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    }
   },
   "cell_type": "markdown",
   "id": "66b0c2d9",
   "metadata": {},
   "source": [
    "# Heat Conduction\n",
    "\n",
    "**Intputs**\n",
    "\n",
    "- `qprime`: Linear heat generation rate ($\\frac{W}{m}$)\n",
    "- `mdot`: Mass flow rate ($\\frac{g}{s}$)\n",
    "- `Tin`: Temperature of the fuel boundary ($K$)\n",
    "- `R`: Fuel radius ($m$)\n",
    "- `L`: Fuel length ($m$)\n",
    "- `Cp`: Heat capacity ($\\frac{J}{g \\cdot K}$)\n",
    "- `k`: Thermal conductivity ($\\frac{W}{m \\cdot K}$)\n",
    "\n",
    "**Output**\n",
    "\n",
    "- `T`: Fuel centerline temperature ($K$)\n",
    "\n",
    "This data set consists of 1000 points with seven inputs and one output. The data set was constructed through Latin hypercube sampling of the seven input parameters for heat conduction through a fuel rod. These samples were then used to solve for the fuel centerline temperature analytically. The geometry of the problem is illustrated in the figure below, and it is assumed volumetric heat generation is uniform radially. The problem is defined by\n",
    "\n",
    "\\begin{equation}\n",
    "\\frac{1}{r}\\frac{d}{dr}(kr\\frac{dT}{dr}) + q''' = 0,\n",
    "\\end{equation}\n",
    "\n",
    "with two boundary conditions: $\\frac{dT}{dr}|_{r = 0} = 0$ and $T(R) = T_{in}$. Therefore, the temperature profile in the fuel is\n",
    "\n",
    "\\begin{equation}\n",
    "T(r) = \\frac{q'}{4\\pi k}(1 - (r / R)^2) + T_{in}.\n",
    "\\end{equation}\n",
    "\n",
    "![rod.png](attachment:rod.png)\n",
    "\n",
    "The following are a few standard packages and functions that will prove helpful while using pyMAISE along with pyMAISE-specific functionality. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9662efe1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T19:31:58.146159Z",
     "iopub.status.busy": "2024-08-22T19:31:58.146047Z",
     "iopub.status.idle": "2024-08-22T19:32:02.288664Z",
     "shell.execute_reply": "2024-08-22T19:32:02.288150Z"
    }
   },
   "outputs": [],
   "source": [
    "# Importing Packages\n",
    "import time\n",
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import uniform, randint\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "# pyMAISE specific imports\n",
    "import pyMAISE as mai\n",
    "from pyMAISE.datasets import load_heat\n",
    "from pyMAISE.preprocessing import scale_data, train_test_split, correlation_matrix\n",
    "\n",
    "# Plot settings\n",
    "matplotlib_settings = {\n",
    "    \"font.size\": 12,\n",
    "    \"legend.fontsize\": 11,\n",
    "    \"figure.figsize\": (8, 8)\n",
    "}\n",
    "plt.rcParams.update(**matplotlib_settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8508a5c4",
   "metadata": {},
   "source": [
    "## pyMAISE Initialization\n",
    "\n",
    "We start by initializing pyMAISE settings and then importing the data set using `pyMAISE.datasets.load_heat()` from the pyMAISE dataset library."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b3928735",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T19:32:02.291108Z",
     "iopub.status.busy": "2024-08-22T19:32:02.290621Z",
     "iopub.status.idle": "2024-08-22T19:32:02.303445Z",
     "shell.execute_reply": "2024-08-22T19:32:02.303037Z"
    }
   },
   "outputs": [],
   "source": [
    "# Initializing pyMaise settings and the problem we are solving (regression)\n",
    "global_settings = mai.init(\n",
    "    problem_type=mai.ProblemType.REGRESSION,   # Define a regression problem\n",
    "    cuda_visible_devices=\"-1\"                  # Use CPU only\n",
    ")\n",
    "\n",
    "# Get data\n",
    "data, inputs, outputs = load_heat()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60b197eb",
   "metadata": {},
   "source": [
    "The heat conduction data set has 7 inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c35c698c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T19:32:02.305260Z",
     "iopub.status.busy": "2024-08-22T19:32:02.305052Z",
     "iopub.status.idle": "2024-08-22T19:32:02.314859Z",
     "shell.execute_reply": "2024-08-22T19:32:02.314466Z"
    }
   },
   "outputs": [
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       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (index: 1000, variable: 7)&gt;\n",
       "array([[3.59879928e+04, 2.06185816e+02, 5.73151869e+02, ...,\n",
       "        3.44815496e+00, 4.09614034e+00, 9.60945479e-01],\n",
       "       [3.84810558e+04, 1.92378974e+02, 5.73150960e+02, ...,\n",
       "        3.43683275e+00, 4.24918181e+00, 1.01127217e+00],\n",
       "       [3.91432921e+04, 2.05076928e+02, 5.73153975e+02, ...,\n",
       "        3.68145722e+00, 4.23754044e+00, 9.94646131e-01],\n",
       "       ...,\n",
       "       [4.01365078e+04, 1.91977771e+02, 5.73151522e+02, ...,\n",
       "        3.63435094e+00, 4.12297685e+00, 1.01905766e+00],\n",
       "       [4.06288682e+04, 1.93001960e+02, 5.73152035e+02, ...,\n",
       "        3.64753610e+00, 4.21262950e+00, 9.68979168e-01],\n",
       "       [3.90566005e+04, 1.87235532e+02, 5.73153905e+02, ...,\n",
       "        3.40448532e+00, 4.06543435e+00, 1.00688469e+00]])\n",
       "Coordinates:\n",
       "  * index     (index) int64 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
       "  * variable  (variable) object &#x27;qprime&#x27; &#x27;mdot&#x27; &#x27;Tin&#x27; &#x27;R&#x27; &#x27;L&#x27; &#x27;Cp&#x27; &#x27;k&#x27;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>index</span>: 1000</li><li><span class='xr-has-index'>variable</span>: 7</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-b81b6b28-c0ce-4663-bb22-730b5f0335ca' class='xr-array-in' type='checkbox' checked><label for='section-b81b6b28-c0ce-4663-bb22-730b5f0335ca' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>3.599e+04 206.2 573.2 0.004901 3.448 ... 0.005089 3.404 4.065 1.007</span></div><div class='xr-array-data'><pre>array([[3.59879928e+04, 2.06185816e+02, 5.73151869e+02, ...,\n",
       "        3.44815496e+00, 4.09614034e+00, 9.60945479e-01],\n",
       "       [3.84810558e+04, 1.92378974e+02, 5.73150960e+02, ...,\n",
       "        3.43683275e+00, 4.24918181e+00, 1.01127217e+00],\n",
       "       [3.91432921e+04, 2.05076928e+02, 5.73153975e+02, ...,\n",
       "        3.68145722e+00, 4.23754044e+00, 9.94646131e-01],\n",
       "       ...,\n",
       "       [4.01365078e+04, 1.91977771e+02, 5.73151522e+02, ...,\n",
       "        3.63435094e+00, 4.12297685e+00, 1.01905766e+00],\n",
       "       [4.06288682e+04, 1.93001960e+02, 5.73152035e+02, ...,\n",
       "        3.64753610e+00, 4.21262950e+00, 9.68979168e-01],\n",
       "       [3.90566005e+04, 1.87235532e+02, 5.73153905e+02, ...,\n",
       "        3.40448532e+00, 4.06543435e+00, 1.00688469e+00]])</pre></div></div></li><li class='xr-section-item'><input id='section-cf0d4f79-6fe0-4719-b193-c3792ced0a83' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cf0d4f79-6fe0-4719-b193-c3792ced0a83' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 995 996 997 998 999</div><input id='attrs-a6c4e96c-a74c-4154-b34c-d912e3c5d0b6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a6c4e96c-a74c-4154-b34c-d912e3c5d0b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-861c7381-e035-43fd-821e-200a326365e5' class='xr-var-data-in' type='checkbox'><label for='data-861c7381-e035-43fd-821e-200a326365e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 997, 998, 999])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>variable</span></div><div class='xr-var-dims'>(variable)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;qprime&#x27; &#x27;mdot&#x27; &#x27;Tin&#x27; ... &#x27;Cp&#x27; &#x27;k&#x27;</div><input id='attrs-d058ed56-21b8-438d-8436-fc7a78f9cb6d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d058ed56-21b8-438d-8436-fc7a78f9cb6d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e336a15-4899-4444-8695-301f2fc28f5a' class='xr-var-data-in' type='checkbox'><label for='data-5e336a15-4899-4444-8695-301f2fc28f5a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;qprime&#x27;, &#x27;mdot&#x27;, &#x27;Tin&#x27;, &#x27;R&#x27;, &#x27;L&#x27;, &#x27;Cp&#x27;, &#x27;k&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-15374da4-d7db-484d-9ef2-23142522a613' class='xr-section-summary-in' type='checkbox'  ><label for='section-15374da4-d7db-484d-9ef2-23142522a613' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-88790d89-5486-4333-bcfc-decec9a88c79' class='xr-index-data-in' type='checkbox'/><label for='index-88790d89-5486-4333-bcfc-decec9a88c79' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(RangeIndex(start=0, stop=1000, step=1, name=&#x27;index&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>variable</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8dc01b75-6839-4b75-aabb-9afeac5ec07e' class='xr-index-data-in' type='checkbox'/><label for='index-8dc01b75-6839-4b75-aabb-9afeac5ec07e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;qprime&#x27;, &#x27;mdot&#x27;, &#x27;Tin&#x27;, &#x27;R&#x27;, &#x27;L&#x27;, &#x27;Cp&#x27;, &#x27;k&#x27;], dtype=&#x27;object&#x27;, name=&#x27;variable&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a1882f30-b31e-4316-8e1f-74b80b97d812' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a1882f30-b31e-4316-8e1f-74b80b97d812' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (index: 1000, variable: 7)>\n",
       "array([[3.59879928e+04, 2.06185816e+02, 5.73151869e+02, ...,\n",
       "        3.44815496e+00, 4.09614034e+00, 9.60945479e-01],\n",
       "       [3.84810558e+04, 1.92378974e+02, 5.73150960e+02, ...,\n",
       "        3.43683275e+00, 4.24918181e+00, 1.01127217e+00],\n",
       "       [3.91432921e+04, 2.05076928e+02, 5.73153975e+02, ...,\n",
       "        3.68145722e+00, 4.23754044e+00, 9.94646131e-01],\n",
       "       ...,\n",
       "       [4.01365078e+04, 1.91977771e+02, 5.73151522e+02, ...,\n",
       "        3.63435094e+00, 4.12297685e+00, 1.01905766e+00],\n",
       "       [4.06288682e+04, 1.93001960e+02, 5.73152035e+02, ...,\n",
       "        3.64753610e+00, 4.21262950e+00, 9.68979168e-01],\n",
       "       [3.90566005e+04, 1.87235532e+02, 5.73153905e+02, ...,\n",
       "        3.40448532e+00, 4.06543435e+00, 1.00688469e+00]])\n",
       "Coordinates:\n",
       "  * index     (index) int64 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
       "  * variable  (variable) object 'qprime' 'mdot' 'Tin' 'R' 'L' 'Cp' 'k'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inputs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8d3d900",
   "metadata": {},
   "source": [
    "and 1 output with 1000 data points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3bb88c8e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T19:32:02.316773Z",
     "iopub.status.busy": "2024-08-22T19:32:02.316565Z",
     "iopub.status.idle": "2024-08-22T19:32:02.337066Z",
     "shell.execute_reply": "2024-08-22T19:32:02.336710Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "  font-weight: normal;\n",
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (index: 1000, variable: 1)&gt;\n",
       "array([[1034.13378385],\n",
       "       [1170.31604229],\n",
       "       [1164.89356528],\n",
       "       [1205.25003976],\n",
       "       [1444.71866607],\n",
       "       [1415.16087218],\n",
       "       [1141.02596298],\n",
       "       [1135.41902917],\n",
       "       [1087.37893848],\n",
       "       [1484.62104894],\n",
       "       [1095.53986907],\n",
       "       [1173.29114652],\n",
       "       [1157.14848053],\n",
       "       [1256.81754162],\n",
       "       [1118.14237521],\n",
       "       [1042.34706612],\n",
       "       [1049.5434326 ],\n",
       "       [1181.84317152],\n",
       "       [1425.17119154],\n",
       "       [1201.11399329],\n",
       "...\n",
       "       [1440.68291936],\n",
       "       [1126.62859092],\n",
       "       [1118.47511015],\n",
       "       [1215.64386477],\n",
       "       [1506.41447337],\n",
       "       [1118.13383746],\n",
       "       [1427.1010686 ],\n",
       "       [1070.54469832],\n",
       "       [1393.14664198],\n",
       "       [1374.22902546],\n",
       "       [1142.38817778],\n",
       "       [1487.82931858],\n",
       "       [1103.84446468],\n",
       "       [1161.70719007],\n",
       "       [1503.51884631],\n",
       "       [1396.11284268],\n",
       "       [1570.4571551 ],\n",
       "       [1438.29381922],\n",
       "       [1374.74521282],\n",
       "       [1187.64399672]])\n",
       "Coordinates:\n",
       "  * index     (index) int64 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
       "  * variable  (variable) object &#x27;T&#x27;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>index</span>: 1000</li><li><span class='xr-has-index'>variable</span>: 1</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0464d5f2-f8a7-47d4-814a-532fa5c6a693' class='xr-array-in' type='checkbox' checked><label for='section-0464d5f2-f8a7-47d4-814a-532fa5c6a693' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1.034e+03 1.17e+03 1.165e+03 ... 1.438e+03 1.375e+03 1.188e+03</span></div><div class='xr-array-data'><pre>array([[1034.13378385],\n",
