diff --git a/Dockerfile b/Dockerfile index a9337bcdcfd59cfdf9cb4f9201dc84c60106ac03..d89fce83271acc6fcbb9e34ab060e11e77d7d034 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,19 +1,13 @@ # base image -FROM continuumio/miniconda3:4.8.2 -# get some basic requirements -RUN conda init bash -RUN conda create --name LOCAL -# use the new environment (https://pythonspeed.com/articles/activate-conda-dockerfile/) -RUN conda config --add channels conda-forge -RUN conda install conda-build -# RUN conda install numpy=1.18.5 scipy=1.5.0 cartopy=0.17.0 sympy=1.6.1 matplotlib=3.1.3 -c conda-forge +FROM nixos/nix:2.3.6 +# get some basic requirement WORKDIR /app/ # build FieldTools -COPY ./FieldTools/ /app/FieldTools -RUN conda build FieldTools -# build and install corbam +COPY ./shell.nix/ /app/ +COPY ./nix/ /app/nix/ +COPY ./corbam.nix /app/ COPY ./corbam /app/corbam/ -COPY ./meta.yaml /app/ COPY ./setup.py /app/ -RUN conda build . -RUN conda install corbam -c local +RUN nix-shell + +CMD nix-shell diff --git a/FieldTools/fieldtools.tar.gz b/FieldTools/fieldtools.tar.gz new file mode 100644 index 0000000000000000000000000000000000000000..a607ea89934e2b56bb9189c98e7258a46854f35a Binary files /dev/null and b/FieldTools/fieldtools.tar.gz differ diff --git a/FieldTools/meta.yaml b/FieldTools/meta.yaml new file mode 100644 index 0000000000000000000000000000000000000000..54ec996cce516f98f0a8959d95c7c55c74d84098 --- /dev/null +++ b/FieldTools/meta.yaml @@ -0,0 +1,44 @@ + +package: + name: pyfield + version: 0.1.3 + +source: + # Get a tarball from GFZ data services + url: ftp://datapub.gfz-potsdam.de/download/10.5880.FIDGEO.2019.033/fieldtools-i2.tar.gz + +build: + # Not quite sure about $PYTHON; Docs are just using bare 'python' + script: $PYTHON setup.py build && $PYTHON setup.py install + +requirements: + build: + - {{ compiler('cxx') }} + - gxx_linux-64 9.3.0 + - libgomp 9.3.0 + - swig + - numpy # setup.py relies on numpy + - pkg-config + - eigen + + host: + - python + - setuptools + - numpy + - eigen # Not sure if required + + run: + - python + - numpy + - eigen # Not sure if required + +test: + commands: + - $PYTHON -c 'import pyfield; import doctest; doctest.testmod(pyfield)' + - $PYTHON -c 'import pyfieldcore; import doctest; doctest.testmod(pyfieldcore)' + imports: + - pyfield + +about: + license: GPLv3 + license_file: LICENSE diff --git a/README.md b/README.md index 4f82e68da11ef305e3d6b3891f60edeb1ccfa1ef..e8fe5a72ae50b5ef9b9422740496367b4e516925 100644 --- a/README.md +++ b/README.md @@ -51,7 +51,7 @@ With optimized hyperparameters, the MAP model of for example the north, east and ```python from corbam.inversion import Inversion inv = Inversion(pars.data) -mean, cov = inv.nez_inversion(2800, +mean, cov = inv.nez_inversion(res.r_ref, *res.x, 1000, t_desi=1970, @@ -76,7 +76,29 @@ from corbam.marginalization import field_integrate [parameter files]: https://arthus.gitext-pages.gfz-potsdam.de/corbam/parfile_wrap.html ## Installation -TODO +The most reliable way to use `CORBAM` is using nix-shell. With [nix](https://nixos.org/download.html) installed, simply run +```console +$ nix-shell +``` +from inside the corbam directory, to enter an interactive shell with all requirements installed. + +If you want to use `CORBAM` within your own programs, you can do so using [conda](https://conda.io/). You first have to build [FieldTools](https://doi.org/10.5880/fidgeo.2019.033). Having [conda-build](https://docs.conda.io/projects/conda-build/en/latest/) installed is required. From inside your conda environment and inside the corbam directory, run +```console +$ conda build FieldTools -c conda-forge +``` +You may now build `CORBAM` by running +```console +$ conda build . -c local -c conda-forge +``` +`CORBAM` may then be installed using +```console +$ conda install corbam -c $CONDA_PREFIX/conda-bld/linux-64/ -c conda-forge +``` +If you encounter inconsistency errors, try to install the requirements using +```console +$ conda install --file requirements.txt -c $CONDA_PREFIX/conda-bld/linux-64/ -c conda-forge +``` +When using a separate build environment, you have to point conda to the channel manually instead of using the environment variable $CONDA_PREFIX. ## Contact * [Maximilian Schanner](mailto:arthus@gfz-potsdam.de) @@ -86,7 +108,7 @@ Telegrafenberg 14473 Potsdam, Germany ## References -`CORBAM` uses `numpy`, `scipy`, `pandas`, `matplotlib`, `cartopy` and `dlib`: +`CORBAM` uses `numpy`, `scipy`, `pandas`, `matplotlib`, `cartopy`, `dlib` and `FieldTools`: [\[scipy\]](https://www.scipy.org/) Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, @@ -113,3 +135,6 @@ Computing in Science & Engineering, vol. 9, no. 3, pp. 90-95 [\[dlib\]](http://dlib.net/) King, D.E. (2009) "Dlib-ml: A machine learning toolkit" + +[\[FieldTools\]](https://doi.org/10.5880/fidgeo.2019.033) Matuschek, Hannes; Mauerberger, Stefan (2019) +"FieldTools: Toolbox for manipulating vector fields on the sphere." \ No newline at end of file diff --git a/corbam.nix b/corbam.nix new file mode 100644 index 0000000000000000000000000000000000000000..e93e4ce57233d28eb8a74f4404dc593463144f98 --- /dev/null +++ b/corbam.nix @@ -0,0 +1,47 @@ +{ python +, buildPythonPackage +, lib +, numpy +, scipy +, pandas +, sympy +, matplotlib +, cartopy +, dlib +, numdifftools +, progressbar2 +, pyfield }: + +buildPythonPackage rec { + pname = "corbam"; + version = "0.0.2"; + format = "other"; + src = ./.; + + installPhase = '' + export PYTHONPATH="$out/lib/${python.libPrefix}/site-packages:$PYTHONPATH" + + ${python}/bin/${python.executable} setup.py install \ + --install-lib=$out/lib/${python.libPrefix}/site-packages \ + --prefix="$out" + ''; + + propagatedBuildInputs = [ + numpy + scipy + pandas + matplotlib + cartopy + dlib + numdifftools + progressbar2 + pyfield + ]; + + meta = with lib; { + description = "TODO"; + license = licenses.lgpl3; + maintainers = "Maximilian Schanner"; + }; + +} diff --git a/examples/Find_MAP.ipynb b/examples/Find_MAP.ipynb index e9471c5cf7136bed1ea66d47af1f0e8eb4ffbfef..cbe46e07f9227fe64181675dc2ab6098ba860543 100644 --- a/examples/Find_MAP.ipynb +++ b/examples/Find_MAP.ipynb @@ -16,7 +16,9 @@ " import os\n", " # relative import\n", " sys.path.append(os.path.abspath('') + '/../')\n", - " from corbam.utils import load" + " from corbam.utils import load\n", + "\n", + "plt.rcParams.update({'font.size': 20})" ] }, { @@ -24,9 +26,7 @@ "metadata": {}, "source": [ "# Find the hyperparameter MAP estimator\n", - "The model underlying CORBAM depends on several hyperparameters. This notebook serves two purposes:\n", - "1. Illustrate how finding the hyperparameters works on the code-side\n", - "1. Test the algorithm against the ARCH10k.1 model\n", + "The model underlying CORBAM depends on several hyperparameters. The marginalization procedure in `CORBAM` relies on finding the maximal a posteriori (MAP) estimator. This notebook illustrates how this search is performed, on the code side.