6;69.6;68.9;6.6;0.0;0.0
+68.6;70.3;68.3;6.7;0.0;0.0
+68.5;69.7;67.8;6.5;0.0;0.0
+68.1;71.1;68.8;6.6;0.0;0.0
+69.4;70.4;69.2;6.7;0.0;0.0
+68.0;69.8;68.8;6.5;0.0;0.0
+69.5;71.6;69.1;6.5;0.0;0.0
+68.1;70.2;68.3;6.4;0.0;0.0
+69.3;70.5;69.2;6.5;0.0;0.0
+68.6;71.0;68.0;6.3;0.0;0.0
+69.2;71.1;70.1;6.4;0.0;0.0
+70.1;70.4;68.2;6.4;0.0;0.0
+68.4;71.1;70.4;6.3;0.0;0.0
+69.4;71.0;69.6;6.5;0.0;0.0
+71.8;72.1;70.9;6.5;0.0;0.0
+70.6;71.4;70.3;6.5;0.0;0.0
+70.1;72.8;71.9;6.5;0.0;0.0
+72.2;72.9;70.8;6.3;0.0;0.0
+71.3;72.4;72.1;6.5;0.0;0.0
+73.0;74.4;72.1;6.6;0.0;0.0
+73.3;76.0;73.6;6.6;0.0;0.0
+75.5;75.4;73.4;6.8;0.0;0.0
+74.4;75.1;75.4;6.8;0.0;0.0
+75.6;76.6;76.0;7.0;0.0;0.0
+74.2;77.9;75.0;6.9;0.0;0.0
+76.8;78.0;76.9;7.0;0.0;0.0
+77.0;79.6;76.6;7.0;0.0;0.0
+77.2;78.3;76.9;7.1;0.0;0.0
+77.4;81.3;78.7;7.2;0.0;0.0
+78.1;79.6;79.0;7.4;0.0;0.0
+78.1;80.4;77.1;7.3;0.0;0.0
+77.5;80.9;78.1;7.6;0.0;0.0
+80.4;81.0;79.6;7.7;0.0;0.0
+80.5;82.5;80.7;7.8;0.0;0.0
+79.4;83.1;80.1;7.8;0.0;0.0
+79.1;82.3;78.5;7.9;0.0;0.0
+79.6;82.9;80.3;8.0;0.0;0.0
+78.9;81.3;79.7;8.0;0.0;0.0
+79.1;82.1;80.9;8.1;0.0;0.0
+79.8;81.8;81.3;8.3;0.0;0.0
+79.4;81.4;80.8;8.4;0.0;0.0
+81.2;81.7;79.8;8.3;0.0;0.0
+81.4;81.8;78.7;8.3;0.0;0.0
+80.9;81.1;80.5;8.4;0.0;0.0
+79.5;82.0;79.8;8.5;0.0;0.0
+79.6;82.4;77.9;8.5;0.0;0.0
+79.8;82.9;79.5;8.4;0.0;0.0
+79.4;82.1;78.5;8.6;0.0;0.0
+77.7;81.5;79.4;8.5;0.0;0.0
+78.7;80.5;78.0;8.5;0.0;0.0
+77.9;79.5;79.2;8.4;0.0;0.0
+77.8;80.2;79.0;8.7;0.0;0.0
+79.5;80.6;78.2;8.4;0.0;0.0
+79.5;79.9;79.4;8.4;0.0;0.0
+78.2;80.0;77.2;8.3;0.0;0.0
+78.9;80.6;78.1;8.4;0.0;0.0
+79.3;79.6;78.5;8.3;0.0;0.0
+77.4;78.8;79.0;8.2;0.0;0.0
+78.1;79.9;78.3;8.3;0.0;0.0
+76.5;79.5;76.8;8.1;0.0;0.0
+77.2;77.6;78.6;8.0;0.0;0.0
+77.4;77.6;77.7;8.2;0.0;0.0
+76.6;78.5;77.0;8.0;0.0;0.0
+77.0;78.9;76.8;8.0;0.0;0.0
+75.8;78.2;77.8;8.0;0.0;0.0
+75.6;78.2;75.7;7.9;0.0;0.0
+76.8;77.5;75.6;7.9;0.0;0.0
+76.4;77.4;75.1;7.8;0.0;0.0
+75.6;76.6;76.0;7.9;0.0;0.0
+75.8;78.0;77.6;7.8;0.0;0.0
+77.1;77.9;75.4;8.0;0.0;0.0
+76.9;76.6;75.8;7.9;0.0;0.0
+76.0;76.4;76.2;7.9;0.0;0.0
+76.2;76.4;77.0;7.8;0.0;0.0
+77.2;79.3;76.2;7.9;0.0;0.0
+77.1;79.5;78.8;7.9;0.0;0.0
+76.6;79.2;78.9;7.9;0.0;0.0
+78.3;79.7;79.7;7.9;0.0;0.0
+79.3;80.8;79.8;7.9;0.0;0.0
+81.4;80.4;79.5;8.0;0.0;0.0
+80.1;81.7;80.5;8.0;0.0;0.0
+80.6;81.2;80.7;7.9;0.0;0.0
+81.6;83.1;79.8;8.0;0.0;0.0
+79.9;81.4;78.6;8.1;0.0;0.0
+80.7;81.4;79.6;8.1;0.0;0.0
+80.0;83.0;80.5;8.2;0.0;0.0
+80.7;81.4;79.3;8.2;0.0;0.0
+80.7;82.7;79.6;8.3;0.0;0.0
+80.7;81.6;79.4;8.4;0.0;0.0
+79.3;82.1;81.1;8.5;0.0;0.0
+81.5;82.4;80.3;8.6;0.0;0.0
+80.7;82.5;80.4;8.5;0.0;0.0
+80.7;82.5;81.0;8.6;0.0;0.0
+81.0;81.8;80.4;8.7;0.0;0.0
+81.2;82.4;81.2;8.6;0.0;0.0
+79.8;82.7;81.5;8.7;0.0;0.0
+80.4;81.1;78.9;8.8;0.0;0.0
+79.2;81.7;79.8;9.1;0.0;0.0
+80.9;80.3;79.0;9.0;0.0;0.0
+78.0;78.9;77.3;9.1;0.0;0.0
+77.3;80.1;78.4;9.2;0.0;0.0
+77.4;80.2;76.4;9.3;0.0;0.0
+75.5;79.6;77.4;9.4;0.0;0.0
+76.3;77.9;76.9;9.5;0.0;0.0
+76.2;77.4;74.4;9.7;0.0;0.0
+76.3;77.0;76.9;9.6;0.0;0.0
+77.3;78.6;75.4;9.8;0.0;0.0
+74.9;77.0;76.6;9.9;0.0;0.0
+75.1;77.4;75.9;9.9;0.0;0.0
+77.2;77.7;77.0;10.2;0.0;0.0
+76.7;78.1;74.8;10.2;0.0;0.0
+74.9;77.9;77.4;10.5;0.0;0.0
+76.0;77.2;75.7;10.4;0.0;0.0
+76.3;78.0;75.5;10.4;0.0;0.0
+76.2;77.6;75.9;10.8;0.0;0.0
+74.6;76.4;76.2;11.1;0.0;0.0
+75.9;77.8;75.5;10.9;0.0;0.0
+74.9;77.5;75.7;11.1;0.0;0.0
+75.4;76.9;75.6;10.9;0.0;0.0
+75.0;77.2;76.4;11.1;0.0;0.0
+75.5;78.5;76.0;11.5;0.0;0.0
+74.8;75.3;75.9;11.7;0.0;0.0
+75.7;77.0;76.7;11.9;0.0;0.0
+75.4;76.5;76.3;12.1;0.0;0.0
+73.5;76.8;73.9;11.9;0.0;0.0
+72.0;75.2;74.2;12.3;0.0;0.0
+73.5;73.8;74.0;12.4;0.0;0.0
+73.3;73.5;73.5;12.6;0.0;0.0
+71.8;72.3;71.9;12.7;0.0;0.0
+71.9;72.9;72.1;12.9;0.0;0.0
+72.3;73.9;70.9;13.0;0.0;0.0
+70.2;73.2;71.2;13.0;0.0;0.0
+71.5;72.6;71.2;13.3;0.0;0.0
+70.3;73.1;72.1;13.2;0.0;0.0
+70.9;72.5;70.6;13.8;0.0;0.0
+70.6;72.2;70.7;13.6;0.0;0.0
+70.4;71.5;71.1;13.7;0.0;0.0
+70.8;71.1;70.2;13.9;0.0;0.0
+69.6;72.0;70.4;14.1;0.0;0.0
+70.2;71.0;70.2;13.9;0.0;0.0
+69.1;69.8;68.7;14.1;0.0;0.0
+70.0;70.0;69.1;14.1;0.0;0.0
+68.9;69.9;67.4;14.3;0.0;0.0
+67.8;70.8;69.4;14.5;0.0;0.0
+69.9;70.9;70.6;14.5;0.0;0.0
+69.4;71.0;68.5;14.6;0.0;0.0
+69.0;72.3;68.9;14.7;0.0;0.0
+68.6;70.5;68.1;14.9;0.0;0.0
+69.0;71.6;66.8;14.7;0.0;0.0
+70.2;70.8;68.8;14.9;0.0;0.0
+69.2;69.8;69.3;14.8;0.0;0.0
+68.4;71.3;69.1;15.0;0.0;0.0
+68.3;69.5;69.5;15.0;0.0;0.0
+70.2;71.4;68.7;15.2;0.0;0.0
+70.6;72.3;70.6;14.9;0.0;0.0
+68.8;71.0;70.4;15.5;0.0;0.0
+70.2;72.0;70.7;15.3;0.0;0.0
+71.2;73.6;70.9;15.3;0.0;0.0
+72.6;73.0;71.7;15.1;0.0;0.0
+71.2;73.2;71.4;15.3;0.0;0.0
+73.0;72.9;72.8;15.6;0.0;0.0
+73.4;73.2;72.4;15.5;0.0;0.0
+73.0;73.8;72.8;15.5;0.0;0.0
+73.1;74.1;72.6;15.7;0.0;0.0
+72.9;75.4;73.1;15.3;0.0;0.0
+73.9;76.8;73.8;15.7;0.0;0.0
+74.3;75.4;73.9;15.5;0.0;0.0
+75.6;76.4;75.5;15.6;0.0;0.0
+77.2;78.0;77.0;15.6;0.0;0.0
+78.0;79.7;76.7;15.9;0.0;0.0
+77.6;80.6;78.4;16.2;0.0;0.0
+78.2;81.5;79.3;15.9;0.0;0.0
+79.9;80.9;80.1;16.0;0.0;0.0
+78.8;81.6;80.4;15.9;0.0;0.0
+80.0;82.0;79.4;15.9;0.0;0.0
+81.8;81.9;80.1;16.3;0.0;0.0
+80.5;83.1;81.1;16.1;0.1;0.1
+82.0;82.8;82.4;16.4;0.2;0.1
+82.4;84.6;81.6;16.0;0.3;0.2
+83.5;84.0;81.9;16.1;0.5;0.3
+83.2;85.0;83.7;16.2;0.7;0.4
+82.3;85.7;82.1;16.1;1.0;0.5
+83.7;85.4;81.8;16.2;1.3;0.7
+83.8;84.3;83.2;16.4;1.7;0.8
+83.6;85.0;85.7;16.6;2.0;0.9
+83.7;87.0;84.0;16.3;2.3;1.1
+83.2;86.1;84.1;16.5;2.5;1.2
+83.3;85.6;83.2;16.7;2.8;1.4
+83.9;86.0;84.2;16.9;3.1;1.5
+83.0;84.7;84.8;16.7;3.4;1.7
+83.8;84.4;84.3;16.7;3.7;1.9
+83.5;86.1;84.0;16.7;4.1;2.1
+83.0;84.6;81.5;16.8;4.4;2.5
+83.1;85.0;82.5;17.0;4.7;2.8
+81.7;84.7;82.7;16.9;5.1;3.1
+82.2;84.8;82.8;17.0;5.5;3.5
+80.7;83.8;81.7;17.1;6.3;3.9
+79.4;83.2;80.6;17.3;7.2;4.3
+81.5;82.8;80.6;17.1;8.5;4.8
+80.1;82.5;79.7;17.3;9.7;5.2
+79.3;81.1;79.2;17.2;10.8;5.8
+79.8;81.7;79.4;17.3;12.0;6.4
+78.3;79.2;76.9;17.5;12.6;6.9
+78.5;79.2;78.1;18.0;13.6;7.5
+77.8;78.0;78.1;17.6;14.5;7.7
+75.8;77.8;77.8;17.6;14.7;7.9
+77.2;78.0;75.4;18.3;14.9;7.9
+75.8;77.9;77.0;18.4;14.9;7.8
+77.9;78.9;75.7;18.2;14.9;7.8
+77.8;78.4;76.4;18.9;15.0;7.6
+77.3;78.9;77.2;18.8;14.3;7.4
+76.6;76.3;76.4;19.2;13.8;7.3
+77.2;79.8;76.9;19.1;13.2;7.5
+77.4;78.8;75.0;19.8;12.9;7.6
+75.8;78.2;76.5;20.5;13.2;8.1
+74.9;77.2;74.8;19.8;13.6;8.7
+75.3;76.0;74.3;21.0;14.9;9.7
+73.4;75.2;73.0;21.1;17.3;10.6
+73.3;72.8;72.4;21.4;19.0;11.6
+71.5;73.2;71.7;21.7;20.8;12.6
+70.9;71.8;70.8;22.2;22.1;12.9
+70.1;71.6;70.4;22.7;22.8;13.1
+70.6;71.6;69.9;23.1;23.5;13.3
+70.1;72.5;67.8;23.9;23.1;13.4
+69.5;70.5;69.5;23.7;22.3;13.3
+68.1;70.6;70.0;23.9;22.2;13.8
+69.7;70.3;69.4;24.4;21.2;13.5
+68.6;70.8;68.8;25.1;20.4;13.3
+69.8;70.3;70.4;25.4;19.0;12.7
+70.3;72.0;70.9;25.6;18.6;12.8
+71.0;72.2;70.3;26.1;18.1;12.3
+70.7;72.6;70.2;26.5;18.3;11.8
+70.5;70.8;71.2;26.6;18.9;12.1
+69.4;69.7;69.5;26.8;20.1;12.5
+69.3;68.6;67.8;27.2;20.8;13.1
+68.4;69.7;67.2;27.4;22.2;13.0
+68.9;71.2;67.9;27.9;21.6;12.9
+67.5;69.1;68.5;28.3;20.6;12.9
+68.1;69.7;67.3;28.0;20.3;12.5
+68.5;70.6;68.0;28.4;20.0;12.7
+66.6;69.5;67.6;27.8;20.6;12.8
+67.5;67.7;68.0;28.5;21.5;13.4
+65.5;68.0;68.3;28.5;22.0;13.9
+66.4;68.9;66.2;28.0;22.0;13.7
+65.6;66.6;66.2;28.7;21.9;13.0
+66.0;68.2;67.3;28.9;21.3;12.1
+67.0;69.2;66.8;28.3;20.2;11.0
+68.1;68.2;68.0;28.0;19.0;10.3
+68.9;68.7;68.5;28.3;18.6;10.1
+67.9;69.4;68.2;28.0;18.6;10.1
+67.9;69.7;69.2;28.2;17.8;10.6
+67.5;68.0;68.0;27.8;18.0;11.1
+67.6;69.4;69.1;27.7;17.3;10.9
+67.5;68.4;68.2;27.8;16.4;10.5
+69.4;70.4;69.1;28.2;15.0;9.7
+68.1;71.0;68.9;27.5;13.4;8.6
+70.2;72.9;70.8;27.5;11.4;6.8
+72.3;71.6;71.7;27.6;9.4;5.2
+71.8;73.6;71.3;27.6;7.9;4.0
+73.0;74.2;72.4;27.2;7.3;3.5
+71.4;74.0;71.7;27.9;7.6;4.2
+71.3;73.4;71.0;27.3;8.7;5.3
+69.9;71.4;71.1;26.9;10.2;6.4
+69.6;70.9;69.8;27.9;11.0;7.1
+69.6;70.6;68.9;28.0;11.6;7.3
+69.8;69.9;68.7;28.3;11.8;7.0
+69.3;70.8;69.4;28.3;11.3;6.5
+68.4;71.1;69.3;27.9;10.5;5.9
+69.6;72.0;69.3;28.4;9.4;5.4
+70.5;71.1;70.2;28.6;8.4;5.0
+70.3;70.7;68.9;28.0;7.3;4.5
+68.2;70.3;69.4;28.7;6.4;4.2
+70.4;72.2;69.8;28.6;5.8;3.8
+70.0;70.9;69.2;28.3;5.2;3.5
+70.3;70.8;71.6;29.3;4.8;3.1
+70.3;71.7;70.5;28.8;4.2;2.7
+69.7;72.4;70.4;30.1;3.7;2.4
+71.1;72.3;69.8;29.6;3.1;2.0
+70.5;71.8;72.2;29.6;2.5;1.7
+70.3;71.9;70.7;30.2;2.1;1.3
+69.1;72.0;71.9;29.4;1.6;1.1
+72.4;73.3;70.9;29.5;1.3;0.8
+70.7;72.0;71.1;29.6;1.0;0.6
+69.3;72.6;70.3;29.6;0.7;0.4
+71.4;72.2;71.5;30.4;0.5;0.3
+71.6;72.0;71.8;30.8;0.3;0.2
+71.4;71.2;70.5;30.7;0.2;0.1
+71.4;72.5;70.7;30.5;0.1;0.0
+71.7;72.8;72.9;30.9;0.0;0.0
+71.4;72.8;70.6;31.0;0.0;0.0
+71.1;72.7;71.1;30.8;0.0;0.0
+71.3;72.1;70.0;31.1;0.0;0.0
+70.8;69.8;70.5;31.0;0.0;0.0
+71.2;71.6;70.1;31.4;0.0;0.0
+70.6;72.8;71.4;31.3;0.0;0.0
+69.2;73.0;70.0;31.0;0.0;0.0
+70.8;71.5;71.5;31.1;0.0;0.0
+70.5;73.0;70.9;30.9;0.1;0.0
+71.0;72.5;69.0;31.5;0.1;0.0
+71.2;71.1;70.7;31.3;0.1;0.0
+71.6;74.1;71.4;31.9;0.1;0.0
+72.5;73.4;70.2;31.9;0.1;0.0
+71.5;72.6;72.2;32.2;0.0;0.0
+72.0;74.3;73.2;32.7;0.0;0.0
+73.3;73.7;72.7;32.4;0.0;0.0
+72.5;73.6;72.3;32.6;0.0;0.0
+72.3;75.5;74.1;31.9;0.0;0.0
+72.9;75.4;73.5;33.0;0.0;0.0
+74.2;75.7;74.9;33.1;0.0;0.0
+76.4;77.1;75.5;32.9;0.0;0.0
+76.0;75.7;75.5;33.6;0.0;0.0
+76.8;77.3;75.8;34.2;0.0;0.0
+75.5;77.0;75.5;34.2;0.0;0.0
+75.9;79.0;76.3;34.5;0.0;0.0
+78.2;78.8;77.4;35.1;0.0;0.0
+77.5;79.4;76.2;35.4;0.0;0.0
+76.8;79.7;78.2;35.1;0.0;0.0
+78.8;82.1;78.1;36.6;0.0;0.0
+78.2;80.3;79.1;36.7;0.0;0.0
+78.7;81.4;79.2;36.8;0.0;0.0
+80.1;81.4;80.1;37.4;0.0;0.0
+78.7;81.6;79.1;36.9;0.0;0.0
+81.2;82.8;78.9;37.5;0.0;0.0
+79.7;80.5;79.9;37.7;0.0;0.0
+79.9;80.9;78.9;38.8;0.0;0.0
+78.1;78.7;79.0;38.7;0.0;0.0
+79.8;81.0;78.2;38.7;0.0;0.0
+80.1;79.9;79.8;38.3;0.0;0.0
+79.4;80.6;77.3;38.7;0.0;0.0
+77.3;79.2;79.2;39.7;0.0;0.0
+77.9;80.2;79.3;40.4;0.0;0.0
+76.4;79.4;77.0;40.2;0.0;0.0
+78.0;78.4;78.2;40.6;0.0;0.0
+76.8;78.7;75.7;40.8;0.0;0.0
+75.2;76.5;75.3;40.6;0.0;0.0
+76.0;77.2;76.2;40.9;0.0;0.0
+74.2;76.6;75.4;40.9;0.0;0.0
+73.5;76.4;74.5;41.8;0.0;0.0
+74.4;75.3;73.4;41.7;0.0;0.0
+74.5;75.5;74.8;41.6;0.0;0.0
+73.6;74.9;73.7;41.9;0.0;0.0
+72.7;75.0;72.5;41.9;0.0;0.0
+73.8;75.4;72.1;42.0;0.0;0.0
+72.4;72.1;72.7;42.2;0.0;0.0
+71.3;74.3;71.6;41.6;0.0;0.0
+70.6;72.7;72.9;42.8;0.0;0.0
+71.1;73.2;70.0;42.3;0.0;0.0
+71.6;72.3;72.0;42.5;0.0;0.0
+72.0;71.5;71.0;42.0;0.0;0.0
+69.9;72.4;70.4;42.0;0.0;0.0
+70.6;70.7;70.8;43.3;0.0;0.0
+69.3;71.5;69.9;42.5;0.0;0.0
+68.4;70.2;70.6;43.4;0.0;0.0
+68.7;71.0;69.3;42.3;0.0;0.0
+70.9;70.8;68.3;43.3;0.0;0.0
+69.5;70.7;68.6;42.8;0.0;0.0
+69.3;71.1;68.8;43.0;0.0;0.0
+68.2;68.7;68.5;42.6;0.0;0.0
+67.5;69.5;68.0;43.4;0.0;0.0
+67.9;70.6;69.2;42.9;0.0;0.0
+67.5;69.6;68.2;43.9;0.0;0.0
+68.9;70.7;68.1;43.4;0.0;0.0
+69.1;70.0;68.6;42.9;0.0;0.0
+69.0;71.0;69.2;43.3;0.0;0.0
+69.2;71.2;69.7;43.7;0.0;0.0
+71.9;73.3;69.3;43.8;0.0;0.0
+72.0;71.8;70.6;43.7;0.0;0.0
+72.7;74.2;70.9;43.6;0.0;0.0
+72.0;73.4;71.8;43.8;0.0;0.0
+73.2;73.9;72.9;44.1;0.0;0.0
+71.1;73.2;74.3;44.4;0.0;0.0
+72.2;74.8;73.2;43.6;0.0;0.0
+71.2;74.1;73.1;44.0;0.0;0.0
+70.2;72.0;71.7;44.5;0.0;0.0
+71.6;73.1;70.9;44.1;0.0;0.0
+72.0;74.0;72.5;43.7;0.0;0.0
+71.8;72.2;71.8;44.7;0.0;0.0
+71.4;74.2;72.1;44.9;0.0;0.0
+72.1;73.8;72.4;44.5;0.0;0.0
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_p.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_p.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..eef64f90b97edd06be1fb3528c04b16e5cf34b7b
GIT binary patch
literal 3546
zcmV<04JGnIT4*^jL0KkKSq{OP#sDC*TmS$P2m^oU0)b!^!>i}do)E8*22Hj_m0K(o
z-#!tslkd6Efd~MBA$`?(wIN$uR+y%3Rx@P{PY`KU4=4jv{ESmoP+$#DOhHu*FbOn;
z2~_n10w|hO^wOZfAyKBOH9#1A00Y2$@1yba@IL(evQ@`nUe(zvGwqEgO5TGju4pQi
zqRZQ_Vi|=)H33AB=yUcMeK~u%N>Jx+(2)y1*Kf%6DV*&3h$oDqa!mGz=Ki`N&xzSi
zeRtoz+_n-0;)D)%<u7|k%7Ob%?CJ=B&XMBRF#MQ{;(Ebn%=s5r>V8A-))U9nL+qa=
zb_{?!CnYbu$ph@KXY$GWE&0kvZGrnICCN%t(jP9^TpKqwUG8wcXTkBEjpj%?sTZ)U
z!iQlHxC(((><FsvsO;{l@(9%Eo-hbKwcu~oC7bNBM9Al*YIeqpV_C`|(Hua-dtRVG
zF?$x%@@`1e&O@;;GXq*$1e4<gKq}B#=e17dqmx7+hV`MvI;Y}ps$D$6trU^r)x`!%
z9jrrVTWwU9D<xa)?n+G#TIZ~e7wjp<C{j9^x<CxBI)&+16t8Yx=zef?Fwog|UVbP$
zOTeR1%I43GQ#m`CBS?g3JT+b<cQXUj=?pOozUVK{0x;JHD^P&K=p~k}D*)Y6rpF*q
zQmS)-8wuJ)5P^5POv3Csvn(|$ZM;VW2Zc20_Hx`7@Vgk8$|rF((_Bz;vyX^CU_{Yv
z1t{I+n>3|_28?S+nH%vqOM9c#G^a*0jkOqtV0p9UqY)iE!v*#%q83|wfuwg<c5iW`
z3UbrrbP=k7c9l_)#vBnEU3Q%dF|MP#L$&1SEJs0=R!SGO=LZn#iX)haFm=LoJ*<ei
zCDfynmKduisQX<d3OU0Mu>0Hr`tyOxMppJ)gu;hGpHc=$%<+qAY8(<CDETihB;sKL
zbP~$LzI_Ji56#%7VA}NJW=4`G2+GIo*orB<^oI8zq~pP;w{I3(A;HFdbJ`#;LpDEq
zUu<G(l5E0v8Arw+3L_!+5=YjrpBp${Wu9XLmNNL=G>N&1C@A8R;<OVLrzd2n9K4fs
zx=b8M?gdoQtZxBeghu@5wo&A?Z`yR~9zh_E$;~x{YiMC3++;b2k5QS#KAnJ#YO@S?
z$BsLwSWVoobl%-i>1vlN#VTJxpw-laX);SMDYB^?Io*VD^2_j;Mu(@|hUQK6N#%8p
z_@j)JAew<*DDPBykvPgLjjL>0^#<suwN!~BLUi3|IX!sIc9;^4hQdK1QI$r=9pTQ$
zTgq5^n)<+ZLX<pS^YkdJgs|$G50Kw&+AiKpR*dU;l`x5|Hg<Ar#BC?!6f;(RxUCCK
z272IrRGBi}&C#@I1wSj!RkzPb6&R&cu~o#3#FT+J<#a<x%jQgUjuowAR4Cf<tgI~3
zNU*$I(}&Z!4px~LRC%4oY2n7B({Ny|!&xq9<#n~qNkyi0Nuw=qO|}VuiAM)%h(ZZN
zjjs{2c3~rEQ-T$DyEa{4ZhM~V946piu@$+O*mNVBUJzY*J-O;Su^TTHp!!>_&r(#A
zmBFG=D62HQbeS%8Y?y(8vB2wGCCu>@h`3(iS*H4rVvuxKd^21+P$IU2Z5)$|-*G08
zGdAqz5MxO+aZww&t|6|@HfB&-gF<vCD{8QQxHkIhB0mHRD1sX+BiT1D4NMLUke%>%
zPs_6pn+3jV3s-MuS$q*h6|&!2-Cik?T-g#eIfm)sv5A6Hj`maW2{pPpUE_r$PgT{R
z$@Ef>gf+{=G!|#5n<lKp@{d(tT7fGd6^@{~<?A7z7_(K98{Uq)A&W4d8w}gvx^F`D
z0E+i87BNe763Gf44#jMA%c?<L(OXE6irWT5sf|RXk$Dwbo=s`-IjP-j)Xy-?@_?!6
zRYd-OC-H@0Khlkw0lI1VyjWI78^G!I1<q5%G9VsK#!fUb0MO9gJl>jYta=IC+zj+Y
z87%?j<~O~iq)w3dkT@01HhttW4-m`Dea+`}(D5UuGQFoxX`&iG5JeC61=n5tZ<9GA
zL-06Yc;n2^a0Z6%=;e}ZEYpT@#*7Y^PA_w8QU?LXcW*!#Z^xB*-Z6^;h1t}m>&YdC
z`Q^=pWGG(;d9-u9@`k_@N+6ahuc#1{d~S6mnuTqU$c)1wV8`E_H(eKcVC`J@h4Gmi
zW=K@<&E>~)$U*GAKHYmPdV5^odGwt)<ZXL%j++5G<)yw(OUFnMJph1wz@3k&?tFbA
z^zBsZ-E9Mdfhk4<VoxKy_wkc_c|4a_yr+9ecf|bC_p%$&mz~RXdUw=#&iu}&o@MC6
zx^7}`fnUT0e#o5Jwlx7;=qlVkpdjF*fqT&rk%T~sOK=ziI4{k__N0QN1tFx)gM?Y9
zM}%{xv(G&6*wS8rPoV+@sfOBnD13LXo=&+eZbq0HjAj|fa-1MW^G!}XoCssR_VxFC
z@gs0La@zzmO@?TZE+Q8UrJl$DAG&76WWF=qFvwlnQHZnIrD<Tpest%jVJr$mcQj+O
zk?eZIfL=4K!vke*2D#3m&=XEh(~b%#Z~uc5N{XqViI|FpBAJ+if?_5iieedN0tg_I
z5=ohXh?roaMu;Vpgoat7QbGnwBx*=VWMGtv38)}uf))}ISXiJWB!Pw&Nf;=BgX${J
z$P*!_tv#=yK!0wr!fM9$-MO|hS0oYL6_{LXnSplKHh#|L?h=t@H+!k2gy@dosgy~M
zvdp(LdY!bfk15$Bo2hk120^=&14{`xCn$M6TCRikA%vC&Qbt%AAz&p530Wl~ss<QB
zh=e7Sh6!L{AZlPCfr3J$mKkWNAz~5<Xo3PDB3hw|3KAiLLXf0_NS0xsXlPlIh=_ui
zCW<MbA`%FKS|o^u2_|L&V5FI%Noh!!l39WoCLp4isUo46W}&H~0+5&@0w5v+nweyp
zB3OooNhj$cB>aJ%2@gx|V=z=%kPGYzxu`a&wWf&&09YiUxm&ohVWntB8qA*|+VOH?
zjxAttI=Tfbj%z6<3zWbSDN4v<AhsJarl1=eklv`9HMWzOB8D2|=5r@8g}9p5<(e>9
zGH1gC5MoG%iD8MQm<phXDJUo@DuR`XrWz@behPpmk>jlj#4aW&SYU*-xMNF}B0x!p
ziH0*RF(FBH-I}byAW|1MNi+=9Oem1Vh#3!DnAC+}!R)e(#zi73$%M=?2#%lte~7sN
zg(6Z=1vN^f_zw>XA7(-MXYb4FtUXC)w4~#9Daq7VuzI5C%SdF@DDJ>c8hf?5ynDG_
znaYUEJ%m-MsvHw`YsVSVld4m6Z%&(K=1Q1w@v>|l-s2|+n|$i$i7EG`=)C5fM)VU6
zaR|vuW(gwAV<KIoW3I$<fqU+FV|B6ap;>#|n>h=z);yWrLxaM>M$SUBl6qptXlm<I
zTW_<2s2V9Hozl|BpfqFw4&uH`&J7eE;^v#n29>U@;^S31QuEGn3^g+Pi!u8u3Xg4^
zrx?12fxNul;TZD5$7{+8!osx;4UN*VZ>kQOTOwh1IE-Y$uZ6J~Lo<m&9d%+>&V7)y
zk{K>>t(}Wv7H2Aj^;mizP2HwrX<eOR^lPHH61q_K#ppO?!Rg?3c@rczd9}LtchYmJ
zT;|+zF5WRedo}&u=woR3c)TI=?VGX9EQbTVob5r24e{z>Tg$pcA-H9d&oOI@(D2>d
z%DdTn;Z6~XA8Tt|WP5q|pL?U_*Hr49=WY1N)-j87p?jpXE>o`I%*^hmd0B53xw{4R
z>1%Qc))b3KGL3X&Lc}=Cn`RDyk-}!iPGj23jVxEz!XhbIiy_6&UmM)z$jQEP`QJ-M
z&W%agEJriW^3CMScZu#<*AmJvxZW#un2^5la(6o!)XJVK**(zr37NaJZQL2LjII%N
zQYe)pSD7~+J4c{hl~U<RebYf|y2^a=l_{$9cU+j>H|^ai?(7KJbnSBD@^qZw-(6Ew
zPM%O!PVUU=2e(!v6W*P=VJmvXROBq<$&|6{V{UHZgNEHi5_zGH?ju`h<$NEz?n;j<
z!^I3yBo0nJ8?#Q;uio`h?>Fx6E_1-kzOCIB<XL;(tG2x+c5roU&0;N2z18A!ZCj0Y
zqd{}CnMvO{*~Jp=@vJ)u=~iALwBzm5$CmaHwhs9Ho0QvUYu;%!3`Fgb+Njmy^T{c<
zEAb8Jkl6jEu(kTW)hP#efx73fFDFNDbvWqs>)x?}<|oUe#<25&o#w8d2(Dhq&MG>#
z)<mxv?#df7k>M35aIT^j9c1ch#~qhbJ7MHYe(!jOceAB5OfL)es?)SnR|2`=ksix0
ztch%1ouwZ|ijxy+%%_kdQTCf&`d#y}SI!PL1=9i19X8K)&vaJvp5cb__hoE{incEJ
z8LTkHl~*K@i2#bSgBYxt({|PxLn*|=5Dml*&W>H#5<-RQcN?NNR%daXv>duqJD^Io
zt(f$!M{wtK%)swk=~NJX&2_=-(+2swrSuhdq&Eo+dG}XF@1|QW#n>scy0e~mpLyq|
z9Br>`t2U0AMLcPoghgGK%2Q5e;pH!y+=r_<jLcDpRo!Lxx-GrUFQS-nw^E|RR(sLS
zVu-&XAm&NyPH|g%vsv|sqPjZuCx>vV(3PVs>y~@6#otm=4pCW#&j;3$VVumDCrqD%
U-ya?ygWsa=NT&)C0oXHGz@8Gpq5uE@

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_p_forecasted.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_p_forecasted.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..1776ec0f978eba10f95dfdf97860ff233d79684f
GIT binary patch
literal 3173
zcmV-r44U&oT4*^jL0KkKS*vOiWB?$v+yDR)2m^oU0)b!?y7$W8chMI;Y4>-%-Nkjb
zHqDO35k>6V0q}Mh17OL~;Q9q!wN>}azSMbLHSpB*3{^-l4NpcPRR#dl2%1!FA)r*%
zRGMS`Q~(JPFjYZ-B-9F?l}OQnpa2vHzdf(M`Rd^H=D9WdJiOsnGnRB_T0<_fS4B!S
zj~_0NPOZ5?Lvua7TtXm2##DQKjbA`hPhforo1476YFI95M$r^G3O(zY`{v7Go$D(b
zu(mZ&P2Z~`&plPtKX<+R??V}XU5ZR*Fr1lQ&Z}UqU=C>>ZHri!FfSl2iAxEoA^9XN
zht9iM`*#r3Er2K<K=UKOVfVZt=*Z=LZ?S{TrE~Ckd=G%%o~-e<f1vZRy<wmGDV{SF
z*g-8M1TaYmqdB_uUxBp;@;wD{2fGG%$T{2uN(PQRbYT&JMlqmUe$byaY{nJp^><`x
z4t=z}7;kQt6s$?1@k2ubN+Ju;#JMdOjXK4}ty~q#k;NlbqGs6**R8pYQW6)u8(VSb
zncT2hcUDAn5}*ROL4rX^i?SmG@X^&`kd-dRuUwQkj_$pdI-ZeKmL$Tk^P)#@jv@#d
zRiS5>sYL8J1*?7!$h$)w`Hc^KbrFjI(uKjGSz<H73=R)I0gKx{H(AG63jF&Tu$Zmr
z-Cd0bdo&cZB4s6<QPGYEvivXx302rvHpB4N>}sNy^=oXOA=K9#($98Cc+m~>sv7#J
zA$jBC*MaaO#F>YYYf<EC4mT}j=wDgZa9<Wg+!7OW%hV<SmEvHl9Sw;AcgDA6QaOgk
zfbX7iJ1e~85P<wO5M->*j|!?yVKszN*Lk^vomB|4Q1C1QCN@$`D|i(=YjiK}4aR4r
zM-M@Tr`p`t;!J_?WKF6tU18Uu%D5=%4JKyo$&L*)lsenYIH3uQ<6(QM`^UVhO+p(q
zPl)Tb2<t;(A|Gx(ID3m3QCJr#$!^Cky)U13XI-7*&%K_0tSJ0W4g(U-gkVk8;D{SE
zS~seST&qnuvW;4XrT8uI;m83XyUeYc35u#Za=6TMbO&IGr4#6-8m#TueeTmhOdx2a
z6+qFncZ!TRcF&vMB#np@DB753bD6bUn#_7?HK4%A6ci@PSSFrPCCH^EmMtE@AH5#2
zzR<wmKWiE<*Jfdsk^uxcoZFAA5etELm!Ztz)x3yej}8hA^eW1;w@O=_Ez0GyGNzM{
zmrNrlkYJcyEJU<TfYHub><bp6lXi>_R;UYD8vO*D=qO$7@w9Sq8UlEN?3NzyR&sQC
zBUN}YOugPWX^C;SDN{?B-kfvP2H=Y>($cK%3xOsI)UuOrCk?gGn(dirq0(3g0bYIx
z?=BB5`@(?VXjmgrOKE9ZF5tDnVZm`Q<~X(Gv^O(^Tf<@7XGyFf3wM?67OYJqy_}fi
za_XiG?wY7g<z5@Epmi*2du~grgigAc?07(n5s`{@13=!EHxnD?0RzS$X7nAC+CDDv
zEK3o{_X%yF)5d|GU}uzl?7C`#HU$J0pc=f%Mw6_;SGPwaemZn<R4-V43mgq(L)}$J
z(7K{q91ZsMh;zY_l^xOWgc_W<ovbkUt*Ed=#NI2|_BD6#em$Y2*qDA2ChWzGVmVls
z2PKvod%dRy*lfjg9bVUw<XoLI9DJb(Bj`yaB5At8LqaS>DiV7I%>}XnirAQ_C51&%
z9VoPth*pLnv>HIvf<ts3?&ao%X#^{E0ZN0-B8Y3sD0fN*g-9T(E@ePfG#+S#qrq1f
zcF?S8A_!i%qJ<3wJVHqz`Dho6Z#HFUVn?QA<9jmsR?rR_GqW*~YEg!DmphxF4lv%l
z)I<V_MxEEqoGd9M;<etRx23XF$)hthDJ0X2m}12Z0pN;ms%`qMOA!K;0uh2h2h#xC
zUw*Rx0DhJln0s|37-lA&SH~zFCKw^zd#oVMv^47OfOIT5IomeUsKU3jl8rNH>+W7;
zZ@O);QW}<ccHI|i&{|0WfFzc%7p3W39O6Jyf(ulv*mVxO$QYy*S(s(jWjMolyzYTT
z^E#c<7YowuBSIOSyWMgYRgRT!Y5#etx?$6^G?Y{%o&Z2|LRfZ**m0x=muG<Yj~x%d
zY>p%tw(brBAeD$?4q*X{A)v*|u{U(bw4koMW@HhU0G@yVWb4^{%D16q1w$;z&HQ#e
zZA$FG%tovd&cL8_$=GYp3_Gx8h0(o6Xp?T@W^QqEJROk?F(dedfPK5alcECq3YdXQ
zOu)62<x0I6P*7S7+PN4TlJ#Uk9Fofmt9GJMm_rS344@X_w=l?275=qVP(g{Rl2WQf
znzGSZ5o<!ltrl9!CW~2Uh(s({n#Ho&ZDC?;t8EFP6D_RP$kx+nTUlnY2%Al2iL};h
zAt8xs5QVHrlG?OnNr1cq2$N$?Fx8mZ7VU*u7&7d}vhHA7D+3D!u(FM_Hn&Owh|!J}
zh6ZI-7bTUKSu%`n!Egqx*6i0@CPLAYmXO4e#i%SSRVF!bhlqq)&0=C@n%2mT6D+pL
zv@NDfWGq(6ptRcB+S6-WYZfBeHJW7Bn2EKeGA6Xep-n=BnzmM!P?n-aQE5sgq@r08
zMXa<$)>$-5OC(xowPaYb(QR8rw6?XiZE2Q7ww9)drnR)O5|Y|UWMIL7(@bfY0!eEL
zL0J~%MtONGEMyr3qZl+$V8WIL4cX*0$`Pg*AhO^a8_O>6l`AZz5t&9pUCLu%VL_Kd
zkT5dTHIoZ)vWl&^0cJ4CS4oV9L9lVF%Y`6-*{<0sn8?Xnm4zWobpXLEo`hNvHI~R)
zSrbWEp;<<uOs%SwN~I(!iU=?d(2@X!lP2BBSaKC->ZV%&Otf2uvScz9i8CmR0V*?Q
zQ;C8CAP}w4ZB<efnY5yo!Xy+GhC<sh#cd>@P`k>=V1#96xeFKuB#3bU1No4cl1Q)t
zMT$j{U@0IIGx-0X$-I61W54^^-Q|5etk{(fp(3o^7kD&^y0|eiPqff<Ic3~nns_lM
zeZ02X)2orODD()nnIQF5zN<p|tu46oB(R;<?CcmEtWSgzuHIv<I44zUzbv>^Hv3t(
z95keE?&t<twF=5k@2fF5p6$@yiH*0C>hc9D$<*t`_2QtFJjWlX5m&a99h~;!+^sXn
zDw2g7OQ?cfVk<dw11&ZLYb|+g;CMSOp$QS!Rk@bl$06-ckSh{ZnvQKbS(lOqD?1F!
zi8|MM4c|N%r0XT>4Q%%vAr`1s;^}DL3lwmNhPtjK?gmKJXkJ$lZ?QLcEk(L)WLc5f
z7;_fZEbI>C-E^3&j`(kqw#OcMcA*@$A&YL1N^r_6igzH*$A<55Jf>?&N@+6nYHa}X
zHZ{90*Iu3piBwe^P)AMOYg?B%9o32xcnHYVL(>->BeA78UGGmxNE60iOPC^TYdG|c
zH1IC)KV!btE*Mj4ms~QtA5t~Ca>YB*T|;iJl_^-IP}c<<rZZmcuq^7Z_prK)vUgZT
zV4AgD@N@z`7TA5acZPF9cA2<p!80WeeJ-h`ju}_V=MGd`Su<qlvk_G><Hs)tQ^@j<
zE#}hgz3SFBt@U>@>I#U%e2sFmj=OnjU{l+KJfqiP=GOt9)0CBn+n}``@PHRgu)*}N
z2Aep09J)y2TTJdD!#P0t@eBrWygfW5r0rQ-vD#Z5TXi>9IjeS-I+??>cIB<Q+TCS_
z(l~5K2QdS}qI;~!d9@Vk_M<&Da9$xqV&q^@YI^WxXi)9l#ani7qU-tnn{bBkz+o;P
z6#>*De1M)94}qhgV@a_M2J{UP%`zZ4$f)@i55oxjAxS=#A5lXC;?-0RA`@LBWHriI
z#zYX9^>hOf96&-{Eawd!E)+n!Q#mb_$2ksYlZHrhC38ww6U{=+_bGC;#<LXU->mV&
z77)XPbffEVR!jy0G*_RC%a}!Yr^eK<ML1BYXWOC;B3HT#rR&iSi3JKFs!^mWhlaX1
zid)^}`X`kQmAXJUz>BAkjKJX!+QVKh6<#11F_O9REFA51eb$OM*O%r?f=qZE8MCb{
zbE_{C8t|!v;j%|961%cB8*aipsfbN4b%Mb$Q3wJ#F+qBu1cYTlL~sRllz84OrgGx!
z;NqSKDrJGx_%N=^cN@oHOMJkYn<ma2lJLZE>dH3?-t6wcu(z9u@*^bpE6*r=75*;d
Lig2MJR@5ZOA*af4

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_v.csv b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_v.csv
new file mode 100644
index 0000000..65ecc56
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_v.csv
@@ -0,0 +1,577 @@
+GEN-1;GEN-2;GEN-3;GEN-6;GEN-6#0;GEN-8
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_v.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_v.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..8c9736d484107239ad44a6ff625c62af03bc5417
GIT binary patch
literal 107
zcmV-x0F?hiT4*^jL0KkKS>twVf&eB>+yDR)2m^gc0)a39xC$5m1q=WHr7AQqo~D@s
zI@}2BwcrU(fQ|r0`T{rtFa&u5mpBA_0U839z$0w|8GusDKu3TPfJQ)%U30f<o#$)#
NyOJrwgohimToBm!Bs%~A

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_v_forecasted.csv b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_v_forecasted.csv
new file mode 100644
index 0000000..65ecc56
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_v_forecasted.csv
@@ -0,0 +1,577 @@
+GEN-1;GEN-2;GEN-3;GEN-6;GEN-6#0;GEN-8
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
+142.1;142.1;142.1;22.0;22.0;13.2
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_v_forecasted.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/prod_v_forecasted.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..8c9736d484107239ad44a6ff625c62af03bc5417
GIT binary patch
literal 107
zcmV-x0F?hiT4*^jL0KkKS>twVf&eB>+yDR)2m^gc0)a39xC$5m1q=WHr7AQqo~D@s
zI@}2BwcrU(fQ|r0`T{rtFa&u5mpBA_0U839z$0w|8GusDKu3TPfJQ)%U30f<o#$)#
NyOJrwgohimToBm!Bs%~A

