example3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "73f14048-83c0-40f7-ae3b-7040e7db1824",
   "metadata": {},
   "source": [
    "---\n",
    "# SFPPy Example: mass transfer from chained steps and complex scenarios\n",
    "---\n",
    "\n",
    "## Example 3: Advanced Migration Simulation with Variants\n",
    "------------------------------------------------------\n",
    "\n",
    "### Scenario: Mass Transfer in a Multilayer Packaging System\n",
    "--------------------------------------------------------\n",
    "This example simulates the migration of **limonene** from a recycled **polypropylene (PP)** core\n",
    "to food, using a **trilayer packaging (ABA structure)** where **A = PET** and **B = PP**.\n",
    "The study follows three consecutive storage and processing steps:\n",
    "\n",
    "1. Storage at ambient temperature (20°C) for 4 months\n",
    "2. Hot-filling at 90°C with a fatty food\n",
    "3. Storage at 30°C for 6 months\n",
    "\n",
    "Limonene is initially present in **B at 200 mg/kg**. The layer thicknesses are:\n",
    "- PET (A): **20 µm**\n",
    "- PP (B): **500 µm**\n",
    "\n",
    "Variants Studied:\n",
    "- **Variant 1**: Replace limonene with toluene\n",
    "- **Variant 2**: Reduce B’s thickness from 20 µm to 10 µm for both limonene and toluene\n",
    "- **Variant 3**: Combination of Variant 1 and Variant 2\n",
    "\n",
    "All four conditions (Reference, Variant 1, Variant 2, and Variant 3) are compared in a single\n",
    "figure, with results exported to **Excel and CSV** for further analysis.\n",
    "\n",
    "--------------------------------------------------------\n",
    "### Exploring SFPPy’s Database\n",
    "--------------------------------------------------------\n",
    "This example allows interaction with **SFPPy’s extensive databases**, including:\n",
    "- **3D geometries** (predefined packaging shapes)\n",
    "- **Chemical substances** (millions via PubChem)\n",
    "- **Food contact conditions** (various storage and processing scenarios)\n",
    "- **Polymers and materials** (tens of predefined types)\n",
    "\n",
    "--------------------------------------------------------\n",
    "### Key Features and Pythonic Syntax\n",
    "--------------------------------------------------------\n",
    "\n",
    "1. **Compact and Concise Code Structure**\n",
    "Example 3 demonstrates **chained simulations** with **minimal coding**, contrasting with\n",
    "Examples 1 and 2. The approach **stores results within objects**, enabling streamlined operations.\n",
    "\n",
    "2. **Operator `>>` for Seamless Processing**\n",
    "The `>>` operator automates **property propagation** and **mass transfer simulations**:\n",
    "- `mypackaging >> myfood` → Updates **food geometry**\n",
    "- `food1 >> food2` → Synchronizes food properties\n",
    "- `myfood >> mymaterial` → Transfers **temperature**\n",
    "- `mymaterial >> myfood` → Simulates **mass transfer**\n",
    "\n",
    "Example: `mypackaging >> myfood >> mymaterial >> myfood` performs:\n",
    "1. **Update food geometry** to match packaging\n",
    "2. **Transfer temperature** to the material\n",
    "3. **Simulate mass transfer** from material to food\n",
    "\n",
    "For multiple contact conditions:\n",
    "`mypackaging >> foodcontact2 >> foodcontact1 >> mymaterial >> foodcontact1 >> foodcontact2`\n",
    "- Adjusts food geometry (`foodcontact1`, `foodcontact2`)\n",
    "- Transfers **temperature** (`foodcontact1 >> mymaterial`)\n",
    "- Simulates mass transfer and propagates results\n",
    "- Final results stored in **foodcontact1.lastsimulation, foodcontact2.lastsimulation**\n",
    "\n",
    "To explicitly save results: `result = ... step n >> step n+1`\n",
    "Dynamic updates:\n",
    "`foodcontact1 >> mymaterial.update(substance=\"new migrant\", l=new_thickness) >> foodcontact1`\n",
    "\n",
    "3. **Operator `+` for Combining Results**\n",
    "- **Material assembly:** `ABA = A + B + A` (trilayer structure)\n",
    "- **Merging simulation results:** `fullsolution = foodcontact1.lastsimulation + foodcontact2.lastsimulation`\n",
    "\n",
    "4. **Comprehensive Result Output**\n",
    "- **Visualization:** Results can be plotted directly\n",
    "- **Exporting:** Save to **Excel** (`.xlsx`) and **CSV** (`.csv`)\n",
    "\n",
    "--------------------------------------------------------\n",
    "### Summary\n",
    "--------------------------------------------------------\n",
    "Example 3 demonstrates **efficient chaining of migration simulations** using intuitive operators\n",
    "(`>>` for sequential processing, `+` for merging results). SFPPy’s powerful database and\n",
    "Pythonic syntax enable complex simulations with minimal effort.\n",
    "\n",
    "\n",
    "@project: SFPPy - SafeFoodPackaging Portal in Python initiative\n",
    "@author: INRAE\\\\olivier.vitrac@agroparistech.fr\n",
    "@licence: MIT"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66766052-c83f-4390-80a4-3b3ad9ec62fc",
   "metadata": {},
   "source": [
    "# Define the output directory to store results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "00b4eb97",
   "metadata": {
    "title": "Output folder"
   },
   "outputs": [],
   "source": [
    "import os\n",
    "outputfolder = os.path.join(os.getcwd(), \"tmp\")  # Full path\n",
    "os.makedirs(outputfolder, exist_ok=True)  # Create folder if missing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "190af5e2-5965-4538-ab84-e2c50c0de80a",
   "metadata": {},
   "source": [
    "# Review parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "320e667e-0642-4946-9919-8d93878a3dd3",
   "metadata": {},
   "source": [
    "## Identify and select a suitable 3D packaging geometry.\n",
    "\n",
    "The function `help_geometry()` lists available shapes.\n",
    "\n",
    "Example: `box_container` is a rectangular prism with one open face.\n",
    "\n",
    "Its volume and surface area are computed as:\n",
    "    Volume = length × width × height\n",
    "    Surface Area = 2(lw + lh + wh) - lw  (removing the open top)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c358684b",
   "metadata": {
    "title": "Build the geometry"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== List of Implemented Geometries & Synonyms ===\n",
      "\n",
      "Shape Class: Cone\n",
      "  Synonyms       : cone\n",
      "  Required Params: radius, height\n",
      "    A full cone with closed circular base.\n",
      "    Volume = (1/3) π r² h. Surface area = base + lateral area.\n",
      "------------------------------------------------------------\n",
      "Shape Class: Cylinder\n",
      "  Synonyms       : can, cylinder\n",
      "  Required Params: radius, height\n",
      "    A standard cylinder with top and bottom faces.\n",
      "    Volume = π r² h. Surface area includes top and bottom disks.\n",
      "------------------------------------------------------------\n",
      "Shape Class: Hemisphere\n",
      "  Synonyms       : bowl, hemisphere\n",
      "  Required Params: radius\n",
      "    A hemisphere (half a sphere) typically open at the flat side.\n",
      "    Volume = (2/3) π r³. Surface area = 3π r² (2πr² curved + πr² open).\n",
      "------------------------------------------------------------\n",
      "Shape Class: OpenCone\n",
      "  Synonyms       : open_cone\n",
      "  Required Params: radius, height\n",
      "    A cone with its base removed, leaving a single open circular face.\n",
      "    Volume = (1/3) π r² h. Surface area = π r * slant (no base).\n",
      "------------------------------------------------------------\n",
      "Shape Class: OpenCylinder1\n",
      "  Synonyms       : glass, jar, open_cylinder_1, pot\n",
      "  Required Params: radius, height\n",
      "    A cylinder with exactly one open end (like a glass).\n",
      "    Volume = π r² h. Surface area = 2πrh + πr².\n",
      "------------------------------------------------------------\n",
      "Shape Class: OpenCylinder2\n",
      "  Synonyms       : open_cylinder_2, straw\n",
      "  Required Params: radius, height\n",
      "    A cylinder with two open ends (like a straw).\n",
      "    Volume = π r² h. Surface area = 2πrh (no top or bottom).\n",
      "------------------------------------------------------------\n",
      "Shape Class: OpenPrism1\n",
      "  Synonyms       : box_container, open_prism1\n",
      "  Required Params: length, width, height\n",
      "    A rectangular prism with ONE open face (e.g. open top).\n",
      "    Volume = l * w * h.\n",
      "    Surface area = 2(lw + lh + wh) - lw (remove top).\n",
      "------------------------------------------------------------\n",
      "Shape Class: OpenPrism2\n",
      "  Synonyms       : open_prism2\n",
      "  Required Params: length, width, height\n",
      "    A rectangular prism with TWO open faces (no top, no bottom).\n",
      "    Volume = l * w * h.\n",
      "    Surface area = 2(lw + lh + wh) - 2(lw).\n",
      "------------------------------------------------------------\n",
      "Shape Class: OpenSquare1\n",
      "  Synonyms       : open_square1\n",
      "  Required Params: side, height\n",
      "    A square-based box with ONE open face (like an open-top box).\n",
      "    Volume = side² * height.\n",
      "    Surface area = bottom + 4 walls = side² + 4 side * height.\n",
      "------------------------------------------------------------\n",
      "Shape Class: OpenSquare2\n",
      "  Synonyms       : open_square2\n",
      "  Required Params: side, height\n",
      "    A square-based box with TWO open faces (no top, no bottom).\n",
      "    Volume = side² * height.\n",
      "    Surface area = 4 side * height.\n",
      "------------------------------------------------------------\n",
      "Shape Class: RectangularPrism\n",
      "  Synonyms       : box, cube, prism, rectangular_prism\n",
      "  Required Params: length, width, height\n",
      "    A rectangular prism with all faces closed.\n",
      "    Volume = l * w * h. Surface area = 2(lw + lh + wh).\n",
      "------------------------------------------------------------\n",
      "Shape Class: Sphere\n",
      "  Synonyms       : sphere\n",
      "  Required Params: radius\n",
      "    A full sphere.\n",
      "    Volume = (4/3) π r³. Surface area = 4π r².\n",
      "------------------------------------------------------------\n",
      "Shape Class: SquarePyramid\n",
      "  Synonyms       : square_pyramid\n",
      "  Required Params: side, height\n",
      "    A square-based pyramid.\n",
      "    Volume = (side² * height) / 3. Surface area = base + 4 triangles.\n",
      "------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "# Import the geometry module\n",
    "from patankar.geometry import Packaging3D, help_geometry\n",
    "\n",
    "# Display available geometries and required parameters\n",
    "help_geometry()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6ac64a7-c22a-470e-a7ce-1fff0f1b6ab8",
   "metadata": {},
   "source": [
    "## Define the container as an open rectangular prism"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ec5f9242-8fd8-401a-bc88-e353afefede3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Connector(name='open_prism1_top', area=0.019 m², axis=(0.00, 0.00, 1.00))\n",
      "OpenPrism1(\n",
      "  Dimensions: height=0.08 m, width=0.1 m, length=0.19 m\n",
      "  Volume: 0.00152 m³\n",
      "  Surface Area: 0.0654 m²\n",
      "  Connectors:\n",
      "  - <Connector: open_prism1_top>\n",
      ")\n",
      "Packaging3D(geometry_name='box_container', shape=\n",
      "<OpenPrism1 with 1 connector>)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'<Packaging3D: box_container>'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "container = Packaging3D('box_container', height=(8, \"cm\"), width=(10, \"cm\"), length=(19, \"cm\"))\n",
    "# display the container\n",
    "repr(container)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6976f09-0bd5-41fb-9be6-ac3ce952221b",
   "metadata": {},
   "source": [
    "## Retrieve the properties of the migrating substance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5edb9588",
   "metadata": {
    "title": "Define the migrant"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<migrant object>\n",
      "    Compound: limonene\n",
      "        Name: ['BRD-A81494260-001- [...] -', 'AB01563249_01']\n",
      "         cid: 22311\n",
      "         CAS: ['138-86-3', '7705-14-8']\n",
      "     M (min): 136.23\n",
      "     M_array: [136.23]\n",
      "     formula: C10H16\n",
      "      smiles: CC1=CCC(CC1)C(=C)C\n",
      "        logP: [3.4]\n",
      "   P' (calc): [0.]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'<migrant: BRD-A814 [...] 001-02-5 - M=136.23 g/mol>'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from patankar.loadpubchem import migrant\n",
    "\n",
    "# Search for limonene in PubChem and retrieve chemical properties.\n",
    "m = migrant(\"limonene\")\n",
    "\n",
    "# display the migrant\n",
    "repr(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "371d8fcf-65ba-4db8-aa17-fd2e47b5a480",
   "metadata": {},
   "source": [
    "## List available polymer/material options for packaging.\n",
    "\n",
    "Use `help_layer()` to display predefined materials.\n",
    "\n",
    "\n",
    "| Class Name              | Type     | Material                        | Code    |\n",
    "|-------------------------|----------|---------------------------------|---------|\n",
    "| AdhesiveAcrylate        | adhesive | acrylate adhesive               | Acryl   |\n",
    "| AdhesiveEVA             | adhesive | EVA adhesive                    | EVA     |\n",
    "| AdhesiveNaturalRubber   | adhesive | natural rubber adhesive         | rubber  |\n",
    "| AdhesivePU              | adhesive | polyurethane adhesive           | PU      |\n",
    "| AdhesivePVAC            | adhesive | PVAc adhesive                   | PVAc    |\n",
    "| AdhesiveSyntheticRubber | adhesive | synthetic rubber adhesive       | sRubber |\n",
    "| AdhesiveVAE             | adhesive | VAE adhesive                    | VAE     |\n",