\n", "\n", "Therefore we first load the synthetic data." ] @@ -80,7 +80,9 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "scrolled": false + }, "outputs": [ { "name": "stdout", @@ -139,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -157,9 +159,9 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { @@ -174,10 +176,12 @@ "inv = Inversion(pars.data)\n", "opt_pl = res.x\n", "sds = np.sqrt(np.diag(res.hess_inv))\n", - "n = 101\n", + "n = 41\n", "names = [\"Mu\", \"Alpha\", \"Theta_Dip\", \"Lambda\", \"Theta_WoDip\", \"Epsilon\", \"Rho\"]\n", - "fig, ax = plt.subplots(2, 4, figsize=(10, 5))\n", + "units = [r\"$\\mu$T\", r\"$\\mu$T\", \"yrs.\", r\"$\\mu$T\", \"yrs.\", r\"no unit\", r\"$\\mu$T\"]\n", + "fig, ax = plt.subplots(2, 4, figsize=(20, 10))\n", "\n", + "scales = [1000, 1000, 1, 1000, 1, 1, 1000]\n", "for it, name in enumerate(names):\n", " print(f\"Evaluating {name}...\")\n", " low = max(1.e-4, opt_pl[it]-2*sds[it])\n", @@ -189,17 +193,34 @@ " x_at = np.copy(opt_pl)\n", " for jt in range(n):\n", " x_at[it] = arr[jt]\n", - " shw[jt] = inv.log_pst(pars.r_ref, *x_at)\n", + " shw[jt] = inv.log_pst(pars.r_ref, *x_at, noisy=True)\n", " \n", - " ax[np.unravel_index(it, (2, 4))].plot(arr, np.exp(shw-shw.max()), label='marginal posterior')\n", - " ax[np.unravel_index(it, (2, 4))].axvline(res.x[it], label='MAP', color='black', ls='--')\n", + " l1, = ax[np.unravel_index(it, (2, 4))].plot(arr / scales[it], \n", + " np.exp(shw-shw.max()), \n", + " label='marginal posterior')\n", + " l2 = ax[np.unravel_index(it, (2, 4))].axvline(res.x[it] / scales[it], \n", + " label='MAP', \n", + " color='black', \n", + " ls='--')\n", " ax[np.unravel_index(it, (2, 4))].set_title(name)\n", + " ax[np.unravel_index(it, (2, 4))].set_yticks([])\n", + " ax[np.unravel_index(it, (2, 4))].set_xlabel(units[it])\n", "\n", + "bounds = np.array(ax[np.unravel_index(ax.size-1, (2, 4))].get_position().bounds)\n", + "bounds[0] += bounds[2] / 2\n", + "bounds[1] -= bounds[3] / 2\n", "ax[np.unravel_index(ax.size-1, (2, 4))].remove()\n", - "ax[0, 0].legend()\n", + "fig.legend(handles=(l1, l2), bbox_to_anchor=bounds, frameon=False)\n", "fig.tight_layout()\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -218,7 +239,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.8" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/examples/Gen_Data.ipynb b/examples/Gen_Data.ipynb index fa1b86261da4f4ca725eefa07c2e27ff0d35d867..5adda65662ed65e69698e71aa4213421596dc66b 100644 --- a/examples/Gen_Data.ipynb +++ b/examples/Gen_Data.ipynb @@ -34,7 +34,9 @@ " import os\n", " # relative import\n", " sys.path.append(os.path.abspath('') + '/../')\n", - " from corbam.utils import read_data, nez2dif" + " from corbam.utils import read_data, nez2dif\n", + "\n", + "plt.rcParams.update({'font.size': 20})" ] }, { @@ -357,7 +359,7 @@ "outputs": [ { "data": { - "image/png": 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KAHMV/80nsbD42nRWURTl1iGcn9jDgZYGg6GlyWRqbzabo6WU7k2aNDG3adPGPS4uzi06OppGjRrh4+NzSfUXFxcjhGDVqlV8+OGH/PDDD0yaNIlp06ZVKnfXXXexfPnySsf8/f2Jiopiw4YNABiNRjQaDX5+fkycOJHx48df8v3269ePb7/9liNHjhAaGnrecklJSbRr145mzZqh1WrZtm0b7u7uDB48mHnz5lUqK6Xk999/JyQkhLp161a7L1JKDh48yMaNG1mwYAG//vrrefsSExNTEcD9XWazmYMHD7J371527Nhh+/3330t2796tM5vNwmQyHTCbzUklJSWbgS3AXiml7R81qFx3VNCjKFdIfJTeCJi++Zf7Wp1GNLnEyzOBQ1W+EgsLLm9PFUVRbg1CiCCglZubWzsvL68uxcXFt3l4eIhWrVrZ27dvb4qNjRXNmjUjODj4kkZuHA4He/bsYenSpcyZM4c///yz4lxUVBQHDhwAoH379kRERPDtt99SWFgIgLu7O2az+Zw6e/Towf79+zl+/DgABw4cIDIy8m8lLSgpKeGpp55i9uzZlJWV4ebmdtFrNm/eTOvWrQEIDAwkMzMTuLTRnDMVFRWRlJTEqlWr6NWrV5XT6sxmM5mZmZw4cYI33niDo0eP0rZtWz744AOEEIwaNQqz2Uzbtm1p1KgRsbGx+Pn5XbTt8j5X9eyys7MrphAmJSUV//HHH47MzEyDl5fXAbPZvNZsNm8ANuOcHqc+NN/AVNCjKFdIfJT+BSDknT7GPiG+mqDLWPVJ4DfgV2AtiYX7L2PdiqIoNwVX1rRoIcTtvr6+d1it1g4Oh8PUokWL0s6dO3u1adNG06pVK4KC/vmP56eeeoq33nrrH9URFBSEv78/ycnJpKSkYLPZaNy4ccV5Dw8PMjIy8PLyuuS6d+zYQfPmzZkxYwZPPvlkta/Lzc1l/vz5xMTE0L17dzQazd8Kun777Tf69euHw+GoCPYcDscF69q0aRNt2rSpeD906FCaNGnCf/7zHx555BH27t3Lrl27CA8P55FHHmHs2LHnra9Lly6sXbsWgJCQENq1a8fOnTupX78+ffv2pUePHpWedWFhIVu3buWPP/6Qv/32W9GmTZu0JSUl0sPDY0thYeFKu92+Dtjq2tNIuUGooEdRLsHW2ePccaYe9Qd840a/+9P5ysZH6V8H7DN7G+8J99M0uoLdysQZBK11vfaQWKj+YSuKcksRQrgBrXQ6XTcfH5/eRUVFzf39/e1du3bVduvWzb1Dhw5/e6SkXH5+Pu+99x6bN2+uCADeeustJkyYwJIlS84pP2DAAL7//nsslsoZlmvXrk16enrF+4CAAA4ePHjO9DmLxYJer+fbb7+lf//+mM1mjEbjJfX59OnTeHt7A86kBH9nncw/NX78eN555x2GDBmCv78/06dPx2Qynbe8zWYjNjaWPXv2MH78eF588UV8fX2rLLdx40buuusuxowZQ+3atWnTpg1arRYfHx+Cg4PJzc1l3759bNiwgSVLlrB79+4q21y3bh233377eft08uRJNmzYwK+//mr5+eefS48cOWL08vI6UFJS8kNpaelqYL2Usui8FSjXnAp6FKUKW2ePiwAaAZFAQ6ChlLIhUFf89RtTArq40e86qqojPko/BfB5tYehW5Na2tir0W+XNGAR8BWJhZuuYruKoihXjWskJ1ar1Xb38fG5p6ioKC4kJKSsT58+7l26dNF36NCBgICAf9zOwYMHWbp0KUuWLCEpKemc88HBwfj6+rJv3z6sVisNGjTg8OHD1a6/d+/erFy58rznrVYrbdq0YcKECQwbNqza9dpsNiZPnsyrr74KwOrVq+nWrVu1r7+c8vPzqVGjBsOGDaN+/fpMnTq10vnt27czefJk4uLiOHr0KD4+PrzzzjsAdO7c+bzrfcqtWbOGVatWkZSUxG+//QZAZGQkWVlZFSNLAD4+PrRu3ZoePXowdOhQAgMD0ev1Fefvv/9++vTpQ2BgYMXL39+/ykDx9OnT/PHHH/z222+O5cuXFyUnJ7ubTKYDxcXFy8rKyn4CkqSUpX/zkSlXgAp6lFve1tnjDEAroIOUsgPQQQhRo5qX14gb/W5+VSfio/RPASEvdDa0jqujbXuZunupjgCfA/NILKz+b2FFUZTrkBCiHvCA0Wh8SEoZHBgYaO/Tp49br169DJ07d6ZmzZqAcw1Hamoqu3fvpk+fPhgMhktu68SJE9SrV++c4w0aNCAsLIyff/650vHw8HBSU1Or6jPdu3dn0KBBvPLKK/j7+7Nt27aK8zNnzuSJJ56osg8pKSk0bNiQ0NBQDh8+XO20zg6HgzfffJOJEycCV2aE59SpUxQWFmKz2QgLC7to+TNH2D788EOGDh2Kh4cHAHv27CEmJoZu3brxyy+/nHPt22+/zeOPP16tfkkpsdvt6HQ6srOz2bFjB/v37yciIoK4uDg2btzIsmXL+Pbbb+nUqRMZGRlVBrPR0dFkZWVhsVjo2LEjHTp0IC4ujhYtWuDr60t+fj4+Pj4VQVNJSQkbNmxg9erVtu+//77k4MGDRi8vr+35+flrpJSLgO1qTdC1pYIe5Za0dfa4JkB/h0PeJQRxrmkRf0d43Oh3j1R1Ij5KPwpo9kx7t8adQnRd/3ZnLw8JrAM+Br4ksfC6mIcshLADuwE9YAPmAzOllFWOnimKcmsRQuiB293d3ePd3Nz6FxYWhhgMBtmoUSOxYsUK6tSpQ2ZmJuvWrWPz5s2kpKSwe/du/vzzz0pTyqZOnUp4eDhNmjShWbNmFccdDgf79u1j8eLFlJWVsW7dOrp3787YsWMZPnz4OSMwZ66JsVqtBAYGotVqmTJlCpmZmbz22msIIbBYLHTt2pU1a9bQu3dvFixYQHZ2NpmZmXTs2BGA5ORkmjdvDsDx48fPyXxWVlbGvffey/LlyzGZTJw+fbraz+2ee+5h2bJlALz66qs899xz1X/oFyClLJ/ixX//+188PT2RUpKVlcXChQsZOHAgOp2uymv37NnDjBkz+PjjjyuOZWdn4+vrS2FhIa+//jo///wzffv25cUXX6wos2LFCqKjowkODr4s91AuNzeXVatWMXPmTLZs2QJA//79WbJkCe+++y5jx44FICsri19//ZWkpCS2bdvG9u3bKSkpwWQyUVRURGhoKJ06deLee++lR48eFUkiCgsLee2111iwYIHj+PHjGoPBcFqv168oKir6CvhJTYW7+lTQo9wyts4e18rhcNzrkAzSaTXhl6nauLjR726r6kR8lP5fQLexrfT1e0fo+1ym9i6Hk8CbwOxrnRpbCFEkpTS5vg4AvgA2SClfuJb9UhTl2hFC+ADDfH19u5eWlvYMCwuzDRw40HTnnXdqgoOD2bFjB1lZWezcuZP169dz6NAhOnToQNu2bWnYsCFNmzYlODgYNzc3tm/fzg8//EBaWhp79+5lw4YN9OzZE7vdTnJyMqWlpdSqVavK6WiJiYkkJiZWOta9e3e6dOlCeHg4r776aqX1ITqdDqPRSFFREQkJCTgcDhYuXIjFYsHLy6siaMnMzCQgIIDs7GyWLFnCuHHjOHjw4DmjJW+88QbPPvssAEOGDGHhwoXVen47d+4kNvavGdXle/f8U1JKxo8fz8qVK7nrrru455576NatGw6Hg8DAQHJycggJCaFnz540atSIgQMHEhISAjgDxPIRkdOnT3P48GE2bNhAQkICM2bMYPLkyZXaiouLw2azsXPnTry8vFi8ePFFN1H9p0pKSipGni7E4XBUbNZqt9vZt28fq1ev5uuvv2b79u3odDrKysoICgqqlMUPKB9tkw6HA71en2mxWOYA70spT16Rm1IqUUGPclPbOntcfZvdMQZI0Gkvawa1cj3iRr+7uqoT8VH6O4F7hzXT+w1sou9/Bdr+p3KAt4F3rlUa7DODHtf7cJypQf3VNABFuXUIIQKFEAN8fX2HFxYWthRCiFmzZon4+Hjq1KmDw+Fg+vTpJCYm0rlzZ2rXrk1MTAxt27alffv2ldZlXMg777zD3r176du3L7fddhseHh4VU+Kys7PZs2cPkZGR50xr0+l0CCGwWq3ExcVhNpvJyckhKysLAD8/P55//nmefvrpimtat25NSkoKYWFhdOjQgU8//ZSCggJSU1MJCwtj6tSpTJ48mWnTpvH//t//q9Te/v37ue+++9ixYweTJk1i6tSp503AcPToUV5//fWKDTm1Wi0JCQk8/PDDJL6QyLIffqbM5sCg0xB/Rw/mfjy32t+XclJKRo4cyb59+1i1alWV+xXZ7XZ27tzJpk2b2L59O//73/+Ijo5m8ODBPPbYYwAMHDiQRx55hPHjx1ek8S7XoUMHnnnmGWbNmsXq1c5fq08//TRvvvkmAOPGjWPmzJnnHUm6HhQVFZGZmUmdOnVIT0/HbrezefPmigA5JSUFb29vtm7dyqJFi0hLSzNv3LhRYzAYjhYXF39usVi+klIevNb3cbNSQY9y09k6e5zG7nD0sVjtTxnddF2EENWbBP33DIwb/e7/qjoRH6XvBCT0a6RzG9Hc7f4r2Id/6hTwPjCDxMKsq9nw2UGP61g+0EhKmXk1+6IoytUlhAjSaDQDfXx8Esxmc4zdbtdbrVYBsHfvXjw8PPj555/Jzc1l6dKlSCn59NNPiYiIuKL9On36NJ07d8ZisbBnzx4AvvjiCwYMGMD7779PUlISvr6+zJ49G4D58+czZMgQDhw4wG233QZA165dSU5OZvLkyaxbt45FixZhMpnw8fEhKSmJoqIiIiMjue+++1i0aBFZWVnUqlUL+Gsdz3vvvcfo0aPPu46nuLiYBQsWMGXKFB599FFuv/12knft4o3XppNZaEZjNKHzCcSjYVu8fHyp6+tOyrrviO8Yd8mBz5dffsmrr77Khg0bLrpJ6Pbt2/nggw8YOHAg2dnZPPfcc9SoUYNdu3ZVlPm///s/+vfvT3JycsXIW/mIGDjXIG3evJmmTZvi6elJbGwsu3btYs6cOYwcOfKS+n69s1qtrFu3jq+//rrsq6++ckgpM8xm83xXAKS2pLiMVNCj3DS2zh7nXWqxPqHRaMa46bS1r1Kzj8SNfndOVSfio/StgDHdwrRyQlvDiKvUn3/CDLwBTCOx8KpknDlP0FMARKmgR1FuPkKIusAkYCxA27Zty7p372745ptv2LdvH0BFeuVTp05VXPfCCy/wwgsv/KN001dKQUEBTzzxBJ999hnu7u40b96cXr16ERISQo0aNVi6dClLly7lmWeeIT4+nl69epGens60adP473//S1lZGdnZ2RVTq7p3787tt99eaV1Lub179/Lll1+yfv16tm/fTocOHZg6dSqxsbHM/+QTnnvqcXKkBwb/UKTDgbFhW7TuPuCwo3OUEVbLRMoPC8g+caza91dUVERMTAzz5s2jS5cuFcc3bdrEM888Q40aNXjzzTedwek3i9m2bRtJSUkUni5GCFFpM1OTycSUKVMYO3bsRYOnM61evZoePXrw5ptv8tRTT1X7uhuN3W5nw4YNLFy4sOzLL790OByOTLPZ/KHVav1MSpl2rft3o1NBj3LDW/d/j3iVWu2J3h5uo3VabfV/il4eE+NGv/t6VSfio/RNgQktamtKE7sYx17lfv0TqcBjJBaeP4fqZaKmtynKzU8IYQDu8vX1HVVUVNTdaDRqioqKNAA1a9asSC7wxRdfkJeXV3HdihUruP322zEajdWevna1lK9L+fzzz5k1axalpc6/E73yyivcc889xMTEVJQdNmwYr776KrVr12bHjh107NiRbt26kZKSwuuvv86dd95ZEcwVFBTQuHFjfvrpp0p1AKxatYoHH3yQkSNH0qlTJ1q2bFkpJXdYHX+KpIHTwoR7aCwlR7bjP2AyOk8f7MWFWDIP4W+QHP/5E05lVu/zs5SSUaNGYbFYmD9/fqVz8fHx1K1blw8++IBRo0ahw0bPzu2pX7cOh1KP8OL0N9mX8lc2u7Vr19KxY8frMnC9HjkcDtatW8d7771X+vXXXxu1Wu1ph8MxWUq5QEpZZdZY5cKu34mRinIRW2ePM+WdKpli8jCMrWF0u9rBTv6tP2sAACAASURBVLlzd0v7Sykgc0uk+Wp15jIJB1aQ6PMN8ASJhcevRqNCiFrAB8AsFfAoyo1PCBFrMpnGGI3GoTExMY7Ro0d79evXr2Ia15AhQxgzZgxHjhzh2LFjlQKeUaNG0alTp0saDbgaMjMz+e9//8vHH3+Mh4dHpQ1GAf7zn/9w33330bNnT0JDQ/noo48IDg7ml19+YeHChUyYMAGTycRXX31V5Saj//vf/+jQoUOlgMdut/P555/zzDPPsGjRokqjLZU47FjRInFQmnEIt6AIsBQjvPzQevqirxVCZsrvGHSVp8sFBQVicJSi1Wqx2+2UaYxkZGRy8uRJnn32WVJSUvjxxx8rXbN27VrWrFmDu8GNkPp1+f7bJfTq1Ibf16/lQM1a+Pn50qfb7eTk5ZOdm8/8+fOJi4tTAc8l0Gg0dO7cmTZt2hiPHTvGwYMHvU6dOjVTSjnDaDQml5WVvQ58obKdVp8KepQbztbZ43S5p0pe8PIwPFnD2+Na/0b0u8A5M0Cu+YbdnGwA0ItEnxeBmSQW2q5AG+5CiB38lbL6U2DGFWhHUZSrQAjhq9FoHvTy8hrv7+9f59FHHzWMGDFCW56ZzGb768fI7t27GThwIDExMTRs2JCPP/6Y2NhYYmNjr6sPx3a7ncWLFzNz5kz279/P3XffzcGDB8nMzKxYw2MymejcuTMlJSXMnDmTiIgIxowZA8CCBQvw8fFh9+7drFq1ihUrVlQZ8IBz88wzU20DDBgwgNzcXJYtW0bbtuff8k0iMWglpVKDo7QIz/ZDKNrzC6Ym3dD6BGAvOUXxgd8ZekePimuCggLxd4eG9eohpUQIwcHjOfj4+FQkRJg9ezYm01+zkDMyMujSpQu1A/zRajUUFBRgNBhYt2kHer2WBsH16NahJQ3qBVAv0J8A/xo0atTokgJYIQTBAT5oNRrsDgd/ZhVyq/wtzGKx8NJLL/HKK6/w+++/07Zt24p9hEpKSli8eLHm3//+923p6emfAp8aDIaZFovlLSnlnxeuWVFBj3JD+XLykH61a5rerentUeda98XlQkFPKSCKLNjsDmnXasTl3Rnu6jABrwMPkegzlMTCXRe74FJIKW/EZ6IoylmEEC29vb2fMhgM/Xv37u0YN26cR7du3SptiHno0CEeffRRgoKCGDRoEPHx8XTu3Lli6prFYmHOnDk88sgjTJ8+nQYNGhAefrl2F7h0Ukq++eYbJk+ejJ+fHxMnTiQ+Pr7inmrVqsWIESOoV68eL730EmvXrmXWrFlkZGSwatUqbrvtNnbv3k3Xrl1ZsmQJEydOZMiQIRfMPlZYWEhubi7JycnExMTw1VdfsWXLFlJSUi6aTrnUYsPXq5TcQgsavREpwaNBG4r2rsF+OgeEBltBRqUkBrKsmEZRoQzp2pR6AT4czyrkyzW7yS44ypz5n3H33XezadMmln6zmBPHj1O3Xj1mzHybZk0i+dfdPfjzRAbbkg/Sq1MbQuoGkpVbwHc/rWPn3kOE1Q/C29uL8OC69O7Vk/zCU9QOqFkxopSelVtlICOEoE3jeozsE0ejkFrsP5bN3JVbz1kfdDN65513GD9+fMX7du3a0a9fPz788ENq1aqFh4cHw4YNY8eOHbz11ls88MAD6HS6sYsWLXrUz88vqaCg4HXgByml/drdxfVLBT3KDeHT/zeoXg1v9wURdWt0vZ7+AsjFp7cJgDI7Zg8NpguUvd7FAEkk+jxGYuHHFy2tKMpNTwhhFEIM8fb2/netWrXqT5gwwThy5EhNYGBgRZldu3bRrFkzIiMjSUlJYeLEiaxatarig7/FYuGHH35g8ODBlRIXlO/JMm3aNAYNGnTFM7ad7cSJE4wYMYKMjAxmzJjBHXfccc7okxCCuXPncvz4cWbPns28efPo3bs34Ey/3LFjR/bs2UNMTAwLFiygf//+F0233LlzZz777DO6dOnCgAEDWLZsGT/99FO19o9pGNOcvLSDNPCyc/DkSQo3fI5XXDye0d2xFZykaMu3eLv9NRMqKCgQd4Oef3WJITTI+fe7kCA/BneJYfOBE+Tm5rJp0ybmz51NSN3apEoNP2/cgpvJl3Zxt9E4IoxFy3/hvvheBNcNIr/wNKH1ajOgdxfm/28FmTm59OnaDn8/X5avXu8MlPr2ICKsPoeOpPH19z9XGcjUr+XNyD5xNKzvj7nUSnZhMT6eRkIDfQkJ9CUtq5CgGibS84qoX8sbnVZ7U4wGWSwWWrdujbu7O/3798dsNrNkyRLsdjsJCQl8/fXXzJ07lw8//JDk5GTAuQbsu+++c5s1axYLFy7s8sYbb7Q8ceKE2TX684GUMu8izd5SVNCjXNdeebiXaFTf/8UGdWs8a9Drqp4PcG1dbKRHA2CxU+qhv6GDHgB3YC6JPh2BsSQW3mhrlRRFuQyEEEFGo/Exd3f3x1u1aqV59tlnTX369Kk0qlPu0KFDeHl5kZKSAjgTAPzwww9069aNWbNmMXHixErl7777bnr16sWoUaP44IMP2LZtG5GRkTgcjqs25a18c88XXniB//znP+dNoiClZMaMGUyfPp1JkyZVBDwAEyZMICEhgdTUVEaMGEFJSUm1kjFERESwZs0aduzYweLFi1m1ahVNmzatVr9/+20dnTp15NiBXYQFeHH8+G4KT2WBRgcOGyZRSl7uX5+BDY5ShFaLp7tbxTEBmNzd0ABbt25l3scfk5eTziKrJ34xnQhtdzuehs1sPZ5O2JE0zOZSQoProNNqEQJKzKX4+nhRVFxCaP06RITWJyMrB61Wy+C+PWgS6Zzm2CQyjMF9e5CZc+5ncq1WS3gdP8osNvYey2LHoQyG39Gc7IISikstLP5tDwfTsmndqB4JvZvTrEEQe45lM3f5lguOBgkhqO+aMudwBUl//PEHrVu3rtbzvdz27t3LW2+9xf79+9Hr9axZswZwTpX84osvAJg3bx5DhgyhX79+9O3bt6LMgw8+SGZmBsmb19E6Ohy/mv7cnzCGffv2mTZv3mx66623nl+6dOlkb2/vL0+fPv2alHLfNbnJ64zK3qZct6Y90qtx8wa1Fwf4mZpc675cwIG40e82Ot/J+Cj9bCDro7uNwwNNmnrnK3cD2g0MJLFQbaKmKLcIIURTb2/v561Wa/z999/P008/bWzcuPFFr4uOjmbv3r2VjplMJtq1a8drr73Gxo0b6d27N2FhYecENr/99hudO3cmKCiIpUuX0qZNm8t6T1V5//33GTt2LOnp6QQFnX9P6/T0dCIiIti2bRtRUVGVzjVq1IgDBw7Qt29fJkyYwOjRozl06NCV7nq1dOrUkT8P7sZic6DXahjQMZp6tbwxuRuo6e3OtpSTfLR8C3mnSwmuE8hpuw6PZn0w+vhjdzgoLSsjvJYXPumbOPnnEe6L70VI3SAKTp3G18eLvQdTWbjsJ0b+Kx43Nz3rN+9k3R/baRBSj5NZORVrh+oE+LP3UCoeRmOlKW+hgb5E1vPnjlYRJO1N495O0dTy9WT/n9m46bQIjeC1heuYeF9HggN88DC44W7Qs/3QSV6a/wtRjZuQn5uDX01/hg4fxfCEhIopcw/f1ZLokFrsOZbNnOVb+GOfM0/PtVg/tG7dOnr06MHSpUtxc3MjLy+Pjh078vvvvzN//nwKCwt58803adGiBWazmeDgYOrWrUvr1q35/vvvaBLkgdVmJT2vBLvDgc3hoAwDGRnO3R4yMjJ477337G+//bZFCLG1oKDgRWD1rZwo6Epu2qgof0unZmFi1hN3j+/YNHTLdR7wwIVHegBKAF2pjZttVKQpsIVEn8HXuiOKolxZQogOfn5+a3x8fP549tln701LSzPOmTPnggGPxWJh9erV9O7d+5yAB6BVq1b8+OOPxMbGMnbsWMLDw6scyUk9dIio4FoY7UX8+4nRzP/kk8t6b1UZO9a5w8CiRYsu+OH3559/pnnz5ucEPADr168nLS2N7777jtLSUurWrXvF+nspOnXqiDXnKPd3u40eLcKpXcPE2p1HOJl7mpyCYtZsP8KS9XvJPVVCVHgw3Tq0xODuQfRtzWgQWo/QerUxuLlxvMBM6olsWt3WmMUrfmH3gcPodFpSj53g25/WkZ2bz7Kf17E2aRttYqMpPF1EaVkZjw7tzxuTn+DRof0xl5Zi0Lvx2PDBzJgygceGDya2SSRHMwvoEBPMrzuOcCQjH51Ww67UDMxlViRQ09sDh5RE1KmBu5uekjIrANEhtdBptWzfsYPs7GwOHzzAC/9+siIpwsN3tSS2QW30Oh2xDWrz8F0tCfD1pE3jekwe1pXPnx/E5GFdadu43lUZVezYsSPx8fFs3bqV7t27M2jQIIKCgujfvz9Lly5lzZo1tGjRAgB3d3cmTpzIzp07eeCBBwgJ8Ka0tBSbHZ67ryOfTxrI5Ae7ElrDjaiohgAEBQXx0ksvaTMyMtzffPPN20NCQpZ4e3vv02q1A4W4IdcY/2NqeptyXXn4rpbej97d+qvIejXv0Fxni3fO40JregBOA+6lths2g9uFeAFfkejTCphIYuEt+9cjRbnZCOfP3zt8fHymBwUFRU6ZMsVj+PDhwt3dvcryUkp27NjBJ598wvLly0lN/Wt/ljZt2vDkk0/y/vvvM2DAAAYNGkTt2hffP3r+J5/w+bvTeLxnBN3bRHPgRAEffuTcFu2hhITLcp9V+fHHHxFCMHz4cDw8PBg5cmSl86Wlpbz99tu8/vrrrFxZ9XZm/v7+gPO5PProozz++ONXrL+X4s+Du+lyWxiLNxyiyFxG/qkiADJOWdFqNRWjLQE1fGgX15RTp4s5mXqArI9eAY0WHHZs+Sfx7zKM3OPHWZGVxumiYtJOZqLX6wBJcUkpPl4m7urWniD/mmTk5FLD15t7+3SlYXgwGo2GhuHBDOjTlY+/+q7ylLe7e5CZk0+zBkFIKZm7civbD6XTPjoYAINey+b9JxDA0fQCIurVxGpzrtnfcyybIrOFyLr+jLyrJdGhAew5msWc5Vs4kp5PdIgzVXr5R4vo0AA8DHoevqslzSOcuZGaR9Rh5F0tOZl7+oLPsWbNmhh0Gtczc5CVk8ekSZN46eWXL+n7MXXqVDp16sQzzzxz3ox+5Z599lliY2MZNGgQ/u5gtdl57r6OxDZwjkY2bxBEQu8WTPv810rXGY1GRowYwfDhw03fffdd1OTJkz85evTo/+l0uil2u32BlNJ6SZ2+gamRHuW68WJCjw6DOsfsi6rv3/sGCXgA3LbOHnehFaZFgM5s42YMeso9A3xKos/1tXugoiiXTDj18fb23h0aGrr4/fffj01LS/McM2bMOQFPXl4eiYmJGI1GNBoNLVq04J133iE1NZV+/fqxZs0aHA4HSUlJ/Otf/+LXX39l/Pjx1Qp4AD6dM4v4WH+6tWqMu9FAbINARvWK5otP3r8St16hZ8+e9OjRg3nz5vHcc88hhODOO+9k165dPPfcczRo0ID169fzxx9/0LJlywvWJYRg4sSJfPTRRyxcuPCK9rs6ikotpORa6NyuJXaHxMNooFFEKI8NH8Qbzz/BYw8NplmTSAqLSvDxMrF4xS8YQ5tTo/cT1H7o/6jRZwLG0Obk/LoAd3sRLwxtjxY7vp4GNAJM7kbaxjahXu1A3lvwP6bM+JB35y9Gq9USER6Mze6gzGLFZncQVr+Oc6qbq28CiAitj1arIcDPRJfYMDRCsCs1g/zTZqSUZOUXsy3lJO5uOj79aQf707Kx2OxsP3SSOcu3oNUIRrqCGLczRnSMbjr2HMuu9Cz2HM3CARXBULno0AC0mvN/PK5Zsyb1g2ry2PBBzJgygccTBtG0UQP+++qrTJk8+ZK+H1FRUcTFxfHKK69UOSJ6tp49e7Jr1y6kcE7FO7PvdoekUXBNtJqqB3E0Gg333HMPO3fuNH333Xd12rRpM9NkMh3X6XQPCyFuid/fKuhRrrlOzcI0U0f2fKJb8/Cf/H08r5dU1JfiQlPcigBdifWG26D0Ug0FviPR50ZP1qAotywhRA9vb+/k0NDQRR999FH04cOHPe+7777zZhy7//77efHFFykrK2PcuHHs2rULu92OlJIlS5bQpUuXS54mlJKSQs2aNQkICODPY0eIjaiDh8dfwVZMqD/5uTn/6D6rq0ePHmzevBmArl27cv/993P06FFWrlzJsmXLqp1Oe9y4cYwdO5Zhw4Zd0+xi8z/5BIPBg/get7Nr/2Hc9Do8PNxp16Ip25IP8OHnS9i8cy8tmzbGz8eb7Nx8dH518G4/BPfgJmh0etzrNca73RB0frXxMLoRHVILu92B2WJFpxFYLBZSDh8m9egxzKVlmEvLcDgkdruDw0eP46bXYXDTY9DrOHI83Zl4wNU/CRw6mobd7sBud7D/T2eQUruGF5+v3slrX67n67XJ3B4TTES9mkTWq8nrX67jqfdW8PKCNWw5cBx3g57o0IBK910eGMxZvoUdh9Ox2GxsP3SSucu3UFpmrTIYsjvOv9+nQScqkjLodToaRzhHqGrW8GXOhx9c8vdl6tSpbNu2jTvuuIOuXbsihKBTp04MHDgQIQS//PJLpfKBgYE8N2UaNoeDZFff7Q6Jze4gJS0Xu8N+wf/PhBB07tyZDRs2mFasWBHQpk2bt1zBT8LNPu1NBT3KNdWpWZjxnvaNP+wZF/Gmh0Ff9byJ69+Fgp5TgL7EelOP9JS7A/iJRB+fa90RRVGqTwjR2tfX94+6desunT17dpPDhw97Dh48GM0F/toNsGrVKqSUSCmZNWsWTZs2veg1F1JSUkLDhg3Jy8sjIiICi9VOblnl+pKPOheoXy3Tp0/nySefJCYmhtLSUubPn1+xIWl1aTQaBgwYgM1mY9++a5dE64tP3ken0+Lj40NOXgESsFisbE3ez5Gs06QXO0jLN/P79mRO27UsXb8bNFoMQZFwxmdoQ+1I0OhwOBx8+P0WgoPrc1+/O3nykQcYdPcdGDy8KLXYsNls5OYXkm3Vk21354WPljJg9L955eNveW3eUhb8bwXFZjN7U45gtdnYm3KEr7/7mfSsHA4ez2XBjzsos9qoXdOLTreF0adNJA/0aEaZ1c6fmYXYHQ4GdopGp3PjWGYBc+Z8jN3hYM/RrIr/L4GKoOaPfcd5ecEahk5dxMsL1rD5wHGyCoqZs3wL2w+drBQM/ZlVWOUzFEKg1WqJDKtf6XhEWDBarQadVkNISPAlfV9atGhRMSX0kUceoWPHjjz44IOkp6cD0L17dwYOHEhGRkbFNQ8lJFCGgTnLt7Dl4EnMFgt7j2Yyd+U2/sw6xTPPPFOttjt27FgR/MTGxr7j5eWVqtVq+4kbZ7bNJVHZ25RrplOzsBr3dbttYauour1u8H9fHeNGv7u+qhPxUfp7gLtHNNfX6tdIH3+V+3WtbAV6kVio9gdQlOuYECLSx8fnHa1W23H69OnuCQkJojppla+UDz74gDFjxpCUlETbtm1JGP4QmQc2MapXNDGh/iQfzeHDH/cw+JFnr+iannI2mw1fX18+/vhjxo8fz4IFCyr2D7oUhYWFPPfcc2zYsIGdO3f+o8Dwn2gVHUaZxcY9fXrw/mdL8DJ5cupUETUjbiOs/Z34BtThxJHD7Fm3Eq1vbQy1G5C17mtq9H4CY31nTiEBmNP2krdqJrb8dAL9/Xj4vn40igh1Zj+z29l/+Bgff7WM9KxcjKGxeMXFIwwmbHnHKd6zhrLjewnsNoy85N+wZh4+Y8NSB+lZOTSo7YdWq6F5ZB0a1PZjxaYUerVsgIfBjTKrnYPHc+jTOhKHw7nmJ6ZdT+bMdW4fV1WWtrnLt5C07zhSSuZ98gmfz/uwUna3hBEjqp29LSTQFyt6Hhs+qGItkgD2HjrCO58swt2gw1Zm5lhmwWX5niUlJdG3b19yc3MB+PrrrytGgACiohpSWpCJVqPF7rBzPKcIh2uUatOmTbRq1arabUkpWblyJU888URxVlbW0VOnTo2RUq67LDdynVBBj3JNdGvRoN7wO5p/Fx0aGHut+3IZxMeNfve7Kk9E6bsCwwY10bk/2MztX1e5X9fSLqAHiYXZFy2pKMpVJYTwM5lMU6WUCZMmTXJ78skntedLUHA1uTZa5OWXX+bBBx9k0qRJfLZgAV988n7Fh9T7E8ZclYAHnB8CGzduTH5+Pp999hk9e/a8pOuXL1/O66+/zrp163A4HLz99tvXNKFBz9tb4iMLOFwgSM/Ko01sNGu2HyRu4FgC6oWi0WjYl3qcEqska9sPeEe2Im3JGxhDm+PdbgiGOpGUpadwauOXlB7djq+nEU8vL6Y9NwaThwdSgs1uw2azM+751yjWeWNqfhf6GnXR+4eg8/Kn9MQ+8n/6gLCY5jRu0pjT25djLshFqxHc1bYRDerW4Kcthxl9t3PvHKvdzoApn6PXarDa7djtzv2a3A1u2O0Oet09oCLgKVeere1KpKAOr12DY5n5NG0cyeC+PYgMq8+ho2l8/d3P7DmYygM9buPXHUdJTb98f/Oz2+20a9euYqplZGQkS5YsITo6+pyyxcXFzJgxgylTpgD8rft2OBwsXLiQJ598ssRisawtLCx8TEqZevErr38qe5ty1XVtHh41sk/LJY1Dal18g4cbw4Wmt5kBearslpjedqbbgO9J9OlKYmHJte6MoigghNDq9fqxHh4erwwePFg/bdo0Y2Bg4LXuVoWXX36ZGTNmAHDy5Em0Wi0PJSRctSDnbEIIfv31V/z8/DAYDFWWKSsrY+rUqSxZsoTMzEyCgoKIiori6NGj5OXlceTIEQD69evHY489djW7f44HRo7j649eJyszDZ3enY5tYvllZyo6T1/KLFZAUlJmwRjYAHuZcxlq+KB/k7roVWyFGa5NTp3Z27w93QiuX5fsvELmLFxGdl4BVqsNvV5HUYmZ0hqR6N2M6APC0Xv5g5TYi/PAYQONlqN7tqO1l2E4Xcpjd7bkvwt/QyLxNOrJKSyu6HPykUwMej1H0nOrfZ9X8o/5doeDO9s2ZOWmQ2Tl5Fdkb8vIzqGmnw/Lkg7j5qanfp1AdDod3Xv2Zs7cuf+oza5du5D5ZwphQX7OdTspKcTExDB69GhefPFFzvw37OnpyeTJk3n00UerlRihKhqNhqFDhzJgwACPN954o+err766x2QyzS4uLp4spbxwWrvrnFrTo1xVXZuHRyf0brH0Jgp44MJpq0sBWVh2U6asvpjWwOck+qifM4pyjQkh2nt5ee1r0aLF9KSkJK+5c+deVwEPwPHjxwkOdq6H+Omnn65xb5yCgoKqDHjMZjMTJkzAaDQydepUzGYzOTk5JCcnEx0dzZgxY9BoNNxxxx0ALF26lEmTJl3t7lfyUEICgx95Fr1OiwDyT53G06Dn6KGDlJaVodPpcNNqyTuegtbNHWtBJpnJGzGGNgcERlnG4LhaxIQG4O3lzaA7u5CelcPpomKG3duH6f8ey7B7+5BRIvBpNwjh5oHleDKWzENY0g9StHs1RTtW4hndFa8295JvasDRYjdS0/NwSImnwY31u4+BcI7wlK+vua1V+2v63