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/start_datetime.info b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/start_datetime.info
new file mode 100644
index 0000000..bd8d52a
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/start_datetime.info
@@ -0,0 +1 @@
+2019-01-05 23:55
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/time_interval.info b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/time_interval.info
new file mode 100644
index 0000000..beb9b90
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0000/time_interval.info
@@ -0,0 +1 @@
+00:05
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_p.csv b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_p.csv
new file mode 100644
index 0000000..e2633c7
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_p.csv
@@ -0,0 +1,577 @@
+LOAD-2;LOAD-3;LOAD-4;LOAD-5;LOAD-6;LOAD-9;LOAD-10;LOAD-11;LOAD-12;LOAD-13;LOAD-14
+21.9;85.8;44.3;6.9;11.9;28.5;8.8;3.5;5.4;12.6;14.4
+22.0;85.7;44.9;6.8;11.7;28.1;8.8;3.4;5.4;12.9;14.7
+22.0;86.3;44.8;7.0;11.7;28.0;8.8;3.5;5.5;12.4;14.8
+22.0;88.1;45.0;6.9;11.8;28.5;8.7;3.5;5.5;12.5;14.9
+22.0;87.3;45.4;6.9;11.8;28.5;8.8;3.4;5.5;12.8;15.1
+22.3;88.6;45.1;6.9;12.0;28.6;8.9;3.5;5.5;12.6;15.0
+21.9;86.9;44.6;6.8;11.9;28.4;8.9;3.4;5.4;12.7;14.9
+21.6;86.1;44.3;7.0;11.7;27.9;8.9;3.4;5.3;12.5;14.8
+21.6;85.5;43.3;6.8;11.7;27.9;8.7;3.3;5.3;12.4;14.7
+21.4;85.2;43.7;6.8;11.8;28.1;8.7;3.4;5.4;12.4;14.9
+21.3;86.9;44.1;6.8;11.5;27.7;8.6;3.3;5.4;12.2;14.7
+21.7;86.1;43.6;6.8;11.6;27.5;8.5;3.3;5.2;12.0;14.7
+21.3;85.0;44.3;6.7;11.6;27.4;8.6;3.3;5.3;11.9;14.7
+21.6;86.1;43.7;6.8;11.6;27.2;8.5;3.3;5.3;12.1;14.5
+21.3;85.4;44.1;6.8;11.6;27.8;8.3;3.3;5.3;12.0;14.5
+21.6;84.5;43.3;6.8;11.7;27.2;8.6;3.3;5.3;11.9;14.6
+21.9;85.4;43.5;6.6;11.3;27.3;8.6;3.3;5.2;12.1;14.6
+21.6;84.4;44.1;6.8;11.4;27.4;8.6;3.3;5.3;12.0;14.8
+21.1;85.8;43.8;6.8;11.6;27.6;8.5;3.3;5.2;12.1;14.9
+21.4;84.3;44.4;6.8;11.6;27.5;8.5;3.3;5.3;12.0;15.1
+21.9;85.8;44.2;6.8;11.9;27.5;8.7;3.3;5.2;11.9;14.6
+21.9;85.6;43.4;6.6;11.7;27.9;8.6;3.3;5.2;12.0;15.0
+21.6;86.2;44.4;6.8;11.4;27.8;8.6;3.3;5.3;11.9;14.8
+22.0;85.9;43.8;6.8;11.5;27.9;8.6;3.3;5.2;12.0;14.5
+22.0;85.4;45.0;6.7;11.7;27.8;8.6;3.3;5.1;11.9;15.1
+21.7;87.0;44.1;6.6;11.6;27.8;8.6;3.4;5.3;11.8;14.8
+21.6;87.0;44.2;6.8;11.4;27.7;8.6;3.3;5.3;11.9;14.9
+21.8;85.8;44.5;6.7;11.8;27.8;8.4;3.3;5.2;11.9;14.8
+21.9;85.9;44.3;6.7;11.6;27.4;8.6;3.3;5.3;12.1;14.8
+21.9;86.0;44.1;6.7;11.5;27.6;8.6;3.3;5.2;11.9;14.8
+21.8;87.0;44.8;6.6;11.8;27.6;8.5;3.3;5.2;11.7;15.0
+21.6;88.2;44.3;6.7;11.6;27.2;8.4;3.3;5.2;11.8;15.0
+21.9;85.3;44.3;6.7;11.6;27.4;8.5;3.3;5.2;11.7;14.8
+21.5;85.7;44.3;6.6;11.6;27.7;8.4;3.3;5.1;11.4;14.6
+21.5;84.4;44.1;6.5;11.3;27.9;8.6;3.2;5.0;11.7;14.5
+21.5;85.2;43.7;6.6;11.5;27.3;8.3;3.3;5.1;11.6;14.7
+21.5;85.2;43.3;6.6;11.3;27.0;8.3;3.2;5.1;11.4;14.7
+21.2;82.5;42.5;6.5;11.4;26.8;8.3;3.2;5.0;11.5;14.7
+21.2;83.0;43.4;6.5;11.1;27.7;8.2;3.2;4.9;11.5;14.3
+21.0;82.9;42.9;6.4;11.3;27.1;8.2;3.1;5.0;11.4;14.4
+20.9;83.4;42.9;6.5;11.1;27.3;8.3;3.2;5.0;11.6;14.4
+20.7;83.6;42.5;6.4;11.2;27.4;8.2;3.2;4.9;11.1;14.4
+21.0;84.5;43.1;6.5;11.1;26.7;8.3;3.1;5.0;11.2;14.4
+20.9;82.5;42.1;6.4;11.0;26.6;8.3;3.2;4.8;11.1;14.5
+21.0;82.4;42.5;6.4;11.2;26.7;8.2;3.1;4.9;11.2;14.5
+20.8;81.9;42.8;6.4;11.0;26.7;8.2;3.2;4.8;11.0;14.5
+21.0;81.8;41.5;6.4;10.8;26.6;8.1;3.1;4.8;11.1;14.2
+20.9;80.9;41.7;6.2;11.1;26.7;8.1;3.0;4.8;10.8;14.4
+20.6;80.1;41.2;6.2;10.8;26.4;8.1;3.1;4.8;11.1;14.1
+20.4;82.3;41.7;6.2;10.9;26.7;8.1;3.1;4.8;10.9;14.2
+20.3;81.5;41.7;6.3;10.9;26.7;8.0;3.1;4.8;10.9;14.2
+20.7;81.3;41.4;6.2;10.9;26.5;8.0;3.1;4.8;10.9;14.3
+19.8;80.1;41.8;6.2;10.9;26.3;8.0;3.1;4.8;11.0;14.2
+20.3;80.4;41.7;6.1;10.7;26.4;8.0;3.1;4.7;10.8;14.2
+20.2;79.5;41.9;6.3;10.8;25.9;7.9;3.1;4.7;10.7;14.3
+20.4;80.9;41.2;6.3;10.8;26.1;7.9;3.1;4.7;10.8;14.0
+20.4;79.8;41.9;6.3;10.8;26.1;7.9;3.0;4.6;10.7;13.9
+20.1;80.9;42.0;6.2;10.8;26.3;8.0;3.0;4.8;10.6;14.0
+20.5;80.0;41.0;6.2;10.9;26.2;7.9;3.0;4.6;10.9;13.9
+20.3;80.4;41.7;6.2;10.9;26.5;7.9;3.0;4.7;10.8;14.2
+20.5;80.7;42.0;6.2;10.7;26.0;7.8;3.1;4.7;10.5;14.2
+20.3;79.5;41.4;6.1;10.7;26.0;7.8;3.0;4.7;10.4;13.9
+20.5;80.3;40.9;6.1;10.7;26.4;7.9;3.1;4.7;10.7;14.1
+20.1;80.6;40.9;6.2;10.6;26.3;7.8;3.1;4.7;10.7;14.0
+20.3;80.1;41.3;6.2;10.7;26.3;7.9;3.0;4.8;10.8;14.1
+20.0;80.1;41.4;6.2;10.9;26.0;7.8;3.0;4.7;10.8;14.0
+20.2;78.6;41.5;6.2;10.7;27.1;7.8;3.0;4.7;10.7;14.3
+20.6;79.9;41.0;6.1;10.8;26.8;8.0;3.1;4.7;10.6;14.2
+20.4;80.3;42.1;6.1;10.8;26.6;7.9;3.1;4.7;10.7;14.4
+20.4;80.7;41.6;6.2;10.8;26.3;7.9;3.1;4.8;10.6;14.4
+20.6;80.4;41.7;6.3;10.8;26.3;8.0;3.1;4.7;10.7;14.2
+20.3;79.2;41.4;6.2;10.8;27.1;8.1;3.1;4.8;10.7;14.0
+20.5;81.3;42.5;6.2;10.7;26.5;7.9;3.1;4.8;10.6;14.4
+20.3;79.4;42.4;6.3;10.8;26.7;7.9;3.1;4.8;10.7;13.9
+20.4;81.6;42.4;6.2;10.7;26.7;7.9;3.1;4.8;10.6;14.0
+20.3;79.1;42.4;6.3;10.9;26.8;7.9;3.1;4.8;11.0;14.0
+20.1;80.6;42.1;6.2;10.6;26.4;8.0;3.2;4.8;11.0;14.1
+20.8;78.9;42.0;6.3;10.9;26.6;8.0;3.1;4.9;10.9;14.0
+20.5;80.5;42.7;6.2;10.9;27.1;8.1;3.1;4.8;11.0;14.4
+20.3;80.1;42.3;6.3;11.0;27.4;8.0;3.2;4.9;10.7;14.3
+20.9;81.6;42.0;6.2;10.8;27.0;8.1;3.1;4.7;10.8;14.2
+20.5;80.9;42.2;6.2;10.9;26.8;8.1;3.1;4.8;11.0;14.1
+20.4;81.6;43.4;6.3;11.0;26.6;8.0;3.2;4.9;11.0;14.2
+20.7;79.2;42.8;6.2;10.9;27.4;8.1;3.2;4.8;11.1;14.4
+20.4;80.0;42.5;6.4;10.9;27.2;8.1;3.1;4.9;10.9;14.2
+20.4;81.0;41.5;6.2;10.9;27.3;8.2;3.1;4.9;10.7;14.2
+20.5;79.3;42.9;6.3;10.8;27.5;8.1;3.2;4.8;11.0;14.2
+20.2;79.8;41.8;6.3;10.7;26.7;8.1;3.2;4.9;10.8;14.2
+20.4;80.3;43.1;6.4;10.8;27.0;8.0;3.2;4.8;10.7;14.3
+20.4;80.3;42.3;6.3;11.0;27.1;8.1;3.1;4.8;10.9;14.3
+20.7;81.0;43.0;6.4;11.0;27.3;8.0;3.1;4.8;10.8;14.2
+20.6;80.6;43.4;6.4;10.8;26.9;8.1;3.1;4.8;11.0;14.2
+21.0;81.1;42.9;6.3;11.1;27.2;8.2;3.2;4.9;10.8;14.2
+20.6;82.1;42.9;6.4;10.9;27.1;8.1;3.1;4.8;11.0;14.3
+21.0;80.2;43.3;6.4;11.0;27.3;8.3;3.1;4.9;10.8;14.2
+20.6;81.7;42.4;6.4;10.8;27.6;8.2;3.2;4.8;10.9;14.5
+20.6;81.7;42.4;6.4;10.9;27.0;8.1;3.2;4.9;11.0;14.4
+20.7;82.5;42.8;6.4;10.9;27.2;8.2;3.2;4.9;11.1;14.6
+20.6;80.4;43.5;6.5;10.7;27.0;8.1;3.1;5.0;11.1;14.4
+20.5;80.1;43.2;6.5;10.7;27.2;8.1;3.2;4.9;11.1;14.4
+20.9;82.2;43.2;6.4;11.0;27.5;8.1;3.2;4.9;11.2;14.7
+21.2;84.0;42.9;6.4;11.0;27.8;8.2;3.1;5.0;11.1;14.4
+21.1;82.5;42.1;6.4;10.9;27.8;8.2;3.1;5.0;11.2;14.4
+20.6;80.7;43.4;6.5;10.9;27.5;8.2;3.3;4.9;11.4;14.2
+21.0;81.4;43.8;6.5;11.0;27.9;8.3;3.2;5.0;11.2;14.4
+20.7;82.0;43.1;6.6;11.2;27.7;8.3;3.2;5.0;11.1;14.4
+20.9;82.7;43.8;6.5;11.1;27.8;8.2;3.3;5.0;11.6;14.3
+20.7;83.0;43.6;6.5;11.1;28.3;8.4;3.2;5.1;11.5;14.6
+20.8;81.0;43.6;6.4;11.1;27.9;8.5;3.3;5.1;11.5;14.4
+20.9;83.4;43.8;6.5;11.1;27.3;8.3;3.3;5.3;11.5;14.4
+21.0;83.2;43.7;6.6;11.2;28.2;8.4;3.3;5.1;11.7;14.6
+20.9;81.8;43.7;6.6;11.3;28.3;8.4;3.3;5.2;11.5;14.6
+21.5;82.4;44.2;6.6;11.4;28.4;8.5;3.3;5.2;11.7;14.6
+21.4;84.5;44.6;6.7;11.4;28.1;8.4;3.3;5.2;11.7;14.8
+21.7;83.7;45.0;6.8;11.5;28.5;8.4;3.4;5.2;11.8;14.8
+21.5;84.4;44.6;6.7;11.6;28.7;8.5;3.4;5.3;11.7;14.9
+21.3;85.4;44.6;6.7;11.4;28.7;8.7;3.3;5.3;11.7;15.1
+21.5;84.1;45.4;6.8;11.3;28.8;8.6;3.4;5.3;11.8;14.9
+21.8;85.3;45.1;6.8;11.5;28.6;8.5;3.4;5.4;11.9;14.9
+21.5;88.3;44.4;6.9;11.5;28.9;8.5;3.4;5.4;12.0;15.0
+21.4;85.1;45.4;6.8;11.5;28.5;8.5;3.4;5.4;12.2;14.8
+21.7;86.3;45.4;6.8;11.5;28.0;8.7;3.5;5.3;12.1;15.3
+21.9;84.3;45.1;6.8;11.5;28.8;8.6;3.4;5.3;12.0;15.2
+21.7;87.1;45.5;6.9;11.5;28.3;8.5;3.5;5.4;11.9;14.7
+21.7;88.4;45.7;7.0;11.6;28.6;8.6;3.4;5.4;11.9;15.0
+21.9;87.2;46.2;6.9;11.7;28.4;8.7;3.5;5.4;12.0;15.1
+22.0;88.1;45.7;7.1;11.5;28.0;8.7;3.5;5.4;12.0;15.0
+21.3;86.7;45.9;7.0;11.5;28.3;8.7;3.5;5.5;12.2;15.0
+21.6;87.3;46.3;6.9;11.6;28.9;8.5;3.5;5.5;12.1;14.8
+21.9;87.8;46.1;7.0;11.7;28.3;8.6;3.5;5.5;12.0;15.0
+21.6;87.6;45.2;7.0;11.7;28.3;8.7;3.5;5.5;12.2;15.0
+21.8;85.6;45.6;7.0;11.5;28.2;8.3;3.5;5.5;12.5;14.8
+22.2;85.2;45.2;7.1;11.8;27.9;8.5;3.5;5.4;12.2;14.6
+21.7;87.1;46.1;7.0;11.5;28.1;8.6;3.5;5.5;12.1;14.9
+21.6;86.8;45.2;7.0;11.6;27.6;8.6;3.5;5.4;12.0;15.0
+22.0;87.9;45.8;7.0;11.5;28.2;8.4;3.5;5.6;12.2;15.1
+21.7;87.0;46.0;7.1;11.6;27.8;8.4;3.6;5.4;12.2;14.7
+22.1;87.4;45.5;7.0;11.6;28.4;8.6;3.6;5.5;12.3;15.0
+22.0;86.3;46.0;7.2;11.8;28.2;8.5;3.5;5.5;12.3;15.1
+22.5;87.8;45.9;7.2;11.8;28.2;8.5;3.6;5.5;12.4;15.0
+22.3;87.8;45.0;7.2;11.7;27.8;8.6;3.6;5.5;12.5;15.0
+21.7;86.3;46.1;7.2;11.9;27.9;8.5;3.6;5.6;12.1;15.2
+22.3;88.2;46.0;7.3;11.8;27.4;8.5;3.5;5.4;12.3;14.8
+21.9;88.1;46.1;7.2;11.7;28.1;8.5;3.6;5.5;12.4;14.9
+22.3;88.2;45.4;7.2;11.8;27.8;8.5;3.6;5.5;12.5;14.9
+21.9;87.7;45.3;7.2;11.8;27.6;8.4;3.5;5.5;12.3;14.9
+21.9;87.4;45.6;7.3;11.7;28.4;8.6;3.6;5.5;12.6;15.0
+22.2;87.6;45.2;7.3;11.9;27.9;8.6;3.6;5.6;12.4;15.2
+22.2;89.1;46.0;7.2;12.0;28.0;8.7;3.6;5.6;12.7;14.9
+22.2;89.1;45.8;7.3;11.6;28.1;8.3;3.6;5.5;12.5;14.9
+21.9;89.1;45.3;7.3;12.0;27.9;8.5;3.7;5.7;12.3;15.2
+22.0;89.2;45.3;7.3;11.8;27.3;8.5;3.6;5.8;12.7;14.7
+22.3;87.7;45.1;7.3;11.9;27.8;8.6;3.7;5.6;12.7;15.0
+22.0;88.6;46.1;7.3;11.7;28.0;8.7;3.6;5.6;12.5;14.9
+22.6;90.2;45.1;7.4;11.9;27.5;8.6;3.7;5.6;12.8;14.9
+22.3;89.5;46.4;7.5;11.9;27.7;8.6;3.6;5.7;12.7;15.3
+22.2;87.9;45.7;7.4;11.9;27.9;8.6;3.7;5.6;12.6;14.9
+22.3;87.7;45.1;7.3;11.9;27.9;8.9;3.7;5.7;12.5;15.1
+21.7;88.9;46.2;7.2;11.6;27.9;8.8;3.6;5.7;12.6;14.6
+22.0;89.0;45.1;7.4;11.8;27.8;8.7;3.6;5.6;12.7;14.9
+21.9;87.9;45.3;7.3;11.7;27.8;8.5;3.6;5.5;12.4;14.8
+21.9;88.3;44.5;7.3;11.8;27.2;8.4;3.6;5.4;12.5;14.2
+22.0;88.4;44.9;7.2;11.5;26.9;8.5;3.6;5.6;12.3;14.3
+21.4;87.5;44.3;7.1;11.6;26.6;8.3;3.6;5.4;12.3;14.5
+21.5;84.8;43.8;7.0;11.6;26.5;8.1;3.5;5.5;12.1;14.2
+21.4;85.7;43.7;7.0;11.2;26.1;8.1;3.5;5.5;11.9;13.9
+21.3;84.5;43.3;7.0;11.2;26.3;8.0;3.5;5.4;12.0;14.4
+21.2;85.3;43.0;6.9;11.2;26.4;8.0;3.4;5.3;11.9;14.1
+21.1;83.4;42.9;7.0;11.2;25.8;8.1;3.5;5.4;11.8;13.9
+20.9;82.5;43.2;7.0;10.9;25.9;8.0;3.5;5.3;11.9;14.0
+20.8;84.8;42.9;6.9;11.1;26.3;8.0;3.5;5.2;11.7;14.1
+20.8;84.4;42.7;7.0;11.2;25.5;8.0;3.4;5.2;11.7;13.8
+20.7;85.0;42.3;7.1;11.2;25.3;7.9;3.4;5.1;11.7;13.8
+20.8;85.5;42.8;6.9;10.9;25.2;8.0;3.4;5.3;11.7;13.8
+20.2;83.3;42.2;6.8;10.9;25.0;7.9;3.4;5.1;11.7;13.6
+20.4;83.0;42.2;6.8;10.9;25.4;7.9;3.4;5.2;11.6;13.8
+20.5;83.3;41.9;6.9;10.9;25.1;7.8;3.4;5.1;11.5;13.6
+20.3;82.1;42.0;6.7;10.8;25.0;7.8;3.4;5.1;11.4;13.7
+20.1;83.6;41.3;6.6;10.6;24.5;7.8;3.3;5.1;11.4;13.7
+20.1;82.0;41.3;6.8;10.6;24.8;7.9;3.3;5.1;11.2;13.3
+20.3;80.6;40.1;6.6;10.6;24.5;7.6;3.3;5.0;11.4;13.3
+20.3;82.4;40.8;6.7;10.6;24.5;7.7;3.3;5.0;11.3;13.3
+20.0;82.1;41.3;6.6;10.5;24.5;7.6;3.3;5.0;11.2;13.5
+19.5;80.8;40.9;6.7;10.6;25.0;7.7;3.3;5.0;11.1;13.4
+19.6;83.1;40.6;6.6;10.6;24.3;7.6;3.3;5.0;11.1;13.2
+19.7;82.4;40.5;6.6;10.6;24.1;7.7;3.3;5.0;11.2;13.1
+19.6;82.1;40.4;6.6;10.4;24.9;7.6;3.2;5.0;11.1;13.3
+19.7;82.4;40.2;6.7;10.7;24.0;7.8;3.3;5.0;11.2;13.4
+19.6;80.2;41.1;6.6;10.3;24.3;7.5;3.3;5.1;11.0;13.1
+19.5;80.2;40.5;6.6;10.6;24.2;7.6;3.3;5.0;10.9;13.1
+19.7;81.1;39.9;6.6;10.3;24.4;7.5;3.2;5.0;11.0;13.2
+19.5;81.8;39.7;6.6;10.4;24.4;7.4;3.2;5.0;11.1;13.1
+19.5;80.7;40.2;6.5;10.5;23.9;7.4;3.2;5.0;10.9;13.4
+19.7;81.3;39.7;6.6;10.4;23.9;7.6;3.2;4.9;10.9;13.1
+19.3;80.8;40.8;6.5;10.5;23.7;7.5;3.3;5.0;10.9;13.0
+19.7;81.1;39.7;6.6;10.5;24.1;7.7;3.2;5.0;10.9;13.4
+19.3;81.0;40.2;6.5;10.4;23.8;7.4;3.2;5.0;10.8;13.0
+19.6;79.6;40.7;6.6;10.2;24.0;7.5;3.3;4.9;10.8;13.3
+19.3;80.8;40.3;6.5;10.4;24.3;7.7;3.2;4.8;10.9;13.3
+19.7;81.1;39.2;6.7;10.3;24.3;7.5;3.2;5.0;11.0;13.3
+19.5;82.9;41.1;6.6;10.4;23.8;7.4;3.2;4.9;10.8;13.2
+19.3;81.8;40.5;6.6;10.2;23.7;7.4;3.2;4.9;10.9;13.3
+19.5;83.6;39.7;6.6;10.2;24.2;7.3;3.2;4.9;10.6;13.2
+19.2;82.8;40.5;6.7;10.5;23.6;7.4;3.2;4.9;11.0;13.1
+19.4;83.2;40.6;6.6;10.3;24.4;7.4;3.3;4.9;11.0;13.4
+19.7;82.0;39.9;6.7;10.1;24.7;7.5;3.3;5.0;10.7;13.0
+19.6;82.9;40.0;6.6;10.3;24.5;7.5;3.2;4.9;11.0;13.2
+19.9;83.5;40.9;6.6;10.4;24.2;7.7;3.3;4.9;10.9;13.4
+20.0;83.8;40.6;6.6;10.3;24.4;7.6;3.2;5.0;11.1;13.2
+20.0;83.4;40.8;6.7;10.5;24.4;7.5;3.2;5.0;11.0;13.4
+20.0;83.8;41.2;6.7;10.4;24.5;7.6;3.2;5.1;10.9;13.5
+20.6;85.2;41.4;6.7;10.3;24.5;7.7;3.3;5.1;11.0;13.5
+20.5;85.8;41.4;6.7;10.5;25.0;7.8;3.3;5.1;11.0;13.8
+20.8;87.3;41.8;6.8;10.6;25.2;7.6;3.3;5.1;11.1;13.9
+20.6;88.6;42.7;6.9;10.6;25.6;7.7;3.3;5.1;11.3;13.7
+20.6;87.8;42.1;6.8;10.6;25.6;7.8;3.3;5.3;11.1;14.2
+20.7;87.4;43.2;7.1;10.8;25.2;8.0;3.3;5.2;11.2;14.2
+20.7;90.1;43.1;7.0;10.9;25.4;7.8;3.3;5.2;11.3;13.9
+21.2;89.4;44.0;7.0;11.0;25.9;7.9;3.3;5.2;11.6;14.4
+20.9;91.2;44.6;7.1;11.1;25.9;8.0;3.4;5.3;11.6;14.5
+21.1;90.9;45.1;7.1;11.0;26.5;7.9;3.3;5.4;11.6;15.1
+21.7;92.1;45.6;7.4;11.3;26.9;8.1;3.5;5.5;11.7;14.9
+21.6;92.8;45.8;7.4;11.2;27.3;8.4;3.5;5.4;11.8;14.6
+21.7;91.6;47.2;7.4;11.4;27.1;8.4;3.5;5.5;11.8;15.1
+21.9;93.2;47.3;7.5;11.6;27.7;8.4;3.5;5.5;11.9;14.9
+21.9;91.5;47.2;7.5;11.9;27.8;8.7;3.5;5.6;12.1;15.1
+22.0;94.3;46.7;7.6;11.6;29.0;8.8;3.6;5.7;12.3;15.2
+22.1;91.8;47.6;7.7;11.9;29.2;8.8;3.7;5.8;12.3;15.4
+22.3;92.2;46.9;7.7;12.1;29.6;9.0;3.7;5.8;12.5;15.4
+21.9;95.1;47.4;7.8;12.1;29.7;9.2;3.8;6.0;12.8;15.1
+22.3;93.8;47.9;7.8;12.2;29.9;9.2;3.8;6.0;12.8;15.5
+22.0;94.3;48.0;8.0;12.3;29.9;9.4;3.8;6.2;12.9;15.5
+22.6;93.9;47.7;7.8;12.2;29.6;9.2;3.8;6.1;13.3;15.4
+22.4;92.1;48.4;7.9;12.4;29.9;9.3;3.9;6.3;13.0;15.4
+22.6;93.6;49.0;7.7;12.3;29.8;9.5;3.9;6.2;13.3;15.4
+22.4;93.4;48.7;7.8;12.4;30.6;9.3;3.9;6.2;13.6;15.6
+22.5;95.4;48.8;7.9;12.2;30.3;9.3;3.9;6.3;13.5;15.6
+22.5;94.8;48.2;7.8;12.2;30.7;9.3;3.9;6.3;13.6;15.4
+22.2;95.5;48.6;7.8;12.2;30.0;9.1;3.9;6.4;13.7;15.7
+22.1;93.8;48.8;7.7;12.1;30.4;9.3;3.9;6.1;13.6;15.4
+22.2;92.0;47.9;7.8;12.1;30.0;9.2;3.9;6.2;13.4;15.5
+22.0;93.6;48.4;7.8;12.2;30.2;9.3;3.9;6.3;13.8;15.3
+22.0;91.9;47.8;7.7;12.2;30.0;9.1;3.9;6.4;13.8;15.5
+21.7;90.7;47.1;7.8;12.0;29.4;9.3;3.9;6.1;13.8;15.2
+21.9;92.9;46.6;7.6;12.0;29.6;9.2;3.9;6.1;13.5;15.1
+22.1;92.1;46.9;7.6;11.7;29.6;9.2;3.8;6.2;13.5;15.4
+22.0;91.8;47.3;7.6;11.8;29.0;9.2;3.8;6.0;13.5;15.1
+21.9;91.0;46.5;7.4;11.8;29.4;9.2;3.8;6.2;13.3;15.1
+21.9;90.4;46.9;7.6;11.8;28.9;8.9;3.8;6.1;13.3;14.9
+21.5;90.8;46.9;7.5;11.6;29.3;9.0;3.8;6.2;13.1;15.0
+21.9;90.2;45.8;7.4;11.8;28.7;8.9;3.7;6.1;13.1;14.9
+21.4;91.6;46.7;7.4;11.7;29.4;8.8;3.7;6.1;12.9;14.7
+21.1;90.0;46.7;7.3;11.7;29.1;8.8;3.7;6.0;13.1;14.8
+21.2;88.5;45.9;7.4;12.0;28.6;8.7;3.8;6.0;13.0;14.6
+21.6;89.1;46.1;7.3;11.9;28.9;8.8;3.7;5.9;13.0;14.8
+21.2;88.8;45.7;7.3;11.4;28.9;8.6;3.7;5.9;12.7;14.8
+20.9;88.4;45.6;7.2;11.5;28.6;8.6;3.6;6.0;12.8;14.6
+20.6;87.1;45.9;7.2;11.2;28.4;8.7;3.7;5.9;12.8;14.5
+20.8;86.7;45.5;7.3;11.3;28.0;8.5;3.7;5.8;12.7;14.4
+20.5;87.3;45.1;7.2;11.1;28.6;8.5;3.6;5.7;12.7;14.7
+20.6;87.0;44.9;7.3;11.3;28.1;8.5;3.6;5.8;12.6;14.3
+20.6;86.6;44.7;7.2;11.1;28.3;8.5;3.6;5.8;12.4;14.6
+20.6;84.6;44.7;7.2;11.1;27.6;8.4;3.5;5.8;12.5;14.4
+20.4;85.2;44.0;7.2;11.0;28.0;8.6;3.5;5.7;12.2;14.3
+20.2;84.8;44.7;7.1;11.2;28.3;8.6;3.5;5.6;12.3;14.0
+20.7;84.9;45.2;7.1;11.0;27.5;8.5;3.5;5.6;12.4;14.4
+20.2;83.0;44.1;7.0;10.9;28.0;8.4;3.5;5.8;12.1;14.1
+20.8;85.0;43.9;7.1;10.9;27.8;8.4;3.4;5.6;12.2;14.1
+20.3;84.2;45.1;7.1;11.0;27.7;8.2;3.5;5.6;12.2;14.0
+20.2;84.4;44.6;7.0;10.8;27.7;8.3;3.5;5.6;12.5;14.1
+20.5;83.4;44.8;7.1;11.0;28.2;8.5;3.5;5.6;12.0;14.2
+20.2;83.4;44.2;7.1;10.8;28.3;8.3;3.5;5.6;12.3;14.0
+20.3;84.8;45.2;7.1;11.0;27.9;8.5;3.6;5.7;12.6;14.1
+20.7;85.6;45.5;7.3;11.0;27.9;8.6;3.6;5.7;12.5;14.4
+21.0;86.5;45.3;7.3;11.3;28.5;8.5;3.6;6.0;12.6;14.4
+20.9;86.0;45.9;7.2;11.4;28.9;8.6;3.6;5.8;12.9;14.7
+20.9;86.5;46.0;7.3;11.4;28.7;8.8;3.6;5.9;12.7;14.5
+21.3;86.6;45.6;7.6;11.5;29.3;8.8;3.6;5.9;12.8;14.7
+21.3;88.1;46.4;7.4;11.3;28.9;8.7;3.7;6.1;13.2;14.8
+21.1;85.4;45.9;7.4;11.3;29.0;8.6;3.6;5.8;12.8;14.6
+20.9;87.5;46.1;7.3;11.4;29.0;8.7;3.6;6.0;13.1;14.5
+21.1;87.0;45.5;7.3;11.3;28.1;8.7;3.5;5.9;12.9;14.2
+20.8;84.2;46.0;7.3;11.4;28.9;8.5;3.6;5.8;12.7;14.6
+20.7;84.2;46.0;7.2;11.2;28.3;8.6;3.6;5.9;12.9;14.6
+20.3;86.0;45.3;7.3;11.1;28.9;8.7;3.6;5.8;12.8;14.3
+20.9;85.9;45.3;7.2;11.3;29.0;8.5;3.6;5.8;12.7;14.2
+20.7;83.9;44.9;7.3;11.4;28.6;8.7;3.6;5.8;12.8;14.1
+21.3;85.3;45.7;7.2;11.2;28.5;8.7;3.6;5.9;12.8;14.2
+20.8;85.5;44.9;7.3;11.1;28.9;8.6;3.5;5.9;12.7;14.2
+20.9;85.9;45.0;7.2;11.0;28.6;8.6;3.6;5.8;12.7;14.5
+20.9;84.2;45.9;7.4;11.1;28.6;8.6;3.6;5.7;12.6;14.1
+20.9;85.6;45.0;7.1;11.0;28.5;8.6;3.6;5.8;12.4;14.2
+20.4;85.8;44.5;7.2;10.9;28.6;8.6;3.5;5.8;12.5;14.2
+20.9;84.9;44.6;7.2;10.9;28.4;8.5;3.5;5.7;12.3;14.2
+20.3;84.7;45.7;7.1;10.8;28.0;8.4;3.4;5.8;12.2;14.1
+20.4;83.6;44.4;7.0;10.9;27.6;8.5;3.5;5.7;12.1;14.1
+20.4;82.6;44.9;7.0;10.6;27.1;8.2;3.4;5.6;12.2;13.9
+19.5;80.4;43.4;6.9;10.6;27.2;8.3;3.4;5.6;11.8;13.9
+20.1;81.2;43.1;6.9;10.4;26.6;8.0;3.4;5.5;11.8;13.7
+19.5;80.3;43.3;6.8;10.3;26.6;8.0;3.3;5.4;11.6;13.7
+19.3;80.3;43.8;6.8;10.2;26.4;8.1;3.3;5.4;11.8;13.6
+19.8;80.4;42.8;6.7;10.3;26.2;8.0;3.2;5.4;11.7;13.7
+19.4;79.4;42.0;6.7;10.1;26.5;8.1;3.3;5.3;11.4;13.4
+19.5;80.3;42.9;6.8;10.1;26.4;8.0;3.3;5.3;11.4;13.6
+19.3;77.7;42.4;6.7;10.5;26.2;8.0;3.2;5.3;11.5;13.6
+19.3;79.6;42.6;6.6;10.3;26.5;7.9;3.2;5.2;11.6;13.5
+19.4;77.6;41.7;6.8;10.2;26.1;7.9;3.2;5.3;11.3;13.6
+19.3;79.5;42.3;6.9;10.3;25.7;7.9;3.2;5.4;11.4;13.5
+19.4;79.4;41.9;6.7;10.2;25.7;7.7;3.2;5.3;11.4;13.4
+19.4;77.9;42.0;6.6;10.0;25.7;7.9;3.2;5.3;11.2;13.5
+18.9;79.6;41.0;6.6;10.2;26.3;7.8;3.2;5.2;11.2;13.6
+19.2;78.4;41.7;6.5;10.3;25.8;7.8;3.2;5.2;11.1;13.5
+19.3;78.0;42.2;6.7;10.0;26.2;7.7;3.1;5.1;11.3;13.3
+19.7;78.0;41.5;6.7;10.1;26.1;7.7;3.2;5.2;11.1;13.5
+18.9;78.0;42.1;6.6;10.0;26.2;7.7;3.1;5.1;11.3;13.3
+19.4;77.7;41.7;6.5;9.9;26.0;7.7;3.2;5.3;11.2;13.5
+19.2;77.3;41.5;6.7;10.1;25.9;7.8;3.1;5.2;11.0;13.2
+19.2;77.5;41.0;6.6;10.0;25.9;7.8;3.2;5.2;11.1;13.2
+19.1;75.2;41.7;6.6;9.9;25.4;7.7;3.1;5.2;11.1;13.1
+19.2;77.5;40.6;6.6;10.2;25.4;7.6;3.1;5.1;10.8;13.3
+19.1;76.9;41.3;6.6;9.9;25.1;7.6;3.1;5.2;10.7;12.8
+18.9;74.8;40.5;6.5;9.9;25.4;7.7;3.1;5.0;10.7;13.2
+18.9;77.4;40.9;6.5;9.7;25.2;7.5;3.1;5.0;10.9;13.2
+18.8;75.5;40.4;6.4;9.6;25.3;7.5;3.0;5.1;10.5;13.1
+18.2;74.7;39.7;6.4;9.8;24.6;7.4;3.0;5.0;10.5;13.0
+18.4;74.9;39.4;6.4;9.7;24.7;7.4;3.0;5.0;10.7;12.8
+18.6;74.1;40.0;6.3;9.5;24.3;7.6;3.0;4.9;10.3;12.7
+18.6;75.1;39.8;6.2;9.5;24.2;7.3;3.0;4.9;10.5;13.1
+18.4;74.1;39.8;6.2;9.5;24.4;7.2;3.0;4.9;10.4;12.7
+18.4;74.2;39.6;6.3;9.6;24.3;7.3;3.0;4.8;10.3;12.7
+18.2;74.0;38.8;6.2;9.4;24.2;7.4;2.9;4.9;10.2;12.7
+18.4;74.3;38.6;6.1;9.6;24.3;7.2;2.9;4.8;10.3;12.9
+18.0;74.7;38.2;6.2;9.5;24.1;7.3;2.9;4.8;10.3;12.8
+18.2;72.9;39.3;6.1;9.4;23.6;7.3;2.9;4.7;10.0;12.6
+17.8;73.5;39.3;6.0;9.5;24.3;7.2;2.9;4.8;10.1;12.8
+17.9;74.3;38.6;6.1;9.3;24.4;7.0;2.9;4.8;10.0;12.7
+18.0;72.9;38.2;6.0;9.3;24.1;7.2;2.9;4.8;10.1;12.6
+17.8;72.2;38.0;6.0;9.2;24.1;7.0;2.9;4.7;9.9;12.6
+17.8;72.1;39.3;6.1;9.4;23.8;7.0;2.9;4.7;10.0;12.3
+17.8;74.2;37.4;6.0;9.4;23.7;7.1;2.8;4.7;9.9;12.6
+17.4;72.3;37.3;6.0;9.2;23.7;7.1;2.9;4.7;10.0;12.8
+18.0;74.4;38.7;6.1;9.3;23.9;7.1;2.9;4.7;9.8;12.6
+17.6;71.4;37.1;6.3;9.3;23.9;7.1;2.9;4.8;10.2;12.6
+17.8;72.5;38.6;6.0;9.4;23.8;7.1;2.8;4.7;10.0;12.8
+17.7;73.2;38.1;6.1;9.3;23.8;7.0;2.9;4.7;10.0;12.6
+17.8;74.2;37.9;6.1;9.5;24.2;7.0;2.9;4.7;10.2;12.9
+17.7;74.3;37.3;6.2;9.3;24.0;7.0;2.9;4.8;10.0;12.8
+17.9;72.7;37.9;6.0;9.4;23.5;7.0;2.9;4.8;10.0;12.5
+18.0;71.8;38.2;6.1;9.6;23.6;7.1;2.9;4.8;10.1;12.6
+17.8;73.2;37.6;6.1;9.6;24.2;7.2;2.9;4.8;10.1;12.7
+18.1;73.8;37.7;6.2;9.4;24.2;7.2;2.9;4.8;10.3;12.9
+18.1;74.8;38.6;6.2;9.6;24.5;7.4;3.0;4.9;10.3;12.8
+18.1;74.0;38.3;6.2;9.4;25.2;7.2;2.9;4.9;10.3;12.8
+18.3;75.6;39.4;6.2;9.7;25.0;7.4;3.0;4.9;10.4;12.8
+18.3;77.0;39.0;6.4;9.7;24.9;7.3;3.0;4.9;10.7;13.1
+18.6;77.4;39.9;6.4;9.7;24.9;7.5;3.0;5.0;10.7;13.2
+18.6;77.5;39.7;6.4;9.8;25.5;7.5;3.0;5.0;10.6;13.5
+18.8;77.1;39.7;6.5;9.9;25.1;7.5;3.0;5.1;10.8;13.7
+19.3;77.9;40.1;6.5;10.0;25.3;7.5;3.1;5.1;10.8;13.3
+18.8;78.0;40.1;6.5;9.9;26.2;7.7;3.0;5.1;11.1;13.2
+19.0;79.5;39.8;6.6;10.0;26.0;7.6;3.1;5.2;11.0;13.6
+19.3;78.4;40.9;6.5;10.0;25.9;7.8;3.1;5.2;11.2;13.7
+19.3;79.3;41.5;6.7;10.3;26.2;7.9;3.2;5.4;11.2;13.5
+19.5;81.4;42.0;6.7;10.4;26.4;7.9;3.2;5.3;11.4;13.9
+19.4;82.1;42.2;6.8;10.4;27.0;7.9;3.3;5.4;11.5;14.2
+19.9;84.3;41.7;6.8;10.5;27.0;8.1;3.3;5.5;11.7;13.9
+19.9;83.4;42.2;6.9;10.6;27.7;8.3;3.3;5.5;11.9;14.1
+20.1;85.1;42.8;7.0;10.8;27.4;8.3;3.3;5.6;12.2;14.3
+20.4;86.1;43.8;7.0;10.8;28.1;8.4;3.4;5.7;12.0;14.3
+20.6;88.8;43.4;7.2;10.9;28.2;8.5;3.4;5.7;12.1;14.6
+20.6;88.4;44.5;7.1;11.1;28.2;8.6;3.5;5.8;12.2;14.6
+20.3;86.4;44.4;7.2;11.1;28.6;8.6;3.4;5.9;12.3;14.8
+20.8;88.1;45.0;7.3;10.9;28.7;8.8;3.4;5.9;12.4;15.2
+20.8;89.7;44.8;7.4;11.3;28.9;8.6;3.5;5.9;12.4;15.3
+20.9;90.5;45.8;7.6;11.4;29.1;8.7;3.5;5.9;12.6;15.1
+21.4;90.8;46.8;7.6;11.6;28.9;8.8;3.6;6.0;12.7;15.2
+21.2;92.1;47.3;7.6;11.6;29.7;8.9;3.6;6.1;12.8;15.6
+21.5;91.4;47.5;7.7;11.7;30.1;9.0;3.6;6.0;13.1;15.6
+21.8;92.4;47.5;7.7;11.8;30.1;8.9;3.6;6.2;13.0;15.6
+21.7;94.7;48.0;7.8;11.7;29.6;9.1;3.6;6.2;13.2;15.6
+21.8;94.5;47.7;7.7;11.9;30.4;9.1;3.6;6.1;13.5;15.6
+21.8;94.3;49.0;7.8;12.0;30.2;9.1;3.6;6.2;13.3;15.7
+22.3;96.8;48.4;7.8;12.1;30.1;9.2;3.7;6.3;13.5;15.9
+22.1;97.3;48.8;8.0;12.0;31.0;9.1;3.6;6.2;13.6;16.2
+22.7;95.5;48.5;7.7;12.0;30.5;9.1;3.7;6.3;13.3;16.1
+22.5;95.6;48.4;7.9;12.2;30.5;9.1;3.7;6.3;13.6;16.4
+22.6;98.9;49.1;8.0;12.1;30.4;9.4;3.7;6.3;13.4;16.2
+22.7;96.2;48.3;8.1;12.1;30.8;9.3;3.7;6.3;13.7;16.0
+22.7;96.5;48.8;8.1;12.1;31.1;9.3;3.7;6.4;13.4;16.1
+22.9;98.1;48.5;8.0;12.2;30.6;9.4;3.7;6.4;13.7;16.3
+22.9;98.3;48.8;8.0;12.1;31.3;9.4;3.8;6.4;13.6;16.3
+22.6;97.7;48.9;8.0;12.2;31.3;9.4;3.7;6.4;13.7;15.9
+22.5;98.8;48.4;8.0;11.9;31.5;9.3;3.7;6.3;13.8;16.1
+23.2;98.9;49.2;8.0;12.2;30.8;9.4;3.7;6.4;13.8;16.5
+22.7;98.4;49.4;8.1;12.2;31.6;9.3;3.7;6.4;13.8;16.3
+22.8;100.3;49.7;8.2;12.0;31.5;9.7;3.8;6.5;14.0;16.3
+22.6;98.9;48.2;8.1;12.3;31.7;9.6;3.7;6.4;14.1;16.2
+22.9;98.6;48.6;8.0;12.4;31.9;9.5;3.8;6.3;14.1;16.4
+23.0;97.8;49.0;8.2;12.3;31.8;9.6;3.8;6.4;14.1;16.2
+22.4;98.0;48.7;8.0;12.3;31.6;9.5;3.7;6.5;14.1;16.2
+23.2;98.5;49.6;8.1;12.4;31.7;9.5;3.8;6.5;14.0;16.6
+23.3;99.8;50.1;8.1;12.3;31.7;9.5;3.9;6.5;14.2;16.4
+23.0;97.6;49.0;8.1;12.5;31.6;9.5;3.9;6.5;14.0;16.2
+22.9;98.0;50.1;8.1;12.3;32.6;9.5;3.9;6.4;14.3;16.6
+23.0;96.9;49.8;8.0;12.4;32.2;9.6;3.9;6.6;14.2;16.3
+22.9;98.4;49.9;8.2;12.4;31.5;9.7;3.9;6.3;14.4;16.4
+22.8;99.2;49.3;8.1;12.6;32.0;9.7;3.9;6.5;14.4;16.4
+23.4;101.0;49.9;8.3;12.5;32.3;9.6;3.9;6.4;14.3;16.3
+23.1;99.1;50.0;8.2;12.5;32.2;9.5;3.9;6.4;14.3;16.6
+23.5;99.6;50.6;8.2;12.5;31.8;9.7;3.8;6.5;14.1;16.5
+23.3;100.6;50.5;8.2;12.5;32.1;9.4;3.9;6.5;14.1;16.6
+23.0;101.2;49.8;8.2;12.5;32.0;9.7;3.9;6.5;14.5;16.4
+23.0;97.7;49.9;8.1;12.5;32.1;9.8;3.9;6.4;14.3;16.4
+23.4;98.9;50.2;8.2;12.4;33.0;9.7;4.0;6.5;14.2;16.4
+23.4;99.0;50.9;8.4;12.2;32.7;9.7;3.9;6.4;14.3;16.7
+23.2;100.1;50.5;8.2;12.6;32.4;9.6;3.9;6.5;14.4;16.6
+23.4;98.6;50.4;8.3;12.5;32.3;9.6;3.9;6.4;14.5;16.5
+23.1;100.5;49.9;8.2;12.5;31.9;9.6;3.9;6.4;14.0;16.3
+23.0;99.7;50.7;8.1;12.6;32.2;9.7;4.0;6.5;14.5;16.3
+23.3;100.0;50.8;8.1;12.5;32.4;9.7;3.9;6.5;14.6;16.4
+22.8;98.9;51.7;8.3;12.5;31.9;9.8;4.0;6.4;14.4;16.4
+23.2;99.6;51.2;8.3;12.4;32.7;9.7;3.9;6.5;14.3;16.4
+23.3;99.8;49.8;8.3;12.4;32.7;9.8;3.9;6.4;14.4;16.3
+23.5;99.5;50.8;8.3;12.5;32.0;9.5;3.9;6.4;14.3;16.5
+23.2;100.7;50.6;8.3;12.5;32.0;9.9;4.0;6.6;14.4;16.1
+23.0;100.9;51.2;8.4;12.5;32.6;9.7;4.0;6.4;14.5;16.7
+23.2;98.2;50.2;8.3;12.5;32.3;9.6;4.1;6.4;14.6;16.3
+23.3;100.2;51.1;8.4;12.7;32.4;9.7;3.9;6.4;14.2;16.3
+23.1;101.7;50.7;8.3;12.4;32.6;10.1;4.0;6.5;14.5;16.3
+23.5;99.8;51.7;8.3;12.5;33.4;9.9;4.0;6.4;14.5;16.3
+23.9;100.0;52.4;8.3;12.6;32.2;9.9;4.0;6.5;14.5;16.3
+23.6;99.0;51.7;8.5;12.4;32.9;9.7;4.0;6.6;14.8;16.5
+23.7;100.5;52.4;8.5;12.4;32.3;9.8;4.0;6.4;14.7;16.3
+23.8;100.8;51.3;8.4;12.4;32.6;9.9;4.0;6.5;14.3;16.1
+23.5;98.8;51.8;8.3;12.6;33.3;10.0;4.1;6.4;14.6;16.5
+23.4;99.9;52.2;8.4;12.5;32.9;10.0;4.0;6.5;14.5;16.2
+23.8;98.5;51.3;8.4;12.4;32.3;9.8;4.0;6.5;14.8;16.4
+23.9;98.2;50.4;8.4;12.5;32.6;10.0;4.1;6.5;15.0;15.9
+23.4;98.5;51.0;8.3;12.4;31.9;9.8;4.0;6.5;14.6;16.5
+23.4;97.9;51.3;8.2;12.3;32.9;9.9;4.0;6.4;14.5;16.2
+23.3;99.0;50.9;8.4;12.3;32.2;9.9;4.1;6.5;14.7;16.1
+23.7;98.0;51.2;8.3;12.4;32.9;9.8;4.1;6.6;14.7;16.3
+23.7;98.8;51.6;8.3;12.4;33.1;9.8;4.0;6.6;14.7;16.2
+23.7;99.2;51.1;8.3;12.3;32.3;10.0;4.0;6.5;14.7;16.3
+23.8;99.4;51.1;8.3;12.4;32.4;10.1;4.1;6.6;15.0;16.0
+23.6;98.8;52.3;8.4;12.3;32.8;10.0;4.0;6.5;14.9;16.1
+24.0;99.6;52.1;8.5;12.5;32.6;9.8;4.0;6.5;14.9;16.5
+23.7;100.4;51.8;8.3;12.4;32.2;10.0;4.0;6.5;15.1;16.0
+23.2;99.6;51.8;8.2;12.4;33.3;10.0;4.0;6.5;14.7;16.1
+23.9;96.4;51.2;8.3;12.0;31.7;9.9;4.0;6.6;14.9;16.0
+23.5;98.1;51.9;8.4;12.3;32.2;9.8;4.0;6.5;14.6;15.7
+23.6;97.3;51.6;8.3;12.3;32.9;9.9;3.9;6.5;14.7;16.0
+23.8;98.1;51.4;8.1;12.2;32.0;9.9;3.9;6.5;14.6;16.0
+23.4;97.9;51.5;8.2;12.2;31.9;9.9;4.0;6.5;14.4;15.8
+23.5;97.3;52.2;8.4;12.2;32.8;9.9;4.0;6.4;14.6;15.5
+23.2;98.1;51.6;8.3;12.1;32.9;9.8;4.0;6.5;14.6;15.8
+23.2;95.8;50.9;8.3;12.2;31.9;9.9;4.0;6.5;14.8;15.8
+23.6;96.3;51.6;8.1;12.2;32.2;9.8;4.0;6.4;14.6;15.7
+23.6;96.8;51.7;8.3;12.2;31.8;9.8;3.9;6.4;14.7;15.8
+23.3;97.2;52.0;8.3;12.1;31.4;10.0;4.0;6.3;14.7;15.7
+23.1;97.0;51.8;8.3;12.0;32.3;10.1;4.0;6.4;14.6;15.7
+23.5;98.8;51.1;8.3;11.9;31.6;9.9;4.0;6.4;14.6;15.4
+23.4;95.7;51.4;8.1;12.0;32.8;9.8;3.9;6.4;14.9;15.5
+23.1;94.5;51.1;8.1;12.0;32.3;10.0;4.0;6.4;14.6;15.5
+22.8;96.9;51.9;8.3;12.0;31.9;9.8;3.9;6.3;14.7;15.5
+22.9;96.3;50.7;8.1;12.1;32.1;9.8;3.9;6.4;14.3;15.4
+23.1;95.5;50.9;8.2;12.0;31.6;9.6;4.0;6.3;14.3;15.5
+23.4;95.9;51.3;8.1;11.8;31.3;9.8;3.9;6.3;14.1;15.1
+22.8;93.6;50.3;8.2;12.0;31.6;9.6;3.9;6.3;14.4;15.2
+22.8;96.4;49.7;8.2;11.6;30.9;9.7;3.9;6.3;14.0;15.1
+22.9;94.6;50.6;8.0;11.6;31.0;9.8;3.9;6.4;14.2;14.9
+22.9;94.4;49.9;8.2;11.5;31.0;9.6;3.9;6.2;14.0;15.1
+22.6;93.8;49.5;8.0;11.5;31.7;9.6;4.0;6.1;14.1;15.1
+22.8;95.7;49.7;7.9;11.3;31.1;9.5;3.9;6.3;14.1;14.9
+22.6;94.1;50.4;8.2;11.7;30.5;9.7;3.9;6.3;13.9;14.7
+22.5;93.7;49.9;8.0;11.7;31.0;9.5;3.9;6.2;14.1;14.9
+22.5;92.0;50.0;8.1;11.6;30.8;9.7;3.9;6.1;14.0;15.0
+22.6;91.6;49.3;8.0;11.5;30.7;9.6;3.9;6.1;14.0;15.0
+22.5;93.9;49.7;8.0;11.6;30.5;9.4;3.9;6.0;14.0;14.9
+22.9;94.0;49.6;8.0;11.5;30.8;9.6;3.8;6.1;13.9;14.5
+23.0;92.4;49.3;8.2;11.5;30.2;9.8;3.8;6.0;13.9;14.9
+23.4;93.4;48.9;8.0;11.5;30.6;9.5;3.9;6.1;13.8;14.9
+22.5;92.2;49.9;7.9;11.6;30.5;9.4;3.9;6.1;14.1;14.9
+23.0;93.4;49.2;8.1;11.5;30.4;9.4;3.9;6.1;14.0;14.4
+22.6;93.9;49.5;8.1;11.5;30.3;9.7;3.9;6.1;14.0;14.9
+22.9;94.4;48.7;8.0;11.4;29.9;9.5;3.9;6.1;13.9;14.6
+22.7;91.2;48.5;7.9;11.4;30.5;9.4;3.8;6.0;14.1;14.8
+22.5;92.8;49.4;7.9;11.3;30.5;9.4;3.8;6.0;13.9;14.7
+22.7;92.2;49.1;8.0;11.4;30.0;9.5;3.8;6.1;14.0;14.6
+22.9;92.6;49.6;7.9;11.5;30.7;9.4;3.8;6.2;13.7;14.6
+22.8;92.7;49.8;7.8;11.6;30.3;9.6;3.8;6.1;13.8;14.7
+22.7;93.9;50.1;7.9;11.5;30.7;9.6;3.8;5.9;13.8;14.9
+23.2;93.5;49.4;8.0;11.4;29.6;9.5;3.9;6.0;13.7;14.7
+22.6;92.5;50.0;8.0;11.5;30.1;9.5;3.9;6.0;13.7;14.9
+22.8;94.9;49.0;8.0;11.5;30.5;9.5;3.8;6.0;13.6;14.9
+23.0;91.7;49.3;7.9;11.5;30.6;9.6;3.9;6.0;13.7;14.9
+23.0;93.3;49.2;8.1;11.3;29.7;9.6;3.8;6.1;13.6;14.8
+23.0;94.1;49.0;7.9;11.5;29.9;9.4;3.8;6.0;13.7;14.8
+22.8;96.5;49.8;8.1;11.5;30.4;9.5;3.8;6.0;13.8;14.9
+23.2;96.1;49.8;8.1;11.6;30.6;9.4;3.8;6.0;13.8;15.1
+23.3;94.9;49.7;8.1;11.5;29.9;9.4;3.8;6.0;13.7;15.1
+23.2;95.2;50.0;8.1;11.4;29.9;9.6;3.8;6.0;13.8;15.2
+23.7;96.8;50.9;8.1;11.6;29.9;9.6;3.9;6.1;13.8;15.3
+23.8;96.6;50.8;8.1;11.6;30.1;9.7;3.8;6.1;13.9;15.5
+24.5;98.7;49.9;8.3;11.6;30.4;9.7;3.8;6.2;14.2;15.7
+24.3;100.8;50.8;8.3;11.7;30.4;9.7;3.9;6.0;13.9;15.5
+24.3;99.4;50.9;8.3;11.9;30.6;9.8;3.9;6.1;13.9;15.8
+24.3;100.3;51.7;8.2;11.8;31.1;9.7;3.9;6.2;14.1;16.1
+24.3;99.5;51.4;8.5;11.8;31.1;10.1;4.0;6.2;14.2;16.1
+24.6;101.9;52.8;8.2;11.9;31.1;10.0;3.9;6.2;14.1;16.2
+24.4;101.6;52.0;8.5;12.0;31.6;10.0;4.0;6.1;14.6;16.3
+25.1;101.7;52.5;8.6;12.2;32.0;10.1;4.0;6.2;14.5;16.3
+24.7;100.7;52.1;8.6;12.4;32.3;10.1;4.0;6.4;14.4;16.6
+24.6;104.7;52.6;8.8;12.6;32.4;10.4;4.0;6.4;14.4;16.2
+24.8;103.0;53.9;8.6;12.5;32.7;10.5;4.1;6.5;14.6;16.4
+24.4;102.2;52.5;9.0;12.6;32.3;10.5;4.1;6.6;14.6;16.8
+25.0;102.7;53.8;9.0;12.8;33.0;10.6;4.2;6.6;14.7;16.4
+24.8;105.8;54.7;8.9;12.9;34.0;10.6;4.2;6.8;15.0;16.7
+24.6;106.3;54.0;8.6;12.8;33.1;10.9;4.3;6.7;15.2;16.6
+24.7;103.8;53.6;8.9;12.8;33.5;10.5;4.2;6.8;15.1;16.5
+24.6;104.1;53.7;8.9;12.6;33.5;10.5;4.2;6.8;15.1;16.7
+24.6;101.7;52.9;8.8;12.8;33.8;10.5;4.3;6.9;15.4;16.3
+24.5;101.9;53.5;8.7;13.0;34.1;10.5;4.3;6.9;15.1;16.7
+24.4;103.0;53.5;8.5;12.8;33.8;10.7;4.1;7.0;15.3;16.4
+24.4;101.5;53.0;8.6;12.6;33.3;10.4;4.2;6.8;15.6;16.5
+24.8;102.8;53.8;8.7;12.7;33.0;10.3;4.2;6.9;15.5;16.4
+23.6;102.4;51.4;8.6;12.5;33.3;10.5;4.2;6.9;15.3;16.2
+24.2;99.9;51.0;8.5;12.8;32.3;10.4;4.2;6.8;15.6;16.1
+24.1;100.8;51.5;8.5;12.5;32.4;10.3;4.1;6.8;15.1;15.9
+23.6;100.0;50.0;8.5;12.6;32.9;10.3;4.1;6.8;15.1;16.1
+23.2;98.1;50.2;8.3;12.4;32.4;10.2;4.0;6.6;15.0;15.9
+23.7;100.2;51.1;8.4;12.4;31.9;10.4;4.0;6.7;15.0;15.9
+23.4;100.3;51.0;8.3;12.2;31.9;10.2;4.0;6.7;14.8;15.6
+23.2;98.3;48.9;8.2;11.8;31.3;10.2;4.0;6.5;14.8;15.7
+23.2;97.5;49.5;8.1;11.9;31.3;10.0;4.0;6.6;14.4;15.8
+23.0;98.8;49.6;8.1;12.0;31.8;10.0;3.9;6.6;14.3;15.5
+22.9;97.1;49.4;8.1;11.9;31.1;9.7;3.9;6.3;14.2;15.3
+22.7;97.5;49.5;8.0;11.9;30.9;9.7;3.8;6.5;14.5;15.6
+23.4;96.4;48.4;8.0;11.9;30.6;9.7;3.9;6.2;14.2;15.0
+22.2;95.4;48.2;7.7;11.9;30.5;9.6;3.9;6.3;14.0;15.0
+22.5;95.7;47.3;7.9;11.6;30.1;9.6;3.8;6.2;13.8;15.0
+22.8;93.8;46.5;7.8;11.6;29.7;9.5;3.8;6.1;13.7;15.2
+21.9;93.7;46.8;7.9;11.6;30.4;9.4;3.8;6.1;13.7;14.9
+22.2;92.9;46.6;7.7;11.4;29.3;9.5;3.7;6.0;13.6;14.9
+21.6;92.7;46.5;7.6;11.5;29.7;9.6;3.7;6.0;13.3;15.1
+21.9;93.7;46.5;7.7;11.5;29.6;9.3;3.7;5.9;13.3;14.8
+21.9;93.8;46.0;7.6;11.3;29.4;9.1;3.8;6.1;13.5;14.8
+21.5;93.5;44.9;7.6;11.3;28.8;9.2;3.6;6.0;13.3;14.6
+21.8;90.7;45.5;7.4;11.3;28.9;9.1;3.7;6.0;13.2;14.6
+21.5;91.8;44.7;7.5;11.3;28.7;9.0;3.6;5.9;13.2;14.8
+21.2;91.9;44.7;7.4;11.1;28.5;9.3;3.6;6.0;13.0;14.8
+21.5;91.7;45.1;7.4;11.1;28.8;9.1;3.5;5.9;12.7;14.6
+21.4;91.7;45.3;7.4;11.0;28.6;9.0;3.5;5.8;12.7;14.6
+20.7;90.2;44.8;7.4;11.0;27.8;9.0;3.5;5.7;12.8;14.6
+21.0;90.2;44.0;7.3;10.8;28.2;8.9;3.5;5.7;12.8;14.3
+20.9;90.6;43.9;7.3;10.9;28.3;8.7;3.5;5.8;12.7;14.6
+20.7;91.7;44.8;7.1;10.7;28.1;9.0;3.5;5.7;12.6;14.4
+20.8;89.1;43.2;7.2;10.9;28.5;8.9;3.5;5.7;12.6;14.5
+21.3;91.6;44.1;7.3;10.8;28.3;8.8;3.5;5.7;12.7;14.6
+20.8;90.6;43.7;7.3;10.9;28.4;9.1;3.4;5.7;12.8;14.5
+21.0;92.5;44.7;7.3;11.1;28.1;8.9;3.5;5.8;12.7;14.4
+21.4;91.7;45.0;7.3;11.1;28.5;9.1;3.6;5.9;13.2;14.8
+21.2;91.6;44.9;7.3;11.1;29.0;9.1;3.6;6.0;13.2;14.7
+21.7;92.8;45.4;7.4;11.0;29.4;9.1;3.6;5.9;13.2;14.8
+21.6;94.9;46.1;7.6;11.2;29.0;9.1;3.6;6.1;13.4;14.9
+21.5;93.6;45.4;7.7;11.5;29.8;9.3;3.6;6.1;13.5;14.9
+22.1;93.6;45.8;7.5;11.4;29.1;9.1;3.6;6.0;13.6;14.9
+21.6;94.4;46.6;7.5;11.3;29.0;9.2;3.6;6.0;13.4;15.1
+21.6;94.8;46.2;7.4;11.5;29.0;9.2;3.6;6.1;13.4;14.9
+21.6;93.0;45.8;7.5;11.3;29.1;9.1;3.6;6.0;13.4;15.0
+21.7;92.6;45.0;7.4;11.3;29.0;9.1;3.5;6.1;13.5;14.9
+21.3;94.5;45.1;7.5;11.1;28.7;9.1;3.6;5.9;13.3;14.9
+21.4;93.2;44.6;7.5;11.0;28.7;9.2;3.6;5.9;13.6;14.7
+21.4;91.2;45.8;7.4;11.3;29.0;9.1;3.5;5.9;13.0;14.6
+21.0;93.5;44.6;7.4;11.1;29.1;9.0;3.5;6.0;13.2;14.6
+21.4;91.2;45.5;7.4;11.3;28.7;9.1;3.6;6.0;13.2;14.6
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_p.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_p.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..103d97a004a97051ee2902c80b280215fc6ae06a
GIT binary patch
literal 5215
zcmV-l6rk%uT4*^jL0KkKSr-^Q1^_y;+yDR)00V#MBn03f-Of(7xcl0HKzm^CU^lQg
zU~RnyY#rKyhr!TLs7R8klpqDpzWB9?rfp<xY*cRNTV*S|ZZ%vNU3NEQXtQlL%{5;Q
zPez7SP+$#DO&JwaLjcu31esMqfF#mFWk^5>l}e}k_EM^!q%;9aQlE*X6r%$G2p@;<
z`C<6s`~F?qTl%9<)?EFZ?(+m{JtrbW8-M)B)$9?s24L@0m`#Tc`HK|~DA3&(lkrfb
zy%w)Lfa9elndWlvwCMvMI7Z4gRbL``VJuOr?&}sP@>p?Q2APzGpFD-%O|fSL6upSl
z!8}jVjU!adXOw7cnclNGqYri!L`0<AoLc&@G74)QmHDe5nezjp8Pp-7i3X6VK&*zR
zalY$y(rKA;%$<7bENsszsu98KoGPHtPFI5V4jX)K&8O3Zes&#bs?5S7o~eYcML6o!
z)Z5;Jl-=n>?Ut<txg6r(Xza!$R7O<`WG&fwhTc|JE2P}a`uBwaV0n*tSw0TY_1;4x
z1TdjeL>csGQc{I23PZ><@5@-qpMw~Jh>D;o6&K7{`qRczl(1qW+&mfwB<OQ2tC-BO
zmOe}2r{ufWznZ3lp17aWZ?05txu!=&61(o{@4l9u2>H=D@$|H*z0jW|4Q$>MC#dnG
z>uQ#T@d*zXt^FW;s1HhvGyz+}P~@|=;tKCzv5z32U|c+8whn1ets6$8YB2ebKs-R=
z2%^cd=1*j3mD#5Q2#BLRg3ChEg_hKT(G!Qlf})7REC;12Sw6KhDb}`IM88atQ>6I$
zQ37!3A><fBkjHnQUy0ZOoVZj+?sHl-;5aS!de%xsh*i130qb>qypOR6D?qv8>rm2o
zW>)x2l%i3#6}9-zYIb-%qk*)^v`gwK#9k9(Gg+-8$+X*<WhsZLLd6N?fjq%jp~#@H
z(o`Yf*@Y0w7BNLUS#2dPC{oL8wo#DknmUUW1w}p-Wo0N^@VRP()K;YXr1wSnRa8<R
z8uXKJnIL`E+w`DCb<n*_538o)XJ2Sp>ygg4RK4$daL68^$uCfNUt0d3e0dDukzXdm
z1anEF)8?qp2V;iHYlhR+8=li~L>F$WxTfkNH{~WO)G$}VG9I=CR7iOSa9Bl#wC>Wi
za!(9pIJq;H!o(0@$JS7^u_6?qY_XAGEDp)8#1vS)7%IoKrHF{fY-hP<9ep~?r(*T1
z>o7L0EDt|Z_JC?O(`2_=d|r-AQB)}dVz-QvP1kj=)3@&*eX{njwKd&Laqx^6sY)|v
zvYPRr@S`+sp5Be-;jZCKL}cE@j8<t7Ms6r)HKOC1j;N#Ro*4ur^2qR&izfCK2F-;h
zqK7S2lB&gwVlYtfj99VjZS2}8k;^-l1+)unjiWj?)jHZLoMGQXu^1`UfP9)E<)d)?
zX-ww$Y25c(y!G!q=e*P39rs@Fxk#`pxkS>DruOJA%%$J}fn$=-vW^M7!n!r@Bc`Ql
z_KH=V@qJC1tPMlWHfb}<aov4xvzi>ThaJGIT>_(-h^TXnr77+c7Lj12Jfxmkwp&$D
zMg|PW$rXz<9%UMYMhJ?Xoi{qmm|=-%*c3>i+$^>&6{WUyK>0a5utVhw<$R+={FieS
z?)A#==CfSRGdY~?8Z67YT>7T-(VE0tW5eF=k4k+6uOC+e<h=OREK|0%kB?!Eq0bqd
z!-gH<oX+8k=Hp?r<%+1BXxS;s>jx=5wV;NgB>45PKxCqjJi%DRX3D5kH?qkLHj63d
zBB+dBT2+&*6h%Sl*qt6+xLg+tOWd-ljiNb+V#DfDLcaM?RhVszjL3aoV#-Yu@|{n6
zs(6!5OgEUVky*Xg>Ts4FTNP@u+VJ;{cfRs`@Fy5Ob%AwHr(VoYHKnz$GC674AP>Z-
z1LCEhCKwcwK_l+ven_eDL=;3;IfS_zca<8y89|I0$y8D@c|bg<J5(89!C<0>tr9F9
zN>j=tR5qe36o<N4)^v;%=)nqtJw>JZ;+ZYWnC0#wAfdlOkmQ1a;0}O2V0a)Wm_R=>
zf~%RltxOVnZEF`YMBViP>C!6GtO`Dq5z;IVXsW7|0`vHa4vi=vl3a>Rg7zNRAc6Hp
zrWC$uvox8IyRn~l?D~SJ&M;(C12Aw~TjOe69BWZo#Ze%`M3cnzo81gi25yCntO{me
z1^{?s#N!cz7IpI=zK51G%#2u9)>|vvhF~zKuuK*21(I-7MHtI0UqkA&pOdTKJ<TSb
z>tCDGKGz1#yhH<6%bC45Tp*<)a+gup*nw9=eC3iJ%O<vKG$+iO_OxqhgY&dT)gpoR
z?{(dmp7Qq)@S>?b=RD9=PW%K3<l(|`5m45)Z$j)}i%Ss>D2ouD0(p^S6`6F;WiC?2
z5jQ}n_^V0_7$+mr`H@G|V-XNXs~P5c;b}&cigstTV`lmyF;)S=Q6dVlJVJUyMiA`g
zNHyW$)h!}rOy*ACTe_aD(BiTXt)<=GHO=(;8~TK{frpC-!~=TFA#tVFYuRh=M8?=z
zdxBefYIP~-V~4Y2tg-WXak^J+ddecIdeI%p@+<XX#8Ha{%!Oly=&VAD)(|AIk^YfS
z{0mE8!|^hBGPyL_&C3%DTo}!B6FE~YZv}|fh*8@YFarUBHpWYcrb8g$#=&zCGT;LS
zF|J@ZBa}?zIqVS}6ACys!-j}sFKRkT8H%h_>E871>~zW)0l~))Cj>cHux#L>V;~vi
z;N&@k;RFBE*l=WM1KsL0sCk1h1Du;+z~O_H3}ntzB@-kWkPmn~=LQVGhEy#)V8%ep
z1pTTge&VPMfP`jLrZEJ6s;T}eL;DDG;DP#oN8lfa;x!^vALAwrIJt>3fwq5-50597
z2fhpu_o!O6BLb)#o;`;Z&O|-r@sn8upkfMITftPL@(OK_d9DKq^XJ4*=f2+hzU!&m
z##hgY_4BdcXG{8sj)+D90whR~As9qs0E3m7F=jEA8Iv-kpVXlJ|2(O9amSUg{XcxK
z@%;YpY1H$_laO}<lY2H;$p0G`A3Un|a$GM@FB3-`@~Yz8++!<syKru8QmOEWZJY|@
zc#D99QiTc%NQqu-N(5jwv;d>Tg@co?JXd<`@7V{|89kpc>1GdoID?yJIgiCf`Vu|<
z@<*6f7xqi}`}^rn-?5L}^gHK@>%D(``xzJzlOH35OyK*_i{Bs|0SKo&=aR@miA7*V
zElTiogUB-}qgIVZpySEqTi(XAN^GBxDaSeQvzecE>Z~jB$$2{I*Q)Y~PzV;4t4Syd
zkKihS`ixzv_*%hvJ-Hg6g4FXQ@posaHRUR->k`zm2Mtw+2hcv>iK4SpZLQ`SEtQ<*
z%az9CkdU-3N^leto_KlT;Z7d>pmD{;ICFKn)l}$+`yhJ1D0^^nepZVVX!m1tQL@60
z?s<Npz>pB&<JO_g0EjKF+ZtO;scp8+)~4$bZN1wXZe$y3)N4X(cH1>4+ikOVQjzvT
z_78nt^0gMVYx}$$gL~6as*Y^k#|}p%am#!Ak-%$AQ-I+f<F(ifi;UxA7)+}|_b(uF
zp^DQO#sJ76;ZQ;-J`C-GWGV~fscXt|A<rDrvY}KOQqs_90gM>np$Y|6JD;!BK8QD-
zFkBM@gnPcfQ2K#R9^$c~McX9`)M$tYlobdiudAb!qMpgAN|jn#Y#HA$COPk`9{7;t
z9(FOZM|>b*92*oUoQu!U-O+)TqU%=J7vjLGn5}5il@pwD;N`)^3!+i?e#T~J_y1;I
zcT2yY1YgArKu;4txHDeM0IE5dh$M{90=j~{$VOuznk6?-O-yLoBx#llw<vKw3fk%M
zyct@X*3{LdPH;r~wa2jnV6up+29)#!*D9cdwN_Ocgc(AVq)&kgk9cS#@FWoxx>!jD
z-8C+1ek!GA;UNti)U5ghd)?+qY~O@G6CY?K5`i3_kTMlwKoGMCo+PCW_7I5kt~h~Z
z{C!IW-<Q}b0Z+6`@<Qz_!h1bNt*Z7PA$r4ON(Cz$kI}j!5S{4L&2pr74$k&xp<ZQd
zgsCNZg7Fqkng!xjtoZueytedoz{_aWcTx`Pta__oNSBX3o~AS(9+~OyX5tcq7s_J2
ztZ<kPZ5~=kW}uO39dOkQ)$h3+(4Sp+3Ja4YHNE5Q%_De{ZdmGQ@U@;jz^Xay%BTkm
zzas;p8xZw~GQ&2^@(}3ZG)t<zhS<U;5u4iBJks$ZizhNO&H;s9=wOpZy^0EyZ=rDT
zgAF<k2f}ljySJ3;dVEi%8mxYKW`jNChjFSob$u{8t6HQ8E||9^h)dO=?qF50+K|Be
zQzU?I**@D5s`aAAkg|szB?272uoW1&enp%L$J%>$J}*YruGNDw2z+c=aE!sV3Noc1
zTN^2A+_7Ei1#^0@lCB&@o~R*>>tePo#O6+9*AA<%HaS-3HL-X*UCS3^mvuOfaCFd3
z*q;fTxSJ$==X#~<!w{_d&=yVfTB*Rx2e-F*o-uNx-NXaQ2K9AMG7yx_wDO+l<IV4f
zc=dXtfm@w$JS3S!=Lf!ms*{_>hT4H$o(xVZrM@fGR;)H}Ez+%SGKis#!<C#mD`Q?T
z{L8#uyyTh9dF0V%@^<Gtb#Wk)2cV>B>00ofGA7?Idq)oWl`j<bwyVoyhq8!l()LPJ
zrzjz+>`F1N(B8;uY8?)&Z>FO)$`8hh^<vb?yVT;llyz**<auou5Ky8>6%bk&O*mLe
zABaglDhf?eGSGo0+CdguVV%!3Fs!@<wnf|+5kO}J%u=x*65ygxUmeY!dw0d%vhs3r
zE6uf$I99v7GPj!>WpmU{^UY9r&qH+gy5yQq6>A9uA+@!66Cyaw#;cKvtXmF}9j@%u
zG|R>^i`bh~wBH_lSq5cD6-Tw!8Vql492^<ai@vXAVS5WPRYtCXr6Tq!80)uY<-K>a
zT{R89dTo>0V(2I*j=Oulb>Q`9z30`Bs5M5lhkKcv`!J>T2TER5c^?PPd5yGCO!2=Q
z9sq*2k--vpgXeXP5P2gblg;JTn_sXZW1@&T(_;dQ1#TB*h%ecsY!q!#8nT~uk8<qr
z>vBviW??l&M0aOJ*?m#3zUz6h%<h-f$9;Fu%2DL)#@aDNC@M7J9P=cQLQfjXN6*@}
zE8B)%DVMo#%oDn3!r&$yJ9f-N$@T?pZL$bS&Ze%p3YnGP7y*WPGPE?xGv<*CO^ZBD
zZw;Fk!6GWR0zkI=usxRT6gBpxA>T(k+?YENd&cImY!U>hfkL0lN+ZS-CL@L|ne+gm
z$UH$GAfmULSel6#7*t1gLBlq@(t5?q9g?|sTYI0=mtjFCXALyCBN0bFgPUZEtfV)!
z<ySZ-3=9<LF<xX-9wd-WTLT%D4_ev^A_^v8vbjz*l>`y^B8q}(?%whbR7!bK%?zE+
z?9;Rr?(RD7+Eio}Diq$yU0r<mggX}rvYV+%+{@oQykwf?s<sg`FRIXWAuA~izi8=G
zNJDnb7TB%n4#}XPS*xnb*SQ|^W4V&C2wf`16|J4SLsrw(dD(f%z}|E2eZKOI=3~1~
zlJ{pU>`n@)DKsjBceUGm?Q^smChu1=-MPa$3EOb*x@S9;V0VW+>~~iVudG&%#iG|H
zXDP^Jj}zTVX?<&OK1%nY!3I`?uiV1YRBdc)M%2t3lBNmAR@RAufZ1}qp;8zKjf!Jr
zQnw2iCJ3_o9JbRfN`Z=^invnR<(RATCb3I`lvHsSFr}ktj4-mfR;{s4=R4Qiw>8Sv
zr`$z3r1c>0jq@PL{ND1JorZ}<X=>cj9&4G$4Xeg+b-y1Fk5zb)bydWIJVD2|&nZrg
zdqo4(%A@1rNd$p`ywRM(xp$6F7!PwW<VOiSiYW!~J{wx~2ek#eQ6U9{2_zDH8N=hp
zdu)tO!_NDi_`dqlM%x4B1t&{i7U<Qz_sdSdc{9^28c^U#2>^&9q?g|kr7{Yn8DhfA
zkofn8V=+a=%<UW@K3^>Kx-mVP>u?)y4&W2g9(KKH>>QF!LWAX(2EB&?11jaXce7ok
zrpa@TTdtg1ZwsBvu+XZ>GdRAYR!0~sbqB|l-wYj((~#Z1zIhR}5oEr4lktS4#JyKf
zOuR$Ho}GQyJ%^Sm`-beq^2~Y0t5~;{f^Nxas#!)sd&$RL+71@pS#xMtRuN5Jz}FC5
z3FTW5w2Ot;TUn$|^Q#fd>v*?zxt0`qx3+H6x?Jx!q1nlVTGgk5a>Zn*9J`8b8g|VF
zFdTY@1wk32q0-%6Bh!a=y`{*;Ze(v^FsE6#Df+7#OHo_hZ%EC0<*k-8A*VU8wu;IR
zpG55-t+$fj8roN#YhNmCxnrW<H5*)t%3ZFl+QivM60F-*=Z7TH6we6#yGX2zfxKz2
zaeY>Is>iV1^b4rgPrU4$@UblJt3JNH8>^*l3htrLa!@tx_A>b}_|Ug2le+Axpw~gV
z9IP0Q#-gxZX?k+iaeJC=EzHA+%+GHsBvcY-(zITN=};%?<k)?#g9*qqW#(+tG3u3q
z^JC{wt#d7$SC>peu8NGXUTnUoYdFnYDw}F(%Z;%?huuU*nZYT}J)<)$26^EbWa6>m
zMb{6QMosm(nrCorYZFHoaExl}rM#tTI~jEH9xk-jc4&$P0aI5&hzYbcHLQxk+?R7S
zlm~aap(edDc8Y^8YDO|<QF*<tv74BRhgYI&%%`SiZ(YH?GVj*;S88h`YMzc1>!x5?
z*z`^p8KF_8I>{q!b@5zsEu?ci$x~$vNc*kQu<|>IyB+ks;j@%#&3gQS8HbbDFxNcx
zbCyJ;B8lWU^F}&|K7`!aTtijq*^2kOVIB6<c=)hlR<%Pc&rFA}u3btnXhALP+hpVK
Z&v<?N!~f&=6a7>E7ji{7P>>fGJO+5u6_x-1