    "| Cardboard               | paper    | cardboard                       | board   |\n",
    "| HDPE                    | polymer  | high-density polyethylene       | HDPE    |\n",
    "| HIPS                    | polymer  | high-impact polystyrene         | HIPS    |\n",
    "| LDPE                    | polymer  | low-density polyethylene        | LDPE    |\n",
    "| LLDPE                   | polymer  | linear low-density polyethylene | LLDPE   |\n",
    "| PA6                     | polymer  | polyamide 6                     | PA6     |\n",
    "| PA66                    | polymer  | polyamide 6,6                   | PA6,6   |\n",
    "| PBT                     | polymer  | polybutylene terephthalate      | PBT     |\n",
    "| PEN                     | polymer  | polyethylene naphthalate        | PEN     |\n",
    "| PP                      | polymer  | isotactic polypropylene         | PP      |\n",
    "| PPrubber                | polymer  | atactic polypropylene           | aPP     |\n",
    "| PS                      | polymer  | polystyrene                     | PS      |\n",
    "| Paper                   | paper    | paper                           | paper   |\n",
    "| SBS                     | polymer  | styrene-based polymer SBS       | SBS     |\n",
    "| air                     | air      | ideal gas                       | gas     |\n",
    "| gPET                    | polymer  | glassy PET                      | PET     |\n",
    "| oPP                     | polymer  | bioriented polypropylene        | oPP     |\n",
    "| plasticizedPVC          | polymer  | plasticized PVC                 | pPVC    |\n",
    "| rPET                    | polymer  | rubbery PET                     | rPET    |\n",
    "| rigidPVC                | polymer  | rigid PVC                       | PVC     |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "904b714f",
   "metadata": {
    "title": "Identify the materials"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| Class Name              | Type     | Material                        | Code    |\n",
      "|-------------------------|----------|---------------------------------|---------|\n",
      "| AdhesiveAcrylate        | adhesive | acrylate adhesive               | Acryl   |\n",
      "| AdhesiveEVA             | adhesive | EVA adhesive                    | EVA     |\n",
      "| AdhesiveNaturalRubber   | adhesive | natural rubber adhesive         | rubber  |\n",
      "| AdhesivePU              | adhesive | polyurethane adhesive           | PU      |\n",
      "| AdhesivePVAC            | adhesive | PVAc adhesive                   | PVAc    |\n",
      "| AdhesiveSyntheticRubber | adhesive | synthetic rubber adhesive       | sRubber |\n",
      "| AdhesiveVAE             | adhesive | VAE adhesive                    | VAE     |\n",
      "| Cardboard               | paper    | cardboard                       | board   |\n",
      "| HDPE                    | polymer  | high-density polyethylene       | HDPE    |\n",
      "| HIPS                    | polymer  | high-impact polystyrene         | HIPS    |\n",
      "| LDPE                    | polymer  | low-density polyethylene        | LDPE    |\n",
      "| LLDPE                   | polymer  | linear low-density polyethylene | LLDPE   |\n",
      "| PA6                     | polymer  | polyamide 6                     | PA6     |\n",
      "| PA66                    | polymer  | polyamide 6,6                   | PA6,6   |\n",
      "| PBT                     | polymer  | polybutylene terephthalate      | PBT     |\n",
      "| PEN                     | polymer  | polyethylene naphthalate        | PEN     |\n",
      "| PP                      | polymer  | isotactic polypropylene         | PP      |\n",
      "| PPrubber                | polymer  | atactic polypropylene           | aPP     |\n",
      "| PS                      | polymer  | polystyrene                     | PS      |\n",
      "| Paper                   | paper    | paper                           | paper   |\n",
      "| SBS                     | polymer  | styrene-based polymer SBS       | SBS     |\n",
      "| air                     | air      | ideal gas                       | gas     |\n",
      "| gPET                    | polymer  | glassy PET                      | PET     |\n",
      "| oPP                     | polymer  | bioriented polypropylene        | oPP     |\n",
      "| plasticizedPVC          | polymer  | plasticized PVC                 | pPVC    |\n",
      "| rPET                    | polymer  | rubbery PET                     | rPET    |\n",
      "| rigidPVC                | polymer  | rigid PVC                       | PVC     |\n"
     ]
    }
   ],
   "source": [
    "# Import material properties\n",
    "from patankar.layer import help_layer, layer\n",
    "\n",
    "# Display available polymer options\n",
    "help_layer()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf003a4b-358e-4b7d-849b-7ceccf1cc160",
   "metadata": {},
   "source": [
    "## Import required polymer classes:\n",
    "- Polypropylene\n",
    "- PET (glassy since T<Tg, denoted gPET)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bdd98606-1f23-4898-b2ae-66b5ae58627d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from patankar.layer import gPET, PP"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e055395-39f0-4a6c-9111-66c7814b4f9c",
   "metadata": {},
   "source": [
    "## Define and configure the layers for the multilayer packaging.\n",
    "\n",
    "### Each layer has properties such as:\n",
    "\n",
    "    - Thickness (`l`)\n",
    "    - Initial concentration (`C0`)\n",
    "    - Migrant type (`substance`, `migrant`, etc.)\n",
    "\n",
    "### Property synonyms:\n",
    "\n",
    "| Parameter  | Synonyms                  |\n",
    "|------------|---------------------------|\n",
    "| substance  | molecule, solute, migrant |\n",
    "| C0         | Cp0, CP0                  |\n",
    "| l          | lp, lP                    |"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43d9c754-cbe1-484f-b85b-0d029bfbce56",
   "metadata": {},
   "source": [
    "## Define the PET (A) and PP (B) layers\n",
    "> The assembmy is performed using the operator `+`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "470f693c",
   "metadata": {
    "title": "Build the materials"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "[LAYER object version=1, contact=olivier.vitrac@agroparistech.fr]\n",
      "3-multilayer of LAYER object:\n",
      "-- [ layer 1 of 3 ] ---------- barrier rank=2 --------------\n",
      "      name: \"layer in gPET\"\n",
      "      type: \"polymer\"\n",
      "  material: \"glassy PET\"\n",
      "      code: \"PET\"\n",
      "         l: 2e-05 [meter]\n",
      "         D: 1.933e-17 [m**2/s]\n",
      "          = Dpiringer(gPET,<migrant: BRD-A814 [...] 001-02-5 - M=136.23 g/mol>,T=40.0 degC)\n",
      "         k: 0.5494 [a.u.]\n",
      "          = kFHP(<ethylene terephthalate>,<migrant: BRD-A814 [...] 001-02-5 - M=136.23 g/mol>)\n",
      "        C0: 0 [a.u.]\n",
      "         T: 40 [degC]\n",
      "-- [ layer 2 of 3 ] ---------- barrier rank=3 --------------\n",
      "      name: \"layer in PP\"\n",
      "      type: \"polymer\"\n",
      "  material: \"isotactic polypropylene\"\n",
      "      code: \"PP\"\n",
      "         l: 0.0005 [meter]\n",
      "         D: 4.258e-13 [m**2/s]\n",
      "          = Dpiringer(PP,<migrant: BRD-A814 [...] 001-02-5 - M=136.23 g/mol>,T=40.0 degC)\n",
      "         k: 2.161 [a.u.]\n",
      "          = kFHP(<propylene>,<migrant: BRD-A814 [...] 001-02-5 - M=136.23 g/mol>)\n",
      "        C0: 200 [a.u.]\n",
      "         T: 40 [degC]\n",
      "-- [ layer 3 of 3 ] ---------- barrier rank=1 --------------\n",
      "      name: \"layer in gPET\"\n",
      "      type: \"polymer\"\n",
      "  material: \"glassy PET\"\n",
      "      code: \"PET\"\n",
      "         l: 2e-05 [meter]\n",
      "         D: 1.933e-17 [m**2/s]\n",
      "          = Dpiringer(gPET,<migrant: BRD-A814 [...] 001-02-5 - M=136.23 g/mol>,T=40.0 degC)\n",
      "         k: 0.5494 [a.u.]\n",
      "          = kFHP(<ethylene terephthalate>,<migrant: BRD-A814 [...] 001-02-5 - M=136.23 g/mol>)\n",
      "        C0: 0 [a.u.]\n",
      "         T: 40 [degC]\n",
      "\n",
      "Our ABA technology\n",
      " <multilayer with 3 layers: ['layer in gPET', 'layer in PP', 'layer in gPET']>\n"
     ]
    }
   ],
   "source": [
    "A = gPET(l=(20, \"um\"), migrant=m, C0=0)       # 20 µm PET with no initial migrant\n",
    "B = PP(l=(0.5, \"mm\"), migrant=m, CP0=200)    # 500 µm PP with 200 mg/kg limonene\n",
    "\n",
    "# Assemble the multilayer structure: ABA configuration\n",
    "ABA = A + B + A\n",
    "\n",
    "# Display basic information (default temperature: 40°C)\n",
    "print(\"\\nOur ABA technology\\n\", repr(ABA))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc3bda61-836f-4cbb-b56a-e6658dfa2f25",
   "metadata": {},
   "source": [
    "## Define different storage and processing conditions.\n",
    "\n",
    "Use `help_food()` to display available predefined food-contact scenarios.\n",
    "\n",
    "| Class Name       | Name                 | Description          | Level    | Inheritance          | Init Params          |\n",
    "|------------------|----------------------|----------------------|----------|----------------------|----------------------|\n",
    "| foodphysics      | food physics         | Root physics class   | base     | object               |                      |\n",
    "|                  |                      | used to implement    |          |                      |                      |\n",
    "|                  |                      | food and mass        |          |                      |                      |\n",
    "|                  |                      | transfer physics     |          |                      |                      |\n",
    "| aqueous          | aqueous contact      | minimize mass        | root     | chemicalaffinity     | k                    |\n",
    "|                  |                      | transfer             |          |                      |                      |\n",
    "| chemicalaffinity | undefined            | default chemical     | root     | foodphysics          | k                    |\n",
    "|                  |                      | affinity             |          |                      |                      |\n",
    "| fat              | fat contact          | maximize mass        | root     | chemicalaffinity     | k                    |\n",
    "|                  |                      | transfer             |          |                      |                      |\n",
    "| foodlayer        | generic food layer   | root food class      | root     | foodphysics          | volume, surfacearea, |\n",
    "|                  |                      |                      |          |                      | density, CF0,        |\n",
    "|                  |                      |                      |          |                      | contacttime          |\n",
    "| intermediate     | intermediate         | intermediate         | root     | chemicalaffinity     | k                    |\n",
    "|                  |                      | chemical affinity    |          |                      |                      |\n",
    "| liquid           | liquid food          | liquid food products | root     | texture              | h                    |\n",
    "| nofood           | undefined            | impervious boundary  | root     | foodphysics          | h                    |\n",
    "|                  |                      | condition            |          |                      |                      |\n",
    "| perfectlymixed   | perfectly mixed      | maximize mixing,     | root     | texture              | h                    |\n",
    "|                  | liquid               | minimize the mass    |          |                      |                      |\n",
    "|                  |                      | transfer boundary    |          |                      |                      |\n",
    "|                  |                      | layer                |          |                      |                      |\n",
    "| realcontact      | contact conditions   | real storage         | root     | foodphysics          | contacttemperature,  |\n",
    "|                  |                      | conditions           |          |                      | contacttime          |\n",
    "| semisolid        | solid food           | solid food products  | root     | texture              | h                    |\n",
    "| setoff           | setoff               | periodic boundary    | root     | foodphysics          | h                    |\n",
    "|                  |                      | conditions           |          |                      |                      |\n",
    "| testcontact      | migration testing    | migration testing    | root     | foodphysics          | contacttemperature,  |\n",
    "|                  |                      | conditions           |          |                      | contacttime          |\n",
    "| texture          | undefined            | default class        | root     | foodphysics          | h                    |\n",
    "|                  |                      | texture              |          |                      |                      |\n",
    "| foodproperty     | generic food layer   | root food class      | property | foodlayer            | volume, surfacearea, |\n",
    "|                  |                      |                      |          |                      | density, CF0,        |\n",
    "|                  |                      |                      |          |                      | contacttime          |\n",
    "| realfood         | generic food layer   | real food class      | property | foodproperty         | volume, surfacearea, |\n",
    "|                  |                      |                      |          |                      | density, CF0,        |\n",