M70Z1YhOQUl9GkdgbtBhwCycvIIqVsbL09P6tYOYPigvjz/eAIP9r+DLb//RmAtf9q2akH83X156IH7mfTviWzatKla7ZXvqzT5wS58/vxgpjzUlTaNnfucz549m6CgIMaNG3fOdbVq1aJz587/6F7d3d2ZPHmy7tChQ8b4+PjRHh4exzQazZAbeb2PGulRrppOzcKajOgTtyg6NLDRte7LZXahkZ5SQOaZb/rsbefTD5gBTLjWHVGUW5EQwt/b2/sdPz+/e9599133IUOGXJWNF6uyadMmZn/wHnt273JOHYuOYey4x2ndujXu7kYCvAxotVqCa3lz+PDha9LH6ti8eTOtWzunXzVu3BiNRsOePXtISkoiJSWFiIgI2rVrx1tvvcXo0aPJyckhODiYBQsWMH369Gva94cSEnhlykRsNisrVm+gdaP6bNyzjoMOB3qTH6WFueTvS8KrRi1K8jLxiO6K0BkBSfHeX1m8OxV9YT61A/wJr1+b2gE1uffObtQNCqCo2EzdoADQ6nGrHUXJl//BGNocQ/1muNWOxLz6Q9zqxaAz1UBXow4GgxHvmv7MWf85blY7NbyNfLRiCzmnSrj/5a+w2e3knirh/7N33vFR1Nv/fmZnN5tt6b330EMNoYUuTZoIgkoJIPaGXr96rwW9/ryK5doVEQOCdBHpCKG3RDpIJ733TU92Z+b3x0KUq4BKCeg+/+SVze5n3jM72Z0z55z38S6rItjbhfI6GbO5okmPn6Iol5TPZeeX0TI6nHHD72Bn8iF6xrVHUAkoCgT4ejNqsG0WkbWulvOnTxDfLY7YNtHMmzMLoPE8uhwZZ47z0vhel8wRmjqkI7nFlWQV2cwWkpOTb+g++/r6snDhQsddu3Y5Tp48+cuCgoKnBUGYoCjK6Ru64RuA/Q6snZtCfExo84SB7Ze1DvX+K2V4LnK18jaKa/6WmZ6LPMkM5yebWoQdO38nBEEQ1Gr1fXq9/vz48ePvSk9P140bN65JA54P35uJn4sj/3h4Ag+Nv5uqskJm/ud11GqRNiGePHNPDz59aigv3NeLuOYB6HRXHtZ4o0lMTKRPzx60bd2CPj17MGfOHOLi4hovVNPT09m6dSsZGRnk5eXRqVMn9Hp948DSp59+Gr1e35i9ev7555tsXy5BUKF20OJsMnDs1DkcKnMpT/menKR51B3dQI8QPfX5qYgeIaDIKA01yA3VOPhGotIakPUe6BxE0nMKEEWR6PBgnIwGXJ1NOBkNIEs0FKaidvVDF9WN+swjlCd9gbUsD42LL2pXX0RHExarRKXWiwrZkYJagY++24ui0ZFXXEFJjRV/Dyc+ePxOvnlxNC9N6E0Lf2cMej01NU1bMa0oChkF5aTmOcLjfwAAIABJREFUleLj5UGvLu1pHhFCRXUNkWFB+Pt4Ya6sAkHAz9sTtVrN/z1yP5PuHszBw0fIys6mf8+urFyx/LLbSElJ4Z/PP4ei0rDnRC7H0wsa/9YyxBu1qOLxxx+nW7duHDhwAB8fH7Zv335D97t79+6cOHHC8Oqrr3bU6/WH9Hr9K4IgONzQjV5n7EGPnRtOfExo9H39Yha1CfNp0dRabhBXK2+jrFapl//eriHvMcN5RFOLsGPn74AgCEFOTk7bQkNDZ23dutXp448/dnBycmpSTStXLCcqxJ8ObVrg4uREkL8vd/btSUVZMd7urhgMBo6mFZNTXEG4nxsTB7THy/TbfTQ3gsTEROJiOxIZFkxUeAgxbdrw1ayPGTUwnrdefJpRA+OZN+dzkpOTmTlzJrIsExwczNq1a6mqqsLX15fw8HBGjRrFyy+/jKIoHDp0iItueN26dWPatGk3bX+uRGhIMLIC8R1bERLgy7D+PWgd6o2bxkqEjzNT7hmGSq1GpTMiiA5o/aLRh8eiD++M3FBDfX0t/q46Vv2wE0mSOZuWdcn6Uo2Zij1LQCViaNUH565jcRvwKI6BLZHqzKg0WlSORhBUSFWlqIxuCGotCir+8bytAd/FUdU4ZFRzYcjolCEd8TA5MGXKlBtyXC4GGhdL0BITEy/5/bdK0kRRRaCvNzW1dTgbDWTnFmDQOdJgsSAIUFBchkGvQ+ugISoskLj2rdi8ZTuB/n7kZGdfVse8ObOIbRPNmCF9aNWyJZuP/Bz4/JRegKQoLF++nDfffJOPP/6YgoICevXqxZNP3tj7i2q1mqeeekp18uRJXZcuXZ4zmUynBEG4crrqFsIe9Ni5ocTHhEbc0THii45R/jFNreUGcrXyNkEBLNLfzszgl6iAhcxwvm0+HO3Yud0QBEHQaDSTdTrdiWeffbbriRMnDFcrn7lZ5GRnY3R0wGgwND7m5mqisqISb093np0yim6x7dn2UwGZheWE+LggijdnTmJ0dDQvvvAcudnZ1NfV42TQoZLq8XR1JiTQD7Uo0iwynHuG3kHv+O48+eSTvPvuu/Ts2ZM33ngDHx8fwJb58fDwaMymtW3bloaGBhRFYdeuXZc1Q7jZ3JvwMLIsU11TS01tHc3Cg/Hz8aS2ro6ikjLOpmXipHdAqjGj8QxBNDgjqFQo9dU4eIehctCRX1aFi9ZKXmExS9ds/nnWzpk0HJQG6jKOoEhWCuZPJ2/+dMp3LsAxrAO1p3bTUJwJCFjL86k5tQvRyQtJgQNncnjh+ecI9PPGgpoH3llpGw+kKCAItAzxQlSpWLx4MZWV17ef/peBxhMPjCciwJOv58zCVa/hiQfGN5akpaSkXBIcSZJEZXUNuQXFxLSIZOOOZE6dT0eRFdKz8vh+43bCg/wpKTNTXVuHv7cH5eXlZOXk4h8Q8JtaVq5YTv+eXQkJCsTJ1YOKOol2rZqx/WhWY59TcFQrnnnmGRYsWMCjjz7KunXrcHZ25uuvvyYrK+s3172eBAUFsXnzZv2sWbNCnZycthmNxrdvh6yPvafHzg0jPibUu12k78w7OkZ0a2otN5irlbepAOol6rRqmt4XtunQAcuZ4dyGGebrM8TAjh07AAiC4OPk5PSNj49P52XLlhn+6ADNG41/QABVdfVUVVdjMhoBOH32PDqdA3pHB6pqGgj08aBPXFt2pxykTagFSZJ+c615iYnXbGM9dcoUkjZtoLColMiwQCZOHE1kWBDn0jJZuibJVsKUk0dFRSWOjraP7dDgQHJzc2jXrt0lzljOzs6MGTOGsWPHMnz48Cabw/N7mZiQQGpqKiuWLkSvd6S6ppYWESEcO3mOguISFq/6gUAnJ/LO7EMb0BqV1oBkzqfyeBK60I7UZx8nLa+YYnM1cS0C2XfibKOTWWV1DfUNVrQhMTjHjUbjGYalOIOK5GVYK4qwlOVh3rWQ6uNJCBpHHINjqD2bDIpMm2YRjBnaj4iQQO555F+oXf3o8q/VIFuxltkGdQZ6OvH1119zvSzW27VrS2luOrKgZkDPOA78mEJI0CisDXXcPaQvR06l0b9PT44eP0HyvmQ2bPwBjUbDHX168sQD4/l2xXes3ryTof164OrshE7rwBfffE+DpQGNWk1cu5bc2bcbGTkFWCUJB40GB60jm7bvYeKUB39TU052NoGDegMwbNgwVq1aRW5ZMZsPpZF04AzBUa3YsWMnhw8fZvbs2QAMGjSIlStX0rt3b4KCgrj//vvR6/UMGjSIESNuTJGFIAiMGzeOPn366CZOnPjInj17RgqCMEpRlCM3ZIPXgVv7P9PObUt8TKgh2Nvl5TE9Ww8SVaqbc7uu6bhSeZsFkAGh3vq37uu5SCDwWVOLsGPnr4QoioP1ev2pRx55pMexY8duuYAHYMRdd3MmPYcDR09w7tx5duzaw5pN26mqrCEy2I/TWcWUVtbi7elKan4532w+QmFl/a/WmZeYyNLZb/NIn2AW/WMAj/QJZunst5mXmPi7tUydMoWDKbt58P6RuLs5M+bOfjQLD0atUtEiMowxd/altNxMVVUNVqvNyrmgoICdu/ditUo89NBDALi6ujJnzhzy8/NZsmQJI0eOvKUDnvLyciZPnoy/vz+bkpIwuHpyPi2TJas3kZ6dx2OTRqMSVBQUlZGRnYtkzqf64GpKN35E5ZGN6Pyb4+CgBllG0rlRbnUgs6CcYH9v2reKRq9zRNG5oXb1w7nLWLQBLVE5aHHwDsMp9i4ack8h19egdg/Aai5ErqtCKs9HliwIagfGDO1H84hQxj76ItrgtrgNehLfiR/gNuipCw5ykFVUgSzLlz3OgiDg5+1BoJ83ft4eV+xha9euLY71Jbw0oTftIv3o0yEKUarj22+/paaqioiwEIqKi1m1biObkrZy38iB/N/D45kydhiHDh9h7cbN7Prhe86lZTFn8fd8NHcpew8eI7+omLF39mXEHd0pM1eSmVuAi5OBnPxClq3bgs7JjYlTHvyVicHwYcMI9PNmy5Yk7rovgUeefJYF878GoHvv/tw/YRIZ+WXs2LGT9evXYzAYyMrKorTUNhOoV69eLFu2DACNRsPGjRsZOXJk4/l6o/D29mb9+vX6Dz74IMxoNO5xdHScfqs6vNkzPXauO/ExoWoXo+Pjkwa0u9fRQd20nag3h8tmeladtijDojXVgLpe4u/q4Pa/jGWG8xpmmL9paiF27NzOCIKgNRqN77u7u0/49ttv9T169GhqSZclNjaWJ6Y/x71jx1BfWwOKQoPVQq/ObfHzdkelgqNp+RSVmDmbXUx+iW3uy/+yMPEzHrmjJW3DbXbbbcO9mXYHfJr4GRMTEn5XFihp0wYevH8kLSLDAIgIDUQQhMb5LhGhQYBAfUMDWbkFCILA6XPp7D18kn+9PINJkybRtWtXoqOjMV7IWt0OLFmyhKVLl3Lw4EEKCwsZMWIEDho1ZeUVbNi6l0PHT6NWq4kODyIrtwB1QxlKdQk+3Ufj7BdOadZZCvZ8i8rkQYMsodTXUChpoaKO8v2HkTUmLBo9iAIOvpEIKhUoKhAENF7hoBJxirubqgOr0Ya2w73fNBoK02goyUKqryYiJBAAlbMPTl3HogtsAQq2n13HYjUX4KmpZ9KkSbzw3DNo9UZSU9MaAxtBEGjbwjY0NCI0kHNpWSxds/mS9xZg6pTJbF63EkVRuLtHSyRJxtNZT319Hc2CPDl4Nhd9YADnUtPx9PBg/aYt3DOkLyFBfpSUlNEiMgyNqGbJ2iSGDR7A9vUr+HD2fOYtWAhAu9bNGdqvG2pRZN/hn9iefITyC8HPjNf/Q8JvZCWHDxtG5vlTTLt3BKGBfmRk57FiwzbOpGYQ4FvHqpnv8+kXtnk/5eXlDB48GIPBQHBw8CXn4MUbHk5OTsiyDEBOTs4NOJsuRRAEEhIShJ49e+pHjBjxWkZGxlBBEO5RFKXwhm/8D2APeuxcV+JjQgVgzMQ72j3iYtRdKQPyV+JK5W0AVYCmzp7p+SWfMMN5JzPMmU0txI6d2xFBEEKNRuO6+Pj44Pnz5+vc3NyaWtJVOfnTTxiEOu7p24LurYI5cj6PNfuz8PFww9lkIL+ojGOn05j8wMO8+u9//+YaZSXFtArpcMljrUI8KCs58HMW6I6WtArpwPH0Yr6Y/TbAJYGPLElEhQY3/n4+PYtm4SEois2Z61xaJpIkIWr0LFi5EXO5LQB76533Gi9YO3S4VMPtQEBAAN27d+etN2ey4Ls1qDR6FAc15vxMBCdvCvNrQVZTmHyYZZ/brLX/38eJ/LTuE7JQocgSoskDlUaHLrIzutAOyLUVVB1aA+U5WMrzsAoOCCo1DQXncfRvDgIIiFgKzwMCosEZlaMRx6DW1KUfpupYEtbiDJwdFM6lZ9E8IhRUIlrfyJ+FK4AACAJ1ahNe/gZKi/Jo7uGGp6cnRUVFCIKAr5c7Y+7sR4vIUMDWdO/l4Ya/jyd+3h7kF5Xg5+2JLCuUl1dyR6cI+nYII+lAKmeziziWmURsu5ZoNA6kZ2SxM/kAwwYPZE9yCgH+3lTX1OKg1WKxWgkNDqCysgrgV/05bm7unEnNokVkCHFtWxLXtiUnzqazZOMeEhISmJuYyBefvk9ZcSGyAo56E8UlZUSFBzJv+VokSUYURQL9vDj00xnqGyxkZGU3ZoZOnjxp225WFiaTCbX650v5qKgo5s6dy6RJkxofGzly5PU/mS5DWFgYBw4cMPzrX//q+sknn5wUBGG4oii7bpqAq3Dr5mHt3K70GNw56okQH9fAphZyEzEcmPXolW4gVAPqWsvf2sjgf3EGvrYPLrVj549zoZztyKuvvhq5Zs2a2yLgAZj3xYf0bR9O+0g/PF0M9O8QwdCOgexOOcC367eyJmkXxWXlfPP1HFpHh/HKSy/9ag1Xdw+Opxdf8tjxdFtWZ2HiZ0y7kAVSi+KFLFBLFiZeWlGrEkXOpGUAEBkayNI1SZw8l471QiP+ktWbyS0sJj0zk7Pn07lvQgI79+z7zTv0N5OUlBQe/8c/GTZ2Io//45+/e8Al2DIJD06dTMq+PSza8iPOvSfjOvxfqDqNQx3YGl1UN3wn2UrJ1IGtGf3QC1isVkYO6EW0twFtXQkaFWiMLjiGdcAQEYva4IyjVzBO7QYjugciizqQZTTeYVTsXUJdzkkUyUJdzinM+5ahdvdHMhch1VZQvXMeqn2JyKl7UGQJs8qJl7/4ngf/+RbIEvV5Z23BDlCff4bqn7ZhbDsQzx73EjVoEhrvCOLat8FBhNWrVwMgiiIRobZLjzNpWSQf/ok7+3bnnqH9eWzSGGKaR9LQYOGh8XcRHRHKun1nOHo+n2yzhZ5dY+nSviXn0nNYfyHrpXE0cCo9hwaLlTPnM3BxccHNzZXqmlrOpKZjMhpIz8xi0/Y9jLjr7sZjff+kKSxeu40TZ9OxShInzqazeO027p80hbmJicz79G2Gtvfnv48O4bnRXYnwcKCiupqKyhqmjh3OzH89ztSxw6iorKaispqp947AUfuzR0CnTp2Iiori/fffvyTgucjEiRNJTk7momPjiy++SIiPC2G+boT4uBAff2MzwhqNhpkzZzosW7bMzWQy/aDT6Z69Vcrd7JkeO9eN+JhQ/xAflyd6tw1r39RamgBXoOgyf6sEvGutf9sBpZejJ/AP4K2mFmLHzu2AIAiCTqd7zdXVdfr333+v79bt9vKIycvJpm+LtmjUIkXl1WjUIl1aBbH3ZBZnsorx9XTnjm7tsAgazJXVfD13Dp98/AGCSuSBBx5gxF13c2/Cw3wx+22m3WHL8BxPL+aLH37i3gf+wSfv/PuyWaBf0rf/QJau3syYof14dOIY3vjoKz6ZuwyVqEKWFXILitBqtWzatIkuXbr85oXlzSYlJYXXP5nHjtRyjO7e/Hi4gLlLJlKVdYqrTUMYPmwYmamneXTiKL74fif6NiNR3IIRdU4IKhHnLuOoSF6GIGpwDGgBXcZRai5g+mvvI0kyJWXlaEQBQbIg1VbhoHcm6+MJqF19QSWCLGEty8XBIxDFUo8galDpXSnbPAskCUWWkKUGXLrfR9WhdcS1iqChNJucwmLwbYlb13FofSKpzztLxd5FWNMPU7FnEXQZh9Yvksojm3DwCUcA2+ybkHDORXchvSgbURQZPHgwAJIkcS4tixaRoWzamYzWQcPKjduxShLdY2MYM7QfHyUuI8jPm9F39qOguIzF208y5e4BVDZAZHgobVpEk1dkJrOwnMED+pJy9DQvvPgKX8+ZhbOzMxFhIRSWlLNsTRIanYGUo6d/1Z9zMTheMHcOpaUluLm5M37qwyQkJNC/ZxcGdAyja8sQLJYGWob64GzUsfd0PqMG96FZRAgAzSJCGDW4Dx/PXcrZ1ExkWaZ///707duXqVOnkp6eTmRkJJcjNjaWqVMmM3/OLJzUFpoH+XFn53AEQWD2ukPEx/dgx46d13ROXo3Bgwdz9OhR3ZAhQ2ZkZWX1EARhnKIoTTpkqen/k+38JYiPCXXQqFUP39+vbbxaVGmaWk8TcLWgR13dYM/0/AavMcN5HTPMx5paiB07tzKCIBhMJtPi0NDQPhs2bND7+vo2taQ/xPHjx6morqW8qhaVACa9FkGAU5nFWKwylfUK/Xu1xsHgTI25kqMnzuHiZKR3147otA6knTzCvDklTJzyIGMe+AefJn5GWckBW9/OA/9gYkICCxM/43h6cWO/D/ycBfolX86Zw9QpU5i14DusViuSJFFRUYG7SUd2UQXPP/88b7zxRpMNcv0t5i9byY7UcrwCQggP8sfJZCQ3OIAzG+b+qmflfzm4P5lHJtxNdHgwFdVJaJ18UOucEDQ2C22tXyRyfXWjNbSDbySo1Pi7iBxJK6K+wULr1q05fvw4jg5GSr5/E21IW5zjxqDxCsNSmIp531Lq0w9j8AvHai5AbXRH4+oPKFjK8hBkiYrk5Whri9m18yQD4mM5lFePW9dxtp4dQBfUAhiHtbyAuvTDWM2FtqBKUXDwDqVty2bkFRZTUVmFaHAmI/0IkiSxaNEixo8fT15hCUvXbKZLhzaYK6oYO7w/Bp2OrLxC9h89SbsWUYiiCkmWiQwNRBRV1FkkSqoaqG6QcauXUGsciO3YngNfLyXQ34/v1iXxxpszbe/B3K8oLf0ONzd3Hn5i+hUzfwkJCb/597KSYjxMgZj0WopKa9FoHAm6YM8e7O+NLMtYJYna2no8XJ0RRZEP5ixGUAmUlpSwd+9edu3ahcGg57npT/LCc88gyzKOeiOLFi9pDL7mJSZyat9G7usfQ7MgLwrKqli07SSdm/kxZVA7Xv9mx588E/8YISEhHDhwwDBx4sQ71q9ff0AQhP6Kovz2gKKbgD3osXO9GH5PrzbD3J30nk0tpIm4Uv+SLeix2Ht6fgMH4L9Av6YWYsfOrYogCH4mk2nr4MGDg+bOnevo6Hj7+cMkJyejUms4fDYXJ72WdpF+lFbWsmbvKY6nFpBdZGbZht22i1JJIq+whLYtozifkY2vtwduzk5UluSzcsVy3nhz5iU9OtHRUbz43FOoRRVPnT1HlL8bAzuGsuVwBj9lFFFSUUOwlzMqUUSWJHLLqrFYrMTH98BSnM4Dg9vRKtidYxklfLnuELt377qlAh6AjKwcjO7ehAf54+psK1vyDwmn1MMT0VJ9xdcKQGRYEALgbNBSWZqDxtWfi3tYn3cOldY2P0kQoCH/LMhWDp0toN5isw1v2bIV5wsqqK82I7r44hw3BsfAliCoEANbAmMoKS9ALQigWFFJDVgstQgqERQZpHqs5blMnDwZsM0K2vKPV37Vu6P1iwRRjae7C+Pv6oVRr2PT/pOYogPROGoRBIFz6dnUlhVjKS5CrXbg888/Z/z48SiKgiAIFBSXMrBXV1SCSIPFSofWzfBwdWb5ui22fhmVinPpWUiSTLNAb3KLyjCZTIhqB0JDQ8nKycfTw+OSXp3LBTF/FFd3D4ora6isqUcURSwWiewiM5Ikk56VT5C/D1bJil7nSH5RCTpHLR1bN8PP24M9B47R0NDAhg0biGkeQac2zUnPySM7r5jq2loGD7gDiyxjNlewMPEzCgpKOJGWT9XmozhodYiiyImsn5Ct9dQ1/Nok5Ebh6OjI4sWLHd96663If//730cFQRigKMqPN03AL7DX09u5ZuJjQpu3CfOZ3D7St1VTa2lCrmRmUAGoqxrs7m2XoS8znO9sahF27NyKCILQUq/XH3nuuefCFi1adFsGPAA7duzAWa9lbK8WbD+SygtfbmLm4p2czykhs8hMTItIHps0mvdefoquHdoQ6OtNYXEpmTn57N1/lMqqapyNehITv7pkXZ3OEWehhqdHd+Pthwby2IjOVNQ28NaSvRRX1BLu507LEG/+eX8vvnx2BM/f15MOEb5oNGoyzxzjgcHtaBfujUYUaR/mxQOD25F55tZLPAcH+iNVm3Ey/ezUVVVSQLCv+1WHuCrA2VTbQNBBsc2oPLCaupxTyLKVhpIsKvYsQuMVhixZqM06ScWexVjL8gnwdOaVV14hMDiY75NPY+r3CH4PfIEgqnHwiwLhwiWkoMLBLwpBVKOuKcJfZ6E29zRCRT5hulr+MTqeF6eMIKZFJHO++gqz2UyHTp0u7d25YFZQn3cWZAmdo56N2/eh1TrQMyaStD3r+OnIYerq6ikvyMGStp/Sglw+++xz9uzZw6FDh2z7qiiIokj71tFU19bh4mREVhRcnEzk5BditVrJzC1g6erNlJeX0yLAlT37jyGoHai1WDl19jxJu5KJDA/9Va/O9eC+SdPYuD+V3cdSsUgyySczeXvxNioqq/h2w1bOZ2Shd3QkMzufFRu2ERLoR6+uHSkqLWf0kD4cOfgj/t7udGzTnKz8Itq2bMa/HpvI01PH0qpZGB7OJtzd3dj94xEkGayygixoKJN1ZBWZKbI6UqJyo9rBDY3m5uU9BEHg+eefFxcuXOhqMBi2iaLYJN/59kyPnWsiPibUpFIJD43s3rzjrdKo1kRcKeipBoSKenum5wq8zQznDcww37zbT3bs3OIIghCv1+vXfv7554bx48fftp+vsiyzbt06WkcE4OGkY87TQ/i/L7ew92wJVlnB18uj0XVry+795BWW8PCEu3AyGqisqmHp2iS27NnPHfFxiMiN6+p0jjjrNWQXmXl7yU60GjWiSsCgc0CjEbm/f1s++HYvz97TjbbhfggCtA33RRgokL1gGypBResQj8aGeUEQaB3igUq49e4Hjx89grlLJpIbHIB/SDhVJQUUH9tGez8Thy8zxPUi7Tt2ZumazYwe0hd/H0/q89ZQuvEjBLUWUWeivjgTq7mA2rN7bf05tdWoXX0Q9Dqys7MprlFw6n8PuoDmtlSQLNGQn4pjQHMufus3FKSCLCGqVDQP9KSiuJAH7xtCq+hw1Go1Vqvto72gqJSoqCgKCwtRq0Vb707XcWh9L/T07FmEuraE5/7xDDPe+ZQdyYeorK7BQ1GQSg8jl4kUnz1Pu5bRhPaJ5b///S+PP/44Ab9wT5MkmcqqatycncjIycditVJaZqaqphYHBw2fz19BdWUFOz+cxqFzuRRvOICDkxdJe49SWVmBTq+nrMbym7N0rpVJF7JFX3z6Pl+t248iS/i4GVGrRVIzs5n1zUo0GjWyLCPLMm4uUfh6uVNmriTY3xdRFBGAopIy2jSPpG3zCAx6HUajnj7dOrFh6x6qa7LR6DScyS5BJYrg2wKpoQ7HAE+cutyDg08EDfnnMO9djMFopLqq6rru45UYPnw4SUlJ+gEDBix1dHR8pq6u7qbO7bMHPXaulZF3xkXHuhh1Hld/6l+aK5W31QGyPei5Is2AB4FPmlqIHTu3AqIoDjEYDMtWrlyp69fv9q7+lCSJsrIyevR7iMdnfYakCDhoHNBqHREsDY09FgB7DhzlnqH9iQgNpKColGYRIYwZ0peP5i4l5fBPKJLt4jk6OopAdyOSLCOKKvRaDdGBHsQ2C6CkopYlW4/i5+GEJMu0DPFGVAm2ZIIg0CrMC41aRFZkjqUX0y7MCy4Uex1LL0ZW5MvsSdMRGxtLVdYpzmyYS6mHJ8G+7rT3M7H3wFHyCkuu+NrvV61i+LBhvDd7IQ0mP1xi70IRBBoKUrGW5yNqDSjWetSu/jh3vpuKvYuoSz/MuVJbNDjfIwitb4Rt7g5grSimYu9i6DoWrU8E9fnnbNmhimJEdydi27bkwLFTNIsIbTSBUKvVF34Xeff9jxgxYgSvvPIKb775JlZzAajUtqCppph3X3mWZpHhaNRqesa1s9lYX+DE2TQ+Pn+a7du2XXZ/8wqLG40qosKDOZeWyc6UwxSVlBPXPIApQzrSMsSLQ+dymbN2P2XVDY19OzeDSQkJTEpIYFrCeDKO7cVs1TB9an++37wLSZIZM6Qf4SH+pGXmsnLjdpau2oyLk4nM3AIUWUZWFApKyugU0wKdzpb5bbBY8XZ3xSpJWCWZyup6ggL9yKxQcIkbQ+nGT3DqOQnHwBaAcMGwYiyl6z/g5Zde4rXLWMTfCDp37sz+/ft1PXr0eEev17vV1NT8v5u1bXvQY+dPEx8TGuJm0g3u1iq4bVNruQW4UqanDlBKa+3ubVdhBjOcFzDDbG5qIXbsNCVqtfoeg8GQuGnTJl3nzp2bWs41k5ycjCRJrF+7igG9uuPu6sS+Q8c5dS4DtVpElhWWr00ivnN7qmtqCQ3yo6HBAigoikJokD8qlYrCklL0oi04qSktwMvViFpUMbRLNHEtAimvqmPtvtPEhPug12rILjQjK3A6s5iYcJ/GZv8zmSW2hnG1ntnrDvHA4Ha0DvHgWHoxs9cdIiiqdRMerctzsWdFtFRTUZjF4Qu9T1dzbwNb4OPi4YVzdBzOHl4UlFWjadYda1UplQfXIlVCPIiQAAAgAElEQVSVIagdKN3wPkpl0SVrCsjU559Hf8FwwOe+/1Dw7b8p2/hJ4wgda62Zr2Z/zowZM1i2ZjOSJJORk0d02M/zkDJy8mwX9WPGAJCZaRvTFuZpxFJRhABYHF0w6mwGC78MXiJCAjmXnsWyNZvJKyy+ovvYz709ZRd6xGTyCotRFAWt1oHcr7ciqmyGBvnlNdTXN/yJd+PaOXHsCObyesYM70WryGASl61j6thh+PvYWqMjQgMZPiCeWQu+Y2CvOJav24KLTqCgwkpRSRnF5RW22UEOGiqraigoLqWyqgZ3NxccHBzw9A0ksyoXB68wUKlsA2OxBf8I2AwrRDXfLlt8U4MegIiICPbv36/v3r37P41Go0t1dfVzyu85ka8Re9Bj508RHxMqAuPv6dU6xkEt3p5F5teXKwU9tQAlNfZMz1XwAP4FPNfUQuzYaSocHBzuM5lMs7dv3667OF39dic2NpZuXeNoGeJLXPtW7PrxEOUVVYwe0pdmEcEUFpexfuteVKojOGg0nEnNxMvdFUmSqa6tIz0rF0mSkKxWyq22bINaLVLXYGVIlyi8XY04GxxxMeoYEhfNuuQzRAd6sHDLUdQqgTnrDzB5UAeiA905nVXMV+sPUlZZy+BhA8lIS+W1BTtQCSpkRSYoqvUNt/K9Fq7lutCCiNrogqyAt6uByjoJ2cmJBrWAg1HHxnXLf7OcK8TPncy9ixEYh9Y3AsUqoXH2Ql1Xgae3D0OHDGL86BHExsaSkJBAcHAwZeYKlq/dwughfQkN9ictI4fla7dQXlHZuO78+fNBkUg9vIv7744j1MeVF+bt4nxaGqIosnnZHPqNnvKr4GXOM0N5bcGV3ccud5yaKsD5LWRFodYi4eftgUZUISsKUeHBKIpCdU0tigIeri5YJZnVm3fh4ihQK4k4GR2oqKpm/dY91NXVEx0WjLmyki17D1BYUk7H1s34YWcyRRYHUInkz5+OXF9NQ/55dIHNG8s5G/LPgyxRV9s092P9/f358ccf9T169HgkOztbIwjC0zc68LEHPXb+LLEtQ7ziIgPcmzW1kFuEq5W3UWwPen4PTzDD+RNmmDOaWogdOzcbtVo91mg0zt65c6euVau/ji+Mg4MD1oZ6mkUE4+Jk5OCxM/To1JYWUaF4uLng7+OFSiWweNUmCkvKWLJqE3f2607LqDBOnE1jTdIuSssrbKU7Vlv/iizLKCh4OxsRBIGq2gaMei3+Hk4UllfRPNiLk5lFlFXVUllbz5sLtwOgUtmeWy8pLF68uCkPy01l+/btIMs0VJmRFVdkWUItqrBUlqBSZMrKyy/72vlfzmbo6Hsp3fghtryOgoNcj7eTlh6xMbzw9GP4+fk1Pn/mzJm8/PLLZGTn8eXi75FlBZVKoLyiim3bbcFKSkoKK1csZ+e2LYT5OLHxQAYqdTYeTo58t34rwwYoeHp58c/HJrJjz4/0b+nBsC5RAFgk6Zbsu/qjiI5GauryOXD8HIG+nqgEgWMnz+NkMlDX0IBO60B5RRWKIuOsE3E0OHPf4D74eXtyPjOHFRu2sffAMbbtPUB1bR1VNTUYdDq27N2PY0hbnLr83CtVtm0OZUlfQN9pjT09FXsWYa0qxdEr4OpibxAeHh7s3r1b37Vr1weys7MlQRCevZGBz+1/1ti56cTHhBqB+4Z2adb67+1dcAlXK2/DIiNbJOXWuc10a6IFpje1CDt2bjaiKA43GAxf7dix4y8V8FxElmXMFZVYLFbq6utxdTahUatRX3AeaxEdjq+XB+1bN6OguJS1Sbt59f0v+WrJak6cSWXAgAGNAQ9AWWUtNXUWCsqrqKip53xuKRXVdZzPLaGuQWL3sQyssozBaMRca6XBYkWSFerqLZRU1d9Sd/xvNCkpKXz43tsM7dkBj5os3HUCWgcH6itKcCxLI2nd91d8fWxsLKuXLWTk4AGEBvoSEeDDkP49efGV19BqtQwePJiGBtvxzMvL46GHHuLTTz/lwYcfxVxZg1VWCAwJ47EnniIyMpKUlBT++dx0yvPSGD2kL82bt6bcqsE/KJS4Th1wNen44puV/N/r/2Xu0jVEeTk0Bjxw6/Zd/RESExNBaqBP906cz8imurYek0HP6s07aGiwEBUaSIPFwprNOzFXVCIjMqRvNyJCArHKMq2bRTBp1BBEtcjTU8cx4a5B6LQ2S29M3jh1sc0/Uqk16AJb4NprClJ1GaUbPiR/3pOUbviQhqJ0DCKMGj22SY+Fm5sbu3fv1vv5+T1kMBhuaH+PPdNj588wMCbcJ8Tb1RjY1EJuIa5W3qYCqJeo04g43BxJty2TmeE8gxnmsqYWYsfOzUAQhJ5Go3FhUlLSX6ak7X/xDwxiy579qNVqdDpHysyV+Hp7YJUkNGo1eQXFOGjUIAj4+Xjy7LR7OXk2jcSlq5n9xexL5vIA+AYGU5CTycYfz9IzJgQPJwMnMgrZdjiNjIJy1CoV1XX1fPLZF9w/YQIxMTE89dRTTJ06tYmOwI1DEAR8vWzW1RdnHP3v788/8QCtW7bgTlSs3fEj5wtycJVlPvns7d/lUBYbG8uSr3/9vEmTJjFy5Ei8vLwYMWIEEyZMoLa2lvj4ePr27ctLL79MUlISq1ev5uDBg4SEhGAy6BnWtysdW0ZgkRTUahGjUc/xU+dIGHUHDRaZs5n5HD52gvj4HpzISOfg+YIm6btKTEy8MJS0BDc3d8ZPmnxd5vXMn/sVY4cPJCTQj0XfreX7H2zBTovIEDbtTGblD9vROWrx9nQnv7CImgYJf19vCkvLKCuvICevAFGloqy8AlGtITw0CEFQYbFYQaW1zTu6gIKtf0el1SNIVhDVoEiI9RVMf/6Fm97P81u4u7uzc+dOfYcOHZ50dHQsqKur++BGbMce9Nj5Q8THhDoDAwZ2imzR1FpuMa5U3lbPBWugBok6wOmmKLp9MQIPAf9paiF27NxoBEGI0ev1a1auXKnv2LFjU8u5YXTp0o3PPznA6s27KDNXsm3fAQqKS6itq8dcWU2ZuRJJkhAEge6d2nDyXAarNu3EivirgEeWZRYs+IYRI4aTWVDGd7tOor7QmF5Tb0GnVVNSUUNc1x6EhIVx7NgxLBYLU6ZMaaK9v3EIgoDJoKewpAzByRtUWtQuDhQWF7Dok9c5l5bFkjWbefPD2Sz4/D1atWxGqxbNkCSJD2fPv2ZLZkEQWLlyJfn5+cybN49BgwYxduxYNBoNYCttHDRoEIMGDQKgvLycju3a0K1ja9xdncnMLcTZZKRN8wg2bt+HWq0mOMgf9YXX79ixk/j4Hr/qu3rttX8jCAJdunThnXfeoWvXrtd2IH+DxMREPn7/Xfy83BHdnFGkev7z71eY+eZ/eO75F64p+CktLSEiLAS1KKJSiTw2eSzfLF9Hu9bNUItqrJKVysoqnE1GLGhQFIVzGTm4mowE+/uiFkVOnbdVgb/8zmdEhQXhqHMkNT0LtauW+ryz6C4YTwhcHDgrEeQE4cE+3Jvw8K/+r5oab29vdu7cqe/YseN/1Gp1gdVqve71p/byNjt/lL6tQr19fNxMoVd/6t+Ky2Z6Vp22yNiyPep6q93B7XfyODOc7Tdl7PylEQTBV6/Xb/7qq6+Mffv2bWo5N5So6GjSsnJJz85HpVKRlVvAsVOpeHm40bFNc9q3boasKGTk5LFu616+XLSSOllFfn7BJescO3aMdu3aMXHiRIKCgtHoTYQ1b0t6QTkffzmfzLxizmTk07f/QJydnXn11VfJyMggKiqKv2I5toNaTYPFgiYwBrdBT+E76QPcBj2FOqgNCc+8RvPIUMbc2Q9fLw98fLwbX5eVk4t/wPXr5fDx8eH//u//qK2tZd68eZd9nouLCygKNbV1XLQJl2WFMnMVVkmmpKKOkvIKnJx+vo+4Y8dO0vPLSc0rJT2/nB07dnLq1CkA4uLiGD9+PFU3YNbMJx99gJ+XGwN6dSa+UwxaBw2iKGIuL+OtN163laj9Sdzc3DmXmg5ASZmZyqoaKqurUatEwoN8CQ/0wajXoZFqKMpNIywiivVbdoMAKkEgPTuPQydOM3xAPK2iwzFXVGGVbG6H1rI8KvYsojbrBLLVQm3WCSr2LEI25zNm3P1s3JFyywU8FwkNDWXr1q06nU43RxCELtd7fXvQY+d3Ex8T6gQMHBQbaTcv+DVXKm8D24BSdZ0Vu5nB78MXGNnUIuzYuVEIgqA3mUxbnn/+eZd77rmnqeXccHr37o3RaKSwuASVxpFevXtz35jh+Hq646BRE+jjyf1jRvDE44+TlVtAXmEJp0+faXx9QUEBY8aMoXfv3jz11FP89NNP7N27l9OnTzNhwgRWrFjBkCFD0Ov16PV61qxZwzPPPENeXh4qlYr6+vom3Psbh7ubC5LBE6euv+jhCGqBc5dx1GttX0uRoYGIoorK6lokSSI9M4tN2/cw4q67r7selerql5Wubm6sTtrNqfPpSJLMmbRM1m7ZjYvJSFGZmZSjZ+h0Fav28ePH4+/vz+jRo+nVqxfTpk1Dlq9vn09ZaQlD+vbAbK7k0E+nGdSnKy88OpHBfbrgatIz880/X4wwftJklq9N4tTZ87g6O5G0cx9dOrQm+fBxSkpKcdBoEFWwcfchJvSMIuvsMQqKS9mZfJAP5y5l36FjdGnfmu6d2qIoCncP6YtksfVVKYpCXfphSte/T97cJyld/wENmUd5aOqkG/KeX2/atGnDkiVL9Hq9fr0gCNf1Brv9TqqdP0LP6EAPLz93p4imFnIL4nxg1qNChwc/uZzrSBVgqrVnev4IjwDLmlqEHTvXG0EQBJPJtGDgwIEhL7744l/+e7i6uhoXFxemTZvGF198wdSpU3ln5pu8NP0RxAtGBkBjydX/UlVVRffu3bn77rv56quvMBqNjX9zdXW9bNnavHnzmDx5MqmpqURG2nocLs5w+asgiiqQRLS+l34tO/hG2gZ+AufSspAkiZSjp/luXRL+AQFMnPLgNZe2/Vkeefwp3n7zdUrNlTio1QiCQF5RCdU1taz8YSdBIaE88ujjV1zDYDDw1ltvMXbsWFasWMH06dMJDQ1l1qxZDBw4kMrKSo4dO0bnzp0vOcf+CBqNBoPekc07z9CnW0cCfb2pr2/Aw9WVUUPC+PCrP199dbE0bv7cr8jOzkaWrYwdMYgzZ8+zfd9B8ovL8HU3cTotm9ScIiQFNGo1YcEBtG6uI65dK0SViqy8QlycTESEBKL6xXmtKEqjQ15Odjb+AQGMuOvuJnvP/yiDBw/m9ddfN73yyis/CIIQoyhKzfVY9y//YWvn+nDBse3Ovu3Dg6/65L8nKmy9OpcbrFkFuNZa7JmeP0AvZjg3Z4b5ZFMLsWPneqLVap/09fW9Y+7cuY5/pQvwy6HX6+nUqROrVq2ic+fOeHh4ICsKJ06dpnXLn9tDL1dy9fXXX9OmTRv+858/dmfdaDSiUqnIy8ujtLS0MdjJy8vDx8fn2nbqFkGSJJAl6vPO2WawACjQkHcWZCsnzqZdGOhZwhtvzmxasRdISEjg3bdnYtA5IkkyBoOOHqEBODo6smxNEmPunfC7Ls7vu+8+qqurGThwIFu2bKGwsJAJEybQpk0bDh8+TH5+Ps8++yxvv/32n9LZvEUr9h89QUmZGR9Pd+obLBSVlqPXOxLo6/W7slpXIiEhgYSEBBITE/nP66/x0ZyFmAx6WoT7c++ATsxathkvLy/GDO1HWFAA2/ceZM/+o8S0iKK8opKa2nq27NlPxzbNOZuWifA/emJjY2+bIOe3eOqpp1R79uwJ2Lhx4zxBEMZcDytre9Bj5/fSWa/V6EJ9XO0GBpfHlcsHPZWApsZin9XzBxkP/LOpRdixc70QBCHWZDK9sX79ep1er29qOTcFQRD44YcfaNasGcnJybz00kuUlplZn7QTk8lEoL8f6zduZNnKdRSXlvP9yu8YNXosr/373yiKwrJly3jggQf+8HYjIiJYv349R48e5dVXX0Wj0TB//vxLMkW3O3mFJWgdNFTsWQRdx9rmsuSepWLvIqxleXw8dyl5hSXXNNT0RqDIEhNGD+XjrxZxOjUDAQEFBbO5kg8+/JD77r8fX1/fq64zbdo0UlJSaNOmDSNHjuTUqVOsW7eOzMxMnnvuOd555x0URaFTp07ExcURFBSEJElUVVVRW1tLeno6gYGBBPxPsJ2SkoKbuxtJu3ZjsTTww/Zk2rSIoNxcRYCPFyfOpuLq6nbNxyExMZGv58xi8tjhaEQBi8XC1t0/IkgWjp3P4eHxdxMdFoxKFBnYx2bWsGLDVnamHCIsOIAenWJQZIXl67bQ746BVFVV/WXOb0EQmDt3rmPbtm0H19XVPQh8fq1r2oMeO1clPiZUBQzo2z7cWy2q7HbLl+dKDm6VgLraYi9v+4OMxB702PmLIAiCyWAwrExMTNSFhYU1tZybilarpby8HE9PTwwGAyNGjEDQOJJy9DRvvf8ZxUWFDOrTlb7d4ziTms7S1SsAmwFCUVERI0aM+MPbHD58OI8//jjjx4+npKSEJUuWUF5e/pe5KISfy/XEzCOUmvNtJW2SFWt5HgC5BcVNrPDXpKSkIEsW3vl0LqhUPDJhFBEhgZxNy2Lpms2cTs3i9ddf55NPPvld6z399NPMmTOH7777jhUrVjBs2DDatm0LwNixY/Hw8GDhwoU8/fTTVFdXU1dXh6OjI1qtlqCgIHJycli3bh3t2rVr1DdvziyG9uvB6MF92Jy0hc079mCurKJzu5Zk5OSzaed+nnj6mWs+FvPnfsXdQ/rSLDKc0rJy8goKiI4I5bsNW0EQCA8JQCWKjVmlfvGdWbtlF737