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_p_forecasted.csv b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_p_forecasted.csv
new file mode 100644
index 0000000..93ca56e
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_p_forecasted.csv
@@ -0,0 +1,577 @@
+LOAD-2;LOAD-3;LOAD-4;LOAD-5;LOAD-6;LOAD-9;LOAD-10;LOAD-11;LOAD-12;LOAD-13;LOAD-14
+21.9;86.6;44.6;6.9;11.8;28.2;8.8;3.4;5.5;12.6;14.8
+22.0;86.8;44.8;6.9;11.8;28.3;8.8;3.5;5.5;12.6;14.9
+22.0;86.9;44.8;6.9;11.8;28.3;8.8;3.5;5.5;12.6;14.9
+22.0;86.9;44.8;6.9;11.8;28.3;8.8;3.5;5.5;12.6;14.9
+21.9;86.8;44.8;6.9;11.8;28.3;8.8;3.4;5.5;12.6;14.9
+21.9;86.7;44.7;6.9;11.8;28.2;8.8;3.4;5.4;12.5;14.9
+21.8;86.5;44.6;6.9;11.8;28.1;8.7;3.4;5.4;12.4;14.8
+21.8;86.2;44.4;6.8;11.7;28.0;8.7;3.4;5.4;12.4;14.8
+21.7;85.9;44.3;6.8;11.7;27.8;8.7;3.4;5.3;12.3;14.8
+21.6;85.6;44.1;6.8;11.6;27.7;8.6;3.4;5.3;12.2;14.7
+21.6;85.3;44.0;6.7;11.6;27.5;8.6;3.3;5.3;12.1;14.7
+21.6;85.1;43.9;6.7;11.5;27.4;8.5;3.3;5.2;12.0;14.6
+21.5;85.0;43.8;6.7;11.5;27.4;8.5;3.3;5.2;12.0;14.6
+21.5;85.0;43.8;6.7;11.5;27.4;8.5;3.3;5.2;11.9;14.6
+21.6;85.0;43.8;6.7;11.5;27.4;8.5;3.3;5.2;11.9;14.7
+21.6;85.2;43.9;6.7;11.5;27.5;8.5;3.3;5.2;12.0;14.7
+21.6;85.3;43.9;6.7;11.5;27.6;8.5;3.3;5.2;12.0;14.7
+21.7;85.5;44.0;6.7;11.6;27.6;8.5;3.3;5.2;12.0;14.8
+21.7;85.6;44.1;6.7;11.6;27.7;8.6;3.3;5.2;12.0;14.8
+21.7;85.7;44.1;6.7;11.6;27.7;8.6;3.3;5.2;12.0;14.8
+21.8;85.7;44.1;6.7;11.6;27.8;8.6;3.3;5.2;12.0;14.8
+21.8;85.7;44.1;6.7;11.6;27.8;8.6;3.3;5.2;12.0;14.8
+21.8;85.7;44.1;6.7;11.6;27.7;8.6;3.3;5.2;11.9;14.8
+21.8;85.6;44.1;6.7;11.6;27.7;8.6;3.3;5.2;11.9;14.8
+21.8;85.7;44.2;6.7;11.6;27.7;8.6;3.3;5.2;11.9;14.8
+21.9;85.7;44.2;6.7;11.6;27.8;8.6;3.3;5.2;11.9;14.9
+21.9;85.8;44.3;6.7;11.6;27.8;8.6;3.3;5.2;11.9;14.9
+21.9;85.8;44.4;6.7;11.6;27.8;8.6;3.3;5.2;11.9;14.9
+21.9;85.8;44.4;6.7;11.6;27.8;8.6;3.3;5.2;11.9;14.9
+21.9;85.8;44.4;6.7;11.6;27.8;8.6;3.3;5.2;11.9;14.9
+21.8;85.7;44.3;6.7;11.6;27.8;8.5;3.3;5.2;11.8;14.9
+21.7;85.4;44.2;6.7;11.5;27.7;8.5;3.3;5.2;11.8;14.9
+21.6;85.1;44.0;6.6;11.5;27.6;8.5;3.3;5.1;11.7;14.8
+21.5;84.7;43.8;6.6;11.4;27.5;8.4;3.3;5.1;11.6;14.8
+21.4;84.3;43.6;6.6;11.4;27.4;8.4;3.2;5.1;11.6;14.7
+21.3;83.9;43.4;6.5;11.3;27.3;8.3;3.2;5.0;11.5;14.6
+21.2;83.6;43.2;6.5;11.3;27.2;8.3;3.2;5.0;11.4;14.6
+21.2;83.3;43.1;6.5;11.2;27.1;8.3;3.2;5.0;11.3;14.6
+21.1;83.1;43.0;6.4;11.2;27.0;8.2;3.2;5.0;11.3;14.5
+21.1;82.9;42.9;6.4;11.2;27.0;8.2;3.2;4.9;11.3;14.5
+21.0;82.7;42.8;6.4;11.1;26.9;8.2;3.2;4.9;11.2;14.5
+21.0;82.5;42.8;6.4;11.1;26.9;8.2;3.2;4.9;11.2;14.5
+21.0;82.2;42.7;6.4;11.1;26.8;8.2;3.1;4.9;11.2;14.4
+20.9;82.0;42.5;6.4;11.0;26.7;8.1;3.1;4.9;11.1;14.4
+20.9;81.7;42.4;6.3;11.0;26.6;8.1;3.1;4.9;11.1;14.3
+20.8;81.5;42.2;6.3;11.0;26.6;8.1;3.1;4.8;11.0;14.3
+20.7;81.2;42.0;6.3;10.9;26.5;8.1;3.1;4.8;11.0;14.2
+20.7;81.0;41.9;6.3;10.9;26.4;8.0;3.1;4.8;10.9;14.2
+20.6;80.8;41.8;6.2;10.9;26.3;8.0;3.1;4.8;10.9;14.2
+20.6;80.6;41.7;6.2;10.9;26.3;8.0;3.1;4.8;10.8;14.2
+20.5;80.5;41.7;6.2;10.8;26.3;8.0;3.1;4.8;10.8;14.1
+20.5;80.5;41.6;6.2;10.8;26.3;8.0;3.1;4.7;10.8;14.1
+20.5;80.4;41.6;6.2;10.8;26.3;8.0;3.1;4.7;10.8;14.1
+20.4;80.4;41.6;6.2;10.8;26.3;8.0;3.1;4.7;10.7;14.1
+20.4;80.3;41.6;6.2;10.8;26.3;7.9;3.1;4.7;10.7;14.1
+20.4;80.2;41.6;6.2;10.8;26.2;7.9;3.1;4.7;10.7;14.1
+20.3;80.0;41.5;6.2;10.7;26.2;7.9;3.0;4.7;10.7;14.1
+20.3;79.9;41.4;6.2;10.7;26.1;7.9;3.0;4.7;10.7;14.1
+20.3;79.8;41.4;6.2;10.7;26.1;7.9;3.0;4.7;10.7;14.1
+20.3;79.7;41.3;6.2;10.7;26.1;7.9;3.0;4.7;10.7;14.1
+20.3;79.7;41.3;6.1;10.7;26.1;7.9;3.0;4.7;10.7;14.1
+20.3;79.7;41.4;6.1;10.7;26.1;7.9;3.0;4.7;10.7;14.1
+20.3;79.7;41.4;6.2;10.7;26.2;7.9;3.0;4.7;10.7;14.1
+20.3;79.8;41.5;6.2;10.7;26.3;7.9;3.1;4.7;10.7;14.1
+20.3;79.9;41.6;6.2;10.8;26.3;7.9;3.1;4.7;10.7;14.1
+20.4;80.0;41.6;6.2;10.8;26.4;7.9;3.1;4.7;10.8;14.1
+20.4;80.0;41.7;6.2;10.8;26.5;7.9;3.1;4.7;10.8;14.1
+20.4;80.0;41.7;6.2;10.8;26.5;7.9;3.1;4.7;10.8;14.1
+20.4;80.0;41.7;6.2;10.8;26.5;7.9;3.1;4.7;10.8;14.1
+20.4;80.0;41.7;6.2;10.8;26.5;8.0;3.1;4.8;10.8;14.1
+20.4;79.9;41.6;6.2;10.8;26.5;8.0;3.1;4.8;10.8;14.1
+20.4;79.9;41.6;6.2;10.8;26.5;8.0;3.1;4.8;10.8;14.1
+20.4;79.9;41.6;6.2;10.8;26.6;8.0;3.1;4.8;10.8;14.1
+20.4;80.0;41.7;6.2;10.8;26.6;8.0;3.1;4.8;10.8;14.1
+20.4;80.1;41.7;6.2;10.8;26.7;8.0;3.1;4.8;10.9;14.1
+20.4;80.2;41.8;6.2;10.8;26.8;8.0;3.1;4.8;10.9;14.1
+20.4;80.3;41.9;6.2;10.8;26.8;8.0;3.1;4.8;10.9;14.1
+20.4;80.4;42.0;6.3;10.8;26.9;8.1;3.1;4.8;11.0;14.2
+20.5;80.5;42.1;6.3;10.8;27.0;8.1;3.1;4.8;11.0;14.2
+20.5;80.5;42.2;6.3;10.8;27.0;8.1;3.1;4.8;11.0;14.2
+20.5;80.5;42.2;6.3;10.8;27.1;8.1;3.1;4.9;10.9;14.2
+20.5;80.5;42.3;6.3;10.8;27.1;8.1;3.1;4.8;10.9;14.2
+20.5;80.4;42.3;6.3;10.8;27.1;8.1;3.1;4.8;10.8;14.2
+20.5;80.4;42.3;6.3;10.8;27.1;8.1;3.1;4.8;10.8;14.2
+20.5;80.4;42.4;6.3;10.8;27.1;8.1;3.1;4.8;10.8;14.2
+20.5;80.4;42.4;6.3;10.9;27.2;8.1;3.1;4.8;10.8;14.2
+20.5;80.4;42.5;6.3;10.9;27.2;8.1;3.1;4.8;10.8;14.2
+20.5;80.5;42.6;6.3;10.9;27.3;8.1;3.1;4.8;10.8;14.2
+20.5;80.6;42.6;6.3;10.9;27.3;8.1;3.1;4.8;10.8;14.3
+20.5;80.7;42.7;6.3;10.9;27.4;8.1;3.1;4.8;10.8;14.3
+20.5;80.9;42.8;6.3;10.9;27.4;8.1;3.1;4.8;10.9;14.3
+20.6;81.0;42.9;6.4;10.9;27.4;8.1;3.1;4.8;10.9;14.3
+20.6;81.2;42.9;6.4;10.9;27.4;8.1;3.1;4.8;10.9;14.4
+20.6;81.3;43.0;6.4;10.9;27.3;8.1;3.1;4.8;10.9;14.4
+20.7;81.5;43.0;6.4;10.9;27.3;8.1;3.1;4.8;11.0;14.4
+20.7;81.6;43.0;6.4;10.9;27.3;8.1;3.1;4.9;11.0;14.4
+20.7;81.7;43.1;6.4;10.9;27.3;8.1;3.1;4.9;11.0;14.5
+20.8;81.8;43.1;6.4;10.9;27.4;8.1;3.2;4.9;11.1;14.5
+20.8;81.9;43.0;6.4;10.9;27.4;8.1;3.2;4.9;11.1;14.5
+20.8;82.0;43.0;6.4;10.9;27.5;8.1;3.2;4.9;11.1;14.5
+20.8;82.1;43.0;6.4;10.9;27.5;8.1;3.2;5.0;11.2;14.4
+20.8;82.1;43.0;6.4;11.0;27.6;8.2;3.2;5.0;11.2;14.4
+20.8;82.2;43.1;6.4;11.0;27.7;8.2;3.2;5.0;11.3;14.5
+20.9;82.3;43.1;6.4;11.0;27.8;8.2;3.2;5.0;11.3;14.5
+20.9;82.4;43.2;6.5;11.0;27.8;8.2;3.2;5.1;11.4;14.5
+20.9;82.5;43.3;6.5;11.1;27.9;8.3;3.3;5.1;11.4;14.5
+20.9;82.7;43.5;6.5;11.1;28.0;8.3;3.3;5.1;11.5;14.6
+21.0;82.9;43.6;6.5;11.2;28.0;8.3;3.3;5.1;11.5;14.6
+21.0;83.1;43.8;6.6;11.2;28.1;8.3;3.3;5.1;11.6;14.6
+21.0;83.3;43.9;6.6;11.2;28.2;8.4;3.3;5.2;11.6;14.7
+21.1;83.6;44.1;6.6;11.3;28.2;8.4;3.3;5.2;11.7;14.7
+21.2;83.8;44.2;6.7;11.3;28.3;8.4;3.3;5.2;11.7;14.8
+21.2;84.1;44.4;6.7;11.4;28.3;8.4;3.4;5.2;11.8;14.8
+21.3;84.4;44.5;6.7;11.4;28.4;8.5;3.4;5.3;11.8;14.8
+21.3;84.6;44.6;6.7;11.4;28.4;8.5;3.4;5.3;11.8;14.9
+21.4;84.9;44.8;6.8;11.4;28.5;8.5;3.4;5.3;11.9;14.9
+21.4;85.1;44.9;6.8;11.5;28.5;8.5;3.4;5.3;11.9;14.9
+21.5;85.3;45.0;6.8;11.5;28.5;8.5;3.4;5.3;11.9;15.0
+21.5;85.5;45.1;6.8;11.5;28.5;8.5;3.4;5.3;11.9;15.0
+21.6;85.7;45.2;6.8;11.5;28.5;8.5;3.4;5.3;12.0;15.0
+21.6;85.9;45.2;6.9;11.5;28.5;8.5;3.4;5.4;12.0;15.0
+21.7;86.1;45.3;6.9;11.6;28.5;8.5;3.5;5.4;12.0;15.0
+21.7;86.3;45.4;6.9;11.6;28.5;8.5;3.5;5.4;12.0;15.0
+21.8;86.5;45.4;6.9;11.6;28.5;8.5;3.5;5.4;12.1;15.1
+21.8;86.6;45.5;7.0;11.6;28.5;8.5;3.5;5.4;12.1;15.1
+21.9;86.8;45.5;7.0;11.6;28.4;8.6;3.5;5.4;12.1;15.1
+21.9;86.9;45.5;7.0;11.7;28.4;8.6;3.5;5.4;12.1;15.0
+21.9;87.0;45.6;7.0;11.7;28.4;8.6;3.5;5.4;12.1;15.0
+21.9;87.0;45.6;7.0;11.7;28.3;8.6;3.5;5.4;12.2;15.0
+21.9;87.1;45.6;7.0;11.7;28.3;8.6;3.5;5.4;12.2;15.0
+21.9;87.1;45.6;7.0;11.7;28.2;8.5;3.5;5.4;12.2;15.0
+21.9;87.2;45.6;7.1;11.7;28.2;8.5;3.5;5.4;12.2;15.0
+21.9;87.2;45.6;7.1;11.7;28.2;8.5;3.5;5.5;12.2;15.0
+22.0;87.3;45.6;7.1;11.7;28.1;8.5;3.5;5.5;12.2;15.0
+22.0;87.4;45.6;7.1;11.7;28.1;8.5;3.5;5.5;12.2;15.0
+22.0;87.4;45.6;7.1;11.7;28.1;8.5;3.5;5.5;12.2;15.0
+22.0;87.5;45.6;7.1;11.7;28.1;8.5;3.5;5.5;12.2;15.0
+22.0;87.6;45.6;7.1;11.7;28.1;8.5;3.6;5.5;12.3;15.0
+22.1;87.7;45.6;7.2;11.7;28.1;8.5;3.6;5.5;12.3;15.0
+22.1;87.8;45.6;7.2;11.7;28.0;8.5;3.6;5.5;12.3;15.0
+22.1;87.8;45.6;7.2;11.8;28.0;8.5;3.6;5.5;12.3;15.0
+22.1;87.9;45.6;7.2;11.8;28.0;8.6;3.6;5.5;12.4;15.0
+22.1;88.0;45.6;7.2;11.8;28.0;8.6;3.6;5.5;12.4;15.0
+22.1;88.1;45.6;7.2;11.8;27.9;8.6;3.6;5.5;12.4;15.0
+22.1;88.1;45.7;7.2;11.8;27.9;8.6;3.6;5.6;12.5;15.0
+22.1;88.2;45.7;7.2;11.8;27.9;8.6;3.6;5.6;12.5;14.9
+22.1;88.3;45.7;7.2;11.8;27.9;8.6;3.6;5.6;12.5;14.9
+22.1;88.4;45.7;7.3;11.8;27.9;8.6;3.6;5.6;12.5;14.9
+22.1;88.5;45.7;7.3;11.8;27.9;8.6;3.6;5.6;12.5;14.9
+22.1;88.6;45.7;7.3;11.8;27.9;8.6;3.6;5.6;12.5;14.9
+22.1;88.7;45.7;7.3;11.8;27.9;8.6;3.6;5.6;12.6;14.9
+22.1;88.8;45.8;7.3;11.8;28.0;8.6;3.6;5.6;12.6;14.9
+22.2;89.0;45.9;7.3;11.9;28.0;8.6;3.6;5.7;12.6;14.9
+22.2;89.1;45.9;7.3;11.9;28.0;8.6;3.7;5.7;12.7;14.9
+22.2;89.1;46.0;7.4;11.9;28.0;8.7;3.7;5.7;12.7;14.9
+22.2;89.1;45.9;7.4;11.9;28.0;8.7;3.7;5.7;12.7;14.9
+22.2;88.9;45.8;7.3;11.8;27.9;8.6;3.7;5.7;12.7;14.9
+22.1;88.7;45.7;7.3;11.8;27.8;8.6;3.6;5.6;12.6;14.8
+22.0;88.3;45.4;7.3;11.7;27.6;8.6;3.6;5.6;12.5;14.8
+21.9;87.8;45.1;7.2;11.7;27.4;8.5;3.6;5.6;12.4;14.7
+21.8;87.4;44.8;7.2;11.6;27.2;8.4;3.6;5.5;12.3;14.6
+21.6;86.9;44.5;7.2;11.5;27.0;8.4;3.6;5.5;12.2;14.5
+21.5;86.4;44.2;7.1;11.4;26.8;8.3;3.5;5.4;12.1;14.4
+21.4;85.9;43.9;7.1;11.4;26.6;8.2;3.5;5.4;12.0;14.3
+21.3;85.5;43.6;7.0;11.3;26.4;8.2;3.5;5.4;12.0;14.2
+21.1;85.2;43.4;7.0;11.2;26.3;8.1;3.5;5.3;11.9;14.1
+21.0;84.9;43.2;7.0;11.2;26.1;8.1;3.5;5.3;11.8;14.1
+21.0;84.6;43.0;7.0;11.1;26.0;8.1;3.5;5.3;11.8;14.0
+20.9;84.4;42.9;6.9;11.1;25.8;8.0;3.4;5.3;11.7;14.0
+20.8;84.3;42.7;6.9;11.1;25.7;8.0;3.4;5.2;11.7;13.9
+20.7;84.1;42.6;6.9;11.0;25.6;8.0;3.4;5.2;11.7;13.9
+20.7;84.0;42.5;6.9;11.0;25.6;8.0;3.4;5.2;11.7;13.9
+20.6;83.9;42.4;6.9;11.0;25.5;8.0;3.4;5.2;11.6;13.8
+20.5;83.8;42.2;6.9;10.9;25.4;7.9;3.4;5.2;11.6;13.8
+20.5;83.6;42.1;6.8;10.9;25.3;7.9;3.4;5.2;11.6;13.7
+20.4;83.3;41.9;6.8;10.8;25.2;7.9;3.4;5.2;11.5;13.7
+20.3;83.0;41.7;6.8;10.8;25.1;7.8;3.4;5.1;11.5;13.6
+20.2;82.7;41.5;6.8;10.7;24.9;7.8;3.3;5.1;11.4;13.5
+20.1;82.4;41.3;6.7;10.7;24.8;7.8;3.3;5.1;11.3;13.5
+20.1;82.2;41.2;6.7;10.7;24.7;7.7;3.3;5.1;11.3;13.4
+20.0;82.0;41.0;6.7;10.6;24.6;7.7;3.3;5.0;11.2;13.4
+19.9;81.9;40.9;6.7;10.6;24.5;7.7;3.3;5.0;11.2;13.3
+19.9;81.8;40.9;6.7;10.6;24.5;7.7;3.3;5.0;11.2;13.3
+19.8;81.8;40.8;6.7;10.5;24.4;7.7;3.3;5.0;11.2;13.3
+19.8;81.8;40.8;6.6;10.5;24.4;7.6;3.3;5.0;11.1;13.3
+19.8;81.8;40.7;6.6;10.5;24.3;7.6;3.3;5.0;11.1;13.3
+19.7;81.8;40.7;6.6;10.5;24.3;7.6;3.3;5.0;11.1;13.3
+19.7;81.7;40.6;6.6;10.5;24.3;7.6;3.3;5.0;11.1;13.2
+19.7;81.7;40.5;6.6;10.5;24.2;7.6;3.3;5.0;11.1;13.2
+19.6;81.6;40.4;6.6;10.4;24.2;7.6;3.2;5.0;11.0;13.2
+19.6;81.5;40.4;6.6;10.4;24.1;7.6;3.2;5.0;11.0;13.2
+19.6;81.4;40.3;6.6;10.4;24.1;7.5;3.2;5.0;11.0;13.2
+19.5;81.4;40.2;6.6;10.4;24.1;7.5;3.2;5.0;11.0;13.2
+19.5;81.4;40.2;6.6;10.4;24.0;7.5;3.2;5.0;10.9;13.1
+19.5;81.4;40.1;6.6;10.4;24.0;7.5;3.2;5.0;10.9;13.1
+19.5;81.4;40.1;6.6;10.4;24.0;7.5;3.2;5.0;10.9;13.1
+19.5;81.5;40.2;6.6;10.4;24.0;7.5;3.2;5.0;10.9;13.1
+19.4;81.5;40.2;6.6;10.4;24.0;7.5;3.2;5.0;10.9;13.1
+19.4;81.6;40.2;6.6;10.4;24.0;7.5;3.2;5.0;10.9;13.2
+19.4;81.7;40.2;6.6;10.4;24.0;7.5;3.2;5.0;10.9;13.2
+19.4;81.8;40.3;6.6;10.4;24.0;7.5;3.2;5.0;10.9;13.2
+19.4;82.0;40.3;6.6;10.4;24.0;7.5;3.2;4.9;10.8;13.2
+19.5;82.1;40.3;6.6;10.4;24.1;7.5;3.2;5.0;10.8;13.2
+19.5;82.3;40.4;6.6;10.4;24.1;7.5;3.2;5.0;10.8;13.2
+19.5;82.5;40.4;6.6;10.4;24.1;7.5;3.2;5.0;10.9;13.3
+19.6;82.8;40.5;6.6;10.4;24.2;7.5;3.2;5.0;10.9;13.3
+19.7;83.1;40.6;6.6;10.4;24.3;7.5;3.2;5.0;10.9;13.3
+19.8;83.5;40.7;6.6;10.4;24.4;7.5;3.2;5.0;10.9;13.3
+19.9;83.9;40.8;6.6;10.4;24.5;7.6;3.2;5.0;11.0;13.4
+20.0;84.4;41.0;6.7;10.4;24.6;7.6;3.2;5.0;11.0;13.5
+20.1;85.0;41.2;6.7;10.5;24.7;7.6;3.3;5.1;11.1;13.5
+20.3;85.6;41.5;6.7;10.5;24.8;7.6;3.3;5.1;11.1;13.6
+20.4;86.3;41.8;6.8;10.5;24.9;7.7;3.3;5.1;11.1;13.7
+20.6;87.0;42.2;6.8;10.6;25.1;7.7;3.3;5.1;11.2;13.9
+20.7;87.7;42.6;6.9;10.6;25.2;7.8;3.3;5.2;11.3;14.0
+20.9;88.4;43.0;6.9;10.7;25.4;7.8;3.3;5.2;11.3;14.1
+21.0;89.0;43.5;7.0;10.8;25.6;7.9;3.3;5.2;11.4;14.3
+21.1;89.6;44.0;7.0;10.9;25.8;7.9;3.4;5.3;11.5;14.4
+21.3;90.2;44.5;7.1;11.0;26.1;8.0;3.4;5.3;11.5;14.5
+21.4;90.7;45.0;7.2;11.2;26.4;8.1;3.4;5.3;11.6;14.7
+21.5;91.1;45.5;7.3;11.3;26.7;8.1;3.4;5.4;11.7;14.8
+21.6;91.6;45.9;7.4;11.4;27.0;8.2;3.5;5.4;11.8;14.9
+21.7;92.0;46.3;7.4;11.6;27.4;8.3;3.5;5.5;11.9;15.0
+21.8;92.5;46.6;7.5;11.7;27.8;8.5;3.5;5.6;12.0;15.1
+21.9;92.9;46.9;7.6;11.8;28.2;8.6;3.6;5.6;12.1;15.2
+22.0;93.3;47.1;7.6;11.9;28.6;8.7;3.6;5.7;12.3;15.3
+22.1;93.6;47.3;7.7;12.0;29.0;8.9;3.7;5.8;12.4;15.3
+22.2;93.8;47.5;7.7;12.1;29.4;9.0;3.7;5.9;12.5;15.4
+22.3;94.0;47.6;7.7;12.1;29.7;9.1;3.8;6.0;12.7;15.5
+22.3;94.1;47.8;7.7;12.2;29.9;9.2;3.8;6.0;12.9;15.5
+22.4;94.1;47.9;7.8;12.2;30.1;9.2;3.8;6.1;13.0;15.5
+22.4;94.0;48.0;7.8;12.2;30.2;9.3;3.9;6.2;13.2;15.5
+22.4;93.9;48.2;7.8;12.2;30.2;9.3;3.9;6.2;13.3;15.5
+22.3;93.8;48.2;7.8;12.2;30.2;9.3;3.9;6.2;13.4;15.5
+22.3;93.7;48.3;7.8;12.2;30.2;9.3;3.9;6.3;13.5;15.5
+22.3;93.6;48.3;7.8;12.2;30.2;9.3;3.9;6.3;13.6;15.5
+22.3;93.5;48.3;7.8;12.2;30.2;9.3;3.9;6.3;13.7;15.5
+22.2;93.4;48.3;7.8;12.2;30.2;9.3;3.9;6.3;13.7;15.4
+22.2;93.3;48.3;7.7;12.2;30.2;9.3;3.9;6.3;13.7;15.4
+22.1;93.1;48.2;7.7;12.1;30.1;9.3;3.9;6.3;13.7;15.4
+22.1;92.9;48.1;7.7;12.1;30.0;9.2;3.9;6.2;13.6;15.3
+22.0;92.7;47.9;7.7;12.1;29.9;9.2;3.9;6.2;13.6;15.3
+22.0;92.4;47.8;7.7;12.0;29.8;9.2;3.9;6.2;13.5;15.3
+21.9;92.1;47.6;7.6;12.0;29.7;9.1;3.8;6.2;13.5;15.2
+21.9;91.7;47.4;7.6;11.9;29.6;9.1;3.8;6.1;13.4;15.2
+21.8;91.4;47.3;7.6;11.9;29.5;9.0;3.8;6.1;13.3;15.1
+21.8;91.1;47.1;7.5;11.8;29.3;9.0;3.8;6.1;13.3;15.1
+21.7;90.8;46.9;7.5;11.8;29.2;9.0;3.8;6.1;13.2;15.0
+21.6;90.5;46.8;7.5;11.8;29.1;8.9;3.8;6.0;13.2;15.0
+21.5;90.2;46.7;7.5;11.7;29.1;8.9;3.7;6.0;13.1;14.9
+21.5;89.9;46.5;7.4;11.7;29.0;8.9;3.7;6.0;13.1;14.9
+21.4;89.5;46.4;7.4;11.6;28.9;8.9;3.7;6.0;13.0;14.8
+21.3;89.1;46.3;7.4;11.6;28.8;8.8;3.7;6.0;13.0;14.8
+21.3;88.7;46.1;7.4;11.5;28.7;8.8;3.7;5.9;12.9;14.7
+21.2;88.3;46.0;7.3;11.5;28.7;8.7;3.7;5.9;12.9;14.7
+21.1;87.8;45.8;7.3;11.4;28.6;8.7;3.7;5.9;12.8;14.7
+21.1;87.4;45.7;7.3;11.4;28.5;8.7;3.7;5.9;12.7;14.6
+21.0;86.9;45.5;7.3;11.3;28.4;8.6;3.6;5.8;12.6;14.6
+20.9;86.5;45.4;7.2;11.3;28.3;8.6;3.6;5.8;12.6;14.5
+20.8;86.0;45.2;7.2;11.2;28.2;8.5;3.6;5.8;12.5;14.5
+20.8;85.6;45.1;7.2;11.2;28.1;8.5;3.6;5.7;12.5;14.4
+20.7;85.3;44.9;7.2;11.1;28.0;8.5;3.6;5.7;12.4;14.4
+20.6;84.9;44.7;7.1;11.1;27.9;8.5;3.5;5.7;12.4;14.3
+20.6;84.6;44.6;7.1;11.1;27.8;8.4;3.5;5.7;12.3;14.3
+20.5;84.4;44.4;7.1;11.0;27.7;8.4;3.5;5.7;12.3;14.2
+20.4;84.2;44.3;7.1;11.0;27.7;8.4;3.5;5.6;12.3;14.2
+20.4;84.0;44.2;7.1;11.0;27.6;8.4;3.5;5.6;12.2;14.1
+20.3;83.9;44.2;7.0;11.0;27.6;8.3;3.5;5.6;12.2;14.1
+20.3;84.0;44.2;7.0;11.0;27.7;8.3;3.5;5.6;12.2;14.1
+20.4;84.1;44.3;7.1;11.0;27.8;8.4;3.5;5.6;12.3;14.1
+20.4;84.4;44.5;7.1;11.0;27.9;8.4;3.5;5.7;12.3;14.2
+20.6;84.8;44.8;7.1;11.1;28.1;8.4;3.5;5.7;12.4;14.3
+20.7;85.2;45.1;7.2;11.2;28.3;8.5;3.6;5.8;12.5;14.4
+20.9;85.7;45.4;7.3;11.2;28.5;8.6;3.6;5.8;12.6;14.5
+21.0;86.2;45.8;7.3;11.3;28.8;8.6;3.6;5.9;12.8;14.6
+21.1;86.6;46.0;7.4;11.4;28.9;8.7;3.6;5.9;12.9;14.6
+21.2;86.8;46.2;7.4;11.4;29.0;8.7;3.7;5.9;12.9;14.7
+21.2;86.8;46.2;7.4;11.4;29.1;8.8;3.7;5.9;12.9;14.7
+21.2;86.6;46.2;7.4;11.4;29.0;8.8;3.6;5.9;12.9;14.6
+21.1;86.4;46.0;7.3;11.3;28.9;8.7;3.6;5.9;12.9;14.6
+21.0;86.1;45.8;7.3;11.3;28.8;8.7;3.6;5.9;12.8;14.5
+20.9;85.8;45.7;7.3;11.2;28.7;8.7;3.6;5.9;12.8;14.4
+20.9;85.5;45.5;7.3;11.2;28.6;8.6;3.6;5.9;12.7;14.3
+20.8;85.4;45.5;7.2;11.2;28.6;8.6;3.6;5.8;12.7;14.3
+20.8;85.3;45.5;7.2;11.2;28.6;8.6;3.6;5.8;12.7;14.3
+20.9;85.3;45.5;7.2;11.2;28.6;8.6;3.6;5.8;12.7;14.3
+20.9;85.3;45.5;7.2;11.2;28.6;8.6;3.6;5.8;12.7;14.3
+20.9;85.3;45.6;7.2;11.1;28.6;8.6;3.6;5.8;12.7;14.3
+20.9;85.2;45.5;7.2;11.1;28.5;8.6;3.6;5.8;12.7;14.3
+20.9;85.0;45.5;7.2;11.1;28.5;8.6;3.6;5.8;12.6;14.3
+20.8;84.8;45.4;7.2;11.1;28.4;8.6;3.5;5.8;12.6;14.3
+20.7;84.5;45.2;7.2;11.0;28.2;8.5;3.5;5.8;12.5;14.2
+20.6;84.1;45.0;7.1;10.9;28.1;8.5;3.5;5.7;12.4;14.2
+20.5;83.6;44.7;7.1;10.9;27.9;8.4;3.5;5.7;12.3;14.1
+20.3;83.1;44.4;7.0;10.8;27.7;8.4;3.4;5.6;12.2;14.0
+20.2;82.5;44.1;7.0;10.7;27.4;8.3;3.4;5.6;12.1;13.9
+20.0;81.9;43.7;6.9;10.6;27.2;8.2;3.4;5.5;12.0;13.8
+19.9;81.2;43.4;6.9;10.5;27.0;8.1;3.4;5.5;11.8;13.8
+19.7;80.7;43.0;6.8;10.4;26.8;8.1;3.3;5.4;11.7;13.7
+19.6;80.1;42.7;6.8;10.4;26.6;8.0;3.3;5.4;11.6;13.6
+19.5;79.7;42.5;6.7;10.3;26.5;8.0;3.3;5.4;11.5;13.5
+19.4;79.4;42.4;6.7;10.3;26.4;7.9;3.3;5.3;11.5;13.5
+19.4;79.2;42.3;6.7;10.3;26.3;7.9;3.3;5.3;11.4;13.5
+19.4;79.1;42.2;6.7;10.2;26.3;7.9;3.2;5.3;11.4;13.5
+19.4;79.1;42.2;6.7;10.2;26.3;7.9;3.2;5.3;11.4;13.5
+19.4;79.0;42.1;6.7;10.2;26.2;7.9;3.2;5.3;11.4;13.5
+19.4;78.9;42.1;6.7;10.2;26.2;7.9;3.2;5.3;11.4;13.5
+19.4;78.8;42.0;6.7;10.2;26.2;7.9;3.2;5.3;11.3;13.5
+19.4;78.6;41.9;6.7;10.2;26.1;7.8;3.2;5.3;11.3;13.5
+19.3;78.5;41.8;6.7;10.1;26.0;7.8;3.2;5.2;11.3;13.5
+19.3;78.3;41.7;6.6;10.1;26.0;7.8;3.2;5.2;11.2;13.4
+19.3;78.1;41.6;6.6;10.1;25.9;7.8;3.2;5.2;11.2;13.4
+19.2;78.0;41.5;6.6;10.1;25.8;7.8;3.2;5.2;11.1;13.4
+19.2;77.9;41.5;6.6;10.0;25.8;7.7;3.2;5.2;11.1;13.4
+19.2;77.8;41.5;6.6;10.0;25.8;7.7;3.2;5.2;11.1;13.4
+19.2;77.7;41.5;6.6;10.0;25.8;7.7;3.2;5.2;11.1;13.4
+19.2;77.6;41.4;6.6;10.0;25.8;7.7;3.2;5.2;11.0;13.3
+19.1;77.4;41.4;6.6;10.0;25.7;7.7;3.1;5.2;11.0;13.3
+19.1;77.2;41.3;6.5;10.0;25.6;7.7;3.1;5.1;11.0;13.3
+19.0;76.8;41.1;6.5;9.9;25.5;7.7;3.1;5.1;10.9;13.2
+18.9;76.5;40.9;6.5;9.9;25.4;7.6;3.1;5.1;10.8;13.2
+18.8;76.0;40.6;6.4;9.8;25.2;7.6;3.1;5.0;10.8;13.1
+18.7;75.6;40.3;6.4;9.8;25.0;7.5;3.1;5.0;10.7;13.1
+18.6;75.2;40.1;6.4;9.7;24.9;7.5;3.0;5.0;10.6;13.0
+18.5;74.9;39.8;6.3;9.7;24.7;7.4;3.0;4.9;10.5;12.9
+18.4;74.7;39.6;6.3;9.6;24.6;7.4;3.0;4.9;10.5;12.9
+18.3;74.5;39.5;6.3;9.6;24.5;7.3;3.0;4.9;10.4;12.9
+18.3;74.3;39.3;6.2;9.6;24.4;7.3;3.0;4.9;10.4;12.9
+18.3;74.2;39.2;6.2;9.5;24.3;7.3;3.0;4.9;10.3;12.8
+18.2;74.1;39.1;6.2;9.5;24.3;7.3;3.0;4.8;10.3;12.8
+18.2;74.0;39.0;6.2;9.5;24.2;7.2;2.9;4.8;10.3;12.8
+18.1;73.8;38.8;6.2;9.5;24.1;7.2;2.9;4.8;10.2;12.8
+18.1;73.6;38.7;6.2;9.4;24.1;7.2;2.9;4.8;10.2;12.7
+18.0;73.3;38.5;6.1;9.4;24.0;7.2;2.9;4.8;10.1;12.7
+17.9;73.1;38.4;6.1;9.4;23.9;7.1;2.9;4.8;10.1;12.7
+17.9;73.0;38.2;6.1;9.3;23.9;7.1;2.9;4.7;10.0;12.6
+17.9;72.9;38.1;6.1;9.3;23.8;7.1;2.9;4.7;10.0;12.6
+17.8;72.8;38.1;6.1;9.3;23.8;7.1;2.9;4.7;10.0;12.6
+17.8;72.8;38.1;6.1;9.3;23.8;7.1;2.9;4.7;10.0;12.6
+17.8;72.9;38.0;6.1;9.3;23.8;7.1;2.9;4.7;10.0;12.6
+17.8;73.0;38.0;6.1;9.3;23.8;7.1;2.9;4.7;10.0;12.6
+17.8;73.1;38.0;6.1;9.3;23.8;7.1;2.9;4.7;10.0;12.7
+17.8;73.1;38.0;6.1;9.3;23.8;7.1;2.9;4.7;10.0;12.7
+17.8;73.2;38.0;6.1;9.3;23.8;7.1;2.9;4.7;10.0;12.7
+17.8;73.3;38.0;6.1;9.3;23.8;7.1;2.9;4.7;10.0;12.7
+17.8;73.3;37.9;6.1;9.3;23.8;7.1;2.9;4.7;10.1;12.7
+17.9;73.5;38.0;6.1;9.4;23.9;7.1;2.9;4.8;10.1;12.7
+17.9;73.7;38.0;6.1;9.4;24.0;7.1;2.9;4.8;10.1;12.7
+17.9;74.0;38.1;6.1;9.4;24.1;7.2;2.9;4.8;10.1;12.8
+18.0;74.3;38.3;6.2;9.5;24.2;7.2;2.9;4.8;10.2;12.8
+18.1;74.8;38.5;6.2;9.5;24.4;7.2;2.9;4.9;10.3;12.9
+18.2;75.3;38.8;6.2;9.6;24.5;7.3;2.9;4.9;10.4;13.0
+18.3;75.9;39.0;6.3;9.7;24.7;7.3;3.0;4.9;10.5;13.0
+18.4;76.4;39.3;6.3;9.7;24.9;7.4;3.0;5.0;10.5;13.1
+18.5;76.9;39.5;6.4;9.8;25.0;7.5;3.0;5.0;10.6;13.2
+18.6;77.3;39.7;6.4;9.9;25.2;7.5;3.0;5.1;10.7;13.3
+18.7;77.7;39.9;6.4;9.9;25.3;7.5;3.0;5.1;10.8;13.3
+18.7;78.1;40.0;6.5;10.0;25.4;7.6;3.1;5.1;10.8;13.4
+18.8;78.5;40.2;6.5;10.0;25.5;7.6;3.1;5.2;10.9;13.5
+18.9;78.9;40.4;6.5;10.1;25.7;7.7;3.1;5.2;11.0;13.6
+19.0;79.5;40.7;6.6;10.2;25.9;7.7;3.1;5.2;11.1;13.6
+19.2;80.3;41.0;6.6;10.2;26.1;7.8;3.1;5.3;11.3;13.7
+19.4;81.1;41.4;6.7;10.3;26.4;7.9;3.2;5.4;11.4;13.8
+19.5;82.0;41.9;6.8;10.4;26.7;8.0;3.2;5.4;11.6;14.0
+19.7;83.0;42.3;6.8;10.6;27.0;8.1;3.2;5.5;11.7;14.1
+19.9;83.9;42.8;6.9;10.7;27.3;8.2;3.3;5.6;11.9;14.2
+20.1;84.8;43.2;7.0;10.8;27.6;8.3;3.3;5.6;12.0;14.3
+20.3;85.7;43.7;7.1;10.9;27.9;8.4;3.4;5.7;12.1;14.5
+20.4;86.5;44.1;7.1;10.9;28.1;8.5;3.4;5.7;12.2;14.6
+20.6;87.2;44.4;7.2;11.0;28.3;8.5;3.4;5.8;12.3;14.7
+20.7;88.0;44.8;7.3;11.1;28.5;8.6;3.4;5.8;12.4;14.8
+20.8;88.7;45.2;7.3;11.2;28.6;8.7;3.5;5.9;12.5;15.0
+21.0;89.4;45.5;7.4;11.3;28.8;8.8;3.5;5.9;12.5;15.1
+21.1;90.2;45.9;7.5;11.4;29.1;8.8;3.5;6.0;12.6;15.2
+21.3;90.9;46.3;7.5;11.4;29.3;8.9;3.5;6.0;12.8;15.3
+21.4;91.7;46.6;7.6;11.5;29.5;8.9;3.6;6.0;12.9;15.4
+21.6;92.4;47.0;7.6;11.6;29.7;9.0;3.6;6.1;13.0;15.5
+21.7;93.1;47.3;7.7;11.7;29.9;9.0;3.6;6.1;13.1;15.6
+21.9;93.8;47.6;7.7;11.8;30.1;9.1;3.6;6.1;13.2;15.7
+22.0;94.4;47.9;7.8;11.9;30.3;9.1;3.6;6.2;13.3;15.8
+22.1;94.9;48.1;7.8;11.9;30.4;9.1;3.6;6.2;13.4;15.9
+22.3;95.4;48.3;7.8;11.9;30.5;9.1;3.7;6.2;13.4;15.9
+22.4;95.8;48.5;7.9;12.0;30.5;9.2;3.7;6.2;13.5;16.0
+22.4;96.2;48.6;7.9;12.0;30.6;9.2;3.7;6.3;13.5;16.0
+22.5;96.5;48.7;7.9;12.0;30.7;9.2;3.7;6.3;13.6;16.1
+22.6;96.8;48.8;7.9;12.1;30.7;9.2;3.7;6.3;13.6;16.1
+22.6;97.0;48.8;7.9;12.1;30.8;9.3;3.7;6.3;13.7;16.1
+22.7;97.1;48.8;7.9;12.1;30.9;9.3;3.7;6.3;13.7;16.1
+22.7;97.2;48.9;8.0;12.1;31.0;9.3;3.7;6.3;13.7;16.2
+22.7;97.3;48.9;8.0;12.2;31.1;9.3;3.7;6.3;13.8;16.2
+22.8;97.4;48.9;8.0;12.2;31.2;9.4;3.7;6.4;13.8;16.2
+22.8;97.5;48.9;8.0;12.2;31.3;9.4;3.7;6.4;13.9;16.2
+22.8;97.6;49.0;8.0;12.2;31.4;9.4;3.7;6.4;13.9;16.2
+22.8;97.8;49.0;8.0;12.3;31.5;9.4;3.8;6.4;13.9;16.2
+22.8;97.9;49.1;8.0;12.3;31.5;9.4;3.8;6.4;14.0;16.3
+22.8;98.0;49.2;8.1;12.3;31.6;9.5;3.8;6.4;14.0;16.3
+22.8;98.1;49.3;8.1;12.3;31.7;9.5;3.8;6.4;14.0;16.3
+22.8;98.3;49.3;8.1;12.4;31.8;9.5;3.8;6.4;14.1;16.3
+22.8;98.4;49.4;8.1;12.4;31.8;9.5;3.8;6.4;14.1;16.3
+22.9;98.6;49.5;8.1;12.4;31.9;9.5;3.8;6.4;14.1;16.4
+22.9;98.7;49.6;8.1;12.4;31.9;9.6;3.8;6.4;14.2;16.4
+22.9;98.8;49.7;8.1;12.5;31.9;9.6;3.8;6.4;14.2;16.4
+22.9;99.0;49.7;8.1;12.5;32.0;9.6;3.9;6.5;14.2;16.4
+23.0;99.1;49.8;8.1;12.5;32.0;9.6;3.9;6.5;14.2;16.4
+23.0;99.2;49.8;8.2;12.5;32.0;9.6;3.9;6.5;14.2;16.4
+23.0;99.3;49.8;8.2;12.5;32.1;9.6;3.9;6.4;14.2;16.4
+23.0;99.3;49.9;8.2;12.5;32.1;9.6;3.9;6.4;14.3;16.4
+23.1;99.4;49.9;8.2;12.5;32.1;9.6;3.9;6.4;14.3;16.4
+23.1;99.4;49.9;8.2;12.5;32.2;9.6;3.9;6.4;14.3;16.4
+23.1;99.4;50.0;8.2;12.5;32.2;9.6;3.9;6.4;14.3;16.4
+23.1;99.4;50.0;8.2;12.5;32.2;9.6;3.9;6.4;14.3;16.4
+23.1;99.5;50.1;8.2;12.5;32.2;9.7;3.9;6.4;14.3;16.4
+23.1;99.5;50.1;8.2;12.5;32.2;9.7;3.9;6.4;14.3;16.4
+23.2;99.5;50.2;8.2;12.5;32.2;9.7;3.9;6.4;14.4;16.4
+23.2;99.5;50.3;8.2;12.5;32.2;9.7;3.9;6.4;14.4;16.4
+23.2;99.5;50.3;8.2;12.5;32.2;9.7;3.9;6.4;14.4;16.4
+23.2;99.5;50.4;8.2;12.5;32.2;9.7;3.9;6.4;14.4;16.4
+23.2;99.5;50.4;8.2;12.5;32.2;9.7;3.9;6.4;14.4;16.4
+23.2;99.5;50.5;8.2;12.5;32.2;9.7;3.9;6.4;14.4;16.4
+23.2;99.5;50.5;8.2;12.5;32.2;9.7;4.0;6.4;14.4;16.4
+23.2;99.6;50.6;8.2;12.5;32.2;9.7;4.0;6.4;14.4;16.4
+23.3;99.6;50.7;8.2;12.5;32.2;9.7;4.0;6.4;14.4;16.4
+23.3;99.7;50.7;8.2;12.5;32.3;9.7;4.0;6.4;14.4;16.4
+23.3;99.8;50.8;8.3;12.5;32.3;9.8;4.0;6.4;14.5;16.4
+23.3;99.8;50.9;8.3;12.5;32.4;9.8;4.0;6.4;14.5;16.4
+23.4;99.9;51.0;8.3;12.5;32.5;9.8;4.0;6.5;14.5;16.4
+23.4;100.0;51.1;8.3;12.5;32.5;9.8;4.0;6.5;14.5;16.4
+23.4;100.1;51.2;8.3;12.5;32.6;9.8;4.0;6.5;14.6;16.4
+23.5;100.2;51.3;8.3;12.5;32.7;9.9;4.0;6.5;14.6;16.4
+23.5;100.3;51.4;8.4;12.5;32.7;9.9;4.0;6.5;14.6;16.4
+23.6;100.3;51.5;8.4;12.5;32.8;9.9;4.0;6.5;14.7;16.4
+23.6;100.3;51.5;8.4;12.5;32.8;9.9;4.0;6.5;14.7;16.4
+23.6;100.3;51.5;8.4;12.5;32.8;9.9;4.0;6.5;14.7;16.4
+23.6;100.2;51.5;8.4;12.5;32.8;9.9;4.0;6.5;14.7;16.4
+23.5;100.0;51.5;8.3;12.5;32.7;9.9;4.0;6.5;14.7;16.3
+23.5;99.8;51.4;8.3;12.4;32.7;9.9;4.0;6.5;14.7;16.3
+23.5;99.6;51.3;8.3;12.4;32.6;9.9;4.0;6.5;14.7;16.2
+23.5;99.5;51.3;8.3;12.4;32.6;9.9;4.0;6.5;14.6;16.2
+23.5;99.4;51.3;8.3;12.4;32.6;9.9;4.0;6.5;14.6;16.2
+23.5;99.4;51.3;8.3;12.4;32.6;9.9;4.0;6.5;14.7;16.2
+23.5;99.4;51.4;8.3;12.4;32.6;9.9;4.0;6.5;14.7;16.2
+23.6;99.4;51.6;8.3;12.4;32.7;9.9;4.0;6.5;14.8;16.2
+23.6;99.5;51.7;8.3;12.4;32.7;10.0;4.0;6.5;14.8;16.2
+23.6;99.5;51.8;8.4;12.4;32.7;10.0;4.0;6.5;14.8;16.2
+23.6;99.4;51.8;8.4;12.4;32.7;10.0;4.0;6.5;14.9;16.2
+23.6;99.3;51.8;8.4;12.4;32.7;10.0;4.0;6.5;14.9;16.1
+23.6;99.1;51.8;8.4;12.4;32.7;10.0;4.0;6.5;14.8;16.1
+23.6;98.8;51.7;8.3;12.3;32.6;9.9;4.0;6.5;14.8;16.0
+23.5;98.6;51.6;8.3;12.3;32.5;9.9;4.0;6.5;14.8;16.0
+23.5;98.3;51.5;8.3;12.2;32.5;9.9;4.0;6.5;14.7;15.9
+23.4;98.1;51.4;8.3;12.2;32.4;9.9;4.0;6.5;14.7;15.8
+23.4;97.9;51.4;8.3;12.2;32.3;9.9;4.0;6.4;14.7;15.8
+23.4;97.8;51.4;8.3;12.1;32.3;9.9;4.0;6.4;14.6;15.8
+23.4;97.7;51.4;8.3;12.1;32.3;9.9;4.0;6.4;14.6;15.7
+23.4;97.6;51.4;8.3;12.1;32.2;9.9;4.0;6.4;14.6;15.7
+23.4;97.6;51.4;8.3;12.1;32.2;9.9;4.0;6.4;14.6;15.7
+23.4;97.5;51.4;8.3;12.1;32.2;9.9;4.0;6.4;14.6;15.6
+23.4;97.4;51.5;8.3;12.1;32.2;9.9;4.0;6.4;14.6;15.6
+23.4;97.3;51.5;8.3;12.1;32.1;9.9;4.0;6.4;14.6;15.6
+23.4;97.2;51.4;8.2;12.1;32.1;9.9;4.0;6.4;14.6;15.6
+23.3;97.0;51.4;8.2;12.1;32.1;9.9;4.0;6.4;14.6;15.5
+23.3;96.8;51.4;8.2;12.0;32.0;9.9;4.0;6.4;14.6;15.5
+23.3;96.5;51.3;8.2;12.0;31.9;9.9;4.0;6.4;14.6;15.5
+23.2;96.2;51.1;8.2;12.0;31.8;9.8;4.0;6.4;14.6;15.4
+23.2;95.9;51.0;8.2;11.9;31.7;9.8;3.9;6.3;14.5;15.4
+23.1;95.6;50.8;8.1;11.9;31.6;9.8;3.9;6.3;14.5;15.3
+23.0;95.3;50.6;8.1;11.8;31.5;9.7;3.9;6.3;14.4;15.2
+23.0;94.9;50.5;8.1;11.8;31.4;9.7;3.9;6.3;14.3;15.2
+22.9;94.6;50.3;8.1;11.7;31.3;9.7;3.9;6.2;14.3;15.1
+22.9;94.4;50.2;8.1;11.7;31.2;9.7;3.9;6.2;14.2;15.1
+22.9;94.2;50.2;8.1;11.7;31.1;9.6;3.9;6.2;14.2;15.1
+22.8;94.0;50.1;8.0;11.6;31.0;9.6;3.9;6.2;14.2;15.0
+22.8;93.9;50.1;8.0;11.6;31.0;9.6;3.9;6.2;14.2;15.0
+22.8;93.8;50.1;8.0;11.6;30.9;9.6;3.9;6.2;14.1;15.0
+22.8;93.7;50.0;8.0;11.6;30.9;9.6;3.9;6.2;14.1;15.0
+22.8;93.6;50.0;8.0;11.6;30.8;9.6;3.9;6.2;14.1;14.9
+22.7;93.5;49.9;8.0;11.6;30.8;9.6;3.9;6.2;14.1;14.9
+22.7;93.4;49.8;8.0;11.5;30.7;9.6;3.9;6.1;14.1;14.9
+22.7;93.4;49.8;8.0;11.5;30.7;9.6;3.9;6.1;14.0;14.9
+22.7;93.3;49.7;8.0;11.5;30.6;9.6;3.9;6.1;14.0;14.8
+22.7;93.2;49.6;8.0;11.5;30.6;9.6;3.9;6.1;14.0;14.8
+22.7;93.1;49.6;8.0;11.5;30.5;9.6;3.8;6.1;14.0;14.8
+22.7;93.1;49.5;8.0;11.5;30.5;9.5;3.8;6.1;13.9;14.8
+22.7;93.0;49.5;8.0;11.5;30.4;9.5;3.8;6.1;13.9;14.8
+22.7;92.9;49.5;8.0;11.5;30.4;9.5;3.8;6.1;13.9;14.8
+22.7;92.9;49.4;8.0;11.4;30.4;9.5;3.8;6.1;13.9;14.8
+22.7;92.9;49.4;8.0;11.4;30.3;9.5;3.8;6.1;13.9;14.8
+22.7;92.9;49.4;8.0;11.4;30.3;9.5;3.8;6.0;13.8;14.8
+22.8;93.0;49.3;7.9;11.4;30.3;9.5;3.8;6.0;13.8;14.8
+22.8;93.1;49.3;7.9;11.4;30.3;9.5;3.8;6.0;13.8;14.8
+22.8;93.2;49.3;7.9;11.4;30.2;9.5;3.8;6.0;13.8;14.8
+22.8;93.3;49.2;7.9;11.4;30.2;9.5;3.8;6.0;13.8;14.8
+22.9;93.4;49.2;7.9;11.4;30.2;9.5;3.8;6.0;13.8;14.8
+22.9;93.5;49.2;7.9;11.4;30.1;9.5;3.8;6.0;13.7;14.8
+23.0;93.7;49.2;8.0;11.4;30.1;9.5;3.8;6.0;13.7;14.9
+23.1;93.9;49.2;8.0;11.4;30.1;9.5;3.8;6.0;13.7;14.9
+23.2;94.2;49.3;8.0;11.4;30.1;9.5;3.8;6.0;13.7;14.9
+23.3;94.6;49.4;8.0;11.4;30.1;9.5;3.8;6.0;13.7;15.0
+23.4;95.0;49.5;8.0;11.4;30.1;9.5;3.8;6.0;13.7;15.1
+23.5;95.6;49.7;8.0;11.5;30.1;9.5;3.8;6.0;13.7;15.1
+23.6;96.3;49.9;8.1;11.5;30.2;9.5;3.8;6.0;13.8;15.2
+23.7;97.0;50.2;8.1;11.5;30.2;9.6;3.8;6.0;13.8;15.4
+23.9;97.7;50.4;8.1;11.6;30.3;9.6;3.8;6.0;13.8;15.5
+24.0;98.4;50.7;8.2;11.6;30.4;9.6;3.8;6.1;13.9;15.6
+24.1;99.0;51.0;8.2;11.7;30.5;9.6;3.9;6.1;13.9;15.7
+24.2;99.6;51.2;8.2;11.8;30.7;9.7;3.9;6.1;13.9;15.8
+24.2;100.1;51.5;8.3;11.9;30.9;9.7;3.9;6.1;14.0;15.9
+24.3;100.5;51.7;8.4;12.0;31.1;9.8;3.9;6.1;14.0;16.0
+24.3;100.9;51.9;8.4;12.1;31.3;9.8;3.9;6.2;14.1;16.1
+24.4;101.3;52.2;8.5;12.2;31.6;9.9;3.9;6.2;14.1;16.1
+24.5;101.7;52.4;8.6;12.3;31.9;10.0;4.0;6.3;14.2;16.2
+24.5;102.1;52.7;8.6;12.4;32.2;10.1;4.0;6.3;14.3;16.3
+24.6;102.5;52.9;8.7;12.5;32.6;10.2;4.0;6.4;14.4;16.4
+24.7;102.9;53.2;8.7;12.6;32.9;10.3;4.1;6.5;14.6;16.5
+24.7;103.3;53.3;8.8;12.7;33.3;10.4;4.1;6.6;14.7;16.5
+24.8;103.6;53.5;8.8;12.7;33.5;10.5;4.2;6.6;14.8;16.6
+24.8;103.8;53.6;8.8;12.8;33.7;10.6;4.2;6.7;15.0;16.6
+24.8;103.8;53.6;8.8;12.8;33.8;10.6;4.2;6.8;15.1;16.6
+24.8;103.8;53.5;8.8;12.8;33.9;10.7;4.2;6.8;15.2;16.6
+24.7;103.6;53.3;8.8;12.8;33.8;10.7;4.2;6.8;15.3;16.6
+24.6;103.4;53.2;8.7;12.8;33.7;10.6;4.2;6.9;15.3;16.5
+24.6;103.1;52.9;8.7;12.8;33.6;10.6;4.2;6.9;15.4;16.5
+24.5;102.7;52.7;8.7;12.7;33.5;10.6;4.2;6.9;15.4;16.4
+24.3;102.4;52.4;8.6;12.7;33.3;10.5;4.2;6.9;15.4;16.4
+24.2;102.0;52.1;8.6;12.6;33.2;10.5;4.2;6.9;15.4;16.3
+24.1;101.6;51.8;8.5;12.6;33.1;10.4;4.2;6.9;15.4;16.3
+24.0;101.2;51.5;8.5;12.5;32.9;10.4;4.2;6.9;15.3;16.2
+23.9;100.8;51.2;8.5;12.5;32.7;10.4;4.1;6.8;15.2;16.1
+23.7;100.3;50.9;8.4;12.4;32.5;10.3;4.1;6.8;15.1;16.1
+23.6;99.9;50.6;8.4;12.3;32.3;10.2;4.1;6.7;15.0;16.0
+23.5;99.5;50.3;8.3;12.3;32.1;10.2;4.1;6.7;14.9;15.9
+23.4;99.0;50.1;8.3;12.2;31.9;10.1;4.0;6.6;14.8;15.8
+23.3;98.6;49.8;8.2;12.1;31.7;10.0;4.0;6.6;14.7;15.8
+23.2;98.1;49.5;8.2;12.1;31.4;10.0;4.0;6.5;14.6;15.7
+23.0;97.7;49.2;8.1;12.0;31.2;9.9;3.9;6.5;14.4;15.6
+22.9;97.2;48.9;8.0;11.9;31.0;9.8;3.9;6.4;14.3;15.6
+22.8;96.8;48.5;8.0;11.9;30.8;9.8;3.9;6.4;14.2;15.5
+22.6;96.3;48.2;7.9;11.8;30.6;9.7;3.8;6.3;14.1;15.4
+22.5;95.8;47.9;7.9;11.7;30.4;9.6;3.8;6.3;14.0;15.3
+22.4;95.4;47.6;7.8;11.7;30.3;9.6;3.8;6.2;13.9;15.3
+22.2;94.9;47.3;7.8;11.6;30.1;9.5;3.8;6.2;13.8;15.2
+22.1;94.5;47.0;7.8;11.5;30.0;9.4;3.7;6.1;13.7;15.1
+22.0;94.1;46.7;7.7;11.5;29.8;9.4;3.7;6.1;13.6;15.1
+21.9;93.7;46.5;7.7;11.4;29.6;9.3;3.7;6.1;13.5;15.0
+21.8;93.3;46.2;7.6;11.4;29.5;9.3;3.7;6.1;13.4;14.9
+21.7;92.9;46.0;7.6;11.3;29.3;9.2;3.7;6.0;13.3;14.9
+21.7;92.6;45.8;7.5;11.3;29.2;9.2;3.6;6.0;13.3;14.8
+21.6;92.2;45.5;7.5;11.2;29.0;9.1;3.6;6.0;13.2;14.8
+21.5;91.9;45.3;7.5;11.2;28.9;9.1;3.6;5.9;13.1;14.7
+21.4;91.7;45.0;7.4;11.1;28.7;9.0;3.6;5.9;13.0;14.6
+21.3;91.4;44.8;7.4;11.1;28.6;9.0;3.6;5.8;13.0;14.6
+21.2;91.1;44.6;7.4;11.0;28.4;9.0;3.5;5.8;12.9;14.5
+21.1;90.9;44.4;7.3;11.0;28.3;8.9;3.5;5.8;12.9;14.5
+21.0;90.7;44.2;7.3;10.9;28.2;8.9;3.5;5.8;12.8;14.5
+21.0;90.5;44.1;7.3;10.9;28.1;8.8;3.5;5.7;12.8;14.4
+20.9;90.4;44.0;7.3;10.9;28.1;8.8;3.5;5.7;12.7;14.4
+20.9;90.4;44.0;7.3;10.8;28.1;8.8;3.5;5.7;12.7;14.4
+21.0;90.5;44.0;7.3;10.9;28.1;8.8;3.5;5.7;12.8;14.4
+21.0;90.9;44.2;7.3;10.9;28.2;8.9;3.5;5.8;12.8;14.5
+21.2;91.4;44.4;7.3;11.0;28.4;8.9;3.5;5.8;12.9;14.6
+21.3;92.0;44.7;7.4;11.1;28.6;9.0;3.5;5.9;13.0;14.6
+21.4;92.7;45.1;7.4;11.1;28.8;9.0;3.6;5.9;13.2;14.7
+21.6;93.3;45.4;7.5;11.2;29.0;9.1;3.6;6.0;13.3;14.8
+21.7;93.8;45.6;7.5;11.3;29.2;9.2;3.6;6.0;13.4;14.9
+21.8;94.2;45.8;7.6;11.4;29.3;9.2;3.6;6.0;13.4;15.0
+21.8;94.2;45.8;7.6;11.4;29.3;9.2;3.6;6.1;13.5;15.0
+21.7;94.1;45.7;7.5;11.4;29.3;9.2;3.6;6.0;13.4;14.9
+21.7;93.8;45.6;7.5;11.3;29.2;9.2;3.6;6.0;13.4;14.9
+21.6;93.5;45.4;7.5;11.3;29.1;9.1;3.6;6.0;13.3;14.8
+21.5;93.1;45.2;7.5;11.2;29.0;9.1;3.6;6.0;13.3;14.8
+21.4;92.9;45.1;7.4;11.2;28.9;9.1;3.6;6.0;13.2;14.7
+21.4;92.7;45.0;7.4;11.2;28.8;9.1;3.6;6.0;13.2;14.7
+21.3;92.7;45.0;7.4;11.2;28.8;9.1;3.6;6.0;13.2;14.7
+21.3;92.7;45.0;7.4;11.1;28.8;9.1;3.5;6.0;13.2;14.7
+21.3;92.8;45.0;7.4;11.1;28.8;9.1;3.5;6.0;13.2;14.7
+21.3;92.8;45.0;7.4;11.1;28.8;9.1;3.5;6.0;13.2;14.7
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_p_forecasted.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_p_forecasted.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..b27c3cb4a92bd9e8a9a09283e8461ab4b838d82b
GIT binary patch
literal 4420
zcmV-K5xed}T4*^jL0KkKSq7xOod7zl+yDR)00V#MBn03bKV0g&#nuji(~|7c_GR~B
z-*2O~8!`8J&A<v&QBp{%2m)`u?}}dB>)kV6O7DBOwJ%qqmNH)8(j;B(wsbFsnF+G0
zg8)h<GAf|J5{yYas-VCUX(F3ys)GP2N~qtml_{a15h%ncQUV|X9~0<EKZp1okn!?;
zHTr)y=u&EIP@W#GK?4<GuC#+REVJoi4m~|ULsL)#^1IAVi@K~iT1A`9+ud?j2umJ>
zIny=>B%zOE9XjIGsUdeh<alo^y`M=n>M};rfqZ1Ua*-x-_p=OA>B3q*m|LiHudYj>
zU8$GMmxw;I3nKHZ>q3LrCAb2J(I;?UVIk?MhP^In;4l&M3<uJU3?Ss%$odA_$?VV@
z*~+2z+-btY*m;x11v^MW=DY50?rFQO_SK&Lq&qtffE^ehhgifTl$2nkL>K-5uqcs(
z14+~nG!PiUK^ZlHLW<8i2t?>ankQgPE<z*(w}3ws&<)I>JVaK`+mbVLdh4^<v1M;w
zl(7|E$&oKtJ*mzCS}fK9pi7EAjp)(OHMK)ZL`wqcv`sWl2Rv}edR9ZB!-P=Sq)eGq
z$fz?>o<bo5U}!K&&SnT`cG5A45t=b<lmo=<@Qg$eL|4p`lxM1XQ4nve9}<1}Sdt&7
zf(DQ&18aOB3dp?Yk1rlHg88@8jxum8_prY|EBTPzbN4tIm>hq7g*YHPV8j!5AiKwf
zVP>C4KSB2+osjbn!PBu2<WP=b`a>;(1>{(a)OCasLt*%cz*C&CCMOFtV8IX=qJy>;
zTP&84SP2Q~-$Y{pd<=z!Jq3dU!B^`e={}#BBqGuyfIL8MsPsnO*{=OFgXZj1b|Dvr
z@zzNT&h_8E^yh@0!|`Eu%WR!RD1)&rwDi80gv&BdMALHDgSms^24O&2Y&HjK4uTS$
z#UuzvBva8?iQq9LN~1t}0TSIBTUangD4@u}HjIi2K=67Uf`Gm)u~|VHcvymXw!csl
z+NWMf0krZouTbgP-DgXOJ+5c7dz}w_-EFaw<-6%>f~z?9m1la$`mZJ+=4oFcrCY2`
zSZwJ#fs?>IC8tTA;f;mtnlSy@)M6#5S|5aE)&v3$NFm`54XlG8q>aHStp>4?5bFg-
zBBKpRprZwcr_ywXkV`<Ug%Ltko`WA-Q-*|uo(>@hk0B8}_(GRr^g?(Gp!2e;$2)8{
ztcJ1OKR<bLoOp%}5EHp)6Zd}WGH)=T=g{Txn3Q5WOSGer@t|x&mi{Je;cN^R9UUmz
zI4~|o6MNp`W}|SL82T|s%AQuhs!DdA2t~L^z&!wjNzm|n^h<4{5(P++9|)eUh;00_
z%vz7)pA`Iy_FW^pt@GKt_lJ#X9!3jVjkG%BjlO(<6<!o9+0*XB?HuCsfzy}G=FSNg
zBdKoY8_1gmhc}t{xNHnx#1<Yq&;|k>lF_A(p9w>>U?gF%hJo297!#1>vr&sW#85R-
z3FFZ85d1WxUdVPpVF%6<CJ6anh%}3|95n@Wzf;d<*2;?Ms;%DJ5sf*x0xM1@PW}2o
zNGFc&a+lo__$o+=rsa(;c5#%=Y*@HMx;;Usr4|=P6ekR>Sn81@)Idlu*&(E4G90=S
z5_G_nNm)Z#7D$KY3M4gBD4sk-Cx}q>27IF>@K})32taUCz#UeV*zh^bu;Gq_dA+$V
zF7=f!mS9f5m3A136%@MjB?19EmPMWC!OP3FJVB1um%-zQDNjw&P}Gmp_dymg?1`Bv
zjClkYER5R$hJ>2Q5+pR3wn;>SkYTEbPCzt75cHl9ivz$@!vlthZfNL22aJ(d6_8IU
z;0RNrK=;t8E{$i~zk62(kBv<jV)`3~U9&QA?8lf;99<)k5U4&Z#Hn`}VFcJNrP9Le
zxdNJW=H@Z!mqP_1`DZ&4C~;u0aG6{zbQr}VGEIia28@j1PBCV~w6>Nr7=IV&%&e_P
zOv5m92QStTIFLz(;!QjwI%JY6U`3BXeGpkdGrMqziy{Ti_CoKaCskcp>EuYQQQMEb
zvplAPYWi^`1$Uqck_w3c>K%DYDfe(Mz`I{&Qrjk)!Rr%ww!&%pe&R4jPN*UgxFyKN
zBSav22lSxqM;6a~40vKVVU8A?O;*0S)yFzqoow0RrdHO~Xy(sbVKr<vw(fPr>B{G?
zUN0V1=QP_(X3DpFu5!5OuIswzLyT}fRYNd_MESPfmY8`bzPDbDv9%k0t-LnIs@>C9
zme@0Dn>yOrY}PHP+2Q2;uUL9h*7sAIonp>W)2`&}tC%{YtH-D1Jz~d!>$YygOrP8+
z{_sM~p&67@7$QHk0s4xde1fb+_@58IUm@@!OlsSAPwT4XlRAf8wYxPKX4KcG?tWL|
zug1G)Im<Yg9o%?fgQy{N8(L^h3{b|?FgRjyZj=1J`No?@&(jNE(wyP^`2IX6)IeSd
zBM77-5s3l}i5QWLU_gL~pHWc{pR}mxPo)d=`e{BX;4lx+IM@Tg;OS4@PJz{Zh4$An
zsi*mIZCuFf`Fy^D``$c<M1(^F5e&xBwR~yP``r$xygYDDCv+Mf^g46_o;0E7$585c
z)|K~O10p92w88_PI6iu*^!Yk{`u!J9wxzSj=q3It2pRWCx`L!if_ysl;se-62*PO@
zl-)Gl%vj80Y|7O!g}bKdl*3rVWXmb7eow{tjEL<ppehh4QZR1r!qU+r6e*&TngPUJ
zIu|n9k);yU4FoUH_pe8vi9IG>^|rLxRJy2-vMcEyw3zAL9Q;?5$Eq4O1uBs3g^h(F
zVlle|Fv8Hp7?xRJSW>pBVM5bDP^Ma8fS4FKiDFWe($b|RmIbe;iMwvic?+tfeUhIq
z+D`Y0#>BB&Dv;O(AVmg_mKHT0OsMnEUYF$ZjG*0n%kg+3iFO!afLVzVOA07<fbV9*
zYMDum+FC8zQBM^V4#ZOgE#rm(K!p`W4JaJ8+Db$!sIagtM(ixR7R3spsVGM7+Y18G
zY_i%0kZOX9I)*EPCT1Ss<;vk7DI*1a^Y4e>K9^Lv&ba4X98-Pc*NfDhw>y^{T~)1b
zo{t61^R=5+sc!Y{Z8V-e+qRmgcRANNI-Kvvr>CU{(yB6>udkmzeO!)l&gXRC?cZB4
z%{4Dxdi9r=rM=OkW-Z#S-Iq6)exn@*>AP&!)akpXt+uUgy0q4jv$@?mb<~UMsvpnd
ze^>fXo}v0k-MjW%MGX1&i!3K2fSacESs&Px<#WB^j%1qD&R=L-&Xhpa%GGa0GIS9T
znb`xtQDN3h;C^It4wV2Pitq}8hZKocvibR)<k2Po!0r)juA*tjnn+xaj3!XRU7o6P
zpRVsyBTH_HP{tdh4{k${BSlE^sMOGhF<3rV8#o#0HuJ-huyM?|*^?tXV3?UCOL~tN
zN(Uzfz0Aj?ftwRvmp-Ksqy@1yZa0KyqkG0*uGLOK<>EnSv)to-HwbfDV<8!SgKu?w
zGd7wcK}gGuj=62OH2}R8(>)Z_Wn%OdP$=6#q7ZAW3WB(ak%eGdCMz$&Sa7qDu-_=-
ztO~41NJ6p|Q9U7#lsF$geo(qih13)G9Lx_x-?fLuL%I5CE}0#ZgpR6aFODctG6=iu
z!wxfZ3d21hK~<2t9n$OeO2}Q{uH6h|K&znct=3BFI7{BI679b7Fu>`V>Le|B?b!#h
zyUw?yk=vWDW(0;bChW>~RrT7p9X03*&s1gQ8%Yrzn0PkG$~obl8Id(AuP0eGTuuq0
znQaoW`(g@n71&_3tFEc?%M}w!iCnzet|n;i05E_>F81-OU_zD51}##kCCqqa&Osa=
zPUzWu6%3{;vqc-&O5z$B<b%M&>q^TvX#}k6#bdU<@st`4q#^Y@muK6aF&s_Zo`@zA
zcVazzPj7P|O7ZRTesR3^!7m4|UHG(n+rm5}2c6bPO2LZVcfPNTILC!5rcuG1U0w$+
zUjFx}OhlXs^pnXE7@_M*RxgZJFN}4qo6A(jXoHTRorFlmNeJW~8e?gdZ5`s(sK@oB
zS-qwyL(@LAS2R+8d=3rH+Zg=GWQ4PCSvzy%w~!s~V>)7UmjO)XDRx($RvFozCxT%O
z-(j6b1{-lJqnjRu)#L^X+^~l`s|t9Uv}tpgOvp9N<>+*i17XMz3kd=;5nQglBz?S$
zj{sm*2SoD+2NBO;z>;GP2h?k(9s=mFW$C@U>cG^!dsV#}K75YxhcU-x(V{TaOlE9@
zqHHx@eLZ`d+41mv3Pb8tNPOVGIr;jNR4}zYh2}c-*z4SJtQb0OaaF_W$wU%H{A4m?
z9lJd!X4%uEPE1%(8P9#+o|QcSbk884Hwh;}q-xeR<H-pjZ{H-6!F!9pINu*UXG^P!
zy-^iN9Vy!Kmz2m>7Al6Rp``BanZEn?!-u%rD>q(Avl8w=bFBi1)Dfzr2?M{q__x|=
zmBOBo^q!EgEs{o}&twLPqI^9^+?S_gjCY%BMh+nr&#=x0{cF|S)=I3md#5{&s)O38
z^0M-MsVz?Fi{2U8Vis=ByJwVs)!t9udFM~HNe1pXd^%gzknL^xZLc^IWEv`_VCXLF
z;*eb>s}MytM)Jm41a+T4dbAMSyXl<jW$r1;JzI}?!{vEG6^Wwvx82Bl+jESUynPPf
zn`Ye1=J4zHq2y*?Y`k`+zQa5(63o$N_;0yA5h*Y~d%9llT=vg;S14=Kmm+leXz{L-
z1qi@`;1DwwWSH@lFschIz*vh2QxK*HL|9bHEy$r6jel4mQqB#=!pKsEV-vubTY`{a
zrKzH5fKjDk$>2lV<6K9Gd3v<5ufeUJf(-U~ZV9csmTbtVy!0G>n%+(2%iQnBr{%Zc
zrV8R1g#hPs6;3wFPr{Sw;$8a<?($)z)dnW*w8hNIgbh$j&BvR&xFJt-pp&<-kU$_{
z>oMmyUDNC)oSHd>*4?h*71$+SbD5sL_nz(J1_n$(d(<FWE!bq98Si<^eRV}0w_H^9
zWm#u&*z%clrDnKsjMLI?)SjTON!sL^^QSL;QzyGt=5k$}jLBh<9ll-SXUfS5VpO%w
zH@xm5ps9jQy{Tf(Q(=<nM#RIYW1^;t6uN#aZKbzD!y5*zhusYWuH|GC-t?F4d?yJy
zo4%gc;>iMPwu?q>JZ~3{%JusrJD06Z-EQtAnD93Yy<NGPUcM+VvkI%(i^LI%IP0ir
z;zR1Xv3!-K;29(nQ8G`5u#ango}D9*$Urbd1R|w@2p3!uvs|hK!(vyig^P8S!4BY^
z?vgx~^OJW~mS$#)VT^S#?c=)Cp5|b>u7>KmZt=eobRi9hXK~zh-PFCUTS|l>dl~}~
zw;PUK-ssM3s637VkOE+Xz1?<7bE)TYfMx^`u80n+1IAhqab1})D(VD+$-3}78;Dal
zJCAu99!g&O*L;O&!RA+8p7x#%4V5mi&X)P{&dI6sK2VsOZMkor0`l*3El#%OJG<$A
zky+6>Ek&YRkGO63&$;;vp<)=0>Sl9z_WNRbyEe;1F+4$UWm?rElM}afE+W2;Emt4f
z@c6gP`q8Y$&{Fj}p1eY#kM3F2*PTNzxwlBn$vf4g7$G~}aKWV3W(Uzrsvh?4>!3{<
z2Q4_oiuG1f0Oe*l#9@M4O9e5EvyKjrM@Me8nbi<gM)|($RidN8Int~LS|D!f!~*X3
zvIsn1FLZHQY)@>x6SGGQL0_T+#hbJVX~m0>*>~6MU3xorCo8q?%)#BKyt4De?8ACY
z7p~EW!^G(%kug~$hLbzJh%@QzG*B5HJZw~i(dRYjnoYLmalgoe?jZPs=3xA%{}*ya
KI8cxVq`sX!$bgCf