    "|                  |                      |                      |          |                      | contacttime          |\n",
    "| simulant         | generic food         | food simulant        | property | foodproperty         | volume, surfacearea, |\n",
    "|                  | simulant             |                      |          |                      | density, CF0,        |\n",
    "|                  |                      |                      |          |                      | contacttime          |\n",
    "| solid            | solid food           | solid food products  | property | foodproperty         | volume, surfacearea, |\n",
    "|                  |                      |                      |          |                      | density, h, CF0,     |\n",
    "|                  |                      |                      |          |                      | contacttime          |\n",
    "| ambient          | ambient              | ambient storage      | contact  | realcontact          | contacttemperature,  |\n",
    "|                  |                      | conditions           |          |                      | contacttime          |\n",
    "| boiling          | boiling              | boiling conditions   | contact  | realcontact          | contacttemperature,  |\n",
    "|                  |                      |                      |          |                      | contacttime          |\n",
    "| chilled          | ambient              | ambient storage      | contact  | realcontact          | contacttemperature,  |\n",
    "|                  |                      | conditions           |          |                      | contacttime          |\n",
    "| frozen           | frrozen              | freezing storage     | contact  | realcontact          | contacttemperature,  |\n",
    "|                  |                      | conditions           |          |                      | contacttime          |\n",
    "| frying           | frying               | frying conditions    | contact  | realcontact          | contacttemperature,  |\n",
    "|                  |                      |                      |          |                      | contacttime          |\n",
    "| hotambient       | hot ambient          | hot ambient storage  | contact  | realcontact          | contacttemperature,  |\n",
    "|                  |                      | conditions           |          |                      | contacttime          |\n",
    "| hotfilled        | hotfilled            | hot-filling          | contact  | realcontact          | contacttemperature,  |\n",
    "|                  |                      | conditions           |          |                      | contacttime          |\n",
    "| hotoven          | hot oven             | hot oven conditions  | contact  | realcontact          | contacttemperature,  |\n",
    "|                  |                      |                      |          |                      | contacttime          |\n",
    "| microwave        | microwave            | microwave-oven       | contact  | realcontact          | contacttemperature,  |\n",
    "|                  |                      | conditions           |          |                      | contacttime          |\n",
    "| oven             | oven                 | oven conditions      | contact  | realcontact          | contacttemperature,  |\n",
    "|                  |                      |                      |          |                      | contacttime          |\n",
    "| panfrying        | panfrying            | panfrying conditions | contact  | realcontact          | contacttemperature,  |\n",
    "|                  |                      |                      |          |                      | contacttime          |\n",
    "| pasteurization   | pasteurization       | pasteurization       | contact  | realcontact          | contacttemperature,  |\n",
    "|                  |                      | conditions           |          |                      | contacttime          |\n",
    "| sterilization    | sterilization        | sterilization        | contact  | realcontact          | contacttemperature,  |\n",
    "|                  |                      | conditions           |          |                      | contacttime          |\n",
    "| transportation   | hot transportation   | hot transportation   | contact  | realcontact          | contacttemperature,  |\n",
    "|                  |                      | storage conditions   |          |                      | contacttime          |\n",
    "| acetonitrile     | acetonitrile         | acetonitrile         | user     | simulant,            | volume, surfacearea, |\n",
    "|                  |                      |                      |          | perfectlymixed,      | density, h, k, k0,   |\n",
    "|                  |                      |                      |          | aqueous              | CF0, contacttime     |\n",
    "| ethanol          | ethanol              | ethanol = from pure  | user     | simulant,            | volume, surfacearea, |\n",
    "|                  |                      | ethanol down to      |          | perfectlymixed, fat  | density, h, k, k0,   |\n",
    "|                  |                      | ethanol 95%          |          |                      | CF0, contacttime     |\n",
    "| ethanol50        | ethanol 50           | ethanol 50, food     | user     | simulant,            | volume, surfacearea, |\n",
    "|                  |                      | simulant of dairy    |          | perfectlymixed,      | density, h, k, k0,   |\n",
    "|                  |                      | products             |          | intermediate         | CF0, contacttime     |\n",
    "| ethanol95        | ethanol              | ethanol = from pure  | user     | ethanol              | volume, surfacearea, |\n",
    "|                  |                      | ethanol down to      |          |                      | density, h, k, k0,   |\n",
    "|                  |                      | ethanol 95%          |          |                      | CF0, contacttime     |\n",
    "| isooctane        | isooctane            | isooctane food       | user     | simulant,            | volume, surfacearea, |\n",
    "|                  |                      | simulant             |          | perfectlymixed, fat  | density, h, k, k0,   |\n",
    "|                  |                      |                      |          |                      | CF0, contacttime     |\n",
    "| methanol         | methanol             | methanol             | user     | simulant,            | volume, surfacearea, |\n",
    "|                  |                      |                      |          | perfectlymixed,      | density, h, k, k0,   |\n",
    "|                  |                      |                      |          | aqueous              | CF0, contacttime     |\n",
    "| oil              | olive oil            | olive oil food       | user     | oliveoil             | volume, surfacearea, |\n",
    "|                  |                      | simulant             |          |                      | density, h, k, k0,   |\n",
    "|                  |                      |                      |          |                      | CF0, contacttime     |\n",
    "| oliveoil         | olive oil            | olive oil food       | user     | simulant,            | volume, surfacearea, |\n",
    "|                  |                      | simulant             |          | perfectlymixed, fat  | density, h, k, k0,   |\n",
    "|                  |                      |                      |          |                      | CF0, contacttime     |\n",
    "| rolled           | rolled               | storage in rolls     | user     | setoff               | h                    |\n",
    "| stacked          | stacked              | storage in stacks    | user     | setoff               | h                    |\n",
    "| tenax            | Tenax                | simulant of dry food | user     | simulant, solid, fat | volume, surfacearea, |\n",
    "|                  |                      | products             |          |                      | density, h, k, k0,   |\n",
    "|                  |                      |                      |          |                      | CF0, contacttime     |\n",
    "| water            | water                | water food simulant  | user     | simulant,            | volume, surfacearea, |\n",
    "|                  |                      |                      |          | perfectlymixed,      | density, h, k, k0,   |\n",
    "|                  |                      |                      |          | aqueous              | CF0, contacttime     |\n",
    "| water3aceticacid | water 3% acetic acid | water 3% acetic acid | user     | simulant,            | volume, surfacearea, |\n",
    "|                  |                      | - simulant for       |          | perfectlymixed,      | density, h, k, k0,   |\n",
    "|                  |                      | acidic aqueous foods |          | aqueous              | CF0, contacttime     |\n",
    "| yogurt           | solid food           | yogurt               | user     | realfood, semisolid, | volume, surfacearea, |\n",
    "|                  |                      |                      |          | ethanol50            | density, h, k, k0,   |\n",
    "|                  |                      |                      |          |                      | CF0, contacttime     |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "26e703c0",
   "metadata": {
    "title": "Identify storage and contact conditions"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| Class Name       | Name                 | Description          | Level    | Inheritance          | Init Params          |\n",
      "|------------------|----------------------|----------------------|----------|----------------------|----------------------|\n",
      "| foodphysics      | food physics         | Root physics class   | base     | object               |                      |\n",
      "|                  |                      | used to implement    |          |                      |                      |\n",
      "|                  |                      | food and mass        |          |                      |                      |\n",
      "|                  |                      | transfer physics     |          |                      |                      |\n",
      "| aqueous          | aqueous contact      | minimize mass        | root     | chemicalaffinity     | k                    |\n",
      "|                  |                      | transfer             |          |                      |                      |\n",
      "| chemicalaffinity | undefined            | default chemical     | root     | foodphysics          | k                    |\n",
      "|                  |                      | affinity             |          |                      |                      |\n",
      "| fat              | fat contact          | maximize mass        | root     | chemicalaffinity     | k                    |\n",
      "|                  |                      | transfer             |          |                      |                      |\n",
      "| foodlayer        | generic food layer   | root food class      | root     | foodphysics          | volume, surfacearea, |\n",
      "|                  |                      |                      |          |                      | density, CF0,        |\n",
      "|                  |                      |                      |          |                      | contacttime          |\n",
      "| intermediate     | intermediate         | intermediate         | root     | chemicalaffinity     | k                    |\n",
      "|                  |                      | chemical affinity    |          |                      |                      |\n",
      "| liquid           | liquid food          | liquid food products | root     | texture              | h                    |\n",
      "| nofood           | undefined            | impervious boundary  | root     | foodphysics          | h                    |\n",
      "|                  |                      | condition            |          |                      |                      |\n",
      "| perfectlymixed   | perfectly mixed      | maximize mixing,     | root     | texture              | h                    |\n",
      "|                  | liquid               | minimize the mass    |          |                      |                      |\n",
      "|                  |                      | transfer boundary    |          |                      |                      |\n",
      "|                  |                      | layer                |          |                      |                      |\n",
      "| realcontact      | contact conditions   | real storage         | root     | foodphysics          | contacttemperature,  |\n",
      "|                  |                      | conditions           |          |                      | contacttime          |\n",
      "| semisolid        | solid food           | solid food products  | root     | texture              | h                    |\n",
      "| setoff           | setoff               | periodic boundary    | root     | foodphysics          | h                    |\n",
      "|                  |                      | conditions           |          |                      |                      |\n",
      "| testcontact      | migration testing    | migration testing    | root     | foodphysics          | contacttemperature,  |\n",
      "|                  |                      | conditions           |          |                      | contacttime          |\n",
      "| texture          | undefined            | default class        | root     | foodphysics          | h                    |\n",