       "       [1170.31604229],\n",
       "       [1164.89356528],\n",
       "       [1205.25003976],\n",
       "       [1444.71866607],\n",
       "       [1415.16087218],\n",
       "       [1141.02596298],\n",
       "       [1135.41902917],\n",
       "       [1087.37893848],\n",
       "       [1484.62104894],\n",
       "       [1095.53986907],\n",
       "       [1173.29114652],\n",
       "       [1157.14848053],\n",
       "       [1256.81754162],\n",
       "       [1118.14237521],\n",
       "       [1042.34706612],\n",
       "       [1049.5434326 ],\n",
       "       [1181.84317152],\n",
       "       [1425.17119154],\n",
       "       [1201.11399329],\n",
       "...\n",
       "       [1440.68291936],\n",
       "       [1126.62859092],\n",
       "       [1118.47511015],\n",
       "       [1215.64386477],\n",
       "       [1506.41447337],\n",
       "       [1118.13383746],\n",
       "       [1427.1010686 ],\n",
       "       [1070.54469832],\n",
       "       [1393.14664198],\n",
       "       [1374.22902546],\n",
       "       [1142.38817778],\n",
       "       [1487.82931858],\n",
       "       [1103.84446468],\n",
       "       [1161.70719007],\n",
       "       [1503.51884631],\n",
       "       [1396.11284268],\n",
       "       [1570.4571551 ],\n",
       "       [1438.29381922],\n",
       "       [1374.74521282],\n",
       "       [1187.64399672]])</pre></div></div></li><li class='xr-section-item'><input id='section-a82c3c52-c2ac-46b6-b308-678191a57bec' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a82c3c52-c2ac-46b6-b308-678191a57bec' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 995 996 997 998 999</div><input id='attrs-bded7618-ff5d-4fbe-b08e-4522c6d32c91' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bded7618-ff5d-4fbe-b08e-4522c6d32c91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7b51025-135e-4698-a3d5-df1f3f1a00a3' class='xr-var-data-in' type='checkbox'><label for='data-a7b51025-135e-4698-a3d5-df1f3f1a00a3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 997, 998, 999])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>variable</span></div><div class='xr-var-dims'>(variable)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;T&#x27;</div><input id='attrs-7cce1c68-ccf4-456a-8124-46e3ce4e0161' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7cce1c68-ccf4-456a-8124-46e3ce4e0161' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-831514af-4e3d-41b6-abb2-9479ec3b02ce' class='xr-var-data-in' type='checkbox'><label for='data-831514af-4e3d-41b6-abb2-9479ec3b02ce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;T&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-51156341-c0bb-4f36-9fa4-f22172e9a855' class='xr-section-summary-in' type='checkbox'  ><label for='section-51156341-c0bb-4f36-9fa4-f22172e9a855' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-87f3d843-6bed-4150-ad3a-e29a9da95aee' class='xr-index-data-in' type='checkbox'/><label for='index-87f3d843-6bed-4150-ad3a-e29a9da95aee' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(RangeIndex(start=0, stop=1000, step=1, name=&#x27;index&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>variable</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3d7a71ef-cfa6-42e1-a70e-809a170bbfde' class='xr-index-data-in' type='checkbox'/><label for='index-3d7a71ef-cfa6-42e1-a70e-809a170bbfde' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;T&#x27;], dtype=&#x27;object&#x27;, name=&#x27;variable&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1aeb0558-5f0a-430a-86b6-e47a5795192c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1aeb0558-5f0a-430a-86b6-e47a5795192c' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (index: 1000, variable: 1)>\n",
       "array([[1034.13378385],\n",
       "       [1170.31604229],\n",
       "       [1164.89356528],\n",
       "       [1205.25003976],\n",
       "       [1444.71866607],\n",
       "       [1415.16087218],\n",
       "       [1141.02596298],\n",
       "       [1135.41902917],\n",
       "       [1087.37893848],\n",
       "       [1484.62104894],\n",
       "       [1095.53986907],\n",
       "       [1173.29114652],\n",
       "       [1157.14848053],\n",
       "       [1256.81754162],\n",
       "       [1118.14237521],\n",
       "       [1042.34706612],\n",
       "       [1049.5434326 ],\n",
       "       [1181.84317152],\n",
       "       [1425.17119154],\n",
       "       [1201.11399329],\n",
       "...\n",
       "       [1440.68291936],\n",
       "       [1126.62859092],\n",
       "       [1118.47511015],\n",
       "       [1215.64386477],\n",
       "       [1506.41447337],\n",
       "       [1118.13383746],\n",
       "       [1427.1010686 ],\n",
       "       [1070.54469832],\n",
       "       [1393.14664198],\n",
       "       [1374.22902546],\n",
       "       [1142.38817778],\n",
       "       [1487.82931858],\n",
       "       [1103.84446468],\n",
       "       [1161.70719007],\n",
       "       [1503.51884631],\n",
       "       [1396.11284268],\n",
       "       [1570.4571551 ],\n",
       "       [1438.29381922],\n",
       "       [1374.74521282],\n",
       "       [1187.64399672]])\n",
       "Coordinates:\n",
       "  * index     (index) int64 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
       "  * variable  (variable) object 'T'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outputs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12aaa8aa",
   "metadata": {},
   "source": [
    "To better understand the data here is a correlation matrix of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5ffd5c7d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T19:32:02.338912Z",
     "iopub.status.busy": "2024-08-22T19:32:02.338715Z",
     "iopub.status.idle": "2024-08-22T19:32:02.485148Z",
     "shell.execute_reply": "2024-08-22T19:32:02.484757Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation_matrix(data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2508e48c",
   "metadata": {},
   "source": [
    "As expected, there is a strong correlation between the linear heat generation rate, `prime,` and the centerline fuel temperature, `T.`\n",
    "\n",
    "Before model training, the data is split into training/test (70% training and 30% testing) along with min-max scaling to make each feature's effect size comparable. Additionally, this can improve the performance of some models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "53dceed0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T19:32:02.486703Z",
     "iopub.status.busy": "2024-08-22T19:32:02.486554Z",
     "iopub.status.idle": "2024-08-22T19:32:02.491362Z",
     "shell.execute_reply": "2024-08-22T19:32:02.491051Z"
    }
   },
   "outputs": [],
   "source": [
    "# Train test split data\n",
    "xtrain, xtest, ytrain, ytest = train_test_split(data=[inputs, outputs], test_size=0.30)\n",
    "\n",
    "# Min-Max scaling data \n",
    "xtrain, xtest, _ = scale_data(xtrain, xtest, MinMaxScaler())\n",
    "ytrain, ytest, yscaler = scale_data(ytrain, ytest, MinMaxScaler())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90a355d1",
   "metadata": {},
   "source": [
    "## Model Initialization\n",
    "\n",
    "We will examine the performance of 7 models in this data set:\n",
    "\n",
    "- Linear regression: `Linear`,\n",
    "- Lasso regression: `Lasso`,\n",
    "- Support vector regression: `SVM`,\n",
    "- Decision tree regression: `DT`,\n",
    "- Random forest regression: `RF`,\n",
    "- K-nearest neighbors regression: `KN`,\n",
    "- Sequential dense neural networks: `FNN`.\n",
    "\n",
    "For hyperparameter tuning each model, we must initialize the architecture and optimize search spaces. For all the classical models we initialize them using the scikit-learn default configurations. The FNNs are defined as sequential dense neural networks. For the input and hidden dense layers we are hyperparameter tuning the number of nodes, sublayer, and sublayer dropout rate. We are also tuning the number of hidden layers, the Adam learning rate, and batch size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e423760b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T19:32:02.492853Z",
     "iopub.status.busy": "2024-08-22T19:32:02.492702Z",
     "iopub.status.idle": "2024-08-22T19:32:02.496572Z",
     "shell.execute_reply": "2024-08-22T19:32:02.496266Z"
    }
   },
   "outputs": [],
   "source": [
    "# Initializing all the models wanted in the model)settings variable along with neurel network archetecture/optimization hps\n",
    "model_settings = {\n",
    "    \"models\": [\"Linear\", \"Lasso\", \"SVM\", \"DT\", \"RF\", \"KN\", \"FNN\"],\n",
    "    \"FNN\": {\n",
    "        \"structural_params\": {\n",
    "            \"Dense_hidden\": {\n",
    "                \"num_layers\": mai.Int(min_value=0, max_value=3),\n",
    "                \"units\": mai.Int(min_value=25, max_value=400),\n",
    "                \"activation\": \"relu\",\n",
    "                \"kernel_initializer\": \"normal\",\n",
    "                \"sublayer\": mai.Choice([\"Dropout_hidden\", \"None\"]),\n",
    "                \"Dropout_hidden\": {\n",
    "                    \"rate\": mai.Float(min_value=0.4, max_value=0.6),\n",
    "                },\n",
    "            },\n",
    "            \"Dense_output\": {\n",
    "                \"units\": ytrain.shape[-1],\n",
    "                \"activation\": \"linear\",\n",
    "                \"kernel_initializer\": \"normal\",\n",
    "            },\n",
    "        },\n",
    "        \"optimizer\": \"Adam\",\n",
    "        \"Adam\": {\n",
    "            \"learning_rate\": mai.Float(min_value=1e-5, max_value=0.001),\n",
    "        },\n",
    "        \"compile_params\": {\n",
    "            \"loss\": \"mean_absolute_error\",\n",
    "            \"metrics\": [\"mean_absolute_error\"],\n",
    "        },\n",
    "        \"fitting_params\": {\n",
    "            \"batch_size\": mai.Choice([8, 16, 32]),\n",
    "            \"epochs\": 50,\n",
    "            \"validation_split\": 0.15,\n",
    "        },\n",
    "    },\n",
    "}\n",
    "# Constructing Tuner object for the search space above\n",
    "tuner = mai.Tuner(xtrain, ytrain, model_settings=model_settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b7e7324",
   "metadata": {},
   "source": [
    "## Hyperparameter Tuning\n",
    "\n",
    "For hyperparameter tuning the classical models, we use `pyMAISE.Tuner.random_search` with 300 iterations and 5-fold cross-validation. We do this because the classical models are relatively cheap to train, so we can better cover the hyperparameter search space. For the FNNs, we use `pyMAISE.Tuner.nn_bayesian_search` with 50 iterations and 5-fold cross-validation. We use Bayesian search with fewer configurations as the FNNs are more computationally expensive. The Bayesian search should converge on an optimal configuration within 30-50 iterations. The cross-validation ensures there is no bias in the configurations saved. The hyperparameter search spaces are outlined below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a522a98a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T19:32:02.498030Z",
     "iopub.status.busy": "2024-08-22T19:32:02.497897Z",
     "iopub.status.idle": "2024-08-22T20:01:57.728459Z",
     "shell.execute_reply": "2024-08-22T20:01:57.727838Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hyperparameter tuning took 29.920362746715547 minutes to process.\n"
     ]
    }
   ],
   "source": [
    "# Classical Model search space\n",
    "random_search_spaces = {\n",
    "    \"Lasso\": {\n",
    "        \"alpha\": uniform(loc=0.0001, scale=0.0099), # 0.0001 - 0.01\n",
    "    },\n",
    "    \"DT\": {\n",
    "        \"max_depth\": randint(low=5, high=50), # 5 - 50\n",
    "        \"max_features\": [None, \"sqrt\", \"log2\", 2, 4, 6],\n",
    "        \"min_samples_split\": randint(low=2, high=20), # 2 - 20\n",
    "        \"min_samples_leaf\": randint(low=1, high=20), # 1 - 20\n",
    "    },\n",
    "    \"SVM\": {\n",
    "        \"kernel\": [\"linear\", \"poly\", \"rbf\", \"sigmoid\"],\n",
    "        \"degree\": randint(low=1, high=5),\n",
    "        \"gamma\": [\"scale\", \"auto\"],\n",
    "    },\n",
    "    \"RF\": {\n",
    "        \"n_estimators\": randint(low=50, high=200), # 50 - 200\n",
    "        \"criterion\": [\"squared_error\", \"absolute_error\", \"poisson\"],\n",
    "        \"min_samples_split\": randint(low=2, high=20), # 2 - 20\n",
    "        \"min_samples_leaf\": randint(low=1, high=20), # 1 - 20\n",
    "        \"max_features\": [None, \"sqrt\", \"log2\", 2, 4, 6],\n",
    "    },\n",
    "    \"KN\": {\n",
    "        \"n_neighbors\": randint(low=1, high=20), # 1 - 20\n",
    "        \"weights\": [\"uniform\", \"distance\"],\n",