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_q.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_q.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..9ff8163c64d207e78389871a572c98937cf5d888
GIT binary patch
literal 4523
zcmV;c5mfF%T4*^jL0KkKSq=U=I{-LA+yDR)00V#MBn03c9f6a5uuxDa4xF6;1CS^?
zVe!!bRa8+_0l4x(R#uf(gu`f-Rcw@{QlP4eENeoAmBUlWG}TlX15?CkRG=_W0{{X|
zBokDo)ffdTl~4ESRMLR;3>2kP@v2kR01N;ie?L?9#^1B-W@(>}ME<Y!HLYjvij03L
z1>%aZuF$tAlrGdrpLSJEXrARx#h@;z%#BjMURp)w%7vhiO)4d)c|n<EC&$H>6H$ao
z+<{VduP<u0?UP7ps$@F1%nFuDvNYHr<8{@r3T@j&6lwE<=onfhD^#rA%G}J%a4gv-
zdUrzj`e8&Bso@RR9l8Y|nJgq_3$<vpf=2FxRhI1nPAo;s%(!e`p~rRi3*Gk%n_GhR
z?Ms;(rV~cPSyoX6l~HADL=mNm+*<ihFpOIDIZ}$P(ZmrF%h0oTL85~yK8=JOUrVFr
zFNEX1W)$_;*qgr3?nCg0-~ss|X4s<>GUG7DM=;gYeXI3K;Bc*<F#4*>jhgTQdSOc&
z#Kj|Qr}O5U?Hz0J_V;zKWuB){!MZeNvN@k>J+(_1%SveBVBcOSc*`m3)O-}=+%$u;
zavyk)4TS1|h!+uNK$+mAJ~1XllqgwRBvP}$cqf2|h+IKI98pAIa3&BtCqhh<Aq9!;
zp#c*3d%#NHP@&mditBoVdk?7bb#Z3~(Vcn6EemawwEFKxjbrM|?1oN-DT|MVr-tx1
zA+_Gww~6EAL{Gl>Ct}4U%K*MvNew{90fie96%_eN;!gw*0>Hx+5fMai1Cj<1osc>K
zfrJiwGj&NZhHJy#0%1#vn@de2K)T!Q>ZK7JYwveKp$@z)U7?g?4k@%_=Z0sTr+ivr
znd_iSXSMfi1r9+}b{qQIf}YTkJ3&DQy$SLv8Z$P9Ks64Q6Hu|4EV5Qect|1$hlxB8
zJg6X|kjbT!NQk1SqG}=n$;l=V?19-KkjMvppC_PMrG^gR@E#7#=V!>0&v$S$cA21Z
z;jOi|$1_@}mxfU*^c_*<LAD~BCzF4ATN&WAg`MW$C>xH?BlG5Ir6nmyi#nxv1!Vb*
zCLaKd4J2S72n-WdhPx;hngs*Q6qS;p=>x*R4=iFa1p(HG>e8heT3RKJD5N>a2B35a
zl0ylE4R!6!?$Yq9kDwD?U%cnlF6kWZFs`b0Rrbbx;K(xv5|IKbD%rc1eWKlcUYFvB
z$iBlTCNz5vz}%B+ZhCOBY&^T|vRH{y+urF_1La(&ELlvLG8nMTUz6?9WbI#ZW9>eX
z_cF<hV=%nC<g(a7WH(i?vQZdK&cN6K*$GG&VJBvNudz!!LUZTE)xEdsTK#Ud6<<C`
zokmj@aBW&+2Y3&9!SFjT)Dq^h6;$@F%-~^W9J1XsPIe|)W_a-G`(|q=ou7RU6N*Ja
zl58}bMlY4+O|79|#Og3uPD0?$!AQhlGDH~#hI*TTunQ)=Xv&ljtg!J91U#@tDZQvB
z?RH>fvW2QpOA9RoS++00Zb>^N3n4DT9nAInlb9lJU^u;}Z{Bkgmh0o4emOIj?}%-H
zIky1eOvnu^GMT<%M7+vdROdA0GZW=H9<&crFg%w-g&DBi&@mA~i>(rQ7<_O<*=TPf
zpsI|Y1q@&)PO(`ABtu0d3QH{|g)E>fK^U;`9%75DJO_e#6%E5eBLq`S+l(;6!n7J2
zMjiue2puE~?|aMH?|a)XqtY%Q=>@zYwzlfA+3Qp<16$L2UKPuxl#wF{!@_|B!q8qG
z2*Scg>zme(JQ}64^M<Um?vKK5hJ762>A*!rn}Mgy`7S<3s3#=!R9KT?a6%8(3L+?j
zsu~;v3kw3vB`8=#WMdH+ER*6x!jr^@h<Ou6kyAn1Sj0-w!BE>5;MfzO6p~m6B%SAv
zvs>b*aBQ<^W?#BN)UMJwjP$hKm_nZ5g<wrnFaV<@%w3pVaMy}+FtaMQiBo3}tnpO%
zGbtYlXjXa+c_rW~s%Q@O`0z8R!=ECtNzsXhLRg2<7%&*kLY9^Y41z`>6c~rV9s|-t
zz!bq15s1cc#y1Y<!Q|<oa9oC`-=BVKTAWgX?!~Pzwo(+>oK5Y-Oc3*iQ<s5;O@*1P
znI=<?WVm^Tm6UHI!u!TphEvI=_%`sHn}LDz7sT<x+p<rUj9xIn!0QR7LZdXnf(&3H
zViqr|L(Bi63G{(E4HIGaR#MYiXwq71EgDs$YetIr<GQ*yEm?*cEZJqG%h>jMuFmA+
zq1|=V^=Lu3s>0njX{*WW&w4p@yRPWq<acP)$joZf6IjC<n@-~C%ed1mW|(UC-qP3N
zBK-2HdHGf6imYUbeppPHu)_>l8Chc$hE^Fdm6jP|%#~N#C4Im?oQK==pQDO7aXCBL
zM`zzx%^Rqm&qusD3%M@N&c_m*9GsWBH-7@zrl#(;p{BKKUIWiphrHdZO<P<-Un-F2
z-^xeNp1xarAFb)ru3Wg|-t*peUd+tOUANCieSvPRXwuy?B6-!>bF3-8yIs2rt#Q?e
z*w(v+OXN~L`~8(aFpX=G>0IJ+T&m|61CTy#WNN(e2G71YI-XuZbFQ7K+R2E!!<6F&
zQF7_iwJ}y}My8RN(Td8xkVniY{Ht}VVbq;=?C5nX8fB_!EYnRUQLQs6s-D-g+C71+
z(*_}iveeR9nweTDjeYZ}&<&!K=1P82zF!Smj?nL4I&z&SJGs>AT{?GHRnc<mn&II(
zmmPJdJY7SVIffG&#yIhE9bL^G<#0XcF0t5=vXp$lekrXyk7av3`Kgs@tkdP=lHu1K
zuVw09o^rWV;~B@DuF|`hb*$1EV;Xlzaolq5QtO;_$iAp4;VvBKO-1jgsr98?bFP?{
zV;E$bdcBWjJ+np{lT5}&m1&zAhSsf2hGtl2)Ji<6<=0136|A*r)is)}R!do7sLHc7
zm8ELNnORmbiz$(eF_DsL#;mM{HKR+FO8MV@dEv&Nm>A$^@cZk(-`}(OhFeroYdk2I
zGW^&@<Cne!0-Zrg?h)uf>@>OsS5-+v7ne&b$m3|hMW7M#Nx<bH0lTDwb`DomS)@qw
zLm-SEH+ObGB81eiF4vt;Za+kqUld)@uQgL0GhRuM-dT)n6#_R6JWE)EO*PE1ii{5Z
zEM=<!CUN5us|#jSImqQdAi)J~(LHr2Xi}c#-5d8ld0FSkmNK(edK=>)+Q%>!u4L^9
zV5u`}mj`>ggiPbT_Nq6G>X#0r9K16GcGbJC=HHQYEh?`x$c?IESd+w9tpq!bu}t%!
zOv0Nj;rCRybaXk%ohz{75F5RqLuNRE#;Y+fIphKnf%!@r9PWORD}5CU@(Ba0p_jUF
zW7T;Ht7{SmXdZ7}Z>&okb3Jl$ju8-<4iF{CD-lOA^iNjxo(MrBi>mA(`O)dBT+<M3
zK<=MBJ|uX!zc<*#Vzka}uC|@SR-^4tqd3cLD3^Q8A2i)G#lbg;O`lV`RPL4<1efIW
za#(^$q7o?r8LU=qtD!FUGbo5U-_%`RP}qWD;=Mc9dQk=nN)kscs974Jv}d~DFjyff
zK87skG9sg~qFPa$pxn!}<+@Gosheu%#q+tpYVz!K%CW7@aA>8bWKCOMAr2ULD!aN?
z&}k;oL?Yi7QCk(6tV>rF(4lp$b2sI@-j?c>Qz??lHCoLuc^k1sgpCvC+6<Fpo;$Xs
zTU&H3`*!)kzcn?*Ouajsz{V1x0$sLF?L7z9x2vrZRZQ1(<hxO!4g_vFrDCQ=miKpV
zV<5Dihw8)Xets?Gs|#8JtTCFUt)`SnGs&`0C=~Fqs`N_|pt|LOnpQ5DdFf7t9|X!#
zRoS<wE~pjxo8lJfAx~NEmL82fg^Oj`VG2^T5Q|)N(uq+w);LS)kzzY6u(Flv7Kmj{
z2u<6U#PS)>y0u6g?qe@zN8T`@MvYOux(8HvFM#nhpv47L6-I*vIe}6m6<`S)OGH3o
z0}$<|D?wC6SYv5oFch$;Su7D1QY;;?%&5i2F+^2oEmj#UtBXMRgi1$tca;uvvk_AI
zQqn^bPIXH9XP<FO!rII_A|kHHg|SxNHQ5`^Jx11B&gzu&Y8w#dT4w0=m9AFFk{X%Q
zv=Ot7cW`&X=IeZREQB4JqL*t5xQt}AQM&4irQmitPd%%}Ztot2b*fWU*rmNwTh=Re
zGZ#sfHM6u5ci5+AcIzEBvti{gwcW8Kt0uCRUFU06$=j)QyDNuSwpLKxe3ZMRRa##f
zOO&cLD^2&i@4WBtx^$vFX%y(uD{ZK<r9h)ASf$aN%^4L@HD$^bTvCupcoIS5<Om3!
zbvq?Z&}l)!w&y(Nds^1{!_o59wN5n_4J?cdHFJW|?^(ldFSRmctEaBCGDa5|V4@Qx
zmWoAGMDtj(EGkFaOZPih1iZNV-d9#J2_TFiFAF2Y`B=;6yE`3TVjSJ=a2Ob?9YXf{
z2?F*GacsBE*KUP36r3RiohvX)D`j9gI&1K<7gAZx^>OR&+vjA`x~8mE?#%0XGo;~R
zUaGz7+RIOJ3rz-T$ze<xBMX$(2Q%FtG#eSHQI%&S*u=szEwnL+>xT5~tI8Ni$8VeH
zjoT?4hH0@|wDC;m3PW>^zFoOa_c@)#248SlYAJSjHKyorqz3mlOg+ALv?yMy8D?U$
ztje-4HkOm=!f6VKlE`uz1{N;@ZC(lsZBkoz%JIZTY}8fC)nIabu(%TCn@n}um3bD_
zY%bhbpop84DQ(zd<>E|(q3jm!MLU&L$D#G7j^lJRx)!?E2yyaf2D{sQ38>BFvihp(
z_eKX!$783=J`D&O6~NNC4=kcPlQl5Vt6gZpX>?}tDg?Nt<n=70Y972c@07l+RM#Cd
zZfUFKipC6$lN&onZskih&57#VUbCLeSz>jIM`49F9oC3~@=tE1^;}NV>lI<@Z!>1?
z_iigmy?ldBT}QkaqqIg^#>UEGU|rU_gv+S~Nx{1?Rdl{?Pdn>-*;TeSAlr(EDie5&
znWS}fM_CR|xQr2OzGS$O?lWC!g<#63aBYpw+Z$IVaf*AHgePwGq_N?KJqbdd6i5j9
z?TI?PZ+O`R5HZJHdp1-zk=f;LQ8qk`qhi?yj<KUFjdf$lY3jq#=UrM|3t_J)3d+q{
zhtv)&c#hl}iR`<r+B!R%X5hf!-lXQ$(5+Z)=8hUD5M7PFqj7d;K8nqbC`dB#S6Pb4
ztK^vu##3w6)-E2eZ5i58Pf5ZYI2{ya)nI(Gm^{T5u)M9X)FQb1GWyQsvd18}=W&`c
z@ur+CI;w|rRAKYlQM^_amJRPs)L9W>RAau*RI2GcS=ZbhuzhE-I5Sm6dpk$8gTQD$
zBva~d0Aw3yNkAjV$gPfdkqwYIqI@$I8dp_bAZV&1S-g{mZ;SCK#)Q!QM3m!W#ux96
z(|zTI;U)^b*@1|IyHlnk+IpVW*7)viq6#dY+wEFwI#qnvR@`fIFP^vS+quRb7{|2U
zwFr(Rjf)}*d{Nr5W&%MV7)5IXM^(VgQ!^uqxar+~YxMbIZ;xA4YD($oY;)bdobv`*
zTU#NMDcv5^3CWJOEFWF_NvEFOzW2|}D?wX2<+i?lIk4O2Tg}s6J>OqDqOLd8wGpZ{
z6YqNBZ#9{kj#cxSp1q^@Qj}HgtW+%{-uFIBnssh^Z=G}P2Sj(c5=)z)uWugl)JGm1
zN@4AJ)haX`m{2NfTdT~&Aea~9R%+U;ImhF3Qrc~6(L<^xw(C92nCYDRyH0R&+-R%D
zqU$ZZXtKGNv|VqAa5Xu#1w>Tk(&^1?z}C+@e!aze%mYboyvRgO2_>29WWYd#f~4-$
zL2ZS&F!=Du$_JCQarhDH6fL!0h)|({v*uYlH6DF+kHP9F`5+=YGSG+tKpg~(dZ=>F
zm+Cl(yJnTN0o*7oau7)m$5IF&K?Hk!g}Io8J~(_pc{_BN-{+_OPx5|wKl*-!+>uTc
JBm;krj=;cpnoR%z

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_q_forecasted.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/load_q_forecasted.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..aaa8a40ef96df10e54678a0611f4927bd15a7697
GIT binary patch
literal 3645
zcmV-D4#M$5T4*^jL0KkKS@f&)F90|@TmS$P00V#MBn03XKQUH;UX8G&Xi!#$*xL==
z&w&sq000a--eGjB4lsaAu7v}Nnrz#(t4-ERgr<bXs-VCUj6|NQpui{rfB`0y3F@jI
zp@5}Qp8Y9GfG`mvXr8K5CW0UWAEEt&&^#YV>-bOV6#k-?R}kghh5q4iHWwc4a^F<t
z*iv>p+EkIT`O_|PrV0peIu4BUcW;}Z%oq;skC?+g8yn~n?1zx9>2oBn7?a1BL^l$U
z>j*kRvQ|Vn$z9oC>3FjCRFVTEdC#oO3Q}9b=Fl7i&Spx6nP^-wyX(F*s^eW#2V6!|
zEWaDU=f&EWeRqISiEhs6Ivbp1Ny{PHPTQ7u3uebDC@bn9;5rD7AZ0Oxi!GuH_=SLc
zq4EM)maB=-{CGV4>KEKl%a`(<C)41b`-V>u@z&*c;*!o0r1?J*1>?|SLx)4?eAmHD
zG%6#98<F@OPlFBv(F?NBH6lJ7fJtK-X($SYp{b|_p?4V}2w4a(K(t>0;Y$lp$mabI
zP31U17wa5#jU|#IoX>JxYJJXbP5Yf09Kk82hBiV(;S2(l`>@eU;c|Te2O`b~CeeYc
zhldwPBr!|})Faj?csUYS&@|O85jAxKKy(W&l1M_>M37F4YCZt)C54ODzPcWL1EuI7
zP2HWN8Ku%#xf`X3CwfRO;$(}IQoe@Lxkt0vC&aNFDDrL-Vw;8@5*nKThk7COg5TDG
z<|CCHprocC>=F?O8VR6=ib@+{2t*`-M2H<!wGS$JTMHMi-b3!4oFL*VValreU7}BE
zXPd}-)cE>Y?;SR3Y$$vz(>5n1`FcTc@p2YoM+`(Qy$=y|!ALqE31mm0-^xflP=Y*P
zBt|8GY!)yLM9Ba!h%#<&Mks9*1Qlk*lN9PEg3w?mwEKiGuTkh<YM!cy;jTNl+gw@9
zmDNPmDcp#QDlQHsd6D6X4eGj{uddo7wS&QU4)}?u5;_#oM}p!=ufiVySq36SV#Fvs
z@KOg5HU@#Brl7(rj{(98!XX@hNfRMF4hs23f)4>3-l?7J_Roeu3RUDeT&AhrDTRM*
zJNJvO^PbgLOL!Pi<q_muqHEhIpfzUK#SnMM^)VhJ$-facK=O2|X&}#;6g-U<d?f@%
z2?2=_ge+iiPX`?+DIx?NT}M|8NaP@s27sZYkun560~HTJ0U#cLG~X{>Je~$Qa;F_x
z=Ng|$0l3^u@5nkNPT)`-gWD`2(!@COqww}jBb4~oiam!yaf&fUE5Lq!Oi2fjAoN|K
z3y2;DFk>5qJOrVLMS&J0pc=s=8LOz#WRfIH1GF%xRRP5E;Gxk%gi0|G_~rXD<yVf^
zJ;adlrRNrwi$&ZPuONcqKn2`P1WE$*P{V&0p)BV|C4Dd%g))rja1Dy1XnaA_Q?fV@
zhqS5a#E>c!um}llF^WbAK!lJ}K{a(vR)WR=SkBZ+fk1FPn4!^15+(r1AZJxigWRU)
z)54C_6+J@bJ$+;A;`6*RawLI_1HHS}rJbqRT7m^EGo^)mH#||T*lmSYy-XaEM!+;R
zFb)II+ihBhqDDNRp{hs_7=#!SAVGnk8V;(Otu3-dgph4x5b)YKqez7yaUWaAH+|h(
z(>WFk2v{sM<a?)jYi{PR@1|B^@<JY<PTd2cinI+9C`eRT_RBbET=mIelqgv+E$DU}
zMi{TsLtT0}CxCid*o8qn@PvUPks`p<KebcBr$w;A@H{|unptF;%NVe%Y-(Vc>FV_t
zt7BFSZEGW5k6zK}*)git!LCsb@~Pr{d~|fttbN7M;nzE-OO)%GFw)xYU0f$|-A-Lx
z>$<sm{GW?GwpN>4QrG{a0scf$pT$`O0uc}vfrJ2rLNExCV-heTK#T<d)e&8Y4z{7Y
zqUvS{7#V_Ka1hT|r)g6h>z6vI&nnX|#5v@v*X*!+-26$`P7j|x`APHR<JwoRXSDn7
zF1YD?BwwTlzvuF(_H#J>{jrU`dwY*>T~>IO*?L>ZIoD2`o>6Nx8KQc6p5Bt@TsUPF
zOGqj`K~yW$h|~mo*QW!Z+h&>#ty--my?Z0oJb44#S!H44#TM9UYVqK#*kw11$Xi)y
zFdJ&n)mf`n3|AzF-U9ritE+?6A8D&erCFAmrjpjJHBA#`j4caeSxr>gV=EGDv6f2H
zOva$oEf`t>%A$ScFUU`$@1gQBTGp&umYZ6wMvbN{R;<}f4Q6UEx9WQK7p~SWc<QdX
z%#BH`+BxOak?|@&d?)1}qvuQ7o}adA{dsg<8`+*%8Fw+yClik^9djJ==^XLnJ(;96
z&f`iktkzX$zRzU6wVGs~LX*WVy5}qgHHNIEn$@jR*0GB!dp(|qu{6wN$ZXR_D%P=<
zMV4l)CYhF}QmE=&>ywt2TPssi%*Cq2V_LFcYgp81Wvv-aOD!fCFtllnMoU?%QL3$4
z)s*5@e*dqpmIvZLl05uFsD$ri;X69Ewt{n=DJ9oAE;Ug~y_|a`U^?UdJqD-wQj}@m
z4$6Boy66b9Z@cnUA1TgiX<|=Fq{U)VQc|3eWOvu4v=5@X46C}zHiRS34L5hGFJHGz
zA)Geo+7DLR9A$>qbGzx7HCjj%uL>56YO8s+Sas>vFrzw?jozFHrh}(QLmR%I8TO-T
zj{-87IKav%ri!D&)FsY6gGsJ!`b%wBAyOZadsWQY2LTvYo2RVY!n+&U2*rf@2N2jm
zQC62;odQ~$%~ir!#zqpyR5kXEj#1Lewo64a?w8R@t7>R7>9%EeEjn|l<@4@OWspNY
z1JVuJdJsNYvK@ekBO?-4d>06Ovzj_Vi^sj98%gUVEHn!P;>%XL8I6)I24NkpmIb<&
z7?eCXW)?XDNefC5H>;*3npwvyF``)`6LWKWr;sc!WaQSG8cK_x*}`$NV8$~nH?~ch
z-IBw$u*~Gy2B1v}lG3lcmEGE<n^gD1gY#k#3Dxg~O(0$pvNx*wM3$yZ;nUg+lBA*=
zn<dm@8yKlzj1nA>W7LqNVvCzqBYk8Q3Y9uiQUQZPOt(eYi!8c?LxIFGjD6#Bb1}Z|
zY|8IX9o^m$DL&WYwf6Z#T9>5Nlh@@NI?B22((ka9hI4pi8;sX_`mozsG<4Zn(@`&#
z8JDIn*Y9`dH^nTIa4}XO#VoO5U;;(SAx1?Q#Vr;rEDfN7LV_(wj6hK331T{}qB^lb
ziV6&rwNO<9%pYcE8HV=9it=9Leyyd9+H*+Q@Y6Y8q0Q*fETYY?Lp_mI&O_Vk>i4m_
zFuwNq&Z&Hwi0tz9d8U>1%i&JV<qa9?vkhZqalJ(k*|+SSH`iO-N#gU_*!@ql#pkD;
zZs%L|``PC^PYPodcF#0xez%$B&3JjR`6;gLHk`P!{OiZ2^se<tVA6uQ@o@byyD_nX
z*-N*W=eSU@=Pa|1&gI>sn|4~J-59#^y?dR<j2kFPD1?fTK*6A}6-cnDLDiIE0;sZt
zE9wW{zjK+L$LNQr1rg7cVkSaJN(dN**Lmjse1sNhdMza5z3*Q%zQ!>iN01pJk0KoV
zm+bF#E)^q3c3oQW90w3;h)HN^iS&`O6Jwz&%Dd&iMZ*m<1A6xT?!To$WX;N5r5Is~
zQ4@lRgdr2$^6|abrgyw}^KG3fb<dxB+?0E}Um66&5|Bvr)t;9%?o)l+l0ecZe8a_=
zR3RnOO4HjjC$8WuFLZmc9T|tAsKxHRCk_(L%;MYo6?Kl69_LOgElyYLziYhTLIkRW
z*V5^B;@@t`ql=l1i1CEwsXNeC?-^xoygL*eN=hWsjW($DonGUexJNf7LW+*D9UVyO
zQ4C|h33xQ2zd>^G368vF-aEOiuXW7#Ew2?AcS_J@ieWctkGHv3W2($ZBN(h_4?|;n
zyz?&o<c|kGOSyjKQJHsYx;I)f1IS4(l;xe$_q%tG+0^1?XIzzsXkryeUf4unnDy<v
zb8}JJTX-8Tno~6Lg=KQvZMB)=w=SFYxNA;5Ii%M;gR=eD?sD%?UAl{@HkAVs<X5k0
zB%xdxNWGBwTvB?cn4LoFYr{0jea`mZU9U-Rq?|n)?^wBIda9fp3O!ADM$oUhXD+LI
z#N$Afl8cJ1R$G3TfgbEg)@L0_Qt%&0kf<a&he_2~I_lxW%)=n6iV8_A%xrs+8jyo#
z3CelY_~JP6#F$YP3{QlFf$228cV?cKZQryaJHXd>qf9!@rY_TrG~ZaKS+?o9!(A%u
zoTglf_TZY%%(UiR(@k^&Mwy$rm}d=<x0^O+h)1u7g;dh-S8n^%ZPwLHyxC4=WV_@f
zgoHn}wOqA+eUyFAsia>4S-D}^%~MM1*Sp`MaZC*lXDUBPV&eT>_9cLLi_C99_Yu(U
z?ao{ZE->*0C<QqddGA3wJr0zKfm@^Q0U}R5BnU)29ihm?JR>zyd2(tWL_}W5ldo+j
z2_w-uhZl~LLZ3&^XyNJJCy~Y^)alBf9^G|lYi@mxv2Ip;rt)N)imniWoF0yjFd)Ja
zic!jYWFg35sqy#UdLTZawzSFDc?)pVEhbFEGpwaxvfD_P=p7r37<<ONd9SFFqOq(y
z4yELd1#MXryaULjpjk@S(oo5?X-Z3^g6gkYS4Hgw@`9AUP)1HIkcC*mz2+f-fqaVw
zaUnqjEVZgBlITq_P*K;zn%Itwo5_g~=T)7YImoGik*re_mT@)Ijh!BwCFYQ?V}oAz
zJaWLfk^$+3nGA%4<u$HBx7-|#;k#jxiVC7GGPD^qb(6fd!%w>s%-_g^?jZPs<w5xn
Pev7#xoG3_oRr(izApqP#

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/prod_p.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/prod_p.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..a952ed1ca3bdba9b5c93de4ae7f4f7e39f484d0a
GIT binary patch
literal 3596
zcmV+n4)gIsT4*^jL0KkKS;9eX_5dK#TmS$P2m^oU0)b!_UfTM0`**696ev=q1PT<Z
zcm)&+0pQrc0uZ!rc|?+eMN*Lnl%67a4Kk{O0BWCtCaR#oC;@;0C#sax)c;g~7({|X
zQRD$8p{Xe#0w4k!D17xp=auVPz0Y{^A3j{U)g6-%l5AS^h7Z3I4>hd5_iphC_pwl5
zME06On4)^XL&RS@!0hN-E+QHC6X$2)HNC6hPu?Nw;6{<hc@wRD#6$ETLKvTnJ{=xR
zK;->8n$O03m-8fVw+yj~%ZSZfL?CA%OfjuLL-!xP@ze0<wW)-8`GF4Vjd;LBDmV5K
zxPl{y`sR}-aq=5<c^@j9+8cwg*psg9?hlD`*N@XVspRB7WPp4ACIpku?8v7V6}`6k
zYTM;+74Xqk;<mf-&EN#ch$Ckz6W1%pzE;h<t(kS{seNnUJOk&TpCZU;;GMV^c<WO>
zFksuqm&%ButE>z)tfZ#6S;`%Fy~0bl>1nZ*d^#U%odFk_85z{sLJt&7ylUXWySvbR
zeBVD<sc@V=5SV9H)<v;jVS3PjvU0nnd_IbJOWX)EB)$k&@}q;SR48T-Gwrt~9IJU^
z^>$V@wi$d&1HE8d%%Sc*+<COyq0m1X-fqWbWxLwY#U0+}s)y&K2E}xz!gyu8=DoP~
zjHF^TfZEE7In-S`k9N{vcCot~k#-G_Vm=WZBUopM_K;Vg7!YIJesa<BYq$|ecZ_Hy
z;PUm&PM2r9r+M;MNMC44AFbGeLWMAl+pjl1;)jqPAq?%QeYMGArriK22E@BHgx#Hi
zVLp|C`xRrCii?HpnOtsQj#iH^mdO2FNxXF}iI8CjPGyTd?uu@j_{A0W_T~{Uz9v$<
z-epK|6MTE!UWrg5&Cj|n4t45s5@8_9Jba#nhXXw<W5nufaCq`^9vgc>@KY5j+10$>
zRU1h4KXwWUEZV~0wZcX`m`AU;5eO+NyCB|LMo?KjVMIT=rnpv(=MkQWPjuDyyK9qr
zok>QTAsx~XeNT!YlI0ni6Nz{P9pOy4yMDfg>)A3|Sg#kccrEa+YWz@_st;DH8*%Vx
zX-adKq-uC>#aNgz{9IP9Ty>q-Ht{K+oh<n07-GTecbFP8nMny=mVPj;jq&Q7gH9|{
zZaT7Kb*0x!eVAT31)p{v6mOWO!NE0ec8m++eetMM$q_>L!lB!A&J-~hh7SS`y6s!O
zFom^nI}Uj(J7j?N=}ka|Tnt!9qsnzxb?GN*L|M&gDJYT`ZFx!;<lwDZ)n=8=A-ua?
zVAtih-77f+K;UY?HZopxtB_2^BDzA_jO2!!Bei<ExL30enDKRXN$>+fzX#$SwSLk7
zij5Cq?*~(JI*dn2;5%<t-(=ovqf~l;p@+)DS-C;Jpq+-D-OJ6m6;2RJ4OVnUkP7cM
z#4ANAls&Mp;$y|qXPAN2+ZQNjMYD`E;&6=Jx`~7#Zmm7KXy1;5M~Xg6?;n`~p7+s%
z!v{AaVR^eO`%rk!=!Ym?3n}|~5$JUsM4;%55T;K9(uQ;{>>*{$BUZ1O3vsou?4u3D
zTX4Ypd%(%`d}>j+G=<bG9*+eIT~X#`N4yMTvfp96kuG(;$hT&Io8A=^tM)vLDxG!O
zY#mJcD$x59`1}r3Am`-=l{6gWQ%vTw?*dHn1ACjKYzH1%F^_qnTxknAE~^v0qc2f{
z_P@J(uNM(yCZ7qr)TWnx3OU2X##Di)3mqMAl-YSw)%jJMHy-Ai$4Zx)tV;=<a`FVd
z1$DS9o$mrk1bo;+f^)c_cpte&H`x6!cq+*S0oSS8l4YE311cN{fGV~PmC3k`D%zP^
zp5IpizTT_U!((dQO(Zl2vWdOkY3*T5T+pV5%(Fgudknc$Il^c$Veqkf%_?)mnh}c4
zM<oxM^;f;)?NLP2(!>4J$r_8Q8bUN-h1~-u#vNkI5J!DHUwF+a5*?f2Y)8S|A?SNU
z%HK^h&rd(DlVqWMVaIr8K_i+kGixmq0h8^b&wI-__7f6hl<S9C_Cv(b<?!)}>}|+0
zKac={{iG!irydaSJ;C?p8N+Pz!KD3Wo-?$j>!@V7?4awzmv>2%4qqp3vdtwUp+@a0
zWHL`(&rO?46DCbLJu|xDQ*k>kX-*hY$!2W3$k9m)5d`cNU%08MWRJdwjb!+aL$Nc3
zHgt5ATisJ0g-y^&`KK?XmGfCPWny&Q;$%IiqI$_q)bTqI;h94<-ZB_k1}<0{N)<rq
zQ3JROT;p8n=qNGCy(q~<>v7|&12j6})VVMjCU-*Y;HYb+TQY5;Aa2{Hn{#fAnmt0z
z*1E{i<*>}-m{c+8Nr8zSumjQrljI49iZ{p6CtG+ZlLqu%-f&E0?UqwRiCIH<bhhlA
zIl+$x5Z$J0*#kH%(sE8Z)U7qDp*6hRavO97rx64!DBN_C9tv^1Fb%Z8+M*O>rJN<s
zMigOfEU8Xl6uN_YLwm5BMb_*_9ofK_Od*}41b2l+Difo#QwoG<p#TrQ5083zK0wPY
zmQW7mIM#Me9AqiAr$UHJXo+TAl)+FhSr*O}C}9gYC1j-RYbFrxz)oYG12P<e(+9bn
zILKt)!vlCopjrMDQYeUsAeoIxk~Cu(k))7_$w`bUL{e0wGbx#+HfChamSm<<S*A^h
z%-Nb|nrOzPrdg+I+it4d>E7|qchvF8YrbAz4&7>77j(@b46WM(Le`fso2?snOO#|Y
zwsD+dmg{p_FzRjzM4-bA?l@fp40evibi(92Orix#wmMgno}4&H-X0T2w{XtbX>Mz|
zr71MaWVEwcnoTCg$&{v1L5oEg$x_ovlV(zw*-I?gT3IZnMroyKl*=ipN{VT-Of<BX
zS+ixEHJVmUl+?7eY|4gh4K|e8O`4S|TQZo<N>phJOEoOAOw`S0YEx#KjW%tWSyIzY
zO`6Q9Wtmc%SwdP;q^X&urfo8&nv+t>%+$#xeYI^@eO~L`J;uE~S*iTfjr?c~WP792
zUNzXrZS1*8V915)Ckw<xowlu0Y1$bAn`|>G?KpH8Tn9suqiR&TavKA((Zsf^Y{?TW
zZtK9!a50x#H%U@#%w)1^Dw2~-)Ru}(2BR4!h**<Grcq#^v4(~S(Hli1rBfyt(jD7S
z2hYX(elkwY!r^SeuwXrU80ed=tWxt#u$!$n8d{Chni}p@3KTa-a5iG&DDh4&8FpSd
zc0&y|z0i9#bcQnQ-n8CFCN2{Rbe%z_!sHm_-ZbF>2Y5bUr@%=!=UT5D6%kn0)e=x*
z_kf@(z3Q&`kNU3hZ}Z_>|BfK`ZE@E3J%Ymnimob&JQd-GGs$a_&>Ppto2==U`@L^;
z>oCD~hH-DBx(-Vr7I^vhcerc3#LlY}p_LXNSMAR?0^ZpDXp7BV-Py=aE#$cgm)Hc_
zEP6bm9m6?wY+o+(+<0{3geIl}!nGYM-d?R(bAg=3sk3XH_B1`c!s~SzVa2+1;5ou`
zM3J4m<8auBWWi8e$uN%7-OFVV%MKAl?B)rW?q(K6aNEr~I61D8nP{zwiB-K_gK_u_
zVoJXA5#fn?<mGj}+zMWHrMW3jH5@ZVri-^w!L8nlg2rH;-sr{ozqQs3zS2Y(+TRtf
zOsWK<-s)Ws9K7l)j1;f2aI8%rr~{?e0ozNl+J;y-^0Mwnubz5aJAEV0%WogE2aM9D
z6mItHuH|U@=IzxJ$ZpX67cx0*R?N$TH+F5kQR1n!ol^tpuEVE9yGJF~fpp63Lei@a
zJlD8IS1QceS!PVt1IvcYwumC5rAD|C_E3GJTiQ>yEGmR{qJ4LjiO?I=jrOkO4g#rB
zog|dCjME<@%x+A0spgb`l%&lLo!>d)^ts)gw_n`Mg01VBBom)?V)gKNUA)74Wg3qx
zqj+~+ar>P2w>{o8>0LSuT^VCLC^A8~$s*8{Dp?E`-)$MZrj1U7mPEkmo7mjKh`q{a
zlcL5)wyoYYw*4|qBzEq_vjrgCcJ~7E#69S|*OGK%0SGq?-+LoBJ7!EUQtegi>uWLV
zU^RtWWrbOHbItWzLMb?S?mK;>&DranGcU3@+{Hy)`iPt&=&I$~QLbyNa$9z<s32%b
z4jdR_yj>1hJl110y@HWP(mA!x@YHD(I}T3Oab#B({nfGTy}OyA#&W^4eEH)-y%Tq)
zWi5JFOv_UE*iK+fO%}I-#~DdMlT%?y?c8p2+QlvJtPBM8DjU*+;c)4G3zcMgzVXYl
zVd6{QyH<`b2zaC98O|@-iEi!Q_g&O#-(0@3cuozA=dtk7F>rU)<lf<ZnX3m+R5_z`
zbHJh8QMZZnE`}3#qb}yqtpGD84!%zLY;^g>l2+JOv@tr%2}A+p`SM$paYwmQ(d=Zr
zJ$vn!%7_kd<;KbC0pyr<-MMwhpG|v|6?E=ew>fj>`JzsZb9v(I!DUvCvCOg!Yijm;
zchxdHdEH&&!Uf&-Jt;ktds1v)TcI7^tI9c~Zx00CgT_|gUCz_K`=0#$XL3BWa62{|
z>vgOiy?K@`!@#w+HMKjZU$d4sd)0B*WKalisdOj2ml*RPmC+nPVy1Zyb)dh!T^dI0
z-#y1SuU&nq<ab5ZZ>;Op%7dKRyy3D6*SUq=(;h+8KyNAwikDkKn`0@f%dM%5^K5K7
z3mW~!!79g{qZ3L^IBnI;N9}@~gVvs2D~fvbwp%v`19bPG_q;h*fxL2=nc>b(`rPN}
S`}Uus{4V5*aG@cDg5B(9JpGvf

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/prod_p_forecasted.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/prod_p_forecasted.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..45d145bc8d44337e5b6084cfdb32541ab085a1a4
GIT binary patch
literal 3272
zcmV;(3^(&aT4*^jL0KkKS??9$NdO?!TmS$P2m^oU0)b!@x=VanyPLV)HtsglV`}Ad
zc4xo<C;<2&01!e8-V{E}5)-eFAZmHTQ_yLZR2TzO$&ghbz$G#h6;lXclhst!Jx^^?
zFaknlB`5}fi6q)(RR#ip0s`P5&z2uj&!2((BiHvoYduoZ*B6w~ZC?A}s$04Sb!%5$
zUOR&H9akBNDkqE5Ce3bz5oBS~83SanlXx}IvZTq29n2(=N&~UPb&QQfQsor#Lk4V-
zN&?VKyViR0Nkt^xAWMAXl2PrVb15niv*r&U2taDQJ%mwb%}d^(A+zmBKw)juJ-0xf
z%AwG@h7x_FLb|8XeUv`VcR81HVC+sn$hQM0VkSTU=kRDj?0q}D<cy4)3X&_5;-mCI
zkR<vl<U#abpr_FQ7VZ*5Y5U;b@4hRoJFB@gb0;v`K+&pbGq$eGRLItFE@@jVP?hQ2
z3gmPaVy?TyA66I$n|i`vLMC{@070*817I3zVjF9zX`yDVr+uXsbFO!DXKyo|qc2#!
zoSbW9?qt7v$wU%Gs936*STA@LM6mnSp3rz{TTWAS3M;rAFM7uyYj<Ey_oc*QXOTH3
zWX7;}xGprkxigu%eV-d6r%CCcS+^PXz0^CdE}?i&1>qN<@&kDIZhM3fEgCA<UgW#n
z$<2u*LJE%FdZd-prQOB`DO1BZG`^-KE-tLqIC61}oEM^Hl{KDjUcVhuvrb@?52~k`
z0|bSsJ#R*woIH47XH5&x)aaT$4MV76+n&bI+wONKIkDdaI76Fz%HpC((40oZRPy<6
zRH%JGF3(xx!F5?#VX~P7i%W7k(T&zh8&j#4Ia2C%M&xT(R@mI+)+f!Q0}p-kn#sU9
z>uOuWLx%id^ba@SPu@e(usDVUgW4Xe50KmJtd$1Ad0~)RH+)ApjjtrAz0tK^QI79j
zLkGCh?{mIM3joxbff6Yt?p{#4ytD<?T%z5SLF*MVG7Lh-WqQVzY~l6|4&=e<53Po$
zM>-j1m!+nGVWVTCX`leT=s0LLI>(wD<o%aVUwIf|8ZG7Rbr8+4#1?cD;SLG!F7UxC
zj@^-she9f)RYR_YijCzq36x-Wx`Qu6^xNiq?zX_zxQ|3lw)A(lDcy6-VaO;l2x)0J
zV0An8E-y?vCOr%-Ftx+7rTg8OGu1m*6=YDmh0HuvPKHCnDCT<-0uV4I%`r%KsJjkD
zzTwG28ieE+aDkXGC&F#;+K0I&_*J4A%hj)<2KMP>J=IqitizrtRr{T*eYnO#Oe#a2
zHrGo{0`)94vr^YW!$QXF0fg4c<?Zv;OP^n}mv34u)59Bmey$~Y)>S6QSP;UqO53li
z<0lCT9NU!PL3h}MS3BD`y7Sj7(Rs<MsZ%u&F|;&X$~zQp`X`xQEZEJAu?q`}gE$YI
z9ZgQ<jwPlRA8Bgq<Jy<Z_t;{a)ncC<;mwurT8twl;oikNvv8&I8btfTl&g}ahro<B
z`xkaiwhjzjuXdkSS2uONnTF|=uFEjpL87v7;aKOd-lxUnI_4dI3}3YAfMQ}=YhkHj
zuY~st2t~QvR)JTUlI6YfxZGPkW6F;Mx@%!6P8G*P@-%Xcd^t^usNg{38`7|nCYpuy
zI<7RqPTqrw*gOvV2+rhZy#3N+*F?PzuBC>BolIV~WriH-hEC_*&wCGYKamwr(jcEj
zArL?Z$$Wd*Z;(MexrtU{olU}L@NwkEFE)93(s`x^IhR3^T3~=fH*z5NJ&7br2t7N&
z;2Fr{IFwwx*G4X+K@slAxv{QHSlye<dxxWusFRh9hj8Le2Kgic5Amcd2fk<DRz$>o
zO3cm1PA1|EbuHxu3)IYUe+jjrTdgzP@tF}93bIt%p#k#1)atpe7cjR>Rg9}NI|W!D
zK#K0*XsoFu2>BoY{V)~|^BF$((jqP^Q>=Z!aT3Nlq`}d1CI%|;L7E34t}YqIc5<c1
zA<dxs527M6bXE6JkTncL1~BbF2t0u#zG)-7;GX;8rl&2G9l5e16xfGj5b8KuHjd!N
z4wI;1iVo8kVX;b58%z*rfo=%xMU|PNq4hG3ZHU8j4um*ARUr?nsJ1FEqAhv8kBE^z
zlNdx9+dzy9(q>A;#*&<A!VL!u((VipXCkl&YCf+*1>+EQwnJV=NR8ZDR%Vo5LP8I3
zWW3Tnm0VVv0+my-p_~{H#d$y|rLj`B#;dFd6?3iL+;W3RxoDqk;Goi3T$$Ois?t_9
zYS=h&f`uHZp=;y`0r$B-dA~LDK{2%%qUb>>TA|ISVjDu(*d>QSoHK*7Gb2h=v&h#X
z3>M+!CNmkBIN~6PT<Zu{S0FK@Yg)|;1rZeHH_sC@50gRMzey%$VIW9snlTu}MG--W
zh%gZnWGRs*WM-COrcxS}G|ie*EXy*Kq{*WiS!B{#n$6zTs_nIP-*Zp%^YP=NTxzst
zChmoS1v<3dr5qR(<w|v2HNyqE<sqAJn=xg|B(~0UEE5_Df!0}g=w_ngAmW7N)6Heb
z8s%!|W{Yq@Tu#+;r&V{GCQC|G(^F-dW>lD?Nu<VUvYRtvqQ#Pk(=bwK*)-E+(v;Il
zQ)Z^7&6`V0Dr!?%X-OJsvYSnnG^tG$EZS3S*=(}2O3A6EvrT5CY|^t$N^LZ<nwo5u
zWlXHIY}u)^Qq4+MQl?p^r8Sh;wArkwRNFR6l-VsbwKXj)tg~Ze()C&pescU@d69g%
zmLdtoYkfk%h#jSopM}DamufC~R}eI`?TI;dyb&wIvaUL8lmUoyY%<LlsNggw0jq9l
z8LWl@+-#(oTtPIUw$b9U34x~53-DuLHUnY?G}<*Lq_oXUiYW|HB^c8-F(gt!Ow&wb
zL{Xzg#6(0yMo1$hk#}uXdAwe4Kik*w(rC<^4(P62GA4@AJC1?a;3BRFIJ-3)5!8$_
z&Iqy9u}x!9r_FLqTrn~xxUhpcFl8p<Et7|44Gt8X_?$rDa$0iPJvfe~5iL%q-1!Vg
zfJk4^fHM+oZ6s<bF^yuQM%J%uzPmkqbocS>Kx7{<$qcjbVTroN`+KORyEQIBL0Tqo
z)Xj06^Lpj?S~y7u$txksnQ&g1(4u;&=-uj^c_}*7+}!EsiQjrUwR_!_GjfE?6!B9x
z8mjcfO&!_K)3SlRuHom%x17R~P|Pimd_q2@u&$ZXt5qwVx+>Mv+r77!XBTiaE>JO;
zo=Pv)WeF@-PVCwwj5xFfOu9w*;uir)Z(a2#yd8$u9#u!HRl3SmM@n7IvfWl4tF~_L
zZanA~#HCEvD{35;I%^@&%2z8U!`q!tFOMUsW#Mi0C=}V!P8CFZ+P$=9TbI(uiaKUZ
zOV?XAbB@QYzYunrc^mWL%(9cau-VFm+L@h|&jYm$1%l^-uH}~bOS~>RkWHw%qSMPv
z8<cpuRFqJYdAr0)+cfiS^USlFSgb@?wUv}5rEzn`ZS{4?*<035!^~t|oROO1mn!Im
zlWulBZX6*-b#)wzOSzMHm)+JlHXTCOE9yZEr%+tR^LS+mAr^0TE^cACfrGM@X%|q_
z;U_fpv#Aifn?c@IQ_j~QlEbDlKVK1Yx`wFCFCNpHxo2JG?_nz(_JbCM=W9g{gIXa&
zL365jS548zami<$-s-mP_hb;+6hNbePXcsGPdmCw&TkyaSAJt`)pAv8^D6MEQZ)mJ
zVYQkh428FM-O}kGH!}9C9IYa1iS(F!&?2Rbz(ufhNFZFG;B-O7SryP<Nl-??<hb>2
zlGX+@T_%d5BLjnA$_IpiF$w13$hoIH3%znm;mvX`Ck?<L5C}m6cuzn`^d8E6YIaez
z*Mm<gD=6*K{Wh4NJv4#pl0sx*4W><|E=}3OwmY$o?2sXv?Gc1FF>%rm*&V|+t7>kQ
zyy9W5gsmgYcufu)(iFV|fbKwvnJ1)VGI^lnlv5<?<Dw*e$Vg!0m6gRO6wqjDvFSRs
zvPg6ZvNhG-2UfP5UF0Qo--uO#rwJq|vz@@(G~_AhR>{<w6j)KEcX=9aw$oW=@T0E%
z2vAwgWGE~(W$Vc*%?SA3Nl#N)9@mq))d!Q~0v}`xF=4v9L6of19~u+Rk@2Y$O_Bz#
z9M}{TY;-U;A3#7*A7<_L*}!(W8XM_Bi;kesC9U_Tm&Ee5hG1EK)U3tID8%MU)a1U{
z(1yUCa(1{zw>(foOY_|rv@p5vp5X*{4trbbN^nqQ>wfPCPLo?S=Idf`jP%<E#@+Qd
zXB}l|-HNlF;dJ_rc0pKP<)ze22pL%v%Eb8L>(g*z-3(qnn*1Z{>JP#{Mck226eK&v
Gcv3*WsVd6=

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/prod_v.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/prod_v.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..8c9736d484107239ad44a6ff625c62af03bc5417
GIT binary patch
literal 107
zcmV-x0F?hiT4*^jL0KkKS>twVf&eB>+yDR)2m^gc0)a39xC$5m1q=WHr7AQqo~D@s
zI@}2BwcrU(fQ|r0`T{rtFa&u5mpBA_0U839z$0w|8GusDKu3TPfJQ)%U30f<o#$)#
NyOJrwgohimToBm!Bs%~A

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/prod_v_forecasted.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/prod_v_forecasted.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..8c9736d484107239ad44a6ff625c62af03bc5417
GIT binary patch
literal 107
zcmV-x0F?hiT4*^jL0KkKS>twVf&eB>+yDR)2m^gc0)a39xC$5m1q=WHr7AQqo~D@s
zI@}2BwcrU(fQ|r0`T{rtFa&u5mpBA_0U839z$0w|8GusDKu3TPfJQ)%U30f<o#$)#
NyOJrwgohimToBm!Bs%~A

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/start_datetime.info b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/start_datetime.info
new file mode 100644
index 0000000..bd8d52a
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/start_datetime.info
@@ -0,0 +1 @@
+2019-01-05 23:55
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/time_interval.info b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/time_interval.info
new file mode 100644
index 0000000..beb9b90
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0001/time_interval.info
@@ -0,0 +1 @@
+00:05
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/load_p.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/load_p.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..5e8467feff5e67702e400eb3115cc511adc962d8
GIT binary patch
literal 5411
zcmV+;72N7VT4*^jL0KkKSr;Rup#VCfTmS$P00V#MBn03hHbs`)d)Ng7Yy;Z?pb7z?
z3IXU2kB^ihtxOFBLX|{OMEl53wAn35w%WJXL_woUGo2PYc6Gvavnyt^RkK$3YI+7L
zs4xbnp@^!FNHA)6K&pcPNu-HAs;LG66p^-6s%UzQ3R0ANY9dqyJ^%sWAW|Cf@2k95
zU%V#EN9V+-DJ5<F3mtVRJBrG?Pm@-~OYR+E;9A1ng5Gu5h#;&z3vj2P?7l`eMd6m)
zq9|G_`EOI%)k^m`r12-tVL0z*%Dq*lZDTsY-36@8%}Y5ZxsI^jq+V0boQ1D9X4Uk(
zPGxCTarQMSu@@eCGcGtdtD$hVuZ=omx>L<~Pj1>|mxVmVc=rbw%-wY7A(S29PK{LR
znv1*&rJiZsiA$1ntX7%U2su5Z;_H<cGh)HANfy-&&0LK?8)hcMzN3o}k&Il4+jmm!
z8wE3*hdik`uB>~9bsR4A?l8}7^rys|oqa{dwQ%OgN*`YEzy){!i3oocf*^HQ<YL8n
z!;>Y<FyK;_SW<>$xRB(+QIVda6@n)XKZvrYt(3Odvf4t@e)`ofk`;;PFb)9~H8jV{
zf&F>~UpzW#o$Tigz9?tC>F)tmd%d|WcRW(9<eb+jEvoO|Nxo0d)%uU!{rMhq&~23E
zgBYB#rG*&Jq@nVP=ZxnnA&;7JV0w5}FKu}|?VOlqW`=b^L=F>u#BVZ~bBQ_&#Vjl(
zK}Cz}5feq4Eawr3oZ-%7#xo&8)44?KfYvBGOA&=MLuc(27B+=F1Y)w$r72~asjClZ
zV2~&pc$2~rL?#+Q<mcc#6EE)fy|9IZipm2x#^@D7wxk_WcX)V21Z6Dt9t&yqVb0R#
zTp-+TLb4x^P{`VDW5+ToduU>GI8BL$MTX6z-SophB>6=#W|*Q*Fsx=gs-h>y7J)!4
zRx1THNU+yvsG*!(Rn8(O0HmW8U~RRwg|gaLQQA7k^`%8&t&FIxZrHA#M3YqcDBKK0
z@ehPO7s7>IJ@Ve3oHPf6_lI1S(3G;NT;p$6i*II6cz8<}_Yb`OUB{`z1$Nc9_2<?_
zA&euf%a}oK;bqKC%3!64<961V2BImeGkZYXx%YSFLZ1dAho`oesgo&YMtYP!#Q0P7
zv^kKVRxAhdBBH%jj?qyP-u(Rh@R^YB!W^_?A`DStG4&8;g)FEtyEPIlHT_T<LZ!76
zLqYLUYz-%&JV;>;AvplUVdI&Ze|h}xwD1r-l<1g_J~OyRCk4nrec%RF07$I%@Y{Qn
zj!_{Ny#fIHKtOW`TL_2jw4$aaiTe+^4@huWtnWK-a>u)hYRwvbW>$OUUxa5w&qQKv
z1Ad`PFsIf_KBWC<@f9WpN=io3Dk#LCD1h|T$iuc!?m3ZKTLX~n7{_UCG)rh(D3-*m
zHZ0LbC+Lv`buFc%v|!*_V;w5^Hcf%#NU9!1P#7#GNjJa@01E?s=o5EC#jAU>wJuc(
zI54Sr<>#C4(tczZgejB-7xxDry!d`b<#jWYi0|a^<)e2prwlIP%#F!HmqsG%!!wAJ
zVhU*Suia5$)+Y@7JZburrLx3Ho%hz9nK3kAB;yexjGr<w6Qoe`9qHVeWpTNNWt1%A
z5bRPLwkX7<ww4q@)*ylm9ZCqr22oe!Hq!1<O0+1otuEivuF0Tz5fxQ|;YehGvO|On
z14BE`a%Xt9R$z**NkngL=uEczHpt>geii}nF1!ixU>}|C*YVA6e4SP~bjLfHhDv(=
zMN!=@6}gSX7dYL_tWChMq72bl_&B`v*4*FUmElX{#h{r(3^y`%%6kTWYEh96sDg-~
zbVU&C7?BX?dppY>S(y-KQn)QORQVPw3A;rtvRR;pSz%~c#CF9kYbbsCvhB2`vX!ll
z&ogunF<38|79$d513)+v0N^~?Ve)W6?_Y^~y@lUh8_mFZg@GBt{q)=gVZjQAePCB!
z{@(66Pp{D!JQ3vuR?)mhu-@14`tf+m>rT@IskMIF(8zKe7I`_|j(b_jX}M2#!Xfm7
zV*2IwW;sR|;o=v=1p!dhVw2_}^jL7^Bf}hqQp5o*TIf_nVkok99vz`=mMzp!Rg6Pa
z`sA2o+U+t}ih@LB+KLJVo3c;BDxiD<<bmnJ7!$-Z4m^49dA|F<GGM|Z54~SOi^i))
z(48Z2EW7TRp5zPPA?ubF)6h5}!HwARvyBppYFTQ_?7`Lxx0y$9z^L&ilX`V4?Z3X|
z4qeYtdVUp;!o@EW4<6~644L2)^$`f5!&V9`I*HjAytpP=W=>}_4hL*0lq^chQc%+n
zMj}P|XM|CTkF^_04x<m9+fm7aEEI^UngR#u@`$LQeFf4<>BwZBgwAn0-u_Q+-e;b7
zKX%Amfi8t>BZC=Wjh#E&*o@fL$>1{PLB1XZf%+hiGun;huc_d*G1kGhP`n)(kF_r)
zT!x<(Z8~Nfk=yq(hXu}cVzRL;vFEr-{GifGsG@=+qKgzcA5@9Mlwq09WVXu2EKha@
zNtjZUwpb}_vVPZ3*Bmt-BO;L-V122mvP57ez_L%opD<8S79R<uCh*`Mgt^e+?Z0u4
zQ1_kn;-v49?rEijh?vm{j0c?u94L6k2L=U}j7(#14E;Bso{3$yjSd-8N9o96HBKD5
z)45?y*4wxkb{`7Pl&B?vhfn_?1`wYNm$x4cK3QHIgPA5?wY;|@Mu&_ijcVbz)yW)j
z!<<=@hY;La-8r^XTqAd@4Q%4#=qb>;XzJ)@sO|=CnjN??ik9;N#xV%$ga}x$h(-v9
z!boN*VxC?&<v8pgzMlGRt8gNL(C<%G?^Oy`*hPVa5jEXx4PlX1mW^mq7aXEAt)W(x
zN*I+EmcfRsF~%xLN>-(AEm5s)8rCWJsH6FU3K@ikV1pS*U-62=D<%v~n6P6OOv^Du
z{*p)BP{4iq`+dHTv+Dk0@^yuIx^2wUfec8AD_T~trZqSi4TNF22Tf&dbi{ePHsfq=
zO^&P&D$*vxaANVr3Hlc;`{J19d<Whi5?F-sup_&shnR-Mhk!Kz@M;g=Ry8jw4;&WJ
zX-|pv9|j+wU{A>+z(z$Q5rRRB5rRaFNRc3dF@TYXF@V5H5r#}tEKC@%!ov)VV8#g_
zLPyW;in>$!!Tonf^ZM$)pU=66@r%lytXH~=TIMotTvJR<Z9HL3;}~km!f#zx@$Z*W
zJ@u*T_oLW!V0!iBFB#)bLu;<9p7KVvahYD_rQ~&VUwu%1z%Jv3!XaK97L<yRPOxRj
z+Ua!~)|At@)=nm_qoup!!n~Y$kHI75RF6LOL#(40%e$fS`1$28n8znZT#a2()jRzs
zc&z=phCfx?q0zeDTY;EZ%I0Navyr_{rrWQ(JjQ9AAmb4@HSrG{TEyr_K`<sB2abl=
z^fME5LkWrD;M+}uplUG_hH+R%Yoc{sM8GxKB22{4VKO(DICB}wMD~I{U>*nJtf!6h
z=d;#i;?%I4^B8%@7jojPtCt*krlze-k%LXv?Xxnq8f8p3oH5Ipi<ISJTn(B;$dfUG
z#lQn3bb}(qiz%(lYi+hUTVgcRcUxT36xQ*}i?mm=5%VE=Ux4x9LY2|b9=@KrfO?*&
zZ%s6GdTB8(IqO-r&J8hE_s1L^)x^aZb?emi4yG#2be$kZFN=Vdow>t{vz3xuwY!~~
z)2iAHZvNcI2NLljJ;-09@k`Ghy<@ufFIG(k>zmtf)WNW8U7Muh92g)%6V&eF9MA*&
zku7s-VL&o~5s>#x4Gjg|bel0C#X`ejl0k~3ZMKvu6%>&7wob=&N$DywSGwEJUixFx
z#2LC{-n~_x_c}#4R0}lIQ#8?Cq-`Kn%TXI`G$I)y2?!h0M|4wkjBP5`p=eoaNXW-W
z9Ihmul%qAbo0#PE<#U&3nmA_aCh9<gqob<5KIyn<w45;@p*!k#9*<B<yv7g-0L&wz
zvLqm~4j90Sgbc8bjKPkK-!79Ivvy&VP6KgkT5+~oxj^<%K6Za^S6TD#&Y!(?I{f>c
z_xJXz8#F23iSfjRJO})+KS0v*+k-YLh(*69bY{4bS}TCEGDyo0P4fxbb?Uu5*OKs=
zwNZ6U6Lval1=xDs)lqbUW*Tl23p<%RG3a_4WF)L0K$TZ+6p;?419VbxuuKBjqzolo
zf)WTX69XyWI13`NYfq42QMUb95Y@M$*eeE_1_gGlT6Btr@kIN)+%TMv)(G6ovDtph
z<X%xTkhmn5*70*eR?D~pI%z;wZi;||;~=_>!UjoN@WL*!`0uH^FN;E1s5Z~DQ9b42
zO%m!@r;QVV(PhWTV2p#-wHMY<T>GIxht&jCUI$soIs-1;u%10kOWT;>xqW^mI}XE{
zezeB6WL7Mp%#PD=QF+s@t!*>4VlJ*`Z<r!_<vT9occ6(z4579~lhW!j(3A;=5sly}
zdl5o~mj&fphU36ZB&L`oq)B12O$znJNNAynIEX+>pw*I53%2u+qo5w!d_xAy5YV_p
zgfAHPP=T7Nr0&Te@xxh~3d&w}Y#AU_LMa7XecNOnJvtf+x(+PoiZW&j<(s+8F$Uv_
zmABI9+n8BF94|Eo!1Z2SS`bA((Y5We)SKk1X;p1eKE1fC)nU2aFqN{dqS{YlEm_Bf
z&>BiLT(~eonk68O7)+toA#X2z&>KDkNT%F2HkFLR79tid2Tj_rLw1hs(-*{Nu!=(C
z1*mRb@x_>3l?a0qm%TQu9crs*VJ6mdBGqR$oHy(Rs+Vrt-&tYkeD5fSx-fFtc`ibB
zVH?ni(V=3{D;(ktP(i(;6ueV5^n)XOdmOxo;YJbZR;AL{J9Rw9@YdM}5zZagnwiSM
zbywhfh%-gUni4)Gx)x1TYAYy0Jm{;qOXx^Z3JS0n+k&o~*_*NHqFz?Tdl21wM9N*M
zS-P32$n$CRL_b@0CnQ*f`;_XUXP&Vl%|WUn$poK~w-(bam#Zt>Z|5;g+wSt>*s4k*
z`2+~+0og{uxo$0NR;rR@owATzmr;J$9x5<fd8xL7?F&I!SRlo+-kPgOWj=eCkW67l
zg}G~0n9pE5rQKj$$k3VxHnx?kXo?NgrJ*Yb$k3+&E^B5UL1U`J8mqcw9hZ#`C2G<P
zw97syP<PhKn~l+-%B+pUy@f2}T9d4Obu|=(LK24SD4=GqX4$(qHYx?oP$+@cI7iC5
z@`kg72ZD?RS)z!?J$&6Lx~dZT=oqK4ogqB+BU*6M4Wda8D3P283WS2&4j{M&R?TXX
z$4<sXDe%cmcdg@0(+^OEf=D~HDO>ek__5c_Z7N<V91Bp=X?sh{4hjOq?353CoCLsV
z23f?)PbCLbgM&QC+siv{T5~yRiHvo;w%Yj<<H@gcUvp#-NJX~Q77B<a5lhK%DYO~{
zf)Q677KEaK_ZGV9N))!GMN-+z^t#szaoxKF*fCT{X0a0-5=4%jDUG2aBDK^U5s$g$
z-F4NThEiD7IN^vaO?B&{a)ppaUAF14-30;an`mrxHL0ga?HxOxEU5L?Ta>7wG$(zJ
zm8W?sg^8sGSw)hXIjRMiFojkqtH*hx0g9oep1r=^HLCfi*TuxV5hRC|6&gqoFV@EG
z0>S4bhfN0$m?fa>VLk+t;#avrMkI}r6sem|^*I@2LWJwb?~D29sw`4!3Mj`~7CNHX
zp-`|E8@V#7F;qlMzqy$ila2cds4R{(a|C=N>0aY`t1FXrjWu<clEtpFyBb@Xqq{kK
zX>h28bZN~-p7p#ZP3@+8iw0*<rRR<EHmfg9R}!q_R+Yw=1<LGJZ&Pw=vTtlFqi}Qz
z8V+ij-tD0|F2^g+V3lqK(hk(iu-(S@e7XyCta8oglow>Ft16RRlG>Hn-mR-v=OCT}
zLGks`1c6|HYKRId(qFAoV+tzcZEn*a-Zw8k1&mZwz&=vm<)d}S_cuIypMLQ&d?LkL
z%>9Y%&)rKt9#B`7G*u}e)HW`*$2uC0g<b>_PrP(O8FF(7A`g#TOGB5{$5I{{Ye>!X
z1Q0<W-kO`sI%`En-4S)k-PKwmLdu)FD|THADs)wyp^WFLm+fsN-(E9GwVhQB-P2-5
zP6Vc`E}Y&)Bmz89Nj*DR+@FW@Z$>Y$E0h_cef#xu*8F}#p_b7lI*$RDyV$m^v2b-0
z<b{HI{PCo2tWyrt))jVUWkxg15i_=Gy%F}54dcL-2hileMS}@uuba_^Yr~GIVu^+}
zx69W(;z0oM3T1J%OdLD34vbY0Cc-#QkyI%A+c>Ie-eL}E&Y0NFJqIIH6Gz9)gb5^q
zg;y(&8)q&D&E~2#)omE=>y-*LoEwnq=y<^iht8j4Fj=BSkwaXwnZU&Oof}ge-d7NL
zii_gp!mgync9>Ar^vD%a5aQKWv^DlsieU`2?6`tg161}5>uljh)91TZuGWQjvk`t_
zMWK_z>rE=GbXFm>^wYON9%|B(=;LXs+BoJ;bo3q=Fn6C?lJXTKJL!BXvbBq+uKmJ>
z<dYI)MIq;1mwc{aIU5BnLIhQ9mbtv#s57+P3w0+OsO6=J<`I={+d9B35lI(V>#aIm
zB%$8I6|3DaUd%N_M%y?qrcXmj_Ic%Y9y`U-6u~uEmq!sD*JXt15?^X(j;P9h?3Yd4
z8t#_Zd?JfG%t}s-w%gj_7&V@T8k}9oP8nRIW|vm>#GD<xahw!_R*0ggirrIeS>ri(
zW?2<W2HmGY2f>{MNm{lW%5I>pO1)W~LY}iD)(;JNOKM4xW!vsUUtDP((JIBB#v<xt
zi|gDrD>STTLssQ8TUV0hZe3$c;N56(>Q~XGv`#Q_NMtpppd-C8#mw%vgG|cA&b_h_
ztgB0pTHfCz9ul~ut4>@wfzxBDN7N~H3xz>-*3}?}9QB;zmD-Rb2FVhEPO~>@zU)nm
z!CoV8z>p0aGkOH6#3Lfn8OO%-vcg45X7d$f7W88C8Z4g>iFb!C5__;i;z<)oCMJB+
zDKb#UdJ~7j7g)u3fqBN1WlnGrWHB@lXc1|@5Gv55E2<!b3EL%^)<9iU%e>p*v^09n
z>#&^F#*<ZvEE0pgqKH#4w(qr2h@S0%jm9xbu90hKc7>CL=Wn^6eLre{>VK*EiThLd
NF64@Ep&%|tNkW|RH+cX6