      "|                  |                      | texture              |          |                      |                      |\n",
      "| foodproperty     | generic food layer   | root food class      | property | foodlayer            | volume, surfacearea, |\n",
      "|                  |                      |                      |          |                      | density, CF0,        |\n",
      "|                  |                      |                      |          |                      | contacttime          |\n",
      "| realfood         | generic food layer   | real food class      | property | foodproperty         | volume, surfacearea, |\n",
      "|                  |                      |                      |          |                      | density, CF0,        |\n",
      "|                  |                      |                      |          |                      | contacttime          |\n",
      "| simulant         | generic food         | food simulant        | property | foodproperty         | volume, surfacearea, |\n",
      "|                  | simulant             |                      |          |                      | density, CF0,        |\n",
      "|                  |                      |                      |          |                      | contacttime          |\n",
      "| solid            | solid food           | solid food products  | property | foodproperty         | volume, surfacearea, |\n",
      "|                  |                      |                      |          |                      | density, h, CF0,     |\n",
      "|                  |                      |                      |          |                      | contacttime          |\n",
      "| ambient          | ambient              | ambient storage      | contact  | realcontact          | contacttemperature,  |\n",
      "|                  |                      | conditions           |          |                      | contacttime          |\n",
      "| boiling          | boiling              | boiling conditions   | contact  | realcontact          | contacttemperature,  |\n",
      "|                  |                      |                      |          |                      | contacttime          |\n",
      "| chilled          | ambient              | ambient storage      | contact  | realcontact          | contacttemperature,  |\n",
      "|                  |                      | conditions           |          |                      | contacttime          |\n",
      "| frozen           | frrozen              | freezing storage     | contact  | realcontact          | contacttemperature,  |\n",
      "|                  |                      | conditions           |          |                      | contacttime          |\n",
      "| frying           | frying               | frying conditions    | contact  | realcontact          | contacttemperature,  |\n",
      "|                  |                      |                      |          |                      | contacttime          |\n",
      "| hotambient       | hot ambient          | hot ambient storage  | contact  | realcontact          | contacttemperature,  |\n",
      "|                  |                      | conditions           |          |                      | contacttime          |\n",
      "| hotfilled        | hotfilled            | hot-filling          | contact  | realcontact          | contacttemperature,  |\n",
      "|                  |                      | conditions           |          |                      | contacttime          |\n",
      "| hotoven          | hot oven             | hot oven conditions  | contact  | realcontact          | contacttemperature,  |\n",
      "|                  |                      |                      |          |                      | contacttime          |\n",
      "| microwave        | microwave            | microwave-oven       | contact  | realcontact          | contacttemperature,  |\n",
      "|                  |                      | conditions           |          |                      | contacttime          |\n",
      "| oven             | oven                 | oven conditions      | contact  | realcontact          | contacttemperature,  |\n",
      "|                  |                      |                      |          |                      | contacttime          |\n",
      "| panfrying        | panfrying            | panfrying conditions | contact  | realcontact          | contacttemperature,  |\n",
      "|                  |                      |                      |          |                      | contacttime          |\n",
      "| pasteurization   | pasteurization       | pasteurization       | contact  | realcontact          | contacttemperature,  |\n",
      "|                  |                      | conditions           |          |                      | contacttime          |\n",
      "| sterilization    | sterilization        | sterilization        | contact  | realcontact          | contacttemperature,  |\n",
      "|                  |                      | conditions           |          |                      | contacttime          |\n",
      "| transportation   | hot transportation   | hot transportation   | contact  | realcontact          | contacttemperature,  |\n",
      "|                  |                      | storage conditions   |          |                      | contacttime          |\n",
      "| acetonitrile     | acetonitrile         | acetonitrile         | user     | simulant,            | volume, surfacearea, |\n",
      "|                  |                      |                      |          | perfectlymixed,      | density, h, k, k0,   |\n",
      "|                  |                      |                      |          | aqueous              | CF0, contacttime     |\n",
      "| ethanol          | ethanol              | ethanol = from pure  | user     | simulant,            | volume, surfacearea, |\n",
      "|                  |                      | ethanol down to      |          | perfectlymixed, fat  | density, h, k, k0,   |\n",
      "|                  |                      | ethanol 95%          |          |                      | CF0, contacttime     |\n",
      "| ethanol50        | ethanol 50           | ethanol 50, food     | user     | simulant,            | volume, surfacearea, |\n",
      "|                  |                      | simulant of dairy    |          | perfectlymixed,      | density, h, k, k0,   |\n",
      "|                  |                      | products             |          | intermediate         | CF0, contacttime     |\n",
      "| ethanol95        | ethanol              | ethanol = from pure  | user     | ethanol              | volume, surfacearea, |\n",
      "|                  |                      | ethanol down to      |          |                      | density, h, k, k0,   |\n",
      "|                  |                      | ethanol 95%          |          |                      | CF0, contacttime     |\n",
      "| isooctane        | isooctane            | isooctane food       | user     | simulant,            | volume, surfacearea, |\n",
      "|                  |                      | simulant             |          | perfectlymixed, fat  | density, h, k, k0,   |\n",
      "|                  |                      |                      |          |                      | CF0, contacttime     |\n",
      "| methanol         | methanol             | methanol             | user     | simulant,            | volume, surfacearea, |\n",
      "|                  |                      |                      |          | perfectlymixed,      | density, h, k, k0,   |\n",
      "|                  |                      |                      |          | aqueous              | CF0, contacttime     |\n",
      "| oil              | olive oil            | olive oil food       | user     | oliveoil             | volume, surfacearea, |\n",
      "|                  |                      | simulant             |          |                      | density, h, k, k0,   |\n",
      "|                  |                      |                      |          |                      | CF0, contacttime     |\n",
      "| oliveoil         | olive oil            | olive oil food       | user     | simulant,            | volume, surfacearea, |\n",
      "|                  |                      | simulant             |          | perfectlymixed, fat  | density, h, k, k0,   |\n",
      "|                  |                      |                      |          |                      | CF0, contacttime     |\n",
      "| rolled           | rolled               | storage in rolls     | user     | setoff               | h                    |\n",
      "| stacked          | stacked              | storage in stacks    | user     | setoff               | h                    |\n",
      "| tenax            | Tenax                | simulant of dry food | user     | simulant, solid, fat | volume, surfacearea, |\n",
      "|                  |                      | products             |          |                      | density, h, k, k0,   |\n",
      "|                  |                      |                      |          |                      | CF0, contacttime     |\n",
      "| water            | water                | water food simulant  | user     | simulant,            | volume, surfacearea, |\n",
      "|                  |                      |                      |          | perfectlymixed,      | density, h, k, k0,   |\n",
      "|                  |                      |                      |          | aqueous              | CF0, contacttime     |\n",
      "| water3aceticacid | water 3% acetic acid | water 3% acetic acid | user     | simulant,            | volume, surfacearea, |\n",
      "|                  |                      | - simulant for       |          | perfectlymixed,      | density, h, k, k0,   |\n",
      "|                  |                      | acidic aqueous foods |          | aqueous              | CF0, contacttime     |\n",
      "| yogurt           | solid food           | yogurt               | user     | realfood, semisolid, | volume, surfacearea, |\n",
      "|                  |                      |                      |          | ethanol50            | density, h, k, k0,   |\n",
      "|                  |                      |                      |          |                      | CF0, contacttime     |\n"
     ]
    }
   ],
   "source": [
    "from patankar.food import help_food\n",
    "help_food()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ddb0532a-26eb-4ed1-8dce-4709cb65a242",
   "metadata": {},
   "source": [
    "## Import relevant food-contact conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1c79afd0-e1e9-4a6c-8344-91b55e1dfdd1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from patankar.food import realfood, liquid, fat, ambient, hotfilled, stacked"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aabda662-8f16-4130-8845-c121cbd19643",
   "metadata": {},
   "source": [
    "## Define three food-contact conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6df797c5-7069-486f-a489-3c9cc295ed23",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Food object \"1:setoff\" (storage in stacks) with properties:\n",
      "contacttemperature: 20 [degC]\n",
      "       contacttime: 10519200 [second]\n",
      "<contact1: 1:setoff> \n",
      "\n",
      "Food object \"2:hotfilling\" (hot-filling conditions) with properties:\n",
      "               CF0: 0 [a.u.]\n",
      "contacttemperature: 80 [degC]\n",
      "       contacttime: 1200 [second]\n",
      "           density: 1000 [kilogram / meter ** 3]\n",
      "                 h: 1e-06 [meter / second]\n",
      "       surfacearea: 0.06 [meter ** 2]\n",
      "            volume: 0.001 [meter ** 3]\n",
      "<contact2: 2:hotfilling> \n",
      "\n",
      "Food object \"3:storage\" (ambient storage conditions) with properties:\n",
      "               CF0: 0 [a.u.]\n",
      "contacttemperature: 25 [degC]\n",
      "       contacttime: 15778800 [second]\n",
      "           density: 1000 [kilogram / meter ** 3]\n",
      "                 h: 1e-06 [meter / second]\n",
      "       surfacearea: 0.06 [meter ** 2]\n",
      "            volume: 0.001 [meter ** 3]\n",
      "<contact3: 3:storage> \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[None, None, None]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class contact1(stacked, ambient):\n",
    "    name = \"1:setoff\"\n",
    "    contacttemperature = (20, \"degC\")\n",
    "    contacttime = (3, \"months\")\n",
    "\n",
    "class contact2(hotfilled, realfood, liquid, fat):\n",
    "    name = \"2:hotfilling\"\n",
    "\n",
    "class contact3(ambient, realfood, liquid, fat):\n",
    "    name = \"3:storage\"\n",
    "    contacttime = (6, \"months\")\n",
    "\n",
    "# Instantiate food-contact conditions\n",
    "medium1 = contact1(contacttime=(4, \"months\"))  # Adjust time\n",
    "medium2 = contact2()\n",
    "medium3 = contact3()\n",
    "\n",
    "# Display the three conditions\n",
    "[print(repr(m),'\\n') for m in (medium1,medium2,medium3)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67ea6a73-29a4-4b08-bb41-32b34603be6d",
   "metadata": {},
   "source": [
    "---\n",
    "# Chaining simulations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9bda5b8-f930-4240-a15b-bfc34438746f",
   "metadata": {},
   "source": [
    "## Use the `>>` operator to propagate the packaging properties (volume, surface area) to all food-contact conditions.\n",
    "\n",
    "### Example:\n",
    "    container >> medium1 >> medium2 >> medium3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "12cc5b58",
   "metadata": {
    "title": "Wrap the food with its container-packaging"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Food object \"3:storage\" (ambient storage conditions) with properties:\n",
      "               CF0: 0 [a.u.]\n",
      "contacttemperature: 25 [degC]\n",