    "        \"leaf_size\": randint(low=1, high=30), # 1 - 30\n",
    "        \"p\": randint(low=1, high=10), # 1 - 10\n",
    "    },\n",
    "}\n",
    "\n",
    "# Running the tuner for with the search algorithm desired\n",
    "start = time.time()\n",
    "random_search_configs = tuner.random_search(\n",
    "    param_spaces=random_search_spaces, \n",
    "    n_iter=300,\n",
    "    n_jobs=6,\n",
    "    cv=5,\n",
    ")\n",
    "bayesian_search_configs = tuner.nn_bayesian_search(\n",
    "    objective=\"r2_score\",\n",
    "    max_trials=50,\n",
    "    cv=5,\n",
    ")\n",
    "print(\"Hyperparameter tuning took \" + str((time.time() - start) / 60) + \" minutes to process.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20f086e7",
   "metadata": {},
   "source": [
    "With the conclusion of hyper-parameter tuning we can see the training results of each iteration of the bayesian search."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "afceb4bf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T20:01:57.730315Z",
     "iopub.status.busy": "2024-08-22T20:01:57.730188Z",
     "iopub.status.idle": "2024-08-22T20:01:57.920256Z",
     "shell.execute_reply": "2024-08-22T20:01:57.919751Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = tuner.convergence_plot(model_types=\"FNN\")\n",
    "ax.set_ylim([0, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab6c2908",
   "metadata": {},
   "source": [
    "After about ten iterations, the Bayesian search converges on the optimal solution for this parameter space.\n",
    "\n",
    "## Model Postprocessing\n",
    "\n",
    "With the models tuned and the top `pyMAISE.Settings.num_configs_saved` saved, we can now pass these models to the `PostProcessor` for model comparison and analysis. We will increase the `FNN` models `epochs` for better performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1e193452",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T20:01:57.922152Z",
     "iopub.status.busy": "2024-08-22T20:01:57.922032Z",
     "iopub.status.idle": "2024-08-22T20:04:27.441133Z",
     "shell.execute_reply": "2024-08-22T20:04:27.440444Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "postprocessor = mai.PostProcessor(\n",
    "    data=(xtrain, xtest, ytrain, ytest), \n",
    "    model_configs=[random_search_configs, bayesian_search_configs], \n",
    "    new_model_settings={\n",
    "        \"FNN\": {\"fitting_params\": {\"epochs\": 200}},\n",
    "    },\n",
    "    yscaler=yscaler,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a943e5b2",
   "metadata": {},
   "source": [
    "The regression performance metrics on fuel centerline temperature are shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8ca280dc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T20:04:27.443381Z",
     "iopub.status.busy": "2024-08-22T20:04:27.443022Z",
     "iopub.status.idle": "2024-08-22T20:04:27.592914Z",
     "shell.execute_reply": "2024-08-22T20:04:27.592222Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Model Types</th>\n",
       "      <th>Train R2</th>\n",
       "      <th>Train MAE</th>\n",
       "      <th>Train MAPE</th>\n",
       "      <th>Train RMSE</th>\n",
       "      <th>Train RMSPE</th>\n",
       "      <th>Test R2</th>\n",
       "      <th>Test MAE</th>\n",
       "      <th>Test MAPE</th>\n",
       "      <th>Test RMSE</th>\n",
       "      <th>Test RMSPE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>RF</td>\n",
       "      <td>0.997154</td>\n",
       "      <td>4.986508</td>\n",
       "      <td>0.386106</td>\n",
       "      <td>8.052169</td>\n",
       "      <td>0.631222</td>\n",
       "      <td>0.994233</td>\n",
       "      <td>7.923253</td>\n",
       "      <td>0.616351</td>\n",
       "      <td>11.824369</td>\n",
       "      <td>0.918915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>RF</td>\n",
       "      <td>0.997033</td>\n",
       "      <td>5.139566</td>\n",
       "      <td>0.397534</td>\n",
       "      <td>8.221685</td>\n",
       "      <td>0.642415</td>\n",
       "      <td>0.994039</td>\n",
       "      <td>8.098878</td>\n",
       "      <td>0.630486</td>\n",
       "      <td>12.021820</td>\n",
       "      <td>0.936141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>RF</td>\n",
       "      <td>0.998024</td>\n",
       "      <td>4.427935</td>\n",
       "      <td>0.342536</td>\n",
       "      <td>6.709407</td>\n",
       "      <td>0.533691</td>\n",
       "      <td>0.993746</td>\n",
       "      <td>8.205877</td>\n",
       "      <td>0.637626</td>\n",
       "      <td>12.314054</td>\n",
       "      <td>0.956969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>RF</td>\n",
       "      <td>0.997136</td>\n",
       "      <td>5.263513</td>\n",
       "      <td>0.406251</td>\n",
       "      <td>8.077905</td>\n",
       "      <td>0.635408</td>\n",
       "      <td>0.993728</td>\n",
       "      <td>8.350372</td>\n",
       "      <td>0.647859</td>\n",
       "      <td>12.331529</td>\n",
       "      <td>0.954462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>RF</td>\n",
       "      <td>0.998684</td>\n",
       "      <td>3.552243</td>\n",
       "      <td>0.275988</td>\n",
       "      <td>5.476834</td>\n",
       "      <td>0.438886</td>\n",
       "      <td>0.993029</td>\n",
       "      <td>8.551964</td>\n",
       "      <td>0.666155</td>\n",
       "      <td>13.000574</td>\n",
       "      <td>1.011017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>DT</td>\n",
       "      <td>0.993846</td>\n",
       "      <td>8.446816</td>\n",
       "      <td>0.650752</td>\n",
       "      <td>11.841301</td>\n",
       "      <td>0.915109</td>\n",
       "      <td>0.985220</td>\n",
       "      <td>12.827502</td>\n",
       "      <td>1.009586</td>\n",
       "      <td>18.930021</td>\n",
       "      <td>1.501253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>DT</td>\n",
       "      <td>0.993846</td>\n",
       "      <td>8.446816</td>\n",
       "      <td>0.650752</td>\n",
       "      <td>11.841301</td>\n",
       "      <td>0.915109</td>\n",
       "      <td>0.985220</td>\n",
       "      <td>12.827502</td>\n",
       "      <td>1.009586</td>\n",
       "      <td>18.930021</td>\n",
       "      <td>1.501253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>DT</td>\n",
       "      <td>0.996577</td>\n",
       "      <td>6.133811</td>\n",
       "      <td>0.476671</td>\n",
       "      <td>8.831676</td>\n",
       "      <td>0.699559</td>\n",
       "      <td>0.984935</td>\n",
       "      <td>12.667243</td>\n",
       "      <td>0.999214</td>\n",
       "      <td>19.111302</td>\n",
       "      <td>1.520477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>DT</td>\n",
       "      <td>0.995777</td>\n",
       "      <td>6.739139</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>9.808999</td>\n",
       "      <td>0.759180</td>\n",
       "      <td>0.984636</td>\n",
       "      <td>12.876282</td>\n",
       "      <td>1.016210</td>\n",
       "      <td>19.300072</td>\n",
       "      <td>1.535464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>DT</td>\n",
       "      <td>0.994587</td>\n",
       "      <td>7.802882</td>\n",
       "      <td>0.601207</td>\n",
       "      <td>11.106283</td>\n",
       "      <td>0.863034</td>\n",
       "      <td>0.984309</td>\n",
       "      <td>13.410189</td>\n",
       "      <td>1.055767</td>\n",
       "      <td>19.504322</td>\n",
       "      <td>1.550309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>FNN</td>\n",
       "      <td>0.990703</td>\n",
       "      <td>4.107766</td>\n",
       "      <td>0.322267</td>\n",
       "      <td>14.554742</td>\n",
       "      <td>1.100226</td>\n",
       "      <td>0.974040</td>\n",
       "      <td>7.219007</td>\n",
       "      <td>0.559021</td>\n",
       "      <td>25.087926</td>\n",
       "      <td>1.846443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>FNN</td>\n",
       "      <td>0.989318</td>\n",
       "      <td>8.569111</td>\n",
       "      <td>0.674231</td>\n",
       "      <td>15.601300</td>\n",
       "      <td>1.283347</td>\n",
       "      <td>0.973228</td>\n",
       "      <td>11.522918</td>\n",
       "      <td>0.926079</td>\n",
       "      <td>25.476912</td>\n",
       "      <td>2.078072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>FNN</td>\n",
       "      <td>0.984739</td>\n",
       "      <td>4.631119</td>\n",
       "      <td>0.358272</td>\n",
       "      <td>18.647505</td>\n",
       "      <td>1.472439</td>\n",
       "      <td>0.969190</td>\n",
       "      <td>7.493166</td>\n",
       "      <td>0.586952</td>\n",
       "      <td>27.330885</td>\n",
       "      <td>2.143828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>FNN</td>\n",
       "      <td>0.981239</td>\n",
       "      <td>11.610469</td>\n",
       "      <td>0.900106</td>\n",
       "      <td>20.675833</td>\n",
       "      <td>1.634222</td>\n",
       "      <td>0.967317</td>\n",
       "      <td>14.332504</td>\n",
       "      <td>1.134863</td>\n",
       "      <td>28.149507</td>\n",
       "      <td>2.258070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>FNN</td>\n",
       "      <td>0.940880</td>\n",
       "      <td>26.184468</td>\n",
       "      <td>1.958679</td>\n",
       "      <td>36.702944</td>\n",
       "      <td>2.808690</td>\n",
       "      <td>0.932436</td>\n",
       "      <td>28.152282</td>\n",
       "      <td>2.155911</td>\n",
       "      <td>40.473259</td>\n",
       "      <td>3.180488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>SVM</td>\n",
       "      <td>0.895306</td>\n",
       "      <td>42.695727</td>\n",
       "      <td>3.314075</td>\n",
       "      <td>48.841919</td>\n",
       "      <td>3.815481</td>\n",
       "      <td>0.857033</td>\n",
       "      <td>50.145252</td>\n",
       "      <td>3.946441</td>\n",
       "      <td>58.874553</td>\n",
       "      <td>4.650346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SVM</td>\n",
       "      <td>0.895306</td>\n",
       "      <td>42.695727</td>\n",
       "      <td>3.314075</td>\n",
       "      <td>48.841919</td>\n",
       "      <td>3.815481</td>\n",
       "      <td>0.857033</td>\n",
       "      <td>50.145252</td>\n",
       "      <td>3.946441</td>\n",
       "      <td>58.874553</td>\n",
       "      <td>4.650346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SVM</td>\n",
       "      <td>0.895306</td>\n",
       "      <td>42.695727</td>\n",
       "      <td>3.314075</td>\n",
       "      <td>48.841919</td>\n",
       "      <td>3.815481</td>\n",
       "      <td>0.857033</td>\n",
       "      <td>50.145252</td>\n",
       "      <td>3.946441</td>\n",
       "      <td>58.874553</td>\n",
       "      <td>4.650346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SVM</td>\n",
       "      <td>0.895306</td>\n",
       "      <td>42.695727</td>\n",
       "      <td>3.314075</td>\n",
       "      <td>48.841919</td>\n",
       "      <td>3.815481</td>\n",
       "      <td>0.857033</td>\n",
       "      <td>50.145252</td>\n",
       "      <td>3.946441</td>\n",
       "      <td>58.874553</td>\n",
       "      <td>4.650346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SVM</td>\n",
       "      <td>0.895306</td>\n",
       "      <td>42.695727</td>\n",
       "      <td>3.314075</td>\n",
       "      <td>48.841919</td>\n",
       "      <td>3.815481</td>\n",
       "      <td>0.857033</td>\n",
       "      <td>50.145252</td>\n",
       "      <td>3.946441</td>\n",
       "      <td>58.874553</td>\n",
       "      <td>4.650346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Lasso</td>\n",
       "      <td>0.839945</td>\n",
       "      <td>52.227829</td>\n",
       "      <td>4.062700</td>\n",
       "      <td>60.390247</td>\n",
       "      <td>4.745456</td>\n",
       "      <td>0.850541</td>\n",
       "      <td>52.731179</td>\n",
       "      <td>4.168716</td>\n",
       "      <td>60.196391</td>\n",
       "      <td>4.797726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Lasso</td>\n",
       "      <td>0.839980</td>\n",
       "      <td>52.218883</td>\n",
       "      <td>4.062042</td>\n",
       "      <td>60.383614</td>\n",
       "      <td>4.744978</td>\n",
       "      <td>0.850534</td>\n",
       "      <td>52.729709</td>\n",
       "      <td>4.168467</td>\n",
       "      <td>60.197942</td>\n",
       "      <td>4.797652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Lasso</td>\n",
       "      <td>0.840101</td>\n",
       "      <td>52.185042</td>\n",
       "      <td>4.059570</td>\n",
       "      <td>60.360787</td>\n",
       "      <td>4.743353</td>\n",
       "      <td>0.850487</td>\n",
       "      <td>52.726402</td>\n",
       "      <td>4.167712</td>\n",
       "      <td>60.207380</td>\n",
       "      <td>4.797624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Lasso</td>\n",