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/load_p_forecasted.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/load_p_forecasted.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..9c46039945c5f2ff80d76b5d2ed697b04f077d99
GIT binary patch
literal 4643
zcmV+;65Q=VT4*^jL0KkKSx%hMQ~)}rTmS$P00V#MBn03c|8b|b?w#FE^K^H+g7(qw
z?xVW{Y#V!nyurPj;0TeSg#`rw0G@N}?ylH_W46%NMASqHn7zF@Yd~u!z24qospJf*
zpuiGIjS8qR1c{<*da8o}Nu-HAs;UeCrAbqM$x@&U5hV?ZnN(;Z03qNU0@5*)8KGa9
zRq0<7s)zJn|J3pJGFud#4_M(Mi>YZ{A=zI^M^zo(Ayh-YfOszYSlJGcm)`;LorRX(
z+4Q?TnR#XL_CsCZc5TAP9X$03Eoq4w+Jhww)dkxI$AW-_Ob}HwtGJfNPeMPgj+=L2
zOvt&s$VH>;y=u%^bJ$wXyPf9Altt=(Y6a7cQ>7Peu^A1SnK08Zy1e{y?o#dhHoP))
z!<`0qRQ2=?xwTSV<C)zw%2ieFV>@M%c0<1FwTPD74d;!0;t*w1PUnY1RCD}O#Cwu3
zkUM05NFRjk=Y%>=!@bEcz|59NvE&jKc&kE+9%(j+6iCMkLJ(*vEXzWM4p9}QwGJ^z
z1}J{OF-ki+vwY2vcu)X!^-$4wGM-lrIj^b&@vXZ>`Ct}|CV5@S_dk*uTvVhKs)b!d
zxdvq=Vr+w5D6B-$*)7tTP|#VoQlZSYR(Ay^U|3o;MF`kh7zh(pfQlN4sv1D#<S;J+
zgAM|dgs>^JTMAYl>);fk$H-Ms(o{)9c?*#P5U_YgAYcb-S|iHlcf3*&0D<0NxsP(H
z;x*dCl;+EM;UYrG8JktbZ>~JFimHX)Ae}-zq$qq#3#B|YV@kRmX{QLNIBcnd;^L>(
zRCkjGJ@9x86f;Q%95^W>1n40UoKyvL1|g~raf6V+;1M<oFj6~ZC6$8Dcs@x)s(uj~
zBG`CO75tD#5VQ-DF-DZZO#=rIr<^h4rJeu-?+j&acG5;rTizSQVJ>Txyd)ZiX4&&=
z=ckT=IpL8qQb5?1ekm&;?V-5k1g3@tnSPv{hR3q=PEr?TX9<#CAE&y(7%9LyJ0d}o
z6&5p~#Tn&+-UWvt4nXusF&HF>!JB4*VoO0oe15G2CXBHbS+Q4F@Q%o62Z=nWp%6z2
zD@ag26=a`p85oq`cH!xFT};R9*n7VAYg(#h`6R7C5<v9p_lvF5XK2ir<@DCm=0hgZ
zhq6+c9&<_3orR=YONWJ3bHa<Eb7-Xns9uzV^dCzp+#sa*D;cn`U}7RDpG1g!vQS8N
zl$<)z$Q19EA`FJJV1f-1hOCo7Pl_R_WF<P3G*d*TCX!nrG;|zSBNU||;VM8#Y9&eS
z$Z>(_&2QZ=I&PkNuU2Rx(9j+lL}t7C&ZF;`5)3VK;`d>Ze-@f$jSQ<AQ)}GD%maYn
zWnpWY20jMMcz9R^AkqjQh*&V=-$cYg*vOL=MiEAQ$Ov_0E)25U8!R>l2{%+M3nb7G
zV4<;3gfwefc!`M0$5ve$8n{G)WMm>e2xtdl9W6+bY@)F3v~r1g>$g)+eCG{xv>*fF
zB-He6{QGtLwjAS&W5SEFqNdt6TjMiffM{w(igvNI-0WMSMDGd7C>QV;!{~L&A|s&4
zlSLFkSaphrWaB&BdK?V0h~OdUv*HuOwo!;t25dwa3}7Lm3G)QlQS{1!u_&g&W`?0;
z0z`@y2TI~6V)TX~(dF6QJ%E@KySJl(zO1a~-x&SS&EC1mEI5$)1p}YC?;>x)WZpp@
z7DQrvZK5zzu|472mSmbud(_kE6gGW65lErJQd#oD8SqY+i0Cj$sEVo`S=9z4;uC>6
zCLx9vR9j)>VLJ~F(o)qJ=_wH*A`@6i6O0QA(16hh>my^xu_2|%4OEn*YDAJ=cY1}m
zfjY_7^bEX}Z<Nz=udyw7cQi3NiX*$cD33saWH3xPWD|(6*i_Uj1WJp$uOu5VHfJ+=
z$$KX4PrmCFSvpD-zoF8iI}$`dSRt}06b>k91n+2OT6O|XpuiR-EUBc0B14CjCX`JB
zz=9tro}z6erHc)br7bu{NIa2s5YFD00O?|cH><T<N+4fZk0Pl)_E7x&J-B2zqYosV
z-%X+G`%+D$4OI$@bVV+PCQ6L>G|B2Vh{EGn*kqFI5YsrOjLpn1#<86`F;L`|SyaIk
zbQnbhMNL?ukn+RCI8fju!eb621B4h+5l<BY#vSxL2eLsyltBIPiR20}iytb&fGiFX
z7`$czZ%cyH;pT6TVi6^lRd<EfI@jj$Z>Ni@J5PH%5!k8(RwcyAW6MJPN7y=BDprEL
zy3Ld{cpjbuuo4G$AgMVlgNi2qXbl3G@cg_V#0z*Kwo-&_u*+OEV7Gn;Ce1S5Ei#SY
zmBVz#xop8REV`Yp(AIo$`@3!9i`pl+J#DrI9g8yQtW08=ZH%(8!e-6W6R@ADA<hKg
zv6f@aJ!%<-SYXSOB{jG2y!El~NcXQ^diCY!4tfpScWoQVs=W7}@#fc@IpVg~+P2la
zwyRp*t;M{!)V$raYin*BQyDU4+c|&PRDY3CLO@Un6c8a05PyLLg9M5}2q>q@fQRS`
z@{m3G`T0+S?~@o{A(&udW;QrL3<i!v7{eB0m6bi`uU@>p<>~ho?>zK+^=rqH_U@f?
zR=<YV*9i0-!rm-}w?Sz{R?uy;Ff4>|$_!DchPs1}Vq1ZQ7zs>Q99MHJ!5I3YF9;C`
z5g<kok&GB1k&%FrkpzqwFhPQlSiy+~BmsdDAVeS_C#njD{YZ@ndJrFc0QLB#^*<7N
zF)cvAietb-GKD@g#L<C*nlK$LP1*r8*CYnfz=MVuVofz!R^NSA+mu;%oQ~AV_teWb
zWNnF(+4sY3Yh`T6%4)v(Hr?7am65UY>1%D+tyviwe4j?+36rPLNBB?#=d>eGQXztP
zlqMP$BaxmbQzy&gGxud}#!e}f@VPOJ?2H^7!|7!{lZIuTv2t?{sKVm<KAD+|rddmi
zk(kU`bTT+H#$yYqkmB!MuB-7*rNbEM*!+iR<#(*camj)N!B9hDpknkZ05HcjCYuQ`
z+MGw>)2{K!_^#CDEp4ru-g36s<fkobEz@nOqmgoM<+GY^9GaTBQ<~i~ES4@v$+*TH
zjGU%Tw{^0~vw^MMb8VwmrK58zCu&!c17InM(k?jZx@uZl4VTL$g{94_JDFs}%39Xi
z=9;i*;*9PvVbH<BZLDTjRyYjJ-fK)PoT_fx-E7p-uDkp@bbOsby4Lk>n^owD{ox%?
z<d^IA_wQ-y;xR17W1U~STSIqpbh{(HcXN1bY#P>Y8N9VyRo?zj#rYQLjms&OSl4@W
zc0;Dwt<z@E+qv7Z)RW05;aTH%)#r_iTGmXtlMu!mu3@$$!>;w(cBlKdI_T%IMl&sA
zMpZH9=Id)v*4=lfJ(Dc;uQlU#+;^ut5`L5?G3GqR&VJjs>(6_d^!4HE#$y*Tky+hv
z?gujzV=`oBeaOlgt<{RxG-*tB{9WPI&}#?0d0O*}$AfNHIzKw%?bLANO2dKR9x2)?
z=%4}n1^6-a{FF8O&wl#u{<C2Cb`#3;tm`oGHzd;_xch>Vrrr0_%suNxj2dGs@tD=v
zm^Swp14Clev)Ywf8KY$rBnt-_$;9Umf`tuo--iondVPMTCwgjkB7yI|8t>E5I(}Ev
z%fV&jcy!L?C<!_@e0P0>W{wNj)N+s$5iG@oM7oRm+4k8KMkiPt(x9AWl<d!?8<{Pg
z<YHBxWaJj^4|uc?A>;9W9&%+bFw+JFnq|_~ZzIQ=WciwWnO2v24{Kpz<95vpz|!x<
zK-z;KQ!@f~-9}Jxsj})B<@WiO!y-3De;J{dl8{6KLEyWf-aeG<``UKL3>+3NaOo5S
zNo?G~bCA$dCc~<-7CH$EUTn*{vvV=J!H;_Nwd{$D80~n<R>b1J3|#|9<?5;|y9Z?%
zl~kG7V@+eGs+&ikLk&9Bua;FUv*%!2YkFK6UCG5Q^FgCKrNmVU#6$+ZP%WJh**)8f
zC)~HFqK#-Qx}75^_E}L5Pim~`=4m1^M$6Li%#jIRsG_1GoSe+N-x&~ID<H~wC78^B
zn~xm>JTqZ1Ax}XVWh+rP2DM{%)IyAdO)HG*6O?dh%sQJ4@Y9PHs~zHn+|glIjo9C}
z$ky@iL=pTDBrRPcVByP4hWpkyeVt9VHRa{+6Qm<~l<i<~bqD2nXMH;KMQWom<7`Em
zQY&sw?z<d}{3<bmyOwvondSRU<TS~d;|~e+!eXVjbfl~>8mL9(3h;|7$Vb=9RQqSc
z!{N|2d~u{#UnvmNNmz>;MB<Z^kpwoQN=-yHW`+`Aqm(uc&jnFI;`$Lu*MDW%C0E*Z
z$tsD(cJ0isrQDNurBQ)TZw?GfheJj0Ghrg1Nip5Kg`T>ui#;y7u1G3OzL7CIN3$k6
zjn;KuRCz~b%FetiJ?T{qA#{{Gs=Cx5gz}siFxwOzqDFO!4jp`pR<qHUE_f+-*Iu<(
zlsEQL<t1$qUH#B7C|S!YW@NOYnl2%amKzO+B>0EIfleILC9`sQLs)3q+fflWAG{rV
zRK6QXFr`JdUwTE|_KBjOlV^`WiksJTE_M<OENvFr8~bkTc2iB<qKvegQAyGz5Hb{-
zzoh&c?s(Ub3Ng0IFho{)49o{9yO|6z8dJQ&j9gx^6RB1jN?}r~DH(*sEFl&Oi`jx8
zrjoR6`s1a_#Xj3Cta|N=4{{W!j^~016Yoy|!zHp<V6@#JnTw&}n|fT2tUXz6<k7cg
zp6qol#=))(&XM;U-N1FpXS=tLV9r1wu5)uwQ|UTydb}1GSwhZtxf2o%u&~%3V*}R*
zYy<KZN?J~K6S9oZF$Duvipi`tN<knZ#vUMxH;0S7&cC_33mZ}Kc<JnYnrLP3Uczlm
z6L1!a$_l%|bqZEYebMQ>=H?2xx)s?q0d=RUWoxy`t&!wi(w&OPA*=Pl4)gDJ$gfs(
z%J+7}o4YCcY|{wa5vT_-xx-3HJmYcY0!Ia?t1{*5$6d0QcCjen!D?po%#K=EBC)%q
zM<Noc<BVH54fnTu-yCA1!{Fj0Dv)TVqSeJ^Fj$BuCIl!Lf_#Fu@afQH(=Qk`2%}9A
z13Y%`Nj~`Bnr#hy#u7@ZpC29CZm<~G+6@ujeVOkum4fh-=HG7DC~f!(kieUH?|XBw
zBJ#0z8d<q?_V(V$-DD#sG@bTuX;R#B2Nz{mJMHe5v9wQ*mWhH2s-fze<(pe&$Gz{q
zkCAC6`;PCoMXN@e%(C5%6c>7L4njysaubqA%ZDi23n9y-Q6(=?@e9CZ?qb4PjyJWm
z8^@-W&J;Kb-I~c~MP+ZS*K;!)N(?#!w^4{;hUGqfY4x=7rMx*bXwp0glFlp3T{8D}
zY@N@+u@8U@G3HI7SJ=^#-#Yd)X>tzvp*=nCYI?2hBN1bE+ibR*t$fQPrn)Nz@*idP
zZJR{_LeIYUxIa!kiA!U;;9NVo?KHPK8g(EjHsysBK}K(OO*|{!gEV`Pyjeq4PIe98
zsl|eLK-Ocd@QiMjsxlyKkTIUs3D(|u#Z8o9#xuT`C(U)s&p#}}`m;|n6Zf~wpK$JN
zm}oU&1_O975J-o}f;_c&Jau=0F#Eb)s}pW{!d@J7Ni-Q2$vFu*3)!#0mQ0e@rBc94
ziN+dTIIEG>Rygokq6Ho0>-0*_!uGV8IT@k71*lc2D=gcYY1E;iN<+-}Q8Y}dkYu1o
zUPxsg+nX-x^j#zv%<I0r#M+_U7{irHkZ6q?%|C0swjFl6se;ArDgtDzv~gy`o^CI)
z{EUM6<u{qY5umB8Xc^KLNeob0aVxI4Ah6wW1D|(I^n&83vTv{6-vyLq7Sm`d&2Cq`
zjA^iaAvK>-L)O#GudbdkPpY!$G<O1aGFhjVDOl{NQQE1QNnKo}SSlqBYu(ij?&U?B
zl9x?gYoW)pF5CM3yYBS6*Kw$u^!WTTPgO-Brfg|t5SVGaz%rbRJIv0v49qWXtHiXi
z7#n@J^U5>Rq9WDvMHJczR3CO#Z?imzgn1cZ=!~hYt+1q9TQ4BZ%)*<p5uL>**{)`C
z^IX9)5@k?Iln8a?>Vi(Hsn9h}BVj?9c*NOvMad4CU7VV)JweZDc~I~z2E!~f36HuV
Z_kJXOq<kah5%`h%F64@Ep&*?(qNwGq$|e8+

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/load_q.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/load_q.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..8a52a45f94df8db45ff5557e8ec3e36138eeffb5
GIT binary patch
literal 4749
zcmV;85_0WAT4*^jL0KkKSpv%YN&q+rTmS$P00V#MBn03c+~M1s-+0D%-OK5Zwiwv=
zFz&mJ?cB?`hji6MgsMqV6eTKA$FF_GEzXH9om+R&!^_+|w=J&LvbI}sH+I#rW?{Cg
zgHzBkRY8C?JdA}@7z0zn1ymRVPe>C~gaC;n(uGi92$F46Q`J%o1SFD#zP`R752PYy
zW>?)!4w4c8RrpK-J~o_*pG35M*X602S5WTBq6zfc6-0_anRYq?IN)ktGp25)Gcp|{
zGB>+0=?B_Yogki#z=Ec>HoD0m#k6`WfhBG_%Dr28Hl5W<n>1m`x0%N@HzuQWh_6F;
z(TPjYjLkUUz_VR!D&Qf?ww4I%+GJkcdR4tjdj!kN+Oz5AGmZn!acdsk<J#6~nr_^^
z<*1A2&Rq5Rotc++XA+LaZ!x(I;*4!^=^RF%6P&kJs5<8;_KaDf;m9anRNI>uEHs?S
z8#RZj`?jsSg({KO8o7Cm)#Eg9oaqkkZ#&1b{qFvhs6IuKMk(_k)&3X3wg(~59g$8W
z{0eYWg484deWtwm;#AjRmDY@iP~v@jEh%K<$wkcE+sZ*?Vr^xuSTY<QPeRnhEUJp6
zqLPtng+mavDQ;G$4ooUEOWdCbPh%iMx|JM}I(nN2eNUn6B0iBl8wNsiiv))dHAsgc
z0PGG#!Wj$`FvQ3+!vZmkgXk}?At4Bf_<Tqos9FzE4lAm?1B#pmsAgpQz5VarIDNhL
zIlNs#GQWHAAx^DTd+agME$Hgp-asxTu+d~vR=3158$Q1REH)XyW&#imuzcId29L9e
zk$sQZ@2dE;@2Rur$vpEMeN)G2OM#f;LO`Nw5F4bD5u7m0J<QA(48Y9c#LP%c#qy`2
z0Xzo|91~D@z6$HX4kJ*G`!@adbKPeTXaE6#fDf!j&BIaZFLOcOL|rd74oOOS$n54a
zq?c2hoZ}2QIhg4B{XOA6a{#p}JU!_8hk|kv5z)|r0wjaLD3Om1FeGs77{q}Wm}3Za
z6T&}<2?JhkCJUf^smT+l2Sba%D8Rk<={L_^0ob5=LWk+*FKxReN&-z=*rRKZE(8{?
z!&e+lOkp{Xh8`bxJ>};Ee$0F->V}6(Nrc9DJcnn0DP$xAc*!9C2qYM=i=<%)8`ltk
zn-5_K<~Wdqh(J7p;t(VU%JJc$hDjlqU>Yw|;9WYS#5izTSbOhwM?Z44b;jj+sFfN-
zMv)PMgr9S%IZMg$dTP8kwpTr9WLKd@0-*@xnPL!n1<@}lV4b-@B`Re=(^<0pGTAZG
zVV?&f?xumGV?OsuhemvP#u_G&<^(#Vh(U|SF^p$$4TKCp)*cC%nT9}N0uPiu0Fi=v
zK#|u?FmoJmFv2dv0DPyw9T5=l^^Xb@$dnCtBi#2~teEQJ+kSo*?<*3CYW?I}p2@cJ
zym4WMKR!_u7{Fv&<B*KQAoEkbN?*FuQ!C3%TM8^vFpvstJf7T0gv9%UnI<I3kKqrX
zM+c+=6LE2h&2hxcVnobbbtVLX7|DSmepgB8$&(BtlNkt)l<^3Mfaf4-AsjF;!x<SP
z&>axb4;3*}9RkVc!E@|0%;7LSfKUv=4o#qhX3rPEV8T6Mf#U>_No17a!x9mi`fq2Q
zA-oJT2=*pgj$Ve2Y!l|W2{hEbT9%}hK!`Lua%OoC7qNdrNeFc@b_d{z03;*{t{CBl
zvltxA7)dzCFoYk<dYDX5@}7iK@-stS!yz!ti;;vQzzqb{d_*x57e$iEP$$cHT(N`C
z!>J5U8^N0HrYxvsLJz$f{^KIE>_-T!$VrQthmP(Yew~mc(@kuxY0KqFsM#MiK4&jR
z#fcEKdUcKSgp>p1f=yotY$6rK=h|>ckU54S2^K&jaY~0CaZDm%77>X!M;r_>z{qt2
z(2XFT1JXc%c}-BaEHW_68G$hfz+(my6p@k93jzt~0f6|N02jOmaVAGfhdalebHM=i
z#oSeSc(F%8i)DL=EmlJ4^bjaQ#-Y<tNDXWWERrS!wgo#VP_;2(3!!jwe3~a+Lc$1f
zkmq83LNTENEQ#!zIz)k?mNg*884<wZlL$w-Am$h`ggJwlm}7*P&qO_tAC&q8WFM9E
zTUNuFGcX82V`idQu#f}tCIEB^6gY{|Z2L4lI!OVE=)Lgt^d+^kp@eO=NZ_a%t@e!s
zCq$XQv`sik$B3En&I5-*&hF;2PLGeUKXAr#h-bHnp7HP>A+Ed9Li|D4I1q7u%v{e0
zNga9FB^sfT9Y>fkTLu$`EHH6Bjt30R1m*@1AHNC#=%;H<A84U!RI5s>y6Er_yx~JY
z4WUx43aeVurBbLI;&Bcl($J_;q7<P@B?_grsYg)(4T2#M(^EjubqcnHC=@6ZtxA;&
z1+5wd602*Yrh%rVD^Q?ULrzCrM@H4U5xA%FpA_R-Vzowr5#2fthJ{f;{KZ%E5rGtp
zRs)#0Bp9OP5LiSIatcBu2qYLVVnmEc#fbob#9+oD5P(5|#UijE1Oh1lf<YjWNWf$O
z7s{ds&{2!v;*XyiCxC-Wf>5rdLVO132yT@$DL_NLUa-)m6n=v3Se2%#Sb<tmp=gP<
zfo<JXb=A<&+Mrsd14`ZsG@xK5NUEdM1zvj)Ub=(zOi=lO4NlOi+W>@=H&cd$As|8r
zS~aUspu!+gzU!c9>Ow4t=xA1`R>lN^NU2Vp1kf~u5H5y~1a%0C($%1vfk21_G<6Ou
zqZJi8fPiz{RWb@`rv;*E5PBKmO0`bF3tAN&L^QI6Duq-uwJKC95+al;TF`1FV1r5(
ztwO9As#2t-qgDh&8kDVQ1w;zk6rxo`(Ln>qBH|~()_12tC@ZCFN~Hv8QkA06Q*A9q
zf|}Uc(P}Hq;{`Yf?FjJDiJ*?9;A;fb2DBklqe2Z(I+#2NoDo3PP(!g4!Ad_J`8tuH
zCD>g`#)2AB6~k7<pjUVXp#jl!HaAhM8X{?7b)gWV4yB~jC_pG9S{2c#KxnCLO;Vv1
zpe-$W6d(mu2T@QDBBP3@j>E$p1H~eh06*QuhMG_`V3k3n8CvL-V3h>0r8P=1>LW-s
zqtIzOh-hn!)YhiZQ@viJ)2IgMX`*VHYN=kK)Hn+Anz}Ba4@3k=E716>LGq%MubS$V
z5Up)mg%BuSj)s7mYF33>pjMWRXbDObD%5JBT2`e>f@`6!hJqBOD%Ed_0wfhQ-8FR@
zsM=aILV_EnhJ&IeoDKuQ5{8<Fj(|FAb#+rs(y2tEl%=(5Eo(|TgQn=}Q1}r9{r?}I
zgGr%~({RKh56B=`Fhbe+!kyWoJ_0`VHe<NLYc2YGc00$UP@kvR^=>^NTh4a{I4ye1
zvccOXN7;L~l3Ld&fe=$^x>y~Cdc{F#t-pGYvlEovOuKEd2!&5IWuRiIZyJe2ON81U
zwy>qRh24)3FQ^<Lq23xxH@hd2d}^dc5vokfT<ua<E+~aihHbvs=EarK`r9SbC3(ep
zITRuCXt9if31~K%3eu1y3MnR^m8ee<42#`S<YEz5M9LJ27bP^vt}oZYKR{Dw7oGZ^
ziMMlx?E#r9cb&+YSAy@_<xovN(7|09=~iY#Op<NcP){}^DRb*g6|J5$)!?*HvdW;J
zwdN$)iLM=M*1HE5uEeF??4f6!Dn}%Jhm%z@#-`5KWK0_Y!&7}8HEG0;3u@A(+-zvQ
ztEFp)avi$^1kiy3V3|S?Mw3EnP#|7Z)AN|bA}wTqB_hHaK?Y5Zl8{e_7zBF-9}Ni0
z5w94UVo6~K=t{s%!D4F28fmtZ9XS!rVsg6rZ4v_;!8vX)%95gpRatjdov>hn1OVG`
z`f8OxJR}GN#7wzXNCDjFcJdox5s~?V$P5<S28k#I7nltAo@|CtL9T4{9+0I0K(Im5
zDn|T^7rN$&E>d8z$RQwIuHx|mZKlxa%)$a%5arCL1O=9&FoYV-l_*9SVADav>}rY<
zit>eMpzAP^acqXrO`<3#XBEFD%2mNxB|)dU(UA&tRi0Ij*>b6Z(A8zVZK1-#YZ8iy
zWRY+f@h8TSdx|@RGgoa8NXc$q8Xc!|2zd?~<cdwY)KzyhIMT|;)3%{q)~=J&B2z1|
zR-9`idd5&j))KoOWVn)9Gbt8rf}7mR%h_*1iKcqxFb=cImqkS_WSh=?8^Wr06fOnM
zZb?&a0_t+=y$>vE*S4#w@Ed9L2$vBpI`dxC0SEyB2qG2$kqZPshz1aWB1DlSH!+4x
zU=lzwND?4K2qB^YLx`{;xNvyh>QbDUUUbFl!`-RCAV>lMBoQ2lKqx7o2=vzT-)p)l
zUuM80LP9tc40l(q>lkIu-)J79JbmDYNv`S94r1k*Ms*G=9;dd@Xy)2ZdgV??&CGPA
z-z$2B1ytpYGT35Vdy2Dn7$osWE{&MQ;w>X-rI<T}98=e?vz?_e31#x`>g(#v+9>7P
zG}4bbr_!)tx=K<nuWDxln>&|Yz8Q>B*ouZ%5w=*SVFhBGt8P>imFUe#@v1nzT+S=3
z#I>Gs7?whx4$DIyC8|_u%_n{C1Rg;G2t-A<x;^f5JqyWD1Dv}>=2U<{2?7!jkz4HD
z+NUd2F$e-9K@=yIz1F=lc)G~&009I>hy<5p<y`vbt9HHN-t79arZrT&+4Wbob6!Xz
zm4Ju{REx}alQqlL&yt<83wHq3eiQ>fC&=WnR__YwgI#6H)owwTdLq|+oPz-kV81Ed
z;;X}q5F#}RG8zz&5C}Gk6X&kwGcu+lT;aN*CcUNFId<6~5(y-Nd<bFoLt8^)by>qx
zA#>QCln*K|RF6PeEGUr@9c6Tr!ey$u@n&spxn<NSK5C}(Be?GluH-Jlolwo5Ww1sP
zgf9YRF-;B<hbS?o@oo;#^vRXTcG4~Tq7%biKIpSvTQFYErV!rdjZV6)<e_LdZBE^=
za2gi#9YUIMyY`SqIy`w$=w2+2=UTIamp3|$;RI&=i>Ql^%HEDJuRBH%<mxu%)@265
z7BQgc*I+K>h*w_qxZ|~?-(?V(-AFpuM2aQK((sjJJSsu5_YmU_IK>Cq9KF7$1f-Ty
z>n!H&-f=y4mMMv-OWr0yg-+F%uB&GP<!#$pP+UD#9!X`<qC^#?Q=P0%wJ*z#-K4W|
z+Pb;b?6eUmw8FY(dG+sblANLw&Rbh{X63Br8soL+CGuh;D>lpG?P~2UQ)bPLU6?3w
zp_Y?eTv}1I-R9xjv6}{|Nm||Yh0@<x&0C!DA*d^$XH8;;TM~p>I_DEq_N2Y%vWqxK
z(OJo^Nh?UWUBWj?kvY|uxDBxJ)eU(%jNb)94SLxD0qMDTQ>?~IOR+u^oFtGRfiz$R
zi>y?8fvWXKOxl_BazLrXZvcV<Dy7efox8iXq?uS)KoHPDBB%)E=gTjvj5DEQanz~#
zsvs+nYu2R^y0knfEbF|-;6WXtk?Nf`s|(Xn7aG#_L@L8#U0bL$YSSna+kEcV6jf6r
z9yZ>?sVcX^g}Z>H>P?~1oU=xmbZ}6j^<QFEP-kn5t?9H-$&SX#?2bFVo=tA}*m&96
zo>UMaVC$-+^3wOJMM{$b-?;cVM+Aiu5M`v#1LK=grBbyw2U-o_ofgdKcoG(Y*65}=
zCFGb7UuHfXr+BOCExUF}p@`z~juHtj!4Mxjd$I6?pO1mhD<HbA8oVod$cmPMDJrn(
zI1myxxl=-O?u%!v;DQjnq_bs8NuWstH>~HQ@YV=^bXJrwgl1H*VdjBZgo#!OO?k#y
zjLh5a>rIVNbV@_s7y%+Qn<UVSheo<p**<dmG^z1Vfi!ubxP`F7>66T1f=b;hTEj7C
zT47${X*p=hY)!aEp^RI{R(eX&iVmDuE*guh@ZKb1;z9)b+?xnJNOa(XEWO=J4jJqW
z!u+s+^L!3>Eeh6gd>Dxb54os9ed4fX&bOk*=ys<YMLY|0I<aNdfd;K&U=vn6DG`}r
zGKIHj0Sk89+7(9WqZELp!6n9Ro20R0gJ)GGLumyKH8iH~j_Z{LHUa`P07SP|x_d_;
zz@L!_5Ja$$t2r8wTA_ngni^=C%IyW6#W&!L6$Y^~jzT)Bd5G2Nszxe^LKXn0-sEm^
z<}0wL=c?M2z>VJ1$TfFarfg6;Lkex06T-Rm5<??!%+2#_Tvn<ejiHLT*BaW?^6_j1
zG(l(*LI_hrG`iEH&DIq_mLQ#P2US%o1OmK-gM+*?&N?82q(XKEW|Q8SS5EcAEp$ko
bQ}f;*e(?D4`92?>@ckEZML1B90?PYJQKN_W

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/load_q_forecasted.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/load_q_forecasted.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..de204780d3da81de8d672cc801fe3c3780b842f9
GIT binary patch
literal 3870
zcmV+(58?1aT4*^jL0KkKSxkkTH~=^Z+yDR)00V#MBn03Yo!!wdkteaWZ8h%hHfq_c
zHm9>wwmt&W3ZM!A0r#G^kGsAi^LRlAogLG+Hf+?wvUO26m;tHjpvtNY0U`ows4xVk
z6q%~2w1I@0Q8B8d7y^|@{i;f!X`=*4B5ITd7yv-YC*TBU_#;2j8UGYa)JFaVeu{_<
zAb*1jkTdr%l|nh1*~zx$69g>cP+D%QI<1bCZ-t$hW?;3vJ(Dn&C}woL11f-xW?LKT
z-KjT+99KCNZqBUlE!CqNYpTs~uFZX1p1Le$_YAD|W$O%6l4EV0P2~X!x`>FS<z?Aj
z9+ieX#Ym+&%H9=hw(Ew}H6vaSl1CUag?nY@Arc&yOf5ob!eEpX5?5&*gBqhITd}91
zs$D^!LS<M`T}>_)`HrOG)yy(s5<wut8n9`veJQF25<)5X2jaXF!MZ*XEF1&nOIFd)
z2=7nAJbT}@J}4IrCFv%&b$46*3NLFqwnyU2Euq?Ya+n|u15(l;gIN$Had2_MULnwn
z1tB^D@U3}(U_>JjV;gFKstN^ygcAcukYQyD2&DJ};2$y)2>EO-(7_uMs0S9&Y(qdA
zW%qdJJ}bQt!>g?Jq=QQx@ta}N@@vXw^B6PQQap!b48-0g1H_qxHREBLfrIIC$%rS!
z*$szbh!_WsY8{a-*Q*93F<uM;&501Q2^fLowIKOK^CKb$meTAVDp;KaJ7NW^s1cfT
z$BOj&zBlYJDv*HUpAI>PS#(Yn+WNJ@8g8o(zC~b+`@$i@@RZ?1i#RkWY0(edG$+ur
z1&I?{9!nOaQy8@djAUSpG!mSiEQ~>53X{-=L_7tpp=fFifxus_v~=Owyx+N}B$Bki
z!K~tZsIq1IyvwflN2Fq{b<mJ>b9_?J@hL2%Bo0cW<J2C%6&81o7eUiJ_;__3kP7UA
z^<;>U*$fD278p=OA`U>AAu${bCJhxy0wI8CuMm6%YP+X*N2+;|?#U;k1MD!O%rLDB
z*PGs#>?vkTZv4zby)ln4VDU1@EQ14ulIv2Gq;tLyQ!-CZP65J0VYdU$2@X9+iCq_1
zF(5dk451GyWF$NdC`1n+`A;KwLlRR_X_N*ibpwhWMJX48YvbPZIrUz~DrtDMg=Ecp
zdGz4oO3a*=IKuZ}VY9@Z6Xwcs9z;)<jO3>@(?yCimGU^#E8Yjh4Z>ubh8ejQ1Imv@
zH7yeQ)lv;435!V(iIRa80?9BY+-qcQm6k>mB$!EoEy5TSNYetA(GCm2dLux*1$U~O
zyvM0Z({R&pi3V)!UYcSzk~o1Fa*(GkrQ}5T;Kbz;h-96oMAeux6wgkF2po{yn}dXz
zv_RzQ97;#1Ml4vYWNxg5*ic0xF%i(PG81U73j-lACIPbuM*@mUq+-P&;v7Zby+Nf6
zL2CDoA~=nfd)=JTK~8!u4EE$I%d=*5o5s?mM}SV@1SSM{fMjGg;qdZ^a+ct9ve%-|
z8D;4{p8$OiV;EWomI)6$cs))u1;IH0g)p#51_)?_M1wa$84zS(lESE<@CT&WhmrE0
zR{(Kf!NP!ILMBL@P~tsNDNdnaJy17b&i9)MJjW;jfT(Jn%owI)tlHs%C7C%NsU?y!
zQ|kmR@CX{<cn-vRme!w8z_Z2-%Su;Jn~>4a_%XnyDfETvoJypI08)hD6qFP;!C-<2
zFhf#MrGerT#EN(y0p)&Ebu_gIL5Bn}6QYy}!An5kupy<M^-jHecdmDMCFPdN>n;lN
zmlurO*Gj1L38FZJ3D$N7p$fn_RvnUctvZ&T2hlTDJ_$UHsgJYd^T1-oIqFIRqEXQ}
z5t()p0`XWo2)hB0SVW0!4Iu&rJ_r3#4uWPl=wJ!l>DBvC&1N{Suea5%p_#2Qm2<9K
z;#+2!T1||@MuyB|RvmMPC$SN{1HtU}_3V1JYc-P%TFs4EYZ|p>rKZx=rk1lUHH>Md
zTEkewEo#4*_3zQ9zEzahiqCqlZ)~a`%urAG2&`7AS_BG;qX;T30KtI41_&fb$igrg
z1c?!g77Ru#0wh)p6e2;2ARZJzITS)G>jn3WUp{zoP~BR!ts(90>h`?$$r<&>mmaVg
z;mmnsTvMZtUsXQ+KJn6>b<?esV@u_Xe31Ju3i^0Lzf}Y8`S=#Dr@1Hxfs2?qgh>(@
zIfH0m5(am6wTsUKJBJ<R;aztlu8%JzYzq*y3z1h0TmZEk0tmUsQ|NGb4zZ@ERSVH7
z`TO9XJc}9hwNG7j$;!FTx}1}`>x+Tc9devYkJaXw(#Sccvr|W&0j)K)G8VOX%xPpA
z=WumN>PUX^2gH8-^Y!}t8l}whHddu(ZE0aUTGm#fnd7=#k<Qj-HA}U%qf~5o&1sUj
zXPbsRnMWJOVj3|tRRf9whhnKpoO(yRACD#ztnkh?;>tSSPph6+edn6_($6CeHtJ)=
zl{Jjzmy1PX8><g1Qn8xlspPVaYh76IWi2+kY2{f}J*bE85`2pN`T6SnFBD>|+0#qK
zm0HF)v7qj{kEvPU^Nw{nQ@r!KaO$pehf|evoVs$CeWUGtLH>@lt1T*iP){X$ZCWl1
zuV%|rMAp_=X&B9oT2?l+)u}bDrdm@oV@8#;HHL|rY-+&Gv6I><J*i_gmDHZItCiJP
zb(u0Utl5)ON^EU0YK?0#t5VsR(W<qsTykB^Wyt5jy`>ZUe-%H6o>}|EBMzU^E>&Sq
z!`Y|mQS{`(*Z1Mp1e7}{v|iz6KvE$P$4WwMXGUWS9l2PYrb*aTs|{m_Dls`zub{x1
z=LlDDVXRAsOUTH<4p|r?l`;riTv*x~xG3@I7j>4e(X4aTI>$9pG^18-w;C}UW<#32
zyZ3zf`pie!_Mj)wpdC?4Nn#?E1YddwwnAhJHqw$BL5z6rpGgQlO{BA@Oq90^fivy#
ze5>kw<OoR#N{u<lO*HuQgoKAyE-b=h?$D!3Ew&e&yX3M~SjU#G>`WGd;)T{2W@)P-
zrcvItde$(>P>&w=o)n^#bx~-OVlyEcbM0?H>n@@l6W55sbr^jVD+~kD1`Cd)QlS97
zhtgPFfy;Vk4iYBQPPbCDsK|Krrou=>*sRR)n7nAFwuqF(+iWh)_FTb|5JK*iNk$BY
z>Xei-vK|E)<`{(?6bdmA!G;Z%*r1JK#}UU88gwaawv?7;8lM=#ZUV%JnL|ow@KOYX
z2qa=~qEj5QBTWgsV#+u?O9XL>w8is`*5rF5WE|K=$pmQ4To~KeTNuOwL93JzmVn7i
zMqsi_sIH9;6~<SHf<Xfu&px2}POX_QH+!Y!;e1{Um`ob@_a3gXn^m)VV<te^Id>8s
zK~HI{Qp1v!hf{g#<U$xaG?X<ivREZ`r=y1Qox7lm66i8X7mGG&;DhBee$H>@+~V^+
zIcmec7zm)oK<KjoQDX?e6k;q$F-9=?Vj_Y_koqF2$YQCBF>!)+Z~;ly5t1`8cdh2M
zYgsfJVzOyb7A(n&nTwvDN6L_llKtK9=g+g8%j-h9^BTR%RV{GGU5J*4Ee+H+g@_us
zbGq<NT?05-RIJ4o)PZGBIO^tRMsnQU^W9@IRpGn4bDuG53o<7WtK+M88}$*IxN5$f
zmMX5t()vz<O*_LlTi{_j3cZ}VbCtCrj$4J~>RTsO?^fYm?|FM@cbsgSy?Y6mJzArQ
zC3`JLlwzm|%&CKpFr*VacX}ae)N)0`n4UECC<VhV^L1(Cz<3WVLx~C^M-$`TvW6zc
zi)|Lbk;T(~9(yy}AuJqjb)w6yz36-ggUoHIjh}E`?r_2T2_}~to6!5DDHMTt=DVXY
zV~9DKi=T6Q+C4GM_khKQBa;nm1lliv2JALOsY0SDAf%WuU}3!yy8{E?3=(w8=$EL2
zZGIm5>t6Sdc<!Xop`=)*k-b#*g`V78J@f1FnX_P0{qkJ+_g98^(v+s_&F(xx6-6tL
znH}2FTmvPDN|$pVgD1g+`SmfK?(Yyjs4nbwOS7L|W2a-)#p$!owbkV8aP@QS<I8i`
zL8)kEz7B$?)Lmj{rKew@j68X<aSS4dJ?^)wJ@g+*<3#PohSM2V7q3W|{a89n#%gV)
z%G&Eao_<}oQ+PNIa!*foWV=k8#iPSvls#J-+AwxZ_GS7AP2$ad%c`T-0a7}I+~jw4
zb?&?&-uE}rBbVjuH|EfrdNe<iZ&FQfxGn7KoO5SiHxzh2JS}<&o>y|Y<UDqrKSxQY
z8rGblmv-><p-g`3$n3|6)(d$$vb1w~DI6bpA<t0S9gSUO#5-NY*7Yf>Q&RH@s)goV
zSg4-nSj#x7lkR<&XrC`_BE5BwyQXfn<;Z5xo@^BEV{)a&LE*9{RgfmY+U4W3c_7pm
z5HnUxx7v0n1xf~!8z3Zps+ytN?k?k{BT^iQl&a&i*XHx06m>AR%z!+D+~y~<a;|_e
z3>APmHXviY-M%b82(nh`N`&IDrBT#X!`ImxCPhY7%*w26c>``~F^#c%nD#-BYib(B
zW!RgVxvPzRt<our<#obq>?6pv=If@c^=R_Ztou$aO)`X|TS<hB7}z@XS9(X|GN@il
z-jtdTR`v2zC2TP`AlyXCl0zI2^|mu*7=3icL||@i7RZwoPI~6O0+KVBM~>>GHxGa_
zb>-0@LV^`V0&Pyt7fq<S6M>;eVOPBI-Oi;AP&PeKX^P{RLX7d2qe(>8uTGShWb4v=
z3>n}AR?2f-EU@XtL7k5%{K@b>e9hf#SZ~yI^_6QwSyj>%P?aH51woHEbK>3t;gb)R
zgUo0q35KJ?@LJsk8>=O^8BmF%Z0Hu6%YetE$*oKbk_L^|EHeuarhRDJm4lLD0fuuk
zDNDtZmIE=gEIBt)im45dtFV#FqahewC6*a2yiZsca+VbXb)(770eq4~*&^FqmoAkc
z+{0;T7BtpD>@At6Zw-!$Gar&U4X%?j4rAb6D3F7iEph|7ZEq>e<HVD#CyaN7h0nWu
zTrWk$QbUok$?e}k9mXZTk-3pdYCL-leQU|)qEk`5n!@#DaCk!}N)&mri^edBu2L7O
gX7G1i-L2;L;z!y?!aiC*5<f-UkxmpO6Cq~~0IH8D-T(jq

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/prod_p.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/prod_p.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..7b83dda37d85f31525d56e9dcf89dfa35e4a505f
GIT binary patch
literal 3739
zcmV;M4rK8{T4*^jL0KkKS+$w^CjcQATmS$P2m^oU0)b!`9=@-7^W3_n6x!87vP7k|
zF&yv;6ev*m2Ezktuo%d@>+5E=rp;=ZrGV8Y*+Wyr4OJu38Vye&kyQo&)bz+{RR#c)
z)l~+YQve83CW4fDngT*hDntPw0v!SQKSoL9KekT(>p|4&>-Nm)c$M)A#e_Qh3?eI6
z9q+bDAtcYF$L%9#v_`z-g~bBiG31pI>9voZl><mtxuJI0^dey^NTSGO17Q+950YOb
zFXTb5SVqPks3Z%Tw^a{(x{h27`DkF4&lcE7krh?zVXaxYoxKFhD%~iD3~uj|lDsV4
zlm(kU!T{6lATli6U6u(RF1!&XiHolkb>v~gWP7%a^AUajhZTFDr0Pdgl7>L!>J)pC
zM<B?}VVcfLk5TN3slc^&_4Gc6L@y&`v745Vx1ty<&n3)1Qb;h$XzRDjbA=7V)H-(b
z(hg^tmaOSFmNnbXXHNqxLcnt69a@y6c-lv^sI;Kjm~CPv9Vaz9rn=2JDANc%68O1~
zCN6rY`;@H+bJapR%P5}On|e~y5YY;LJ&Khv)KKuDSUTY-w3uhy3`S`h+oNgNIWgFz
zC`|6YMlhysK25YEH?9|g>1Ql`%=0!Eo!ZR@xWz{ENnwytK=Xi|x=i4D)iEmYl&Of6
zy4Aqg+^ZBdHYcKGN-%8IDuK4q>6dRzPU+dzDGb(-&>_ka*I-3%xGq)<^YG>F!3<)c
zq8*9U(Xyim8X36^#S+Sy*M#C^TZ#*(N@e$sg0NKH$pzMzkgT@0O-6dfTBH&+MrP2U
ztqB1|0~%*`o!VC5w(4I2s;Nepf(_-=(t-(AM!mf};WY7CUFoq{#Y3?1&W`$ax|RVl
zP;v`iEio|-T6crXtfR%MwwZ22z>Ui{O|nYuV$FqWf~e0{)h3=;ac*kEigt}S3C^Y`
zIjsgZ_j*dEiJ+qh5fl{45xA%tUB>#5xobGt76e2+Io#gj_3Fzg;b7t$oWn|&LA_xD
z7T)81bHzt;tkOGVb9H1fgNsg!wbxEeYqV(Gdl29<`(E9nWTA^Iw75yxPW)jQ&sSn+
z$iq}uBdPIMQm19z&H-f!f|mN=pw^y4I+`ROFia6-!%Ew>3kY;(6HSpqwZ1SUEdzN5
z)HGUb7MWZ|?OwbUwUk0&!=UB6E*d0mkpWAc!0m4t)-=aLoG#$blh>ACI)aJdD>lJW
z&N#KD(v&!Ef%Z)0-A6l1Xcoq8InQ#X$9JZ1wZ%Rz`9Ww{=TU7+ByFe*2I@wxi3Dr7
zt(Dvk3L>L1BeK=(l-td{x4VaFjLyOm_TLdb(YS(}%Ewzd3$iQKS;eAsS`BYHP3|jR
z2+N2zZYu>{+^B^-nMtW<1+!(>Vl}%G7Ef%8TN8@S3X~$;gHlbkp&qu!1}(7F8lgH~
z+ri635`b3DjIJAYwcv-nCG@>-Sgt{|-g8AZbySBaEK{!tI$qGa7iybgMFdn4Y;npc
zt2t<n%9T&k32@o=bAh}}E?zV$ww2DPn_(J8;>%04D!RB8qkJGItIf3g+AY{-yTKSi
zqBZnZ<&l|<-=Nh)xveH>bJAs8?#&p;aB;=xMf-01Gb^yUs{1ACMfy;z@M(@DhrE>?
zaRjMC(`HMN&7rF{vqsGfN(WCzYKF-#3?luk7s$+X^QCuc)V3ZJE%_9ZmF_X|w!yUk
zppPD|fmt9zEfH|j7%bJZISmD=vo|RVWp<mm;MH;ORH0<vf=q@5L`QWPn^^QbFCs54
zc<{VrX|D=?Ju|h~*8(j1a22g4J0Xtb**R3MGLdq|wMpsV<Qq<@c%C|-G4`Z*Rm>Nt
zBb*NK5f{mM2{AlKgtd_fi&G6EW|t{A&0wRIEQVS}IOSPW(|5XDq;l}-cI#wGQDj^l
zo$%dPzv3dN@leS@1k?A&YhkmgUZe5Pdop_t-Uj58X2L>E?Cd&xOKgRg<}KXG0@^57
zN$E*=wke^83}y@&qsuhXl3`h?n1;*?CL$~^8DrUt4G0i4(@afiGj=$#l`S~}LJ!*n
zuj70+7v0bz2#YXyH}JA#z}2Sx>Vxg!fyI_4TrTao2((#dxx8`AI3WfR6uTSlQ;4rP
z;j$h(S|aCMLk%_&H4V$x7MG)F)e*;Lhc4yW2pyh~#kyAaYbg_s_#%g*ivJ;g(QH1^
zpBI<EeUrHPh4@$Fd}@1*Y9%$fM@=g%)d8k0DQ98DaZ7M~I%wm^2bXl=@vDdpEA~p_
z$$?9i==hefdz4UVM&R{DqS!N0c)Ing?wtlrXQA1t+ua%@)6xs-st3@giST%P9PiuQ
zAjj+6*Bd!b&V%BP-Z<r_2M~f`4&K8&@v4j1EQ{Q$sP5i~XooR+8_SL>gL*BA(bq%c
zdbHuAyWGxQm#``#YTIV5HD2pg5kaPHh1$q4sEQACf(NLI{UYZ*Y%T|t9%isFHhY=k
z?*b-K75Fc}*%gK}1`QOd@OX`881xE=bSzj<W1hjY0td42p?O(~p+RLUb!D{HR#>q#
zN|+IgA)A;VOue>Eh<@J%>h~~gp41vCx7nOjQS|^rYv!@@xeV~MmdQ-n;fP|0uCikr
zIfh}R7}`#~<qS<3O90PMSrxF9i?N7g4cjpq>6K=-jf-;d);3JgV^yK1($^X6#4$i9
zEWP#*U|`Xwkw=}gS?hR|-&fzBNo5$*8xfO9l2S29XsAsI8#5+lnW9XQNw89qSuCZJ
z%(9wnv}u}IqQx62Ov-GTEXySn%_f<QQfXzGNwRD-lFF2`W@(!;%2bwY)Xk`=rly)@
zMM;^Zn+ZcfFwdeOADY;C!0~(y={msaI9OXlEnTMN-HaGed+X|JP1E~pu;61yL3_;_
zY&YAR5@a*jw5syFY#9TsUTDdBmXR4_?bKPOjSWSfu+XSqunB>Fv|}#MVN7KzN7%-h
zp)}HvvP_`KQbx%oGg50BOqDW}!kQs8nF}K+B+6*ar7~+95@R7rsM?T{MAAkI3?z|B
zv5F}qNhO#pQk6jyQ4=TNia(Gij=H-J-6y;BAnN===?y_$iyd1Si%?gVu&-s4DS3m(
zlw-4WOknKe8P1caBTl@nlB{<dNR+&czj(T7(kjt-u(7L<;A!68xEjsxhH%1$F*JKj
zGb)=Dlu~4+g&QV~B_))m6`3-LG7@OnBN-``6DcfaX$)pkl9W>{6pYI<nA$O^Dohkf
zl9Hm#rj}+jrc9&^sEs6>Nl{d;daYLrak%Bo+|FSUR*EG-u$A(yuQ6E_sS0EB0*a%>
zuUhj;D+>!eh2eQ!-g^;kEGWFnve|V2DMHT|Ys@bor7ANQth&hP#Wd;Co{&`~1r*Z|
z%~aA=MM*$-2!TB9=R2j$MfmFvT8L<h?8Pd}DghM*9<kudcuRqbc~V7DN_oF|iMUl1
zQwFH77R&Q@5X<pz$C?;fXR+B}(sq`r0Dh_-NR0zZC{U3tR6y|~-X4Exc3Sz_D!yfI
zDQ=~%^*%bRx+gK~W;#}Z)7eJkoGl%(Qgauwo;A*9?0Cw~oaVLV+VE}(BHo1CP4;Qt
zsc(C8Srq8<PAS+XN?Ag#!j|@2&ZoD$ZX3gGDVakZC%vetqrBX^XQVN$qFYyf>e`3B
zHrbA$C1ntpwr?jndUJzup-$D@ytRum_af%yP%n*K&D@Y7q!VpJPeo<W5IvX?3LQ7v
zh9`ZeopvfY7j_cnS4`~9kaE&)Ncosu=S}O*7)~_ywBFX^24qoVncA8NEH=cUu`{Zp
z9m|oet(j+Ao9sHvm03zyZl&l`ZVqzhDR*R<GV>`{3|MVCVhrHy<P)5E-73x(G0WA-
zTr)dq-(BUhv$DAmw(eNf$~lQ@m3vTf8i<Z&SD~peZbtKRYUT{4LfW|Un;osR-qjmU
z-b>nLRI$$az+pPaPJ35F1K!fAa@GxIRU)%Y*CM&hWVmyV%0>;kW?hxagqklb=8Z$L
zD%>fKq*QL%&B4iDtBjM|0Ti>iUn2r_tz9gouqr%c?RQu-yUTS5wi_7+s`F2?x>*b@
zuIf^wk)hQ~xV+9|bjL7Bh%%*a(@Qe!>y+yD7U~5EnU}Y?4nsl1yB_yvL>FeHRN1q-
z<UMyLwNS|QZs>NnMFbcah7Mbb#I@M&Yd1q=h3j~7@v8>v-3+0}QCY1~Hp1w-ED?o!
zb4WGWW0QNQ)tksI8sf{w_H)4Mv9}=|y^A3h>eZGS4UO!RO9N)ZFsxQK8IWrgHg$B&
zt5}VPnLv!P&XlBCp^ck&B|`bErqrp5>W#>95xG@RU7hK$N>pz8x}B89iWjwo6T#(m
z(T&r?$VZ%#Qu#U|-2{7*nc3K2#+#PSxNI31dv7)FV!Ys^3@WY{rmLmSn|snDVU5dE
zTC5uRVsl;1=eSlty82>}geX1fnRiEHu1Mtfb@hj;xhPkbx0!Bmo26QA?;OdqYZ%Bu
z)9Vy=i|7mscIrtC?d-5|NcmJRo6}vrxwS6SEUu2ItmoM>U_{gvLunU=)2P%Kg>3|w
zk%VeYv(uau^4AW_WSm5b%?~Boj}EKLG89c)>*ft0(+4j0NM0o7rH=y^a>UuWvy2Oz
zw)mS3Y~bvT=DFc@Lp7_BS$R>wucu73w|eJyoSKbv$3w1rHMu7~!;BoeR9&jui%GD{
zTqx+Nx}wdb&F^EQXyw3@%7UVsN^tFcH?`Tu4Mg6O*B-2#RpYz{AqwX<-reQ(Dm4w4
z%Mg-sSP9)_IXLO6>O0Eu?v`{+S7_q4@Xn7|mm<(;qWfT7IOUlo^-ZWvavi#a+?E-|
zdFhOr%QX(?1VnwH*18B~t;o^ILvOZqbD5R6;u4f|uEthmlL?GG?36T{wVK&hp?hsp
zqRujs#SU#9!F4vvsd)z|ixQ?3sf{l0RvdRH4yT7io4WhI2flpp{2u>{xgwk>NLtMO
F6M+BdD$xJ{

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/prod_p_forecasted.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/prod_p_forecasted.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..7420a98fef9f9603032451ffe58646f7071e345b
GIT binary patch
literal 3515
zcmV;s4Mg%nT4*^jL0KkKS#);$vj8C%+yDR)2m^oU0)b!^{et>#ddmruYcUgM*%M}W
zg&SjRPzCS|AZ%C`Hpbq4RH~#<pHbIZC@>_7c{Wv47z0zt(?wJm15+|+)l@XVB-DYF
zr7~#3PgPXWqtajkL>fw(fHMFH9FYGQr_7eg`%lC_Dz=;bdt7wOFuXxDC6t%O(2}xk
zx^pPY$$kS*z3M&+R<Opj86OCzhEVEIk9vr6D-XE)#QTmV;%X#O_EX`9q@oO1MVN5=
zWzfPj_yO+~RlvfO+pQK=2YbUw88SR4tkW75Z0@dUW>ZG{F_@2AS9N7j(upw)VT|_-
z(H3JS(o<Di&3kj6sax)Yx{8#l>%i2?05|?B0Y;8z#vrE&777G9fdEsjqzQ=(XHX=N
z?H_v*gRiS;+v=gdaNesg!)`l=Pl?|RBS^-Y!^S5Adk;t@69p^cqjfNkv+MRfI<GYH
zy1r)*;t_nB`7~l{BE-i0iw!25gu~_0sGgrMDfSbP)zJh4K{%{s&VwFgz(EyQO%7H(
z5sP1l6<26JAF=wC=?r}?m)i{HZ@z(;hSUu3r`1JH)7^HB$vB!yxL~(Aoyukmx5v~+
zNw~+V+d&E&UF)8)qQGH<SWFP{QS*T?fsm2}A@L&7h7*s|!VC~VxC|Yh?CG-z&1JYj
z$g-Gco{Jc08-2m;-9r$L#Wrv%tuhJ&F)HBQB*#*tR{^{RL)DnJ5y4~#*l1wt+tJKF
zU0SInzVBnlepS;OLX5okGSoi$ELyPg#PLHRfd@vSX_*!i5}1jf7QAPZ4jv7L4-_=u
z_jzu;a~j*M>4-2g=+<4Y8Jv(r70X4+%_#c))uFlWha_ixnD=i+BUdWM_1cx$r-nh3
zFDdK$Gme{mZmfP}Jbc6A7`O{jC<ol_Lw>%}Ns40|e!20hPXK$u4$};F3y|Z)FeNEv
zVADti?R|)$POO5dX}PmOlE98>EeT@Xd3Rl*oq5dls*A<<EUb#6Ajd^$=S^VUm}%np
zuAbitvL>NpT)qz<Ba9faGXSa6#Knphi+?%r{Bj&oX*6Pb5opjD+|e*VCq^(=R|U@j
ziaJKsW8rQ18*EJ`b+bHjnCTYpiP1Yb(mgu;Tb8pHwT~o=iRLtda>EeV(0eGY_AEEX
z`zL)TUp~GdSF1+{V^KUi8dyPKxVC6T@UdhJP{ZydYL5+sQ1mp>t$HXzdU!KkkI$&6
zVP5)H*R0=$gMFkO%d8-T`#9%7B(Eyls9L`REcM%p^G?3N$m5r8Ea*cWV}jmAphDeZ
z(r5xo&u$JY%g@0L3qW3;0SJXiTAv~YMLHKDK-;s6hm4OK1{y`<Pl@X+rJEkq`c%U8
zT@-FTK7V0UrkgCVLNs)<T5_wE?st0ibV*qy5qhcS%=3c@tS45QVs%zi6fBH_5s6TX
z=e32$L~`n_`mW~~a>UFgD6oRaVZB$T1ZsPc77=6^TdlY~GZw+DL%hAy*Z~O+=r^W8
zmJXJ5=8=6gM_YA3=CDY4?K1u7=xvR*hek~}4(F>Yjkn>pS8Y3e#DtIt;AAWGi3f3_
zZ0YZ9wZ{ZL@M7_g7Z{qrfr<wY$|CV%f%2C}r?~j>F?R53;m-;lBJndI?dlkileO-#
zE^Fh7-i=4rhin50z3d%qzc_Ij1FGBf6)Niq2&Y++hf;J!(aXiTybA|3&~&+#3iWrn
zElt?yd+veQ&x5m!T(L6`f-iyeAZhSVr_&}zMiY;b>~NUF8HyTT<Uo=?KtmWPNU#YY
zXF1f4;2LK0e0fC$qeBK8SGv&X(gw#OU^H%w#tvf59V<4+qm>aFTE#&w3}&?|L8@wl
zb&X`-ryF#|LcJr1ZEir8GJ=wzvO*!IxMxH@p?L`c592{D(eSo=FwHbqlT&8ABj`Sr
z<KATqDR(Z3^#>frQ#jb3CZ%j3$|*pahYI7A8tPUPhd(K*^&U9&4N~aMIWV`b6h=_R
zEj`#$;{80&Q_Bp053Jt3vyqFL<n5m2)Pm7y#Ds$+Bm?-6mG)+jj4;Zb(KWg5@b|$-
ze9siRgE1b(>^(&0(_FS|rQ!N>SJ@SZj~>4qG<uT0B?=F8WEiMkhn(Pf&!`&ru~5Co
zaSo*D_Zv<%v&`l3Xv+_ghbN<I!_J+ZX!!C3pppRjk{tEH4=s$j%S6CWc>3Gcr50kI
zZ^6QxxS>$4fUxf4k1n3?6lEQ&eSViUg|IZSm}>QJqxI77S}|@-@auUlr7^b1X09kG
zI+55;d(V0fX!PHX2fSU+Fi#wT0LdW<@&vD~lr%}oh8IEb!(pKe8kcM59h}N~xa2gz
zyF@l(-5{!s4ccXfhOu1*rCfDz%oI_kiURr!mW&9962r7a7;`40ieS;!C%YP0h@7OF
zDJ#^`wL`sH!IW`{At87|5IBxz@Eu;70jU}rzKU}OGvguU<|b0^H5|_}=W{4%VYk&F
z(am1)+U5gPvmr<sW}{3jd_HNrW7=V=)tWUJMqwKx6_hf;qluVmriM{9$<p`Ic8>oL
zK~WJA5g5iv2&qh%#gfKNGBjC{l9^1#nM}!&lFDXeq}i0sGi5BzGNzd*voy*}Gf8G@
zN-AY0l-WutDAP2|l#!-cN||i5(v>P&RM};c%(En^rJ1u$rc|3sYLimwZM9$gxZ$SZ
z?=T%DxV1XHOG+2RR8C}!Y)w)zYM(hy25?_<8fIasRRP4(UF3`%24o3kS&(ip8B29V
zRo%QXhbmJiG1*qJz^O=d8=67U7N!KM=l8CXDJm_NQ!J*;q@^f|EYP%BDKcYbV5Vrv
z6*fszO(mLWrfO(Wqf%&%ie@%4Mv?+3rfHO!nrTvOno5~ur2{e%SK<Vd<b>7CO1qfR
zK+1-4bgJ0&VJI&n3oOcd*f5})n9McfM$oZBQmt8~A*v>*HEPGY*wa*rsm#+#3I>W$
zh?Z_qMyg89Qe;};M)f#OYn)<}w096iV8$^81X(GTX_FdEnK4YpgG|~>CQUL;NsMAB
z$)-uNl`N$!(`ArS86?R}vPQ{cMP#EUWhFC8Qd2BOl*zJ@CQUO2%3`Ay3nGzZMi&AA
zV<qG>hm4eg^=m~5nJQS)MJhxl7Sd|yRLx***}6M4V*uJqGH7EU(uJv3JfTv+ydipn
zN(;p1<1}Jwlu(*mHvFzy;SmuULXs&XBvDjE5rnXk0Qj8eWeKzjCEj<XWe{Rwg{(AT
zo2)4`m{K=%(_Rb))ovA5BB>a#%xRZN6teI!1{kvy8G}H|S(kwEVTO#;S{|LY+TH7G
zn{8szwY3<E09gPz3lDyBzi;b*a{c4G`?|xW<92%uZS7A9?Hf2=9_KDkQd3=Ks*<cM
zN7d@qWeCSgZyAj)OR4bbXf6t__1MaJYV7vBU8x$z`OfW>7?_-)I=8sy(Iayskk$p#
zw(;(6-M%C=`M#)OwtI(i-dgno>z=wxr*)FWJ7S)B-ZoEL*|+9%FPPoV9A?N!JWLCd
zIPLbE^KPoBT^5y!-CRIXm?-Mb&h2i-9;t(N;>pg{c9&UZQ7ILhSK395#yfKJM58Sr
z?z1)A+M3RV$2;8(yBt#5uoOCBeXZungqTjo)$z!y9(0)WsO4e1W^*oPZd<#S4vL6b
zB-1NdV|6i^w&RRd3(ng!96EM_nHEk}+NWXe;b98YaNE>0<JA$yRmYoS9ZTiTVV1aK
z#W+sJmuywGx1FrPnlS34PMt|>t(Hg-9&2b@L{471rM19>>}JaBW;Sg>S6OzQt(=c1
zgz0Y5?UXB8!3}ubcCNnbhIa{u;@799WI0UE4Ru$E+N{GCwR18W*7Iu_8gy`HG&~L{
zXy}GtBk5%5nlfJyu%5b(z05A#O-FUduP#|_yy)0Ukg*8o!kgOLyBiI5$T|vEqoIb$
z>uDz8H3E|!Bgok;?I=4|7bM!O>nKvr%rv)nu<Wg^N2t4;jNZIEuT-(yW{*81o}D^x
zqmsK$?@qih<~p%$s<GX~B}!`I);`fijcTi?cGs0F20kH5$82R&Cv?`~HLf+rp8_li
zV@7YcYKJOZl~@qk!fE$A!V<8Dq^tDYB@W}GDb1y!Y8M!RSb~<+TF9}Zihbs5E74J;
zRM&F~Ix0FU=!)VUDMZvvhY>Xfq^OudsMM6u{)K~p)M<=uG{##k-3<3p+<3D3Dq#Lq
z5x~Nn^+Z$5M$4L+ddZr`jJ=hEIT9A?;r9iUb5RVWMiihC6Rkn$#X*|83Z1h~OrosL
zt3xXWiQW_3!)n4GD$r-Pm`@dE)ML8o4Gf#e<LPDttP$Ow)Mj3DdOY|nT&<|LucEP!
za@j9wHI90t@v6y}36UxBQ2LbmnkQO!M<MZT*94|F%sG|Ph@`3@R3ni;E;(_>3zC53
zfe8<c?YG*kXEk2mHL$C|W?XR+VS|XQ#Dq+e%21U{sw;%MERdp<mRWFW5VDBkm2c@j
zO>^gVtZg4IbQn*SC|wMq@9BJBo6f#6mA87H!n_ycI?(xZvqS16HKu$uCDE*}HC3jm
z>T2EjggrJAy%lT1xIDXzP11aMPWJkgHUQvyD?KB<n#4tpv}^*~!tn0x=p_V7u$zGg
pyCC7f*qRSL7%9@+!+^8b40~+8{2uuD@cbVA7ji{7P>^(X`?D{IqbUFY