      "       contacttime: 15778800 [second]\n",
      "           density: 1000 [kilogram / meter ** 3]\n",
      "                 h: 1e-06 [meter / second]\n",
      "       surfacearea: 0.0654 [meter ** 2]\n",
      "            volume: 0.001 [meter ** 3]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<contact3: 3:storage>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "container >> medium1 >> medium2 >> medium3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d697bf36-2150-4f08-9b82-fe100a26bc96",
   "metadata": {},
   "source": [
    "## Chain operations using `>>`:\n",
    "1. Transfer temperature from `medium1` to `ABA`\n",
    "2. Simulate mass transfer from `ABA` to `medium1`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "35c44113",
   "metadata": {
    "title": "Simulate Step 1"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PrintableFigure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PrintableFigure size 800x600 with 2 Axes>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "medium1 >> ABA\n",
    "medium1 >> ABA >> medium1\n",
    "\n",
    "# Verify simulation results\n",
    "medium1.lastsimulation.plotCx()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13436bb4-1154-4c25-92ec-78579abface9",
   "metadata": {},
   "source": [
    "## Continue simulation by chaining:\n",
    "    medium1 >> ABA >> medium1 >> medium2 >> medium3\n",
    "\n",
    "## All results are stored inside:\n",
    "    medium1.lastsimulation, medium2.lastsimulation, medium3.lastsimulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f9f7c45f",
   "metadata": {
    "title": "Simulate all steps (Step 1 → Step 2 → Step 3)"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PrintableFigure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PrintableFigure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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pVqwY3t7elCpVio4dO/LXX3+5xPThhx8CsGrVKmdL4sqVK9N1fHpf17Wuc6UNGzYQEBCAw+Hg6aefxrIst2MZOnQoPXr0oEiRIrRu3dqlzKhRo5zXv5a9e/fSr18/GjduTPny5V32de7cmYIFCwIwb948l30ff/wxYFqTQ0JCXPaVLVuWjRs3sm3bNr7++msAEhMTmT9/PgCnTp3ioYcewt/fnwoVKjB9+nRnK68nWthTrv/bb7/Rs2dPAHbs2ME///xzw+cWEQ+xRESyqZiYGMvHx8cCrAoVKlh16tSxihQpYgFWVFSUZVmW9cwzz1iABVg1a9a0ihcvbgFWmTJlrOPHj1uWZVkVK1a0AMvb29sqVqyYddNNNzmPef/999N9rZTz+Pr6WsWLF7dCQkKc5xk4cKAz7nvvvdcqWLCgFRoaatWqVcvy8vKyACsoKMi6cOGCZVmW1b59e6tEiRIWYAUGBlqNGjWyGjVqZG3ZsiVdx6f3dV3rOinHjxw50tq6datVuHBhC7D69OljJScnp/u1XB6Lj4+PVaBAAat27dpW27ZtXd7PkSNHOuO7moSEBKtRo0ZWoUKFrH379jnP26VLF2eZbt26WYBVtGhR6+LFi5ZlWdbGjRud5547d66zbPPmzS3AqlixonPbd9995yzbv39/y7Isq2PHjs5tN998s1WwYEGrYMGCFmA1b978muezLMtasWKF8/g5c+Zctfy5c+ese+65xwKskiVLWvHx8VetCxHJWkqKRSTb2rx5swVY/v7+1rlz5yzLsqzk5GTrl19+sc6ePWvt27fPcjgcFmB9+OGHlmVZ1pkzZ6zy5ctbgPXyyy9blnUpYQsJCbH+/fdf68KFC1a5cuVckq3rXevy81StWtWKjY21LMuyHnnkEWcy+O+//1qWZVl//PGHS7ITERHhTJh+/PFH5/bu3bunSrrcOT49r+ta10k5/qGHHnImzuHh4c6EOCOxFC9e3Nq/f79lWZaVmJjocr3//ve/1s0332zdfPPN1tW8/PLLFmB9/PHHLue9/PX89NNPzhi+/PJLy7Is69lnn7UAKyAgwPl+WdalpNTHx8dq1KiRVbduXSt//vwWYOXPn9/auHGjtWfPHuf5XnjhBcuyLGvXrl3Ocmklxdd6pJUUX/nw8fGxfvjhh6vWg4hkPXWfEJFsq2bNmlSqVInz589TqlQp6tevzxNPPMHRo0cpWLAgmzdvxrIsALp3747D4SAwMJDDhw8DsHHjRpfzPfDAAxQuXBg/Pz/n1+vHjx9P17Uud9999xEYGAjgvAEsPj7e2aXg4MGDtGjRgkKFCpEvXz5atWrlPPbo0aPXfd3uHn+t15Uen3/+OSdOnKBDhw5MnTrVpXuDu7F06tSJihUrAuDl5eWy77nnnmPXrl3s2rUrzTg2b97MmDFjeOyxx+jatetV473zzjudN7rNmzePhIQEFixYAMCDDz6Y6v0C8/5s2rSJ3377jZIlS3LvvfeyatUqGjVqxI4dO1ziB7j55pupU6fOVWNI6SOc8ggNDb1q2cvL169fnwIFChAfH88TTzzBgQMHrnmciGSd/HYHICJyNX5+fmzZsoV58+axadMmdu7cybx58/joo4/4/PPPnQkxQN26dfH19XU5PiU5S1GkSBHnev785uMv5RzXu1bnzp2dx16rT+y+ffto37498fHxBAYG0qBBAxITE9m+fTsASUlJ13zNGTn+Wq8rPQICAjh79izLli1j06ZNNGrUKMOxlClTJt3XvdIff/xBUlISX375JV999RUA58+fB2DhwoUEBARw5MgRChcuTLdu3Rg9ejSLFy9m3rx5nDhxArh0I96VKlasyP79+9Pcd3ldXf7eXqsOU/oIp1i5ciUtWrRIV/nIyEhq1KjB8ePHef/993njjTeuepyIZB21FItIthUbG8uuXbt47rnn+Pjjj9m6dasz8Vi9ejUNGzZ0JjFPPPEEGzduZOPGjWzYsIHx48fTr18/j13rct999x1nzpwBTCsrmJbAatWqsW3bNueoC0uXLuWXX37hhRdeSPOa/v7+AJw7d865zZ3j0yut61yub9++3HXXXZw7d462bduyc+fODMdyrX8Y3n33XapXr0716tWveY6LFy9y7tw5zp0750xMExMTXZ6nDDOXkJBA//79AQgJCeGOO+645rnTUqtWLef6okWLAPjrr7/4/fff3T5XelyebF9+g6aI2EtJsYhkWzExMTRu3JjixYtTp04dqlevzk8//QRAnTp1qFSpEr179wZgwIABVKpUiTp16lCkSBGaNWvG1q1bPXatyx09epSQkBAqV67MJ598AsAzzzxD4cKFqVmzprPbwD333EPt2rXp27dvmtdMSQ43b95M7dq1ue2226hRo0a6j0+vtK5z4cIF534fHx+++uorbrnlFk6ePElYWBgHDhxw67Wkx4kTJ/jzzz/5888/09z/xBNPYJl7XZyPlNb+Ll26YFmWs1U8JCSEZs2aAXD27FngUhcad1WuXJmOHTsCMGbMGEJDQ6lfvz4+Pj5un+tqoqOjue2222jYsCENGzYEIF++fBqWTSQbUVIsItlW8eLFeeKJJyhTpgxRUVEcOnSI6tWr8+abb9KrVy8Apk+fzjvvvEPt2rU5evQoBw4cIDg4mEGDBrk1lFZ6rpWiX79+dO3alVOnThEYGMjTTz/NW2+9BZgEdPbs2YSEhBAfH0+JEiX49NNP07xmjx496NSpE4ULF+aPP/5g06ZNBAUFpfv49ErrOld2fShUqBA//PADFStW5MiRI7Rq1YpixYp5PBZPevLJJ53raY1N7I6ZM2fSuXNnChQowJkzZxg7diy33nqrJ8IELvVp3rJlC/nz56dx48YsWLCA5s2be+waInJjHJY7Hc9ERPKw4OBgDhw4wMiRIzU1ch5w5513smrVKpo3b57muM4ikruopVhERERE8jwlxSIiIiKS56n7hIiIiIjkeWopFhEREZE8T0mxiIiIiOR5SopFREREJM/TNM8ZlJyczNGjRwkMDMzQYPEiIiIikrksy+LMmTOUK1eOfPmu3RaspDiDjh49SlBQkN1hiIiIiMh1HDp0iPLly1+zjJLiDAoMDARMJRcqVCjTr5eQkMCyZcsICwvD29s706+XG6jOMkb15r5cU2fbt0Pz5rBqFdStm6mXyjV1loVUZ+5Tnbkvt9VZbGwsQUFBzrztWpQUZ1BKl4lChQplWVLs7+9PoUKFcsUPaVZQnWWM6s19uabOAgIuLTP5cy3X1FkWUp25T3XmvtxaZ+np6qob7UREREQkz1NSLCIiIiJ5npJiEREREcnz1Kc4E1mWRWJiIklJSTd8roSEBPLnz8/Fixc9cr68QHWWMVlVb15eXuTPn19DGmYntWrBoUNQqpTdkYiIZDklxZkkPj6e6Ohozp8/75HzWZZFmTJlOHTokJKIdFKdZUxW1pu/vz9ly5bFx8cnU68j6eTjA9cZskhEJLdSUpwJkpOTiYqKwsvLi3LlyuHj43PDyUVycjJnz54lICDguoNPi6E6y5isqDfLsoiPj+fvv/8mKiqKqlWr6j3KDvbtgxdegLFjoVIlu6MREclSSoozQXx8PMnJyQQFBeHv7++RcyYnJxMfH4+fn5+Sh3RSnWVMVtVbgQIF8Pb25sCBA87ric3+/Re+/BKGD7c7EhGRLKdMIRMpERO5Nv2OiIhIdqG/SCIiIiKS5ykpFrlBo0aNom4mT4kLZjaer7/+OtOv42lZVT8iIiI3QkmxpHLs2DH69u1LpUqV8PX1JSgoiPvvv5/ly5fbHZrb6tSpw+TJkz12vrQS0yFDhmRJ3URHR9OmTZsbOkdwcDAOh8PlUV6jDUiKcuXgzTfNUkQkj9GNduJi//79NG3alCJFijBu3Djq1KlDQkICS5cu5dlnn2XXrl12h+hxSUlJOByODPdvDQgIICAgwMNRpVamTBmPnGf06NH07t3b+dzLy8sj55VcoEwZ3WQnInmWWorFRXh4OA6Hg59//pkHH3yQatWqUbNmTQYNGsTGjRud5Q4ePEi7du0ICAigUKFCPPTQQxw/fty5P+Ur83nz5hEcHEzhwoV5+OGHOXPmjLNMcnIyY8eOpUqVKvj6+lKhQgXeeOMN5/4jR47QpUsXihYtSvHixWnXrh379+937n/iiSdo374948ePp2zZshQvXpxnn32WhIQEAO666y4OHTrEoEGDnK2iAHPnzqVIkSJ8//331KhRA19fXw4cOMAvv/xCq1atKFGiBIULF6Z58+Zs3brVeb3g4GAAOnTogMPhcD6/sntAcnIyo0ePpnz58vj6+lK3bl2WLFni3L9//34cDgeLFi2iRYsW+Pv7c8stt7Bhw4ZrvjeXt1Jn9BwAgYGBlClTxvkoWbKkc9/06dOpWrUqpUqVIjQ0lHnz5rkce733HeCtt96idOnSBAYG0rNnTy5evHjdmCSb+Pdf+PZbsxQRyWOUFGcRy4Jz57L+YVnpj/HkyZMsWbKEZ599loIFC6baX6RIkf9/LRbt27fn5MmTrFq1ioiICPbu3UuXLl1cyu/du5evv/6a77//nu+//55Vq1bx1ltvOfcPHz6csWPHMmLECHbu3Mn8+fMpXbo0AOfPn6dFixYEBASwevVq1q5dS0BAAPfccw/x8fHOc6xYsYK9e/eyYsUKPvzwQ+bOncvcuXMB+PLLLylXrhyvvvoq0dHRREdHO487f/48Y8aMYebMmezYsYNSpUpx5swZunfvzpo1a9i4cSNVq1albdu2zkT+l19+AWDOnDlER0c7n19p8uTJTJgwgfHjx/Pbb7/RunVrHnjgAXbv3u1S7qWXXmLIkCFs376datWq8cgjj5CYmJiet8qj50jx1Vdf0b9/fwYNGsT69et56qmnePLJJ1mxYgWQvvf9888/Z+TIkbzxxhts3ryZsmXLMm3atAzFIzbYtw/atTNLEZG8xpIMOX36tAVYp0+fTrXvwoUL1s6dO60LFy44t509a1kmRc3ax9mz6X9NmzZtsgBr0aJF1yy3bNkyy8vLyzp48KBz244dOyzA+vnnny3LsqyRI0da/v7+VmxsrLPM0KFDrUaNGlmWZVmxsbGWr6+v9cEHH6R5jVmzZlk333yzlZyc7NwWFxdnFShQwFq6dKllWZbVvXt3q2LFilZiYqKzTOfOna0uXbpYlmVZSUlJVlBQkDVx4kSXc8+ZM8cCrO3bt1/zdSYmJlqBgYHWd99959wGWF999ZVLuZEjR1q33HKL83m5cuWsN954w6XMrbfeaoWHh1uWZVlRUVEWYM2cOdO5P6X+IiMjrxrP5dfO6DkqVqxo+fj4WAULFnQ+Jk+ebFmWZTVp0sTq3bu3lZSUZJ06dcpKSkqyOnfubLVt29ayrPS9740bN7b69Onjcs1GjRq51M/l0vpdyYni4+Otr7/+2oqPj7c7lBuzZYv54NiyJdMvlWvqLAupztynOnNfbquza+VrV1JLsThZ/9+sfL3Z9yIjIwkKCiIoKMi5rUaNGhQpUoTIyEjntuDgYAIDA53Py5YtS0xMjPMccXFx3H333WleY8uWLezZs4fAwEBnn91ixYpx8eJF9u7d6yxXs2ZNlz6xl1/jWnx8fKhTp47LtpiYGPr06UO1atUoXLgwhQsX5uzZsxw8ePC650sRGxvL0aNHadq0qcv2pk2butQN4HL9smXLOmNwR0bOMXToULZv3+58dOvWDTDvybXiTs/7HhkZSePGjV3OceVzERGR7Eg32mURf384ezbjxycnJxMbG0uhQoXcuiHMnQn1qlatisPhIDIykvbt21+1nGVZaSbOV2739vZ22e9wOEhOTgbMbGbXkpycTIMGDfjkk09S7bu8D+y1rnEtBQoUSPUannjiCf7++28mTZpExYoV8fX1pXHjxi7dNdLrynOnVWeXx56yLz2x3+g5SpQoQZUqVdLcd6240/u+i4iIXM2cOXDLLVC/vt2RpKaW4izicEDBgln/cCdXKVasGK1bt2bq1KmcO3cu1f5////mmxo1anDw4EEOHTrk3Ldz505Onz5NaGhouq5VtWpVChQocNWhzOrXr8/u3bspVaoUVapUcXkULlw43a/Jx8eHpKSkdJVds2YN/fr1o23bttSsWRNfX19OnDjhUsbb2/ua5ytUqBDlypVj7dq1LtvXr1+f7rqxS2ho6DXjTs/7Hhoa6nJDJpDquWRjfn5Qo4ZZioh4WGQk9OkD//kP/Pqr3dGkpqRYXEybNo2kpCT+85//sHDhQnbv3k1kZCRTpkxxfg3esmVL6tSpQ9euXdm6dSs///wz3bp1o3nz5jRs2DBd1/Hz8+OFF17g+eef56OPPmLv3r1s3LiRWbNmAdC1a1dKlChBu3btWLNmDVFRUaxatYr+/ftz+PDhdL+eChUqsHr1ao4cOZIqwb1SlSpVmDdvHpGRkWzatImuXbumatEODg5m+fLlHDt2jFOnTqV5nqFDhzJ27FgWLFjAn3/+ybBhw9i+fTv9+/dPd9x2GDp0KHPnzmXGjBns3buXd955h0WLFjFkyBAgfe97//79mT17NrNnz+avv/5i5MiR7Nixw86XJe6oUQN27DBLEREPSk6G3r0hPh5at4YrejBmC0qKxUVISAhbt26lRYsWDB48mFq1atGqVSuWL1/O9OnTgUtDgxUtWpQ77riDli1bUqlSJRYsWODWtUaMGMHgwYN55ZVXCA0NpUuXLs7+sP7+/qxevZoKFSrQsWNHQkND6dGjBxcuXKBQoULpvsbw4cM5cOAAlStXdul2kZbZs2dz6tQp6tWrx+OPP06/fv0oVaqUS5kJEyYQERFBUFAQ9erVS/M8/fr1Y/DgwQwePJjatWuzZMkSvv32W6pWrZruuO3Qvn1758gZjRs35v3332fOnDnceeedQPre9y5duvDKK6/wwgsv0KBBAw4cOMAzzzxj0ysSEZHs4r33YN068y329OnufZOdVRxWyt1V4pbY2FgKFy7M6dOnUyVpFy9eJCoqipCQEPw89DVkRvsU52Wqs4zJynrLjN8VOyQkJLB48WLatm2bqp97jrJ9O9xxB6xeDZk8NXeuqbMspDpzn+rMfZlRZ4cPmy+gzpyBKVOgb1+PnDZdrpWvXUmZgoiIGMnJ5q+Wmzd8iohcjWVBeLj5aLntNrOeXSkpFhEREZFM8eWX8N134O0NM2fCZaOoZjtKikVERETE406ehOeeM+svvgg1a9obz/UoKRYRERERjxs6FGJiIDQUhg+3O5rrU1IsIiJG9eqwZYtZiojcgOXLYfZsM8rEzJng62t3RNenGe0ykQb2ELk2/Y5kM/7+2XOaKRHJUc6dg6eeMuvh4dCkib3xpJdaijNByhAm58+ftzkSkewt5XdEQyVlEwcPwrPPmqWISAaNGAH79kFQELz5pt3RpJ9aijOBl5cXRYoUcZmIwnGDo1QnJycTHx/PxYsXNeZuOqnOMiYr6s2yLM6fP09MTAxFihTBKzvfjpyXnDgB06ZBz55QoYLd0YhIDrRxI0yaZNbfew/cmG/LdkqKM0mZMmUAnInxjbIsiwsXLlCgQIEbTrDzCtVZxmRlvRUpUsT5uyIiIjlbXJz5n9qy4PHHoU0buyNyj5LiTOJwOChbtiylSpUiISHhhs+XkJDA6tWrueOOO/RVczqpzjImq+rN29tbLcQiIrnIG2/Azp1QqhS8847d0bhPSXEm8/Ly8sgffi8vLxITE/Hz81OCl06qs4xRvYmIiLt++w3GjDHrU6dC8eL2xpMR6mgpIiJGqVIwcKBZioikU2Ii9Ohhlh06QKdOdkeUMWopFhERo3x5mDjR7ihEJId55x0zxHmRIqaVOKfexqOWYhERMc6ehQ0bzFJEJB3++gteecWsT5wIZcvaG8+NUFIsIiLGX3+ZUfb/+svuSEQkB0hOhl694OJFCAuDJ56wO6Ibo6RYRERERNz23nuwZg0ULGjWc2q3iRRKikVERETELQcPwvPPm/UxYyA42NZwPEJJsYiIiIikm2VBnz7m9oOmTc3s8LmBkmIRETHy54cSJcxSROQqPv4YfvgBfH1h1izIl0uySX3yiYiIUacO/P233VGISDZ2/DgMGGDWR46Em2+2NRyPyiW5vYiIiIhktr594eRJqFcPhgyxOxrPUlIsIiLGjh1QpYpZiohc4auv4IsvwMvLdJvw9rY7Is9SUiwiIkZcHOzda5YiIpc5dQrCw836Cy+YluLcRkmxiIiIiFzT4MFw7BhUrw4jRtgdTeZQUiwiIiIiV7VsGcyZYybnmDUL/PzsjihzKCkWERERkTSdPQtPPWXW+/Y1M8HnVrYnxdOmTSMkJAQ/Pz8aNGjAmjVrrll+1apVNGjQAD8/PypVqsSMGTNc9n/wwQc0a9aMokWLUrRoUVq2bMnPP//sUmbUqFE4HA6XR5kyZTz+2kREcpQqVWDJErMUEcH0Hz5wwMxY98YbdkeTuWxNihcsWMCAAQN46aWX2LZtG82aNaNNmzYcPHgwzfJRUVG0bduWZs2asW3bNl588UX69evHwoULnWVWrlzJI488wooVK9iwYQMVKlQgLCyMI0eOuJyrZs2aREdHOx+///57pr5WEZFsr1AhaN3aLEUkz1uxAqZNM+uzZkFAgL3xZDZbk+KJEyfSs2dPevXqRWhoKJMmTSIoKIjp06enWX7GjBlUqFCBSZMmERoaSq9evejRowfjx493lvnkk08IDw+nbt26VK9enQ8++IDk5GSWL1/ucq78+fNTpkwZ56NkyZKZ+lpFRLK96GgYNcosRSRPO3sWevY06336wF132RtPVrAtKY6Pj2fLli2EhYW5bA8LC2P9+vVpHrNhw4ZU5Vu3bs3mzZtJSEhI85jz58+TkJBAsWLFXLbv3r2bcuXKERISwsMPP8y+fftu4NWIiOQC0dHw6qtKikWEl17KR1QUVKwI48bZHU3WsG2a5xMnTpCUlETp0qVdtpcuXZpjx46lecyxY8fSLJ+YmMiJEycoW7ZsqmOGDRvGTTfdRMuWLZ3bGjVqxEcffUS1atU4fvw4r7/+Ok2aNGHHjh0UL148zWvHxcURd9nYnbGxsQAkJCRcNSH3pJRrZMW1cgvVWcao3tyXa+osMRFvICExETL5teSaOstCqjP3qc7cl5CQwO+/F2f6dC8A3nsvET8/K7M/EjKNO++9bUlxCofD4fLcsqxU265XPq3tAOPGjePTTz9l5cqV+F02fkibNm2c67Vr16Zx48ZUrlyZDz/8kEGDBqV53TFjxvDqq6+m2r5s2TL8/f2vGq+nRUREZNm1cgvVWcao3tyX0+us8N693AmsW7uW01nUWpzT68wOqjP3qc7S7+JFL959twUArVtHcfHibyxebHNQN+D8+fPpLmtbUlyiRAm8vLxStQrHxMSkag1OUaZMmTTL58+fP1UL7/jx43nzzTf58ccfqVOnzjVjKViwILVr12b37t1XLTN8+HCXhDk2NpagoCDCwsIolAU3pSQkJBAREUGrVq3wzm3zKmYS1VnGqN7cl2vqbNs2AJrefnumT1eVa+osC6nO3Kc6c1///nD8uDdBQcl88kl5ChUqb3dINyTlm/30sC0p9vHxoUGDBkRERNChQwfn9oiICNq1a5fmMY0bN+a7775z2bZs2TIaNmzo8sP+9ttv8/rrr7N06VIaNmx43Vji4uKIjIykWbNmVy3j6+uLr69vqu3e3t5Z+ouW1dfLDVRnGaN6c1+Or7OSJaFrV7xLloQseh05vs5soDpzn+osfVatgpSxDt57L5nixXN+nbnzvts6+sSgQYOYOXMms2fPJjIykoEDB3Lw4EH69OkDmNbZbt26Ocv36dOHAwcOMGjQICIjI5k9ezazZs1iyJAhzjLjxo3j5ZdfZvbs2QQHB3Ps2DGOHTvG2bNnnWWGDBnCqlWriIqKYtOmTTz44IPExsbSvXv3rHvxIiLZTUgIfPyxWYpInnLuHPToYdZbtdpPy5aWvQHZwNY+xV26dOGff/5h9OjRREdHU6tWLRYvXkzFihUBiI6OdhmzOCQkhMWLFzNw4ECmTp1KuXLlmDJlCp06dXKWmTZtGvHx8Tz44IMu1xo5ciSjRo0C4PDhwzzyyCOcOHGCkiVLctttt7Fx40bndUVE8qSLF+HwYShfPvfO4yoiaXrxRdi3D4KCLJ58cgdwk90hZTnbb7QLDw8nPDw8zX1z585Nta158+Zs3br1qufbv3//da/52WefpTc8EZG8Y+dOaNAAtmyB+vXtjkZEssjq1TBlilmfMSOJhIREewOyie3TPIuIiIiIPc6fv9RtolcvaNUq73WbSKGkWERERCSPeukl2LvX9Jq6bILgPElJsYiIiEgetHYtTJ5s1j/4AAoXtjceuykpFhEREcljzp+HJ58EyzLdJ+65x+6I7Gf7jXYiIpJN1K9v/kKKSK738suwZ4/pNjFxot3RZA9qKRYRERHJQ9atg0mTzPr776vbRAolxSIiYvz5JzRubJYikitduHCp28STT0KbNnZHlH0oKRYREePcOdi40SxFJFcaMQJ274Zy5dRt4kpKikVERETygPXrLyXC778PRYrYGk62o6RYREREJJc7dw66dzfdJrp3h3vvtTui7EdJsYiIiEguN2zYpdEmUm6yE1dKikVExAgOhnnzzFJEco2ffoJ33zXrs2ap28TVaJxiERExihWDxx6zOwoR8aDYWDPKBMAzz0BYmL3xZGdqKRYREePvv2HqVLMUkVxh0CA4eBAqVYJx4+yOJntTUiwiIsahQ/Dcc2YpIjne//5nuks4HDB3LgQE2B1R9qakWERERCSX+ecf6NXLrA8cCM2a2RtPTqCkWERERCSX6dsXjh2D6tXh9dftjiZnUFIsIiIikot88QV8+il4ecGHH0KBAnZHlDMoKRYRESMw0NyaHhhodyQikkHHj5tRJgCGD4f//MfeeHISDckmIiJG1aqwdKndUYhIBlkW9Olj+hPfcguMGGF3RDmLWopFRMRISjKDmiYl2R2JiGTAxx/D11+Dt7fpNuHjY3dEOYuSYhERMX79FQoXNksRyVEOHzY31wGMGmVaisU9SopFREREcjDLgp494fRp04f4+eftjihnUlIsIiIikoO9/z4sWwZ+fqbbRH7dMZYhSopFREREcqh9+2DwYLM+ZowZl1gyRkmxiIiISA6UnAxPPgnnzsEdd0C/fnZHlLOpgV1ERIzatSEmBooUsTsSEUmHSZNg9WooWBDmzIF8auq8IUqKRUTE8PaGkiXtjkJE0uGPP8zkHAATJkClSvbGkxvofwoRETH27oUHHjBLEcm24uLgsccgPh7uvReeesruiHIHJcUiImKcPg3ffWeWIpJtjRplhhMvXhxmzgSHw+6IcgclxSIiIiI5xNq1MG6cWX//fShTxt54chMlxSIiIiI5wJkz0K2bGXWie3fo2NHuiHIXJcUiIiIiOcCgQRAVBRUqwOTJdkeT+ygpFhER46abzG3sN91kdyQicoVvv73Uf/ijj6BwYbsjyn00JJuIiBilS5umKBHJVmJioHdvsz5oEDRvbm88uZVaikVExDh1Cr74wixFJFuwLDPkWkwM1KoFr79ud0S5l5JiERExoqLgoYfMUkSyhblz4ZtvzNw68+aBn5/dEeVeSopFREREsqGoKOjXz6yPHg1169oaTq6npFhEREQkm0lKMsOunT0LTZvC0KF2R5T7KSkWERERyWYmToQ1ayAgwIw24eVld0S5n5JiERExChSAevXMUkRs89tv8PLLZn3SJKhUydZw8gwNySYiIkZoKGzdancUInlaXBw89hjEx8P990OPHnZHlHeopVhEREQkmxgxAn7/HUqWhA8+MJN1SNZQUiwiIsa2beDra5YikuVWrYLx4836Bx+Y+XQk6ygpFhERw7LMd7aWZXckInnOqVPw+OPm169HD2jXzu6I8h4lxSIiIiI2six45hk4dAiqVIHJk+2OKG9SUiwiIiJio48/hgULzLBrH39shmGTrKekWERERMQmUVHw7LNmfeRIaNTI3njyMg3JJiIiRmgo/PGHBkUVySKJiWb4tTNnzKx1w4fbHVHepqRYRESMAgWgZk27oxDJM8aMgfXrITAQ5s2D/MrKbKXuEyIiYhw4AL16maWIZKpNm+DVV836tGkQEmJvPKKkWEREUvzzD8yaZZYikmnOnIGuXSEpCR5+2KyL/ZQUi4iIiGShAQNg714ICoLp0zVrXXahpFhEREQkiyxaBLNnm0R43jwoUsTuiCSFkmIRERGRLHDkCPTubdZfeAGaN7c3HnGlpFhERIzSpWHYMLMUEY9KTobu3eHkSahf/9