       "      <td>0.840165</td>\n",
       "      <td>52.163806</td>\n",
       "      <td>4.058018</td>\n",
       "      <td>60.348782</td>\n",
       "      <td>4.742518</td>\n",
       "      <td>0.850443</td>\n",
       "      <td>52.726202</td>\n",
       "      <td>4.167401</td>\n",
       "      <td>60.216178</td>\n",
       "      <td>4.797823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lasso</td>\n",
       "      <td>0.840206</td>\n",
       "      <td>52.148545</td>\n",
       "      <td>4.056897</td>\n",
       "      <td>60.340929</td>\n",
       "      <td>4.741985</td>\n",
       "      <td>0.850402</td>\n",
       "      <td>52.726049</td>\n",
       "      <td>4.167163</td>\n",
       "      <td>60.224350</td>\n",
       "      <td>4.798088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Linear</td>\n",
       "      <td>0.840331</td>\n",
       "      <td>52.061837</td>\n",
       "      <td>4.050545</td>\n",
       "      <td>60.317326</td>\n",
       "      <td>4.740691</td>\n",
       "      <td>0.849952</td>\n",
       "      <td>52.749655</td>\n",
       "      <td>4.167604</td>\n",
       "      <td>60.315047</td>\n",
       "      <td>4.802679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>KN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.765921</td>\n",
       "      <td>66.107932</td>\n",
       "      <td>5.263937</td>\n",
       "      <td>75.333995</td>\n",
       "      <td>6.082310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>KN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.762813</td>\n",
       "      <td>65.333817</td>\n",
       "      <td>5.200211</td>\n",
       "      <td>75.832477</td>\n",
       "      <td>6.125086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>KN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.762162</td>\n",
       "      <td>67.368345</td>\n",
       "      <td>5.362470</td>\n",
       "      <td>75.936563</td>\n",
       "      <td>6.129685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>KN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.762162</td>\n",
       "      <td>67.368345</td>\n",
       "      <td>5.362470</td>\n",
       "      <td>75.936563</td>\n",
       "      <td>6.129685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>KN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.742511</td>\n",
       "      <td>64.803547</td>\n",
       "      <td>5.156468</td>\n",
       "      <td>79.011268</td>\n",
       "      <td>6.367217</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Model Types  Train R2  Train MAE  Train MAPE  Train RMSE  Train RMSPE  \\\n",
       "20          RF  0.997154   4.986508    0.386106    8.052169     0.631222   \n",
       "18          RF  0.997033   5.139566    0.397534    8.221685     0.642415   \n",
       "17          RF  0.998024   4.427935    0.342536    6.709407     0.533691   \n",
       "19          RF  0.997136   5.263513    0.406251    8.077905     0.635408   \n",
       "16          RF  0.998684   3.552243    0.275988    5.476834     0.438886   \n",
       "14          DT  0.993846   8.446816    0.650752   11.841301     0.915109   \n",
       "13          DT  0.993846   8.446816    0.650752   11.841301     0.915109   \n",
       "15          DT  0.996577   6.133811    0.476671    8.831676     0.699559   \n",
       "11          DT  0.995777   6.739139    0.520000    9.808999     0.759180   \n",
       "12          DT  0.994587   7.802882    0.601207   11.106283     0.863034   \n",
       "28         FNN  0.990703   4.107766    0.322267   14.554742     1.100226   \n",
       "30         FNN  0.989318   8.569111    0.674231   15.601300     1.283347   \n",
       "26         FNN  0.984739   4.631119    0.358272   18.647505     1.472439   \n",
       "27         FNN  0.981239  11.610469    0.900106   20.675833     1.634222   \n",
       "29         FNN  0.940880  26.184468    1.958679   36.702944     2.808690   \n",
       "10         SVM  0.895306  42.695727    3.314075   48.841919     3.815481   \n",
       "8          SVM  0.895306  42.695727    3.314075   48.841919     3.815481   \n",
       "7          SVM  0.895306  42.695727    3.314075   48.841919     3.815481   \n",
       "6          SVM  0.895306  42.695727    3.314075   48.841919     3.815481   \n",
       "9          SVM  0.895306  42.695727    3.314075   48.841919     3.815481   \n",
       "5        Lasso  0.839945  52.227829    4.062700   60.390247     4.745456   \n",
       "4        Lasso  0.839980  52.218883    4.062042   60.383614     4.744978   \n",
       "3        Lasso  0.840101  52.185042    4.059570   60.360787     4.743353   \n",
       "2        Lasso  0.840165  52.163806    4.058018   60.348782     4.742518   \n",
       "1        Lasso  0.840206  52.148545    4.056897   60.340929     4.741985   \n",
       "0       Linear  0.840331  52.061837    4.050545   60.317326     4.740691   \n",
       "21          KN  1.000000   0.000000    0.000000    0.000000     0.000000   \n",
       "24          KN  1.000000   0.000000    0.000000    0.000000     0.000000   \n",
       "23          KN  1.000000   0.000000    0.000000    0.000000     0.000000   \n",
       "22          KN  1.000000   0.000000    0.000000    0.000000     0.000000   \n",
       "25          KN  1.000000   0.000000    0.000000    0.000000     0.000000   \n",
       "\n",
       "     Test R2   Test MAE  Test MAPE  Test RMSE  Test RMSPE  \n",
       "20  0.994233   7.923253   0.616351  11.824369    0.918915  \n",
       "18  0.994039   8.098878   0.630486  12.021820    0.936141  \n",
       "17  0.993746   8.205877   0.637626  12.314054    0.956969  \n",
       "19  0.993728   8.350372   0.647859  12.331529    0.954462  \n",
       "16  0.993029   8.551964   0.666155  13.000574    1.011017  \n",
       "14  0.985220  12.827502   1.009586  18.930021    1.501253  \n",
       "13  0.985220  12.827502   1.009586  18.930021    1.501253  \n",
       "15  0.984935  12.667243   0.999214  19.111302    1.520477  \n",
       "11  0.984636  12.876282   1.016210  19.300072    1.535464  \n",
       "12  0.984309  13.410189   1.055767  19.504322    1.550309  \n",
       "28  0.974040   7.219007   0.559021  25.087926    1.846443  \n",
       "30  0.973228  11.522918   0.926079  25.476912    2.078072  \n",
       "26  0.969190   7.493166   0.586952  27.330885    2.143828  \n",
       "27  0.967317  14.332504   1.134863  28.149507    2.258070  \n",
       "29  0.932436  28.152282   2.155911  40.473259    3.180488  \n",
       "10  0.857033  50.145252   3.946441  58.874553    4.650346  \n",
       "8   0.857033  50.145252   3.946441  58.874553    4.650346  \n",
       "7   0.857033  50.145252   3.946441  58.874553    4.650346  \n",
       "6   0.857033  50.145252   3.946441  58.874553    4.650346  \n",
       "9   0.857033  50.145252   3.946441  58.874553    4.650346  \n",
       "5   0.850541  52.731179   4.168716  60.196391    4.797726  \n",
       "4   0.850534  52.729709   4.168467  60.197942    4.797652  \n",
       "3   0.850487  52.726402   4.167712  60.207380    4.797624  \n",
       "2   0.850443  52.726202   4.167401  60.216178    4.797823  \n",
       "1   0.850402  52.726049   4.167163  60.224350    4.798088  \n",
       "0   0.849952  52.749655   4.167604  60.315047    4.802679  \n",
       "21  0.765921  66.107932   5.263937  75.333995    6.082310  \n",
       "24  0.762813  65.333817   5.200211  75.832477    6.125086  \n",
       "23  0.762162  67.368345   5.362470  75.936563    6.129685  \n",
       "22  0.762162  67.368345   5.362470  75.936563    6.129685  \n",
       "25  0.742511  64.803547   5.156468  79.011268    6.367217  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "postprocessor.metrics().drop(\"Parameter Configurations\", axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "950340b3",
   "metadata": {},
   "source": [
    "This data set represents radial heat conduction, so we do not expect linear models to perform well. This is shown by the relatively poor performance of `Linear` and `Lasso`. The best-performing models were `RF`, `DT`, and `FNN` with test and train r-squared above 0.99. \n",
    "\n",
    "Using the `pyMAISE.PostProcessor.print_model`, we can see the optimal hyperparameter configurations for each model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c0cf1684",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T20:04:27.595099Z",
     "iopub.status.busy": "2024-08-22T20:04:27.594808Z",
     "iopub.status.idle": "2024-08-22T20:04:27.662361Z",
     "shell.execute_reply": "2024-08-22T20:04:27.661992Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model Type: Lasso\n",
      "  alpha: 0.00028379044515601027\n",
      "\n",
      "Model Type: DT\n",
      "  max_depth: 40\n",
      "  max_features: None\n",
      "  min_samples_leaf: 6\n",
      "  min_samples_split: 4\n",
      "\n",
      "Model Type: RF\n",
      "  criterion: poisson\n",
      "  max_features: 6\n",
      "  min_samples_leaf: 3\n",
      "  min_samples_split: 2\n",
      "  n_estimators: 138\n",
      "\n",
      "Model Type: KN\n",
      "  leaf_size: 12\n",
      "  n_neighbors: 10\n",
      "  p: 1\n",
      "  weights: distance\n",
      "\n",
      "Model Type: FNN\n",
      "  Structural Hyperparameters\n",
      "    Layer: Dense_hidden_0\n",
      "      units: 251\n",
      "      sublayer: None\n",
      "    Layer: Dense_hidden_1\n",
      "      units: 184\n",
      "      sublayer: None\n",
      "    Layer: Dense_hidden_2\n",
      "      units: 47\n",
      "      sublayer: None\n",
      "    Layer: Dense_output_0\n",
      "  Compile/Fitting Hyperparameters\n",
      "    Adam_learning_rate: 0.0008821712781015931\n",
      "    batch_size: 8\n",
      "Model: \"FNN\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " Dense_hidden_0 (Dense)      (None, 251)               2008      \n",
      "                                                                 \n",
      " Dense_hidden_1 (Dense)      (None, 184)               46368     \n",
      "                                                                 \n",
      " Dense_hidden_2 (Dense)      (None, 47)                8695      \n",
      "                                                                 \n",
      " Dense_output_0 (Dense)      (None, 1)                 48        \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 57119 (223.12 KB)\n",
      "Trainable params: 57119 (223.12 KB)\n",
      "Non-trainable params: 0 (0.00 Byte)\n",
      "_________________________________________________________________\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for model in [\"Lasso\", \"DT\", \"RF\", \"KN\", \"FNN\"]:\n",
    "    postprocessor.print_model(model_type=model)\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dd86f18-02ca-4f97-8721-a1a8e3e52ea4",
   "metadata": {},
   "source": [
    "Below is the network plot for the FNN."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d967171c-b32c-481c-bd97-a48e728a0adc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T20:04:27.664126Z",
     "iopub.status.busy": "2024-08-22T20:04:27.663865Z",
     "iopub.status.idle": "2024-08-22T20:04:27.745937Z",
     "shell.execute_reply": "2024-08-22T20:04:27.745551Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "postprocessor.nn_network_plot(\n",
    "    to_file=\"./supporting/heat_conduction_network.png\",\n",
    "    show_shapes=True,\n",
    "    show_layer_names=True,\n",
    "    expand_nested=True,\n",
    "    show_layer_activations=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6bc2483d",
   "metadata": {},
   "source": [
    "To visualize the performance of these models, we can use the `pyMAISE.PostProcessor.diagonal_validation_plot` functions to produce diagonal validation plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "577292aa",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T20:04:27.747502Z",
     "iopub.status.busy": "2024-08-22T20:04:27.747370Z",
     "iopub.status.idle": "2024-08-22T20:04:29.992564Z",
     "shell.execute_reply": "2024-08-22T20:04:29.992051Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x2500 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "models = np.array([[\"Linear\", \"Lasso\"], [\"DT\", \"KN\"], [\"RF\", \"SVM\"]])\n",
    "fig = plt.figure(figsize=(15, 25))\n",
    "gs = fig.add_gridspec(4, 2)\n",
    "for i in range(models.shape[0]):\n",
    "    for j in range(models.shape[1]):\n",
    "        ax = fig.add_subplot(gs[i, j])\n",
    "        ax = postprocessor.diagonal_validation_plot(model_type=models[i, j])\n",
    "        ax.set_title(models[i, j])\n",
    "ax = fig.add_subplot(gs[3, :])\n",
    "ax = postprocessor.diagonal_validation_plot(model_type=\"FNN\")\n",
    "ax.set_title(\"FNN\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c46f1524",
   "metadata": {},
   "source": [
    "The performance differences between `RF`/`DT` with the other models are apparent along with the overfitting of `KN`. The `RF` and `DT` predictions are closely spread along $y=x$ while the `KN` test predictions are over-predicted at lower temperatures and under-predicted at higher temperatures.\n",