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/prod_v.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/prod_v.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..8c9736d484107239ad44a6ff625c62af03bc5417
GIT binary patch
literal 107
zcmV-x0F?hiT4*^jL0KkKS>twVf&eB>+yDR)2m^gc0)a39xC$5m1q=WHr7AQqo~D@s
zI@}2BwcrU(fQ|r0`T{rtFa&u5mpBA_0U839z$0w|8GusDKu3TPfJQ)%U30f<o#$)#
NyOJrwgohimToBm!Bs%~A

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/prod_v_forecasted.csv.bz2 b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/prod_v_forecasted.csv.bz2
new file mode 100644
index 0000000000000000000000000000000000000000..8c9736d484107239ad44a6ff625c62af03bc5417
GIT binary patch
literal 107
zcmV-x0F?hiT4*^jL0KkKS>twVf&eB>+yDR)2m^gc0)a39xC$5m1q=WHr7AQqo~D@s
zI@}2BwcrU(fQ|r0`T{rtFa&u5mpBA_0U839z$0w|8GusDKu3TPfJQ)%U30f<o#$)#
NyOJrwgohimToBm!Bs%~A

literal 0
HcmV?d00001

diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/start_datetime.info b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/start_datetime.info
new file mode 100644
index 0000000..bd8d52a
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/start_datetime.info
@@ -0,0 +1 @@
+2019-01-05 23:55
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/time_interval.info b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/time_interval.info
new file mode 100644
index 0000000..beb9b90
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/chronics/0002/time_interval.info
@@ -0,0 +1 @@
+00:05
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/config.py b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/config.py
new file mode 100644
index 0000000..4b50ba3
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/config.py
@@ -0,0 +1,40 @@
+from grid2op.Action import PlayableAction
+from grid2op.Reward import RedispReward
+from grid2op.Rules import DefaultRules
+from grid2op.Chronics import Multifolder
+from grid2op.Chronics import GridStateFromFileWithForecasts
+from src.Backend.powsybl_backend import PowsyblBackend
+
+config = {
+    "backend": PowsyblBackend,
+    "action_class": PlayableAction,
+    "observation_class": None,
+    "reward_class": RedispReward,
+    "gamerules_class": DefaultRules,
+    "chronics_class": Multifolder,
+    "grid_value_class": GridStateFromFileWithForecasts,
+    "volagecontroler_class": None,
+    "thermal_limits": [
+        541.0,
+        450.0,
+        375.0,
+        636.0,
+        175.0,
+        285.0,
+        335.0,
+        657.0,
+        496.0,
+        827.0,
+        442.0,
+        641.0,
+        840.0,
+        156.0,
+        664.0,
+        235.0,
+        119.0,
+        179.0,
+        1986.0,
+        1572.0,
+    ],
+    "names_chronics_to_grid": None,
+}
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/grid.json b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/grid.json
new file mode 100644
index 0000000..c4b98a6
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/grid.json
@@ -0,0 +1,1780 @@
+{
+  "_module": "pandapower.auxiliary",
+  "_class": "pandapowerNet",
+  "_object": {
+    "bus": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"vn_kv\",\"type\",\"zone\",\"in_service\",\"min_vm_pu\",\"max_vm_pu\"],\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13],\"data\":[[1,138.0,\"b\",1.0,true,0.94,1.06],[2,138.0,\"b\",1.0,true,0.94,1.06],[3,138.0,\"b\",1.0,true,0.94,1.06],[4,138.0,\"b\",1.0,true,0.94,1.06],[5,138.0,\"b\",1.0,true,0.94,1.06],[6,20.0,\"b\",1.0,true,0.94,1.06],[7,14.0,\"b\",1.0,true,0.94,1.06],[8,12.0,\"b\",1.0,true,0.94,1.06],[9,20.0,\"b\",1.0,true,0.94,1.06],[10,20.0,\"b\",1.0,true,0.94,1.06],[11,20.0,\"b\",1.0,true,0.94,1.06],[12,20.0,\"b\",1.0,true,0.94,1.06],[13,20.0,\"b\",1.0,true,0.94,1.06],[14,20.0,\"b\",1.0,true,0.94,1.06]]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "vn_kv": "float64",
+        "type": "object",
+        "zone": "object",
+        "in_service": "bool",
+        "min_vm_pu": "float64",
+        "max_vm_pu": "float64"
+      }
+    },
+    "load": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"bus\",\"p_mw\",\"q_mvar\",\"const_z_percent\",\"const_i_percent\",\"sn_mva\",\"scaling\",\"in_service\",\"type\",\"controllable\"],\"index\":[0,1,2,3,4,5,6,7,8,9,10],\"data\":[[null,1,21.699999999999999,12.699999999999999,0.0,0.0,null,1.0,true,null,false],[null,2,94.200000000000003,19.0,0.0,0.0,null,1.0,true,null,false],[null,3,47.799999999999997,-3.9,0.0,0.0,null,1.0,true,null,false],[null,4,7.6,1.6,0.0,0.0,null,1.0,true,null,false],[null,5,11.199999999999999,7.5,0.0,0.0,null,1.0,true,null,false],[null,8,29.5,16.600000000000001,0.0,0.0,null,1.0,true,null,false],[null,9,9.0,5.8,0.0,0.0,null,1.0,true,null,false],[null,10,3.5,1.8,0.0,0.0,null,1.0,true,null,false],[null,11,6.1,1.6,0.0,0.0,null,1.0,true,null,false],[null,12,13.5,5.8,0.0,0.0,null,1.0,true,null,false],[null,13,14.9,5.0,0.0,0.0,null,1.0,true,null,false]]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "bus": "uint32",
+        "p_mw": "float64",
+        "q_mvar": "float64",
+        "const_z_percent": "float64",
+        "const_i_percent": "float64",
+        "sn_mva": "float64",
+        "scaling": "float64",
+        "in_service": "bool",
+        "type": "object",
+        "controllable": "object"
+      }
+    },
+    "sgen": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"bus\",\"p_mw\",\"q_mvar\",\"sn_mva\",\"scaling\",\"in_service\",\"type\",\"current_source\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "bus": "int64",
+        "p_mw": "float64",
+        "q_mvar": "float64",
+        "sn_mva": "float64",
+        "scaling": "float64",
+        "in_service": "bool",
+        "type": "object",
+        "current_source": "bool"
+      }
+    },
+    "motor": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"bus\",\"pn_mech_mw\",\"loading_percent\",\"cos_phi\",\"cos_phi_n\",\"efficiency_percent\",\"efficiency_n_percent\",\"lrc_pu\",\"vn_kv\",\"scaling\",\"in_service\",\"rx\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "bus": "int64",
+        "pn_mech_mw": "float64",
+        "loading_percent": "float64",
+        "cos_phi": "float64",
+        "cos_phi_n": "float64",
+        "efficiency_percent": "float64",
+        "efficiency_n_percent": "float64",
+        "lrc_pu": "float64",
+        "vn_kv": "float64",
+        "scaling": "float64",
+        "in_service": "bool",
+        "rx": "float64"
+      }
+    },
+    "asymmetric_load": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"bus\",\"p_a_mw\",\"q_a_mvar\",\"p_b_mw\",\"q_b_mvar\",\"p_c_mw\",\"q_c_mvar\",\"sn_mva\",\"scaling\",\"in_service\",\"type\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "bus": "uint32",
+        "p_a_mw": "float64",
+        "q_a_mvar": "float64",
+        "p_b_mw": "float64",
+        "q_b_mvar": "float64",
+        "p_c_mw": "float64",
+        "q_c_mvar": "float64",
+        "sn_mva": "float64",
+        "scaling": "float64",
+        "in_service": "bool",
+        "type": "object"
+      }
+    },
+    "asymmetric_sgen": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"bus\",\"p_a_mw\",\"q_a_mvar\",\"p_b_mw\",\"q_b_mvar\",\"p_c_mw\",\"q_c_mvar\",\"sn_mva\",\"scaling\",\"in_service\",\"type\",\"current_source\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "bus": "int64",
+        "p_a_mw": "float64",
+        "q_a_mvar": "float64",
+        "p_b_mw": "float64",
+        "q_b_mvar": "float64",
+        "p_c_mw": "float64",
+        "q_c_mvar": "float64",
+        "sn_mva": "float64",
+        "scaling": "float64",
+        "in_service": "bool",
+        "type": "object",
+        "current_source": "bool"
+      }
+    },
+    "storage": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"bus\",\"p_mw\",\"q_mvar\",\"sn_mva\",\"soc_percent\",\"min_e_mwh\",\"max_e_mwh\",\"scaling\",\"in_service\",\"type\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "bus": "int64",
+        "p_mw": "float64",
+        "q_mvar": "float64",
+        "sn_mva": "float64",
+        "soc_percent": "float64",
+        "min_e_mwh": "float64",
+        "max_e_mwh": "float64",
+        "scaling": "float64",
+        "in_service": "bool",
+        "type": "object"
+      }
+    },
+    "gen": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"bus\",\"p_mw\",\"vm_pu\",\"sn_mva\",\"min_q_mvar\",\"max_q_mvar\",\"scaling\",\"slack\",\"in_service\",\"type\",\"controllable\",\"min_p_mw\",\"max_p_mw\",\"power_station_trafo\",\"slack_weight\"],\"index\":[0,1,2,3,4,5],\"data\":[[null,1,40.0,1.045,null,-40.0,50.0,1.0,false,true,null,true,0.0,140.0,null,0.0],[null,2,0.0,1.01,null,0.0,40.0,1.0,false,true,null,true,0.0,100.0,null,0.0],[null,5,0.0,1.07,null,-6.0,24.0,1.0,false,true,null,true,0.0,100.0,null,0.0],[null,5,0.0,1.07,null,-6.0,24.0,1.0,false,true,null,true,0.0,100.0,null,0.0],[null,7,0.0,1.09,null,-6.0,24.0,1.0,false,true,null,true,0.0,100.0,null,0.0],[\"gen_0_5\",0,-219.0,1.06,null,-9999.0,9999.0,1.0,true,true,null,true,null,null,null,1.0]]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "bus": "uint32",
+        "p_mw": "float64",
+        "vm_pu": "float64",
+        "sn_mva": "float64",
+        "min_q_mvar": "float64",
+        "max_q_mvar": "float64",
+        "scaling": "float64",
+        "slack": "bool",
+        "in_service": "bool",
+        "type": "object",
+        "controllable": "bool",
+        "min_p_mw": "float64",
+        "max_p_mw": "float64",
+        "power_station_trafo": "float64",
+        "slack_weight": "float64"
+      }
+    },
+    "switch": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"bus\",\"element\",\"et\",\"type\",\"closed\",\"name\",\"z_ohm\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "bus": "int64",
+        "element": "int64",
+        "et": "object",
+        "type": "object",
+        "closed": "bool",
+        "name": "object",
+        "z_ohm": "float64"
+      }
+    },
+    "shunt": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"bus\",\"name\",\"q_mvar\",\"p_mw\",\"vn_kv\",\"step\",\"max_step\",\"in_service\"],\"index\":[0],\"data\":[[8,null,-19.0,0.0,20.0,1,1,true]]}",
+      "orient": "split",
+      "dtype": {
+        "bus": "uint32",
+        "name": "object",
+        "q_mvar": "float64",
+        "p_mw": "float64",
+        "vn_kv": "float64",
+        "step": "uint32",
+        "max_step": "uint32",
+        "in_service": "bool"
+      }
+    },
+    "ext_grid": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"bus\",\"vm_pu\",\"va_degree\",\"slack_weight\",\"in_service\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "bus": "uint32",
+        "vm_pu": "float64",
+        "va_degree": "float64",
+        "slack_weight": "float64",
+        "in_service": "bool"
+      }
+    },
+    "line": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"std_type\",\"from_bus\",\"to_bus\",\"length_km\",\"r_ohm_per_km\",\"x_ohm_per_km\",\"c_nf_per_km\",\"g_us_per_km\",\"max_i_ka\",\"df\",\"parallel\",\"type\",\"in_service\",\"max_loading_percent\"],\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14],\"data\":[[null,null,0,1,1.0,3.6907272,11.2683348,882.522683811391971,0.0,41.418606267951418,1.0,1,\"ol\",true,100.0],[null,null,0,4,1.0,10.2894732,42.475737599999995,822.350682642433412,0.0,41.418606267951418,1.0,1,\"ol\",true,100.0],[null,null,1,2,1.0,8.948775599999999,37.701406800000001,732.092680888995574,0.0,41.418606267951418,1.0,1,\"ol\",true,100.0],[null,null,1,3,1.0,11.0664684,33.578380799999998,568.29112215127509,0.0,41.418606267951418,1.0,1,\"ol\",true,100.0],[null,null,1,4,1.0,10.845558,33.1137072,578.319789012768069,0.0,41.418606267951418,1.0,1,\"ol\",true,100.0],[null,null,2,3,1.0,12.761384400000001,32.570953199999998,213.94489304518595,0.0,41.418606267951418,1.0,1,\"ol\",true,100.0],[null,null,3,4,1.0,2.542374,8.019428400000001,0.0,0.0,41.418606267951418,1.0,1,\"ol\",true,100.0],[null,null,5,10,1.0,0.37992,0.7956,0.0,0.0,285.788383248864761,1.0,1,\"ol\",true,100.0],[null,null,5,11,1.0,0.49164,1.02324,0.0,0.0,285.788383248864761,1.0,1,\"ol\",true,100.0],[null,null,5,12,1.0,0.2646,0.52108,0.0,0.0,285.788383248864761,1.0,1,\"ol\",true,100.0],[null,null,8,9,1.0,0.12724,0.338,0.0,0.0,285.788383248864761,1.0,1,\"ol\",true,100.0],[null,null,8,13,1.0,0.50844,1.08152,0.0,0.0,285.788383248864761,1.0,1,\"ol\",true,100.0],[null,null,9,10,1.0,0.3282,0.76828,0.0,0.0,285.788383248864761,1.0,1,\"ol\",true,100.0],[null,null,11,12,1.0,0.88368,0.79952,0.0,0.0,285.788383248864761,1.0,1,\"ol\",true,100.0],[null,null,12,13,1.0,0.68372,1.39208,0.0,0.0,285.788383248864761,1.0,1,\"ol\",true,100.0]]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "std_type": "object",
+        "from_bus": "uint32",
+        "to_bus": "uint32",
+        "length_km": "float64",
+        "r_ohm_per_km": "float64",
+        "x_ohm_per_km": "float64",
+        "c_nf_per_km": "float64",
+        "g_us_per_km": "float64",
+        "max_i_ka": "float64",
+        "df": "float64",
+        "parallel": "uint32",
+        "type": "object",
+        "in_service": "bool",
+        "max_loading_percent": "float64"
+      }
+    },
+    "trafo": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"std_type\",\"hv_bus\",\"lv_bus\",\"sn_mva\",\"vn_hv_kv\",\"vn_lv_kv\",\"vk_percent\",\"vkr_percent\",\"pfe_kw\",\"i0_percent\",\"shift_degree\",\"tap_side\",\"tap_neutral\",\"tap_min\",\"tap_max\",\"tap_step_percent\",\"tap_step_degree\",\"tap_pos\",\"tap_phase_shifter\",\"parallel\",\"df\",\"in_service\",\"max_loading_percent\"],\"index\":[0,1,2,3,4],\"data\":[[null,null,3,6,9900.0,138.0,14.0,2070.288000000000011,0.0,0.0,0.0,0.0,\"hv\",0,null,null,2.200000000000002,0.0,-1,false,1,1.0,true,100.0],[null,null,3,8,9900.0,138.0,20.0,5506.181999999999789,0.0,0.0,0.0,0.0,\"hv\",0,null,null,3.100000000000003,0.0,-1,false,1,1.0,true,100.0],[null,null,4,5,9900.0,138.0,20.0,2494.998000000000047,0.0,0.0,0.0,0.0,\"hv\",0,null,null,6.799999999999995,0.0,-1,false,1,1.0,true,100.0],[null,null,6,7,9900.0,14.0,12.0,1743.884999999999991,0.0,0.0,0.0,0.0,false,0,null,null,0.0,0.0,0,false,1,1.0,true,100.0],[null,null,8,6,9900.0,20.0,14.0,1089.098999999999933,0.0,0.0,0.0,0.0,false,0,null,null,0.0,0.0,0,false,1,1.0,true,100.0]]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "std_type": "object",
+        "hv_bus": "uint32",
+        "lv_bus": "uint32",
+        "sn_mva": "float64",
+        "vn_hv_kv": "float64",
+        "vn_lv_kv": "float64",
+        "vk_percent": "float64",
+        "vkr_percent": "float64",
+        "pfe_kw": "float64",
+        "i0_percent": "float64",
+        "shift_degree": "float64",
+        "tap_side": "object",
+        "tap_neutral": "int32",
+        "tap_min": "float64",
+        "tap_max": "float64",
+        "tap_step_percent": "float64",
+        "tap_step_degree": "float64",
+        "tap_pos": "int32",
+        "tap_phase_shifter": "bool",
+        "parallel": "uint32",
+        "df": "float64",
+        "in_service": "bool",
+        "max_loading_percent": "float64"
+      }
+    },
+    "trafo3w": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"std_type\",\"hv_bus\",\"mv_bus\",\"lv_bus\",\"sn_hv_mva\",\"sn_mv_mva\",\"sn_lv_mva\",\"vn_hv_kv\",\"vn_mv_kv\",\"vn_lv_kv\",\"vk_hv_percent\",\"vk_mv_percent\",\"vk_lv_percent\",\"vkr_hv_percent\",\"vkr_mv_percent\",\"vkr_lv_percent\",\"pfe_kw\",\"i0_percent\",\"shift_mv_degree\",\"shift_lv_degree\",\"tap_side\",\"tap_neutral\",\"tap_min\",\"tap_max\",\"tap_step_percent\",\"tap_step_degree\",\"tap_pos\",\"tap_at_star_point\",\"in_service\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "std_type": "object",
+        "hv_bus": "uint32",
+        "mv_bus": "uint32",
+        "lv_bus": "uint32",
+        "sn_hv_mva": "float64",
+        "sn_mv_mva": "float64",
+        "sn_lv_mva": "float64",
+        "vn_hv_kv": "float64",
+        "vn_mv_kv": "float64",
+        "vn_lv_kv": "float64",
+        "vk_hv_percent": "float64",
+        "vk_mv_percent": "float64",
+        "vk_lv_percent": "float64",
+        "vkr_hv_percent": "float64",
+        "vkr_mv_percent": "float64",
+        "vkr_lv_percent": "float64",
+        "pfe_kw": "float64",
+        "i0_percent": "float64",
+        "shift_mv_degree": "float64",
+        "shift_lv_degree": "float64",
+        "tap_side": "object",
+        "tap_neutral": "int32",
+        "tap_min": "int32",
+        "tap_max": "int32",
+        "tap_step_percent": "float64",
+        "tap_step_degree": "float64",
+        "tap_pos": "int32",
+        "tap_at_star_point": "bool",
+        "in_service": "bool"
+      }
+    },
+    "impedance": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"from_bus\",\"to_bus\",\"rft_pu\",\"xft_pu\",\"rtf_pu\",\"xtf_pu\",\"sn_mva\",\"in_service\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "from_bus": "uint32",
+        "to_bus": "uint32",
+        "rft_pu": "float64",
+        "xft_pu": "float64",
+        "rtf_pu": "float64",
+        "xtf_pu": "float64",
+        "sn_mva": "float64",
+        "in_service": "bool"
+      }
+    },
+    "dcline": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"from_bus\",\"to_bus\",\"p_mw\",\"loss_percent\",\"loss_mw\",\"vm_from_pu\",\"vm_to_pu\",\"max_p_mw\",\"min_q_from_mvar\",\"min_q_to_mvar\",\"max_q_from_mvar\",\"max_q_to_mvar\",\"in_service\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "from_bus": "uint32",
+        "to_bus": "uint32",
+        "p_mw": "float64",
+        "loss_percent": "float64",
+        "loss_mw": "float64",
+        "vm_from_pu": "float64",
+        "vm_to_pu": "float64",
+        "max_p_mw": "float64",
+        "min_q_from_mvar": "float64",
+        "min_q_to_mvar": "float64",
+        "max_q_from_mvar": "float64",
+        "max_q_to_mvar": "float64",
+        "in_service": "bool"
+      }
+    },
+    "ward": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"bus\",\"ps_mw\",\"qs_mvar\",\"qz_mvar\",\"pz_mw\",\"in_service\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "bus": "uint32",
+        "ps_mw": "float64",
+        "qs_mvar": "float64",
+        "qz_mvar": "float64",
+        "pz_mw": "float64",
+        "in_service": "bool"
+      }
+    },
+    "xward": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"bus\",\"ps_mw\",\"qs_mvar\",\"qz_mvar\",\"pz_mw\",\"r_ohm\",\"x_ohm\",\"vm_pu\",\"in_service\",\"slack_weight\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "bus": "uint32",
+        "ps_mw": "float64",
+        "qs_mvar": "float64",
+        "qz_mvar": "float64",
+        "pz_mw": "float64",
+        "r_ohm": "float64",
+        "x_ohm": "float64",
+        "vm_pu": "float64",
+        "in_service": "bool",
+        "slack_weight": "float64"
+      }
+    },
+    "measurement": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"name\",\"measurement_type\",\"element_type\",\"element\",\"value\",\"std_dev\",\"side\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "name": "object",
+        "measurement_type": "object",
+        "element_type": "object",
+        "element": "uint32",
+        "value": "float64",
+        "std_dev": "float64",
+        "side": "object"
+      }
+    },
+    "pwl_cost": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"power_type\",\"element\",\"et\",\"points\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "power_type": "object",
+        "element": "uint32",
+        "et": "object",
+        "points": "object"
+      }
+    },
+    "poly_cost": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"element\",\"et\",\"cp0_eur\",\"cp1_eur_per_mw\",\"cp2_eur_per_mw2\",\"cq0_eur\",\"cq1_eur_per_mvar\",\"cq2_eur_per_mvar2\"],\"index\":[0,1,2,3,4],\"data\":[[0,\"ext_grid\",0.0,20.0,0.0430293,0.0,0.0,0.0],[0,\"gen\",0.0,20.0,0.25,0.0,0.0,0.0],[1,\"gen\",0.0,40.0,0.01,0.0,0.0,0.0],[2,\"gen\",0.0,40.0,0.01,0.0,0.0,0.0],[3,\"gen\",0.0,40.0,0.01,0.0,0.0,0.0]]}",
+      "orient": "split",
+      "dtype": {
+        "element": "uint32",
+        "et": "object",
+        "cp0_eur": "float64",
+        "cp1_eur_per_mw": "float64",
+        "cp2_eur_per_mw2": "float64",
+        "cq0_eur": "float64",
+        "cq1_eur_per_mvar": "float64",
+        "cq2_eur_per_mvar2": "float64"
+      }
+    },
+    "characteristic": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"object\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "object": "object"
+      }
+    },
+    "controller": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"object\",\"in_service\",\"order\",\"level\",\"initial_run\",\"recycle\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "object": "object",
+        "in_service": "bool",
+        "order": "float64",
+        "level": "object",
+        "initial_run": "bool",
+        "recycle": "object"
+      }
+    },
+    "line_geodata": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"coords\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "coords": "object"
+      }
+    },
+    "bus_geodata": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"x\",\"y\",\"coords\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "x": "float64",
+        "y": "float64",
+        "coords": "object"
+      }
+    },
+    "version": "2.8.0",
+    "converged": false,
+    "name": "",
+    "f_hz": 50,
+    "sn_mva": 100.0,
+    "std_types": {
+      "line": {
+        "NAYY 4x50 SE": {
+          "c_nf_per_km": 210,
+          "r_ohm_per_km": 0.642,
+          "x_ohm_per_km": 0.083,
+          "max_i_ka": 0.142,
+          "type": "cs",
+          "q_mm2": 50,
+          "alpha": 0.00403
+        },
+        "NAYY 4x120 SE": {
+          "c_nf_per_km": 264,
+          "r_ohm_per_km": 0.225,
+          "x_ohm_per_km": 0.08,
+          "max_i_ka": 0.242,
+          "type": "cs",
+          "q_mm2": 120,
+          "alpha": 0.00403
+        },
+        "NAYY 4x150 SE": {
+          "c_nf_per_km": 261,
+          "r_ohm_per_km": 0.208,
+          "x_ohm_per_km": 0.08,
+          "max_i_ka": 0.27,
+          "type": "cs",
+          "q_mm2": 150,
+          "alpha": 0.00403
+        },
+        "NA2XS2Y 1x95 RM/25 12/20 kV": {
+          "c_nf_per_km": 216,
+          "r_ohm_per_km": 0.313,
+          "x_ohm_per_km": 0.132,
+          "max_i_ka": 0.252,
+          "type": "cs",
+          "q_mm2": 95,
+          "alpha": 0.00403
+        },
+        "NA2XS2Y 1x185 RM/25 12/20 kV": {
+          "c_nf_per_km": 273,
+          "r_ohm_per_km": 0.161,
+          "x_ohm_per_km": 0.117,
+          "max_i_ka": 0.362,
+          "type": "cs",
+          "q_mm2": 185,
+          "alpha": 0.00403
+        },
+        "NA2XS2Y 1x240 RM/25 12/20 kV": {
+          "c_nf_per_km": 304,
+          "r_ohm_per_km": 0.122,
+          "x_ohm_per_km": 0.112,
+          "max_i_ka": 0.421,
+          "type": "cs",
+          "q_mm2": 240,
+          "alpha": 0.00403
+        },
+        "NA2XS2Y 1x95 RM/25 6/10 kV": {
+          "c_nf_per_km": 315,
+          "r_ohm_per_km": 0.313,
+          "x_ohm_per_km": 0.123,
+          "max_i_ka": 0.249,
+          "type": "cs",
+          "q_mm2": 95,
+          "alpha": 0.00403
+        },
+        "NA2XS2Y 1x185 RM/25 6/10 kV": {
+          "c_nf_per_km": 406,
+          "r_ohm_per_km": 0.161,
+          "x_ohm_per_km": 0.11,
+          "max_i_ka": 0.358,
+          "type": "cs",
+          "q_mm2": 185,
+          "alpha": 0.00403
+        },
+        "NA2XS2Y 1x240 RM/25 6/10 kV": {
+          "c_nf_per_km": 456,
+          "r_ohm_per_km": 0.122,
+          "x_ohm_per_km": 0.105,
+          "max_i_ka": 0.416,
+          "type": "cs",
+          "q_mm2": 240,
+          "alpha": 0.00403
+        },
+        "NA2XS2Y 1x150 RM/25 12/20 kV": {
+          "c_nf_per_km": 250,
+          "r_ohm_per_km": 0.206,
+          "x_ohm_per_km": 0.116,
+          "max_i_ka": 0.319,
+          "type": "cs",
+          "q_mm2": 150,
+          "alpha": 0.00403
+        },
+        "NA2XS2Y 1x120 RM/25 12/20 kV": {
+          "c_nf_per_km": 230,
+          "r_ohm_per_km": 0.253,
+          "x_ohm_per_km": 0.119,
+          "max_i_ka": 0.283,
+          "type": "cs",
+          "q_mm2": 120,
+          "alpha": 0.00403
+        },
+        "NA2XS2Y 1x70 RM/25 12/20 kV": {
+          "c_nf_per_km": 190,
+          "r_ohm_per_km": 0.443,
+          "x_ohm_per_km": 0.132,
+          "max_i_ka": 0.22,
+          "type": "cs",
+          "q_mm2": 70,
+          "alpha": 0.00403
+        },
+        "NA2XS2Y 1x150 RM/25 6/10 kV": {
+          "c_nf_per_km": 360,
+          "r_ohm_per_km": 0.206,
+          "x_ohm_per_km": 0.11,
+          "max_i_ka": 0.315,
+          "type": "cs",
+          "q_mm2": 150,
+          "alpha": 0.00403
+        },
+        "NA2XS2Y 1x120 RM/25 6/10 kV": {
+          "c_nf_per_km": 340,
+          "r_ohm_per_km": 0.253,
+          "x_ohm_per_km": 0.113,
+          "max_i_ka": 0.28,
+          "type": "cs",
+          "q_mm2": 120,
+          "alpha": 0.00403
+        },
+        "NA2XS2Y 1x70 RM/25 6/10 kV": {
+          "c_nf_per_km": 280,
+          "r_ohm_per_km": 0.443,
+          "x_ohm_per_km": 0.123,
+          "max_i_ka": 0.217,
+          "type": "cs",
+          "q_mm2": 70,
+          "alpha": 0.00403
+        },
+        "N2XS(FL)2Y 1x120 RM/35 64/110 kV": {
+          "c_nf_per_km": 112,
+          "r_ohm_per_km": 0.153,
+          "x_ohm_per_km": 0.166,
+          "max_i_ka": 0.366,
+          "type": "cs",
+          "q_mm2": 120,
+          "alpha": 0.00393
+        },
+        "N2XS(FL)2Y 1x185 RM/35 64/110 kV": {
+          "c_nf_per_km": 125,
+          "r_ohm_per_km": 0.099,
+          "x_ohm_per_km": 0.156,
+          "max_i_ka": 0.457,
+          "type": "cs",
+          "q_mm2": 185,
+          "alpha": 0.00393
+        },
+        "N2XS(FL)2Y 1x240 RM/35 64/110 kV": {
+          "c_nf_per_km": 135,
+          "r_ohm_per_km": 0.075,
+          "x_ohm_per_km": 0.149,
+          "max_i_ka": 0.526,
+          "type": "cs",
+          "q_mm2": 240,
+          "alpha": 0.00393
+        },
+        "N2XS(FL)2Y 1x300 RM/35 64/110 kV": {
+          "c_nf_per_km": 144,
+          "r_ohm_per_km": 0.06,
+          "x_ohm_per_km": 0.144,
+          "max_i_ka": 0.588,
+          "type": "cs",
+          "q_mm2": 300,
+          "alpha": 0.00393
+        },
+        "15-AL1/3-ST1A 0.4": {
+          "c_nf_per_km": 11,
+          "r_ohm_per_km": 1.8769,
+          "x_ohm_per_km": 0.35,
+          "max_i_ka": 0.105,
+          "type": "ol",
+          "q_mm2": 16,
+          "alpha": 0.00403
+        },
+        "24-AL1/4-ST1A 0.4": {
+          "c_nf_per_km": 11.25,
+          "r_ohm_per_km": 1.2012,
+          "x_ohm_per_km": 0.335,
+          "max_i_ka": 0.14,
+          "type": "ol",
+          "q_mm2": 24,
+          "alpha": 0.00403
+        },
+        "48-AL1/8-ST1A 0.4": {
+          "c_nf_per_km": 12.2,
+          "r_ohm_per_km": 0.5939,
+          "x_ohm_per_km": 0.3,
+          "max_i_ka": 0.21,
+          "type": "ol",
+          "q_mm2": 48,
+          "alpha": 0.00403
+        },
+        "94-AL1/15-ST1A 0.4": {
+          "c_nf_per_km": 13.2,
+          "r_ohm_per_km": 0.306,
+          "x_ohm_per_km": 0.29,
+          "max_i_ka": 0.35,
+          "type": "ol",
+          "q_mm2": 94,
+          "alpha": 0.00403
+        },
+        "34-AL1/6-ST1A 10.0": {
+          "c_nf_per_km": 9.7,
+          "r_ohm_per_km": 0.8342,
+          "x_ohm_per_km": 0.36,
+          "max_i_ka": 0.17,
+          "type": "ol",
+          "q_mm2": 34,
+          "alpha": 0.00403
+        },
+        "48-AL1/8-ST1A 10.0": {
+          "c_nf_per_km": 10.1,
+          "r_ohm_per_km": 0.5939,
+          "x_ohm_per_km": 0.35,
+          "max_i_ka": 0.21,
+          "type": "ol",
+          "q_mm2": 48,
+          "alpha": 0.00403
+        },
+        "70-AL1/11-ST1A 10.0": {
+          "c_nf_per_km": 10.4,
+          "r_ohm_per_km": 0.4132,
+          "x_ohm_per_km": 0.339,
+          "max_i_ka": 0.29,
+          "type": "ol",
+          "q_mm2": 70,
+          "alpha": 0.00403
+        },
+        "94-AL1/15-ST1A 10.0": {
+          "c_nf_per_km": 10.75,
+          "r_ohm_per_km": 0.306,
+          "x_ohm_per_km": 0.33,
+          "max_i_ka": 0.35,
+          "type": "ol",
+          "q_mm2": 94,
+          "alpha": 0.00403
+        },
+        "122-AL1/20-ST1A 10.0": {
+          "c_nf_per_km": 11.1,
+          "r_ohm_per_km": 0.2376,
+          "x_ohm_per_km": 0.323,
+          "max_i_ka": 0.41,
+          "type": "ol",
+          "q_mm2": 122,
+          "alpha": 0.00403
+        },
+        "149-AL1/24-ST1A 10.0": {
+          "c_nf_per_km": 11.25,
+          "r_ohm_per_km": 0.194,
+          "x_ohm_per_km": 0.315,
+          "max_i_ka": 0.47,
+          "type": "ol",
+          "q_mm2": 149,
+          "alpha": 0.00403
+        },
+        "34-AL1/6-ST1A 20.0": {
+          "c_nf_per_km": 9.15,
+          "r_ohm_per_km": 0.8342,
+          "x_ohm_per_km": 0.382,
+          "max_i_ka": 0.17,
+          "type": "ol",
+          "q_mm2": 34,
+          "alpha": 0.00403
+        },
+        "48-AL1/8-ST1A 20.0": {
+          "c_nf_per_km": 9.5,
+          "r_ohm_per_km": 0.5939,
+          "x_ohm_per_km": 0.372,
+          "max_i_ka": 0.21,
+          "type": "ol",
+          "q_mm2": 48,
+          "alpha": 0.00403
+        },
+        "70-AL1/11-ST1A 20.0": {
+          "c_nf_per_km": 9.7,
+          "r_ohm_per_km": 0.4132,
+          "x_ohm_per_km": 0.36,
+          "max_i_ka": 0.29,
+          "type": "ol",
+          "q_mm2": 70,
+          "alpha": 0.00403
+        },
+        "94-AL1/15-ST1A 20.0": {
+          "c_nf_per_km": 10,
+          "r_ohm_per_km": 0.306,
+          "x_ohm_per_km": 0.35,
+          "max_i_ka": 0.35,
+          "type": "ol",
+          "q_mm2": 94,
+          "alpha": 0.00403
+        },
+        "122-AL1/20-ST1A 20.0": {
+          "c_nf_per_km": 10.3,
+          "r_ohm_per_km": 0.2376,
+          "x_ohm_per_km": 0.344,
+          "max_i_ka": 0.41,
+          "type": "ol",
+          "q_mm2": 122,
+          "alpha": 0.00403
+        },
+        "149-AL1/24-ST1A 20.0": {
+          "c_nf_per_km": 10.5,
+          "r_ohm_per_km": 0.194,
+          "x_ohm_per_km": 0.337,
+          "max_i_ka": 0.47,
+          "type": "ol",
+          "q_mm2": 149,
+          "alpha": 0.00403
+        },
+        "184-AL1/30-ST1A 20.0": {
+          "c_nf_per_km": 10.75,
+          "r_ohm_per_km": 0.1571,
+          "x_ohm_per_km": 0.33,
+          "max_i_ka": 0.535,
+          "type": "ol",
+          "q_mm2": 184,
+          "alpha": 0.00403
+        },
+        "243-AL1/39-ST1A 20.0": {
+          "c_nf_per_km": 11,
+          "r_ohm_per_km": 0.1188,
+          "x_ohm_per_km": 0.32,
+          "max_i_ka": 0.645,
+          "type": "ol",
+          "q_mm2": 243,
+          "alpha": 0.00403
+        },
+        "48-AL1/8-ST1A 110.0": {
+          "c_nf_per_km": 8,
+          "r_ohm_per_km": 0.5939,
+          "x_ohm_per_km": 0.46,
+          "max_i_ka": 0.21,
+          "type": "ol",
+          "q_mm2": 48,
+          "alpha": 0.00403
+        },
+        "70-AL1/11-ST1A 110.0": {
+          "c_nf_per_km": 8.4,
+          "r_ohm_per_km": 0.4132,
+          "x_ohm_per_km": 0.45,
+          "max_i_ka": 0.29,
+          "type": "ol",
+          "q_mm2": 70,
+          "alpha": 0.00403
+        },
+        "94-AL1/15-ST1A 110.0": {
+          "c_nf_per_km": 8.65,
+          "r_ohm_per_km": 0.306,
+          "x_ohm_per_km": 0.44,
+          "max_i_ka": 0.35,
+          "type": "ol",
+          "q_mm2": 94,
+          "alpha": 0.00403
+        },
+        "122-AL1/20-ST1A 110.0": {
+          "c_nf_per_km": 8.5,
+          "r_ohm_per_km": 0.2376,
+          "x_ohm_per_km": 0.43,
+          "max_i_ka": 0.41,
+          "type": "ol",
+          "q_mm2": 122,
+          "alpha": 0.00403
+        },
+        "149-AL1/24-ST1A 110.0": {
+          "c_nf_per_km": 8.75,
+          "r_ohm_per_km": 0.194,
+          "x_ohm_per_km": 0.41,
+          "max_i_ka": 0.47,
+          "type": "ol",
+          "q_mm2": 149,
+          "alpha": 0.00403
+        },
+        "184-AL1/30-ST1A 110.0": {
+          "c_nf_per_km": 8.8,
+          "r_ohm_per_km": 0.1571,
+          "x_ohm_per_km": 0.4,
+          "max_i_ka": 0.535,
+          "type": "ol",
+          "q_mm2": 184,
+          "alpha": 0.00403
+        },
+        "243-AL1/39-ST1A 110.0": {
+          "c_nf_per_km": 9,
+          "r_ohm_per_km": 0.1188,
+          "x_ohm_per_km": 0.39,
+          "max_i_ka": 0.645,
+          "type": "ol",
+          "q_mm2": 243,
+          "alpha": 0.00403
+        },
+        "305-AL1/39-ST1A 110.0": {
+          "c_nf_per_km": 9.2,
+          "r_ohm_per_km": 0.0949,
+          "x_ohm_per_km": 0.38,
+          "max_i_ka": 0.74,
+          "type": "ol",
+          "q_mm2": 305,
+          "alpha": 0.00403
+        },
+        "490-AL1/64-ST1A 110.0": {
+          "c_nf_per_km": 9.75,
+          "r_ohm_per_km": 0.059,
+          "x_ohm_per_km": 0.37,
+          "max_i_ka": 0.96,
+          "type": "ol",
+          "q_mm2": 490,
+          "alpha": 0.00403
+        },
+        "679-AL1/86-ST1A 110.0": {
+          "c_nf_per_km": 9.95,
+          "r_ohm_per_km": 0.042,
+          "x_ohm_per_km": 0.36,
+          "max_i_ka": 1.15,
+          "type": "ol",
+          "q_mm2": 679,
+          "alpha": 0.00403
+        },
+        "490-AL1/64-ST1A 220.0": {
+          "c_nf_per_km": 10,
+          "r_ohm_per_km": 0.059,
+          "x_ohm_per_km": 0.285,
+          "max_i_ka": 0.96,
+          "type": "ol",
+          "q_mm2": 490,
+          "alpha": 0.00403
+        },
+        "679-AL1/86-ST1A 220.0": {
+          "c_nf_per_km": 11.7,
+          "r_ohm_per_km": 0.042,
+          "x_ohm_per_km": 0.275,
+          "max_i_ka": 1.15,
+          "type": "ol",
+          "q_mm2": 679,
+          "alpha": 0.00403
+        },
+        "490-AL1/64-ST1A 380.0": {
+          "c_nf_per_km": 11,
+          "r_ohm_per_km": 0.059,
+          "x_ohm_per_km": 0.253,
+          "max_i_ka": 0.96,
+          "type": "ol",
+          "q_mm2": 490,
+          "alpha": 0.00403
+        },
+        "679-AL1/86-ST1A 380.0": {
+          "c_nf_per_km": 14.6,
+          "r_ohm_per_km": 0.042,
+          "x_ohm_per_km": 0.25,
+          "max_i_ka": 1.15,
+          "type": "ol",
+          "q_mm2": 679,
+          "alpha": 0.00403
+        }
+      },
+      "trafo": {
+        "160 MVA 380/110 kV": {
+          "i0_percent": 0.06,
+          "pfe_kw": 60,
+          "vkr_percent": 0.25,
+          "sn_mva": 160,
+          "vn_lv_kv": 110.0,
+          "vn_hv_kv": 380.0,
+          "vk_percent": 12.2,
+          "shift_degree": 0,
+          "vector_group": "Yy0",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -9,
+          "tap_max": 9,
+          "tap_step_degree": 0,
+          "tap_step_percent": 1.5,
+          "tap_phase_shifter": false
+        },
+        "100 MVA 220/110 kV": {
+          "i0_percent": 0.06,
+          "pfe_kw": 55,
+          "vkr_percent": 0.26,
+          "sn_mva": 100,
+          "vn_lv_kv": 110.0,
+          "vn_hv_kv": 220.0,
+          "vk_percent": 12.0,
+          "shift_degree": 0,
+          "vector_group": "Yy0",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -9,
+          "tap_max": 9,
+          "tap_step_degree": 0,
+          "tap_step_percent": 1.5,
+          "tap_phase_shifter": false
+        },
+        "63 MVA 110/20 kV": {
+          "i0_percent": 0.04,
+          "pfe_kw": 22,
+          "vkr_percent": 0.32,
+          "sn_mva": 63,
+          "vn_lv_kv": 20.0,
+          "vn_hv_kv": 110.0,
+          "vk_percent": 18,
+          "shift_degree": 150,
+          "vector_group": "YNd5",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -9,
+          "tap_max": 9,
+          "tap_step_degree": 0,
+          "tap_step_percent": 1.5,
+          "tap_phase_shifter": false
+        },
+        "40 MVA 110/20 kV": {
+          "i0_percent": 0.05,
+          "pfe_kw": 18,
+          "vkr_percent": 0.34,
+          "sn_mva": 40,
+          "vn_lv_kv": 20.0,
+          "vn_hv_kv": 110.0,
+          "vk_percent": 16.2,
+          "shift_degree": 150,
+          "vector_group": "YNd5",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -9,
+          "tap_max": 9,
+          "tap_step_degree": 0,
+          "tap_step_percent": 1.5,
+          "tap_phase_shifter": false
+        },
+        "25 MVA 110/20 kV": {
+          "i0_percent": 0.07,
+          "pfe_kw": 14,
+          "vkr_percent": 0.41,
+          "sn_mva": 25,
+          "vn_lv_kv": 20.0,
+          "vn_hv_kv": 110.0,
+          "vk_percent": 12,
+          "shift_degree": 150,
+          "vector_group": "YNd5",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -9,
+          "tap_max": 9,
+          "tap_step_degree": 0,
+          "tap_step_percent": 1.5,
+          "tap_phase_shifter": false
+        },
+        "63 MVA 110/10 kV": {
+          "sn_mva": 63,
+          "vn_hv_kv": 110,
+          "vn_lv_kv": 10,
+          "vk_percent": 18,
+          "vkr_percent": 0.32,
+          "pfe_kw": 22,
+          "i0_percent": 0.04,
+          "shift_degree": 150,
+          "vector_group": "YNd5",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -9,
+          "tap_max": 9,
+          "tap_step_degree": 0,
+          "tap_step_percent": 1.5,
+          "tap_phase_shifter": false
+        },
+        "40 MVA 110/10 kV": {
+          "sn_mva": 40,
+          "vn_hv_kv": 110,
+          "vn_lv_kv": 10,
+          "vk_percent": 16.2,
+          "vkr_percent": 0.34,
+          "pfe_kw": 18,
+          "i0_percent": 0.05,
+          "shift_degree": 150,
+          "vector_group": "YNd5",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -9,
+          "tap_max": 9,
+          "tap_step_degree": 0,
+          "tap_step_percent": 1.5,
+          "tap_phase_shifter": false
+        },
+        "25 MVA 110/10 kV": {
+          "sn_mva": 25,
+          "vn_hv_kv": 110,
+          "vn_lv_kv": 10,
+          "vk_percent": 12,
+          "vkr_percent": 0.41,
+          "pfe_kw": 14,
+          "i0_percent": 0.07,
+          "shift_degree": 150,
+          "vector_group": "YNd5",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -9,
+          "tap_max": 9,
+          "tap_step_degree": 0,
+          "tap_step_percent": 1.5,
+          "tap_phase_shifter": false
+        },
+        "0.25 MVA 20/0.4 kV": {
+          "sn_mva": 0.25,
+          "vn_hv_kv": 20,
+          "vn_lv_kv": 0.4,
+          "vk_percent": 6,
+          "vkr_percent": 1.44,
+          "pfe_kw": 0.8,
+          "i0_percent": 0.32,
+          "shift_degree": 150,
+          "vector_group": "Yzn5",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -2,
+          "tap_max": 2,
+          "tap_step_degree": 0,
+          "tap_step_percent": 2.5,
+          "tap_phase_shifter": false
+        },
+        "0.4 MVA 20/0.4 kV": {
+          "sn_mva": 0.4,
+          "vn_hv_kv": 20,
+          "vn_lv_kv": 0.4,
+          "vk_percent": 6,
+          "vkr_percent": 1.425,
+          "pfe_kw": 1.35,
+          "i0_percent": 0.3375,
+          "shift_degree": 150,
+          "vector_group": "Dyn5",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -2,
+          "tap_max": 2,
+          "tap_step_degree": 0,
+          "tap_step_percent": 2.5,
+          "tap_phase_shifter": false
+        },
+        "0.63 MVA 20/0.4 kV": {
+          "sn_mva": 0.63,
+          "vn_hv_kv": 20,
+          "vn_lv_kv": 0.4,
+          "vk_percent": 6,
+          "vkr_percent": 1.206,
+          "pfe_kw": 1.65,
+          "i0_percent": 0.2619,
+          "shift_degree": 150,
+          "vector_group": "Dyn5",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -2,
+          "tap_max": 2,
+          "tap_step_degree": 0,
+          "tap_step_percent": 2.5,
+          "tap_phase_shifter": false
+        },
+        "0.25 MVA 10/0.4 kV": {
+          "sn_mva": 0.25,
+          "vn_hv_kv": 10,
+          "vn_lv_kv": 0.4,
+          "vk_percent": 4,
+          "vkr_percent": 1.2,
+          "pfe_kw": 0.6,
+          "i0_percent": 0.24,
+          "shift_degree": 150,
+          "vector_group": "Dyn5",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -2,
+          "tap_max": 2,
+          "tap_step_degree": 0,
+          "tap_step_percent": 2.5,
+          "tap_phase_shifter": false
+        },
+        "0.4 MVA 10/0.4 kV": {
+          "sn_mva": 0.4,
+          "vn_hv_kv": 10,
+          "vn_lv_kv": 0.4,
+          "vk_percent": 4,
+          "vkr_percent": 1.325,
+          "pfe_kw": 0.95,
+          "i0_percent": 0.2375,
+          "shift_degree": 150,
+          "vector_group": "Dyn5",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -2,
+          "tap_max": 2,
+          "tap_step_degree": 0,
+          "tap_step_percent": 2.5,
+          "tap_phase_shifter": false
+        },
+        "0.63 MVA 10/0.4 kV": {
+          "sn_mva": 0.63,
+          "vn_hv_kv": 10,
+          "vn_lv_kv": 0.4,
+          "vk_percent": 4,
+          "vkr_percent": 1.0794,
+          "pfe_kw": 1.18,
+          "i0_percent": 0.1873,
+          "shift_degree": 150,
+          "vector_group": "Dyn5",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -2,
+          "tap_max": 2,
+          "tap_step_degree": 0,
+          "tap_step_percent": 2.5,
+          "tap_phase_shifter": false
+        }
+      },
+      "trafo3w": {
+        "63/25/38 MVA 110/20/10 kV": {
+          "sn_hv_mva": 63,
+          "sn_mv_mva": 25,
+          "sn_lv_mva": 38,
+          "vn_hv_kv": 110,
+          "vn_mv_kv": 20,
+          "vn_lv_kv": 10,
+          "vk_hv_percent": 10.4,
+          "vk_mv_percent": 10.4,
+          "vk_lv_percent": 10.4,
+          "vkr_hv_percent": 0.28,
+          "vkr_mv_percent": 0.32,
+          "vkr_lv_percent": 0.35,
+          "pfe_kw": 35,
+          "i0_percent": 0.89,
+          "shift_mv_degree": 0,
+          "shift_lv_degree": 0,
+          "vector_group": "YN0yn0yn0",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -10,
+          "tap_max": 10,
+          "tap_step_percent": 1.2
+        },
+        "63/25/38 MVA 110/10/10 kV": {
+          "sn_hv_mva": 63,
+          "sn_mv_mva": 25,
+          "sn_lv_mva": 38,
+          "vn_hv_kv": 110,
+          "vn_mv_kv": 10,
+          "vn_lv_kv": 10,
+          "vk_hv_percent": 10.4,
+          "vk_mv_percent": 10.4,
+          "vk_lv_percent": 10.4,
+          "vkr_hv_percent": 0.28,
+          "vkr_mv_percent": 0.32,
+          "vkr_lv_percent": 0.35,
+          "pfe_kw": 35,
+          "i0_percent": 0.89,
+          "shift_mv_degree": 0,
+          "shift_lv_degree": 0,
+          "vector_group": "YN0yn0yn0",
+          "tap_side": "hv",
+          "tap_neutral": 0,
+          "tap_min": -10,
+          "tap_max": 10,
+          "tap_step_percent": 1.2
+        }
+      }
+    },
+    "res_bus": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"vm_pu\",\"va_degree\",\"p_mw\",\"q_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "vm_pu": "float64",
+        "va_degree": "float64",
+        "p_mw": "float64",
+        "q_mvar": "float64"
+      }
+    },
+    "res_line": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_from_mw\",\"q_from_mvar\",\"p_to_mw\",\"q_to_mvar\",\"pl_mw\",\"ql_mvar\",\"i_from_ka\",\"i_to_ka\",\"i_ka\",\"vm_from_pu\",\"va_from_degree\",\"vm_to_pu\",\"va_to_degree\",\"loading_percent\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_from_mw": "float64",
+        "q_from_mvar": "float64",
+        "p_to_mw": "float64",
+        "q_to_mvar": "float64",
+        "pl_mw": "float64",
+        "ql_mvar": "float64",
+        "i_from_ka": "float64",
+        "i_to_ka": "float64",
+        "i_ka": "float64",
+        "vm_from_pu": "float64",
+        "va_from_degree": "float64",
+        "vm_to_pu": "float64",
+        "va_to_degree": "float64",
+        "loading_percent": "float64"
+      }
+    },
+    "res_trafo": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_hv_mw\",\"q_hv_mvar\",\"p_lv_mw\",\"q_lv_mvar\",\"pl_mw\",\"ql_mvar\",\"i_hv_ka\",\"i_lv_ka\",\"vm_hv_pu\",\"va_hv_degree\",\"vm_lv_pu\",\"va_lv_degree\",\"loading_percent\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_hv_mw": "float64",
+        "q_hv_mvar": "float64",
+        "p_lv_mw": "float64",
+        "q_lv_mvar": "float64",
+        "pl_mw": "float64",
+        "ql_mvar": "float64",
+        "i_hv_ka": "float64",
+        "i_lv_ka": "float64",
+        "vm_hv_pu": "float64",
+        "va_hv_degree": "float64",
+        "vm_lv_pu": "float64",
+        "va_lv_degree": "float64",
+        "loading_percent": "float64"
+      }
+    },
+    "res_trafo3w": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_hv_mw\",\"q_hv_mvar\",\"p_mv_mw\",\"q_mv_mvar\",\"p_lv_mw\",\"q_lv_mvar\",\"pl_mw\",\"ql_mvar\",\"i_hv_ka\",\"i_mv_ka\",\"i_lv_ka\",\"vm_hv_pu\",\"va_hv_degree\",\"vm_mv_pu\",\"va_mv_degree\",\"vm_lv_pu\",\"va_lv_degree\",\"va_internal_degree\",\"vm_internal_pu\",\"loading_percent\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_hv_mw": "float64",
+        "q_hv_mvar": "float64",
+        "p_mv_mw": "float64",
+        "q_mv_mvar": "float64",
+        "p_lv_mw": "float64",
+        "q_lv_mvar": "float64",
+        "pl_mw": "float64",
+        "ql_mvar": "float64",
+        "i_hv_ka": "float64",
+        "i_mv_ka": "float64",
+        "i_lv_ka": "float64",
+        "vm_hv_pu": "float64",
+        "va_hv_degree": "float64",
+        "vm_mv_pu": "float64",
+        "va_mv_degree": "float64",
+        "vm_lv_pu": "float64",
+        "va_lv_degree": "float64",
+        "va_internal_degree": "float64",
+        "vm_internal_pu": "float64",
+        "loading_percent": "float64"
+      }
+    },
+    "res_impedance": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_from_mw\",\"q_from_mvar\",\"p_to_mw\",\"q_to_mvar\",\"pl_mw\",\"ql_mvar\",\"i_from_ka\",\"i_to_ka\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_from_mw": "float64",
+        "q_from_mvar": "float64",
+        "p_to_mw": "float64",
+        "q_to_mvar": "float64",
+        "pl_mw": "float64",
+        "ql_mvar": "float64",
+        "i_from_ka": "float64",
+        "i_to_ka": "float64"
+      }
+    },
+    "res_ext_grid": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_mw\",\"q_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_mw": "float64",
+        "q_mvar": "float64"
+      }
+    },
+    "res_load": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_mw\",\"q_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_mw": "float64",
+        "q_mvar": "float64"
+      }
+    },
+    "res_motor": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_mw\",\"q_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_mw": "float64",
+        "q_mvar": "float64"
+      }
+    },
+    "res_sgen": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_mw\",\"q_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_mw": "float64",
+        "q_mvar": "float64"
+      }
+    },
+    "res_storage": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_mw\",\"q_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_mw": "float64",
+        "q_mvar": "float64"
+      }
+    },
+    "res_shunt": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_mw\",\"q_mvar\",\"vm_pu\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_mw": "float64",
+        "q_mvar": "float64",
+        "vm_pu": "float64"
+      }
+    },
+    "res_gen": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_mw\",\"q_mvar\",\"va_degree\",\"vm_pu\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_mw": "float64",
+        "q_mvar": "float64",
+        "va_degree": "float64",
+        "vm_pu": "float64"
+      }
+    },
+    "res_ward": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_mw\",\"q_mvar\",\"vm_pu\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_mw": "float64",
+        "q_mvar": "float64",
+        "vm_pu": "float64"
+      }
+    },
+    "res_xward": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_mw\",\"q_mvar\",\"vm_pu\",\"va_internal_degree\",\"vm_internal_pu\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_mw": "float64",
+        "q_mvar": "float64",
+        "vm_pu": "float64",
+        "va_internal_degree": "float64",
+        "vm_internal_pu": "float64"
+      }
+    },
+    "res_dcline": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_from_mw\",\"q_from_mvar\",\"p_to_mw\",\"q_to_mvar\",\"pl_mw\",\"vm_from_pu\",\"va_from_degree\",\"vm_to_pu\",\"va_to_degree\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_from_mw": "float64",
+        "q_from_mvar": "float64",
+        "p_to_mw": "float64",
+        "q_to_mvar": "float64",
+        "pl_mw": "float64",
+        "vm_from_pu": "float64",
+        "va_from_degree": "float64",
+        "vm_to_pu": "float64",
+        "va_to_degree": "float64"
+      }
+    },
+    "res_asymmetric_load": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_mw\",\"q_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_mw": "float64",
+        "q_mvar": "float64"
+      }
+    },
+    "res_asymmetric_sgen": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_mw\",\"q_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_mw": "float64",
+        "q_mvar": "float64"
+      }
+    },
+    "res_bus_est": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"vm_pu\",\"va_degree\",\"p_mw\",\"q_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "vm_pu": "float64",
+        "va_degree": "float64",
+        "p_mw": "float64",
+        "q_mvar": "float64"
+      }
+    },
+    "res_line_est": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_from_mw\",\"q_from_mvar\",\"p_to_mw\",\"q_to_mvar\",\"pl_mw\",\"ql_mvar\",\"i_from_ka\",\"i_to_ka\",\"i_ka\",\"vm_from_pu\",\"va_from_degree\",\"vm_to_pu\",\"va_to_degree\",\"loading_percent\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_from_mw": "float64",
+        "q_from_mvar": "float64",
+        "p_to_mw": "float64",
+        "q_to_mvar": "float64",
+        "pl_mw": "float64",
+        "ql_mvar": "float64",
+        "i_from_ka": "float64",
+        "i_to_ka": "float64",
+        "i_ka": "float64",
+        "vm_from_pu": "float64",
+        "va_from_degree": "float64",
+        "vm_to_pu": "float64",
+        "va_to_degree": "float64",
+        "loading_percent": "float64"
+      }
+    },
+    "res_trafo_est": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_hv_mw\",\"q_hv_mvar\",\"p_lv_mw\",\"q_lv_mvar\",\"pl_mw\",\"ql_mvar\",\"i_hv_ka\",\"i_lv_ka\",\"vm_hv_pu\",\"va_hv_degree\",\"vm_lv_pu\",\"va_lv_degree\",\"loading_percent\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_hv_mw": "float64",
+        "q_hv_mvar": "float64",
+        "p_lv_mw": "float64",
+        "q_lv_mvar": "float64",
+        "pl_mw": "float64",
+        "ql_mvar": "float64",
+        "i_hv_ka": "float64",
+        "i_lv_ka": "float64",
+        "vm_hv_pu": "float64",
+        "va_hv_degree": "float64",
+        "vm_lv_pu": "float64",
+        "va_lv_degree": "float64",
+        "loading_percent": "float64"
+      }
+    },
+    "res_trafo3w_est": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_hv_mw\",\"q_hv_mvar\",\"p_mv_mw\",\"q_mv_mvar\",\"p_lv_mw\",\"q_lv_mvar\",\"pl_mw\",\"ql_mvar\",\"i_hv_ka\",\"i_mv_ka\",\"i_lv_ka\",\"vm_hv_pu\",\"va_hv_degree\",\"vm_mv_pu\",\"va_mv_degree\",\"vm_lv_pu\",\"va_lv_degree\",\"va_internal_degree\",\"vm_internal_pu\",\"loading_percent\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_hv_mw": "float64",
+        "q_hv_mvar": "float64",
+        "p_mv_mw": "float64",
+        "q_mv_mvar": "float64",
+        "p_lv_mw": "float64",
+        "q_lv_mvar": "float64",
+        "pl_mw": "float64",
+        "ql_mvar": "float64",
+        "i_hv_ka": "float64",
+        "i_mv_ka": "float64",
+        "i_lv_ka": "float64",
+        "vm_hv_pu": "float64",
+        "va_hv_degree": "float64",
+        "vm_mv_pu": "float64",
+        "va_mv_degree": "float64",
+        "vm_lv_pu": "float64",
+        "va_lv_degree": "float64",
+        "va_internal_degree": "float64",
+        "vm_internal_pu": "float64",
+        "loading_percent": "float64"
+      }
+    },
+    "res_impedance_est": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_from_mw\",\"q_from_mvar\",\"p_to_mw\",\"q_to_mvar\",\"pl_mw\",\"ql_mvar\",\"i_from_ka\",\"i_to_ka\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_from_mw": "float64",
+        "q_from_mvar": "float64",
+        "p_to_mw": "float64",
+        "q_to_mvar": "float64",
+        "pl_mw": "float64",
+        "ql_mvar": "float64",
+        "i_from_ka": "float64",
+        "i_to_ka": "float64"
+      }
+    },
+    "res_bus_sc": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[],\"index\":[],\"data\":[]}",
+      "orient": "split"
+    },
+    "res_line_sc": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[],\"index\":[],\"data\":[]}",
+      "orient": "split"
+    },
+    "res_trafo_sc": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[],\"index\":[],\"data\":[]}",
+      "orient": "split"
+    },
+    "res_trafo3w_sc": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[],\"index\":[],\"data\":[]}",
+      "orient": "split"
+    },
+    "res_ext_grid_sc": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[],\"index\":[],\"data\":[]}",
+      "orient": "split"
+    },
+    "res_gen_sc": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[],\"index\":[],\"data\":[]}",
+      "orient": "split"
+    },
+    "res_sgen_sc": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[],\"index\":[],\"data\":[]}",
+      "orient": "split"
+    },
+    "res_bus_3ph": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"vm_a_pu\",\"va_a_degree\",\"vm_b_pu\",\"va_b_degree\",\"vm_c_pu\",\"va_c_degree\",\"p_a_mw\",\"q_a_mvar\",\"p_b_mw\",\"q_b_mvar\",\"p_c_mw\",\"q_c_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "vm_a_pu": "float64",
+        "va_a_degree": "float64",
+        "vm_b_pu": "float64",
+        "va_b_degree": "float64",
+        "vm_c_pu": "float64",
+        "va_c_degree": "float64",
+        "p_a_mw": "float64",
+        "q_a_mvar": "float64",
+        "p_b_mw": "float64",
+        "q_b_mvar": "float64",
+        "p_c_mw": "float64",
+        "q_c_mvar": "float64"
+      }
+    },
+    "res_line_3ph": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_a_from_mw\",\"q_a_from_mvar\",\"p_b_from_mw\",\"q_b_from_mvar\",\"q_c_from_mvar\",\"p_a_to_mw\",\"q_a_to_mvar\",\"p_b_to_mw\",\"q_b_to_mvar\",\"p_c_to_mw\",\"q_c_to_mvar\",\"p_a_l_mw\",\"q_a_l_mvar\",\"p_b_l_mw\",\"q_b_l_mvar\",\"p_c_l_mw\",\"q_c_l_mvar\",\"i_a_from_ka\",\"i_a_to_ka\",\"i_b_from_ka\",\"i_b_to_ka\",\"i_c_from_ka\",\"i_c_to_ka\",\"i_a_ka\",\"i_b_ka\",\"i_c_ka\",\"i_n_from_ka\",\"i_n_to_ka\",\"i_n_ka\",\"loading_a_percent\",\"loading_b_percent\",\"loading_c_percent\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_a_from_mw": "float64",
+        "q_a_from_mvar": "float64",
+        "p_b_from_mw": "float64",
+        "q_b_from_mvar": "float64",
+        "q_c_from_mvar": "float64",
+        "p_a_to_mw": "float64",
+        "q_a_to_mvar": "float64",
+        "p_b_to_mw": "float64",
+        "q_b_to_mvar": "float64",
+        "p_c_to_mw": "float64",
+        "q_c_to_mvar": "float64",
+        "p_a_l_mw": "float64",
+        "q_a_l_mvar": "float64",
+        "p_b_l_mw": "float64",
+        "q_b_l_mvar": "float64",
+        "p_c_l_mw": "float64",
+        "q_c_l_mvar": "float64",
+        "i_a_from_ka": "float64",
+        "i_a_to_ka": "float64",
+        "i_b_from_ka": "float64",
+        "i_b_to_ka": "float64",
+        "i_c_from_ka": "float64",
+        "i_c_to_ka": "float64",
+        "i_a_ka": "float64",
+        "i_b_ka": "float64",
+        "i_c_ka": "float64",
+        "i_n_from_ka": "float64",
+        "i_n_to_ka": "float64",
+        "i_n_ka": "float64",
+        "loading_a_percent": "float64",
+        "loading_b_percent": "float64",
+        "loading_c_percent": "float64"
+      }
+    },
+    "res_trafo_3ph": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_a_hv_mw\",\"q_a_hv_mvar\",\"p_b_hv_mw\",\"q_b_hv_mvar\",\"p_c_hv_mw\",\"q_c_hv_mvar\",\"p_a_lv_mw\",\"q_a_lv_mvar\",\"p_b_lv_mw\",\"q_b_lv_mvar\",\"p_c_lv_mw\",\"q_c_lv_mvar\",\"p_a_l_mw\",\"q_a_l_mvar\",\"p_b_l_mw\",\"q_b_l_mvar\",\"p_c_l_mw\",\"q_c_l_mvar\",\"i_a_hv_ka\",\"i_a_lv_ka\",\"i_b_hv_ka\",\"i_b_lv_ka\",\"i_c_hv_ka\",\"i_c_lv_ka\",\"loading_a_percent\",\"loading_b_percent\",\"loading_c_percent\",\"loading_percent\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_a_hv_mw": "float64",
+        "q_a_hv_mvar": "float64",
+        "p_b_hv_mw": "float64",
+        "q_b_hv_mvar": "float64",
+        "p_c_hv_mw": "float64",
+        "q_c_hv_mvar": "float64",
+        "p_a_lv_mw": "float64",
+        "q_a_lv_mvar": "float64",
+        "p_b_lv_mw": "float64",
+        "q_b_lv_mvar": "float64",
+        "p_c_lv_mw": "float64",
+        "q_c_lv_mvar": "float64",
+        "p_a_l_mw": "float64",
+        "q_a_l_mvar": "float64",
+        "p_b_l_mw": "float64",
+        "q_b_l_mvar": "float64",
+        "p_c_l_mw": "float64",
+        "q_c_l_mvar": "float64",
+        "i_a_hv_ka": "float64",
+        "i_a_lv_ka": "float64",
+        "i_b_hv_ka": "float64",
+        "i_b_lv_ka": "float64",
+        "i_c_hv_ka": "float64",
+        "i_c_lv_ka": "float64",
+        "loading_a_percent": "float64",
+        "loading_b_percent": "float64",
+        "loading_c_percent": "float64",
+        "loading_percent": "float64"
+      }
+    },
+    "res_ext_grid_3ph": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_a_mw\",\"q_a_mvar\",\"p_b_mw\",\"q_b_mvar\",\"p_c_mw\",\"q_c_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_a_mw": "float64",
+        "q_a_mvar": "float64",
+        "p_b_mw": "float64",
+        "q_b_mvar": "float64",
+        "p_c_mw": "float64",
+        "q_c_mvar": "float64"
+      }
+    },
+    "res_shunt_3ph": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[],\"index\":[],\"data\":[]}",
+      "orient": "split"
+    },
+    "res_load_3ph": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_mw\",\"q_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_mw": "float64",
+        "q_mvar": "float64"
+      }
+    },
+    "res_sgen_3ph": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_mw\",\"q_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_mw": "float64",
+        "q_mvar": "float64"
+      }
+    },
+    "res_storage_3ph": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_mw\",\"q_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_mw": "float64",
+        "q_mvar": "float64"
+      }
+    },
+    "res_asymmetric_load_3ph": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_a_mw\",\"q_a_mvar\",\"p_b_mw\",\"q_b_mvar\",\"p_c_mw\",\"q_c_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_a_mw": "float64",
+        "q_a_mvar": "float64",
+        "p_b_mw": "float64",
+        "q_b_mvar": "float64",
+        "p_c_mw": "float64",
+        "q_c_mvar": "float64"
+      }
+    },
+    "res_asymmetric_sgen_3ph": {
+      "_module": "pandas.core.frame",
+      "_class": "DataFrame",
+      "_object": "{\"columns\":[\"p_a_mw\",\"q_a_mvar\",\"p_b_mw\",\"q_b_mvar\",\"p_c_mw\",\"q_c_mvar\"],\"index\":[],\"data\":[]}",
+      "orient": "split",
+      "dtype": {
+        "p_a_mw": "float64",
+        "q_a_mvar": "float64",
+        "p_b_mw": "float64",
+        "q_b_mvar": "float64",
+        "p_c_mw": "float64",
+        "q_c_mvar": "float64"
+      }
+    },
+    "user_pf_options": {}
+  }
+}
\ No newline at end of file
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/grid_layout.json b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/grid_layout.json
new file mode 100644
index 0000000..1ef8153
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/grid_layout.json
@@ -0,0 +1,58 @@
+{
+  "sub_BUS-1": [
+    -280.0,
+    -81.0
+  ],
+  "sub_BUS-2": [
+    -100.0,
+    -270.0
+  ],
+  "sub_BUS-3": [
+    366.0,
+    -270.0
+  ],
+  "sub_BUS-4": [
+    366.0,
+    -54.0
+  ],
+  "sub_BUS-5": [
+    -64.0,
+    -54.0
+  ],
+  "sub_BUS-6": [
+    -64.0,
+    54.0
+  ],
+  "sub_BUS-7": [
+    450.0,
+    0.0
+  ],
+  "sub_BUS-8": [
+    550.0,
+    0.0
+  ],
+  "sub_BUS-9": [
+    326.0,
+    54.0
+  ],
+  "sub_BUS-10": [
+    222.0,
+    108.0
+  ],
+  "sub_BUS-11": [
+    79.0,
+    162.0
+  ],
+  "sub_BUS-12": [
+    -170.0,
+    270.0
+  ],
+  "sub_BUS-13": [
+    -64.0,
+    270.0
+  ],
+  "sub_BUS-14": [
+    222.0,
+    216.0
+  ]
+}
diff --git a/src/data_test/l2rpn_case14_sandbox_Pypowsybl/prods_charac.csv b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/prods_charac.csv
new file mode 100644
index 0000000..6db474d
--- /dev/null
+++ b/src/data_test/l2rpn_case14_sandbox_Pypowsybl/prods_charac.csv
@@ -0,0 +1,7 @@
+Pmax,Pmin,name,type,bus,max_ramp_up,max_ramp_down,min_up_time,min_down_time,marginal_cost,shut_down_cost,start_cost,x,y,V
+140,0.0,GEN-2,nuclear,1,5,5,96,96,40,10,20,180,10,142.1
+120,0.0,GEN-3,thermal,2,10,10,4,4,70,1,2,646,10,142.1
+70,0.0,GEN-6,wind,5,0,0,0,0,0,0,0,216,334,22.0
+70,0.0,GEN-6#0,solar,5,0,0,0,0,0,0,0,216,334,22.0
+40,0.0,GEN-8,solar,7,0,0,0,0,0,0,0,718,280,13.2
+100,0.0,GEN-1,hydro,0,15,15,4,4,70,1,2,0,199,142.1
diff --git a/src/setup.py b/src/setup.py
new file mode 100644
index 0000000..e69de29
diff --git a/src/tests/__init__.py b/src/tests/__init__.py
new file mode 100644
index 0000000..d5b0ca9
--- /dev/null
+++ b/src/tests/__init__.py
@@ -0,0 +1,7 @@
+# Copyright (c) 2023, Artelys (https://www.artelys.com/)
+# See Authors.txt
+# This Source Code Form is subject to the terms of the Mozilla Public License, version 2.0.
+# If a copy of the Mozilla Public License, version 2.0 was not distributed with this file,
+# you can obtain one at http://mozilla.org/MPL/2.0/.
+# SPDX-License-Identifier: MPL-2.0
+# This file is part of pypowsybl-grid2opbackend.
\ No newline at end of file
diff --git a/src/tests/base_backend_test_powsybl.py b/src/tests/base_backend_test_powsybl.py
new file mode 100644
index 0000000..bbf96e8
--- /dev/null
+++ b/src/tests/base_backend_test_powsybl.py
@@ -0,0 +1,3197 @@
+# Copyright (c) 2023, Artelys (https://www.artelys.com/)
+# See Authors.txt
+# This Source Code Form is subject to the terms of the Mozilla Public License, version 2.0.
+# If a copy of the Mozilla Public License, version 2.0 was not distributed with this file,
+# you can obtain one at http://mozilla.org/MPL/2.0/.
+# SPDX-License-Identifier: MPL-2.0
+# This file is part of pypowsybl-grid2opbackend. It is mostly inspired by the development of the several backends from
+# Grid2op framework. Most parts of code have been paste/copy.
+
+import math
+import os
+import numpy as np
+import copy
+from abc import ABC, abstractmethod
+import inspect
+
+try:
+    # this is only available starting python 3.7 or 3.8... tests are with python 3.6 :-(
+    from math import comb
+except ImportError:
+
+    def comb(n, k):
+        if n == k:
+            return 1
+        if n < k:
+            return 0
+        res = 1
+        acc = 1
+        for i in range(k):
+            res *= int((n - i))
+        for i in range(1, k + 1):
+            res /= i
+        return res
+
+
+import warnings
+
+import grid2op
+from grid2op.dtypes import dt_bool, dt_int, dt_float
+from grid2op.Action import ActionSpace, CompleteAction
+from grid2op.Parameters import Parameters
+from grid2op.Chronics import ChronicsHandler
+from grid2op.Environment import Environment
+from grid2op.Exceptions import *
+from grid2op.Rules import RulesChecker
+from grid2op.MakeEnv import make
+from grid2op.Rules import AlwaysLegal
+from grid2op.Action._BackendAction import _BackendAction
+
+
+class MakeBackend(ABC):
+    @abstractmethod
+    def make_backend(self, detailed_infos_for_cascading_failures=False):
+        pass
+
+    def get_path(self):
+        raise NotImplementedError(
+            "This function should be implemented for the test suit you are developping"
+        )
+
+    def get_casefile(self):
+        raise NotImplementedError(
+            "This function should be implemented for the test suit you are developping"
+        )
+
+    def skip_if_needed(self):
+        if hasattr(self, "tests_skipped"):
+            nm_ = inspect.currentframe().f_back.f_code.co_name
+            if nm_ in self.tests_skipped:
+                self.skipTest('the test "{}" is skipped'.format(nm_))
+
+
+class BaseTestNames(MakeBackend):
+    def test_properNames(self):
+        self.skip_if_needed()
+        backend = self.make_backend()
+        path = self.get_path()
+        print("PATH ==> "+str(path))
+
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            with make(
+                    os.path.join(path, "5bus_example_diff_name"),
+                    backend=backend,
+                    _add_to_name="_BaseTestNames",
+            ) as env:
+                obs = env.reset()
+                assert np.all(type(obs).name_load == ["tutu", "toto", "tata"])
+                assert np.all(type(env).name_load == ["tutu", "toto", "tata"])
+
+
+class BaseTestLoadingCase(MakeBackend):
+    def test_load_file(self):
+        backend = self.make_backend()
+        path_matpower = self.get_path()
+        case_file = self.get_casefile()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            backend.load_grid(path_matpower, case_file)
+        type(backend).set_env_name("BaseTestLoadingCase")
+        backend.assert_grid_correct()
+
+        assert backend.n_line == 20
+        assert backend.n_gen == 6
+        assert backend.n_load == 11
+        assert backend.n_sub == 14
+
+        name_line = ['LINE-1-2',
+                     'LINE-1-5',
+                     'LINE-2-3',
+                     'LINE-2-4',
+                     'LINE-2-5',
+                     'LINE-3-4',
+                     'LINE-4-5',
+                     'LINE-6-11',
+                     'LINE-6-12',
+                     'LINE-6-13',
+                     'LINE-9-10',
+                     'LINE-9-14',
+                     'LINE-10-11',
+                     'LINE-12-13',
+                     'LINE-13-14',
+                     'TWT-4-7',
+                     'TWT-4-9',
+                     'TWT-5-6',
+                     'LINE-7-8',
+                     'LINE-9-7']
+        name_line = np.array(name_line)
+        assert np.all(sorted(backend.name_line) == sorted(name_line))
+
+        name_sub = ['sub_BUS-1',
+                    'sub_BUS-10',
+                    'sub_BUS-11',
+                    'sub_BUS-12',
+                    'sub_BUS-13',
+                    'sub_BUS-14',
+                    'sub_BUS-2',
+                    'sub_BUS-3',
+                    'sub_BUS-4',
+                    'sub_BUS-5',
+                    'sub_BUS-6',
+                    'sub_BUS-7',
+                    'sub_BUS-8', 
+                    'sub_BUS-9']
+        name_sub = np.array(name_sub)
+        assert np.all(sorted(backend.name_sub) == sorted(name_sub))
+
+        name_gen = ['GEN-1', 'GEN-2', 'GEN-3', 'GEN-6', 'GEN-6#0', 'GEN-8']
+        name_gen = np.array(name_gen)
+        assert np.all(sorted(backend.name_gen) == sorted(name_gen))
+
+        name_load = ['LOAD-'+str(x) for x in [2,3,4,5,6,9,10,11,12,13,14]]
+        assert np.all(sorted(backend.name_load) == sorted(name_load))
+
+        assert np.all(backend.get_topo_vect() == np.ones(np.sum(backend.sub_info)))
+
+        conv = backend.runpf()
+        assert conv, "powerflow diverge it is not supposed to!"
+
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            p_subs, q_subs, p_bus, q_bus, v_bus = backend.check_kirchoff()
+
+        assert np.max(np.abs(p_subs))/10**6 <= self.tolvect # I considered that the cst was given in pu (so I divided
+        # to make MW in pu), I am not sure
+        assert np.max(np.abs(p_bus.flatten()))/10**6 <= self.tolvect # Same here
+        if backend.shunts_data_available:
+            assert np.max(np.abs(q_subs))/10**6 <= self.tolvect # Same here
+            assert np.max(np.abs(q_bus.flatten()))/10**6 <= self.tolvect # Same here
+
+    def test_assert_grid_correct(self):
+        backend = self.make_backend()
+        path_matpower = self.get_path()
+        case_file = self.get_casefile()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            backend.load_grid(path_matpower, case_file)
+        type(backend).set_env_name("TestLoadingCase_env2_test_assert_grid_correct")
+        backend.assert_grid_correct()
+        conv = backend.runpf()
+        assert conv, "powerflow diverge it is not supposed to!"
+        backend.assert_grid_correct_after_powerflow()
+
+
+class BaseTestLoadingBackendFunc(MakeBackend):
+    def setUp(self):
+        self.backend = self.make_backend()
+        self.path_matpower = self.get_path()
+        self.case_file = self.get_casefile()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.backend.load_grid(self.path_matpower, self.case_file)
+        type(self.backend).set_env_name("TestLoadingBackendFunc_env")
+        type(self.backend).set_no_storage()
+        self.backend.assert_grid_correct()
+        self.game_rules = RulesChecker()
+        self.action_env_class = ActionSpace.init_grid(self.backend)
+        self.action_env = self.action_env_class(
+            gridobj=self.backend, legal_action=self.game_rules.legal_action
+        )
+        self.bkact_class = _BackendAction.init_grid(self.backend)
+        self.backend.runpf()
+        self.backend.assert_grid_correct_after_powerflow()
+
+    def tearDown(self):
+        pass
+
+    def test_theta_ok(self):
+        self.skip_if_needed()
+        if self.backend.can_output_theta:
+            (
+                theta_or,
+                theta_ex,
+                load_theta,
+                gen_theta,
+                storage_theta,
+            ) = self.backend.get_theta()
+            assert theta_or.shape[0] == self.backend.n_line
+            assert theta_ex.shape[0] == self.backend.n_line
+            assert load_theta.shape[0] == self.backend.n_load
+            assert gen_theta.shape[0] == self.backend.n_gen
+            assert storage_theta.shape[0] == self.backend.n_storage
+            assert np.all(np.isfinite(theta_or))
+            assert np.all(np.isfinite(theta_ex))
+            assert np.all(np.isfinite(load_theta))
+            assert np.all(np.isfinite(gen_theta))
+            assert np.all(np.isfinite(storage_theta))
+        else:
+            with self.assertRaises(NotImplementedError):
+                # if the "can_output_theta" flag is set to false, then it means the backend
+                # should not implement the get_theta class
+                self.backend.get_theta()
+
+    def test_runpf_dc(self):
+        self.skip_if_needed()
+        conv = self.backend.runpf(is_dc=True)
+        assert conv
+        true_values_dc = np.array(
+            [147.83859,
+             71.161407,
+             70.014633,
+             55.151852,
+             40.972107,
+             -24.185364,
+             -61.746490,
+             6.7283459,
+             7.6073580,
+             17.251316,
+             5.7716541,
+             9.6413250,
+             -3.2283459,
+             1.5073582,
+             5.2586751,
+             28.361153,
+             16.551826,
+             42.787022,
+             0.0,
+             -28.361153]
+        )
+        print(self.backend.lines_or_info())
+        p_or, *_ = self.backend.lines_or_info()
+        assert self.compare_vect(p_or, true_values_dc)
+
+    def test_runpf(self):
+        self.skip_if_needed()
+        true_values_ac = np.array(
+            [156.88213,
+             75.51009,
+             73.23742,
+             56.131298,
+             41.516052,
+             -23.285782,
+             -61.15813,
+             7.353236,
+             7.7860556,
+             17.748,
+             5.227596,
+             9.426435,
+             -3.7852585,
+             1.6142408,
+             5.6437955,
+             28.074074,
+             16.079672,
+             44.086914,
+             0.,
+             -28.073921]
+        )
+        conv = self.backend.runpf(is_dc=False)
+        assert conv
+        p_or, *_ = self.backend.lines_or_info()
+        assert self.compare_vect(p_or, true_values_ac)
+
+    def test_voltage_convert_powerlines(self):
+
+    # TODO Test do not pass because of lines order, and more specifically because of transformers, it looks like order are
+    # TODO not the same for p/q/v/a_th and a_or
+
+        self.skip_if_needed()
+        # i have the correct voltages in powerlines if the formula to link mw, mvar, kv and amps is correct
+        conv = self.backend.runpf(is_dc=False)
+        assert conv[0], "powerflow diverge at loading"
+
+        p_or, q_or, v_or, a_or = self.backend.lines_or_info()
+
+        p_ex, q_ex, v_ex, a_ex = self.backend.lines_ex_info()
+        a_th = np.sqrt(p_or ** 2 + q_or ** 2) * 1e3 / (np.sqrt(3) * v_or)
+        print("p_or="+str(p_or))
+        print("q_or="+str(q_or))
+        print("v_or="+str(v_or))
+        print("a_or="+str(dt_float(a_or)))
+
+        print("a_ex="+str(dt_float(a_ex)))
+        print("a_th="+str(a_th))
+
+        print(self.backend._grid.get_lines(all_attributes=True))
+
+        print(self.backend._grid.get_2_windings_transformers(all_attributes=True))
+        assert self.compare_vect(a_th, dt_float(a_or))
+
+        p_ex, q_ex, v_ex, a_ex = self.backend.lines_ex_info()
+        a_th = np.sqrt(p_ex ** 2 + q_ex ** 2) * 1e3 / (np.sqrt(3) * v_ex)
+        assert self.compare_vect(a_th, a_ex)
+
+    def test_voltages_correct_load_gen(self):
+        self.skip_if_needed()
+        # i have the right voltages to generators and load, if it's the same as the voltage (correct from the above test)
+        # of the powerline connected to it.
+
+        conv = self.backend.runpf(is_dc=False)
+        assert conv, "powerflow diverge at loading"
+        load_p, load_q, load_v = self.backend.loads_info()
+        gen_p, gen__q, gen_v = self.backend.generators_info()
+        p_or, q_or, v_or, a_or = self.backend.lines_or_info()
+        p_ex, q_ex, v_ex, a_ex = self.backend.lines_ex_info()
+
+        for c_id, sub_id in enumerate(self.backend.load_to_subid):
+            l_ids = np.where(self.backend.line_or_to_subid == sub_id)[0]
+            print("l_ids:"+str(l_ids))
+            if len(l_ids):
+                l_id = l_ids[0]
+                if np.abs(v_or[l_id] - load_v[c_id]) > self.tol_one:
+                    print("l_ids="+str(l_ids))
+                    print("c_id= "+str(c_id))
+                    print("load_to_subid: "+str(list(enumerate(self.backend.load_to_subid))))
+                    print("v_or=" + str(v_or))
+                    print("v_ex=" + str(v_ex))
+                    print("load_v=" + str(load_v))
+                    print("self.tol_one="+str(self.tol_one))
+                    print("v_or[l_id]="+str(v_or[l_id]))
+                    print("load_v[c_id]="+str(load_v[c_id]))
+                assert (
+                       np.abs(v_or[l_id] - load_v[c_id]) <= self.tol_one
+                ), "problem for load {}".format(c_id)
+                continue
+
+            l_ids = np.where(self.backend.line_ex_to_subid == sub_id)[0]
+            if len(l_ids):
+                l_id = l_ids[0]
+                assert (
+                        np.abs(v_ex[l_id] - load_v[c_id]) <= self.tol_one
+                ), "problem for load {}".format(c_id)
+                continue
+            assert False, "load {} has not been checked".format(c_id)
+
+        for g_id, sub_id in enumerate(self.backend.gen_to_subid):
+            l_ids = np.where(self.backend.line_or_to_subid == sub_id)[0]
+            if len(l_ids):
+                l_id = l_ids[0]
+                assert (
+                        np.abs(v_or[l_id] - gen_v[g_id]) <= self.tol_one
+                ), "problem for generator {}".format(g_id)
+                continue
+
+            l_ids = np.where(self.backend.line_ex_to_subid == sub_id)[0]
+            if len(l_ids):
+                print("v_or="+str(v_or))
+                print("v_ex="+str(v_ex))   
+                print("load_v="+str(load_v))
+                print("gen_v="+str(gen_v))
+                l_id = l_ids[0]
+                if np.abs(v_ex[l_id] - gen_v[g_id]) > self.tol_one:
+                    print("l_ids="+str(l_ids))
+                    print("c_id= "+str(c_id))
+                    print("self.tol_one="+str(self.tol_one))
+                    print("v_ex[l_id]="+str(v_ex[l_id]))
+                    print("gen_v[g_id]="+str(gen_v[g_id]))
+                assert (
+                       np.abs(v_ex[l_id] - gen_v[g_id]) <= self.tol_one
+                ), "problem for generator {}".format(g_id)
+                continue
+            assert False, "generator {} has not been checked".format(g_id)
+
+    def test_copy(self):
+        self.skip_if_needed()
+        conv = self.backend.runpf(is_dc=False)
+        assert conv, "powerflow diverge at loading"
+        l_id = 3
+
+        p_or_orig, *_ = self.backend.lines_or_info()
+        adn_backend_cpy = self.backend.copy()
+
+        self.backend._disconnect_line(l_id)
+        conv = self.backend.runpf(is_dc=False)
+        assert conv
+        conv2 = adn_backend_cpy.runpf(is_dc=False)
+        assert conv2
+        p_or_ref, *_ = self.backend.lines_or_info()
+        p_or, *_ = adn_backend_cpy.lines_or_info()
+        assert self.compare_vect(
+            p_or_orig, p_or
+        ), "the copied object affects its original 'parent'"
+        assert (
+            np.isnan(p_or_ref[l_id])
+        ), "powerline {} has not been disconnected".format(l_id)
+
+    def test_copy2(self):
+        self.skip_if_needed()
+        self.backend._disconnect_line(8)
+        conv = self.backend.runpf(is_dc=False)
+        p_or_orig, *_ = self.backend.lines_or_info()
+
+        adn_backend_cpy = self.backend.copy()
+        adn_backend_cpy._disconnect_line(11)
+        assert not adn_backend_cpy.get_line_status()[8]
+        assert not adn_backend_cpy.get_line_status()[11]
+        assert not self.backend.get_line_status()[8]
+        assert self.backend.get_line_status()[11]
+
+    def test_get_private_line_status(self):
+        self.skip_if_needed()
+        if hasattr(self.backend, "_get_line_status"):
+            assert np.all(self.backend._get_line_status())
+        else:
+            assert np.all(self.backend.get_line_status())
+
+        self.backend._disconnect_line(3)
+        if hasattr(self.backend, "_get_line_status"):
+            vect_ = self.backend._get_line_status()
+        else:
+            vect_ = self.backend.get_line_status()
+        assert np.sum(~vect_) == 1
+        assert not vect_[3]
+
+    def test_get_line_flow(self):
+        self.skip_if_needed()
+        self.backend.runpf(is_dc=False)
+        true_values_ac = np.array(
+            [-20.404114,
+             3.8547115,
+             3.5602188,
+             -1.5506924,
+             1.1706527,
+             4.4727535,
+             15.823638,
+             3.5601146,
+             2.5031068,
+             7.2157326,
+             4.2192044,
+             3.6097445,
+             -1.6148087,
+             0.7538382,
+             1.7469339,
+             -9.681188,
+             -0.42773214,
+             12.470952,
+             -17.162441,
+             -4.9762697]
+        )
+        p_or_orig, q_or_orig, *_ = self.backend.lines_or_info()
+        assert self.compare_vect(q_or_orig, true_values_ac)
+
+        self.backend._disconnect_line(3)
+        a = self.backend.runpf(is_dc=False)
+        true_values_ac = np.array(
+            [-16.960958,
+             6.5786576,
+             2.1715472,
+             "nan",
+             0.10771065,
+             4.060638,
+             23.061537,
+             4.1333365,
+             2.5463302,
+             7.530744,
+             3.714779,
+             3.2982507,
+             -2.1058052,
+             0.78852546,
+             2.0548112,
+             -12.435264,
+             -1.4942673,
+             8.84297,
+             -20.169308,
+             -5.3284087]
+        )
+        p_or_orig, q_or_orig, *_ = self.backend.lines_or_info()
+        q_or_orig = np.where(np.isnan(q_or_orig ), 'nan', q_or_orig)
+        assert (q_or_orig == true_values_ac).all()# self.compare_vect(q_or_orig, true_values_ac)
+
+    def test_pf_ac_dc(self):
+        self.skip_if_needed()
+        true_values_ac = np.array(
+            [-20.404114,
+             3.8547115,
+             3.5602188,
+             -1.5506924,
+             1.1706527,
+             4.4727535,
+             15.823638,
+             3.5601146,
+             2.5031068,
+             7.2157326,
+             4.2192044,
+             3.6097445,
+             -1.6148087,
+             0.7538382,
+             1.7469339,
+             -9.681188,
+             -0.42773214,
+             12.470952,
+             -17.162441,
+             -4.9762697]
+        )
+        conv = self.backend.runpf(is_dc=True)
+        assert conv
+        p_or_orig, q_or_orig, *_ = self.backend.lines_or_info()
+        assert np.all(np.isnan(q_or_orig)), "in dc mode all q must be nan, equivalent to zero"
+        conv = self.backend.runpf(is_dc=False)
+        assert conv
+        p_or_orig, q_or_orig, *_ = self.backend.lines_or_info()
+        assert self.compare_vect(q_or_orig, true_values_ac)
+
+    def test_get_thermal_limit(self):
+        self.skip_if_needed()
+        res = self.backend.get_thermal_limit()
+        true_values_ac = np.array(
+            # [
+            #     42339.01974057,
+            #     42339.01974057,
+            #     27479652.23546777,
+            #     27479652.23546777,
+            #     27479652.23546777,
+            #     27479652.23546777,
+            #     27479652.23546777,
+            #     42339.01974057,
+            #     42339.01974057,
+            #     42339.01974057,
+            #     42339.01974057,
+            #     42339.01974057,
+            #     27479652.23546777,
+            #     27479652.23546777,
+            #     27479652.23546777,
+            #     42339.01974057,
+            #     42339.01974057,
+            #     42339.01974057,
+            #     408269.11892695,
+            #     408269.11892695,
+            # ],
+            [1000000. for x in range(20)],
+            dtype=dt_float,
+        )
+        assert self.compare_vect(res, true_values_ac)
+
+    def test_disconnect_line(self):
+        self.skip_if_needed()
+        for i in range(self.backend.n_line):
+            if i == 18:
+                # powerflow diverge if line 1 is removed, unfortunately
+                continue
+            backend_cpy = self.backend.copy()
+            backend_cpy._disconnect_line(i)
+            conv = backend_cpy.runpf()
+            assert (
+                conv
+            ), "Power flow computation does not converge if line {} is removed".format(
+                i
+            )
+            flows = backend_cpy.get_line_status()
+            assert not flows[i]
+            assert np.sum(~flows) == 1
+
+    def test_donothing_action(self):
+        self.skip_if_needed()
+        conv = self.backend.runpf()
+        init_flow = self.backend.get_line_flow()
+        init_lp, *_ = self.backend.loads_info()
+        init_gp, *_ = self.backend.generators_info()
+        init_ls = self.backend.get_line_status()
+
+        action = self.action_env({})  # update the action
+        bk_action = self.bkact_class()
+        bk_action += action
+        self.backend.apply_action(bk_action)
+        after_lp, *_ = self.backend.loads_info()
+        after_gp, *_ = self.backend.generators_info()
+        after_ls = self.backend.get_line_status()
+        assert self.compare_vect(init_lp, after_lp)  # check i didn't modify the loads
+        assert self.compare_vect(init_gp, after_gp)  # check i didn't modify the generators
+        assert np.all(init_ls == after_ls)  # check i didn't disconnect any powerlines
+
+        conv = self.backend.runpf()
+        assert conv, "Cannot perform a powerflow after doing nothing"
+        after_flow = self.backend.get_line_flow()
+        assert self.compare_vect(init_flow, after_flow)
+
+    def test_apply_action_active_value(self):
+        self.skip_if_needed()
+        # test that i can modify only the load / prod active values of the powergrid
+        # to do that i modify the productions and load all of a factor 0.5 and compare that the DC flows are
+        # also multiply by 2
+
+        # i set up the stuff to have exactly 0 losses
+        conv = self.backend.runpf(is_dc=True)
+        assert conv, "powergrid diverge after loading (even in DC)"
+        init_flow, *_ = self.backend.lines_or_info()
+        init_lp, init_l_q, *_ = self.backend.loads_info()
+        init_gp, *_ = self.backend.generators_info()
+        init_ls = self.backend.get_line_status()
+        ratio = 1.0
+        new_cp = ratio * init_lp
+        new_pp = ratio * init_gp * np.sum(init_lp) / np.sum(init_gp)
+        action = self.action_env(
+            {"injection": {"load_p": new_cp, "prod_p": new_pp}}
+        )  # update the action
+        bk_action = self.bkact_class()
+        bk_action += action
+        self.backend.apply_action(bk_action)
+        conv = self.backend.runpf(is_dc=True)
+        # now the system has exactly 0 losses (ie sum load = sum gen)
+
+        # i check that if i divide by 2, then everything is divided by 2
+        assert conv
+        init_flow, *_ = self.backend.lines_or_info()
+        init_lp, init_l_q, *_ = self.backend.loads_info()
+        init_gp, *_ = self.backend.generators_info()
+        init_ls = self.backend.get_line_status()
+        ratio = 0.5
+        new_cp = ratio * init_lp
+        new_pp = ratio * init_gp
+        action = self.action_env(
+            {"injection": {"load_p": new_cp, "prod_p": new_pp}}
+        )  # update the action
+        bk_action = self.bkact_class()
+        bk_action += action
+        self.backend.apply_action(bk_action)
+        conv = self.backend.runpf(is_dc=True)
+        assert conv, "Cannot perform a powerflow after doing nothing"
+
+        after_lp, after_lq, *_ = self.backend.loads_info()
+        after_gp, *_ = self.backend.generators_info()
+        after_ls = self.backend.get_line_status()
+        assert self.compare_vect(new_cp, after_lp)  # check i didn't modify the loads
+
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            p_subs, q_subs, p_bus, q_bus, v_bus = self.backend.check_kirchoff()
+
+        # i'm in DC mode, i can't check for reactive values...
+        assert (
+                np.max(np.abs(p_subs)) <= self.tolvect
+        ), "problem with active values, at substation"
+        assert (
+                np.max(np.abs(p_bus.flatten())) <= self.tolvect
+        ), "problem with active values, at a bus"
+
+        assert self.compare_vect(
+            new_pp, after_gp
+        )  # check i didn't modify the generators
+        assert np.all(init_ls == after_ls)  # check i didn't disconnect any powerlines
+
+        after_flow, *_ = self.backend.lines_or_info()
+        assert self.compare_vect(
+            ratio * init_flow, after_flow
+        )  # probably an error with the DC approx
+
+    def test_apply_action_prod_v(self):
+        self.skip_if_needed()
+        conv = self.backend.runpf(is_dc=False)
+        assert conv, "powergrid diverge after loading"
+        prod_p_init, prod_q_init, prod_v_init = self.backend.generators_info()
+        ratio = 1.05
+        action = self.action_env(
+            {"injection": {"prod_v": ratio * prod_v_init}}
+        )  # update the action
+        bk_action = self.bkact_class()
+        bk_action += action
+        self.backend.apply_action(bk_action)
+        conv = self.backend.runpf(is_dc=False)
+        assert conv, "Cannot perform a powerflow after modifying the powergrid"
+
+        prod_p_after, prod_q_after, prod_v_after = self.backend.generators_info()
+        assert self.compare_vect(
+            ratio * prod_v_init, prod_v_after
+        )  # check i didn't modify the generators
+
+    def test_apply_action_maintenance(self):
+        self.skip_if_needed()
+        # retrieve some initial data to be sure only a subpart of the _grid is modified
+        conv = self.backend.runpf()
+        init_lp, *_ = self.backend.loads_info()
+        init_gp, *_ = self.backend.generators_info()
+
+        # check that maintenance vector is properly taken into account
+        maintenance = np.full((self.backend.n_line,), fill_value=False, dtype=dt_bool)
+        maintenance[19] = True
+        action = self.action_env({"maintenance": maintenance})  # update the action
+        bk_action = self.bkact_class()
+        bk_action += action
+
+        # apply the action here
+        self.backend.apply_action(bk_action)
+
+        # compute a load flow an performs more tests
+        conv = self.backend.runpf()
+        assert conv, "Power does not converge if line {} is removed".format(19)
+
+        # performs basic check
+        after_lp, *_ = self.backend.loads_info()
+        after_gp, *_ = self.backend.generators_info()
+        after_ls = self.backend.get_line_status()
+        assert self.compare_vect(init_lp, after_lp)  # check i didn't modify the loads
+        assert self.compare_vect(init_gp, after_gp)  # check i didn't modify the generators
+        assert np.all(
+            ~maintenance == after_ls
+        )  # check i didn't disconnect any powerlines beside the correct one
+
+        flows = self.backend.get_line_status()
+        assert np.sum(~flows) == 1
+        assert not flows[19]
+
+    def test_apply_action_hazard(self):
+        self.skip_if_needed()
+        conv = self.backend.runpf()
+        assert conv, "powerflow did not converge at iteration 0"
+        init_lp, *_ = self.backend.loads_info()
+        init_gp, *_ = self.backend.generators_info()
+
+        # check that maintenance vector is properly taken into account
+        maintenance = np.full((self.backend.n_line,), fill_value=False, dtype=dt_bool)
+        maintenance[17] = True
+        action = self.action_env({"hazards": maintenance})  # update the action
+        bk_action = self.bkact_class()
+        bk_action += action
+        # apply the action here
+        self.backend.apply_action(bk_action)
+
+        # compute a load flow an performs more tests
+        conv = self.backend.runpf()
+        assert conv, "Power does not converge if line {} is removed".format(19)
+
+        # performs basic check
+        after_lp, *_ = self.backend.loads_info()
+        after_gp, *_ = self.backend.generators_info()
+        after_ls = self.backend.get_line_status()
+        assert self.compare_vect(init_lp, after_lp)  # check i didn't modify the loads
+        assert self.compare_vect(init_gp, after_gp)  # check i didn't modify the generators
+        assert np.all(
+            maintenance == ~after_ls
+        )  # check i didn't disconnect any powerlines beside the correct one
+
+    def test_apply_action_disconnection(self):
+        self.skip_if_needed()
+        # retrieve some initial data to be sure only a subpart of the _grid is modified
+        conv = self.backend.runpf()
+        init_lp, *_ = self.backend.loads_info()
+        init_gp, *_ = self.backend.generators_info()
+
+        # check that maintenance vector is properly taken into account
+        maintenance = np.full((self.backend.n_line,), fill_value=False, dtype=dt_bool)
+        maintenance[19] = True
+
+        disc = np.full((self.backend.n_line,), fill_value=False, dtype=dt_bool)
+        disc[17] = True
+
+        action = self.action_env(
+            {"hazards": disc, "maintenance": maintenance}
+        )  # update the action
+        bk_action = self.bkact_class()
+        bk_action += action
+        # apply the action here
+        self.backend.apply_action(bk_action)
+
+        # compute a load flow an performs more tests
+        conv = self.backend.runpf()
+        assert (
+            conv[0]
+        ), "Powerflow does not converge if lines {} and {} are removed".format(17, 19)
+
+        # performs basic check
+        after_lp, *_ = self.backend.loads_info()
+        after_gp, *_ = self.backend.generators_info()
+        after_ls = self.backend.get_line_status()
+        assert self.compare_vect(init_lp, after_lp)  # check i didn't modify the loads
+        assert self.compare_vect(init_gp, after_gp)  # check i didn't modify the generators
+        assert np.all(
+            disc | maintenance == ~after_ls
+        )  # check i didn't disconnect any powerlines beside the correct one
+
+        flows = self.backend.get_line_status()
+        assert np.sum(~flows) == 2
+        assert not flows[19]
+        assert not flows[17]
+
+
+class BaseTestTopoAction(MakeBackend):
+    def setUp(self):
+        self.backend = self.make_backend()
+        self.path_matpower = self.get_path()
+        self.case_file = self.get_casefile()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.backend.load_grid(self.path_matpower, self.case_file)
+        type(self.backend).set_env_name("BaseTestTopoAction")
+        type(self.backend).set_no_storage()
+        self.backend.assert_grid_correct()
+        self.game_rules = RulesChecker()
+        as_class = ActionSpace.init_grid(self.backend)
+        self.helper_action = as_class(
+            gridobj=self.backend, legal_action=self.game_rules.legal_action
+        )
+        self.bkact_class = _BackendAction.init_grid(self.backend)
+
+    def tearDown(self):
+        pass
+
+    def compare_vect(self, pred, true):
+        return np.max(np.abs(pred - true)) <= self.tolvect
+
+    def _check_kirchoff(self):
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            p_subs, q_subs, p_bus, q_bus, v_bus = self.backend.check_kirchoff()
+            assert (
+                    np.max(np.abs(p_subs)) <= self.tolvect
+            ), "problem with active values, at substation"
+            assert (
+                    np.max(np.abs(p_bus.flatten())) <= self.tolvect
+            ), "problem with active values, at a bus"
+
+        if self.backend.shunts_data_available:
+            assert (
+                    np.max(np.abs(q_subs)) <= self.tolvect
+            ), "problem with reactive values, at substation"
+            assert (
+                    np.max(np.abs(q_bus.flatten())) <= self.tolvect
+            ), "problem with reaactive values, at a bus"
+
+    def test_get_topo_vect_speed(self):
+        # retrieve some initial data to be sure only a subpart of the _grid is modified
+        self.skip_if_needed()
+        conv = self.backend.runpf()
+        init_amps_flow = self.backend.get_line_flow()
+
+        # check that maintenance vector is properly taken into account
+        arr = np.array([1, 1, 1, 2, 2, 2], dtype=dt_int)
+        id_ = 1
+        action = self.helper_action({"set_bus": {"substations_id": [(id_, arr)]}})
+        bk_action = self.bkact_class()
+        bk_action += action
+        # apply the action here
+        self.backend.apply_action(bk_action)
+        conv = self.backend.runpf()
+        assert conv
+        after_amps_flow = self.backend.get_line_flow()
+
+        topo_vect = self.backend.get_topo_vect()
+        topo_vect_old = np.array(
+            [
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                2,
+                2,
+                2,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1,
+                1
+            ],
+            dtype=dt_int,
+        )
+        assert self.compare_vect(topo_vect, topo_vect_old)
+
+    def test_topo_set1sub(self):
+        # retrieve some initial data to be sure only a subpart of the _grid is modified
+        self.skip_if_needed()
+        conv = self.backend.runpf()
+        init_amps_flow = self.backend.get_line_flow()
+
+        # check that maintenance vector is properly taken into account
+        arr = np.array([1, 1, 1, 2, 2, 2], dtype=dt_int)
+        id_ = 1
+        action = self.helper_action({"set_bus": {"substations_id": [(id_, arr)]}})
+        bk_action = self.bkact_class()
+        bk_action += action
+
+        # apply the action here
+        self.backend.apply_action(bk_action)
+        conv = self.backend.runpf()
+        assert conv
+        after_amps_flow = self.backend.get_line_flow()
+
+        topo_vect = self.backend.get_topo_vect()
+        assert np.min(topo_vect) == 1, "all buses have been changed"
+        assert np.max(topo_vect) == 2, "no buses have been changed"
+
+        # check that the objects have been properly moved
+        load_ids = np.where(self.backend.load_to_subid == id_)[0]
+        assert np.all(
+            topo_vect[self.backend.load_pos_topo_vect[load_ids]]
+            == arr[self.backend.load_to_sub_pos[load_ids]]
+        )
+        lor_ids = np.where(self.backend.line_or_to_subid == id_)[0]
+        assert np.all(
+            topo_vect[self.backend.line_or_pos_topo_vect[lor_ids]]
+            == arr[self.backend.line_or_to_sub_pos[lor_ids]]
+        )
+        lex_ids = np.where(self.backend.line_ex_to_subid == id_)[0]
+        assert np.all(
+            topo_vect[self.backend.line_ex_pos_topo_vect[lex_ids]]
+            == arr[self.backend.line_ex_to_sub_pos[lex_ids]]
+        )
+        gen_ids = np.where(self.backend.gen_to_subid == id_)[0]
+        assert np.all(
+            topo_vect[self.backend.gen_pos_topo_vect[gen_ids]]
+            == arr[self.backend.gen_to_sub_pos[gen_ids]]
+        )
+
+        after_amps_flow_th = np.array(
+            [
+                583.6123,
+                334.8705,
+                315.5799,
+                267.74664,
+                80.43121,
+                79.1541,
+                201.56798,
+                212.99492,
+                219.70985,
+                512.4593,
+                188.68764,
+                281.67615,
+                105.61588,
+                48.10775,
+                156.67145,
+                125.26039,
+                67.50609,
+                184.34944,
+                688.1158,
+                792.68823
+             ]
+        )
+        assert self.compare_vect(after_amps_flow, after_amps_flow_th)
+        # There might be some issues with the related grid, it can not
+        self._check_kirchoff()
+
+    def test_topo_change1sub(self):
+        # check that switching the bus of 3 object is equivalent to set them to bus 2 (as above)
+        self.skip_if_needed()
+        conv = self.backend.runpf()
+        init_amps_flow = self.backend.get_line_flow()
+
+        # check that maintenance vector is properly taken into account
+        arr = np.array([False, False, False, True, True, True], dtype=dt_bool)
+        id_ = 1
+        action = self.helper_action({"change_bus": {"substations_id": [(id_, arr)]}})
+        bk_action = self.bkact_class()
+        bk_action += action
+        # apply the action here
+        self.backend.apply_action(bk_action)
+
+        # run the powerflow
+        conv = self.backend.runpf()
+        assert conv
+        after_amps_flow = self.backend.get_line_flow()
+
+        topo_vect = self.backend.get_topo_vect()
+        assert np.min(topo_vect) == 1, "all buses have been changed"
+        assert np.max(topo_vect) == 2, "no buses have been changed"
+
+        # check that the objects have been properly moved
+        load_ids = np.where(self.backend.load_to_subid == id_)[0]
+        assert np.all(
+            topo_vect[self.backend.load_pos_topo_vect[load_ids]]
+            == 1 + arr[self.backend.load_to_sub_pos[load_ids]]
+        )
+        lor_ids = np.where(self.backend.line_or_to_subid == id_)[0]
+        assert np.all(
+            topo_vect[self.backend.line_or_pos_topo_vect[lor_ids]]
+            == 1 + arr[self.backend.line_or_to_sub_pos[lor_ids]]
+        )
+        lex_ids = np.where(self.backend.line_ex_to_subid == id_)[0]
+        assert np.all(
+            topo_vect[self.backend.line_ex_pos_topo_vect[lex_ids]]
+            == 1 + arr[self.backend.line_ex_to_sub_pos[lex_ids]]
+        )
+        gen_ids = np.where(self.backend.gen_to_subid == id_)[0]
+        assert np.all(
+            topo_vect[self.backend.gen_pos_topo_vect[gen_ids]]
+            == 1 + arr[self.backend.gen_to_sub_pos[gen_ids]]
+        )
+
+        after_amps_flow_th = np.array(
+            [
+                583.6123,
+                334.8705,
+                315.5799,
+                267.74664,
+                80.43121,
+                79.1541,
+                201.56798,
+                212.99492,
+                219.70985,
+                512.4593,
+                188.68764,
+                281.67615,
+                105.61588,
+                48.10775,
+                156.67145,
+                125.26039,
+                67.50609,
+                184.34944,
+                688.1158,
+                792.68823
+            ]
+
+            # [
+            #     596.5815,
+            #     342.3121,
+            #     18143.043,
+            #     27084.244,
+            #     10155.374,
+            #     4625.745,
+            #     15064.5625,
+            #     322.59277,
+            #     273.69656,
+            #     82.21857,
+            #     80.91308,
+            #     206.04727,
+            #     20480.281,
+            #     21125.947,
+            #     49274.934,
+            #     128.04396,
+            #     69.006226,
+            #     188.44609,
+            #     688.1158,
+            #     1132.4117,
+            # ]
+        )
+
+        print(after_amps_flow_th)
+        print(after_amps_flow)
+
+        assert self.compare_vect(after_amps_flow, after_amps_flow_th)
+        #Issue with the grid
+        self._check_kirchoff()
+
+    def test_topo_change_1sub_twice(self):
+        # check that switching the bus of 3 object is equivalent to set them to bus 2 (as above)
+        # and that setting it again is equivalent to doing nothing
+        self.skip_if_needed()
+        conv = self.backend.runpf()
+        init_amps_flow = copy.deepcopy(self.backend.get_line_flow())
+
+        # check that maintenance vector is properly taken into account
+        arr = np.array([False, False, False, True, True, True], dtype=dt_bool)
+        id_ = 1
+        action = self.helper_action({"change_bus": {"substations_id": [(id_, arr)]}})
+        bk_action = self.bkact_class()
+        bk_action += action
+
+        # apply the action here
+        self.backend.apply_action(bk_action)
+        conv = self.backend.runpf()
+        bk_action.reset()
+        assert conv
+        after_amps_flow = self.backend.get_line_flow()
+
+        topo_vect = self.backend.get_topo_vect()
+        assert np.min(topo_vect) == 1, "all buses have been changed"
+        assert np.max(topo_vect) == 2, "no buses have been changed"
+
+        # check that the objects have been properly moved
+        load_ids = np.where(self.backend.load_to_subid == id_)[0]
+        assert np.all(
+            topo_vect[self.backend.load_pos_topo_vect[load_ids]]
+            == 1 + arr[self.backend.load_to_sub_pos[load_ids]]
+        )
+        lor_ids = np.where(self.backend.line_or_to_subid == id_)[0]
+        assert np.all(
+            topo_vect[self.backend.line_or_pos_topo_vect[lor_ids]]
+            == 1 + arr[self.backend.line_or_to_sub_pos[lor_ids]]
+        )
+        lex_ids = np.where(self.backend.line_ex_to_subid == id_)[0]
+        assert np.all(
+            topo_vect[self.backend.line_ex_pos_topo_vect[lex_ids]]
+            == 1 + arr[self.backend.line_ex_to_sub_pos[lex_ids]]
+        )
+        gen_ids = np.where(self.backend.gen_to_subid == id_)[0]
+        assert np.all(
+            topo_vect[self.backend.gen_pos_topo_vect[gen_ids]]
+            == 1 + arr[self.backend.gen_to_sub_pos[gen_ids]]
+        )
+
+        after_amps_flow_th = np.array(
+            [
+                583.6123,
+                334.8705,
+                315.5799,
+                267.74664,
+                80.43121,
+                79.1541,
+                201.56798,
+                212.99492,
+                219.70985,
+                512.4593,
+                188.68764,
+                281.67615,
+                105.61588,
+                48.10775,
+                156.67145,
+                125.26039,
+                67.50609,
+                184.34944,
+                688.1158,
+                792.68823
+            ]
+        )
+        assert self.compare_vect(after_amps_flow, after_amps_flow_th)
+        self._check_kirchoff()
+
+        action = self.helper_action({"change_bus": {"substations_id": [(id_, arr)]}})
+        bk_action += action
+
+        # apply the action here
+        self.backend.apply_action(bk_action)
+        conv = self.backend.runpf()
+        assert conv
+
+        after_amps_flow = self.backend.get_line_flow()
+        assert self.compare_vect(after_amps_flow, init_amps_flow)
+        topo_vect = self.backend.get_topo_vect()
+        assert np.min(topo_vect) == 1
+        assert np.max(topo_vect) == 1
+        self._check_kirchoff()
+
+    def test_topo_change_2sub(self):
+        # check that maintenance vector is properly taken into account
+        self.skip_if_needed()
+        arr1 = np.array([False, False, False, True, True, True], dtype=dt_bool)
+        arr2 = np.array([1, 1, 2, 2], dtype=dt_int)
+        id_1 = 1
+        id_2 = 12
+        action = self.helper_action(
+            {
+                "change_bus": {"substations_id": [(id_1, arr1)]},
+                "set_bus": {"substations_id": [(id_2, arr2)]},
+            }
+        )
+        bk_action = self.bkact_class()
+        bk_action += action
+
+        # apply the action here
+        self.backend.apply_action(bk_action)
+        conv = self.backend.runpf()
+        assert conv, "powerflow diverge it should not"
+
+        # check the _grid is correct
+        topo_vect = self.backend.get_topo_vect()
+        assert np.min(topo_vect) == 1, "all buses have been changed"
+        assert np.max(topo_vect) == 2, "no buses have been changed"
+
+        # check that the objects have been properly moved
+        load_ids = np.where(self.backend.load_to_subid == id_1)[0]
+        assert np.all(
+            topo_vect[self.backend.load_pos_topo_vect[load_ids]]
+            == 1 + arr1[self.backend.load_to_sub_pos[load_ids]]
+        )
+        lor_ids = np.where(self.backend.line_or_to_subid == id_1)[0]
+        assert np.all(
+            topo_vect[self.backend.line_or_pos_topo_vect[lor_ids]]
+            == 1 + arr1[self.backend.line_or_to_sub_pos[lor_ids]]
+        )
+        lex_ids = np.where(self.backend.line_ex_to_subid == id_1)[0]
+        assert np.all(
+            topo_vect[self.backend.line_ex_pos_topo_vect[lex_ids]]
+            == 1 + arr1[self.backend.line_ex_to_sub_pos[lex_ids]]
+        )
+        gen_ids = np.where(self.backend.gen_to_subid == id_1)[0]
+        assert np.all(
+            topo_vect[self.backend.gen_pos_topo_vect[gen_ids]]
+            == 1 + arr1[self.backend.gen_to_sub_pos[gen_ids]]
+        )
+
+        load_ids = np.where(self.backend.load_to_subid == id_2)[0]
+        # TODO check the topology symmetry
+        assert np.all(
+            topo_vect[self.backend.load_pos_topo_vect[load_ids]]
+            == arr2[self.backend.load_to_sub_pos[load_ids]]
+        )
+        lor_ids = np.where(self.backend.line_or_to_subid == id_2)[0]
+        assert np.all(
+            topo_vect[self.backend.line_or_pos_topo_vect[lor_ids]]
+            == arr2[self.backend.line_or_to_sub_pos[lor_ids]]
+        )
+        lex_ids = np.where(self.backend.line_ex_to_subid == id_2)[0]
+        assert np.all(
+            topo_vect[self.backend.line_ex_pos_topo_vect[lex_ids]]
+            == arr2[self.backend.line_ex_to_sub_pos[lex_ids]]
+        )
+        gen_ids = np.where(self.backend.gen_to_subid == id_2)[0]
+        assert np.all(
+            topo_vect[self.backend.gen_pos_topo_vect[gen_ids]]
+            == arr2[self.backend.gen_to_sub_pos[gen_ids]]
+        )
+
+        after_amps_flow = self.backend.get_line_flow()
+        after_amps_flow_th = np.array(
+            [
+                592.3022,
+                334.58173,
+                319.68008,
+                272.15067,
+                82.911255,
+                78.952034,
+                235.09232,
+                485.83984,
+                104.81853,
+                67.99528,
+                156.10371,
+                937.6077,
+                380.4651,
+                67.99528,
+                466.0704,
+                147.80254,
+                84.15815,
+                148.39969,
+                911.69543,
+                1055.2267
+            ]
+        )
+        print(after_amps_flow)
+
+        assert self.compare_vect(after_amps_flow, after_amps_flow_th)
+        self._check_kirchoff()
+
+    def _aux_test_back_orig(self, act_set, prod_p, load_p, p_or, sh_q):
+        """function used for test_get_action_to_set"""
+        bk_act = self.backend.my_bk_act_class()
+        bk_act += act_set
+        self.backend.apply_action(bk_act)
+        self._aux_aux_check_if_matches(prod_p, load_p, p_or, sh_q)
+
+    def _aux_aux_check_if_matches(self, prod_p, load_p, p_or, sh_q):
+        self.backend.runpf()
+        prod_p3, prod_q3, prod_v3 = self.backend.generators_info()
+        load_p3, load_q3, load_v3 = self.backend.loads_info()
+        p_or3, *_ = self.backend.lines_or_info()
+        if self.backend.shunts_data_available:
+            _, sh_q3, *_ = self.backend.shunt_info()
+        assert np.all(
+            np.abs(prod_p3 - prod_p) <= self.tol_one
+        ), "wrong generators value"
+        assert np.all(np.abs(load_p3 - load_p) <= self.tol_one), "wrong load value"
+        assert np.all(
+            np.abs(p_or3 - p_or) <= self.tol_one
+        ), "wrong value for active flow origin"
+        assert np.all(
+            np.abs(p_or3 - p_or) <= self.tol_one
+        ), "wrong value for active flow origin"
+        if self.backend.shunts_data_available:
+            assert np.all(
+                np.abs(sh_q3 - sh_q) <= self.tol_one
+            ), "wrong value for shunt readtive"
+
+    def test_get_action_to_set(self):
+        """this tests the "get_action_to_set" method"""
+        self.skip_if_needed()
+        self.backend.runpf()
+        self.backend.assert_grid_correct_after_powerflow()
+
+        self.backend.runpf()
+        act = self.backend.get_action_to_set()
+
+        prod_p, prod_q, prod_v = self.backend.generators_info()
+        load_p, load_q, load_v = self.backend.loads_info()
+        p_or, *_ = self.backend.lines_or_info()
+
+        if self.backend.shunts_data_available:
+            _, sh_q, *_ = self.backend.shunt_info()
+        else:
+            sh_q = None
+
+        # modify its state for injection
+        act2 = copy.deepcopy(act)
+        act2._dict_inj["prod_p"] *= 1
+        act2._dict_inj["load_p"] *= 1
+        bk_act2 = self.backend.my_bk_act_class()
+        bk_act2 += act2
+        self.backend.apply_action(bk_act2)
+        self.backend.runpf()
+        prod_p2, prod_q2, prod_v2 = self.backend.generators_info()
+        load_p2, load_q2, load_v2 = self.backend.loads_info()
+        p_or2, *_ = self.backend.lines_or_info()
+        assert np.any(np.abs(prod_p2 - prod_p) >= self.tol_one)
+        assert np.any(np.abs(load_p2 - load_p) >= self.tol_one)
+        assert np.any(np.abs(p_or2 - p_or) >= self.tol_one)
+        # check i can put it back to orig state
+        try:
+            self._aux_test_back_orig(act, prod_p, load_p, p_or, sh_q)
+        except AssertionError as exc_:
+            raise AssertionError("Error for injection: {}".format(exc_))
+
+        # disconnect a powerline
+        act2 = copy.deepcopy(act)
+        l_id = 0
+        act2._set_line_status[l_id] = -1
+        act2._set_topo_vect[act2.line_or_pos_topo_vect[l_id]] = -1
+        act2._set_topo_vect[act2.line_ex_pos_topo_vect[l_id]] = -1
+        bk_act2 = self.backend.my_bk_act_class()
+        bk_act2 += act2
+        self.backend.apply_action(bk_act2)
+        self.backend.runpf()
+        p_or2, *_ = self.backend.lines_or_info()
+        assert np.abs(p_or2[l_id]) <= self.tol_one, "line has not been disconnected"
+        assert np.any(np.abs(p_or2 - p_or) >= self.tol_one)
+        # check i can put it back to orig state
+        try:
+            self._aux_test_back_orig(act, prod_p, load_p, p_or, sh_q)
+        except AssertionError as exc_:
+            raise AssertionError("Error for line_status: {}".format(exc_))
+
+        # change topology
+        act2 = copy.deepcopy(act)
+        act2._set_topo_vect[6:9] = 2
+        act2._set_topo_vect[6:9] = 2
+        bk_act2 = self.backend.my_bk_act_class()
+        bk_act2 += act2
+        self.backend.apply_action(bk_act2)
+        self.backend.runpf()
+        p_or2, *_ = self.backend.lines_or_info()
+        assert np.any(np.abs(p_or2 - p_or) >= self.tol_one)
+        # check i can put it back to orig state
+        try:
+            self._aux_test_back_orig(act, prod_p, load_p, p_or, sh_q)
+        except AssertionError as exc_:
+            raise AssertionError("Error for topo: {}".format(exc_))
+
+        # change shunt
+        if self.backend.shunts_data_available:
+            act2 = copy.deepcopy(act)
+            act2.shunt_q[:] = -25.0
+            bk_act2 = self.backend.my_bk_act_class()
+            bk_act2 += act2
+            self.backend.apply_action(bk_act2)
+            self.backend.runpf()
+            prod_p2, prod_q2, prod_v2 = self.backend.generators_info()
+            _, sh_q2, *_ = self.backend.shunt_info()
+            p_or2, *_ = self.backend.lines_or_info()
+            assert np.any(np.abs(prod_p2 - prod_p) >= self.tol_one)
+            assert np.any(np.abs(p_or2 - p_or) >= self.tol_one)
+            assert np.any(np.abs(sh_q2 - sh_q) >= self.tol_one)
+            # check i can put it back to orig state
+            try:
+                self._aux_test_back_orig(act, prod_p, load_p, p_or, sh_q)
+            except AssertionError as exc_:
+                raise AssertionError("Error for shunt: {}".format(exc_))
+
+    def test_get_action_to_set_storage(self):
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = make(
+                "educ_case14_storage",
+                test=True,
+                backend=self.make_backend(),
+                _add_to_name="test_gats_storage",
+            )
+            env2 = make(
+                "educ_case14_storage",
+                test=True,
+                backend=self.make_backend(),
+                _add_to_name="test_gats_storage",
+            )
+        obs, *_ = env.step(env.action_space({"set_storage": [-1.0, 1.0]}))
+        act = env.backend.get_action_to_set()
+
+        bk_act2 = env2.backend.my_bk_act_class()
+        bk_act2 += act
+        env2.backend.apply_action(bk_act2)
+        env2.backend.runpf()
+        assert np.all(env2.backend.storages_info()[0] == env.backend.storages_info()[0])
+
+    def _aux_test_back_orig_2(self, obs, prod_p, load_p, p_or, sh_q):
+        self.backend.update_from_obs(obs)
+        self._aux_aux_check_if_matches(prod_p, load_p, p_or, sh_q)
+
+    def test_update_from_obs(self):
+        """this tests the "update_from_obs" method"""
+        self.skip_if_needed()
+
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = make(
+                '../data_test/l2rpn_case14_sandbox_Pypowsybl',
+                test=True,
+                backend=self.make_backend(),
+                _add_to_name="test_update_from_obs",
+            )
+
+        self.backend.close()
+        self.backend = env.backend
+        act = self.backend.get_action_to_set()
+        obs = env.reset()
+
+        # store the initial value that should be there when i reapply the "update_from_obs"
+        prod_p, prod_q, prod_v = self.backend.generators_info()
+        load_p, load_q, load_v = self.backend.loads_info()
+        p_or, *_ = self.backend.lines_or_info()
+        if self.backend.shunts_data_available:
+            _, sh_q, *_ = self.backend.shunt_info()
+        else:
+            sh_q = None
+
+        # modify its state for injection
+        act2 = copy.deepcopy(act)
+        act2._dict_inj["prod_p"] *= 1.5
+        act2._dict_inj["load_p"] *= 1.5
+        bk_act2 = self.backend.my_bk_act_class()
+        bk_act2 += act2
+        self.backend.apply_action(bk_act2)
+        self.backend.runpf()
+        prod_p2, prod_q2, prod_v2 = self.backend.generators_info()
+        load_p2, load_q2, load_v2 = self.backend.loads_info()
+        p_or2, *_ = self.backend.lines_or_info()
+        assert np.any(np.abs(prod_p2 - prod_p) >= self.tol_one)
+        assert np.any(np.abs(load_p2 - load_p) >= self.tol_one)
+        assert np.any(np.abs(p_or2 - p_or) >= self.tol_one)
+        # check i can put it back to orig state
+        try:
+            self._aux_test_back_orig_2(obs, prod_p, load_p, p_or, sh_q)
+        except AssertionError as exc_:
+            raise AssertionError("Error for injection: {}".format(exc_))
+
+        # disconnect a powerline
+        act2 = copy.deepcopy(act)
+        l_id = 0
+        act2._set_line_status[l_id] = -1
+        act2._set_topo_vect[act2.line_or_pos_topo_vect[l_id]] = -1
+        act2._set_topo_vect[act2.line_ex_pos_topo_vect[l_id]] = -1
+        bk_act2 = self.backend.my_bk_act_class()
+        bk_act2 += act2
+        self.backend.apply_action(bk_act2)
+        self.backend.runpf()
+        p_or2, *_ = self.backend.lines_or_info()
+        assert np.abs(p_or2[l_id]) <= self.tol_one, "line has not been disconnected"
+        assert np.any(np.abs(p_or2 - p_or) >= self.tol_one)
+        # check i can put it back to orig state
+        try:
+            self._aux_test_back_orig_2(obs, prod_p, load_p, p_or, sh_q)
+        except AssertionError as exc_:
+            raise AssertionError("Error for line_status: {}".format(exc_))
+
+        # change topology
+        act2 = copy.deepcopy(act)
+        act2._set_topo_vect[6:9] = 2
+        act2._set_topo_vect[6:9] = 2
+        bk_act2 = self.backend.my_bk_act_class()
+        bk_act2 += act2
+        self.backend.apply_action(bk_act2)
+        self.backend.runpf()
+        p_or2, *_ = self.backend.lines_or_info()
+        assert np.any(np.abs(p_or2 - p_or) >= self.tol_one)
+        # check i can put it back to orig state
+        try:
+            self._aux_test_back_orig_2(obs, prod_p, load_p, p_or, sh_q)
+        except AssertionError as exc_:
+            raise AssertionError("Error for topo: {}".format(exc_))
+
+        # change shunt
+        if self.backend.shunts_data_available:
+            act2 = copy.deepcopy(act)
+            act2.shunt_q[:] = -25.0
+            bk_act2 = self.backend.my_bk_act_class()
+            bk_act2 += act2
+            self.backend.apply_action(bk_act2)
+            self.backend.runpf()
+            prod_p2, prod_q2, prod_v2 = self.backend.generators_info()
+            _, sh_q2, *_ = self.backend.shunt_info()
+            p_or2, *_ = self.backend.lines_or_info()
+            assert np.any(np.abs(prod_p2 - prod_p) >= self.tol_one)
+            assert np.any(np.abs(p_or2 - p_or) >= self.tol_one)
+            assert np.any(np.abs(sh_q2 - sh_q) >= self.tol_one)
+            # check i can put it back to orig state
+            try:
+                self._aux_test_back_orig_2(obs, prod_p, load_p, p_or, sh_q)
+            except AssertionError as exc_:
+                raise AssertionError("Error for shunt: {}".format(exc_))
+
+
+class BaseTestEnvPerformsCorrectCascadingFailures(MakeBackend):
+    """
+    Test the "next_grid_state" method of the back-end
+    """
+
+    def setUp(self):
+        self.backend = self.make_backend(detailed_infos_for_cascading_failures=True)
+        type(self.backend)._clear_class_attribute()
+        self.path_matpower = self.get_path()
+        self.case_file = self.get_casefile()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.backend.load_grid(self.path_matpower, self.case_file)
+        type(self.backend).set_env_name("TestEnvPerformsCorrectCascadingFailures_env")
+        type(self.backend).set_no_storage()
+        self.backend.assert_grid_correct()
+        self.game_rules = RulesChecker()
+        self.action_env = ActionSpace(
+            gridobj=self.backend, legal_action=self.game_rules.legal_action
+        )
+
+        self.lines_flows_init = np.array(
+            [
+                638.28966637,
+                305.05042301,
+                17658.9674809,
+                26534.04334098,
+                10869.23856329,
+                4686.71726729,
+                15612.65903298,
+                300.07915572,
+                229.8060832,
+                169.97292682,
+                100.40192958,
+                265.47505664,
+                21193.86923911,
+                21216.44452327,
+                49701.1565287,
+                124.79684388,
+                67.59759985,
+                192.19424706,
+                666.76961936,
+                1113.52773632,
+            ]
+        )
+        # _parameters for the environment
+        self.env_params = Parameters()
+
+        # used for init an env too
+        self.chronics_handler = ChronicsHandler()
+        self.id_first_line_disco = 8  # due to hard overflow
+        self.id_2nd_line_disco = 11  # due to soft overflow
+
+    def tearDown(self):
+        pass
+
+    def next_grid_state_no_overflow(self):
+        # first i test that, when there is no overflow, i dont do a cascading failure
+
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = Environment(
+                init_grid_path=os.path.join(self.path_matpower, self.case_file),
+                backend=self.backend,
+                init_env_path=os.path.join(self.path_matpower, self.case_file),
+                chronics_handler=self.chronics_handler,
+                parameters=self.env_params,
+                name="test_pp_env1",
+            )
+
+        disco, infos, conv_ = self.backend.next_grid_state(env, is_dc=False)
+        assert conv_ is None
+        assert not infos
+
+    def test_next_grid_state_1overflow(self):
+        # second i test that, when is one line on hard overflow it is disconnected
+        self.skip_if_needed()
+        case_file = self.case_file
+        env_params = copy.deepcopy(self.env_params)
+        env_params.HARD_OVERFLOW_THRESHOLD = 1.5
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = Environment(
+                init_grid_path=os.path.join(self.path_matpower, case_file),
+                init_env_path=os.path.join(self.path_matpower, case_file),
+                backend=self.backend,
+                chronics_handler=self.chronics_handler,
+                parameters=env_params,
+                name="test_pp_env2",
+            )
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.backend.load_grid(self.path_matpower, case_file)
+        type(self.backend).set_no_storage()
+        self.backend.assert_grid_correct()
+
+        thermal_limit = 10 * self.lines_flows_init
+        thermal_limit[self.id_first_line_disco] = (
+                self.lines_flows_init[self.id_first_line_disco] / 2
+        )
+        self.backend.set_thermal_limit(thermal_limit)
+
+        disco, infos, conv_ = self.backend.next_grid_state(env, is_dc=False)
+        assert conv_ is None
+        assert len(infos) == 1  # check that i have only one overflow
+        assert np.sum(disco >= 0) == 1
+
+    def test_next_grid_state_1overflow_envNoCF(self):
+        # third i test that, if a line is on hard overflow, but i'm on a "no cascading failure" mode,
+        # i don't simulate a cascading failure
+        self.skip_if_needed()
+        self.env_params.NO_OVERFLOW_DISCONNECTION = True
+        case_file = self.case_file
+        env_params = copy.deepcopy(self.env_params)
+        env_params.HARD_OVERFLOW_THRESHOLD = 1.5
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = Environment(
+                init_grid_path=os.path.join(self.path_matpower, case_file),
+                backend=self.backend,
+                init_env_path=os.path.join(self.path_matpower, case_file),
+                chronics_handler=self.chronics_handler,
+                parameters=self.env_params,
+                name="test_pp_env3",
+            )
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.backend.load_grid(self.path_matpower, case_file)
+        type(self.backend).set_no_storage()