JNdpJ9aPAPERExbrrJjBElIh43aRIsX25GPpw/H3x87I5IrqSWYhERMc6cgZUrzVJEPObXXy9NzPHOO3DzzfbGI2lTUiwiIsbu3dCihVmKiEdcuACPPgrx8fDAA/DUU3ZHJFejpFhEREQkk7zwAuzcCWXKwMyZGn4tO1NSLCIiIpIJvv8e/vtfsz5nDpQsaW88cm1KikVEREQ87OhRePJJsz5gANxzj63hSDooKRYREcPb24xA4e1tdyQiOVpyMnTrBidOQN268NZbdkck6aEh2URExKhdGw4ftjsKkRzv7bfN8Gv+/vDZZ+Dra3dEkh5qKRYRERHxkJ9/hpdfNuv//a+GX8tJlBSLiIjx++9QvrxZiojbYmPhkUcgMREeeuhSn2LJGZQUi4iIkZAAR46YpYi4LTwc9u2DihXhvfc0/FpOY3tSPG3aNEJCQvDz86NBgwasWbPmmuVXrVpFgwYN8PPzo1KlSsyYMcNl/wcffECzZs0oWrQoRYsWpWXLlvz88883fF0RERGRq5k3Dz75BLy8zDTORYrYHZG4y9akeMGCBQwYMICXXnqJbdu20axZM9q0acPBgwfTLB8VFUXbtm1p1qwZ27Zt48UXX6Rfv34sXLjQWWblypU88sgjrFixgg0bNlChQgXCwsI4cuRIhq8rIiIicjV79phWYoCRI6FJE3vjkYyxNSmeOHEiPXv2pFevXoSGhjJp0iSCgoKYPn16muVnzJhBhQoVmDRpEqGhofTq1YsePXowfvx4Z5lPPvmE8PBw6tatS/Xq1fnggw9ITk5m+fLlGb6uiIiISFri400/4rNn4Y474MUX7Y5IMsq2Idni4+PZsmULw4YNc9keFhbG+vXr0zxmw4YNhIWFuWxr3bo1s2bNIiEhAe80xtY8f/48CQkJFCtWLMPXBYiLiyMuLs75PDY2FoCEhAQSsqD/Xco1suJauYXqLGNUb+7LNXUWHIwjIgIrODjT+xXnmjrLQqoz92VFnb34Yj42b/aiaFGLOXMSSU424xTnVLnt58yd12FbUnzixAmSkpIoXbq0y/bSpUtz7NixNI85duxYmuUTExM5ceIEZcuWTXXMsGHDuOmmm2jZsmWGrwswZswYXn311VTbly1bhr+//1WP87SIiIgsu1ZuoTrLGNWb+3JNnWXhPRa5ps6ykOrMfZlVZ9u3l2TCBNNX4umnf+H336NzzeAtueXn7Pz58+kua/vkHY4rbs20LCvVtuuVT2s7wLhx4/j0009ZuXIlfn5+N3Td4cOHM2jQIOfz2NhYgoKCCAsLo1ChQlc9zlMSEhKIiIigVatWabaIS2qqs4xRvbkv19TZkSPkmzaN5PBwM7NdJso1dZaFVGfuy8w6i4mBPn1MGvXUU0mMHl0PqOfRa9ght/2cpXyznx62JcUlSpTAy8srVetsTExMqlbcFGXKlEmzfP78+SlevLjL9vHjx/Pmm2/y448/UqdOnRu6LoCvry++aUxJ4+3tnaU/NFl9vdxAdZYxqjf35fg6O3kS3n4br4cfhuDgLLlkjq8zG6jO3OfpOrMseOopOHYMatSAd97xwtvby2Pnzw5yy8+ZO68hXUnxlClT3A7iySefJDAw8Kr7fXx8aNCgAREREXTo0MG5PSIignbt2qV5TOPGjfnuu+9cti1btoyGDRu6vOi3336b119/naVLl9KwYcMbvq6IiIhIiilTYPFiM33zZ5+Z6Zwl50tXUjxgwADKly+Pl1f6/gs6dOgQ99133zWTYoBBgwbx+OOP07BhQxo3bsz777/PwYMH6dOnD2C6LBw5coSPPvoIgD59+vDuu+8yaNAgevfuzYYNG5g1axaffvqp85zjxo1jxIgRzJ8/n+DgYGeLcEBAAAEBAem6roiIiEhatm+H55836xMmQO3atoYjHpTu7hObN2+mVKlS6Sp7vWQ4RZcuXfjnn38YPXo00dHR1KpVi8WLF1OxYkUAoqOjXcYODgkJYfHixQwcOJCpU6dSrlw5pkyZQqdOnZxlpk2bRnx8PA8++KDLtUaOHMmoUaPSdV0RERGRK505Y6Zvjo+HBx64NDax5A7pSopHjhzpbGVNjxdffNE5BNr1hIeHE36Vn6q5c+em2ta8eXO2bt161fPt37//hq8rIpInFS8OPXuapYi4sCx45hnYvRvKl4fZszWNc26T7qTYHcOHD89QMCIiYqOKFWHmTLujEMmW5s69NI3zp5/qf8fcyNYZ7UREJBu5cAF27DBLEXHauROefdasjx4Nt99ubzySOTyWFL/44ov06NHDU6cTEZGsFhkJtWqZpYgAcP686Ud84QK0agVXTIgruYjHxik+cuQIhw4d8tTpRERERGw3YID5AqV0aZg3D/LpO/Zcy2NJ8YcffuipU4mIiIjY7tNP4YMPzA11n3xiEmPJvfT/joiIiMgV9uwxs9YBvPQS3H23vfFI5nO7pXj06NHX3P/KK69kOBgREbGRwwE+PhpnSvK8uDjo0gXOnoVmzcDNQbgkh3I7Kf7qq69cnickJBAVFUX+/PmpXLmykmIRkZyqXj2TDYjkcc8/D1u3mmHX5s+H/B7rbCrZmdtv87Zt21Jti42N5YknnqBDhw4eCUpERETEDl9/DVOmmPUPPzQTdUje4JE+xYUKFWL06NGMGDHCE6cTERE7REZC/foakk3yrAMH4MknzfrgwXDvvfbGI1nLYzfa/fvvv5w+fdpTpxMRkax24QJs26bJOyRPSkiARx6Bf/+F//wH3nzT7ogkq7ndfWJKyncK/8+yLKKjo5k3bx733HOPxwITERERySojRsCGDVC4MHz2mbnnVPIWt5Pid955x+V5vnz5KFmyJN27d2f48OEeC0xEREQkKyxZAmPHmvVZsyAkxN54xB5uJ8VRUVGZEYeIiIhIljt8GB5/3KyHh0OnTvbGI/bR5B0iImKEhMDnn6uZTPKMhAR4+GE4cQLq1oUJE+yOSOzksaR42rRp153YQ0REsrGiRaFzZ7MUyQNeegnWrYNCheCLL8DPz+6IxE4eS4oXLlzI3LlzPXU6ERHJasePw8SJZimSy337Lbz9tlmfMweqVLE3HrGfx5Li5cuXs2/fPk+dTkREstqRI2Zw1iNH7I5EJFPt3w/du5v1AQOgY0c7o5HsQn2KRUREJM+IizO9hP79Fxo1ujTqhEiGZ/PeuXMnBw8eJD4+3mX7Aw88cMNBiYiIiGSGIUNg82YoVszcV6rxiCWF20nxvn376NChA7///jsOhwPLsgBwOBwAJCUleTZCEREREQ/4/HN4912z/tFHUKGCvfFI9uJ294n+/fsTEhLC8ePH8ff3Z8eOHaxevZqGDRuycuXKTAhRRESyROHCcP/9ZimSy/z1F/TqZdaHDYN777U3Hsl+3G4p3rBhAz/99BMlS5YkX7585MuXj9tvv50xY8bQr18/tm3blhlxiohIZqtc2dySL5LLXLhg+hGfOQN33AGvvWZ3RJIdud1SnJSUREBAAAAlSpTg6NGjAFSsWJE///zTs9GJiEjWSUiAv/82S5FcZMAAL377DUqVgk8/hfwZvqNKcjO3k+JatWrx22+/AdCoUSPGjRvHunXrGD16NJUqVfJ4gCIikkV+/91kDb//bnckIh7z009BzJmTD4cD5s+HcuXsjkiyK7f/V3r55Zc5d+4cAK+//jr33XcfzZo1o3jx4ixYsMDjAYqIiIhkxB9/wIwZdQAYNQruvtveeCR7czspbt26tXO9UqVK7Ny5k5MnT1K0aFHnCBQiIiIidjp7Fh55JD/x8Q5atkzmpZc0NYNcm0d+QooVK6aEWERERLIFy4I+feDPPx0UL36BDz9MwsvL7qgku0tXUtyxY0diY2PTfdKuXbsSExOT4aBEREREMmr6dPjkE/Dyshg8eDMlS9odkeQE6eo+8c033/D333+n64SWZfHdd9/x2muvUapUqRsKTkREstAtt8Dp01CwoN2RiGTYxo0wYIBZf+ONZKpXP2lrPJJzpCsptiyLatWqZXYsIiJiJy8vKFTI7ihEMuzvv814xAkJ0KkTDByYzA8/2B2V5BTpSopXrFjh9olvuukmt48REREb7d4Nzz1n5sGtWtXuaETckpQEjzwChw/DzTfD7Nmg253EHelKips3b57ZcYiIiN3OnIFly8xSJIcZMQKWLwd/f1i40HzpoXloxB0an0RERERytG++gTFjzPqsWVCzpr3xSM6kpFhERERyrD17oHt3s96vHzz8sL3xSM6lpFhERERypPPnzQ11p09Dkybw9tt2RyQ5mZJiERExgoLMTXZBQXZHInJdlgXPPAO//QalSsHnn4OPj91RSU7m9jTPIiKSS5UsCc8+a3cUIuny3nvw0UdmJMEFC0CDXsmNSldSXK9evXRP47x169YbCkhERGxy8iQsXgxt20KxYnZHI3JVP/8M/fub9TFj4M47bQ1Hcol0JcXt27d3rl+8eJFp06ZRo0YNGjduDMDGjRvZsWMH4eHhmRKkiIhkgf374fHHYcsWJcWSbZ04AQ8+CPHx0LEjDBlid0SSW6QrKR45cqRzvVevXvTr14/XXnstVZlDhw55NjoRERGR/5cyQcehQ1CtGsyZowk6xHPcvtHuiy++oFu3bqm2P/bYYyxcuNAjQYmIiIhcaeRI+PFHM0HHokWalVw8y+2kuECBAqxduzbV9rVr1+Ln5+eRoEREREQu9+238MYbZn3mTE3QIZ7n9ugTAwYM4JlnnmHLli3cdtttgOlTPHv2bF555RWPBygiIlmkYEG47TazFMlGdu2Cxx4z6/36mS4UIp7mdlI8bNgwKlWqxOTJk5k/fz4AoaGhzJ07l4ceesjjAYqISBa5+WbYsMHuKERcxMZChw5w5gzccQeMH293RJJbZWic4oceekgJsIiIiGSq5GQzhfOuXVC+vJmgw9vb7qgkt8rw5B1btmwhMjISh8NBjRo1qFevnifjEhGRrLZ1KzRoYIZkq1/f7mhEePNN+Ppr8PU1N9aVLm13RJKbuZ0Ux8TE8PDDD7Ny5UqKFCmCZVmcPn2aFi1a8Nlnn1GyZMnMiFNERETykP/9D1JuVZo+HW691d54JPdze/SJvn37Ehsby44dOzh58iSnTp3ijz/+IDY2ln79+mVGjCIiIpKH7N4NXbuCZUF4ODz5pN0RSV7gdkvxkiVL+PHHHwkNDXVuq1GjBlOnTiUsLMyjwYmIiEjecuYMtG8Pp09D06bwzjt2RyR5hdstxcnJyXin0cvd29ub5ORkjwQlIiIieY9lmVbhnTuhXDn48kvw8bE7Kskr3E6K77rrLvr378/Ro0ed244cOcLAgQO5++67PRqciIhkoRo1zPfWNWrYHYnkUWPHwsKFZoSJhQuhTBm7I5K8xO2k+N133+XMmTMEBwdTuXJlqlSpQkhICGfOnOG///1vZsQoIiJZwc8PqlQxS5EstmQJvPiiWZ861cwjI5KV3O5THBQUxNatW4mIiGDXrl1YlkWNGjVo2bJlZsQnIiJZJSoKRoyA116DkBC7o5E8ZO9eM0udZcFTT0Hv3nZHJHlRhscpbtWqFa1atfJkLCIiYqdTp+CTT2DQICXFkmXOnTMz1v37r2kdnjLF7ogkr3K7+wTAqlWruP/++6lSpQpVq1blgQceYM2aNZ6OTURERHIxy4IePeD3303/4YULzUQdInZwOyn++OOPadmyJf7+/vTr14/nnnuOAgUKcPfddzN//vzMiFFERERyoXHjzNTN+fObkSbKlbM7IsnL3O4+8cYbbzBu3DgGDhzo3Na/f38mTpzIa6+9xqOPPurRAEVERCT3+d//YPhwsz5lihmTWMRObrcU79u3j/vvvz/V9gceeICoqCiPBCUiIjYoWxZGjjRLkUwUGXnpxrqnn4ZnnrE7IpEMJMVBQUEsX7481fbly5cTFBTkkaBERMQGZcvCqFFKiiVTnToFDzxgZq5r1kw31kn24Xb3icGDB9OvXz+2b99OkyZNcDgcrF27lrlz5zJ58uTMiFFERLJCbCxs2ACNG0OhQnZHI7lQYiI8/DDs2QMVK5ob6zRjnWQXbifFzzzzDGXKlGHChAl8/vnnAISGhrJgwQLatWvn8QBFRCSL7NkD99wDW7ZA/fp2RyO50AsvwLJl4O8P33wDJUvaHZHIJRkap7hDhw506NDB07GIiIhILvXhhzBx4qX1W26xNx6RK6W7T3GFChX4559/nM/fffddYmNjMyUoERERyT02bjQz1QG88go8+KC98YikJd1J8eHDh0lKSnI+f/HFFzlx4kSmBCUiIiK5w5EjZsa6+HizHDnS7ohE0pahGe0ALMvyZBwiImI3X1+oXFlTionHXLhgEuFjx6BWLfjoI8iX4cxDJHPZ/qM5bdo0QkJC8PPzo0GDBtedLnrVqlU0aNAAPz8/KlWqxIwZM1z279ixg06dOhEcHIzD4WDSpEmpzjFq1CgcDofLo0yZMp58WSIiOU/NmuZmu5o17Y5EcgHLgt694ZdfoHhx+PZbCAiwOyqRq3PrRruZM2cS8P8/0YmJicydO5cSJUq4lOnXr1+6z7dgwQIGDBjAtGnTaNq0Ke+99x5t2rRh586dVKhQIVX5qKgo2rZtS+/evfn4449Zt24d4eHhlCxZkk6dOgFw/vx5KlWqROfOnV1m3btSzZo1+fHHH53Pvby80h23iIiIXNv48fDJJ+DlBV98ASEhdkckcm3pToorVKjABx984HxepkwZ5s2b51LG4XC4lRRPnDiRnj170qtXLwAmTZrE0qVLmT59OmPGjElVfsaMGVSoUMHZ+hsaGsrmzZsZP368Mym+9dZbufXWWwEYNmzYVa+dP39+tQ6LiFzut9/g7rth+XKoU8fuaCQH++EHM/wawOTJ0KKFvfGIpEe6k+L9+/d79MLx8fFs2bIlVeIaFhbG+vXr0zxmw4YNhIWFuWxr3bo1s2bNIiEhAW9v73Rff/fu3ZQrVw5fX18aNWrEm2++SaVKla5aPi4ujri4OOfzlJE3EhISSEhISPd1MyrlGllxrdxCdZYxqjf35Zo6u3gR7xMnSLh4ETL5teSaOstCOaXOdu2CRx7Jj2U56NUrid69kzP7x+mqckqdZSe5rc7ceR0ZGqfYE06cOEFSUhKlS5d22V66dGmOHTuW5jHHjh1Ls3xiYiInTpygbDqnJm3UqBEfffQR1apV4/jx47z++us0adKEHTt2ULx48TSPGTNmDK+++mqq7cuWLcPf3z9d1/WEiIiILLtWbqE6yxjVm/tyep0V3ruXO4F1a9dyOjo6S66Z0+vMDtm5zmJjvXn++Ts4fdqbGjVO0Lr1en74wf4b87NznWVXuaXOzp8/n+6ytiXFKRwOh8tzy7JSbbte+bS2X0ubNm2c67Vr16Zx48ZUrlyZDz/8kEGDBqV5zPDhw132xcbGEhQURFhYGIWyYDrUhIQEIiIiaNWqlVst4nmZ6ixjVG/uyzV1tm0bAE1vvx3q1cvUS+WaOstC2b3O4uOhTRsvjh3LR0iIxY8/FqZEiTbXPzATZfc6y45yW525M6eGbUlxiRIl8PLyStUqHBMTk6o1OEWZMmXSLJ8/f/6rtvCmR8GCBalduza7d+++ahlfX1980ximyNvbO0t/aLL6ermB6ixjVG/uy/F1lt/8SfDOnx+y6HXk+DqzQXasM8uCPn1gzRooVAi+/95B2bLZJ8bsWGfZXW6pM3deg21Dsvn4+NCgQYNUzfMRERE0adIkzWMaN26cqvyyZcto2LDhDb1xcXFxREZGprv7hYhIrlStGqxfb5YibpgwAWbPNmMQL1gANWrYHZGI+2wdp3jQoEHMnDmT2bNnExkZycCBAzl48CB9+vQBTJeFbt26Ocv36dOHAwcOMGjQICIjI5k9ezazZs1iyJAhzjLx8fFs376d7du3Ex8fz5EjR9i+fTt79uxxlhkyZAirVq0iKiqKTZs28eCDDxIbG0v37t2z7sWLiGQ3AQHQuLEGkxW3fPstPP+8WX/nHbjnHnvjEcmoDHWfSE5OZs+ePcTExJCcnOyy74477kj3ebp06cI///zD6NGjiY6OplatWixevJiKFSsCEB0dzcGDB53lQ0JCWLx4MQMHDmTq1KmUK1eOKVOmOIdjAzh69Cj1LusLN378eMaPH0/z5s1ZuXIlYKasfuSRRzhx4gQlS5bktttuY+PGjc7riojkSYcPw8SJMGgQlC9vdzSSA/z6Kzz66KXuE3372h2RSMa5nRRv3LiRRx99lAMHDqSa6tnhcJCUlOTW+cLDwwkPD09z39y5c1Nta968OVu3br3q+YKDg687BfVnn33mVowiInlCTIxp6nvsMSXFcl3HjsH998O5c2Z46ylTwI173kWyHbeT4j59+tCwYUP+97//UbZsWbdGfRAREZGc78IFaN8eDh0yXdC/+CLL7s0UyTRuJ8W7d+/myy+/pEqVKpkRj4iIiGRjlgU9e8KmTVC0KHz/vVmK5HRu32jXqFEjl5vWREREJO947TX49FMzgt+iRVC1qt0RiXiG2y3Fffv2ZfDgwRw7dozatWunGgqtTp06HgtORESyUIkSEB5uliJp+PxzGDnSrE+fDnfeaWs4Ih7ldlKcMtJDjx49nNscDodzJjp3b7QTEZFsokIFmDrV7igkm/r5Z0gZuXTQIOjVy954RDzN7aQ4KioqM+IQERG7nT8Pu3ZB9erg7293NJKNHDwI7drBxYtw330wbpzdEYl4nttJscbyFRHJpXbtggYNYMsWqF/f7mgkmzh9Gtq2NUOw1a4N8+eDl5fdUYl4XrqS4m+//ZY2bdrg7e3Nt99+e82yDzzwgEcCExEREXslJEDnzrBjB5QrB//7HwQG2h2VSOZIV1Lcvn17jh07RqlSpWjfvv1Vy6lPsYiISO5gWea+y4gIKFgQvvsOgoLsjkok86QrKb58Kucrp3UWERGR3GfsWJg5E/Llg88+U48ayf3cHqdYRERyqXz5zHfj+fSnIa9bsACGDzfrkyebm+tEcju3b7QTEZFcqm5diI21Owqx2bp1l4ZeGzAAnnvO1nBEsoyaA0RERASAPXvM0GtxcWY5frzdEYlkHSXFIiJi7NwJNWuapeQ5//xjhl775x9o2BA++URDr0neoqRYRESMixdNQnzxot2RSBaLi4MOHWD3bjOx4XffmREnRPKSDPUpTk5OZs+ePcTExKQajeKOO+7wSGAiIiKS+SwLevSANWugUCFYvBjKlLE7KpGs53ZSvHHjRh599FEOHDiAZVku+zROsYiISM7yyitmlrr8+WHhQtODRiQvcjsp7tOnDw0bNuR///sfZcuWxeFwZEZcIiIiksnmzIHXXzfr770HLVvaG4+IndxOinfv3s2XX35JlSpVMiMeERGxS6VK8M03Zim53pIl0Lu3WX/xRdOFQiQvc/tGu0aNGrFnz57MiEVEROxUpAg88IBZSq62ZQs8+CAkJcFjj11qLRbJy9xuKe7bty+DBw/m2LFj1K5dG29vb5f9derU8VhwIiKShY4dM9+nP/mk7rTKxfbtM0OvnTtnukvMmgXqCSmSgaS4U6dOAPS47HsWh8OBZVm60U5EJCc7etR8j966tZLiXOrECbjnHoiJgVtuMTfW+fjYHZVI9uB2UhwVFZUZcYiIiEgmOn8e7r//0ljEixebIdhExHA7Ka5YsWJmxCEiIiKZJCkJHn0UNm6EokXNTXblytkdlUj2kqHJO/bu3cukSZOIjIzE4XAQGhpK//79qVy5sqfjExERkRtgWdC3rxlYxNcXvv0WQkPtjkok+3F79ImlS5dSo0YNfv75Z+rUqUOtWrXYtGkTNWvWJCIiIjNiFBGRrFCkiBmSQKNP5CpvvQXTp5ub6T75BG6/3e6IRLInt1uKhw0bxsCBA3nrrbdSbX/hhRdo1aqVx4ITEZEsVKkSfPGF3VGIB330kbl3EmDyZPj/e+VFJA1utxRHRkbSs2fPVNt79OjBzp07PRKUiIjYID4eDh82S8nxli2DlD/XQ4eaLhQicnVuJ8UlS5Zk+/btqbZv376dUqVKeSImERGxwx9/QFCQWUqOtm2baRVOTIRHHjFdKETk2tzuPtG7d2+eeuop9u3bR5MmTXA4HKxdu5axY8cyePDgzIhRRERE0ikqykzOcfYstGhh5mPJ53YTmEje43ZSPGLECAIDA5kwYQLDhw8HoFy5cowaNYp+/fp5PEARERFJn+PHISzMTE5YuzZ89ZUZcUJErs/tpNjhcDBw4EAGDhzImTNnAAgMDPR4YCIiIpJ+sbHQpg3s2QPBwbB0KRQubHdUIjlHhsYpTqFkWERExH4XL0L79qYvccmS5ia7smXtjkokZ0lXUly/fn2WL19O0aJFqVevHg6H46plt27d6rHgREQkC9Wta7Irb2+7IxE3JCVB166wYgUEBprZ6qpWtTsqkZwnXUlxu3bt8P3/Tknt2rW7ZlIsIiI5VL586oCaw1gWPPssLFoEPj7w9ddQv77dUYnkTOlKikeOHOlcHzVqVGbFIiIidvrrL3jqKXj/fahWze5oJB1GjoT33jOz1c2fD3fdZXdEIjmX24O0VKpUiX/++SfV9n///ZdKlSp5JCgREbHB2bOwapVZSrb33//Ca6+Z9enTNVudyI1yOynev38/SUlJqbbHxcVx+PBhjwQlIiIiV/fpp5AyCuprr8HTT9sbj0hukO7RJ7799lvn+tKlSyl82TgvSUlJLF++nJCQEM9GJyIiIi6WLXPQrZtZf+45eOkle+MRyS3SnRS3b98eMOMUd+/e3WWft7c3wcHBTJgwwaPBiYiIyCV//VWUV1/1IjERHn4YJk82/YlF5MalOylOTk4GICQkhF9++YUSJUpkWlAiImKDChXggw/MUrKdyEh47bVGnDvnICwMPvxQ0zeLeJLbk3dERUVlRhwiImK3EiWgVy+7o5A0REVBmzb5OXPGwa23JrNwYT58fOyOSiR3ydCMdufOnWPVqlUcPHiQ+Ph4l339Unr+i4hIznLihBnotn17kyBLthAdDa1awdGjDoKCYvnmmwIEBKiJWMTT3E6Kt23bRtu2bTl//jznzp2jWLFinDhxAn9/f0qVKqWkWEQkpzp4EHr3NrM/KCnOFv75xyTEe/dCpUoWL7+8gRIlNBixSGZw+1/NgQMHcv/993Py5EkKFCjAxo0bOXDgAA0aNGD8+PGZEaOIiEiec+YMtGkDO3ZAuXLwww+JFCt20e6wRHItt5Pi7du3M3jwYLy8vPDy8iIuLo6goCDGjRvHiy++mBkxioiI5CkXLsD998Mvv0Dx4hARARr1VCRzuZ0Ue3t74/j/8V9Kly7NwYMHAShcuLBzXURERDImPh46dzaTCxYqBEuXQo0adkclkvu53ae4Xr16bN68mWrVqtGiRQteeeUVTpw4wbx586hdu3ZmxCgiIlkhIACaNzdLsUVSEnTrBv/7HxQoAN9/Dw0a2B2VSN7gdkvxm2++SdmyZQF47bXXKF68OM888wwxMTG8//77Hg9QRESySLVqsHKlWUqWsyzo0wcWLABvb1i0CJo1szsqkbzDrZZiy7IoWbIkNWvWBKBkyZIsXrw4UwITEZEslpwMCQkmI9OsEFnKsmDoUJg501T9/Plwzz12RyWSt7j1qWdZFlWrVuXw4cOZFY+IiNhl+3bw8zNLyVKvvw4TJpj1mTPhwQftjUckL3IrKc6XLx9Vq1bln3/+yax4RERE8pTJk+GVV8z6pEnw5JO2hiOSZ7n9/di4ceMYOnQof/zxR2bEIyIikmfMmAEDBpj1V1+F/v1tDUckT3N79InHHnuM8+fPc8stt+Dj40OBAgVc9p88edJjwYmIiORWs2fDM8+Y9RdegBEj7I1HJK9zOyl+5513nOMUi4iIiPs++QR69TLr/fvDmDGgP60i9nI7KX7iiScyIQwREbFdrVpw6BCUKmV3JLnaF1+YsYhThmB75x0lxCLZgdt9ir28vIiJiUm1/Z9//sHLy8sjQYmIiA18fKB8ebOUTPHNN/Doo2b0uyefhKlTlRCLZBduJ8WWZaW5PS4uDh99kIqI5Fz79pn5hfftszuSXOmHH0z1JiZC167wwQcaDlokO0l394kpU6YA4HA4mDlzJgGXTQOalJTE6tWrqV69uucjFBGRrPHvv/DllzB8uN2R5DrLl0OHDmZulAcfhLlzQV+uimQv6U6K33nnHcC0FM+YMcOlq4SPjw/BwcHMmDHD8xGKiIjkYKtXw/33Q1wcPPCAma0uv9t39IhIZkv3r2VUVBQALVq0YNGiRRQtWjTTghIREckNNmyAe++FCxfMtM2ff25m0RaR7Mft/1VXrFiRGXGIiIjkKlu2mET47Fm46y5YtAh8fe2OSkSuxu2kOCkpiblz57J8+XJiYmJITk522f/TTz95LDgREclC5crBm2+apdyQLVugZUuIjYVmzeDbb+GKua5EJJtxOynu378/c+fO5d5776VWrVqayENEJLcoU0Y32XlASkL877/QpAl8/z0ULGh3VCJyPW4nxZ999hmff/45bdu2zYx4RETELv/+a+4Ku+MOKFLE7mhypM2boVWrSwnxDz9AoUJ2RyUi6eH2CIk+Pj5UqVIlM2IRERE77dsH7dppnOIMujIhXrJECbFITuJ2Ujx48GAmT5581Uk83DVt2jRCQkLw8/OjQYMGrFmz5prlV61aRYMGDfDz86NSpUqphoHbsWMHnTp1Ijg4GIfDwaRJkzxyXRERkatJKyEODLQ7KhFxh9vdJ9auXcuKFSv44YcfqFmzJt5XjC2zaNGidJ9rwYIFDBgwgGnTptG0aVPee+892rRpw86dO6lQoUKq8lFRUbRt25bevXvz8ccfs27dOsLDwylZsiSdOnUC4Pz581SqVInOnTszcOBAj1xXRETkajZvNn2IT59WQiySk7mdFBcpUoQOHTp45OITJ06kZ8+e9OrVC4BJkyaxdOlSpk+fzpgxY1KVnzFjBhUqVHC2/oaGhrJ582bGjx/vTIpvvfVWbr31VgCGDRvmkeuKiIik5fKEuGlT04dYCbFIzuR2UjxnzhyPXDg+Pp4tW7akSlzDwsJYv359msds2LCBsLAwl22tW7dm1qxZJCQkpGq19tR1AeLi4oiLi3M+j42NBSAhIYGEhITrXvdGpVwjK66VW6jOMkb15r5cU2deXuQPDSXRy8vMR5yJckOdbd7soE0bL06fdtCkSTLffpuEn1/mVV1uqLOspjpzX26rM3deR4YmmkxMTGTlypXs3buXRx99lMDAQI4ePUqhQoUICAhI1zlOnDhBUlISpUuXdtleunRpjh07luYxx44dS7N8YmIiJ06coGzZsplyXYAxY8bw6quvptq+bNky/P39r3tdT4mIiMiya+UWqrOMUb25L1fU2ZgxsH+/eWSBnFpnu3cXYeTIJpw/7yA09B/69t3ImjWJWXLtnFpndlKduS+31Nn58+fTXdbtpPjAgQPcc889HDx4kLi4OFq1akVgYCDjxo3j4sWLqW58u54rxzm2LOuaYx+nVT6t7Z6+7vDhwxk0aJDzeWxsLEFBQYSFhVEoC24vTkhIICIiglatWqWrRVxUZxmlenOf6sx9ObnONm920L27F+fPO2jaNJlvvy1EYGDY9Q+8QTm5zuyiOnNfbquzlG/20yNDk3c0bNiQX3/9leLFizu3d+jQwdlHNz1KlCiBl5dXqtbZmJiYVK24KcqUKZNm+fz587vE4unrAvj6+uKbxvyc3t7eWfpDk9XXyw1UZxmjenNfjq+z7dvNGMWrV0PdullyyZxWZ+vWQZs2cOYM3H47LF6cj8BAtwdyuiE5rc6yA9WZ+3JLnbnzGtz+TV67di0vv/wyPj4+LtsrVqzIkSNH0n0eHx8fGjRokKp5PiIigiZNmqR5TOPGjVOVX7ZsGQ0bNkz3i87IdUVE8oTkZJPtJSfbHUm2tGIFtG5tqqh5c1i8WDfVieQmbrcUJycnk5SUlGr74cOHCXTz02HQoEE8/vjjNGzYkMaNG/P+++9z8OBB+vTpA5guC0eOHOGjjz4CoE+fPrz77rsMGjSI3r17s2HDBmbNmsWnn37qPGd8fDw7d+50rh85coTt27cTEBDgnHTketcVERG53JIl0KEDXLxoxiP++mvIwttJRCQLuJ0Ut2rVikmTJvH+++8Dpm/u2bNnGTlypNtTP3fp0oV//vmH0aNHEx0dTa1atVi8eDEVK1YEIDo6moMHDzrLh4SEsHjxYgYOHMjUqVMpV64cU6ZMcQ7HBnD06FHq1