    "\n",
    "Similarly, the `pyMAISE.PostProcessor.validation_plot` function produces validation plots showing each prediction's absolute relative error."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1760d87a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T20:04:29.995062Z",
     "iopub.status.busy": "2024-08-22T20:04:29.994884Z",
     "iopub.status.idle": "2024-08-22T20:04:30.806311Z",
     "shell.execute_reply": "2024-08-22T20:04:30.805716Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x2500 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15, 25))\n",
    "gs = fig.add_gridspec(4, 2)\n",
    "for i in range(models.shape[0]):\n",
    "    for j in range(models.shape[1]):\n",
    "        ax = fig.add_subplot(gs[i, j])\n",
    "        ax = postprocessor.validation_plot(model_type=models[i, j])\n",
    "        ax.set_title(models[i, j])\n",
    "ax = fig.add_subplot(gs[3, :])\n",
    "ax = postprocessor.validation_plot(model_type=\"FNN\")\n",
    "ax.set_title(\"FNN\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2c3e2c8",
   "metadata": {},
   "source": [
    "The performance of the models is best represented by the magnitudes observed on the y-axis; however, even `RF` gets as high as $>10.0\\%$ error. \n",
    "\n",
    "Finally, the most performant `FNN` learning curve is shown by `pyMAISE.PostProcessor.nn_learning_plot`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f78af6a3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T20:04:30.819243Z",
     "iopub.status.busy": "2024-08-22T20:04:30.819046Z",
     "iopub.status.idle": "2024-08-22T20:04:30.938591Z",
     "shell.execute_reply": "2024-08-22T20:04:30.938109Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "postprocessor.nn_learning_plot()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {
    "pyMAISElogo.png": {
     "image/png": 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NHncecGuizxs/ahPv3/ApfTvXp6AqEUm1vp3ref+GTzlp9Ka2PP3WHa8dIiIiIiIiIlnN9QGgNXncwcCDQEKbgZ13+FpeuG4GHQuDqSlMRNKiY2GQF34yg/MOX5voUy3g4R2vISIiIiIiIiJZy9UBoDV5XD/gRaAokeddPnYV/7xiFnm+FA04EZG0yvWF+ecVs7h87KpEn1oAvLjjtUREREREREQkK7k2ALQmjysAnga6JfK8H41bzn0XzcGXo/BPxEt8OWHuu2gO14xLeJhPN+CZHa8pIiIiIiIiIlnHtQEgcA9wYCJPuOzYVdw5eT5WQs3CIpIpLAvumDyfy45NeCXgAUReU0RERERERESyjisDQGvyuMnAJYk859zD1vKPi+Yq/BPxOMuCf1w0ty17Al6y47VFREREREREJKu4LgC0Jo8bRIIrdcYO38Kjl89W269IlvDlhHnkstmMHb4l0afes+M1RkRERERERCRruCoAtCaP8wGPAyXxPmdkv2qeufYL8nNDqStMRFwnPzfEM9d+wch+1Yk8rQR4fMdrjYiIiIiIiEhWcFUACPwcODTeg3uUNvLyT2dQWtycwpJExK1Ki5t5+acz6FHamMjTDiXyWiMiIiIiIiKSFVwTAFqTx9nADfEen+sL8+QPv6Rv5/oUViUibte3cz1P/vBLcn0JbQFww47XHBERERERERHPc0UAaE0eZwEPAoXxPue2cwIcVbE1dUWJSMY4qmIrt50TSOQphcCDO157RERERERERDzNFQEgcBlwZLwHT9p/Az8+aXkKyxGRTPPjk5Zz2gHrE3nKkcClKSpHRERERERExDWMB4DW5HFlwO/jPb53eQMPXTY7dQWJSMZ68NI59C5vSOQpt+x4DRIRERERERHxLOMBIHAj0C2eAy0L/nXlLLp0bEpxSSKSibp0bOJfV87Cir+xtxsJ7D0qIiIiIiIikomMBoDW5HEVwA/iPf6KsSs5bp/NKaxIRDLdcfts5srjVibylB9qIIiIiIiIiIh4mekVgDcBefEc2Ke8nj+evSDF5YiIF/zx7AWJTAjPA36XwnJEREREREREjLLC4XBqzvx5fssXnjxuNPAFEFez3nM//oJT99+QhMIk0zQHLW5+bgh/8g+ioSm+zDo/N8T/O3kZvz1jEXm+FN3j4movzOjOqX8dE+/hYWBMeMrUr1o98oDG9pQlIiIiIiIiknYmVwDeRJzh34kjNyv8y0IbqvKZsayEP7w4mD+/NDDu8A+gsTmH218ZyG3+QTQH498QTrzjlP02MG7UpngPt9AqQBEREREREfEoIysArcnjxgDTiSMAzPWFmfmHD9m79/YkFiduV1WXy3WP2/z7w94JBX+7K8wL8dvTF/EzZ2kigyHEI+av6cCoXx5OU3whcBjYPzxl6hctHqUVgCIiIiIiIpJhTK0A/Alxrv676riVCv+yTF2jj2v/XcG/Pmhf+AdQ35TD754dwl2vDUhSdZJJKnpvT2QgiEXktUlERERERETEU9IeAFqTx/UHzonn2A4FQa4/dXGKKxK3WVuZz9RZXWlsbvn2PHyvyq+/WlLb6OP6J4dx19QBhMJaBphtfj1pMR0KgvEefs6O1ygRERERERERz8g1cM0fxnvdH5y4gh6larfLJs1Biyc+6UV1nS/q46XFzfTrXM+ArnU8fvVMLAt8OWFO/OMBVNXlMntVx6jP297g4/r/DaOhOYdrxi0nPzeUyt+GuEj3kkZ+cOIK/vTioHgOzyXyGvXT1FYlIiIiIiIikj5p3QPQmjyuCFgFdG7t6R0Lgyy78126dGxKQXHiRk1Biz+9OJg/+QdRU79nANitpJFfTlzCcftsYWS/6m/t6VdZm8vyTUX89eWBvDOvM5tr8tjesOc5OhQEue7kZVx38jJKippT+dsRF9lSk8eAa4+Oel9FOxzoE54ytT7qo9oDUERERERERDJMuluATyeO8A/gsmNXKfzLIvVNOfz+uSHc5h8YNaQpK27mjvPm88MTVzCqf/UeAz3KipsZ3b+aR6+Yzb0XzeXXk6K3jm9v8PGXlyLTgSV7dO7YxOXHxr0XYGfgjBSWIyIiIiIiIpJW6Q4AL4vnoFxfmGvHL0txKeImtz4/mNtfHkh1ffTu8D+fG+CsQ9aR62t5xWqOFWbCvhu5+vjYYU9to4+nPuvRrnol81wzfnmr988u4nqtEhEREREREckEaQsArcnjhgJHxXPsGQeup3+X6N134k3+L7tFbdmFSCB82gHryYs/vCEYsvh/E5bFfHzdtgLufl2zHrJJ/y71nHnQungPP2rHa5aIiIiIiIhIxkvnCsBzgbhGsH7/hBUpLkXc5N8f9Gbl5sKYj/9i4pJEprgCUN6hid+fuTBmCLitNpf73+wHQKq2wRT3aWll6G4sIq9ZIiIiIiIiIhkvnQHgd+M5qKL3do7Ya2uqaxEXuePVAWyq3nNoDERWbV07fjmFeYlP7S3IC/HrUxczuHtd1Mc3Vufz8pfd9thPULzrSHsrFb23x3t4XK9ZIiIiIiIiIm6XlgDQmjxuH6AinmMvPWaVApks42vhz/t7R6yhOD/x8G+nwrwQFxy5Oupj67fl86snh7X53JKZLj1mVbyHVux47RIRERERERHJaOlaATgpnoNyrDDnHrY2xaWIm2xv8FHXFP02HDt8C+ccupbCvMTaf3eVnxviOwev44QRm6M+XteYQ2Vt9MEj4k3nHb6WHCvuvu/TUlmLiIiIiIiISDqkK/kYH89BR++9lV5lDamuRVxi/bZ8bnx6GEs2FO3x2IkjNzPlqpl0K2ls1zUsC/buvZ0nfvAVk/8xile+6vqtx1duKeS6xyv47emL6KfBM1mhZ2kDR++9lbfndo7n8HHA71Nc0h4sLYMWERERcT/byQF6Av2BfkDXHV/dd/xvF6AY6AiU7vjvgh1fsTdBh227/Hf1jq+qHb++6/9uBjYCG4D1wCZgXXj+i9WJ/lb070+RtgtnyGCBlAeA1uRx5cCh8Rx71sFxT+iUDPfVik7c5h/Es593p65xz+m/1528lK6d2hf+7aqsQzM/nbB0jwCwrtHHe/PLaWxO53aYYtpZB6+LNwA81Jo8rnN4ytQtqa5JRERERFzIdixgIJEtrewd/1ux49f6kJr31KUx/jsuVsXEBmAtsBpYteNr9Y6vlcDy8PwX1yShThHJIOlYAXg8sGfCsxvLgtMOWJ+GcsQNnvqsB89Pjx7+jRlYRcfCIGEsLJKXpHcoCLL/oCqmLy351q9vrsnjPx/34vwj1jCga/SBIeItpx+4nqsfGx7PBGgfkdewJ1NelIiIiIiYZzuDgUOAMcD+O75KWnyO+xQQCSgHxjrAqphYDywBlgJLsJ0lwGJgHrCUgL/t+zCJiCulIwA8Lp6Dxgyookdp8lZ8ibvZvWrpUBBke8OeAeBvT1/MwUO2JbJPW6tyrDD7D6rid2csYsJf9vvWY1u353H7ywPJ84X4xcSlSbumuFf3kkbGDKhixrK4/i03FrcFgLZzFvBf02W0QV8C/uhTeTKd7XQg0nbTUjuPW40l4H/bdBEZz3YeAi4xXUYKPU/AP8l0EZ5lO48BF5guQ1znXQL+Y0wX4Xm2M4TIB75HAscQWdWXDQqB4Tu+dteI7QSA+cDcHf87EwgoGGyB7ZQBW02XIelnVUwE2Bae/2KZ4VJalI4A8PB4Djp5342prkNcoiloMWNZCTX10ReGduvUiC8n+T30vpxwzD0FfTlhOhXq77JsMmHfjfEGgHG9hqVZR9MFtNFE4D7TRaTIODIz/IM2tBbJbiLtYRNMl5FiJ2A7BQT82qxZRDKb7fiIhH0TAIdIO698Wz4wcsfXruqxndnAl8BXwBfAlwT829Nbnoi0RUoDQGvyuDKif6KwhxNHRp/SKt7z++eG8NDbfaiN0v4LEAylbgPa5mD0czc257CpOi9l1xX3OWHkZm5+bkg8hw63Jo8rD0+Z6qZP8zKtDWWnU/BuADjJdAHt0Ml0AR6wH5FN4L2smMjKmKmG6xARSVxkWMfhwLnAGUA3swVlrELggB1fO4WwnTnAp8A04DNgNgF/s4H6RKQFqZ58cGg81yjMC3Hg4G2tHSYe8dbczlTX75k9dywM8stTljC0Z23Krj24ey2/nrSYkqJv/31UU+/joXf68vA7fVN2bXGXgwZvozAvFM+hOUT2gXGTTA1sjsN2MnX1Ymy2k0tkBUGm8t6fSfpl8p9/IrLl9ykiXmE7g7Cdm4FlwHvAlSj8S7YcIisFLwXuJ7Iq8AijFYlIVKkOAPdr/RDYf1BVvG/ExQNKi6J/GHTI0Ep+NG4FPUtT113Uo7SRH524gkOG7hk4r9pSyANvKwDMFgV5IQ6I/4OHuF7L0ihTA5t8Iq2yXnMUUG66iHbI1PvJTbIlGMuW36eIZDLb8WE7Z2A7rxEZavFroJ/hqkREjEt1ALj7ngFRHb6XmzrrJJVe+aori9YXR31sc00edY2pviUhGLbI9UUPnLt0bEr59cU9Dt+rMt5DR6ewjLboYLqAdjjFdAEpMMl0Ae2UyfeTebbTk8iEyGwwENuJa2sXEZG0s51O2M61wCLgKeAEIHV7C4mIZJhUpy1xvWk+YFBVissQN6iqy+WPLw4msDb6e81+netTMvwjWh1LNkQPITdW5bNwXfTHxHsOGBT3CsBRqayjDTJ5xZazY/NtL5lkuoB2KjNdQIY7iex6g6lVgCLiLrZThu38FlgJ3AEMNFqPiIhLpSwAtCaPKwSGxXPsqP7VqSpDXKQoPxhzwMcp+23gt6cvpndZ6ocLFuSGYl5nxrJO/PK/e8WcUCzeMrJfTbyHDt3xmuYWZaYLaIfOeGlfGNvZj8xvK8rkQNkNJpouIM28Pu1YRDKF7ZTuCP6WAb9BU+1FRFqUyhWAg4BWU5Si/CBDe6Ru6IO4x7baPBqboweAzpiNjOhXTa4v9SsAe5Q28POJSziqYs/W81DYYvmmopTXIO4wtEctRfnBeA71AXGNDE6TTG/Z9FJgMsl0AUmgALCtbCefSItZNjkc28nkPS9FJNPZTi62cwWwEAV/IiJxS2UAODiegyp6b09L26eYVVPv41dPDuOrFdGHl67ZWkB9U3pW3RXmhThm761MPnxN1MctK4wv9VsRigv4csLYveL+AGJgCktJVKYHNqeaLiCJJpkuIAky/X4y6Wiy7/vnA8abLkJEspTtHE1kyux9aJqviEhCUhlzDIznoL16avVfNpi1shPvzS+nsTn6Lbe9wUdzMH1bKDUFLTbX5EV9bNbKTvzqybi618UDEliBPDCFZSQq0wOHoZ4YJGA7g4hz2JXLZfr9ZFK2tsNm6+9bREyJ7PP3IPAOMMJwNSIiGcl4ADioW10KSxC3yMsNkdNCvjesZ9ytmEnhywnTrVP0ib/1TTm8/GVXPlusboJsMDD+16CBKSwjUdGX0mYWL7QBTzJdQJKUmS4gg2XrQIyTPDjMR0TcynZOAuYDl5ouRUQkk6UyAOwVz0H9uygAzAYL1nagsjY36mN/OmcB3zl4HQW5obTVU5Ab4oyD1vHX8+ZHfTwUtmiOMbBEvGVwt7hXAPZIZR0JKjFdQBJ4oQ14kukCkiTT95Q0w3Zs3LU3aDp1Bg4xXYSIeJztFGI7fwNexl3/DhMRyUipDADjepHuUdqYwhLEDabO7Mpt/kGsrSyI+vjRe2+hrLgZK415m2VBWXEzx+y95yAQgBwrTK72pswKCbwGdU9lHQnyQsvmIdhO5v5j3na64p1pxl64n0zI1tV/O2X7719EUsl2BgIfAz8yXImIiGekMgDsHNdBHaO3YYp3LN1YxMothTEf37o9+l586bAlxrWXbCzmhqeGqQ04C3TtFHcAGNdrWsrZTh5g7ocmeSwyex+xiaT279B0UgDYNtkegGXyz6+IuJntHAtMB/Y1XImIiKek8s1LeTwH9ShtSGEJ4gbFBcEWV9OFDLbahmKU1Ry0mL60hC+Xe2GrNWlJt5K4A8AuqawjAV4KazK5DXiS6QKSyEv3VHrYTineWQHaViOxnQGmixARj7GdS4HXccsHryIiHpLKALA4noNKi5pTWIK4QbdOjRQXRB/w0b9LPT3LzIXAPUoaYw6BsKxwWtuSxYyy4rhfg9wSknhpWeqJ2E6R6SISZjvFwImmy0iqSKAl8RsHRN/YNrtoFaCIJI/t3AA8CGjIkIhICqTyH6+xez530SFGMCTf1hS0eOy9PgAtTtONJbhjvsbhe1WyT9+aJFbWuv9+0otlG6O/x//9dxYyun91WuvZ1fA+Nfzx7AWcc/foPR4ryg/RPf7VYUkzb00HPgiUEwpbCe9D2Nhs0bu8gVP226DwMk7F8U+fjr6JZfq5JYhMhkLgBOAF04UkaBxx/h2XQToA20wXkUEUfEVMAO41XYSIZDjbsYC/AT80XYqIiJelMgCMa3WhQorYaup9LN1YTP8udVz92HBendkViGyclagwEAxZ7N27ht+evpgxA6vYuj0Py4qEg50Kg/TtXJ/U+gHueb0/z0+PPTthSI9afAaHbeT6wgzpEX0K7LrKAj5eVMap+29IybVXby2kqs6HLwfCYSgrbuKrFZ246ZmhzFndEV9OOOE/61A4MuH408WlXDNuOdvq8mhoymFgtzo6FWq1bTQ58a+Ddsun0V4KAAFOIfMCwEmmC0gBr91XqWM7OcDJpstwibHYTjEBf9zj1EVEovgDCv9ERFIulQFgXJunlagFOKoF6zrw3btHUVmbR2FekMDaDgSTsFfetCWlXPTACEqKmmnecb76xhwOGbqN+y6em8hAhLh8uriUytrM7JJqClo8/mEv9u1fzTmHrk3quTfX5HHd4zbvB8op2rECLTcnTFVdLhur82kOtu/P+q6pA3j28x40BS3CYYtOhc088YOvqOi9PRnle0oCwahbApIOpgtIsonYTg4Bf8h0IXGxHR+RASBe45b7OxMcDHQ1XYRLFALHAS+aLkREMpTt/AH4uekyRESyQWYmMx43Z1VHzvr7aOat6Ug4yYvjgiGLtZUFrK38djfjS1/mc9hNB1OUH/z6mtsbcjlir638/jsL6delbasDE21hdZtVWwp5bnr3NgeAq7cW8uv/DeXdeZ3puCNosiyoa/SxaksBdY2pWVS2vcHH/DXf5ESWBZPuGMOTP/yKUQZbriUpvDaZpjuRQOVj04XE6UjiHHKVYUpMF5BB1P77bRNQACgibWE7PwJ+YboMEZFsoQDQRW7zD+LDBWV8taITKzYXJT38a0l9Uw4L1+05t2Xl5kJmr+pI95JGmoIWPzlpOSfvuzHu87b0Wxg/ahP92xgsplOOldgfxGuzunCbfxC5vjCbqvOZuaITTe1c0dde4XBkVenE2/dj9IBqjttnM9eMW260JmkzLw5rOIXMCQAnmS4gRRQAxs8xXYDL6PshIomzndOAO0yXISKSTRQAusj9b/VjyQZ3DcRsClrMWPbN+8KF6zrgjNnA4O511DdFNk9zxmyMOcijW4yW4sK8ENefuiQl+w4mqrSomX5d6lm5Ofqe/nm+lgPANVsLmDqrKxur8lmxuZCXvuwWc+iJSeEwrNhcyIrNhXy8sJSivCCXj11luixJnNdagAFOBX5puog4TTJdQIp48b5KPtvpC+w5NSq79cF29iXg/9J0ISKSIWxnBDCFOPeMFxGR5FAA6BIzlpWwdbv7/zhWbC7koXf6UpAbIoxFTb2P5ZuKmLT/BvbuU8OgbnVfH7ulJo8vlkdfVNLYbH29951pw3rW8vBlsxn/p/0JhfdcqRdt9d7yTUVMW1JCn/IG/vdZT/72an86FARpaM6hsdn9/5bZVJ3PbS8NUgCYmby4V9ve2M5QAv5Fpgtpke3sCwwwXUaKePG+SgW1/0Y3AfjSdBEikgFspwR4Btiz9UhERFLK/YlTlrjkwRFs3Z7X6nGv/eJzOndoSnggiC8nTHPI4j8f9eKuqe17/9q4W8j1+Ie9+M9HvRjVv5qfO0s5YHAV3To18rtnh/DmnC5RzxEKWy22B6dbj5JGcn1hGpv3/L6Wd2gCYENVPvVNOXy5vIQ/vTiIL5d3omNhkO0NPkJhi+r69v843XLWQsaN3EQYCLVx6ItlRfZePOWvY1i1JfqqRoCaJNQrRnh1pdYpwF9NF9GKSaYLSCEFgPFRABjdBOAW00WISEZ4EBhmuggRkWykBMAlNlXHDv/6lNfzx3MW0r9LHUdVbG3XdYZ0r+Poiq2s3FJIx4IgYSKtoZ0Kg3y6uJQ7X008HKzdMcji00WRCcOFeSG2N/g486D1jOpXzVcr3D+zIBiyoq7cy/WF6VQU5KUvuzHpjjF07dhIQ3MOVXW5BEPW17/3RP3wxBUcvtdWqupyybGgut7H8D41HDasko6FyVkZ+cJPvmDGshL++X5v3g94cWZB1vLiHoAQaQNWAGiOV++r5LGdIuB402W41CHYTlcC/k2mCxERF7Od84CzTJchIpKtFAC6XHF+kOd/8gWj+1fjS8JE3a6dGpl0wAaagxbWLsMtcnPCjN1nM0N71PLe/HIsK3Lt2as6Mm1JfO8LQ2HrW6sY//dpDxqDsdthzY7F+DYrxqCPYMjintf788BbfWkOWqzbVhD1uJbsP6iKUf2qqW30EQ7DEfZWzj5kHd06NdK8Y5VfOGyR6wsnPHCkJWMGVrFP3xqaQ5YCQG9xf6LeNkdgO50J+LeYLiQq2xmIt/d+8+p9lUzHAu7b4NUdLOBk4F+mCxERl7KdPsDdpssQEclmCgBd7s7vzWfMwOqkBkM5Vpj83D3P172kkcuOXcX5R64BoDAvyLzVHfnJ4zZvzulCp8LmhNpcWzrWlxPGclECaFmRYR+77/cXDkNNvQ9IbKVfx8IgNfU+jtl7C3d+bz7D+9RQ3xQ5R0FuiPzcELDrgJHUNETn54Y4dGhlSs4txni1BTiHyDRRtwYIk0wXkGJqAW6d2n9b5uafXxEx706gzHANIiJZTQGgyzW1sIIuFfJ3CacARvSr4elrvqShOYfCvBC3vzyQ3z07pN3XCYYspi8tobbBx+aaPI60t9K5Y1O7z5uomnofM5aVsHBdh6jDPtril6cs4RcTl9LQlEN+bohORUFyrDB5vuaknD9Rw/vU8MGNn3LE7w42cn1JOi8HNafg3gBhkukCUsyrwXIyOaYLcLkTsZ08Av70/2UuIu5mO8cBZ5ouQ0Qk2ykAdLlgqPVjUinHClNa/E1w9atTlvCjccvJzQmzrS6Xa/9dwbOf92jTuX88pYIcK0x1fS7Xjl/O/5uwjD7l9ckqPaZQ2KKx2cICPlhQzkm37U+Hgrbvu+eM2cjdF8yjrLiJpmAOnQqbKcgLuaZRzJcTJsdFqy2l3bwcAI7DdgoI+BtMF/ItttMFONJ0GSnm5fuq/WxnJNDfdBkuVwocDrxjuA4RcRPbyQXuMl2GiIgoAJQEFeSFIuEWUFrczH0Xz+XWsxYyqFsdVz06nEff6xP3ubY3fNNWe+8b/Xjgrb507dTEm7+axtAetUmvHWDpxiLG3nogm6rz8eWEadox9XfXWuJx3uFreeSy2SzdWERZcRM9ShtTUW7SdCoys/pQUsLLwxo6AmOBV0wXshuHSIuyl5WZLsDl1P4bn4koABSRb5sMDDddhIiIKAB0vXDY3Uu3upc00r0kEn798ZwFTDpgA9V1Phqac7jjlYHMXhXfopLG5hwagRWbfYz+5WHUNvqY+vPPOX7ElnbvfxgKW7w7r5yxtx5IcX6wTZN79+69netOXkZRfpAOBUEOHrqN/NwQdq/t7aotHd6b35kT/7S/6TIkeby+UusU3BcATjJdQBp4/b5qL7X/xmcCcJ3pIkTEJWwnH7jBdBmG1AHLdnwtAVYAW4CtwOYd/12149gaYPdP64uAAiIbkXcC8oEuO7667fLfXYC+wACgF+6asygiLqMA0OV6lrmrE64l3To1ctLojVhAri/MW3O7xB0A7mpnQDfx9v3w5YT5w9kLuXLsyq9XHsarKWjxwFv9+PkTe329v19bwj+AYT23c8kxq2gOWoSJTE3OBOEwfLWiE43NXl+8lFW8HtRMxHauJuB3xw+Z7RQB40yXkQZev6/aLtICfqjpMjKEje0MIeBfbLoQEXGF84DBpotIg1rgQ2AGMB2YTsC/pJ3nrEz4GZHAtS8wkMi2FYOIrL60gQogr501iUiGUwDocj+eUsEBg7YxuHud6VJatXOSLsAbs7swY2lJu863M7S69t8VLFxXjC8nTI/SRi4+ejU9ShqiThHeUJXPI+/2YW1lAeGwxd9fS86WTTvDx1yfOzKJeFkWX6/QFM/w+rCGPsD+wOemC9nhRFyzo2dKef2+ao/xeL8FPJkmEpn2KYm5GrjWdBFt9D4wwnQRLagisjoqE2X6Hi4/Nl1ACs0CXgTeAD4k4Df+D+7w/Bcbiaw23CN8tCom5gJDiQSCewP7Evn31qA0ligihikAdLk1Wwv46ysDuev8+e1uhU2XNVsLuPWFwcxbE/395HcPXctlx67iR//aO+4Vgv94ox8Qaed94uOe3H3BPPqUNzBkx16BSzYUsbaygB/+a2++XF5CZJ1e/Cp6b+eu8+fxr/d7M+XD3ns8vmpLISs2F9K/S+qHlCRTVV0uT3zS03QZklydTBeQBqfgngBwkukC0iQb7qu2UvtvYiagADBxAX8tkVVEmcd22j5JLT3CBPyVpovIOpHJvyNNl5Fky4HHgf8Q8M8xXUwiwvNfbAbm7/j6mlUxsStwAJEw8OAd/90r7QVKOt0H/NJ0ER7l+sBGAaBLtDSl9ZNFZYTDZMyODk3BnK9bbqOpachln741PHXNlzQ05XDO3aNjhoU7hXbZC3HWyk4ce8uBhMIW6+99m9ycMEOvOwqL8NfHheP4ZuVYkeN7lTVwx+T5HDaskkffjT7E5OOFZVxw30j+96Ov6NrJ+Ad8cfvLSwN5fnr3qI9lSqAsu7Cd9i2rzRynADeaLgLb8RFZzZQNvDxcpu0i98B402VkmKOwnU4E/NWmCxERo64wXUASfQrcDjxDwO/2wDsh4fkvbgJeBV61drZX2c5Q4Ejg6B1fAw2VJ6nRoA9Fki8czoz31goAXeLei+Zy7j2jqKrb849k+tISrnhkOA9dmhkfNBXlB79uBY5mY1Ue1XW5Xw/QuOfCuVTV5XLtlAqWbYyv025n0Nfj6mO//rV4Qr+d+nWp567z57FhWz7dSpoYP2oTyzcVsaayIOZzaht9VNbmZkwAGA7DnNXRV1h2KAjyj4vmprkiSYJsadMcje0MIOBfbriOI4hsrp0dbKcDAb/7Jxul1+FoQnKi8oHjgWdNFyIihthOOXCq6TKSYDbwEwL+100XklYB/yJgEfAoALbTFziGyLYo44kMIRGRDKQA0CUm7LuRkqLmqAEgwOMf9ub+i+fiy4DhE6GwRawAvH+Xen4xcSkDu32zp+Gxw7cAMLJfNU991pMnPunJnFUdaQrmfGtVX1vlWGHCWOTmhNmnbw1nH7KWMw9az9Ae3+60CYWhvoUhIQW5IToWZsaHfuEwPPB2P56Z1iPq4x0Kgpy6/4Y0VyVJkE2DGk4F7jJcwyTD10+3joACwG9T+2/bTEQBoEg2O5fIhwGZqhr4BfAAAX+m78PYfgH/KmAKMAXbySHSJnzyjq8DyJg+NRHRptYucsGRa+hQED1gqm/K4e+v9ae+KbP/yH4+cSmn7LchapA5uHsdP3OWMuP3H3PpMas4YNA2TjtgQ8zvSTyK8oNMOmADBwzaxkVHr+aLWz7iFxOX7hH+AfQua+CcQ9fGPFcYYgabbtLQlMM9b/TnqkeHR328OD/IhUetTnNVkiTZsgIQ3NF6O8l0AWmWTQFzvCaYLiCKStMFxOFkbEdvCEWy11mmC2iHacAoAv57Ff5FEfCHCPg/I+D/LQH/QUT2C7wK+IAM2P9MJNtpBaCL/P47CynKD/KHFwazvWHPlWg/nlLBD05YYaCy5FlbmU9to6/FUC8chnsunMe6bQVsrs6juj6XN+d0JhhK7L2ELyfMoUO38dvTF9O1UyO9yhpaPL4gL8T3T1iBZUUmD2eq/NwQP55SETWsLMoP8lNnGb89fVH6C5NkKDNdQBodg+2UEvBvM3J12xlN9u15o0Egu7KdgUSmJbrNi0SmN7p5c/0eRFaFTDNdiIikme10J7KFRiZ6EjifgL/lNw3yjYB/PZGhEvftaBU+GzjHbFEiEosCQJe5/tQlrNhcxCPv9qE5yiCNGctKOHDwNqwM/Vw93Eo7b22jj0Xriqlt9DHpjjGs39b27oFgyOKtuZ0Z9cvD6FbSyPSbP6ZfK1N8gyGL+sbMXmU5Y1n0ORG+nDDfPXSdwr/Mlk0rtHKJtJb8n6HrTzJ0XZOyZchMvNywCjWaV4ENuDsAhMjqSQWAItnnVDKzy+xx4HsE/FrF1laRVuHbgdu1ClzEnTLxxdnz9h+4jXxfKOpjh/72YF6b1TVqOJjpQmGLx97rw1G/P4hDf3twu8K/3W2syme/Xx/Ku/M6s2xjUcy9FoMhi7qm2PsAulkwZPHmnC4c8ttDot4f+bkh9h9UZaAySaJsagGGyDRgU7yweXmisilgjocb23/DwGtEQkC30/6JItlpnOkC2uBV4AKFf0mk76WIKykAdKFzDl3HWYesoyh/zzbZUNhiwl/24/kZ3RNuiXWrrdvz2N7g457X+3H9k8PYVhv/wlTLIu7VkJuq8znmlgM5/HcH8/fX+lPb6GNLTd6e58vA7SvCYfB/0Y2T/7xf1PCvIC/EmQet57st7HEoGSHbApqTsJ281g9LMtvpD4xJ+3XNy7b7Kzbb6UBk4qHbfE7Av4nIXkt1rR1s2P7YTi/TRYhIGtmODxhruowErQTOI+DPjEl/IiLtoADQhUqKmnn08tlccvRqCvL2XAkYDFl89+7RPD+9u4Hqkqdhx0CTm58bwkUPjOCGp4ZRmWD4d/CQSg4ZWkmOFX9ot2ZrAX96cRAX3T+C3z4z9Fu1AORk4E/Fi19055y7R9PYvGfx+bkhLjxyNf+6chblHZoMVCdJlG17tJUCRxu47iQD13QDBYDfOAEoMF1EFJGVfwF/PfCO0Uric7LpAkQkrcYA5aaLSNCVBPxbTBchIpIO2gPQxf5+wTzqm3L45/t9aNptVVdT0OK8e0fx9vXTOGRopZkC28CXEyY/N8SGqnz8X3Rj1ZZC/vNRr7jbfbuXNFKYFyIM7NVzO6/9Yjo5Vpjxt+3P3NUd2VabG7O9d1fV9bk8+WlPupU00rVTI33KG5gwZiNdOzYmFCa6wedLSzj3nlFRJ0Tn+iL7/t138VwDlUkKmNyjLQyYWHZ8CvBGmq85Kc3X2ymE2Q/mtAfgN9zY/gswdbf/PslUIXFygIdNFyEiaXOI6QISNJWA/2XTRYiIpIsCQJd78NI5VNfn4v+i2x6Tgeubcjjhjwcw8w8fMqibezqBok2fBSjOD1JZm8u81R35/fODeWZaj7jbmPt1qaehKYd3f/0Zdq/te7T9vvqz6Tv2EOzNjU8NJRS2WFvZ+uKNjVX5/Obpofhywpyy3wZ+c/piFq7LnG3WVmwu5IQ/HBh1anRxfpDxozfx2BWzDFQmKWJyhdZ0IlM90+0U4Edpu5rtdAaOStv1vrGSSMja38C1d8q2FabRRTYud+PKtUrgk13+/9QYx7nJCdhOgSZqimSNQ00XkKA/mi5ARCSdMrDZMfs88YOvGD9qU9THaup9jLn+sKQOzGivgtwQub49U8AHLpnDnFUdGf2rw/jfpz1bDf9yrDDdSxopKWrmi1s+Yv29b1PRe8/wb9fjLz56NSvvepd3fj2N8g5N9CqL7z1HMGTx7Oc92PdXh/HP93vH9RzTNtfkMeb6w2K2TZ8wcjNPX/NleouSVDOZTpsaOjAA2xmdxus5gIlJQM8AjQauuyu1AEeMAdz4F8Gb39qjKuCfD6wwV05cOmCmjV9EzDjQdAEJCADvmi5CRCSdFABmiE5FzTEf21abi/3TI5m72h3v3ZqCVtRVgJP/MYo353Rp9fm+nDAFeSGOqtjKsz/+guV/e5fOCexdZ1kwtEctX936Ea/8bDpdOjZFHaiSqHA4+u/LhMDaDuz1/47cY4jJrjoVxr5nJGOZ+iHfTmTyqCnpnMg7KY3X2tUzRL7PJrnjLxHz3Dq9NlqbWiasAnRrO7WIJJPtFAJDTJeRgMc0qVZEso0CwAzx9/Pntdjmu602l8NuOpj35pvdd3fpxiLOvGvfuIK+aArzQhy3zxZ+dcoS/vP9mRw2rJKy4ua4J/3ulGOF6delnpH9anj/xk+5ZtwKRvarxpfT9r/nfTlh8qKsbEy3jxaWcdhNB7cY/vXrUs/fL5iXxqokTUoNXbcZ+BioMnT9iWm5iu0UAePScq1v2wh8SOT7bJICwAi3BlbRQnhTK3MT4dZAVUSSq4LMem+ZCa+fIiJJlUkv0lmtY2GQj377KQNbCQFP+et+RqcDz1hWwtINRQk/r3d5A/271PPTCUt58odfcuNpi+Nu321JjhVm797b+cPZC3jlZzM4+5B1DOxWR2lx4u+z83NDdChs/0rC9vB/0Y2Jt+/XYvjXv0s9H/3mU8ra8HsU1zMV0AQJ+JuBNw1d/wBsp08arnMCUJyG6+zuhR2tnTUGrr0rUwGze9hOD9zZwjabgH9VlF9/CzD7F1PrBmM7e5suQkRSLpN+zjcAX5kuQkQk3RQAZpCepQ289+vPGNKjNuYx22pzufD+kTz5ac80VvaN8g5NdChI7L1IUX6Qhy+bzdI73+N3Zy5qUzgXjz7l9Tx+9Uy+vOUjfjlxCX3K6+nXpT7u589Z1ZF/f9Cb5qCJQajw9LQeXHD/yBbDv4Hd6njvhs/o2zn+35dkFFMBYPWO/zXZbnhKGq4xKQ3XiOaZHf9rOsjREJDIVF0zL/Iti/6zF/BX8u3BIG7l1lWVIpI8A0wXkICv1P4rItlIAWCG6delng9u/Iy9esbeKqqyNperHh3Os5/3SFtdyzcVMW1JKe/PL2fL9tgB1a56lDbSqbCZ//7gK8aN3ESOlZ6/h0uLm7nu5GVMu/kTHr5sNp0Km+lR2vre+2srC/jVk8P43bND+HxpCcs2Jr7Ssa1emNGdqx4d3mL4N6RHLe/f8BkDurpnIrQknekWTZMBYGrbgG3Hh5lWxSq+WVlZ3dKBaZA5I9BTx63tqi21qpncnzNebv2+ikjyZFIAqH1yRCQrKQDMQD1LG/j4t59y4OBtMY/ZUpPHlY8M57np3Qms7UB1ffRJscnQHLT4xX+HcdCNh/DbZ4ayqbrlicQdCoJ07dTIn84J8Nb10zhuxJaE9/hrr1xfmF5lDRyxVyVvXT+Nv5wboDyOQSNbavK4+bkhHHjDofz0/2wWrS9m5ebClNRYXZ9LYG0HXpjRnSseHs7Gqtjf1zEDq/j4N59q5Z/3mQoAI8uOA/5lwAJDNRyH7aTy938Y0C2F54/lFQL+nfsdmF6NYDpgNst28oETTZcRRR3wfguPZ8I+VkdgO2WmixCRlOpruoAELDddgIiICalLhSSlOnds4t1fT+PYWw7k08XRt23aUJXPaXeMoVNhMz+fuJTrT12S1Bq21OQRDFn85pmhPPFxr7ies/+gKk47YD1nHLievXrVpm3VXyxF+UEOGFTFAYOq6Ne5nkl3jKGyNr4fi6c+68FTn/Xg5H038ujls+le0voqwkTc+3o//vDiYLa1Us/+g6p4+/ppmvqbHUzt0bbrzT0V2MtADfnAeOCpFJ1/UorO25qnd/nv2J/qpEd2B4BwJO5sg35rl5A4ms+BLUDnNNXTFj4iA3b+a7oQEUmZtk0ANGOr6QJEREzQCsAMVpQf5M1fTWPfAS13jVXX53LHKwN58O3kfTC3fFMR1/9vGIf/7mD+76P4wr/DhlXyf9//iutPXUJF7+3tCv821+SxZZev1lYdxuPovbfw1q+m8Z2D11HRO3aL9e5e/rIbFz0wgvlrOlDX6COchEzzkXf7cPsrA1sN/0b1r+atXyn8yyKmAppd72qvtgFPSuG5Y6kHXjFw3VjKTBdgmFvbVFv+mQv4Q8Dr6SmlXdz6/RWR5HDzhxC7Mz10S0TECK0AzHAdCoK8d8NnHHfrAeTnhvlwQVnU4zbX5PGrJ4dhWXDpMdEGCcZv1spO/ORxmzdmJ/ZB3y8mLmFYz9gDTOJR1+jjxS+6MXVmV3J932QSTc0WVxy3kjEDqsnPDbX5/GMGVvHkD7/itVldGPenA+J+3stfdmPRumImjNnEKftt4OiKtrc1P/peH375371abPk9bFgljc05vP7LaZQUKfzLCpH2RFOv2buuTHubyIrA9qfuiXOwHd+OibnJYzsjgcFJPWd83iDg3/VNSKWBGnaV7SsA3RpQxRMSTwXOTnUh7XRSSn5+RcQtyk0XkAA3DnsSEUk5BYAe0Kmwmc9+9wnV9blcdP8Inp4WffjHpup8fvHEXtTU+7js2FUJTettClp8sqiMjxaU8eznPWK2HbekPfsQbqrO58UvurFwXTG3vzyQxuY9F69+tLCMyYevZUiPWs44cH27gsC21LpgXQcWvNKBl7/syp+/G2DifhsTen5to4+H3u7L758f3GL4N2n/DTx6xSzKUjQtWVzLHeFMwF+L7XwAjDVw9c7AEcC7ST7vpCSfL17PtH5IWvmwnYJW2k29yXb2AoaaLiOKpQT8i+I4zuTK3Hh1AQ4GPjJdiIikRIHpAhJgaksVERGjFAB6SKfCZh69YjYlRc089n6fqK2om2vyuOmZoWyrzeW6k5fRsTC+EPCN2V249t8VLFjX9iGRzaG2fdjW0JTDLc8P5t43+kUN/nYKrO3ADU8NJc8XZvH6YvbuU8NR9la6tWFvvpau05rA2g787AmbXF+Yk0Zvius52xt83PHKQP76ygC2tjBF+XtHrOGu8+cp/MtOJQavvXsg9CpmAkCAU/BGABgCnt/t10zvAQiRoDn7AkCYYLqAGOJrEQ/412A7s4CRqS2n3RwUAIp4VSatqutnugARERO0B6DHdCps5m/nz+cHJ6yIeUxlbS5/fWUgtzw/hAXrOrB4fXHU42obfSzbWMSzn/fgN08PbTX8O6piK1cfv4L+XaJPom3rvwpue2kQ973Zcvi3q6agxQ1PDeW7d4/mDy+2rasv1v6EfTvXc9XxKzl2+JYWnz9/TQd+/b9hPD2tB8s2FrG9wRf1uCUbiliwrgN/eGEwf3l5YIvh31XHr+TvCv+ymcnhBHW7/X+Tq41OSerZbKc/sF9Szxmfdwj4d38hMT0FGNw5BCMdUrm/ZHsk8rP2WsqqSB63Bq0i0n4mP6hM1AjTBYiImKAA0IM6FTZzy1kLuWZc7An3VXW53PtGP865exS3PD+YhqY9b4VXv+rKhQ+M4Ef/qmDakpZXyvcsbeCW7yzkN6cvpl+MALAt7nuzH396cRD1UeprTVPQ4r43+3LP6/2TVk+f8gZuPG0xt561kN7lLS+SmbGshGv+VcFFD4zg2c97sL3hmwEh1fW5VNfncpt/EGf/fTR3v96/xYEfPzxxBX84awGlCv+ymTtagCNmAWsNXXsotjM8iec7NYnnSsRzUX6tKt1FRJF9bVG2U0JkArDbNAFvJnD8q6kqJIlGYTtaeSPiTcl7A5B6R2A7eh8sIllHLcAe1amwmZvOWERT0OLeN6IHYFV1uXyxrISlG4rp16Wen05YSsfCIMGQxUtfduPX/xvGvDUtr/ob1b+aQd3quGLsSo6wt/LMtB4s31SYlN/Dw+/05Wf/t1fM1XPxqGv0cfNzQ/h+CysiE7FySyHvzy/nOwev47ErZnH3a/1ZuaWQL5ZF/9Bz9dZCVm8tZNWWQt6ZV874UZsY3b+aZz/vwYxlJbw7r5x121reMuXysav43ZkLFf5J2/vv2+/bwVTAH8Z2XgMuMFMOpwBzk3QuUwFgtP3/2r5xafK4KWhOlxNx57+HPiDgj38kPXxAZLVuUYrqSZYJwH2mixCRpGsAkvMmIPW6AYcD75suREQkndz4D15JktLiZm46YzE5FizfXMSni0rZEGW4RGVtLve83p8NVfkcOqyStVsLmPJh71bDv/5d6vnzdwOcOHLz179WmBciz9f+LrZgyOKmZ4e0a3DITrUNObw4o1vCQzmiyfOFKMqP7Jt4wojNnDBiM2/N7cwlD45g2cbY77kWrS9m0fpi3pjdhWE9a5m5olPUP4udupU0cvCQbQzoWseNpy1W26+A2WAmWjA1FXMB4Hjgj+0+i+2UA0e3+zyJ+5SAf3WUX69OeyV7ysYA0K3TfxNb0Rfw12M77wAnpaSa5HFQACgi5l2IAkARyTIKAD2ua6dG/n7BPGobfTz4dl9+/sReUdt9N9fkcd+b/bjvzZY7c3w5YfbqWUu3kkZ+eOLyb4V/kLwNrHw5YXw5yTlbdX0uVz06nIn7JWduwO7DVcYO38Idk+dzxysD2VSdR2BtB4IxBp4s31TE8k0tL87Izw3xc2cpVx63MqFJzeJ5ZQav3RTl114n8iNvYtPvw7CdYgL+2naeZwJm/h58Lsavu+EH3uRK0/SLtICdbLqMGNrS0jsV9weAx2E7RQT8u+8tKiKZrZrM2kbiPGznBgL+NaYLERFJF+19kCWK84NcdNRqfjlxCQV5iXeZFeSF6FHayKn7b+CBS+bwzvWfceZB61NQKYTCFrNXdaSuse2tv7urb/Ixc0UnQuHUZBWT9t/AO9d/xiOXz+bkfTdhtfEyO8O/S49ZpfBPdmcymNmzDTHg3wRMT38pAOQBRyThPKZWfkVr/wWoSWsV0WXSJu7JcCCRVjC3WUtkr81EmRzQE69CzE0RF5HU2Wq6gAQVAH8wXYSISDopAMwiJUXNXDt+OdefuoQepY1xP69bSSPfP34FD106m9vPDXCEvbXNAVc81mwt4Jy7R7N+W+wW2URtrsnjrL+PZvWWlvfbaw/LgoOHbOOv583nwiNXU5yfWIDXraSRX52yhB+ftFz7/Uk0bmzNNDl0oH0BQmTl1wnJKSUhcwj4F8R4zA0/+NkWALq1/XcqAX/iy+AD/vlAcja9TS23ft9FpO0qTRfQBudjO25dBS4iknQKALNMaXEzv5y4hFvPivX+c0/nHLKO288L4IzZyMBuqe/YWbKhiI0t7I/XVhur81m8oTjp593d0B613H/JHCYdsCGh5/3ujEVcf+oSyjtE67YUMboCMNbKtNfSWsW3Hd/O5+8PdE5GIQl6toXHEhn4kCpuDJpTya1BVHvC9UxYBTjBdAEiknTt32zbjH9iO4NMFyEikg4KALNQdX0u89bE9x4vzxdm0fpifvP0UKbO7JriyiLyc8MpWWFoERnikQ4rNhWxZmtiqw0XrS9OytAT8SyTK7NirUz7mN0nBKfPGGynrB3PH5+sQhLUUgDohvQ/ewJA2+kD7Gu6jChCRPbYbCuTK3Pj1Q/bGW26CBFJqlWmC2ijrsDL2I4bt4MQEUkqpQ1ZZm1lAVc+MpwXZnSP6/imoMUrX3Xlla+6MmZgFR8sKGP/QVWcPHoT+bmpCdMGd69l/KhNPPFJz6gDS9oiPzfE+NGbGNqjvTMDYmtszmHqzC58tqSUV7/qxudLE8trbn95IEs3FjG0Ry0XH70au5cbFgOJi5gMAKP/sAf8zdjOm8Bp6S0HiHyAdQyxB2q0xkT77zIC/hktPJ66F6j4ZdMQELeuQvuMgH9LO57/FpGBMsnbSDc1JgBfmS5CRJImUwNAgArgLWxnLAF/pq5kFBFplQLALLFmawH/+qA3M1d0ijv8290Xy0r4YlkJ3UsaufnMhVx27KqUrNTrXtLIQ5fO5s05nVm1pTAp5yzv0MyDl8yhKM59+VoaFrL773n11kI+WlDGtCUl/PeTXqzY3Paan5nWA4D3A+X85+qZaWm5loxhMphpaZXfVMwEgBDZB/C5hJ9lOyXAYckuJg6xhn/sFP/mrKmTSRMc28utAWD7WngD/kps5xPg8OSUkzITgFtNFyEiSbPMdAHtNAL4GNs5gYB/qeliRERSQQFgFli+qYiLHxjBW3OTs93Vhqp8bnp2KNvq8jiqYgsDutbTs7QBgFAIQolvW76HXF8YX04STkQksBvUrTbu8A+grDh6J14wZNHY/M2qxNpGH/94ox+3vjCYcHLKBeDjhWVc9vA+PHDJHAYpBJQIt7ZmmtxvrK2DQMZiZnXUc6087oYf9k6mC0gL2ymk/ftIpkoyWnhfw/0B4CHYTtcdE8VFJPMFTBeQBEOAz7Cd0wn43zddjIhIsmkPQI9bs7WAC+9vPfzr36We609dwl/Pm8+fzlnAURVbWz3vH14YxJl/25dH3u1DUzCyLK5TUZCi/Pa3BofDkRCwvXKsMIcMreRv35ufUEC3uSb6EJLi/CBdOzUSClss31TEw+/04a+vDIjr3EfYW/nj2Qu4Y/J8fj1pcaur+96Y3YUL7hvJynasKBRPMRkAxr5ZA/5lQPxThZJrH2ynZxued2LSK2ndBuDDVo5pSEchrXBr0JxsxwKpnwqVuC3AtCScJxP2AcwBTjJdhIgkzXwi2w9kuq5E2oGvw3ZS0OskImKOVgB62IaqfM6/byTvzIsd/g3qVsf5R65hULdaLjhyzde/PmHfjfz3k558sbwE/xfR98Tduj2Prdvz+MtLAykpauYHJ6ygvinn6zCwPSwL/npegEse3IdN1W2bCGxZMKp/DQ9eMod9+sYaYvptzUGLl77sxu+eHRL18aL8EKGwxSPv9uEfb/SjsjaPusaWFxKdvO9G9h9YxZkHrWdU/+qvf72i13YWrOvAfz7qxaL10d+Hvh8o53v3jeSJH8z8epWlZC2TrZmt3XxTgb3SUUgUY4H/JPgcEwNAniPgb+3Tkfq0VNKybAkA3dr++zoBfzLeQH9OJEw0Mek6EROAf5suQkSSIOBvxHYWAHubLiUJcoG/AOOwnUsJ+FeYLkhEJBkUAHrU4vXFXPXocN6c0yXmMb3KGvjjOQs46+B1ezy2T98afnfmItZsLeDaKRX879PYi2y2bs/jNv8gPlxQxuothaxO0r59p+y3gb+cm8sHgXLem1/OovXFLe7NtyvLArvXdv5x0dy4wz+AuiYfHy8qY+G66IHcis2FXP/kMNZUFrBsY1Gr5zvtgPX8/YL59Cnf8339eYevBWBU/2qu+VcFq7dG/769O68zk+8dyb0XzWOvnhoMksXcHMxMBX5o6NqJBYC2MwQYlLJqYmtp+u9ObggAs2UIiGO6gBiSs3Iv4A9hO68DZyflfKkzDtvJJeCPNWlcRDLLJ3gjANzpBGA2tvNL4F4C/iRu+CMikn4KAD2kKWjx6lddeWtuF75a0Ym3W2j77VHayF/ODUQN/3bVu7yBP569gOq6XF6d2TXmcSs3F/LEx73aXHssFxy5hrMOXs/nS0u44uF9mL+2Q6vttpYFe/WMhH+HDK1M6HoWYXJb2Htw6/Y8PlpY1uI5cqww3UsaOXb4Fn516pKo4d+uzjhwPc1Bix9PqWBtZUHUY96c04XLHx7Ovv2rOXb4FsaP2kRBXmqmMItrmQwAK1t5/G0iAyzatly3fY5L8HgTq/+qiExmbY0blvmWmS4g5WxnH2CA6TJieC2J55qK+wPAMuAI4B2zZYhIknwCXGS6iCTrBNwNTMZ2fkLA/7HpgkRE2kp7AHpEMGTxQaCcqx4dzp2vDmgx/OtV1sA9F87l3MPWxnXuwd3ruP28AONGmdmnuyg/yJH2Vv5x0VwOGryNHCt2QGdZsP/AKu69aC7H7L0l4Wvl5NCuYM2XE+bio1fz5I++4q7z5zMiztWHZx+yjnsvmttiWPjuvM78beoArnxkOO8HygmGtC1JlnHvyqyAvxb4wNDVB2I7iazoM7H/34sE/K1P+A343TAExM0rTZPFrav/ZhLwr2n9sLiZHNCTCLe2Y4tI4t4zXUAKHQJ8hO38N8F/d4iIuIZWAHpAOAyLNxRz5SPDY7aR7tSnvJ6HLpvD+ATDvOF9anjgkjl8ECjntVldeXpaD2rqExuimdfOoR5H772F+y+Zw/SlJeT5wqzZWsCvnhxGKGxxy1kL6du5nqbmHPYbWMWYgVVtukaO1fIKwJYU5Qe57NhVXH/qErqXtP5ef3eT9t9AUV6Iyx/ehxUtDP5Yt62AKx8dzovXzaCi13Ys5YDZwmQwE8/KtFdp+1Te9joOeKjVo2wnDzM1xtP+u1MTkJeqQuKQDQGgWwOn5A7uCPjXYDuzgJFJPW/yTQB+aroIEUmCgH8+trMC6G+6lBQ6CzgN23kEuFX7A4pIJlEA6AGVtXlMvnckC9a1vECob+d6/nXlLI4dnvjKOIhMCj73sLWcMGIzpx2wngXrOvDExz2Zsawkrufn+trfsjq6fzWjdxmkUd6hiVDY4srjVrb73ADhsEWi8d/o/tWcd/hahvXczmHDKtsU/u00btQmHrx0Nptr8vnds0OYvyb6n+ni9cVMvncUr/3ic7p0bGrz9SRD2I7JASDQ0hTgb0wFbkt1ITGMJZ4AEA4l/QFXPYkFO7WYHfhS4Ok92WynM3C46TJiSMWKvddwfwC4N7YzmIB/ielCRCQpXgUuN11EiuUBVwAXYzv/BP5EwL/IcE0iIq1SAJjh1m0r4Nx7RjFtSfT3i5YFI/tVc93Jy8j3hdsc/u2qW0kjp+6/AYBDhlbyw3/uzVcrOrX6vD+/NIgnPu7Fqftv4PQD19OhoP2DDi8fu6rd59ipvimHJz/twX1v9ov7OSP61nDn9+a3qd04lhNHbv763Bc9MILpS6MHrDOWlXDG3/ZlylWz6NvZDbMDJIXc2/67U8A/E9tZDfQxcPV4V/WNS2kV0b1KwJ/I9B43JPodaX3fx0w1Hnduf1JDatroXwWuS8F5k80B7jJdhIgkxbN4PwDcKQ+4lEgQ+AzwV+0RKCJupgAwQ4XDMH9tBy57aAQfLiiLedywHtt5/OqZce9Fl6gj7a1cf+oS3pzTmY8WljFrZewg8LPFpXy2uJSPF5XxzLQe9O1cz88nLjUeXq2tLODW5wezemsBny0ubbWNGiJTko+q2MqR9takhn+7Gtmvmn9eMYuz/j6auaujL1p6d15nvnPXaB68dA779KlRO7B3mW7LrG79EABeBi5LZSEx9MB2RhDwz27lOBMDQJ5J8PjtQOyJS+lRhncDQLe2/74d1z6RifuAyAre1sfWm6UAUMQ73gA2At1MF5JGOcCZwJnYzkfAHcBznl1NLyIZy42fgksrwmH4ZFEZ594zusXwb0DXOh65fHbKwr+dJozZyD0XzuOW7yxkSI/aVo9fs7WA56Z35+7X+/PzJ/ZiQ5WJwaERm2vy+MUTe3H36/159vMerYZ/ZcXNHD9iMz93lnL3BfO+XgmZKvv0reHhy+YwqFvsDszIvTCKDxeUEworAfQo0ysA412u+3JKq2jZsS0+ajtdgTHpKeVrzcALbXiOaabvt9SwHR9wkukyYkju/n87Bfz1ZMaE3aOxHdMfdIhIMkRCrydNl2HQYcD/gBXYzk3YTvytRSIiKaYAMMOEw/DOvM5c/OAIvlwee7Vd3871PHL5bA7fqzLlNRXnB/HlhJm430Z+PH45ZcXxv3/9z0e9uPu1/jz2Xh8qa9O3ILWqLpfH3uvDPa/3518f9I7rOcP71PDQZbN54JI5nHnQenKsMMX57W9jbs0hQyt58NI5jBlYFXMC8qyVnbj4wRG8Nacz4fbNWhF3Mr0HYLw/1G8AqVjFFI/jWnn8RCDdCfmbBPzbEnxOaj+xiY9Xg5jDgHLTRcSQmgAwIhOmAecDx5suQkSS5h+mC3CBXsCNwFJs5zls55Qdw8hERIxRAJhh3pnXmcse3ifmcAiAwd3r+NeVsxibhP3+ErVP3xp6lsUzMPQbd702gGv+XcGVj+zDu/M60xRM3Xv05qDF+4FyrnxkONdOqeCOVwbG/dze5Q2MH7WJQd3qKEpD8Ler4/bZzH0XzeWhy+Zw1sHrKMjbc6DKwnXFXPbwPrw1t4tCQO9pfZPN1IovlAr4a4D3UltKTMfsWOEVy4lpq+QbT7fhOel9cYnOqwGgW9t/F6V4AEYmBIAAE00XICJJEvDPITNWH6eDDzgVeB5Yhe3cge3sa7YkEclWCgAzyAeBci57eB8Wry+O+niOFWZU/2r+deXMpAz7aIuqulzqGhO7rbbV5lJVl8t/P+nJpQ/tw6