+        self.backend.assert_grid_correct()
+        conv = self.backend.runpf()
+        assert conv, "powerflow should converge at loading"
+        lines_flows_init = self.backend.get_line_flow()
+        thermal_limit = 10 * lines_flows_init
+        thermal_limit[self.id_first_line_disco] = (
+                lines_flows_init[self.id_first_line_disco] / 2
+        )
+        self.backend.set_thermal_limit(thermal_limit)
+
+        disco, infos, conv_ = self.backend.next_grid_state(env, is_dc=False)
+        assert conv_ is None
+        assert not infos  # check that don't simulate a cascading failure
+        assert np.sum(disco >= 0) == 0
+
+    def test_set_thermal_limit(self):
+        thermal_limit = np.arange(self.backend.n_line)
+        self.backend.set_thermal_limit(thermal_limit)
+        assert np.all(self.backend.thermal_limit_a == thermal_limit)
+
+    def test_nb_timestep_overflow_disc0(self):
+        # on this _grid, first line with id 5 is overheated,
+        # it is disconnected
+        # then powerline 16 have a relative flow of 1.5916318201096937
+        # in this scenario i don't have a second line disconnection.
+        self.skip_if_needed()
+        case_file = self.case_file
+        env_params = copy.deepcopy(self.env_params)
+        env_params.HARD_OVERFLOW_THRESHOLD = 1.5
+        env_params.NB_TIMESTEP_OVERFLOW_ALLOWED = 0
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = Environment(
+                init_grid_path=os.path.join(self.path_matpower, case_file),
+                backend=self.backend,
+                init_env_path=os.path.join(self.path_matpower, case_file),
+                chronics_handler=self.chronics_handler,
+                parameters=env_params,
+                name="test_pp_env4",
+            )
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.backend.load_grid(self.path_matpower, case_file)
+        type(self.backend).set_no_storage()
+        self.backend.assert_grid_correct()
+        conv = self.backend.runpf()
+        assert conv, "powerflow should converge at loading"
+        lines_flows_init = self.backend.get_line_flow()
+
+        thermal_limit = 10 * lines_flows_init
+        thermal_limit[self.id_first_line_disco] = (
+                lines_flows_init[self.id_first_line_disco] / 2
+        )
+        thermal_limit[self.id_2nd_line_disco] = 400
+        self.backend.set_thermal_limit(thermal_limit)
+
+        disco, infos, conv_ = self.backend.next_grid_state(env, is_dc=False)
+        assert conv_ is None
+        assert len(infos) == 2  # check that there is a cascading failure of length 2
+        assert disco[self.id_first_line_disco] >= 0
+        assert disco[self.id_2nd_line_disco] >= 0
+        assert np.sum(disco >= 0) == 2
+
+    def test_nb_timestep_overflow_nodisc(self):
+        # on this _grid, first line with id 18 is overheated,
+        # it is disconnected
+        # then powerline 16 have a relative flow of 1.5916318201096937
+
+        # in this scenario i don't have a second line disconnection because
+        # the overflow is a soft overflow and  the powerline is presumably overflow since 0
+        # timestep
+        self.skip_if_needed()
+        case_file = self.case_file
+        env_params = copy.deepcopy(self.env_params)
+        env_params.HARD_OVERFLOW_THRESHOLD = 1.5
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = Environment(
+                init_grid_path=os.path.join(self.path_matpower, case_file),
+                backend=self.backend,
+                chronics_handler=self.chronics_handler,
+                init_env_path=os.path.join(self.path_matpower, case_file),
+                parameters=env_params,
+                name="test_pp_env5",
+            )
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.backend.load_grid(self.path_matpower, case_file)
+        type(self.backend).set_no_storage()
+        self.backend.assert_grid_correct()
+
+        env._timestep_overflow[self.id_2nd_line_disco] = 0
+        thermal_limit = 10 * self.lines_flows_init
+        thermal_limit[self.id_first_line_disco] = (
+                self.lines_flows_init[self.id_first_line_disco] / 2
+        )
+        thermal_limit[self.id_2nd_line_disco] = 400
+        self.backend.set_thermal_limit(thermal_limit)
+
+        disco, infos, conv_ = self.backend.next_grid_state(env, is_dc=False)
+        assert conv_ is None
+        assert len(infos) == 1  # check that don't simulate a cascading failure
+        assert disco[self.id_first_line_disco] >= 0
+        assert np.sum(disco >= 0) == 1
+
+    def test_nb_timestep_overflow_nodisc_2(self):
+        # on this _grid, first line with id 18 is overheated,
+        # it is disconnected
+        # then powerline 16 have a relative flow of 1.5916318201096937
+
+        # in this scenario i don't have a second line disconnection because
+        # the overflow is a soft overflow and  the powerline is presumably overflow since only 1
+        # timestep
+        self.skip_if_needed()
+        case_file = self.case_file
+        env_params = copy.deepcopy(self.env_params)
+        env_params.HARD_OVERFLOW_THRESHOLD = 1.5
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = Environment(
+                init_grid_path=os.path.join(self.path_matpower, case_file),
+                backend=self.backend,
+                chronics_handler=self.chronics_handler,
+                init_env_path=os.path.join(self.path_matpower, case_file),
+                parameters=env_params,
+                name="test_pp_env6",
+            )
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.backend.load_grid(self.path_matpower, case_file)
+        type(self.backend).set_no_storage()
+        self.backend.assert_grid_correct()
+
+        env._timestep_overflow[self.id_2nd_line_disco] = 1
+
+        thermal_limit = 10 * self.lines_flows_init
+        thermal_limit[self.id_first_line_disco] = (
+                self.lines_flows_init[self.id_first_line_disco] / 2
+        )
+        thermal_limit[self.id_2nd_line_disco] = 400
+        self.backend.set_thermal_limit(thermal_limit)
+
+        disco, infos, conv_ = self.backend.next_grid_state(env, is_dc=False)
+        assert conv_ is None
+        assert len(infos) == 1  # check that don't simulate a cascading failure
+        assert disco[self.id_first_line_disco] >= 0
+        assert np.sum(disco >= 0) == 1
+
+    def test_nb_timestep_overflow_disc2(self):
+        # on this _grid, first line with id 18 is overheated,
+        # it is disconnected
+        # then powerline 16 have a relative flow of 1.5916318201096937
+
+        # in this scenario I have a second disconnection, because the powerline is allowed to be on overflow for 2
+        # timestep and is still on overflow here.
+        self.skip_if_needed()
+        case_file = self.case_file
+        env_params = copy.deepcopy(self.env_params)
+        env_params.HARD_OVERFLOW_THRESHOLD = 1.5
+        env_params.NB_TIMESTEP_OVERFLOW_ALLOWED = 2
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = Environment(
+                init_grid_path=os.path.join(self.path_matpower, case_file),
+                backend=self.backend,
+                chronics_handler=self.chronics_handler,
+                init_env_path=os.path.join(self.path_matpower, case_file),
+                parameters=env_params,
+                name="test_pp_env7",
+            )
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.backend.load_grid(self.path_matpower, case_file)
+        type(self.backend).set_no_storage()
+        self.backend.assert_grid_correct()
+
+        env._timestep_overflow[self.id_2nd_line_disco] = 2
+
+        thermal_limit = 10 * self.lines_flows_init
+        thermal_limit[self.id_first_line_disco] = (
+                self.lines_flows_init[self.id_first_line_disco] / 2
+        )
+        thermal_limit[self.id_2nd_line_disco] = 400
+        self.backend.set_thermal_limit(thermal_limit)
+
+        disco, infos, conv_ = self.backend.next_grid_state(env, is_dc=False)
+        assert conv_ is None
+        assert len(infos) == 2  # check that there is a cascading failure of length 2
+        assert disco[self.id_first_line_disco] >= 0
+        assert disco[self.id_2nd_line_disco] >= 0
+        assert np.sum(disco >= 0) == 2
+        for i, grid_tmp in enumerate(infos):
+            assert not grid_tmp.get_line_status()[self.id_first_line_disco]
+            if i == 1:
+                assert not grid_tmp.get_line_status()[self.id_2nd_line_disco]
+
+
+class BaseTestChangeBusAffectRightBus(MakeBackend):
+    def test_set_bus(self):
+        self.skip_if_needed()
+        # print("test_set_bus")
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = make(test=True, backend=backend)
+        env.reset()
+        action = env.action_space({"set_bus": {"lines_or_id": [(17, 2)]}})
+        obs, reward, done, info = env.step(action)
+        assert np.all(np.isfinite(obs.v_or))
+        assert np.sum(env.backend.get_topo_vect() == 2) == 1
+        assert np.all(np.isfinite(obs.to_vect()))
+
+    def test_change_bus(self):
+        self.skip_if_needed()
+        # print("test_change_bus")
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = make(test=True, backend=backend)
+        env.reset()
+        action = env.action_space({"change_bus": {"lines_or_id": [17]}})
+        obs, reward, done, info = env.step(action)
+        assert np.all(np.isfinite(obs.v_or))
+        assert np.sum(env.backend.get_topo_vect() == 2) == 1
+
+    def test_change_bustwice(self):
+        self.skip_if_needed()
+        # print("test_change_bustwice")
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = make(test=True, backend=backend)
+        env.reset()
+        action = env.action_space({"change_bus": {"lines_or_id": [17]}})
+        obs, reward, done, info = env.step(action)
+        assert not done
+        assert np.all(np.isfinite(obs.v_or))
+        assert np.sum(env.backend.get_topo_vect() == 2) == 1
+
+        action = env.action_space({"change_bus": {"lines_or_id": [17]}})
+        obs, reward, done, info = env.step(action)
+        assert not done
+        assert np.all(np.isfinite(obs.v_or))
+        assert np.sum(env.backend.get_topo_vect() == 2) == 0
+
+    def test_isolate_load(self):
+        self.skip_if_needed()
+        # print("test_isolate_load")
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = make(test=True, backend=backend)
+        act = env.action_space({"set_bus": {"loads_id": [(0, 2)]}})
+        obs, reward, done, info = env.step(act)
+        assert done, "an isolated load has not lead to a game over"
+
+    def test_reco_disco_bus(self):
+        self.skip_if_needed()
+        # print("test_reco_disco_bus")
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env_case1 = make(
+                "rte_case5_example",
+                test=True,
+                gamerules_class=AlwaysLegal,
+                backend=backend,
+            )
+        obs = env_case1.reset()  # reset is good
+        act = env_case1.action_space.disconnect_powerline(
+            line_id=5
+        )  # I disconnect a powerline
+        obs, reward, done, info = env_case1.step(act)  # do the action, it's valid
+        act_case1 = env_case1.action_space.reconnect_powerline(
+            line_id=5, bus_or=2, bus_ex=2
+        )  # reconnect powerline on bus 2 both ends
+        # this should lead to a game over a the powerline is out of the grid, 2 buses are, but without anything
+        # this is a non connex grid
+        obs_case1, reward_case1, done_case1, info_case1 = env_case1.step(act_case1)
+        assert done_case1
+
+    def test_reco_disco_bus2(self):
+        self.skip_if_needed()
+        # print("test_reco_disco_bus2")
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env_case2 = make(
+                "rte_case5_example",
+                test=True,
+                gamerules_class=AlwaysLegal,
+                backend=backend,
+            )
+        obs = env_case2.reset()  # reset is good
+        obs, reward, done, info = env_case2.step(
+            env_case2.action_space()
+        )  # do the action, it's valid
+        act_case2 = env_case2.action_space.reconnect_powerline(
+            line_id=5, bus_or=2, bus_ex=2
+        )  # reconnect powerline on bus 2 both ends
+        # this should lead to a game over a the powerline is out of the grid, 2 buses are, but without anything
+        # this is a non connex grid
+        obs_case2, reward_case2, done_case2, info_case2 = env_case2.step(act_case2)
+        # this was illegal before, but test it is still illegal
+        assert done_case2
+
+    def test_reco_disco_bus3(self):
+        self.skip_if_needed()
+        # print("test_reco_disco_bus3")
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env_case2 = make(
+                "rte_case5_example",
+                test=True,
+                gamerules_class=AlwaysLegal,
+                backend=backend,
+            )
+        obs = env_case2.reset()  # reset is good
+        obs, reward, done, info = env_case2.step(
+            env_case2.action_space()
+        )  # do the action, it's valid
+        act_case2 = env_case2.action_space.reconnect_powerline(
+            line_id=5, bus_or=1, bus_ex=2
+        )  # reconnect powerline on bus 2 both ends
+        # this should not lead to a game over this time, the grid is connex!
+        obs_case2, reward_case2, done_case2, info_case2 = env_case2.step(act_case2)
+        assert done_case2 is False
+
+    def test_reco_disco_bus4(self):
+        self.skip_if_needed()
+        # print("test_reco_disco_bus4")
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env_case2 = make(
+                "rte_case5_example",
+                test=True,
+                gamerules_class=AlwaysLegal,
+                backend=backend,
+            )
+        obs = env_case2.reset()  # reset is good
+        obs, reward, done, info = env_case2.step(
+            env_case2.action_space()
+        )  # do the action, it's valid
+        act_case2 = env_case2.action_space.reconnect_powerline(
+            line_id=5, bus_or=2, bus_ex=1
+        )  # reconnect powerline on bus 2 both ends
+        # this should not lead to a game over this time, the grid is connex!
+        obs_case2, reward_case2, done_case2, info_case2 = env_case2.step(act_case2)
+        assert done_case2 is False
+
+    def test_reco_disco_bus5(self):
+        self.skip_if_needed()
+        # print("test_reco_disco_bus5")
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env_case2 = make(
+                "rte_case5_example",
+                test=True,
+                gamerules_class=AlwaysLegal,
+                backend=backend,
+            )
+        obs = env_case2.reset()  # reset is good
+        act_case2 = env_case2.action_space(
+            {"set_bus": {"lines_or_id": [(5, 2)], "lines_ex_id": [(5, 2)]}}
+        )  # reconnect powerline on bus 2 both ends
+        # this should not lead to a game over this time, the grid is connex!
+        obs_case2, reward_case2, done_case2, info_case2 = env_case2.step(act_case2)
+        assert done_case2
+
+
+class BaseTestShuntAction(MakeBackend):
+    def test_shunt_ambiguous_id_incorrect(self):
+        self.skip_if_needed()
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            with make(
+                    "rte_case5_example",
+                    test=True,
+                    gamerules_class=AlwaysLegal,
+                    action_class=CompleteAction,
+                    backend=backend,
+            ) as env_case2:
+                with self.assertRaises(AmbiguousAction):
+                    act = env_case2.action_space({"shunt": {"set_bus": [(0, 2)]}})
+
+    def test_shunt_effect(self):
+        self.skip_if_needed()
+        backend1 = self.make_backend()
+        backend2 = self.make_backend()
+        type(backend1)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env_ref = make(
+                "rte_case14_realistic",
+                test=True,
+                gamerules_class=AlwaysLegal,
+                action_class=CompleteAction,
+                backend=backend1,
+                _add_to_name="BaseTestShuntAction",
+            )
+            env_change_q = make(
+                "rte_case14_realistic",
+                test=True,
+                gamerules_class=AlwaysLegal,
+                action_class=CompleteAction,
+                backend=backend2,
+                _add_to_name="BaseTestShuntAction",
+            )
+            param = env_ref.parameters
+            param.NO_OVERFLOW_DISCONNECTION = True
+            env_ref.change_parameters(param)
+            env_change_q.change_parameters(param)
+            env_ref.set_id(0)
+            env_change_q.set_id(0)
+            env_ref.reset()
+            env_change_q.reset()
+
+        obs_ref, *_ = env_ref.step(env_ref.action_space())
+        with warnings.catch_warnings():
+            warnings.filterwarnings("error")
+            act = env_change_q.action_space({"shunt": {"shunt_q": [(0, -30)]}})
+        obs_change_p_down, *_ = env_change_q.step(act)
+        assert obs_ref.v_or[10] < obs_change_p_down.v_or[10] - self.tol_one
+        obs_change_p_up, *_ = env_change_q.step(
+            env_change_q.action_space({"shunt": {"shunt_q": [(0, +30)]}})
+        )
+        obs_ref, *_ = env_ref.step(env_ref.action_space())
+        assert obs_ref.v_or[10] > obs_change_p_up.v_or[10] + self.tol_one
+        obs_disco_sh, *_ = env_change_q.step(
+            env_change_q.action_space({"shunt": {"set_bus": [(0, -1)]}})
+        )
+        # given the shunt amount at first, this is the right test to do
+        assert obs_ref.v_or[10] > obs_disco_sh.v_or[10] + self.tol_one
+
+        # test specific rule on shunt: if alone on a bus, it's disconnected ???
+        obs_co_bus2_sh_alone, *_ = env_change_q.step(
+            env_change_q.action_space({"shunt": {"set_bus": [(0, 2)]}})
+        )
+        assert obs_co_bus2_sh_alone._shunt_bus == -1
+        assert obs_co_bus2_sh_alone._shunt_v == 0.
+        assert obs_co_bus2_sh_alone._shunt_p == 0
+        assert obs_co_bus2_sh_alone._shunt_q == 0
+
+        # note that above the backend can diverge (shunt is alone on its bus !)
+        # on pp it does not ... but it probably should
+        env_ref.set_id(0)
+        env_change_q.set_id(0)
+        env_ref.reset()
+        env_change_q.reset()
+        act = env_change_q.action_space({"set_bus": {"lines_or_id": [(10, 2)]},
+                                         "shunt": {"set_bus": [(0, 2)]}
+                                         })
+
+        obs_co_bus2_sh_notalone, *_ = env_change_q.step(act)
+        assert obs_co_bus2_sh_notalone.line_or_bus[10] == 2
+        assert np.allclose(obs_co_bus2_sh_notalone.v_or[10], 23.15359878540039)
+        assert obs_co_bus2_sh_notalone._shunt_bus == 2
+        assert np.allclose(obs_co_bus2_sh_notalone._shunt_v, 23.15359878540039)
+        assert obs_co_bus2_sh_notalone._shunt_p == 0
+        assert obs_co_bus2_sh_notalone._shunt_q == -25.464233
+
+
+class BaseTestResetEqualsLoadGrid(MakeBackend):
+    def setUp(self):
+        backend1 = self.make_backend()
+        backend2 = self.make_backend()
+        type(backend1)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.env1 = make("rte_case5_example", test=True, backend=backend1)
+            self.backend1 = self.env1.backend
+            self.env2 = make("rte_case5_example", test=True, backend=backend2)
+            self.backend2 = self.env2.backend
+        np.random.seed(69)
+
+    def tearDown(self):
+        self.env1.close()
+        self.env2.close()
+
+    def test_reset_equals_reset(self):
+        self.skip_if_needed()
+        # Reset backend1 with reset
+        self.env1.reset()
+        # Reset backend2 with reset
+        self.env2.reset()
+        self._compare_backends()
+
+    def _compare_backends(self):
+        # Compare
+        if hasattr(self.backend1, "prod_pu_to_kv") and hasattr(
+                self.backend2, "prod_pu_to_kv"
+        ):
+            assert np.all(self.backend1.prod_pu_to_kv == self.backend2.prod_pu_to_kv)
+        if hasattr(self.backend1, "load_pu_to_kv") and hasattr(
+                self.backend2, "load_pu_to_kv"
+        ):
+            assert np.all(self.backend1.load_pu_to_kv == self.backend2.load_pu_to_kv)
+        if hasattr(self.backend1, "lines_or_pu_to_kv") and hasattr(
+                self.backend2, "lines_or_pu_to_kv"
+        ):
+            assert np.all(
+                self.backend1.lines_or_pu_to_kv == self.backend2.lines_or_pu_to_kv
+            )
+        if hasattr(self.backend1, "lines_ex_pu_to_kv") and hasattr(
+                self.backend2, "lines_ex_pu_to_kv"
+        ):
+            assert np.all(
+                self.backend1.lines_ex_pu_to_kv == self.backend2.lines_ex_pu_to_kv
+            )
+        if hasattr(self.backend1, "p_or") and hasattr(self.backend2, "p_or"):
+            assert np.all(self.backend1.p_or == self.backend2.p_or)
+        if hasattr(self.backend1, "q_or") and hasattr(self.backend2, "q_or"):
+            assert np.all(self.backend1.q_or == self.backend2.q_or)
+        if hasattr(self.backend1, "v_or") and hasattr(self.backend2, "v_or"):
+            assert np.all(self.backend1.v_or == self.backend2.v_or)
+        if hasattr(self.backend1, "a_or") and hasattr(self.backend2, "a_or"):
+            assert np.all(self.backend1.a_or == self.backend2.a_or)
+        if hasattr(self.backend1, "p_ex") and hasattr(self.backend2, "p_ex"):
+            assert np.all(self.backend1.p_ex == self.backend2.p_ex)
+        if hasattr(self.backend1, "a_ex") and hasattr(self.backend2, "a_ex"):
+            assert np.all(self.backend1.a_ex == self.backend2.a_ex)
+        if hasattr(self.backend1, "v_ex") and hasattr(self.backend2, "v_ex"):
+            assert np.all(self.backend1.v_ex == self.backend2.v_ex)
+
+    def test_reset_equals_load_grid(self):
+        self.skip_if_needed()
+        # Reset backend1 with reset
+        self.env1.reset()
+        # Reset backend2 with load_grid
+        self.backend2.reset = self.backend2.load_grid
+        self.env2.reset()
+
+        # Compare
+        self._compare_backends()
+
+    def test_load_grid_equals_load_grid(self):
+        self.skip_if_needed()
+        # Reset backend1 with load_grid
+        self.backend1.reset = self.backend1.load_grid
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.env1.reset()
+        # Reset backend2 with load_grid
+        self.backend2.reset = self.backend2.load_grid
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.env2.reset()
+
+        # Compare
+        self._compare_backends()
+
+    def test_obs_from_same_chronic(self):
+        self.skip_if_needed()
+        # Store first observation
+        obs1 = self.env1.current_obs
+        obs2 = None
+        for i in range(3):
+            self.env1.step(self.env1.action_space({}))
+
+        # Reset to first chronic
+        self.env1.chronics_handler.tell_id(-1)
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.env1.reset()
+
+        # Store second observation
+        obs2 = self.env1.current_obs
+
+        # Compare
+        assert np.allclose(obs1.prod_p, obs2.prod_p)
+        assert np.allclose(obs1.prod_q, obs2.prod_q)
+        assert np.allclose(obs1.prod_v, obs2.prod_v)
+        assert np.allclose(obs1.load_p, obs2.load_p)
+        assert np.allclose(obs1.load_q, obs2.load_q)
+        assert np.allclose(obs1.load_v, obs2.load_v)
+        assert np.allclose(obs1.p_or, obs2.p_or)
+        assert np.allclose(obs1.q_or, obs2.q_or)
+        assert np.allclose(obs1.v_or, obs2.v_or)
+        assert np.allclose(obs1.a_or, obs2.a_or)
+        assert np.allclose(obs1.p_ex, obs2.p_ex)
+        assert np.allclose(obs1.q_ex, obs2.q_ex)
+        assert np.allclose(obs1.v_ex, obs2.v_ex)
+        assert np.allclose(obs1.a_ex, obs2.a_ex)
+        assert np.allclose(obs1.rho, obs2.rho)
+        assert np.all(obs1.line_status == obs2.line_status)
+        assert np.all(obs1.topo_vect == obs2.topo_vect)
+        assert np.all(obs1.timestep_overflow == obs2.timestep_overflow)
+        assert np.all(obs1.time_before_cooldown_line == obs2.time_before_cooldown_line)
+        assert np.all(obs1.time_before_cooldown_sub == obs2.time_before_cooldown_sub)
+        assert np.all(obs1.time_next_maintenance == obs2.time_next_maintenance)
+        assert np.all(obs1.duration_next_maintenance == obs2.duration_next_maintenance)
+        assert np.all(obs1.target_dispatch == obs2.target_dispatch)
+        assert np.all(obs1.actual_dispatch == obs2.actual_dispatch)
+
+    def test_combined_changes(self):
+        # Unlimited sub changes
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        params = grid2op.Parameters.Parameters()
+        params.MAX_SUB_CHANGED = 999
+
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = grid2op.make(
+                "rte_case14_realistic", test=True, backend=backend, param=params
+            )
+
+        # Find N valid iadd combination of R change actions
+        acts = self.aux_random_topos_act(env, n=16, r=3)
+        # Pick one at random
+        act = np.random.choice(acts)
+
+        # Reset env
+        obs = env.reset()
+        # At t=0 everything is on bus 1 normally
+        assert np.all(obs.topo_vect == 1)
+
+        # Step
+        obs, _, done, _ = env.step(act)
+        # This should use valid actions
+        assert done == False
+        # At t=1, unchanged elements should be on bus 1
+        assert np.all(obs.topo_vect[~act._change_bus_vect] == 1)
+
+    def aux_nth_combination(self, iterable, r, index):
+        "Equivalent to list(combinations(iterable, r))[index]"
+        pool = tuple(iterable)
+        n = len(pool)
+        if r < 0 or r > n:
+            raise ValueError
+        c = 1
+        k = min(r, n - r)
+        for i in range(1, k + 1):
+            c = c * (n - k + i) // i
+        if index < 0:
+            index += c
+        if index < 0 or index >= c:
+            raise IndexError
+        result = []
+        while r:
+            c, n, r = c * r // n, n - 1, r - 1
+            while index >= c:
+                index -= c
+                c, n = c * (n - r) // n, n - 1
+            result.append(pool[-1 - n])
+        return tuple(result)
+
+    def aux_random_topos_act(self, env, n=128, r=2):
+        actsp = env.action_space
+        acts = actsp.get_all_unitary_topologies_change(actsp)
+        res = []
+        n_comb = comb(len(acts), r)
+        while len(res) < n:
+            env.reset()
+            rnd_idx = np.random.randint(n_comb)
+            a = self.aux_nth_combination(acts, r, rnd_idx)
+            atest = env.action_space({})
+            for atmp in a:
+                atest += atmp
+            _, _, done, _ = env.step(atest)
+            if not done:
+                res.append(copy.deepcopy(atest))
+        return res
+
+
+class BaseTestVoltageOWhenDisco(MakeBackend):
+    def test_this(self):
+        self.skip_if_needed()
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            with make("rte_case14_realistic", test=True, backend=backend) as env:
+                line_id = 1
+                act = env.action_space({"set_line_status": [(line_id, -1)]})
+                obs, *_ = env.step(act)
+                assert (
+                        obs.v_or[line_id] == 0.0
+                )  # is not 0 however line is not connected
+
+
+class BaseTestChangeBusSlack(MakeBackend):
+    def test_change_slack_case14(self):
+        self.skip_if_needed()
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = grid2op.make("rte_case14_realistic", test=True, backend=backend)
+        action = env.action_space(
+            {
+                "set_bus": {
+                    "generators_id": [(env.n_gen - 1, 2)],
+                    "lines_or_id": [(0, 2)],
+                }
+            }
+        )
+        obs, reward, am_i_done, info = env.step(action)
+        assert am_i_done is False
+        assert np.all(obs.prod_p >= 0.0)
+        assert np.sum(obs.prod_p) >= np.sum(obs.load_p)
+
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            p_subs, q_subs, p_bus, q_bus, v_bus = env.backend.check_kirchoff()
+        assert np.all(np.abs(p_subs) <= self.tol_one)
+        assert np.all(np.abs(p_bus) <= self.tol_one)
+
+
+class BaseTestStorageAction(MakeBackend):
+    def _aux_test_kirchoff(self):
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            p_subs, q_subs, p_bus, q_bus, diff_v_bus = self.env.backend.check_kirchoff()
+        assert np.all(
+            np.abs(p_subs) <= self.tol_one
+        ), "error with active value at some substations"
+        assert np.all(
+            np.abs(q_subs) <= self.tol_one
+        ), "error with reactive value at some substations"
+        assert np.all(
+            np.abs(p_bus) <= self.tol_one
+        ), "error with active value at some bus"
+        assert np.all(
+            np.abs(q_bus) <= self.tol_one
+        ), "error with reactive value at some bus"
+        assert np.all(diff_v_bus <= self.tol_one), "error with voltage discrepency"
+
+    def test_there_are_storage(self):
+        """test the backend properly loaded the storage units"""
+        self.skip_if_needed()
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.env = grid2op.make("educ_case14_storage", test=True, backend=backend)
+        assert self.env.n_storage == 2
+
+    def test_storage_action_mw(self):
+        """test the actions are properly implemented in the backend"""
+        self.skip_if_needed()
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.env = grid2op.make("educ_case14_storage", test=True, backend=backend)
+
+        array_modif = np.array([-1.5, -10.0], dtype=dt_float)
+        act = self.env.action_space({"set_storage": array_modif})
+        obs, reward, done, info = self.env.step(act)
+        assert not info["exception"]
+        storage_p, storage_q, storage_v = self.env.backend.storages_info()
+        assert np.all(np.abs(storage_p - array_modif) <= self.tol_one)
+        assert np.all(np.abs(storage_q - 0.0) <= self.tol_one)
+        self._aux_test_kirchoff()
+
+        array_modif = np.array([2, 8], dtype=dt_float)
+        act = self.env.action_space({"set_storage": array_modif})
+        obs, reward, done, info = self.env.step(act)
+        assert not info["exception"]
+        storage_p, storage_q, storage_v = self.env.backend.storages_info()
+        assert np.all(np.abs(storage_p - array_modif) <= self.tol_one)
+        assert np.all(np.abs(storage_q - 0.0) <= self.tol_one)
+        self._aux_test_kirchoff()
+
+        # illegal action
+        array_modif = np.array([2, 12], dtype=dt_float)
+        act = self.env.action_space({"set_storage": array_modif})
+        obs, reward, done, info = self.env.step(act)
+        assert info["exception"]
+        storage_p, storage_q, storage_v = self.env.backend.storages_info()
+        assert np.all(np.abs(storage_p - [0.0, 0.0]) <= self.tol_one)
+        assert np.all(np.abs(storage_q - 0.0) <= self.tol_one)
+        self._aux_test_kirchoff()
+
+        # full discharge now
+        array_modif = np.array([-1.5, -10.0], dtype=dt_float)
+        for nb_ts in range(3):
+            act = self.env.action_space({"set_storage": array_modif})
+            obs, reward, done, info = self.env.step(act)
+            assert not info["exception"]
+            storage_p, storage_q, storage_v = self.env.backend.storages_info()
+            assert np.all(
+                np.abs(storage_p - array_modif) <= self.tol_one
+            ), f"error for P for time step {nb_ts}"
+            assert np.all(
+                np.abs(storage_q - 0.0) <= self.tol_one
+            ), f"error for Q for time step {nb_ts}"
+            self._aux_test_kirchoff()
+
+        obs, reward, done, info = self.env.step(act)
+        assert not info["exception"]
+        # i have emptied second battery
+        storage_p, *_ = self.env.backend.storages_info()
+        assert np.all(np.abs(storage_p - [-1.5, -4.4599934]) <= self.tol_one)
+        assert np.all(np.abs(obs.storage_charge[1] - 0.0) <= self.tol_one)
+        self._aux_test_kirchoff()
+
+        obs, reward, done, info = self.env.step(act)
+        assert not info["exception"]
+        # i have emptied second battery
+        storage_p, *_ = self.env.backend.storages_info()
+        assert np.all(np.abs(storage_p - [-1.5, 0.0]) <= self.tol_one)
+        assert np.all(np.abs(obs.storage_charge[1] - 0.0) <= self.tol_one)
+        self._aux_test_kirchoff()
+
+    def test_storage_action_topo(self):
+        """test the modification of the bus of a storage unit"""
+        self.skip_if_needed()
+        param = Parameters()
+        param.NB_TIMESTEP_COOLDOWN_SUB = 0
+        param.NB_TIMESTEP_COOLDOWN_LINE = 0
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            self.env = grid2op.make(
+                "educ_case14_storage",
+                test=True,
+                backend=backend,
+                param=param,
+                action_class=CompleteAction,
+            )
+
+        # test i can do a reset
+        obs = self.env.reset()
+
+        # test i can do a step
+        obs, reward, done, info = self.env.step(self.env.action_space())
+        exc_ = info["exception"]
+        assert (
+            not done
+        ), f"i should be able to do a step with some storage units error is {exc_}"
+        storage_p, storage_q, storage_v = self.env.backend.storages_info()
+        assert np.all(np.abs(storage_p - 0.0) <= self.tol_one)
+        assert np.all(np.abs(storage_q - 0.0) <= self.tol_one)
+
+        # first case, standard modification
+        array_modif = np.array([-1.5, -10.0], dtype=dt_float)
+        act = self.env.action_space(
+            {
+                "set_storage": array_modif,
+                "set_bus": {
+                    "storages_id": [(0, 2)],
+                    "lines_or_id": [(8, 2)],
+                    "generators_id": [(3, 2)],
+                },
+            }
+        )
+        obs, reward, done, info = self.env.step(act)
+        assert not info["exception"]
+        storage_p, storage_q, storage_v = self.env.backend.storages_info()
+        assert np.all(np.abs(storage_p - array_modif) <= self.tol_one)
+        assert np.all(np.abs(storage_q - 0.0) <= self.tol_one)
+        assert obs.storage_bus[0] == 2
+        assert obs.line_or_bus[8] == 2
+        assert obs.gen_bus[3] == 2
+        self._aux_test_kirchoff()
+
+        # second case, still standard modification (set to orig)
+        array_modif = np.array([1.5, 10.0], dtype=dt_float)
+        act = self.env.action_space(
+            {
+                "set_storage": array_modif,
+                "set_bus": {
+                    "storages_id": [(0, 1)],
+                    "lines_or_id": [(8, 1)],
+                    "generators_id": [(3, 1)],
+                },
+            }
+        )
+        obs, reward, done, info = self.env.step(act)
+        assert not info["exception"]
+        storage_p, storage_q, storage_v = self.env.backend.storages_info()
+        assert np.all(np.abs(storage_p - array_modif) <= self.tol_one)
+        assert np.all(np.abs(storage_q - 0.0) <= self.tol_one)
+        assert obs.storage_bus[0] == 1
+        assert obs.line_or_bus[8] == 1
+        assert obs.gen_bus[3] == 1
+        self._aux_test_kirchoff()
+
+        # fourth case: isolated storage on a busbar (so it is disconnected, but with 0. production => so thats fine)
+        array_modif = np.array([0.0, 7.0], dtype=dt_float)
+        act = self.env.action_space(
+            {
+                "set_storage": array_modif,
+                "set_bus": {
+                    "storages_id": [(0, 2)],
+                    "lines_or_id": [(8, 1)],
+                    "generators_id": [(3, 1)],
+                },
+            }
+        )
+        obs, reward, done, info = self.env.step(act)
+        assert not info[
+            "exception"
+        ], "error when storage is disconnected with 0 production, throw an error, but should not"
+        assert not done
+        storage_p, storage_q, storage_v = self.env.backend.storages_info()
+        assert np.all(
+            np.abs(storage_p - [0.0, array_modif[1]]) <= self.tol_one
+        ), "storage is not disconnected, yet alone on its busbar"
+        assert obs.storage_bus[0] == -1, "storage should be disconnected"
+        assert storage_v[0] == 0.0, "storage 0 should be disconnected"
+        assert obs.line_or_bus[8] == 1
+        assert obs.gen_bus[3] == 1
+        self._aux_test_kirchoff()
+
+        # check that if i don't touch it it's set to 0
+        act = self.env.action_space()
+        obs, reward, done, info = self.env.step(act)
+        assert not info["exception"]
+        storage_p, storage_q, storage_v = self.env.backend.storages_info()
+        assert np.all(
+            np.abs(storage_p - 0.0) <= self.tol_one
+        ), "storage should produce 0"
+        assert np.all(
+            np.abs(storage_q - 0.0) <= self.tol_one
+        ), "storage should produce 0"
+        assert obs.storage_bus[0] == -1, "storage should be disconnected"
+        assert storage_v[0] == 0.0, "storage 0 should be disconnected"
+        assert obs.line_or_bus[8] == 1
+        assert obs.gen_bus[3] == 1
+        self._aux_test_kirchoff()
+
+        # trying to act on a disconnected storage => illegal)
+        array_modif = np.array([2.0, 7.0], dtype=dt_float)
+        act = self.env.action_space({"set_storage": array_modif})
+        obs, reward, done, info = self.env.step(act)
+        assert info["exception"]  # action should be illegal
+        assert not done  # this is fine, as it's illegal it's replaced by do nothing
+        self._aux_test_kirchoff()
+
+        # trying to reconnect a storage alone on a bus => game over, not connected bus
+        array_modif = np.array([1.0, 7.0], dtype=dt_float)
+        act = self.env.action_space(
+            {
+                "set_storage": array_modif,
+                "set_bus": {
+                    "storages_id": [(0, 2)],
+                    "lines_or_id": [(8, 1)],
+                    "generators_id": [(3, 1)],
+                },
+            }
+        )
+        obs, reward, done, info = self.env.step(act)
+        assert info["exception"]  # this is a game over
+        assert done
+
+
+class BaseIssuesTest(MakeBackend):
+    def test_issue_125(self):
+        # https://github.com/rte-france/Grid2Op/issues/125
+        self.skip_if_needed()
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = grid2op.make("rte_case14_realistic", test=True, backend=backend)
+        action = env.action_space({"set_bus": {"loads_id": [(1, -1)]}})
+        obs, reward, am_i_done, info = env.step(action)
+        assert info["is_illegal"] is False
+        assert info["is_ambiguous"] is False
+        assert len(info["exception"])
+        assert am_i_done
+
+        env.reset()
+        action = env.action_space({"set_bus": {"generators_id": [(1, -1)]}})
+        obs, reward, am_i_done, info = env.step(action)
+        assert info["is_illegal"] is False
+        assert info["is_ambiguous"] is False
+        assert len(info["exception"])
+        assert am_i_done
+
+    def test_issue_134(self):
+        self.skip_if_needed()
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        param = Parameters()
+
+        param.NB_TIMESTEP_COOLDOWN_LINE = 0
+        param.NB_TIMESTEP_COOLDOWN_SUB = 0
+        # param.NO_OVERFLOW_DISCONNECTION = True
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = grid2op.make(
+                "rte_case14_realistic", test=True, backend=backend, param=param
+            )
+        obs_init = env.get_obs()
+        LINE_ID = 2
+
+        # Disconnect ex
+        action = env.action_space(
+            {
+                "set_bus": {
+                    "lines_or_id": [(LINE_ID, 0)],
+                    "lines_ex_id": [(LINE_ID, -1)],
+                }
+            }
+        )
+        obs, reward, done, info = env.step(action)
+        assert not done
+        assert obs.line_status[LINE_ID] == False
+        assert obs.topo_vect[obs.line_or_pos_topo_vect[LINE_ID]] == -1
+        assert obs.topo_vect[obs.line_ex_pos_topo_vect[LINE_ID]] == -1
+
+        # Reconnect ex on bus 2
+        action = env.action_space(
+            {
+                "set_bus": {
+                    "lines_or_id": [(LINE_ID, 0)],
+                    "lines_ex_id": [(LINE_ID, 2)],
+                }
+            }
+        )
+        obs, reward, done, info = env.step(action)
+        assert not done
+        assert obs.line_status[LINE_ID] == True
+        assert obs.topo_vect[obs.line_or_pos_topo_vect[LINE_ID]] == 1
+        assert obs.topo_vect[obs.line_ex_pos_topo_vect[LINE_ID]] == 2
+
+        # Disconnect or
+        action = env.action_space(
+            {
+                "set_bus": {
+                    "lines_or_id": [(LINE_ID, -1)],
+                    "lines_ex_id": [(LINE_ID, 0)],
+                }
+            }
+        )
+        obs, reward, done, info = env.step(action)
+        assert not done
+        assert obs.line_status[LINE_ID] == False
+        assert obs.topo_vect[obs.line_or_pos_topo_vect[LINE_ID]] == -1
+        assert obs.topo_vect[obs.line_ex_pos_topo_vect[LINE_ID]] == -1
+
+        # Reconnect or on bus 1
+        action = env.action_space(
+            {
+                "set_bus": {
+                    "lines_or_id": [(LINE_ID, 1)],
+                    "lines_ex_id": [(LINE_ID, 0)],
+                }
+            }
+        )
+        obs, reward, done, info = env.step(action)
+        assert not done
+        assert obs.line_status[LINE_ID] == True
+        assert obs.topo_vect[obs.line_or_pos_topo_vect[LINE_ID]] == 1
+        assert obs.topo_vect[obs.line_ex_pos_topo_vect[LINE_ID]] == 2
+
+    def test_issue_134_check_ambiguity(self):
+        self.skip_if_needed()
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        param = Parameters()
+
+        param.MAX_LINE_STATUS_CHANGED = 9999
+        param.MAX_SUB_CHANGED = 99999
+        param.NB_TIMESTEP_COOLDOWN_LINE = 0
+        param.NB_TIMESTEP_COOLDOWN_SUB = 0
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = grid2op.make(
+                "rte_case14_realistic", test=True, backend=backend, param=param
+            )
+        LINE_ID = 2
+
+        # Reconnect or on bus 1 disconnect on bus ex -> this should be ambiguous
+        action = env.action_space(
+            {
+                "set_bus": {
+                    "lines_or_id": [(LINE_ID, 1)],
+                    "lines_ex_id": [(LINE_ID, -1)],
+                }
+            }
+        )
+        obs, reward, done, info = env.step(action)
+        assert info["is_ambiguous"] == True
+
+    def test_issue_134_withcooldown_forrules(self):
+        self.skip_if_needed()
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        param = Parameters()
+
+        param.NB_TIMESTEP_COOLDOWN_LINE = 20
+        param.NB_TIMESTEP_COOLDOWN_SUB = 2
+        param.NO_OVERFLOW_DISCONNECTION = True
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = grid2op.make(
+                "rte_case14_realistic", test=True, backend=backend, param=param
+            )
+        LINE_ID = 2
+
+        # Disconnect ex -> this is an action on the powerline
+        for (or_, ex_) in [(0, -1), (-1, 0)]:
+            obs = env.reset()
+            action = env.action_space(
+                {
+                    "set_bus": {
+                        "lines_or_id": [(LINE_ID, or_)],
+                        "lines_ex_id": [(LINE_ID, ex_)],
+                    }
+                }
+            )
+            # i disconnect a powerline, i should not act on the substation but on the line LINE_ID
+            obs, reward, done, info = env.step(action)
+            assert np.all(obs.time_before_cooldown_sub == 0)
+            assert (
+                    obs.time_before_cooldown_line[LINE_ID]
+                    == param.NB_TIMESTEP_COOLDOWN_LINE
+            )
+            assert obs.line_status[LINE_ID] == False
+            assert obs.topo_vect[obs.line_or_pos_topo_vect[LINE_ID]] == -1
+            assert obs.topo_vect[obs.line_ex_pos_topo_vect[LINE_ID]] == -1
+
+            # i try to reconnect it, should not be possible whether i do it from
+            # setting a bus at one extremity or playing with the status
+            obs, *_ = env.step(env.action_space({"set_line_status": [(LINE_ID, 1)]}))
+            assert obs.line_status[LINE_ID] == False
+            assert np.all(obs.time_before_cooldown_sub == 0)
+            assert (
+                    obs.time_before_cooldown_line[LINE_ID]
+                    == param.NB_TIMESTEP_COOLDOWN_LINE - 1
+            )
+
+            obs, *_ = env.step(env.action_space({"change_line_status": [LINE_ID]}))
+            assert obs.line_status[LINE_ID] == False
+            assert np.all(obs.time_before_cooldown_sub == 0)
+            assert (
+                    obs.time_before_cooldown_line[LINE_ID]
+                    == param.NB_TIMESTEP_COOLDOWN_LINE - 2
+            )
+
+            obs, *_ = env.step(
+                env.action_space(
+                    {
+                        "set_bus": {
+                            "lines_or_id": [(LINE_ID, 0)],
+                            "lines_ex_id": [(LINE_ID, 1)],
+                        }
+                    }
+                )
+            )
+            assert obs.line_status[LINE_ID] == False
+            assert np.all(obs.time_before_cooldown_sub == 0)
+            assert (
+                    obs.time_before_cooldown_line[LINE_ID]
+                    == param.NB_TIMESTEP_COOLDOWN_LINE - 3
+            )
+
+            obs, *_ = env.step(
+                env.action_space(
+                    {
+                        "set_bus": {
+                            "lines_or_id": [(LINE_ID, 1)],
+                            "lines_ex_id": [(LINE_ID, 0)],
+                        }
+                    }
+                )
+            )
+            assert obs.line_status[LINE_ID] == False
+            assert np.all(obs.time_before_cooldown_sub == 0)
+            assert (
+                    obs.time_before_cooldown_line[LINE_ID]
+                    == param.NB_TIMESTEP_COOLDOWN_LINE - 4
+            )
+
+            # i wait enough for the cooldown to pass
+            for _ in range(param.NB_TIMESTEP_COOLDOWN_LINE - 4):
+                obs, *_ = env.step(env.action_space())
+            assert np.all(obs.time_before_cooldown_sub == 0)
+
+            # and now i try to reconnect, this should not affect the substation but the cooldown on the line
+            obs, *_ = env.step(
+                env.action_space(
+                    {
+                        "set_bus": {
+                            "lines_or_id": [(LINE_ID, -2 * or_)],
+                            "lines_ex_id": [(LINE_ID, -2 * ex_)],
+                        }
+                    }
+                )
+            )
+            assert obs.line_status[LINE_ID] == True
+            assert np.all(obs.time_before_cooldown_sub == 0)
+            assert (
+                    obs.time_before_cooldown_line[LINE_ID]
+                    == param.NB_TIMESTEP_COOLDOWN_LINE
+            )
+
+            # and now i try to modify the buses at one end of the powerline,
+            # this should affect the substation and NOT the line (so be possible)
+            obs, *_ = env.step(
+                env.action_space(
+                    {
+                        "set_bus": {
+                            "lines_or_id": [(LINE_ID, -1 * or_)],
+                            "lines_ex_id": [(LINE_ID, -1 * ex_)],
+                        }
+                    }
+                )
+            )
+            assert obs.line_status[LINE_ID] == True
+            if or_ != 0:
+                assert (
+                        obs.time_before_cooldown_sub[obs.line_or_to_subid[LINE_ID]]
+                        == param.NB_TIMESTEP_COOLDOWN_SUB
+                )
+            else:
+                assert (
+                        obs.time_before_cooldown_sub[obs.line_ex_to_subid[LINE_ID]]
+                        == param.NB_TIMESTEP_COOLDOWN_SUB
+                )
+            assert (
+                    obs.time_before_cooldown_line[LINE_ID]
+                    == param.NB_TIMESTEP_COOLDOWN_LINE - 1
+            )
+
+    def test_issue_copyenv(self):
+        # https://github.com/BDonnot/lightsim2grid/issues/10
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env1 = grid2op.make("rte_case14_realistic", test=True, backend=backend)
+        env2 = env1.copy()
+        obs1 = env1.reset()
+        obs2 = env2.get_obs()
+        assert np.any(obs1.prod_p != obs2.prod_p)
+
+
+class BaseStatusActions(MakeBackend):
+    def _make_my_env(self):
+        backend = self.make_backend()
+        type(backend)._clear_class_attribute()
+        param = Parameters()
+        param.NB_TIMESTEP_COOLDOWN_LINE = 0
+        param.NB_TIMESTEP_COOLDOWN_SUB = 0
+        param.NO_OVERFLOW_DISCONNECTION = True
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore")
+            env = grid2op.make(
+                "rte_case14_realistic", test=True, backend=backend, param=param
+            )
+        return env
+
+    def _init_disco_or_not(self, LINE_ID, env, disco_before_the_action):
+        if not disco_before_the_action:
+            # powerline is supposed to be connected before the action takes place
+            statuses = env.get_obs().line_status
+        else:
+            # i disconnect it
+            action = env.action_space({"set_line_status": [(LINE_ID, -1)]})
+            obs, reward, done, info = env.step(action)
+            statuses = obs.line_status
+        return statuses
+
+    def _line_connected(self, LINE_ID, obs, busor=1):
+        assert obs.line_status[LINE_ID]
+        assert obs.topo_vect[obs.line_or_pos_topo_vect[LINE_ID]] == busor
+        assert obs.topo_vect[obs.line_ex_pos_topo_vect[LINE_ID]] == 1
+
+    def _line_disconnected(self, LINE_ID, obs):
+        assert not obs.line_status[LINE_ID]
+        assert obs.topo_vect[obs.line_or_pos_topo_vect[LINE_ID]] == -1
+        assert obs.topo_vect[obs.line_ex_pos_topo_vect[LINE_ID]] == -1
+
+    def _only_line_impacted(self, LINE_ID, action, statuses):
+        lines_impacted, subs_impacted = action.get_topological_impact(statuses)
+        assert np.sum(subs_impacted) == 0
+        assert np.sum(lines_impacted) == 1 and lines_impacted[LINE_ID]
+
+    def _only_sub_impacted(self, LINE_ID, action, statuses):
+        lines_impacted, subs_impacted = action.get_topological_impact(statuses)
+        assert (
+                np.sum(subs_impacted) == 1
+                and subs_impacted[action.line_or_to_subid[LINE_ID]]
+        )
+        assert np.sum(lines_impacted) == 0
+
+    def test_setmin1_prevConn(self):
+        """{"set_line_status": [(LINE_ID, -1)]} when connected"""
+        self.skip_if_needed()
+        env = self._make_my_env()
+        LINE_ID = 1
+
+        # set the grid to right configuration
+        statuses = self._init_disco_or_not(LINE_ID, env, disco_before_the_action=False)
+
+        action = env.action_space({"set_line_status": [(LINE_ID, -1)]})
+        obs, reward, done, info = env.step(action)
+
+        # right consequences
+        self._line_disconnected(LINE_ID, obs)
+
+        # right way to count it
+        self._only_line_impacted(LINE_ID, action, statuses)
+
+    def test_set1_prevConn(self):
+        """{"set_line_status": [(LINE_ID, +1)]} when connected"""
+        self.skip_if_needed()
+        env = self._make_my_env()
+        LINE_ID = 1
+
+        # set the grid to right configuration
+        statuses = self._init_disco_or_not(LINE_ID, env, disco_before_the_action=False)
+
+        action = env.action_space({"set_line_status": [(LINE_ID, +1)]})
+        obs, reward, done, info = env.step(action)
+
+        # right consequences
+        self._line_connected(LINE_ID, obs)
+
+        # right way to count it
+        self._only_line_impacted(LINE_ID, action, statuses)
+
+    def test_setmin1_prevDisc(self):
+        """{"set_line_status": [(LINE_ID, -1)]} when disconnected"""
+        self.skip_if_needed()
+        env = self._make_my_env()
+        LINE_ID = 1
+
+        # set the grid to right configuration
+        statuses = self._init_disco_or_not(LINE_ID, env, disco_before_the_action=True)
+
+        # and now i test the impact of the action
+        action = env.action_space({"set_line_status": [(LINE_ID, -1)]})
+        obs, reward, done, info = env.step(action)
+
+        # right consequences
+        self._line_disconnected(LINE_ID, obs)
+
+        # right way to count it
+        self._only_line_impacted(LINE_ID, action, statuses)
+
+    def test_set1_prevDisc(self):
+        """{"set_line_status": [(LINE_ID, +1)]} when disconnected"""
+        self.skip_if_needed()
+        env = self._make_my_env()
+        LINE_ID = 1
+
+        # set the grid to right configuration
+        statuses = self._init_disco_or_not(LINE_ID, env, disco_before_the_action=True)
+
+        # and now i test the impact of the action
+        action = env.action_space({"set_line_status": [(LINE_ID, +1)]})
+        obs, reward, done, info = env.step(action)
+
+        # right consequences
+        self._line_connected(LINE_ID, obs)
+
+        # right way to count it
+        self._only_line_impacted(LINE_ID, action, statuses)
+
+    def test_chgt_prevConn(self):
+        """{"change_line_status": [LINE_ID]} when connected"""
+        self.skip_if_needed()
+        env = self._make_my_env()
+        LINE_ID = 1
+
+        # set the grid to right configuration
+        statuses = self._init_disco_or_not(LINE_ID, env, disco_before_the_action=False)
+
+        # and now i test the impact of the action
+        action = env.action_space({"change_line_status": [LINE_ID]})
+        obs, reward, done, info = env.step(action)
+
+        # right consequences
+        self._line_disconnected(LINE_ID, obs)
+
+        # right way to count it
+        self._only_line_impacted(LINE_ID, action, statuses)
+
+    def test_chgt_prevDisc(self):
+        """{"change_line_status": [LINE_ID]} when disconnected"""
+        self.skip_if_needed()
+        env = self._make_my_env()
+        LINE_ID = 1
+
+        # set the grid to right configuration
+        statuses = self._init_disco_or_not(LINE_ID, env, disco_before_the_action=True)
+
+        # and now i test the impact of the action
+        action = env.action_space({"change_line_status": [LINE_ID]})
+        obs, reward, done, info = env.step(action)
+
+        # right consequences
+        self._line_connected(LINE_ID, obs)
+
+        # right way to count it
+        self._only_line_impacted(LINE_ID, action, statuses)
+
+    def test_setbusmin1_prevConn(self):
+        """{"set_bus": {"lines_or_id": [(LINE_ID, -1)]}} when connected"""
+        self.skip_if_needed()
+        env = self._make_my_env()
+        LINE_ID = 1
+
+        # set the grid to right configuration
+        statuses = self._init_disco_or_not(LINE_ID, env, disco_before_the_action=False)
+
+        # and now i test the impact of the action
+        action = env.action_space({"set_bus": {"lines_or_id": [(LINE_ID, -1)]}})
+        obs, reward, done, info = env.step(action)
+
+        # right consequences
+        self._line_disconnected(LINE_ID, obs)
+
+        # right way to count it
+        self._only_line_impacted(LINE_ID, action, statuses)
+
+    def test_setbusmin1_prevDisc(self):
+        """{"set_bus": {"lines_or_id": [(LINE_ID, -1)]}} when disco"""
+        self.skip_if_needed()
+        env = self._make_my_env()
+        LINE_ID = 1
+
+        # set the grid to right configuration
+        statuses = self._init_disco_or_not(LINE_ID, env, disco_before_the_action=True)
+
+        # and now i test the impact of the action
+        action = env.action_space({"set_bus": {"lines_or_id": [(LINE_ID, -1)]}})
+        obs, reward, done, info = env.step(action)
+
+        # right consequences
+        self._line_disconnected(LINE_ID, obs)
+
+        # right way to count it
+        self._only_sub_impacted(LINE_ID, action, statuses)
+
+    def test_setbus2_prevConn(self):
+        """{"set_bus": {"lines_or_id": [(LINE_ID, 2)]}} when connected"""
+        self.skip_if_needed()
+        env = self._make_my_env()
+        LINE_ID = 1
+
+        # set the grid to right configuration
+        statuses = self._init_disco_or_not(LINE_ID, env, disco_before_the_action=False)
+
+        # and now i test the impact of the action
+        action = env.action_space({"set_bus": {"lines_or_id": [(LINE_ID, 2)]}})
+        obs, reward, done, info = env.step(action)
+
+        # right consequences
+        self._line_connected(LINE_ID, obs, busor=2)
+
+        # right way to count it
+        self._only_sub_impacted(LINE_ID, action, statuses)
+
+    def test_setbus2_prevDisc(self):
+        """{"set_bus": {"lines_or_id": [(LINE_ID, 2)]}} when disconnected"""
+        self.skip_if_needed()
+        env = self._make_my_env()
+        LINE_ID = 1
+
+        # set the grid to right configuration
+        statuses = self._init_disco_or_not(LINE_ID, env, disco_before_the_action=True)
+
+        # and now i test the impact of the action
+        action = env.action_space({"set_bus": {"lines_or_id": [(LINE_ID, 2)]}})
+        obs, reward, done, info = env.step(action)
+
+        # right consequences
+        self._line_connected(LINE_ID, obs, busor=2)
+
+        # right way to count it
+        self._only_line_impacted(LINE_ID, action, statuses)
+
+    def test_chgtbus_prevConn(self):
+        """{"change_bus": {"lines_or_id": [LINE_ID]}}  when connected"""
+        self.skip_if_needed()
+        env = self._make_my_env()
+        LINE_ID = 1
+
+        # set the grid to right configuration
+        statuses = self._init_disco_or_not(LINE_ID, env, disco_before_the_action=False)
+
+        # and now i test the impact of the action
+        action = env.action_space({"change_bus": {"lines_or_id": [LINE_ID]}})
+        obs, reward, done, info = env.step(action)
+
+        # right consequences
+        self._line_connected(LINE_ID, obs, busor=2)
+
+        # right way to count it
+        self._only_sub_impacted(LINE_ID, action, statuses)
+
+    def test_chgtbus_prevDisc(self):
+        """{"change_bus": {"lines_or_id": [LINE_ID]}}  when discconnected"""
+        self.skip_if_needed()
+        env = self._make_my_env()
+        LINE_ID = 1
+
+        # set the grid to right configuration
+        statuses = self._init_disco_or_not(LINE_ID, env, disco_before_the_action=True)
+
+        # and now i test the impact of the action
+        action = env.action_space({"change_bus": {"lines_or_id": [LINE_ID]}})
+        obs, reward, done, info = env.step(action)
+
+        # right consequences
+        self._line_disconnected(LINE_ID, obs)
+
+        # right way to count it
+        self._only_sub_impacted(LINE_ID, action, statuses)
diff --git a/src/tests/test_powsybl_backend.py b/src/tests/test_powsybl_backend.py
new file mode 100644
index 0000000..a5e36c1
--- /dev/null
+++ b/src/tests/test_powsybl_backend.py
@@ -0,0 +1,82 @@
+# Copyright (c) 2023, Artelys (https://www.artelys.com/)
+# See Authors.txt
+# This Source Code Form is subject to the terms of the Mozilla Public License, version 2.0.
+# If a copy of the Mozilla Public License, version 2.0 was not distributed with this file,
+# you can obtain one at http://mozilla.org/MPL/2.0/.
+# SPDX-License-Identifier: MPL-2.0
+# This file is part of pypowsybl-grid2opbackend. It is mostly inspired by the development of the several backends from
+# Grid2op framework. Most parts of code have been paste/copy.
+
+import unittest
+import os
+from pathlib import Path
+from src.Backend.powsybl_backend import PowsyblBackend
+from grid2op.tests.helper_path_test import HelperTests
+from src.tests.base_backend_test_powsybl import BaseTestLoadingCase
+from src.tests.base_backend_test_powsybl import BaseTestLoadingBackendFunc
+from src.tests.base_backend_test_powsybl import BaseTestTopoAction
+import warnings
+warnings.simplefilter("error")
+
+test_dir = Path(__file__).parent.absolute()
+implementation_dir = os.fspath(test_dir.parent.absolute())
+data_dir = os.path.abspath(os.path.join(implementation_dir, "data_test"))
+PATH_DATA_TEST_PYPOW = data_dir
+
+
+class TestLoadingCase(HelperTests, BaseTestLoadingCase):
+    def make_backend(self, detailed_infos_for_cascading_failures=False):
+        return PowsyblBackend(
+            detailed_infos_for_cascading_failures=detailed_infos_for_cascading_failures
+        )
+
+    def get_path(self):
+        return PATH_DATA_TEST_PYPOW
+
+    def get_casefile(self):
+        return "grid.json"
+
+
+class TestLoadingBackendFunc(HelperTests, BaseTestLoadingBackendFunc):
+    def setUp(self):
+        # TODO find something more elegant
+        BaseTestLoadingBackendFunc.setUp(self)
+
+    def tearDown(self):
+        # TODO find something more elegant
+        BaseTestLoadingBackendFunc.tearDown(self)
+
+    def make_backend(self, detailed_infos_for_cascading_failures=False):
+        return PowsyblBackend(
+            detailed_infos_for_cascading_failures=detailed_infos_for_cascading_failures
+        )
+
+    def get_path(self):
+        return PATH_DATA_TEST_PYPOW
+
+    def get_casefile(self):
+        return "grid.json"
+
+
+class TestTopoAction(HelperTests, BaseTestTopoAction):
+    def setUp(self):
+        BaseTestTopoAction.setUp(self)
+
+    def tearDown(self):
+        # TODO find something more elegant
+        BaseTestTopoAction.tearDown(self)
+
+    def make_backend(self, detailed_infos_for_cascading_failures=False):
+        return PowsyblBackend(
+            detailed_infos_for_cascading_failures=detailed_infos_for_cascading_failures
+        )
+
+    def get_path(self):
+        return PATH_DATA_TEST_PYPOW
+
+    def get_casefile(self):
+        return "grid.json"
+
+if __name__ == "__main__":
+    unittest.main()
+