avnfD5+/HjGjx9P8+bNWblyZbquKyIikuKbb+ChhyA+Hu67D774Avz87I5KRDzN7aT4nXfeoUWLFtSoUYOLFy/y6KOPsnv3bkqUKOHSYpte4eHhhIeHp7lv7ty5qbY1b96crVu3XvV8wcHB6Zpt71rXFRERAZMAP/ooJCZCp04wfz5c0XtQRHIJt5PicuXKsX37dj777DO2bNlCcnIyPXv2pGvXrhQoUCAzYhQRkaxQvTps2WKWwscfQ/fupov1o4/Chx9C/gwNZCoiOUGGfr0LFCjAk08+yZNPPunpeERExC7+/lC/vt1RZAszZ8JTT4FlQY8e8P774OVld1QikpncHn1izJgxzJ49O9X22bNnM3bsWI8EJSIiNjh4EJ591izzsKlToXdvkxA/8wx88IESYpG8wO2k+L333qN6Gl+t1axZ0+2JO0REJBs5cQKmTTPLPGr8eHjuObM+aJBJkPNl7TDEImITt3/Vjx07luZ0yiVLliQ6OtojQYmIiGQly4JXX4WhQ83zl14yCbKbk6WKSA7mdlIcFBTEunXrUm1ft24d5cqV80hQIiIiWSU5GQYOhFGjzPPXXoPXX1dCLJLXuH2jXa9evRgwYAAJCQncddddACxfvpznn3+ewYMHezxAERGRzJKYaPoPp4wAOnky9Otna0giYhO3k+Lnn3+ekydPEh4eTnx8PAB+fn688MILDB8+3OMBiohIFilVyjSZlipldyRZIi4OHnkEvvrK3Eg3ezZ062Z3VCJiF7eTYofDwdixYxkxYgSRkZEUKFCAqlWr4uvrmxnxiYhIVilfHiZOtDuKLHH2rJm2+ccfzWQcCxZA+/Z2RyUidsrwMOQBAQHceuutnoxFRETsdPYs/P471K4NAQF2R5NpTp2Ctm1h40YoWNBM43z33XZHJSJ2czspPnfuHG+99RbLly8nJiaG5ORkl/379u3zWHAiIpKF/voLmjQxs9rl0kk8jh2DsDCT+xctCj/8AI0a2R2ViGQHGbrRbtWqVTz++OOULVsWh27PFRGRHGD/fmjZEvbuhbJlYdkyqFXL7qhEJLtwOyn+4Ycf+N///kfTpk0zIx4RERGPi4yEVq3gyBEICYGICKhc2e6oRCQ7cXuc4qJFi1KsWLHMiEVERMTjNm2CZs1MQlyjBqxdq4RYRFJzOyl+7bXXeOWVVzh//nxmxCMiInbJnx9KlDDLXOKHH+Cuu+Cff+DWW2H1atA8UyKSFrc/+SZMmMDevXspXbo0wcHBeHt7u+zfunWrx4ITEZEsVKcO/P233VF4zEcfQc+eZoKO1q3hyy9z9aAaInKD3E6K22sgRxERycYsC8aPh+efN88fe8xMzHFFG46IiAu3k+KRI0dmRhwiImK3HTugXTszcG/NmnZHkyHJyTBkCLzzjnk+ZAiMHQv53O4sKCJ5TYY7jm3ZsoXIyEgcDgc1atSgXr16noxLRESyWlycGa8sLs7uSDIkPh6eeAI+/dQ8Hz8eBg+2NSQRyUHcTopjYmJ4+OGHWblyJUWKFMGyLE6fPk2LFi347LPPKFmyZGbEKSIiclVnzkCnTmaotfz5Ye5c6NrV7qhEJCdx+wulvn37Ehsby44dOzh58iSnTp3ijz/+IDY2ln79+mVGjCIiIlcVEwMtWpiEuGBB+P57JcQi4j63W4qXLFnCjz/+SGhoqHNbjRo1mDp1KmFhYR4NTkRE5Fr27oV77oE9e8xocosXm6HXRETc5XZLcXJycqph2AC8vb1JTk72SFAiImKDKlVgyRKzzAE2bYLGjU1CHBwM69YpIRaRjHM7Kb7rrrvo378/R48edW47cuQIAwcO5O677/ZocCIikoUKFTID+hYqZHck1/X116bLxN9/Q/36sH49VKtmd1QikpO5nRS/++67nDlzhuDgYCpXrkyVKlUICQnhzJkz/Pe//82MGEVEJCtER8OoUWaZjU2eDB07woUL0LYtrFoFZcvaHZWI5HRu9ykOCgpi69atREREsGvXLizLokaNGrRs2TIz4hMRkawSHQ2vvgoPPJAts8ykJDPE2uTJ5vnTT8O77+aqWalFxEYZ/ihp1aoVrVq18mQsIiIiaTp/3sxM99VX5vnYsTB0KDgc9sYlIrlHurtP/PTTT9SoUYPY2NhU+06fPk3NmjVZs2aNR4MTERGJiYG77jIJsY8PfPaZmcJZCbGIeFK6k+JJkybRu3dvCqVxA0bhwoV5+umnmThxokeDExGRvO2vv8wIE5s2QdGi8OOP0KWL3VGJSG6U7qT4119/5Z577rnq/rCwMLZs2eKRoERExAZFi5pZL4oWtTsSANauNQnxvn0QEgIbNkCzZnZHJSK5Vbr7FB8/fjzN8YmdJ8qfn7///tsjQYmIiA1CQuDjj+2OAjBh9OwJ8fHwn//Ad99BqVJ2RyUiuVm6W4pvuukmfv/996vu/+233yibDe9WFhGRdLp40cyEcfGibSEkJ8PLL8Pjj5uEuEMHWLFCCbGIZL50J8Vt27bllVde4WIaH5YXLlxg5MiR3HfffR4NTkREstDOnVC1qlna4Px501/4jTfM82HD4Msvwd/flnBEJI9Jd/eJl19+mUWLFlGtWjWee+45br75ZhwOB5GRkUydOpWkpCReeumlzIxVRERyqaNHoV072LwZvL3hgw+ge3e7oxKRvCTdSXHp0qVZv349zzzzDMOHD8eyLAAcDgetW7dm2rRplC5dOtMCFRGR3GnrVjNfyJEjULy4GXpNN9SJSFZza/KOihUrsnjxYk6dOsWePXuwLIuqVatSNJvcqSwiIjnLV185ePJJ03UiNBS+/x4qVbI7KhHJizI0o13RokW59dZbPR2LiIjkEZYFCxdWZd4882coLAw+/xwKF7Y5MBHJszRjvIiIGPXrm2w1k8XFQe/eXsybVwOA556Dd96B/PqLJCI20keQiIhkmaNHoWNH2LQpH/nyJTNpkkXfvl52hyUikv4h2UREJJf7808zhdyff2bK6TdtgoYNzbJIEYsRIzbSp09yplxLRMRdSopFRMQ4dw42bjRLD5szB+64A6KjoUYNWL8+kXr1NAuqiGQfSopFRCTTJCRA//7Qo4eZoa59e5N3V6lid2QiIq6UFIuISKY4cQJat4YpU8zzkSNh4UIIDLQ3LhGRtOhGOxER8bjffjMz1O3fDwULwrx50KGD3VGJiFydWopFRMQIDjbZa3DwDZ3miy/M/Xr795uJODZuVEIsItmfkmIRETGKFYPHHjPLDEhMhGHD4KGHzAx1rVrBL79ArVoejlNEJBMoKc6Jpk2DkBDw84MGDWDNmusfs2qVKevnZ5puZsxw3b9jB3TqZFqIHA6YNCkzIheR7Ozvv2HqVLN0U0yM6T88dqx5PmgQLF6c4fxaRCTLKSnOYRyffw4DBsBLL8G2bdCsGbRpAwcPXv2gqCho29aU3bYNXnwR+vUzd7ykOH/eJMtvvQVlymT66xCRbOjQITO93KFDbh22aZP5n/unn0z/4c8+gwkTNEOdiOQsSopzmHyTJ0PPntCrF4SGmhbdoCCYPv3qB82YARUqmLKhoebYHj1g/PhLZW69Fd5+Gx5+GHx90xfMP//AI49A+fLg7w+1a8Onn177mFGjoG5d122TJt1wH0YRyXqWZT56mjWDw4fh5pvh55+hSxe7IxMRcZ+S4hzEkZCAY+tWCAtz3REWBuvXX/3ADRtSH9O6NWzebAYRzaiLF03z0Pffwx9/wFNPweOPm2YjEcnVzp+H7t0hPNx8jHTsaBLiGjXsjkxEJGP05VYO4nvmDI6kJChd2nVH6dJw7NjVDzx2LO1jEhPNQKJly2YsoJtugiFDLj3v2xeWLDG3njdqlLFziki2t3evSYJ/+w3y5TP9iAcPNrcjiIjkVEqKc6Ir//JY1vX/GqV1TFrb3ZGUZPogL1gAR45AXJx5FCyY8XOKiH0CA823SteYXeO778wXQqdPQ6lS5tf/zjuzLkQRkcyipDgHiQsMxPLywnFlq3BMTOqW4MuVKZO6JTkmxtwFU7x4xgOaMAHeecf0Ca5d2yTDAwaYuVyvJl++Swl5ihvpwiEinlO1Kgnff4+3t3eqXYmJMGKE+T8YzDjEX3xhvjASEckN1Kc4B7G8vbHq14eICNcdERHQpMnVD2zcOPUxy5ZBw4aQxh+/dFuzxkxZ9dhjcMstZvSK3buvfUzJkiZBvzwx3r494zGIiMfMnjmTwIAAZs+c6bL90CHTGpySED/3HKxcqYRYRHIXJcU5THL//jBzJsyeDZGRMHCgGY6tT59LhYYPh27dLj3v0wcOHDADh0ZGmmNnzXLtDxwfb5LT7dvN+pEjZn3PnqsHU6WKSbbXrzfnffrp1C3S774Ld9996fmdd5oxUMeNMx0Tp06FH35wPearr6B6dfcqRkRuyOzZs+nVuzeV4+Pp1bs3s2fPBsxYw/Xqwbp1UKiQaR3+73/Bx8fmgEVEPExJcQ5jPfSQ6a4werQZ2mz1avNXq2LFS4Wio13HLQ4JMWVWrjTHvPYaTJliJutIcfSo+ctXr545fvx4s96r19WDGTEC6tc3I1nceafpptG+vWuZEydM8psiNNRMPjJ1qmld/vln1+QcTGfFP/90p1pE5AbMnj2bXr160Qf4DegD9OrVi7ZtZ3PvvWb0xfr1YetWePBBm4MVEckk6lOcE4WHm8fVzJ2belvz5uYv2tUEB6fu63s9xYrB119fu8yoUeZxuT59XFu2wUwokuKJJ8xDRDKdMyG2LN7FtJS8C1iWxYwfzD/Fzz3Xg/Hj0z+EuYhITqSkWEQkj0orIeb/l1MBsHiPXtSrB76+PewKU0QkSygpvlHbt0NAwKXnRYua7goXL8LOnanL169vln/+CefOue4LDjatr3//nXqaVT8/s0xKgt9/T33e2rXNTXN795ruB5e76SYzOsWpU2bK58sVKGC6NICZAvrK1uLQUFPmwAHzHerlSpc25z5zJvUNdt7eJiYw8V45wkTVqmbYpyNH4Phx133Fi5vuIBcumL7Kl3M4TLcOMPsuXHDdHxJi3oPjx+HAAQrv3WteV/78ULgwVK5sYkmrDm+5Bby8zGs5c8Z1X1CQuUnw5EnYv991X8GCZiovSLs1vkYN8/5FRZn34HJly5pHbGzq/tu+vlCzpln/7Tdz+//lqlUzP3uHD5vRRC5XooSZxfD8edi1y3VfvnyXZhXcudP8rF75WsH0D//7b9d9RYqYGyrj482ELVeqW9ec/6+/4OxZ130VKpi4TpxIPS15QIB5PcnJad94WauW6cS6bx/8+6/rvnLlTNedf/81+y/n53dpNont2835L1e9upmN8eBBE9flSpUyszWePWtez+Xy54c6dcz6jh1w7pzrz1qVKqYDbnS0eVwusz4jAgPN71VSEvz6a+rzXvEZMfubb+g1ejR9wCUhTpGSGDuw6PX/3ah61Kvnuc+Iy9n1GXHkiOu+7P4ZsWuX68+ZXZ8RlSqZz4Jjx0zXu8tlt8+IxER8U+rUzs+IuDjX/dn8M8Ll5wxydh7hzs38lmTI6dOnLcA6bd7+S4+uXU2B3btdt6c8Utx2W+p98+aZfe++m2pfUqtW1tdff23FnziR9nljYsyx99+fet+ECWbf55+n3lev3qWYfHxS7//jD7OvZ8/U+4YNM/tWrEi976abLp33pptS71+xwuwbNiz1vp49zb4//ki9z8fn0nnr1Uu9//PPzb4JE1Lvu/9+sy8mJu06PH3a7A8LS73v3XfNvnnzUu+77bZLMaV13t27zb6uXVPvGznS7FuyJPW+ypUvnbdEidT71683+wYOTL0vPNzs27Il9b7AwEvnrVEj1f6EhQutr7/+2kp87bXUxz74oDnu0KG0X+vFi2Z/8+ap933wgdn3wQep9zVvbvZdvJj2eQ8dMvsffDD1vjffNPu++Sb1vho1Lr3WwMDU+7dsMfvCw1PvGzjQ7Fu/PvW+EiUunbdy5dT7lywx+0aOTL0vkz4jrLAws+/06bTPe9lnRDxYvmDVACsxrbKXPRL/v5yvj48V7+2dukwGPyOSb7rJfKbFx+szIod9RljffGP2vflm6n3Z8DNix2OPmZ8zfUaYfdf5jEi6997U+3JwHnEaLMA6nfL7ew0Oy7Ks9KfQkiI2NpbChQtzetUqCmVBS3GCnx+Ld++mbevWeKd1XrUUG5e1AiUcOMC6tWtpevvteKul+JLrtAIlBAWxeP162tavj7daitPVCpRw7pzrz1o2bwW6vKX4aUyLcFp3XScDzwEzHA5mzpzp0ZbiBGDxoUO0bdsW71271FKcjs+IhF27XH/O1FJ8yVU+IxISE1m+cyd3d+2K97lzailOx2dEwq5drFu8+NLPGeToPCL2l18o3Lw5p0+fplChQqlf92WUFGeQMylORyV7QkJCAosXLzZ/QG5kbOE8RHWWMao39+XEOjt9GsLCZvPzz73og5UqMU6VEPfwbJ/inFhndlOduU915r7cVmfu5Gsakk1EJI/ZsME02P38cw8cjpm8h4NnMYkwZH5CLCKSHSkpFhHJI5KSYOxLsbx9+9f47Y8kJATWr+/BzFkzec/h4DkgCSXEIpI3afQJEZHc7KGH4I47OPjAc/R45ALT1jdkIPvJ57CIf/Uz/G/rxG23mcS3V8+erAIiQQmxiOQ5aikWEcnFrNWr+f50M+rUgVLrvyKfw2LhzH/JP3UK/hNfd5br0aMHM195hb3AzFdeUUIsInmO7UnxtGnTCAkJwc/PjwYNGrBmzZprll+1ahUNGjTAz8+PSpUqMWPGjFRlFi5cSI0aNfD19aVGjRp89dVXLvtHjRqFw+FweZQpU8ajr0tExG4nTkDC36d55uVinD4Nj5VYQvHenXikpz/ce2+qu717hIdzZtw4elxrxkwRkVzK1qR4wYIFDBgwgJdeeolt27bRrFkz2rRpw8Erh2L5f1FRUbRt25ZmzZqxbds2XnzxRfr168fChQudZTZs2ECXLl14/PHH+fXXX3n88cd56KGH2LRpk8u5atasSXR0tPPxe1rD74iI5FD/+58ZzWh/chC359vAWyPO0caxhKJdwkyBU6cuTQqUonRpvIcONcMkiYjkMbYmxRMnTqRnz5706tWL0NBQJk2aRFBQENOnT0+z/IwZM6hQoQKTJk0iNDSUXr160aNHD8aPH+8sM2nSJFq1asXw4cOpXr06w4cP5+6772bSpEku58qfPz9lypRxPkqWLJmZL1VEJEucPQtPPw333WeGkf2s9ADmO7rywn/L4yhXDu680xRcvfrSGKApTp2CL75IPVauiEgeYFtSHB8fz5YtWwgLC3PZHhYWxvr169M8ZsOGDanKt27dms2bN5Pw/4M6X63MlefcvXs35cqVIyQkhIcffph9Vw7oLSKSw6xbZ+aXeP9983zgQBgaFY5j4waYPRvWrjUTJ4CZYOH1111PEBVlbsy7cnB+EZE8wLbRJ06cOEFSUhKlr/iarnTp0hw7dizNY44dO5Zm+cTERE6cOEHZsmWvWubyczZq1IiPPvqIatWqcfz4cV5//XWaNGnCjh07KF68eJrXjouLI+6yGWliY2MBM8h1wpWzrGSClGtkxbVyC9VZxqje3Gd3ncXFwejR+ZgwIR/JyQ4qVLCYOTOJO++0cKxaRULz5iZbNkGaZUrjweUxJybijZkFLNXsUR5md53lRKoz96nO3Jfb6syd12H7kGwOh8PluWVZqbZdr/yV2693zjZt2jjXa9euTePGjalcuTIffvghgwYNSvO6Y8aM4dVXX021fdmyZfj7+181Xk+LiIjIsmvlFqqzjFG9uc+OOtu9uwj//W89Dh40MzW1aHGQXr1+5/z5RBYvhvs6dyauWDEO3n03B1u04OI1uooV3ruXO4F1a9dy+sqpZzOJfs7cpzpzn+rMfbmlzs6fP5/usrYlxSVKlMDLyytVq3BMTEyqlt4UZcqUSbN8/vz5nS28VytztXMCFCxYkNq1a7P7ynm3LzN8+HCXhDk2NpagoCDCwsKybJrniIgIWrVqlSumXcwKqrOMUb25z446u3jRtA5PnGhah0uWtHj33SQ6dCgLlHWWSz50CL/586n+0UdUX7AA6667SH7iCax27cDHx/Wk27YB0PT226FevUyNXz9n7lOduU915r7cVmcp3+ynh21JsY+PDw0aNCAiIoIOHTo4t0dERNCuXbs0j2ncuDHfffedy7Zly5bRsGFD5xvXuHFjIiIiGDhwoEuZJk2aXDWWuLg4IiMjadas2VXL+Pr64uvrm2q7t7d3lv7QZPX1cgPVWcao3tyXVXW2YQP06AG7dpnnjzwCU6Y4KFEijY/00qVN5+KBA2H7dhyzZ5Ovf3/o2xe6doWePS91rQgMhHr18A4MhCx67/Vz5j7VmftUZ+7LLXXmzmuwdfSJQYMGMXPmTGbPnk1kZCQDBw7k4MGD9OnTBzCts926dXOW79OnDwcOHGDQoEFERkYye/ZsZs2axZAhQ5xl+vfvz7Jlyxg7diy7du1i7Nix/PjjjwwYMMBZZsiQIaxatYqoqCg2bdrEgw8+SGxsLN27d8+y1y4i4q4LF2DIEGja1CTEZcrA11/D/PlQokQ6TlC3LgwbBs8+C+fOmZvvGjSAZs1gxw4IDYWtW81SRCSPsTUp7tKlC5MmTWL06NHUrVuX1atXs3jxYipWrAhAdHS0y5jFISEhLF68mJUrV1K3bl1ee+01pkyZQqdOnZxlmjRpwmeffcacOXOoU6cOc+fOZcGCBTRq1MhZ5vDhwzzyyCPcfPPNdOzYER8fHzZu3Oi8rohIdrN2rWnQnTABLAu6dTN57FW+WHOVkABffglt20LFirB0Kbz7Lhw/bkaaCAqCzp0z/TWIiGRntt9oFx4eTvhVZk+aO3duqm3Nmzdn69at1zzngw8+yIMPPnjV/Z999plbMYqI2OXcOXjxRfjvf00yfNNN8N57ZkK6dOnbFz791Kw/9hiMGwe1al3aX7AgvPUWBAebPsW33QYbN2Z6n2IRkezG9qRYRETS9sMP8MwzcOCAed6zJ4wfD0WKuHGSnTtNRt2pU+ob61KUKwcrVpisOz7eLEVE8hglxSIi2cyxYzBgACxYYJ5XqGAm5GjdOgMnW778+mXy54fmzU1/YhGRPEpJsYhINpGcDDNnwgsvwL//msnnBg6EV181vRxuyM6dcPCgaQm+3AMP3OCJRURyByXFIiLZwM6d8NRTZqpmMINCvP8+1K9/gyfetw86dIDffweH41LXiJQJjZKSbvACIiK5g62jT4iI5HUXL8KIEWa0tHXrTIvwO++Ye91uOCEG6N8fQkLMSBP+/mbIitWroWFDWLnStWxoKPzxh4ZkE5E8SS3FIiI2Wb7c3EiXMpnm/febkdIqVPDgRTZsgJ9+gpIlTX+MfPng9tthzBjo1885ix0ABQpAzZoevLiISM6hlmIRkSx2+DB06QItW5qEuGxZM4zwN994OCEG0z0iIMCslygBR4+a9YoV4c8/XcseOAC9el0a7kJEJA9RUiwikkXi42HsWKheHT7/3DTaPvccREaaEdNSuvl6VK1a8NtvZr1RIzNO8bp1MHo0VKrkWvaff2DWLLMUEclj1H1CRCQL/PijSYBTGmebNjVdJerWzeQLv/yymQEE4PXX4b77zLTOxYtfGvNNRESUFIuIZKZDh2DwYPjiC/O8VCl4+214/PFMahm+0uWDG1eqZIa5OHkSihbNogBERHIGdZ8QEckEl3eV+OIL01WiXz/TUtytm835aLFiSohFRK6glmIREQ+yLPj2WxgyBPbsMdtuv910lbjlliwKomPH9JddtOjSeunSMGyYWYqI5DFKikVEPOTXX+H552HFCvO8TBnTWpxlXSVSFC58ad2y4KuvzLaGDc22LVvMlHlXJs833WSGahMRyYOUFIuI3KDjx2Hq1Fv48cf8WBb4+pqW4hdegMBAGwKaM+fS+gsvwEMPwYwZ4OVltiUlQXg4FCrketyZMyZhbtDApsBFROyjPsUiIhl08aJpCa5RIz8REcFYloMuXUy/4ddfzyZ55ezZJkNPSYjBrA8aZPZdbvduaNHi0mwiIiJ5iFqKRUTcZFmmK+7QoRAVBeCgSpVTzJwZSPPm2exjNTHRDIR8882u2yMjITnZnphERLKhbPbpLSKSva1ZY/oNb9xonpcrB6+9lkjRoqtp0qStvcGl5cknoUcPc9ffbbeZbRs3wltvmX0iIgIoKRYRSZcdO2D4cPjuO/Pc39+MP/zCC+DjY7F4sb3xXdX48eaOv3fegehos61sWZPZDx5sb2wiItmIkmIRkWs4fBhGjoS5c01vAy8v6NXLbCtb1pRJSLA1xGvLl88kwM8/D7GxZtuVN9il8PY2I1B4e2ddfCIi2YSSYhGRNJw6ZXoYTJlibqgD6NQJ3ngjdffcHONqyXCK2rXNfwEiInmQkmIRkcucOwdTp5qE+NQps61ZMxg37lKXXBERyX00JJuICKY1eNIkqFzZ9BM+dQpq1jR9iFetyiMJ8e+/Q/nyZikikseopVhE8rT4eJg1y3SLOHLEbAsJgVdeMTPRXT68b66XkGAqIVt3khYRyRxKikUkT0pIgI8+gtdegwMHzLagIHj5ZTNSme41ExHJW9R9QkTylMRE+PhjqFHDjCJx4IAZsey//zUTuT31VC5LiA8fhrNnU29PSIDVq7M+HhGRbEpJsYjkCSndJKpXN90i9uyBEiXMML5798Jzz4Gvr91RelB0NPznP1CxIhQpAt27uybHJ0+aKZ1FRARQUiwiudyFC/Duu1ClimkZ3rsXiheHN980UzQPHmwm4sh1hg0zHaI3bYIlS2DnTrjzzktDaoCZr/pyVavCihVmKSKSx6hPsYjkSmfPwowZpiX4+HGzrUwZGDoUnn4aCha0N75M9+OP8NVX0LChed6sGXTpAnfdBcuXm20Oh+sxgYEmcRYRyYPUUiwiucq//8Lrr5teA0OHmoS4QgUz9nBUFAwalAcSYoDTp6Fo0UvPfX3hyy8hONh0m4iJSX3MkSNmLuuUYThERPIQJcUikiscOgRDhpgEeMQI02W2ShWYPdvcQBceDn5+dkeZhSpVgt9+c92WPz988YXZd999qY85ftzMWpLStC4ikocoKRaRHO3XX82Nc5UqwYQJcOaMmXRj/nyIjDTDq/n42B2lDdq0gfffT709JTGuWzfLQxIRyc7Up1hEchzLMl1mx4+HZcsubb/zTtNl4p57IF9e/5f/jTfg/Pm09+XPD4sWmeHaREQEUFIsIjlIQgJ8/rlJhrdvN9vy5YPOnU3XiZR7ygST+BYqdPX9Xl6m47WIiADqPiEiOUBMjLl5LjgYHnvMJMT+/tC3rxlv+LPPlBCnsm2bubMwxccfQ9OmZtq+2283lXal4sWhZ0+zFBHJY9RSLCLZ1ubNZqa5zz4zk28AlC5tkuFnnoFixeyNL1vr2dN0sg4JgZkzoV8/6N3bdMD+80+zfv489Ohx6ZiKFU1ZEZE8SEmxiGQrCQmwcCFMmQIbNlza/p//mLzuwQdz2cxzmeXPP6FyZbM+bRpMmmTmsE5x662m3/HlSfGFC7Bvn7lrsUCBLA1XRMRuSopFJFs4etQ0Us6YYWYoBvD2NvNN9O1rkmJxQ4EC8PffZoy6I0egUSPX/Y0auXavADNcR4MGsGUL1K+fdbGKiGQDSopFxDZJSbB0qRk57PvvzXMwM88984xp2CxTxt4Yc6w2bWD6dPOfRvPmZuKOW265tP/zz81AziIiAigpFhEbHDliJtWYORMOHry0vVkz6NPHdJHIk2MLe9LYsebGuubNzV2IEybAypUQGmq6VmzcaKaBFhERQEmxiGSRpCRYsuRSq3BystletCh0725ahUND7Y0xVylXzoxA8dZb8N13ZnDnn382U/81bQrr1mnIDhGRyygpFpFM9ddf8OGHMG+eycdSNGsGTz8NnTrlsemXs1KRIiYpfuut9JV3OEwTvcORqWGJiGRHSopFxOP+/RcWLDDJ8OUjSBQrZlqFe/dWq3C2VK8exMXZHYWIiC2UFIuIRyQmQkSESYS//vpSbpUvH7RuDU88AQ88oFbhbGPaNDhxAl55xe5IRESyBSXFIpJhlgVbt8Knn8L8+ZeGUgOoWdMkwl27QtmytoUoV7NwoRmS7fKkODLSvGGffKKmfBHJc5QUi4jbIiNNIvzZZ7B796XtxYvDo4+aLhL166trara2fHnqbRcumJvzLlzI+nhERGympFhE0iUqyvQT/vRT+O23S9v9/OD+++GRR+DeezWUmoiI5ExKikXkqvbtg0WLzDftGzde2u7tbfoJP/yw6SccGGhfjHIdycmmY3da2w8fNjPeiYiIkmIRucSy4I8/YMGCarzySn6XFmGHA1q0MC3CHTuakSQkG4uNhV69zBjFhQqZWVFeeQW8vMz+v/+GkJBL0wiKiORxSopF8rjkZPjlFzO52aJFsHu3N2BusvLyMhOidehgxhPWDXM5yIgR8OuvZoDof/+F11+HLVvMm5zSx8WyXI8JCTHTP4eEZHm4IiJ2U1IskgedO2fus/rf/8zjyJFL+3x9LerUOcbTT5ekffv8FC9uX5xyA77+2oyPd+ed5nmHDqbT9/33w7ffmm1X3glZtCh07pyVUYqIZBtKikXyiH37LiXBK1e6ztEQEGDypY4doWXLRNas+Zm2bdvi7W1buHKjTpyAihUvPS9e3Awk3bo1tG0LM2emPub4cTMcW9euULp01sUqIpINKCkWyaXi42H9+kuJcGSk6/7gYLjvPpMM33nnpUk1EhKyOlLJFEFB5k2/vCtEYCAsWwZhYabl+EpHjsDgweYHQkmxiOQxSopFcgnLgh07TGPgjz/CqlWmm0QKLy+4/XaTBN97r5mbQeMI52JhYTBnjmkVvlxAACxdCq1a2ROXiEg2paRYJAc7csT0DU5JhI8dc91fqhTcc49JgsPCoEgRW8IUO7z6Khw9mva+wEDzA7NlS9bGJCKSjSkpFslBjh6F1avNY+XK1F0iChQwo0W0bGkaAmvVSnuIWskDihY1j6sJCDA/LCIiAigpFsm2LAv27zfdIFIS4b17XcvkywcNG15Kghs3Bl9fW8KV7Oi772DzZvN1QePG8NNPMH68GYevY0d46inX8oULm9EpChe2J14RERspKRbJJhISzPTJGzeaG+RWrzYTjl0uXz6oVw/uuAOaNTP3Q12rMVDysBkzoG9fuOUWmDQJpk2DZ56BLl1MB/MBA+DCBejf/9IxlStfGq5NRCSPUVIsYpMjR0wCnPLYvBkuXnQt4+0Nt95qkuA77oAmTdSIJ+k0ZYpJhHv3hhUrzA13EyZAeLjZf9ttMG6ca1KckGAm+ihSBI3HJyJ5jZJikSzwzz+wbRts3Wpmj9u4MXUrMJhc5LbbzKNZM7P098/ycCU32L/fjEkMZn7upCTzn1WKO++EZ591Peb336FBA3MDXv36WRWpiEi2oKRYxMOOHTPJ7+WPAwdSl8uXD+rUuZQE33YbVK2qG+PEQ4oXNz94FSqYOzQTE+HgQXP3JZh9xYrZG6OISDaipFgkgy5ehF274I8/zOP3301rcHR02uUrVzaNbw0amAS4QQMzAIBIpmjXDnr2hO7dTT/hbt3MxBz58pkBqocONeP0iYgIoKRY5LoSE82oDymJb0oSvHu3uYn/Sg4HVK9uEuCUR926GiNYstjYsWYu788+M7O2TJkCkyebZDkhwQzHNmaM3VGKiGQbSopFMMOfxcTAX39devz5p1nu3WumTE5L0aJQu7b5RrpmTZP81qmjFmDJBgoWhA8+cN02ZAg895xJigMD7YlLRCSbUlIseUZysunaEBVl7kHat881CT59+urHFixokt5atVwfZcpoqmTJYfz8zCMtt9xifhEKFszamEREsgElxZJrJCfD33+b+4eiomDPnnysWVOHqVO92L/fbL9aiy+Y5DY4GKpVg5tvNsuUR1CQboCTXObQIRg5EmbPvrTNywsKFbIvJhERGykplhwhLs7cQH/kiBnK7MiR1OtHj5pvhS/xAkJczuPlZW7GDw6GkBDXxLdy5as3oInkOidPwocfuibFu3eb7hXvvmuGQhERyUNsT4qnTZvG22+/TXR0NDVr1mTSpEk0a9bsquVXrVrFoEGD2LFjB+XKleP555+nT58+LmUWLlzIiBEj2Lt3L5UrV+aNN96gQ4cON3Rd8SzLgnPn4Phx05c3Juba6//8k77zOhxQrpxJeCtWTCYx8S9atqxClSr5CQmBm26