G/PYSPFpYltZ01FLb4dHEph/72EC55cAT/93EvttXmJrTqsKEph5r6lvKF1DpoyDYuOmo1fzt/PhcdtTpqCLhsYxGXPbQPb8/rbKBCSaFMasl8ydB1S2m5xTfdAWCIyD/2ExXvfoupZDpwThXHdAExvJLSswf884EVKb1GcpyM7WgfCxHv+JPpAlyoO3At8AW28yW2cx2208twTSKSRRQAZogvlpVw8YMjWgz/DhxcxZSrZqWl7TeW7Q0+6pvaHpItWl/M9KUlXPzACI66+SCen969XSsCm4MW/i+6cfTvD+TC+0fy+dISFq6L/j1sTShsEQyZf2/Ss7SBS49ZFbP9eOnGIi59cARvzumS5sokhUyvyEpkiq3JfQCjtxDazigirTjp9AEBf1s2Cd0z2U8/0y3nyWc7A4F9TJcRQzpW6GXCKsCewH6mixCRJAn4XwW+NF2Gi40G/kJkVeBUbOdcbKdtb1JEROKkADADfLGshPPuHRUzuLIsGNW/hid+8BUj+5ldPHL4XpHJuLF0Kmwmz9d6f2pgbQc+XFDG9x/bmwvuG8nfX+tPQ1P8t2tT0OKe1/tz4QMjufqx4XwQKG+xbXqnPF+Y0hh7GFpW2DVTdgd1q2Noj9qY9SzdWMTbc7UK0ENMB4BNcR8Z8C8AFqeulBaNjfHrJ6S1ioin2vi8qqRW0TaZtOI0Xm5t/20A3k7DdVK5x2AyuXWVpoi0zW9MF5ABcoh0KTwOrMd2HsN2jsN29D5dRJJOLywu1hy0mLaklMn/GMm8FsKr7iWNvPCTGQxsYVJsuvTvUs/t583nqIroIeCNpy3mngvn0rs8vn0CV28t5P8+7sWvntyL6/83jP981IvmFlYEhsIWT3zci+ufHMavnhzG4x/2YuXmlif77tS7vIEHLpnDjaeZyi7iV1rczLM//pJeLey3+PA7fdhSo72GPcL0iqxEV6X5U1JF647AdqKNFR+f9krgOQPXTBbTgXMquDUA/ICAvzYN13kLd+wv2RoFgCJeEvC/AHxguowM0hG4gMhQteXYzh+wnQrDNYmIhygAdLFcX5iLHhjBvDWx34uVFDXz3g2f0a9LfRora1l5h+aYQzLycsNcduwqfjphKeUd4l9UVFPv4+7X+/PjKRWc/rcxfLSwjA1V37zP31iVzyeLyjjjzn25dkoFf39tAFV18e3v179LPc/9+Ate/dl0zjl0Lb4c90/Q8OWE6VNez3u//ozOHaN/H9dtK+CEPx5AbaO5fQslacwGMgF/oqvSTLUBFwGHfutXbKcIODLNdXxKwL+yjc+tTGYhbeStADDSUhVrdahpqd3/b6eAvxL4JC3Xap/9sZ2eposQkaT6qekCMlRf4BfAPGznI2znUmynxHRRIpLZ4p+AIEYs2VAUc6Jrt5JG3vrVNPbqmcj2XKlXU++L2a67YVs+dY0+rjpuJSP61lBdn0uP0gbOv29kzP0Nd2poymFDUz4vzujGrJUdKcoL8f6Nn+LLCTP21gPZ3uBj6caiuOsc0LWOf181i2DI4pi9I0NTtjf4MmrV3JAetXxw46ccd+uBrK0s2OPxGctKOPrmg/j0d5+QY7k/2JSYMq0l812gFjCxl83YHdff6Whgzx+O1Ho2zddLNq+9wTie9N8D8Urn3nyvAYen8XptYQEnAY+aLkREkiTg/wTbeQy40HAlmezQHV93YTtPEXmNfIeAX/+4l7a4Btu5xnQRHrGcgH+g6SISoRWALlVZm8thNx0cc6DG0B61vPqz6YzoW5PmylrX0j55lgWhMBTkhTh+xGZOO2A9hw2r5B8XzeWfV85iRN+auPbZW7axiHlrOnD07w/iyN8dzOxVHeMK/ywL7F7b+eeVs7j/4rkcaW/9OvyLp3432rv3dl752XTsXtuj1j59WQmH/OZgtm7PnGBT9mByRVZ8/fq7CvgbiLSvmHDcbv8/3dN/oe37/wFsS1oVbee1ANCtbaWrCPhnp/F6mbIP4ETTBYhI0v0cd6xwz3RFwPeIbOuwGNu5Edvpb7gmEckgCgBdaNH6Yo679UA+WVQWdfXfyH7VPH3Nl+w30A17xSfHCSM2c/4Ra3jpp9M5bp/NcbfhzlnVkdmrWs9Gcn1hDh6yjf938lKevuZLzj9iDeNGbdrjOMsiI1qAdze6f+SeGN2/eo8QMByGz5eWMvbWAwmszbSFZLKDyUCmrfsLmGoDPgjb2fVFYVyarz+bgL89G4m64QXIOy3AtmMBJ5suI4Z0T+b9HNjS6lHmnRBjL08RyVQB/wbgx6bL8JhBwE3AMmznDWznDKtioj7tF5EWKQB0ocfe68PsVR2jhn/7Dazi2Wu/ZFR/s9N+U6V/l3oev3ompx+4Pq5pwfHo0rGJK8eu5KWfTufXk5awTwurJnNzwnQoyIR90ve0T98anr32C0b1ix4Czl7VkUff62OmOGmvTqYLaIOXDF03DzgCANvpCwxP8/X/187nu+GTHS99UjAacOsLX3pX5AX8IeD1tF6zbToSad0XES8J+B/D3IeDXmYR6X54ClhpVUy81aqYOMBwTSLiUgoAXWjGspKYk25f+ukMhvRIx8BAc7qXNHLvhfNYdue7HD8i/tWAu/PlhJm430bW3vM2N39nIV06NlFS1NziczZV5/HxwrI2Xc8NBnar45WfTWfv3nuGnKEQTF/qtc6+rGFyRVbbWlID/lXAzOSWErfjd/yvifbf9u7/l+jE5VTwzgpA97aThjDTJp/uVYdt5dapzSLSPpcA600X4WE9gF8CS62KiS9ZFRNPtComZtjmRiKSSgoAXebwmw7m7bmdCYWjv1a3FmB5RddOjfQub2DFpkKCobb9vRUKW7w3vxznL/tTVtz692311kK+/9hwnp7Wo03Xc4teZQ28/ovP6VP+7c7NUNjig0A5B914iKHKpB1MBjLtWYpr6pP+nRNfx6f5ugsI+Ge18xxuWN5darqAJHJrkPTxjsm86ZYpAaBb920UkfYI+NcBk3HHdhdetnP7i6nAbKti4uVWxUQTg9lExGUUALrIMbccyCeLSqmPMUH3y1s/ojDPDYtD2q5XWQNF+bF/D+/NL+fg3xzCkJ8cxd4/O4IlG9v+d1U4DNtqc3lzTmfs/3cER958UMyVlQDBEGytzY05dTmT9C5viDoVuL4ph+lLSzj8poMNVCXtYLIlsz1jxk0FgPtiO93YcyBIqiVj+q8b9iDIxJbzPUXugYNMlxHDa0auGvCvAdobUqfDEGynwnQRIpICAf8bwI2my8giw4H7ibQH32JVTOxuuiARMSfXdAHyjQVrO0Rd+Vda3MzUn3/OaA/s+3ftlArWb8vnupOXUbrLqryf/p/NS190Y1NNHpur82KugGyLYMhiwboOLN5QzNDrjiTPF8aXE2b8qE3c+b353zrWS2vkP7npU066bX8213x7P+BQ2GLBOn0ImGHKDF67qR3P/YjI1L+ypFQSPwv4f0DnNF/36SScww17AHqlBXgC7n1ZN7kP1mvASIPXj9cEYH6rR4lIJroFGAGcbbqQLNIZ+BXwE6ti4iPAn8PzX1xmtiQRSTetAHSJs/4+mo3V0YfeDexax4GD3fCeMD45VniPIRQ7NQctlm0qoqE5cutd8uAIjrz5IB54qy/z1nRgY1V+XOHfKftt4NjhW77+OmW/Da0+JxiyWL6piEXriwms7cAj7/bhqJsP4vz7Iu+DivNDLe6vaO34vWWKAwdvY1C3uqiPbd2ex+l37pvegqQ9TAYy0W+ieAT8QdI96OAbP0rz9VYSmbLaXm5Y5u2VISBubf/dDMwweH1TP5OJUhuwiFcF/GHgYiIfFEp6FQJXA4usiolTrIqJ6R6WJiIGaQWgS3y8sCxme+q145djZdBWGVtq8tje4Iv5+OMf9qJHaSOV23N56rMeVNXFfxuWFTdzw2mLOfuQdd9q1fXlhOnSsYn/+7hXzBbq3VXX5/J+oJwvl3fikgdH0L2kkSkf9o55/PYGH5tr8ulR2hh3vaZdO34Zk/8xao9fD4YsPlpYbqAiSZjtFACxf6BSr6Gdz38FOCcZhSSoMM3Xe2bHG5r2atvQleTK/ADQdvIwMwQmHlN3TOQ15QMiwX6RwRricQS2U0rA74afCRFJtoC/FtuZCLxPpE1V0ssHnAeca1VMfBL4HTDXbEkikmpaAehyV4xdyaQD1sdcUedGFb23M6Br7EVDobDF3a/157H3+8Qd/uX6wrz2i8/54MZPufzYlfQpr6dv52++epU18IezF/DpTZ/wwCVzEqq3uj6Xf33Qm79N7U9DC+Fhvy71DO+z53RdN5u430a+d8Qa02VI+5hux6xv/ZAWvUx2bPadjPZfcMv3ynbKTJfQTkcAbh17bnYQR8BfD7xjtIb45ALjTBchIikU8G8h8nO+2HQpWcwi0oo9G9v5P2xnqOmCRCR1FAC63EFDtlFS5IY94RNz9wXzOHrvLTEfr2/KaXEgx07Detbyn+/P5LObPmHs8C3s07eGjoXRvx89ShsZ1b+aC45cw4e/+ZTHr54Zd73NQYu6xtiLrA4bVsn9FycWLLpBp8JmThq9yXQZ0j6mBzK0LwAM+DcBnyWnFNfaAHyYpHNVJuk87WU6eG6viaYLaIEbJvG6oYZ4uLWNW0SSJeBfBRwDLDJcSbaziHRszMd2HsJ2YrdFiUjGUgDocrUthFJutHRjERNv34+B1x7FRwva3mJ67PAt3DBpMU9f8yVnHrSOMQOr8OXEtzAmPzfEoUMrOfOg9Xz0m0/56YSlDG1hb794TFtSyuAfH8VJt+3Pkg1u75r6hmXB0RVbmHy4VgFmMNOrmJLR825y4EE6PJvElk53rADM/ADQrcHRFwT8600XQeYEgCdjO/q3qojXRULAw4AvTJci+IBLgEXYzm+xncx54yMirdIegC4XdstbwVb4v+jG7S8PZPaqjmyuyW9z3WMGVnHSqE18/4QVdCtpJM/XthNZViQIPGRoJfsNrOLCo9bwl5cGUlmbS2VtHm/PTWw4aFPQoino47VZXTj8poMpLW5mW20uP5+4lGvHL29TjenSs6yRnznLWtzfUFzNdBDTvvQ8wg/clITzuNWzSTyXW/Y7M33ftZ3tDAP2Ml1GDO4YwBHwz8d2VgD9TZfSiq7AwcDHpgsRkRQL+DdiO8cCzwBjTZcjFAG/AS7Edq4l4H/OcD0ikgQKAKXNpnzYmzdmd6Fflzpe/aobny9NfKFSUX6knbeu0cft5wW46KjVdCpsJreNwd/uLAsK8kLs3buGf1wU2de2vimHf77fh2v+XfGt68cjFLZYt62AddsKALjn9f4sXl9MQ3MOe/eu4fwj19ClY1NSak8WizCVtfpRz2CmBzI0J+EcXwDrgR5JOJfbbAXeSuL53PKxT+YGgO5d/QduCQAjpgKXmS4iDhNQACiSHQL+bdjOScC9RFahiXkDgGexneeAHxDwrzZcj4i0g1IBidvCdcV8uriMHCvMqzO78sTHvWgOWfhywoTa2Pz22s+nc9heldQ35VCQG4q7zTdRO4NAiPzv909YwaXHrqIgN8SMZSUcdOMhbTrv4g3F/OPNfkBksq7/i+5874g1NIcsRvar5qDB21wxwKVzB3eFkpIQ00FM+yffBPxhbOdl4KL2l+M6fgL+ZP6AuWUFYKnpAtrBMV1ADNW4K8h6lcwIAB3g16aLEJE0CfgbgUuxndnAX4i0pIp5k4BjsZ0fEfD/y3QxItI2CgBdrlOMgRepVtfoY+nGImrqfZR1aGbhumJueX4wHy8sI88XJhiKrIYD4hrmsavB3ev45xWzGNGvmo4FQXKsMMX56f19+nK+ueaBg7fx7q8/4+jfH5TwecJhCIa/+f2/M6+c9wPlNAUt+nau5+YzF3HosEqagxaDutel/fcJkX0k356XWMuzuIrpICZZe9u9hDcDwP8l+XzJ+n63l+nguW1spwQ4ynQZMbyZ5LC4vd4Cgrj/zfVobKfvjj3CRCRbBPx3YjtfAP/Fmx0EmagU+Ce2Mwm4dMcUZxHJIAoAXW7BumKami0K8lLXFdbYnMOW7XkA+KwwzSGLv74ykL+8NPDrVtxw+JvArynBwG93SzYUccvzg3nw0jmUFSeju7D9yjs0U5wfbPfQlVDYIrQj41u1pZBLH9oHy4qEpNeOX85PJywlPzfyPQYoL276emViqny6uJQf/nPvlF5DUsp0EFOVpPO8TqSd2Et/72wH3kjyOZP1/W4v0/ddW50A5JkuIgY3tf9CwF+J7XwCHG66lDhMAO43XYSIpFnA/y62Mwr4N3Ci6XLka6cBB2A75xLwf2C6GBGJn5feiHnSH14YzMh+NUzafwPNIYvcnPDX+9YloiloUd/kw9pte6nCvBAvfdmN0+/cl/zcEPm5YSzCVNdHbo1EV/ftNKBrHd89dB2vfNWVr1Z02uPxV2d2ZdnGIvp2rm/T+ZMtGIo9cXmfvjWcst8Gnvi4F0s3JjYIKxj65vt356sDeOidvgA0Nls0Nufw3x9+xRkHrqeu8dtDDsNYFOYF2zwEpaEph4bmHHJ9Yd6Y3aVN5xDXyNQg5tsC/ips533gWNOlJJGfgL8uyec0s+x7T5l637m1/RfcOXn3NTIjAHRQACiSnQL+DdjOeOAa4FYiwynEvH7AO9jO/yPgv9N0MSISHwWAGeDce0ZxzbjlLN1YxKj+1fzghBV0K2kiGMfCsRwrEv4993kPHn2vDyVFzVhWJFSyiDw2b03kfV5jcw6N7ViQ172kkeaQxd69t/Pn7wY4dFglvpwws1Z2/Hr14K4KDbTDxhIOW+RY4T3q9OWEOXn0Rm49ayGT9t/A//uPzZzVHcnzhVm/LT/h69TUfztkvOF/Q3ni457k+cJfR7PhsMW22lwuOHI1px+4gfzcEKE4c8AcKxI6PvROX17+qiv9u9Tzn496JVynuIrpISCVSTzXy3grAHwu6WcM+KuxXZFh7fnJjdvZTg5wsukyYphPwL/MdBFRvEpmTOg+DtspSkHgLiKZIOAPA3fu2E/4UeAwwxVJhA+4A9s5CLiYgN8dKztEJCYFgC5RlN9ymve3qQMAePGL7kxfWspVx61gy/a8FgdMhMPQoSBIMGTx3XtGJbNcAPJ8YfJ8IWobffzh7AX8YuLSPY5Zs7UgavjnJs1Bi8+XlkStMxiyWFNZCMBBQ7bx3g2fff3YX18ZyHWP2xTnB2kK5rSpNXrBug4sWBc933l9dhemMJPC/BA19b64hol0KAgyZ1VHbnpmSKvf97asJBUjMi+Iie0l4M+mi0iSBsCfonO7YV+2xMe6m3cA0N10ETG4cfUfwOfAFsDtG8UWEfnw4GXThYiIQQH/AmznCCIDjP4IlBuuSCK+CwzCdk4l4N9guhgRiU0BoEss+Mv7DLvuSBatL27xuHAYXvmqK6981TVNlX0j1xemIDdEU9CitLiZv58/j7MPWdfic3JSNNU3mb5c0YnLH94n5uO7t03v9JOTlvGTk5YB8My0Hlz16HAqa3PJ84VpaM5pc/v0rib/I/nBLUD/LvUsveO9lJxbks70EJDk7UkX8M/DdpYBA5N2TnNeJ+Bv/4Tk6Gow/+eeiS3AE0wX0AJ37f+3U8AfwnZeB842XUocJqAAUEQiqwEfwHaeAW4mEgaa/tBM4BDgU2znBAL+RaaLEZHoclo/RNJl4e3vM6ibu7pb8nNDX0+uvfDI1Wx78E2qHnyTZXe+x3cOXt/m8+b5wjQ0ZcbtF88+fJMO2MDSO9+j6sE32fbgm1x2bGRYYXF+kPxctwz1jOjbuZ7lf3vXdBkSP9MtwMm+gV9K8vlMeSqF53bDpNhMDABd0TsdRT3g5hddt65O3J1b/3xFxISAfxMB/1XAGOAF0+UIEPmA92NsZ3/ThYhIdJmRwGSRJXe8x74Dqsmx0rdyzrIiq/vydvmyLOjSsYkbJi3h3Rs+49WfTedP5yzAlxOmIC8SCsZTYygUfRVcU9DiiN8dzPSl7u4yu/jo1Txy+exWj8uxwhTnBynIC+HLCfP7Mxcy9eef886vp/Gb0xfTtVMj8O3vc+6O73M65FhhCvNCDO9Tw7I7tfIvw5gOYpK9ys0LK3iagRdTeP7tKTx3vEzfd4mxnd7AfqbLiOE9l+9dlykBYH9sZ6TpIkTEZQL+WQT8pwKHkjmvZ17WFXgL2znYdCEisie1ALvQx7/9hONuPZBpS0rbtK9corp1amT8qE10LGwmGLJoDlmEQhZj99nCuYetbVcYGYwRAO7U0OzeDLp7SSNHVWxp03M7d2zixJGbAThg0DYGdavj9VldyMkJk5sTxpcTZntDLq/O7NqmYSKJKMgLcczeWzhuny2cd9gafBnQli3fYjqIacdooKjeJrIiqjDJ502ntwn42/biEJ/GFJ47Xu7+dGZPbh3+AfCK6QJaFPCvwXZmAZkQrk0AZpkuQkRcKOD/BBiP7RwC3IC7/17wuhLgNWznRAL+T00XIyLfUADoQoV5IV77xedc/MAI3pnXGV9OmM4dm1ixqZDq+rb9kRXnB+naqYlQmK+HQ4TD0ByyOOOg9dx74dw9hkZYtH+F2o/GLWfWqo58scy97yVjrVJMFsuC7x66do/9EnOsMNf8u4L/fNTr61WXO389x4JN1XnUNrZtS5OOhUEGdK1j/bZ8zj1sLXdOnp+21YaSdKZ/eGqTeraAvw7beRN379fWmmdSfP7kfs/bJtOGz7i5PTQTVqS8RmYEgA6Rjf9FRKKLBIETsJ0xwI3AqYD+FZx+JcDL2M5RBPxzTBcjIhEKAF2qQ0GQKVfPpCmYgwX4csK8MKMbVz06HCDuMCcUsijKD3LpMav4zemLqW/KIbxb0Jfri2zxlYq24/0HVXHRUatZuqGYylr33W6Vtbm8Niv2QJXdv1ftEe37+5dzA/zx7IXf+jVrR7vuLc8P5v63+lHb4It7mEo4HKn57gvmcdoB62kOWRTkhhT+ZTbTQUwqVqO9TOYGgGHguRRfoyHF54+H6ZWn8bOdAuAE02XEsIKAf57pIuLwKnCd6SLicCi204WAf7PpQkTE5QL+L4DTsJ0KIq9v5wOpbbuR3XUGpmI7hxDwrzJdjIgoAHS1yF5xwa///5kHrecIu5LqOh+5cQymgEgA2ByyGNYzsqCkMC/9Ayl6lTXQoaDZlQHgF8tKuOGpoVEfaw5Z1DWmtkV59z/jXf3ylKV85+D15FjhuNt2m4MWHQuD9CqL5AcFSatUDDIdxNSn4JyZvA/ghwT8LY8/bz837Bdn+r5LxDFAsekiYnDn9N89fUDkvisyXUgrcoDxwOOmCxGRDBHwzwcuw3ZuBH4IXA2Umi0qq/QBXsB2jiDgd0OHg0hWc18iIy3qWdpAzwz7K6uyNi/mXn/rt5mNqJpbaP/N94UoKUr29mfxy7HC7NXTDbMAxDDTU4CTHwAG/MuwnbnA8KSfO/VS3f4LqQldE5VJAaDaf9sr4K/Hdt4BTjJdShwcFACKSKIC/rXAr7CdW4msBvwhUGG2qKwxBngM2zmbgF+bkYsY5N4JDOIZLXWfnn7nvrw7r3PaatldQW70FZG5vjCn7r+B8w5fm+aKRPZgOgBM1UCKTF0F+HQaruGGAND03pOJcGsAGATeMF1EAjIjrIxs8t+2DXJFRAL+GgL+e4l8CDkO8BPZ3kNS6zvANaaLEMl2CgAl5b5z8DqO2Ksy5uP1TeZuw1it1KP6VfO7MxeluRqR3dhOmekSSN1AipdSdN5Umk7AvyIN13FDCzDYjun9J1tnO8OBgabLiOEjAv4q00UkIFMCwDLgCNNFiEiGC/jDBPyvEfBPBIYCfwDWG67K627DdvY3XYRINlMAKClXUtTMXyfPZ7+B0d8HdSiIvgdeKgVDFjOWlXCbf1DUxytr85i7OpM64MSjTK/+A0hVH/yHwLYUnTtVnkrTddwwBATccf+1xs3DZDJl/7+IyD5Z6Qi4k8HNf+4ikmkC/iUE/L8C+gFnAq+jVYGpkAc8ju0Umi5EJFspAJS0qNweex/AJz/tyZINRYSSOHG3NbWNPl76shvPT+8e9fGBXesY1M0di3Akq7khha5JyVkD/iYyqz0SUj/9dye3bJLthvuvNW5t/4VMCwAjMmUVoAJAEUm+gL+JgP9pAv4TgcHAb4AlhqvyGhu41XQRItlKQ0AkLbY3+Ghqjh7w/f21/vTrUs9Vx62gY2F6VgPmtTDgw+61ndvPm8+ArgoAxTg3rMBK5Q+lHzgjhedPptk7VkilQ6r2XUyUuwNA2ykHDjddRgwbgS9MF9EGrwKXmS4iDsOxnYEE/MtMFyIiHhV5ffkdtnMzcDRwIZHVgW74t1mmuwbbmULAP8N0IVnqPuCXpovwiOgDBVxMAaCkRWlxM/m5sVfSr6vMp7E5h9RmDRHhMGypyWPl5uirzzt3bGLfAdUpr0MkDuYHMQT8qfxheJVIi036lv+23XNpvJZbxn+XmS6gFeMAtw6DeDVDJx2+ReQvYrd+X3c1Efi76SJExOMir+XvAO9gOz8AziISBh5psKpMlwPch+0cQsCfcQGKBzQQ8FeaLkLMUAuwpMXIftVM3G8DxfnRA77yDs3kx5jIm2xbt+fxjzf7cfvLA6M+Xt+Uw+aavLTUItIK8wFgKgX864BM+fT3f2m8VlMar9USd68AdHf772umC2iTyBuCT0yXESe1AYtIekUmCD9CwH8UkcEhvweWGq4qUx0IfM90ESLZRgGgpM2tZy3kkKHR9/y3rDA5abobN1bnM+XD3i0ekwnLkSQrmG4zSceQjkyYBryEgH9mGq+Xmn0XE2f6/ovNdnzASabLiCFMZu7/t1OmhJfHYDvuvUdFxNsC/sUE/DcAQ4hsR/EPYLPZojLOLdhOkekiRLKJAkBJm03V+VTVRe86f29+Zz5aUEZ9U+pvyfzcEH3Kow/ZzM8NccCgKjrF2B9QJM3cvgIrGV42XUAcnk7z9dzyAuTm++8QoLPpImKYQcC/yXQR7ZAp4WUBcILpIkQkywX8YQL+jwj4rwZ6Edme4L9AvdnCMkIf4BrTRYhkEwWAkjYFeSHs3tvx5ey5LdJrs7rw8yf2YsXm1H8I1LEgSGlx9A67g4ds44FL5pDny8Stm8SDTK9uSccKwGlEBia42TNpvp5bNiHtZLqAFri5/fcV0wW00+fAFtNFxEltwCLiHpEpwn4C/nOA7kT2CnydDBwUkEb/D9tx8weOIp6iAFDSplNhM3/73jwOGFQV9fHyDk10KEjtEJCmoMXKLYU7Bo7sKRhS86+4Spnh66c+CY9s/uzmwGQ18Gmar5meceitKzVdQAvcHPxMNV1Au0R+Jl83XUacTsZ29Be3iLhPwF9NwP9PAv4TgX7Az4E5hqtyoy7AFaaLEMkWCgAlrbp0bKKsQ/TVd6GwRVWdj1A4df+WX7iuAxfeP4I3ZneJ+niJWn/FXUx/IpqulWhubgN+1sA01+ifkqSf6fsvOtsZAIw0XUYM28icIRotyZQQszcwxnQRIiItCvjXEPDfRsA/AtifyATzdHRZZIofYDvKJUTSQD9oknaxVt+9PbczN/xvGKu3FKTs2pW1ucxaGb2rbd8B1Vx38rKUXVukDUy3AKdrJdprabxWotK9/x+4p1XInQGgu1f/vUnA74VPkjIlAAR3t4OLiHxbwD+DgP9HRPa/uwz40mxBrjCQyN6JIpJiCgAl7b53xBqG9qiN+tjT03qwsTo/ZdcuK47+vqykqJmzD1nL8SM0vEtcxXQAsz0tVwn4twIfpeVaidkIvG/gum5ZFWA6gI7FzQGgm9vZ4xfwrwFmmS4jTm6+H0REogv4txPwP0TAPwY4FHiKdGy94l4XmS5AJBsoAJS0u+io1Xz30LUx9/v75/u9Wbct+asAN1Tl8+h7ffb4dcuCvXrWctiwyqRfU6SdTA9hiN6vnxovpfFa8XqBgN/EykS3vAEoMV3AHmynCBhruowWZNLKuda8ZrqAOB2I7fQwXYSISJsF/J8Q8H8HsIEHgAbDFZlwErbT2XQRIl6nAFCMOMLeSueO0bOFu6YOYOG64qRfc+nGIv7y0sA9fr1XWQM3nbGIoyq2EnbL226RCNMBTF0ar+XGfQCfMnTdSkPX3Z3p+y+a44FC00XEMIeAf6XpIpLoVdMFxMkCTjJdhIhIuwX8Cwn4rwAGAX8DGg1XlE75wGmmixDxOgWAYsQxe2/l6uNXUB5jIMini0qprs9N2vWq63P5ZFFZ1Mc6FjSz74DInvuWZgmKu5huAU7fJ9AB/yzATeFJFfCWoWu75aMI0/dfNG5u98yUFXPx+oD0fgjQHtoHUES8I+BfS8B/LTAMeAT37pOcbNoHUCTFFACKEfm5IS4/dhV9yqPnCzc+PZSXv+xKU7D9iVwwZPHxwlJ++d9hUR+vb/KxfFNRu68jkgKmA5h0t6C4aRXgCwT8pj55d8segKbvv2jcHAB6Y/+/nQL+euAd02XE6URsJ3UbCIuImBDwryDgvwTYB3jDdDlpcJxey0VSSwGgGBNY24HtDb6oj9U1+pi1shNNwfbfoo3NObwxuwt1jXteq2NhkMmHr2H0gOp2X0ckBUwPYUj36h83BYDPGry2W6YAm77/vs129gX6mi4jhjrMDIxJtUzZ07ATcKTpIkREUiLgDxDwnwCcDawxXU4KdQQONF2EiJcpABRjhvSo5djhWyjMi/5etzAvRHvX/wVDFp8sKuW/n/SK+vjQHrXcctZCivOzZWW9ZJhSw9dP5xAQiHy67YaNr2sxu5qryuC1d2X6/tudm1f/vb1jxZzXZEoACGoDFhGvC/ifBCqAf5guJYWOMF2AiJcpABRjupc0cv/FcxjWc3vUx5/6rAeL1he3azBHfVMO973ZjxWb99wz3pcTZnifmrafXCT1TE8Bjv7DmSoBfy3wblqvGd2rBPwm9z5zywpA0/ff7twcAGZSUBa/gH8+sMJ0GXFSACgi3hfwVxPwX01k+NFG0+WkwKGmCxDxMgWAYlSuL0xpcXPUx75a0Ykf/quC9VUFbT5/ZW0ez8/ovsev+3LCjB2+hT+cvaDN5xZJKdspxPxrtImlsS8ZuObuTE3/jQj43bICMAfbcccGqbbTFTjEdBktyJSJuW2RKeHmUGxnL9NFiIikRcD/KrAv8JHhSpJtX9MFiHhZ8sasirTRTWcs4uIHRkQdxPHuvM5c/eje/PPK2XQqjB4UxlLb6ONH/6qgoWnPDGWfvjXce9Fc+nfxYseWeIQbBjCY2BzzJeBvBq67UyPu2IswhPkAGCL3oRsmwZ4M7d4VIpUC2FqA5gITAH2yJyLZIeBfg+0cCzwInG+6nCQZgO10IuDXBu0iKeCGNxeS5cYO38KDl85hn77R23Gf/bwHlz88nNooQzxiqW/K4YqHh/PMtB57PGZZ0LO0kaE9attcs0gauCEAbEcDfhsF/Isx+wb+dQJ+N0zhdcs/fN1wH4LaOyU+E00XICKSVgF/I3AhcIvhSpJpb9MFiHiVAkBxhRNGbKYgN/a2V0983ItLH9yH6vrWF63WNvq49KERTPmw9x6PWRbYvbbzwxOXt6tekTRwwwAGU0GYyTZgk9N/d5XYkufUMX8f2k4ecKLpMiQjHIntlJguQkQkrQL+MAH/r4Ffmi4lSQabLkDEqxQAimtcedxKymLsBwjwfx/34qL7R7BuW+w9ATdU5XPxAyN4/MM9p/7m+sKMHb6Zey+cizPGi3vmise4ZeWVCaZacEPAc4auvTu3TChyw314OG4IIiUT5KKwWESyVHj+i38Efme6jiTob7oAEa/SHoDiGpcdu4o8X5gfT6mgsjb6rfn0tB7UNeUwdvgWgqFvbweV6wvzzrzOvDijW9TndiwI8v0TVnLs8C1Jr10kBTqYLgBzKwDfIxKApTt8eoeAf3OarxlLk+kCdnBDAKj2X0mEg+lBPiIi5vwWGABcYLiO9lAAKJIiCgDFVS48ajUFeSG+/9jebN2eF/WYl7/sxstfRg/5WlKYF+SgIW7Y2kskLm4IXtK/ByBE9rOxnTeASWm+8jNpvl5LtpsuYAc33IcKACURJ2M7OQT8sfcVERHxqPD8F8NWxcQrgVHAGNP1tFEX0wWIeJVagMV1vnvoWh68dA7lHZK3AKakqJnbzwvQu0xTfyVjuGEfqyqD1073PoBh3LP/H0SmEbuB2QDQdoYAttEaJNN0Aw40XYSIiCnh+S/WA5NxTzdBospNFyDiVQoAxZXOOHA9D1wyh9IW9gSMV8fCIPdfPJdzD1uLZbV+vIhLdDJdAJE98UxJ9z6AnxDwr0nzNVviljHlZYavr9V/0ha6b0Qkq4XnvzgXuNN0HW3U2XQBIl6lAFBc68yD1nPPBXPpVJh4CGhZ0KO0kdMOWM9t5wQ459C1KahQJKXc0HppbhBFJIz7Ko1XfDqN14pHg+kCdjC9F6WCHGkL3TciInAb7tlSJBH5pgsQ8SoFgOJq5x2+lrvOn0+HgmDcz7EsGNy9ln9fNZO/XzCfq45fmcIKRVLGdPAC0P4luO3jT+O13NT+C1BnuoAdzAXRttMJOMrY9SWT7Yvt9DFdhIiISeH5L24CHjVdRxsUmi5AxKsUAIrrXXjUai4+ejV5vvjmEeT5Qtx0+iJOGLGZPuXa808ylhtWAJpuQ01XG/AMAv4labpWvNzy4mXyPjwerQKQtptgugARERf4p+kC2kABoEiKaAqwZIS7zp/HXefPM12GSDqVmS4A84MoPgW2kPq9YJ5L8fnbwi0BoMm9KCcavLZkvgnAA6aLEBExKTz/xc+tiomrAa2KFhEFgCIiLuWGFmCzIVTAH8R2BgK+FF/JjfvjuKUFuNTIVW3HAk42cm3xiuOxnUICfreE6SIiprxNZCpwpjDdgSLiWQoARUTcyQ0twObfOAf81aZLMCTbh4AcAPQwdG3xhmLgWOAV04WIiBg2jcwKAE13oIh4lvYAFBFxJzcEgPoHmDlu+fTb1H2o/dskGXQfiYjAAtMFiIg7KAAUEXEnk3uv7eSWECobuSV8NRUAOoauK96i+0hEBJabLiBBlaYLEPEqtQCLEVOnD6WqNpdf/68vC7bsub3Xk1dE/p76zpHz012aiFuUmC4AaDZdQBZzy76E6b8PbacnsH/aryteNADb2YeAf47pQkREDKoxXUCCKk0XIOJVCgAlYVOnD2X8HUNaPCY8ZWrUX//f+xWcdf+AVq/x9TH3D+Ch763hknGzvvW4/aPjowaHu9urc5DAXW+0elyi4vke7FTz0Dt0KHTLdl6SQcy3AAf8mfYPRi9pMl3ADiaCaLVtSjI5gAJAEclmmbaf8mbTBYh4lVqAJSW21xd86//PXNob+0fHxxX+7e7Sf0eeO3Np769/7fffWRXXcxds8fHR3MSv2ZoXp3WL67gbxm1R+CdtZXoKcNjw9bOdW8JXE0G02jYlmRQoi0i2M/+hcmIUAIqkiAJASYldA8D/vV/B6BtGxrViL5YFW3yMvmEkU6cPBeDokWvifu6r07u3+brRbKgs4Z4P4lsUM37/DUm9tmQJ27GITLA0qcrw9bOdW9qv87CdvLRdzXYKgOPTdj3JBodjO51NFyEiYlCmBYBbTBcg4lUKACWl4m35jdf4O4YwdfpQupdV8f0j4ssnbp7aeY8Vie3x7qzerR8EjB3UwGHDM23PXXGJUtMFiHFuatdJ5xuHo9N8PfG+HGC86SJERAwqM11AgpaZLkDEqxQASsokO/zbafwdQ1iytivnHhX/KsAP5vRL2vWf+aRrXMddeeK6pF1Tso4bApBK0wVkuaDpAnaRzkBa7ZqSCrqvRCSb2aYLSNAS0wWIeJUCQEmJFz8dkJLwb6frp1Rw2PDl7NU5vvfI8e7Z15ola7vyxFfxbc2WSJuyyG7cEACKWW5qwe6Uxmtp/z9JhZOwnbbvQyIiktkqTBeQoGWmCxDxKgWAkhKX/ju+Ntm2euKrDkydPpSfTVgf1/H3fFCSlDbgt2f2iuu47x9RRfcyN71/lwxjegAIuCuAykYh0wXsIj2BtO3sDQxOy7Uk25QDh5kuQkTEkP1NF5CA7QT82kRdJEUUAIoRT16xnJqH3iE8ZSrhKVNZf/fHPPS9xFbM3fZcXyYeHP8eey9PG5RomXte86UecR2XSHuySBTpXHEVi5sCqGy0zXQBu0hXIK02TUkl3V8iknWsiomFwJGm60jALNMFiHiZAkBJq+8fUUXNQ+/wnSPn06Gw4etf715WxSXjZrH4z9Pjbut9a2kBi9aUxz0MJN69+2L5aO6AuCYZ79U5qOEf0l5uGAJSY7qALBc2XcAu0tWSrvZfSSXdXyKSjY4GCk0XkYCZpgsQ8TIFgJI2t5++gbuv/Phbwd/uBvfaxKNXLoz7nK9O787EAzfGdewTX3Vgydq2h4CfzO8c13G//86qNl9DZAc3tAA3my4gy1WaLmAXZSm/gu2UAUek/DqSzfbBdgaaLkJEJM3ON11Agr4yXYCIlykAlLS4/fQN/OT0L+I69rDhy7lh3Ja4jv3vtFKO2Gdl3KsGpy9qWwC4vb6A+9/pEtexGv4hSeCGISC1pgvIctm2AnAcoCENkmpqAxaRrGFVTOwKnGm6jgTNMF2AiJcpAJSU+/4RVXGHfzudecTquI5bsMXH+q2d4h4Gct9rPROqY6cP5vSLq/1Xwz8kSdywArDRdAFZzk17AKYjAFQwI+mg+0xEssnVQL7pIhKwHfjcdBEiXqYAUFJq7KAG/nRh4h/kjBq0JqFVfceOWhvXsW8tLWDm0sQnFL84rVtcx8XbjizSCjfsAVhnuoAs56YhLKkNAG3HB5yc0muIRIzFdopNFyEikmpWxcTuwE9M15GgTwj4tQWNSAopAJSUevDq2S3u+deSsw+MbwHMrGWdGNxrE+eM3h7X8dMWxNfKu9OGyhLu+aCk1eP26hxk3P6LEjq3SAxumALcth9cSY6A301LiVO9AvBgILEXZpG2KQCON12EiEga3I47PlBOxDumCxDxOgWAkjJPXrGcwb02tfn5IwdWx3XcwnUFAFw4dl1cx9/2Uo+E6nh3VnwrBuNtQxaJgxtagBUAmueWVYCpfgOhtkxJJ00DFkkW2xmI7czHdm7CdipMlyMRVsXEc4DJputog9dMFyDidQoAJWVKitu3grtPl/g6EGesjEy2j3cYyIItPj6aOyDuOp75JL7BIRMPXh73OUVa4YYhIGoBNi++T0FSL9X3owIZSaeTsR3LdBEiHmIDNwLzsJ2Z2M4vsJ0hpovKVlbFxDHAw6braIO1wDTTRYh4XW4Kz11NHG1sVXW5lBSp1V/21LGoKa7jdg7n6FDYwBXHbOa6Z7q3+pxXp3fnsOGtB3ZL1nblia9aX4yl4R+Zq7o+7pfBmlTWsRs3BIDx/QBKKsW3EWrqpe5+tJ1+wKiUnb/9DgS0t0PrzgAeMl1EnPoAo4EvDdch4kUjgT8Af8B2PgOeBJ4l4F9itqzsYFVM3JvIKrpM3Ov0BQL+sOkiRLwulQFgXK1LYf2YSww9y+PPWzZUltC9rIpJh66MKwD877RSfv6dglb3J3x7Zq+4rq/hH5krFH+TZTrDGDfs2RLfppqSStVAZ9NFkNpA2s3tvysJ+DWNMB628wIQBjJlZd1EFACKpNpBO77+gu3MBZ7f8TWNgN8tW1x4h+3sB0wF4mtdcp/nTBcgkg1S2QJcH89B2xt8KSxBsk28w0AWbPHxwZx+rR4Xz36Be3UOcsQ+K+OqT9yntjHu16B07onnhhWAbll9ls3csjw+lUNp3Nz++4rpAjJGwL+RzArU3Bw8i3jRcOCXwCfAamznQWzHwXaKDNflDbZzLvABmRv+rQFeN12ESDZIZQBYG89B2+pSuQhRstHph8Q3eOTDueUtPj5zae+v24tb8rMJ69s86VjMq6xVC3AMbtl/Lpul855rSetj0Nsi8sbvuJScOzkUACbmVdMFJOAgbKeb6SJEslRP4FLgRWAztvMKtvMTbGek4boyj+2UYDsPA48DmRym/ouAXx88i6RBKgPArfEctGFbQQpLkGx08oFL4xoGcvPUzmyvj33/vfFFfNOCjx21Nu7axH02VuXHe+jmVNaxGzdMAdYGDea5ZR/GVAXSY4HCFJ27vZqAN00XkWGmmi4gARZaBSjiBkXAeOB2YCa2swbb+Se2cx620/qePtnMdr4DzAYuNl1KEjxqugCRbJHKAHBLPAdtrslLYQmSjXYOA4nHy9MGRf317fUF3P9Ol1aff87o7QzuFd+KQ3GnTdVxB4BxvaYlSWpWXCVmm+kCxDX7MKYqAHRz++8HBPxaBZuYj3HPqtV4KAAUcZ9ewPnAFGA9tvMVtnMXtnM2ttPbcG3m2Y6F7UzAdj4hMmCl9f2M3O91Av4FposQyRapDADXx3XQtrjffEuWqamL/97YvQX3+DFx3X4880n0rTI+mNMvrvbfC8eui+s64l4JvAZtSGUdu3FDACjmNZouYIcibCcV/15wcwCTSe2s7hDwNwJvmy4jASdiO/oUWsTdRsH/b+/e46Sq7/uPv0cQ8IYseI+KYMoQEk0j3uIlTRWyiQ5tHiZLf2k2TS8JJDFp87O/Bh75xbSNaQJJbdPGpIKxps3aX4TUpmWSOLKSi7dGWa9Rd6wu4oUgKIuIAsIyvz++MzA7c2bnnJlzzvec77yej8c8gOXMmc+e+Z7v95zP+V70GUnfl5k7cEjZ3PeUzS1WNjdH2VxaFh5qTzZ3mLK5j0h6UFJe0nmWIwrT120HAHSSKCfg8zUu8tmX0zxdAaK0edj/KMjaBOCZMzbpkhmztG7D2EPMv//wEfqH8grC1dbc33xqIBb/cMPQ1sP9buovq9ymzOwFhykZK2nSA9A+X3PpxmSypO2h7S2bO1PJ7rlAArA1BZkVdtNgsqSLlK6kJdDpZpRfveV/Dyubu0/SfZLWy6ww7MbcPObB2wWSPippodx8OPyQinkW/wBiFGUC8Bk/G23YSgIQ3l7wmRy+ZIb3AhyfeM9mrVsxven7f/7oSeq5+GAC8LXdE/Wtu5q3sYvf/TKLfzjgGf910DMRhlEtCQuASMwBmARJqmDCTQAme/jvCyrmH7EdREqlLXG6QCQAgTTrktRdfhnZ3GZJj0h6uPznryQNqpjfbSPAQLK5aZLeI+l9MnMjur5Y0VdtB9Ch/kzZ3J/ZDsI1mdkLJOmV0uCaKZZDGZP1BOCTm333vkGHefSZo3xtd+Es72myLjtng+QjAXj97Seo5+LBA/9uNC9grfe/k95/LhjakrgEYBIWAJFYBTgJdtkOoErY5ZLhvy4q5p9WNrdBpodOGlwu6SrbQUiSsrnvyvT0QfiOVjaX1odaP1cx/27bQaTMCeXXe6p+VlI294ykJyQ9Kenpqtcz5SkM4pXNTZE0W9K5ks4pv2YpGaNA4jAgabXtIIBOE2UCcMjPRoObjtDI/ozGHZLWdhlReG33RF1TmOpr2zNO885THDFpj67u3tZ0P+s2TNQjG07SmTM2SZJ+/lhX089k8Q83jOzP6IlNvvMaz0QYSrUpMX1OM82X0kbUktRbIbyeqaaHw/mh7S98P7YdQMrdJumTtoPwaZayud9QMf8/tgMBEKmMDg4fvqzuf7O5LZKeL79ekPSSzNzPL0l6WWZRrp2Sdsg8IPW6Rhqvg23lJEnTJE2V6cU3tfzvmVUvfzc67lqqYp4EABCzKBOAG2QqxzFXUtj1xjg99eLhyp6YlMUOkQR3PeZ/aqg3TWvcSeaDF73gK5F4/5PTdOaMTdqyfbKv4b9XnE/yzwVPvXi4dr3RfLEXmbrs6YjDqUjKEGAqZfvcTACam68oFyFrx4ikdbaDSLmC0pMAlEwvwG/YDgKAVceVX2fZDqRDFFTM99sOAuhEkV2Al/oKuyU95WfbR59Lyv0ukuJrPzzZ13azpo7ogjkbG/6/WQyk+TRaX/vR8ZLMfIB+PvOyczb4ig/JFqDueapcp8UhKUOA99oOAIkaAnx0iPtK8vDfe1TMb7cdRMr9VNI+20EEkOT5KAHANXskfdp2EECnivoJ/EN+Nrp/KMz7CqRdYeDNTVfvrVj87pebbvOJ92xuus2T28bpnsen69b/PsbXZ7L4hxsGNviuex6NMo4aSXkikqTkU6dKUkXjb1LWZrK58aqerD15fmI7gNQr5ndIutd2GAG8S9mci6trAkASfVXFvK9OQgDCF3UC0NdN8z3/MyXiMJAWW7ZP1p/+y2m+t5/3jhebbvNbZ2zyta9v/ugUff/h5p2v/Hwm0uGuJ6f43fSh6KKoE06ipX1JSj51qtdtB1AlrJ6pFyk581x6IQEYjoLtAAI4VNJ820EAQAcYlLTMdhBAJ4s6AfiAn43WDx2t3XuTOh0Q4rJl+2R96Nqz9OQ2X3Oy6cqLdhxYuGMsx03Zoau7tzXdzk/y75IZe3x9JpJvz95DtN5/72NfdVlIktIThQSgffGvSthYWD1Tkzz8d7Okh20H4Yi0raTMMGAAiNY+SR9WMc/1JWBR1Fm3/5a0v9lGu/cewjDgDnfP49N18RfP9T30V5IWdTee+6/We+duaSWsOn6GEyMd7vf/4GG/TF0WF4YAoyJJC7F0QgKwwIqEoXlQZuXMtLhM2RxPogEgOl9UMR/nA3UAHiK92Cn1FYYlPe5n27WPTosyFFjw3r8/XTcWztDqO2dr6Nf1c+u9tnuiVt85Wx/6+kW68Cuzfff8k6Sru7cF6ol3wZyNvhYDaYbFP9xxu/8654lyXRYXFgFBRZK+gylt7yGbmynpLW3vJzoM/w1LMb9f0u22wwjgOEln2w4CABz1U0lfsx0EAGl8DJ9xt6S3NdvoRw8dqy99kPlAXfOx71VW1Z0e2j4vmbFHS3oeCfy+T7xns9ataD2Oa6/YwuIfDvnRQ8f63fSuKOPwkIwegMV8knqfdaqdtgOoEka5TPIwy7QlrNKgIOlDtoMI4HJJ99kOAgAc86yk31MxP2I7EADRDwGWpDv8bPTgxsnasmNC1LHAATd86lctJeL8LgbSCIt/uGPLjgl6aKPvtTbWRRmLhyTMh8BFWjLssx1AlTASgEke/nuvivk4e/p2grW2AwgoyQlqAEij3ZKuUDG/1XYgAIy4EoBNbyZLJenW+4+PIRyk2cPXPKqZJ77U0nuPm7JDV160o6X3sviHW269/3jtL2X8bDoiqT/icGoloQdgknqedbJXbQdQpb2h6dnckZLeHUok0UjTqrXpUMxvkvSo7TACOEvZ3EnNNwMA+LBf0kdUzA/YDgTAQZEnAEt9hW2S7vWz7apfnhBxNEirWVNH9PA1j7adhPv9d7X2fhb/cEuAuubech0WpyQkAJsu3oRYJKknpu8usw3Mk5Tkbv7M/xeNtCVWL7MdAAA44s9UzP/AdhAARotrxbPb/Gz08ye6tPkV/6vAojNcedEO3fml+0LpgXfBnI2aNTXYPfWsqSMs/uGQza9M1M+f6PK7uY2b1yQkAFvrKouwJel7aHdoepKHV26VxMqE0fB1/ZcgSS6nAJAWX1Yxf53tIADUiysB+EM/G+0vZXTz3SdGHArS4pIZe3T35wd13Sfu1XFTwrsP/tzlwebyW/zul1n8wyH/ds+Jfof/Sj7rrpAlIQGIZEhST8zWy2U2l1Gy5/+7rbxqLcJ3t6RdtoMIYL6yOZ5EA0DrlquYv9p2EAC8xZIALPUVHpM06Gfb7/zs5IijQdJde8UW3f35Qd1xzc90wZyNoe9/wXnB9tl7ydOhxwB7bvip7zrmyVJf4VdRxtJAEhYB2W47AEiSXrEdQJV2EtNnSUryHB8M/41KMb9b0s9shxHA4Ur2XJUAkGR/qWJ+qe0gADQ2PsbP+n+S/rrZRoObjtCdxS5dnGUxvrS7unubzjjtVT239TD9+a3HNdxu1WKTkMuevCNxC21ce8WWUHsfwq67il0a3OR7LYPvRxnLGOgBiIqS7QCqtLMISJKHVZaUvtVq06Yg6X22gwggp/TNXQgANu2X9L9VzP+j7UAAjC3OBOC/SforSU3H3n27/xQSgA64cM6wuuc+JUm66grLwVTpW3e6723p/eeWb/ef4nfTkqSbIwxlLO2tthoOst7JsN12AFXaWQQkyQnA+1XMt7a0PPy63XYAAeUkfcZ2EACQErsk/b6K+R/aDgRAc3HNAahSX+EpSb/ws+0P7jtBz748KeKI0Im2bJ88Zm/EavT+c8uzL0/S6vt8j0K8s9RXeDLKeLxkZi84RNJhcX+uB+ZDS4Yk9QCUsrnJLbznBElzww8mNAz/jVox/4Sk52yHEcBpyubm2A4CAFLgOUm/RfIPSI/YEoBlN/jZaN9IRv9YmB51LOhA9P7rXN+8fbr2jfhe/GNllLGMIXiCJRo7bQcAScV8kuYAlFobnv4++ej5bxEJwHikbUhtknutAkAS3C7pLBXz99sOBIB/cScAb5Xka2zvinWnaNvOQyMOB53knsen0/uvQ23beaiuv8P38N9tMnWVDe0MswzTPtsB4IAk9QJsJQG4IPQowvOyJG5c4nGb7QACSvKq1QBg04ikv5R0GVNoAOkTawKw1FfYJelGP9vu3D1OX/vRjIgjQqfYsn2y/uj63/C17aypI/T+c8zf/vg07dw9zu/m/1yuq2xIygIgr9sOAAck6UlEsPkps7kJkuZHE0ooblcxz3D3eKxTuqYWuFDZXJftIAAgYYqS3qli/ksq5kdsBwMguLh7AErSN+Wzd8l1t5+qF1+ZEHE4cN2W7ZP1oWvP0pPb/CWAvtzzPL3/HLJlx4QgUwrsk6mjbEnCAiCS9IbtAHBAki6wjw64/buUnKS2l7T1SkuvYn5Y0i9thxHAOEndtoMAgIQYkfT3kn6TIb9AusWeACz1FZ6VdIufbV/bM05/85/+52wDaj2y4SRd/MVztW7DRF/b/6+3v6aeiwcjjgpx+pv/nKnX9vju/XdLuY6yJSnJkt22A8ABr9oOoErQIepJnketJBKAcWMeQABIn/+WdLaK+atUzHN9CKScjR6AknStfM5r9E93nKLBTUnpFIO0KAy8WV/83jl6+9Vn+O75N2vqiP7h449EHBniNLjpCP1T/6l+Ny/J1E02TbH8+RVc4CVHknoABk1QJzmB8oCK+S22g+gwt9sOIKD3KZvz/fQIAByzWdLHJF2oYv4hy7EACMl4Gx9a6is8mOntXiPpd5ptu28ko8/2zdZtnxuIITKkyaevf6e+dVd4i6be9In/YeivY666ebb2+l/5d02pr/BglPH4kJSnHQwBTo4k9QD0nwDM5rKSktyF/8e2A+hA90naruQ86GhmqqTzJd1tOxAAiNFOSV+T9Hcq5l+zHQyAcNnqAShJX5TPXoCFR47Rfz3gb/VWoBWrFm/UBXM22g4DIfqvB47TTx4+xu/mJZk6ybakDAFmEZDkSNKKzEHKZ5J7/0np642WfmbC+H7bYQSU9HIMAGF5TdJySTNUzF9D8g9wk7UEYKmv8LCkH/jd/srvvkU7dlnpsAjHrVq8kXn/HLNj13hd+d23BHnLD8p1km1J6QGYpKRTp9tpO4AqQRYBSXLiZLuke20H0aHSNu/i5bYDAICIbZP015JOVjG/VMX8S7YDAhAdmz0AJdPjZq+fDZ/fNklLb5kVcTjoNCT/3LT0lll6ftskv5vvVTJ6/0lSeGPa25OkpFOn89VGxsRfD8Bs7mhJF0UbSltuL/dGQ/zW2g4goDOUzfleRh4AUuQhmTn+Ti4Nrvmr0uCa7XbDARAHqwnAUl9hUNK3/G5//R2n6I7HpkUYETrFrKkjeviaR0n+OeiOx6bp+jtOCfKW68p1URIkJQG433YAOCBJQ3D8DgHulqU5hn36ie0AOlYx/6ykJ2yHERC9AIHGnpX0Dkl/IVO3JqnNQr1XJd0k6eLS4Jp3lAbX3FgaXLPLdlAA4pOEC/S/lvRhScc227BUkj56/dv0yFfv0dQjk9QpAmly7RVbtPiyx3XEpD22Q0HItu08VB+9/m0q+ZpdVJK0VdKXoososKQMAWY1nORI0oIsfhOASU+YFGwH0OEKkgLN0WDZ5ZK+bTsIIJGK+f0yPckekvS3yuYOlXSepHmSLpFZSOdQW+FBkpnW5Q5JfZJuLQ2uYZ5noINZTwCW+grbM73dX5T0T362f2F4kj72nbfq1s8+FG1gcM53PrJJv33mrzXzRKa2cNXHb3yrXhj2PfRXkr5Q6itsjyicViRlERAkR5Iu1JuXz2zuEEmXRR9Kyx5WMf9r20F0uNslfdZ2EAFcomzucBXzSToXgWQq5vdKuqv8+itlc4dLOlsmEXi+pHdKOsFegB1jl0xd+++S8qXBNcOW4wGQENYTgGUrZHoB+poz6D/WH69v3DZdn30vq7ba0D33KZX6nrIdhhacs1VrHz9CT24b5/n/116xRaccu0tvmraLFX47wDdum65b7z8+yFvulHRDROG0Kik9ALfbDgAHJKmr8hQf25wnyffy2xYw/Ne+n8uU64m2A/FpkqRLJa2xHQiQOiZx/ovyy8jmTpVJBJ4v6RxJZ0o6ykZ4jnlUJulXkHRnaXDNbsvxAEigTCnAWLlA1k8IFkhv92yZ7uO+LggPHVfSHZ+/XxdneaABdLo7i1269CvnaO9Ixu9bdkv6zVJfoRj4w86ObkRmZvaCI5WMBzOvlZ/iw7Zs7jAlJ1GyT8X82AvEZHMTJB0eTzgteV3FfJKGVXembG6y7C9EF8QuFfPRJuNNT6lgF8/oBM3rXRdkc6dJerukM2QSgmdImqV01RNx2ifpQZmH2abHZTG/td37+kzG93U0GsnmMpKOth0GrCmVBte8YjuIsSQmAShJmd7uL0i6xu/2xx/9htZfc69OnsoDDqBTPb9tks65+nxtfiVQjuT/lvoKX2npAyNMAFZwAQYAADpaNjdJJgl4uqQ31/x5qjonObhLZvGkByQNlF+PeD2UIAEI2BNZXi1kSUsAjpN5kvFOv+8545RXdefV9+now/cF/jwA6fbK6+N18TXn6tHnAo0cuVfSxaW+wkhLH0oCEAAAwB7T23x6+XWCpJMlnVT++ymSTiy/0tKrdp+kjZKGJD1dfg1KelzSM+XFVpoiAQjYQwKwhQSgJGV6u2fKDAX2fUd/yZxt+snnBjRhvK+6EYAD9o5k9N7lZ2vd41ODvO1VmaG/Qy1/MAlAAACA5MvmjpI0rfyaWn5V/32yzDyfR8rce06SmY+58vPqKS0mSDqsySful7nWfE1mupnK34clbZP0cvnPLZJekLS5/OeLfpN8YyEBCNhDArDFBKAkZXq7PyLpX4O858MX/lr/svhRjTskHQceQOv2lzL66PVvU9/dJwV96x+U+grfa+vDY0gAAgAAAAAQpkTOnVC+Qb8xyHtuvvtEfeq7c5SSxCuAFpVK0idvmtNK8u+f207+AQAAAACQQolMAJZdKWl9kDesXHeyrrp5NklAwFGlknTVzbO1ct3JQd+6XtKnIggJAAAAAIDES2wCsNRX2CPpA5K2BnnfN26brk/c9FbtLzGHAeCS/aWMPnnTHH3jtulB37pV0gfKdQoAAAAAAB0nsQlASSr1FZ6VtEBSoEm3Vq47WX9w/RnaN0ISEHDBvpGM/uD6M7Ri3SlB3/qGpN8t1yUAAAAAAHSkRCcAJanUV/ilpD+WFGhg7813n6gF156lnbvHRRMYgFjs3D1Ov/N3Z+nmu08M+taSpD8u9RXujSAsAAAAAABSI/EJQEkq9RVulvT5oO+77ZFjdPE15+n5bZMiiApA1J7fNkkXX3OefvLwMa28/fPlugMAAAAAgI6WigSgJJX6Cssk/X3Q9z208Sidc/X5+sVgVwRRAYjKLwa7dM7V5+uhjUe18vZvlOsMAAAAAAA6XmoSgGV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    }
   },
   "cell_type": "markdown",
   "id": "eca112d9",
   "metadata": {},
   "source": [
    "From the learning curve we can see the top performing neural network based on test $R^2$ is slightly overfit with validation above training.\n",
    "\n",
    "![pyMAISElogo.png](attachment:pyMAISElogo.png)"
   ]
  }
 ],
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