C/Lb/1ItkgevNTLdvX+ptZ87AsmVmKSKSx9iaHixYsIABAwYwbdo0mjZtynvvvUebNm3YuXMnFSpUSFU+KiqKtm3b0rt3bz7++GPWrVtHeHg4JUuWpFOnTgBs2LCBLl268Nprr9GhQwe++uorHnroIdauXUujRo0ydF25uqQk8/fz1CnT8JSyvHw9reWJE2aGWXf4+Zmk9qaboHz51Ovly5s+vilJb0JCEosX/0nbtpU1OZfkPe3bm/8SLevqZdQhXkTEydakeOLEifTs2ZNevXoBMGnSJJYuXcr06dMZk8ZQQTNmzKBChQpMmjQJgNDQUDZv3sz48eOdSfGkSZNo1aoVw4cPB2D48OGsWrWKSZMm8emnn2boujldUpJplb3ycfZs2tvd2R8Xd2OxFSgApUubR6lSl5aXr5cubZLdYsX0N1wk3cqWhalTTXKclu3bzWDZIiIC2JgUx8fHs2XLFoYNG+ayPSwsjPXr16d5zIYNGwi7YrD51q1bM2vWLBISEvD29mbDhg0MHDgwVZmURDoj180Ofv0VVq26iaiofJw7Z1pnr5e4puy70cQ1Pfz9zfBkxYqlf1m6tIYuE8k0DRqY6RSvlhRfrxVZRCSPsS0pPnHiBElJSZQuXdple+nSpTl27Fiaxxw7dizN8omJiZw4cYKyZctetUzKOTNyXYC4uDjiLssuY2NjAUhISCDB9e6uTDFgQD7WrWt4Q+dwOCwKFjSJaMGCJpEtWNByrpvt1mX7Uh7WZespx17aFhgIvr4Ziykzqy7lfcmK9yc3Ub25LzvWmWPgQDh3DutqMVWsiCMiwnV/mTLkmzyZ5DJlMveXk+xZZ9md6sx9qjP35bY6c+d12H7LkeOK78Mty0q17Xrlr9yennO6e90xY8bw6quvptq+bNky/P39r3qcp5QuXYOaNYtSuHAc/v6JFCiQiJ9fIn5+Sfj6mqWfXyK+vknO9cv3+fom4uOTfMPdD1JaoXOSiIgIu0PIkVRv7suWdbZ4sXv7K1aEX37JvHiukC3rLJtTnf1fe3cfFFXZ/gH8u9BCCIggLwvyMiQjpiiOkLXmW5aMFIHjaKQ9BQ/mDPmSpuNMVgZlk/SUNpVmbwiZzwRTiWlpgcqLZJoiJlopKooixuiDQYAsyPX7gzj91gXcJd1FzvczswN7zr3n3Pv1Grw83nuwHDOzXF/JrLGx0eyxNmuKPT09YW9vb3J1tqamxuQqbgedTtfp+DvuuAMDBw7sdkzHMXtyXqB9bfKSJUuU53V1dQgICEBUVBT6W+G+nlOmtCAvLw9TpkyBlp8aM0tLCzPrCeZmuT6T2f/+B82OHZDo6PY1TrdQn8nMipiZ5ZiZ5fpaZh3/s28OmzXFDg4OiIiIQF5entHt0vLy8hAXF9fpa/R6PbZt22a0LTc3F5GRkcofnF6vR15entG64tzcXIwdO7bH5wUAR0dHOHayRkCr1Vq1aKx9vr6AmfUMc7PcbZ9ZVRXw738DJSXti/6t4LbPzAaYmeWYmeX6SmaWvAebLp9YsmQJnnzySURGRkKv1+Ojjz5CZWWlct/h5cuXo6qqChs3bgQAJCcnY+3atViyZAnmzp2LH3/8Eenp6cpdJQBg0aJFmDBhAt544w3ExcXh66+/xs6dO1FcXGz2eYmIiIhIXWzaFMfHx+Py5ct49dVXUV1djbCwMGzfvh1BQUEAgOrqalRWVirjg4ODsX37djz33HNYt24d/Pz88O677yq3YwOAsWPHIisrCy+99BJWrFiBwYMHIzs7W7lHsTnnJSIiIiJ1sfkH7ebNm4d58+Z1ui8zM9Nk28SJE3Ho0KFujzljxgzMmDGjx+clIiIiInWxs/UEiIiol3B2Bu67r/0rEZHK2PxKMRER9RKhocCPP9p6FkRENsErxURERESkemyKiYio3aFD7b/++Qaf2yAi6ovYFBMRERGR6rEpJiIiIiLVY1NMRERERKrHppiIiIiIVI+3ZCMionbDhgHl5YC/v61nQkRkdWyKiYio3Z13AiEhtp4FEZFNcPkEERG1q6gA/vWv9q9ERCrDppiIiNrV1gL//W/7VyIilWFTTERERESqx6aYiIiIiFSPH7TrIREBANTV1VnlfC0tLWhsbERdXR20Wq1Vznm7Y2Y9w9ws12cy+/PPv7/e4p9tfSYzK2JmlmNmlutrmXX0aR19W3fYFPdQfX09ACAgIMDGMyEiuskmTrT1DIiIbqr6+nq4ubl1O0Yj5rTOZKKtrQ0XLlyAq6srNBrNLT9fXV0dAgICcO7cOfTv3/+Wn68vYGY9w9wsx8wsx8wsx8wsx8ws19cyExHU19fDz88PdnbdrxrmleIesrOzg78NbnDfv3//PlGk1sTMeoa5WY6ZWY6ZWY6ZWY6ZWa4vZXajK8Qd+EE7IiIiIlI9NsVEREREpHpsim8Tjo6OSElJgaOjo62ncttgZj3D3CzHzCzHzCzHzCzHzCyn5sz4QTsiIiIiUj1eKSYiIiIi1WNTTERERESqx6aYiIiIiFSPTTERERERqR6b4tvE+++/j+DgYNx5552IiIjAnj17bD2lXiM1NRUajcboodPplP0igtTUVPj5+cHJyQmTJk3CsWPHbDhj6ysqKsKjjz4KPz8/aDQabNmyxWi/ORk1Nzdj4cKF8PT0hLOzM2JjY3H+/HkrvgvrulFmiYmJJnV33333GY1RW2arVq3CPffcA1dXV3h7e2PatGk4fvy40RjWmjFzMmOtGVu/fj1Gjhyp/HIJvV6PHTt2KPtZY6ZulBlrrB2b4ttAdnY2Fi9ejBdffBGlpaUYP348oqOjUVlZaeup9RrDhw9HdXW18igrK1P2/ec//8GaNWuwdu1aHDhwADqdDlOmTEF9fb0NZ2xdDQ0NCA8Px9q1azvdb05GixcvRk5ODrKyslBcXIw///wTMTExuHbtmrXehlXdKDMAmDp1qlHdbd++3Wi/2jIrLCzE/PnzsW/fPuTl5aG1tRVRUVFoaGhQxrDWjJmTGcBa+//8/f2RlpaGgwcP4uDBg5g8eTLi4uKUxpc1ZupGmQGsMQCAUK83ZswYSU5ONto2dOhQef755200o94lJSVFwsPDO93X1tYmOp1O0tLSlG1Xr14VNzc3+eCDD6w0w94FgOTk5CjPzcnoypUrotVqJSsrSxlTVVUldnZ28t1331lt7rZyfWYiIgkJCRIXF9fla9SemYhITU2NAJDCwkIRYa2Z4/rMRFhr5nB3d5dPPvmENWaBjsxEWGMdeKW4lzMYDCgpKUFUVJTR9qioKOzdu9dGs+p9ysvL4efnh+DgYDz++OM4ffo0AKCiogIXL140ys/R0RETJ05kfn8xJ6OSkhK0tLQYjfHz80NYWJiqcywoKIC3tzeGDBmCuXPnoqamRtnHzIA//vgDAODh4QGAtWaO6zPrwFrr3LVr15CVlYWGhgbo9XrWmBmuz6wDawy4w9YToO5dunQJ165dg4+Pj9F2Hx8fXLx40Uaz6l3uvfdebNy4EUOGDMHvv/+O1157DWPHjsWxY8eUjDrL7+zZs7aYbq9jTkYXL16Eg4MD3N3dTcaotQ6jo6Mxc+ZMBAUFoaKiAitWrMDkyZNRUlICR0dH1WcmIliyZAnGjRuHsLAwAKy1G+ksM4C11pmysjLo9XpcvXoVLi4uyMnJwbBhw5QGjTVmqqvMANZYBzbFtwmNRmP0XERMtqlVdHS08v2IESOg1+sxePBgfPrpp8oHBZjfjfUkIzXnGB8fr3wfFhaGyMhIBAUF4dtvv8X06dO7fJ1aMluwYAGOHDmC4uJik32stc51lRlrzVRoaCgOHz6MK1eu4KuvvkJCQgIKCwuV/awxU11lNmzYMNbYX7h8opfz9PSEvb29yb/EampqTP4lTO2cnZ0xYsQIlJeXK3ehYH5dMycjnU4Hg8GA2traLseona+vL4KCglBeXg5A3ZktXLgQW7duRX5+Pvz9/ZXtrLWudZVZZ1hrgIODA0JCQhAZGYlVq1YhPDwc77zzDmusG11l1hm11hib4l7OwcEBERERyMvLM9qel5eHsWPH2mhWvVtzczN+/fVX+Pr6Ijg4GDqdzig/g8GAwsJC5vcXczKKiIiAVqs1GlNdXY2jR48yx79cvnwZ586dg6+vLwB1ZiYiWLBgATZv3ozdu3cjODjYaD9rzdSNMusMa82UiKC5uZk1ZoGOzDqj2hqz+kf7yGJZWVmi1WolPT1dfvnlF1m8eLE4OzvLmTNnbD21XmHp0qVSUFAgp0+fln379klMTIy4uroq+aSlpYmbm5ts3rxZysrKZNasWeLr6yt1dXU2nrn11NfXS2lpqZSWlgoAWbNmjZSWlsrZs2dFxLyMkpOTxd/fX3bu3CmHDh2SyZMnS3h4uLS2ttrqbd1S3WVWX18vS5culb1790pFRYXk5+eLXq+XQYMGqTqzZ555Rtzc3KSgoECqq6uVR2NjozKGtWbsRpmx1kwtX75cioqKpKKiQo4cOSIvvPCC2NnZSW5uroiwxjrTXWassb+xKb5NrFu3ToKCgsTBwUFGjx5tdLsetYuPjxdfX1/RarXi5+cn06dPl2PHjin729raJCUlRXQ6nTg6OsqECROkrKzMhjO2vvz8fAFg8khISBAR8zJqamqSBQsWiIeHhzg5OUlMTIxUVlba4N1YR3eZNTY2SlRUlHh5eYlWq5XAwEBJSEgwyUNtmXWWFwDJyMhQxrDWjN0oM9aaqaSkJOXvQy8vL3nwwQeVhliENdaZ7jJjjf1NIyJivevSRERERES9D9cUExEREZHqsSkmIiIiItVjU0xEREREqsemmIiIiIhUj00xEREREakem2IiIiIiUj02xURERESkemyKiYh6kdTUVIwaNcrq5y0oKIBGo4FGo8G0adO6HTtp0iQsXrzYKvPqOF/H3A4fPmy18xKRutxh6wkQEamFRqPpdn9CQgLWrl2LhQsXWmlGpo4fPw5vb2+bnb8zmzdvxqlTpzBmzBhbT4WI+jA2xUREVlJdXa18n52djZdffhnHjx9Xtjk5OcHFxQUuLi62mB4AwNvbGwMGDLDZ+Tvj4eGBuro6W0+DiPo4Lp8gIrISnU6nPNzc3KDRaEy2Xb98IjExEdOmTcPrr78OHx8fDBgwAK+88gpaW1uxbNkyeHh4wN/fHxs2bDA6V1VVFeLj4+Hu7o6BAwciLi4OZ86csXjODQ0NeOqpp+Di4gJfX1+sXr3aZMymTZsQGRkJV1dX6HQ6zJ49GzU1NQAAEUFISAjeeusto9ccPXoUdnZ2OHXqFID2ZSOBgYFwdHSEn58fnn32WYvnSkT0T7ApJiLq5Xbv3o0LFy6gqKgIa9asQWpqKmJiYuDu7o79+/cjOTkZycnJOHfuHACgsbERDzzwAFxcXFBUVITi4mK4uLhg6tSpMBgMFp172bJlyM/PR05ODnJzc1FQUICSkhKjMQaDAStXrsTPP/+MLVu2oKKiAomJiQDal4wkJSUhIyPD6DUbNmzA+PHjMXjwYHz55Zd4++238eGHH6K8vBxbtmzBiBEjeh4YEVFPCBERWV1GRoa4ubmZbE9JSZHw8HDleUJCggQFBcm1a9eUbaGhoTJ+/HjleWtrqzg7O8vnn38uIiLp6ekSGhoqbW1typjm5mZxcnKS77//vtP55OfnCwCpra1VttXX14uDg4NkZWUp2y5fvixOTk6yaNGiLt/bTz/9JACkvr5eREQuXLgg9vb2sn//fhERMRgM4uXlJZmZmSIisnr1ahkyZIgYDIYuj1lRUSEApLS0tMsxRET/BK8UExH1csOHD4ed3d8/rn18fIyupNrb22PgwIHKkoWSkhKcPHkSrq6uyhplDw8PXL16VVmuYI5Tp07BYDBAr9cr2zw8PBAaGmo0rrS0FHFxcQgKCoKrqysmTZoEAKisrAQA+Pr64pFHHlGWeHzzzTe4evUqZs6cCQCYOXMmmpqacNddd2Hu3LnIyclBa2urBQkREf1zbIqJiHo5rVZr9Fyj0XS6ra2tDQDQ1taGiIgIHD582Ohx4sQJzJ492+zzisgNxzQ0NCAqKgouLi7YtGkTDhw4gJycHAAwWqrx9NNPIysrC01NTcjIyEB8fDz69esHAAgICMDx48exbt06ODk5Yd68eZgwYQJaWlrMnisR0T/Fu08QEfUxo0ePRnZ2Nry9vdG/f/8eHyckJARarRb79u1DYGAgAKC2thYnTpzAxIkTAQC//fYbLl26hLS0NAQEBAAADh48aHKshx9+GM7Ozli/fj127NiBoqIio/1OTk6IjY1FbGws5s+fj6FDh6KsrAyjR4/u8fyJiCzBK8VERH3ME088AU9PT8TFxWHPnj2oqKhAYWEhFi1ahPPnz5t9HBcXF8yZMwfLli3Drl27cPToUSQmJhot5QgMDISDgwPee+89nD59Glu3bsXKlStNjmVvb4/ExEQsX74cISEhRksyMjMzkZ6ejqNHj+L06dP47LPP4OTkhKCgoH8WBBGRBdgUExH1Mf369UNRURECAwMxffp03H333UhKSkJTU5PFV47ffPNNTJgwAbGxsXjooYcwbtw4REREKPu9vLyQmZmJL774AsOGDUNaWprJ7dc6zJkzBwaDAUlJSUbbBwwYgI8//hj3338/Ro4ciV27dmHbtm0YOHCg5W+eiKiHNGLOojEiIurTCgoK8MADD6C2tvaW/fKOH374AZMmTcL58+fh4+Nj0WvPnDmD4OBglJaW2uTXYBNR38crxUREpPD398esWbNu6jGbm5tx8uRJrFixAo899pjFDXF0dDSGDx9+U+dERHQ9XikmIiI0NTWhqqoKQPtaYp1Od9OOnZmZiTlz5mDUqFHYunUrBg0aZNHrq6qq0NTUBODvNcxERDcbm2IiIiIiUj0unyAiIiIi1WNTTERERESqx6aYiIiIiFSPTTERERERqR6bYiIiIiJSPTbFRERERKR6bIqJiIiISPXYFBMRERGR6rEpJiIiIiLV+z/nPGaKL2IFbQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<PrintableFigure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PrintableFigure size 800x600 with 1 Axes>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "medium1 >> ABA >> medium1 >> medium2 >> medium3\n",
    "\n",
    "# Plot migration kinetics\n",
    "medium1.lastsimulation.plotCx()\n",
    "medium2.lastsimulation.plotCF()\n",
    "medium3.lastsimulation.plotCF()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de449591-edbb-4e42-99e7-0a830f10baa6",
   "metadata": {},
   "source": [
    "## Use `+` operator to merge kinetic profiles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "c0997da9",
   "metadata": {
    "title": "Combine all profiles into a single kinetic curve"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PrintableFigure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PrintableFigure size 800x600 with 1 Axes>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sol123 = medium1.lastsimulation + medium2.lastsimulation + medium3.lastsimulation\n",
    "sol123.plotCF()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "999d81ff-8c04-4ac6-90fd-c874094eaad1",
   "metadata": {},
   "source": [
    "---\n",
    "# Repeat all steps using toluene instead of limonene."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "13a09e8b",
   "metadata": {
    "title": "Variant 1: Replace limonene with toluene"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<migrant object>\n",
      "    Compound: toluene\n",
      "        Name: ['2-methyl benzene', [...] luene, ASTM, 99.5%']\n",
      "         cid: 1140\n",
      "         CAS: ['108-88-3', '25013-04-1']\n",
      "     M (min): 92.14\n",
      "     M_array: [92.14]\n",
      "     formula: C7H8\n",
      "      smiles: CC1=CC=CC=C1\n",
      "        logP: [2.7]\n",
      "   P' (calc): [1.23097093]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PrintableFigure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PrintableFigure size 800x600 with 1 Axes>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m2 = migrant(\"toluene\")  # Retrieve new migrant\n",
    "repr(m2) # display m2\n",
    "\n",
    "# Restart the simulation pipeline with updated migrant\n",
    "medium1 @ ABA.update(solute=m2) >> medium1 >> medium2 >> medium3\n",
    "\n",
    "# Store results\n",
    "sol123_variant1 = medium1.lastsimulation + medium2.lastsimulation + medium3.lastsimulation\n",
    "sol123_variant1.plotCF()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3689d6a-b083-414e-8113-3ce19e22ea3e",
   "metadata": {},
   "source": [
    "---\n",
    "# Halve the thickness of the first and last layers (A) while keeping PP constant."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "615747a5",
   "metadata": {
    "title": "Variant 2: Reduce thickness of outer PET layers"
   },
   "outputs": [],
   "source": [
    "refthickness = ABA.l.copy()\n",
    "newthickness = refthickness\n",
    "newthickness[[0, -1]] /= 2  # Reduce thickness of A layers (index 0=first layer in contact with food, index -1= last layer)\n",
    "\n",
    "# Restart simulation with modified structure\n",
    "medium1 >> ABA.copy(l=newthickness, migrant=m) >> medium1 >> medium2 >> medium3\n",
    "sol123_variant2 = medium1.lastsimulation + medium2.lastsimulation + medium3.lastsimulation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ff62f2e-6ad1-4867-9635-f815f18e72ff",
   "metadata": {},
   "source": [
    "---\n",
    "## Use both modifications:\n",
    "- Toluene as the migrant\n",
    "- Reduced PET layer thickness\n",
    "\n",
    "Here @ replaces the first >>, they are equivalent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "f4210c4f",
   "metadata": {
    "title": "Variant 3: Combine Variant 1 and Variant 2"
   },
   "outputs": [],
   "source": [
    "medium1 @ ABA.copy(l=newthickness, migrant=m2) >> medium1 >> medium2 >> medium3\n",
    "sol123_variant3 = medium1.lastsimulation + medium2.lastsimulation + medium3.lastsimulation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "670c2126-43a1-4624-8285-389f37282db3",
   "metadata": {},
   "source": [
    "---\n",
    "# Store and compare all solutions using `CFSimulationContainer`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "3988845c",
   "metadata": {
    "title": "Compare Reference and Variants"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<CFSimulationContainer: Stored CF Curves>\n",
      "--------------------------------------------------\n",
      "[0] Label: Limonene-FB = 20 µm (ref) | Time: [0.00e+00, 4.21e+07] s | Color: dodgerblue | Style: - | Width: 3\n",
      "[1] Label: Toluene-FB = 20 µm (v1) | Time: [0.00e+00, 4.21e+07] s | Color: orangered | Style: - | Width: 3\n",
      "[2] Label: Limonene-FB = 10 µm (v2) | Time: [0.00e+00, 4.21e+07] s | Color: deepskyblue | Style: - | Width: 2\n",
      "[3] Label: Toluene-FB = 10 µm (v3) | Time: [0.00e+00, 4.21e+07] s | Color: tomato | Style: - | Width: 2\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PrintableFigure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from patankar.migration import CFSimulationContainer as store\n",
    "\n",
    "# Initialize collection\n",
    "collection = store(name=\"container with FB\")\n",
    "\n",
    "# Add results to collection\n",
    "collection.add(sol123, \"Limonene-FB = 20 µm (ref)\", \"dodgerblue\", linewidth=3)\n",
    "collection.add(sol123_variant1, \"Toluene-FB = 20 µm (v1)\", \"orangered\", linewidth=3)\n",
    "collection.add(sol123_variant2, \"Limonene-FB = 10 µm (v2)\", \"deepskyblue\", linewidth=2)\n",
    "collection.add(sol123_variant3, \"Toluene-FB = 10 µm (v3)\", \"tomato\", linewidth=2)\n",
    "\n",
    "# Display the collection\n",
    "print(repr(collection))\n",
    "\n",
    "# Plot comparative migration kinetics\n",
    "collection_fig = collection.plotCF()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bcbbb2d-7fb2-4ed6-9c29-d3140fa07b8e",
   "metadata": {},
   "source": [
    "# Save simulation results for further analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "2e4526fe",
   "metadata": {
    "title": "Export Results (PNG, PDF, Excel, CSV)"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no valid figure\n",
      "Saved CSV file: /home/olivi/natacha/python/tmp/example3.csv\n",
      "Saved Excel file: /home/olivi/natacha/python/tmp/example3.xlsx\n"
     ]
    }
   ],
   "source": [
    "printconfig = {\"destinationfolder\": outputfolder, \"overwrite\": True}\n",
    "collection_fig.print(**printconfig)\n",
    "\n",
    "# Export data\n",
    "collection.save_as_csv(filename=\"example3.csv\", destinationfolder=outputfolder, overwrite=True)\n",
    "\n",
    "# saving to Excel requires: openpyxl >= 3.0.10\n",
    "# (install it with `conda install openpyl` if you encounter an error message)\n",
    "collection.save_as_excel(filename=\"example3.xlsx\", destinationfolder=outputfolder, overwrite=True)"
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "cell_metadata_filter": "title,-all",
   "encoding": "# -*- coding: utf-8 -*-",
   "executable": "/usr/bin/env python3",
   "main_language": "python",
   "notebook_metadata_filter": "-all"
  },
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}