DSRp0wbOnM9AAfQmF3rEx2MymTh06FDj/t/uGAwGVq1ape/YseO7giBsVxTlmio/7EYGdn4P4YBnuwjfv97EvOvLlcwMKgB1VYO9vO0P0owZznbjDDt/CZycnL4cPXq066hRo5paSpMQFRVFUVERO3fu5LXXXuP777/nu+9WkJGRwfhRg4hr25Lq6kr8vd0Z2rcbX37xGePHj2fOnDn8maxYYGAgVVVVzJs3jwULFtDQ0ICzs/MN2LOmRVEUrJKEpTSXD157nkBXR8rLy2+57M5FVq1YytDenSksKWfMnX1pHhGKWhSJDg9mzJ39cHUysGTJEmbO/H3leC1btuTbb78FbLbHERERtGrVimPHjrF582ZEUeS9994jNzeX1NRUKisrMZvNFBYWsn//ft5++23GjRvHoUOHAFi5Yjn9e3alqqqaFas3cD4zFz8/X348eoqvv/uBnQdP8cCjT16XeT0XrasB3FxdaNksmiED+uLu7o5arSYtO/eSMrozaRmoRJEv58whLTOHM6kZuHv58vLLL7Njxw5MJhPr16+/Zl23Es2bN+e9997TmUymVYIgXNONd3umx87vIT46wMPoatL5NbWQW5wrBT2VgFhZby9v+xOMxD6zx85tjiiKd3p7e9/58ccfOza1lqZAp9OxaNEiWrVqxYEDB7A0NGDUaSmubKBW0bJg7S76dIimT9eOqNUiEcEBaNRq4poHEBcXd8kF/NQpU0jatAFZklCJIn37D+TLOXMAMJvNLFq0iKNHj6IoCjExMUyZMoUZM2aQlZXVVLt/U6ioqOCll15i3759t3Rwl5udyYtThrFozVbCggKQZBkBm4G1zWlO5EBKCr1796Zt27bccccdV13zrrvu4tixY5SVlaHVamndujU6nY5Nmzbx8ccf07lzZ5YsWcJvWcPfd999FBUVMWjQIB577DGys7KIDvEjacs2+nSLxc/Hi5z8AhIXr+SdDz75Q30yZ8+exWg0XrZU76J1dbPI8MbHzqWm4+bmTsfYLixdvZkxQ/sRFRrMmbQMlq7eTN/+AwEoLi5m+vTphIeHM27cOJKTk3F2dub48eO/W9/twrRp04Rvv/3Wb/fu3a8A//qz69gzPXauyAUDgy4924YGNbWW24ArlbfVAbK53l7e9iewW1fbua0RBMHF0dFx3jfffKM3GAzXtFZ1dTWxsbF4u5kI9XEl2McVTxfDbeFIFh4eTu/evXnxxRf56KMPkF0CaX7nZDqNewbv7nez9nA2SXv2Y5VkUrNysUoSfdqHE+T58zznqVOmcDBlNw/eP5L/zniGB+8fycGU3UydMoV9+/bh4uLCww8/zGeffcaiRYv49NNP8fb25scff+SJJ55owr2/8WzcuJGIiIhGp7pbFb+AINJz8pFlmdTMbNQqFSqVCkEQGp3mDh48yBtvvMGbb775u9dt1aoVPXr0IDY2Fp1OB0Dbtm358ssvWb58OUOGDGnM5vwSQRB4+umnOXDgAO+++y5l5eVs+CGJPt1iCfT3QRRVuDqb6NezKytXLP9dWhRFYd26dURFReHn50dycvJvPu+X1tVWSeLU2fMsX5vE+EmT+XLOHNrHdmPWgu94esa7zFrwHe1ju/HKjBmoVCp8fX0xm818/fXXCILA9OnTyc7OZuHChb/7mN0uCIJAYmKiXqVSPS0IQps/u44902PnarQHxBBvF3uJ0dW5UqbHFvTUKX/NYRE3lo7McA5ghjm7qYXYsfNnMJlM74waNcrQu3fva15rSsJEjh4+SL1FQu3qa+vhUFmBGgRBuGVKmhITE5k/9ytKS0twc3Nn/KTJJCQksGXLFgAktZ7glp04uHYB9XV1IKgAgS+Xn+DQT6dIK6ymol7k442n0UgCGo0Gi8VC0qYNPHj/SJqHhyLJMlEhQdw9uA+zF33Ptu3bAVi+fDkZGRls2LCB3bt34+npycqVKwF44YUXMJlMTXVYbijTp09n9uzZTS3jqgy7awwLv/wIo1a0ZTLu/P/snXd8T/f3x5/3szJkR4bsIUhiBY0dmxhVSqiWEuOrVEtRVH/aorWqthYVpPaoitqzKCUVWptEhkRIiMjOJ5/1+yOVCjIlkuh9Ph554HPPfd9zr8/nk3vuOed1OlLTNbenZ/ueIyjVWkaOHEloaChjxoxBo9GUWnb6CS1atMDKygq5XF6gjb29PYMGDeKXX37BysIE/za+3L17l2xlNg8epeDh7sGBEy8OXp7myy+/ZMWKFSQmJgKwZMkShg0bxuXLl597ODF06FAsjPS5FR6BRCpBqVQxd/6CvNK5OXPn0iciguzsbPz9/YmJiaFhw4a89dZbzJo1C09Pz7y1nJ2d2b9/PydPnizNJar02Nvbs2DBAv2JEyduEAShoU6nK/FgJjHoeU0RBCFdp9OVRbdmWy9na7mBntykaNP/PIUFPVkASVlieVspEMjN9iytaEdEREqKIAgNTUxM3p0/f75eWay3Y8fPaHSg59IQ0+YDUNTwIOdeOCl/bEYZ/RfBa9dW+LT1J4pUfbt3oKabCxGR0fwUtBL4dz6JSqPlVuhxdPqmWPgNQ2Zuj+pBJKl/hhAWHoO5Vyus7GoiUWagSLiCxeNY5HI5dtaWuDs7olKrkEqk6ARwc7JDo9EQFRGRz4/x48cTFhZGkyZN6NatG6tXr2b27NmcPXuWpkUMv6xq6HQ6kpOTMTGp/L+qc8vDPsLIwoYly5azdN02pFIpGo0GrSAlKekRNjY2PHr0iAYNGjBr1iz+7//+76WymWPHjsXZ2Rlvb+9C7RYtWoRMJuOn4LWcOnueGtbVsapuiYNdDa5dv45MUXRLyeXLlxk7dixjxozBxMQEnU7Hpk2bmDdvHpMnT86zEwSBZp4ODOveBG9nK67GPCBo73mGDh2a9zkJCAigSZMmODs7553D+fPncXV98cxOf39//P39S3BlqhbDhg0Tli5d6nbt2rUhwJqS7i+Wt4kUiF8DVzPApUltu+cHJ4i8iKLK23iYKZa3lZKSSzeJiFQwgiAIJiYmQXPnztW3tLQskzWNjY2QmtXAtPkA9B29kMjk6Dt6Ydp8AFKzGmxa+0OZHOdleFqRSiaVUsfDnb7dO7B+3b/3KDpBilqtwaRpXxTVnZAZmmDg2gjTFu8gNTBBnv0YDxcnDC2sUdnWxcC0OlYWZkikUsJvxyCXyZDKpGi1WqJi7xWYCWjcuDGtWrVi3759eX0ukyZNwsjICHd3d3r37s3Ro0dfyXUpTwRBYPr06axbt66iXSkWvr6+fD1nPqnpWcQnPCQ2PoH4hIfcv58AQL169bh79y5BQUFs2LCBiRMnlvpYycnJrFixgq+//rrIwEkikbBgwQLat+tAclo2CoUCZydHdDqB6xFRuXORCiE4OJiTJ0/Ss2fPvABUEAS2bdvGqlWrCAwMJCcnBwAnKxOGdW+Cj3sNFDIZPu41GNa9SV455+XLl4mMjOTbb7+la9euWFtbExMTw19//VXqa1HVkUgkrFmzppqent4CQRBKnLIVgx6RwqgNCC625rUq2pEqQlHlbaTnoNZodYV/a4q8iGZ8Zfpy9Q0iIq+ebhYWFrVHjBhRZg031QwNEKQyFDU8EATyfhQ1PBCkMpKTKl6i+GlFqifUdHPh0aOkvH/rtFrQ6ZCZ2yPRM0SQygABhW1NBKmctMcPkUql1LCyRDAw4VFaFlKphJS0DLbvPcL129Eoc1Tcun2H7XuP5jV3P4tGo2HhwoX89ttvrF+/nm3btlGnTh0yMjJYvXo1rq6udOzYkZkzZ/Lw4UOSkpJeuE5VwMTEBBsbm4p2o0zo0aMH27dvx8XFhbNnz7Jt27YX9uMUhz///BPI7fkpLgb6Cnr26Ero39dZsnojZy5c4c1uXdEVEvScP3+eKVOmcPz48eeO5ejoyJkzZzh48CA//fQTAFKpFG9nq3x23s5WeQF8UlISJiYmaDQafvnlF9q2bcu7775bLEGOrKwsHj16hFqtLvY5VxWaNGlCjx49FAYGBlNKuq8Y9IgUhq+tuRFm1fSLnhAmAkWXt0kAcjSibHUpMAQKr0sQEalECIIgMTY2Xrpo0aJqL9uP8DQ6HeKKitQAACAASURBVKDVkHM/fylXzv0I0Gowt6xeZscqLU8UqZ7miSLV2rVrad+mNQYKKaBD9SASJNJ/TkyHKjEKQaGPIAiYmhhhaW6KOj0ZZXYmGo2WhnVrk6WG74N/Zvz0BazYmNvc/US97VlGjhzJG2+8Qdu2bfH09KRfv36sWrUKgPbt27Nw4UIAtm/fjpWVFdWrV+fw4cPleHXKj2rVqhEeHl7RbpQJ7777LseOHWPWrFmYm5szbtw4pk6dilZbsjaOixcv0q9fP5YtW4aFRfGHido7OGBqYsyYkcPwbejN6BFDMDUxxt7hxYUvWq2WTz/9lP/7v/+jXr16L7SxsbHhyJEjTJ06lWvXrqHRaLga8yCfzdWYB3nZpJYtW+Lg4MCoUaPo2bMnBw4cYNOmTfj5+RXp/4gRI7C0tEQul1eaPr+yZM6cOQbAOEEQrEuynxj0iLwQvwau+kCDZl6OVlVBFaiSUFR5mwCg1CCWuJWONyraARGR4iKRSHo5Ojpa9ezZs0zXVebkoE6OJ/XMZrJir6NVq8iKvU7qmc2ok+N5N3BUmR6vNBSkSOVWsxazv/6KBwn3MFXokKiySD0fQnbcDbQaNcr4W6Se24HM2IpqJmZIBIGke7GoosMQstO5n/iQjLR0PJzsqVu/PrW96nHn7r0CAx6A4cOH4+fnR69evdBqtZw7d46dO3cybtw43NzcOHv2LPHx8Rw8eJCpU6cyffp03nijan7VJCYmUr16dUJDQ5k6ZRKDB77L1CmTCA0NzbMpbFtlwtramrCwMBYvXsy1a9f4+OOPSU9P57PPPivW/jqdjsOHD9OoUSP69+/PyJEj8827KYpeb/fl8IkzZClz0Ol0nL9wkcMnztDr7b4vtP/kk0/QanMFGArDy8uLcePGsWjRIu48SCVo73ku3r5HjlrNxdv3CNp7njsPUgGQy+Vs376dixcvsnPnTmJjY8nMzCzW4FFjY2NmzpyJubk5O3fuLPZ5VxVcXV0ZOHCg1NDQcFJJ9hNexwhQ5OWFDPwauHoDE8b1afGGs42ZOJS0eNxoPHK5Z0Ebe9aWrwLu//imfqCNkUTskyo5K/kq5YOKdkJEpCj+6eW5HhwcXLtXr7JtRxMEAQc7a+LiE5GZ2+VmSbQa1MnxAJXmqe6L1Nu+njGd6mZG9O3eATdne347Hcbq7XtR65sjyBUIMj3kJtUxIRNHEwmZOZCelkJtewvCLt/AyNAAHZCToyI1I4M1a9bRs2dPcnJyMDIyKtFNbVHUrl2L7McJSCVSNFoN+mY23Lx5q8zWLw86depE+3btiIu5Tac2LXC0tyP2bjyHT5xh8LDcm/HgoJUv3FaS2TOvkm+++Ybo6Gh+/PFH7ty5Q8OGDbl06RIOBWRcAE6cOMHw4cORyWT4+/uzYMGCUokghIaGsmvnDk6ePIlWp2PR4qXPXSedTseff/5J06ZNefDgAdWrF51pPXr0KLNmzWLdunU4OTnhZGWSJ+Rw50Hqc5/h+Ph4mjdvzrvvvsv06dNRFENMYdSoUezYsYM5c+Zw+PBhtmzZUrKTrwJER0fj5eWVkZWV5aDT6R4XZx8x0yNSEHUBjZVZNceKdqQKUVh5G0AGIM9Wi+VtpaRqPn4V+S/S1tzc3L6sszyQe5MVF5+IpbkphlItCkGDoMrK21ZZCAwM5NiJU/x1+RrHTpwiMDAQZXYmfbu1p5arIzKJhI6t32DGuKGYkU5NWwskmcmo717DTJOMLjsDC4WaNg1r4WRvi7mpCaPf78ucKR8ytP+buDva079/f6pXr46pqSne3t7cvn27THyvXbsWFtIsvni/HZs/78MX77fDQppF7dqVt71VqVRy48YNYmKi6NSmBS5OuUM+XZwc6fTPfJldO3cUuK2y8v7777Nz507Onj2Lk5MT3t7enD9/vkD7jIwMJk2axODBg7l69SoLFy4steqbr68vs+bMY8u2HdwKv/3CgOarr77Cz8+P4ODgYgU8AG5ubvz11180aNCAGTNmkIUeh3//k5jElBd+hu3s7AgNDSUsLIzAwMBifc7v37/Pw4cP+fXXX2ncuHGx/KpquLi40LNnT4lCoSh2elsMekQKop6dpbHGUE9eecc6Vz4KK2+D3KBHlq0WFdxKST2+Mi0T2V8RkfLEzMxs0qRJk4zKMvPwNDqdjoePHpPy4B4ZD+6Sk/aoUgU8BSERJDja5W+0d7SzwUBPj2t//UnWo3soU5MwkAm807kpbXzrYWZiROhfV/Fv0wwPV0cUchl1arrwZqfW1LC2pJ63F1qtlvbt25fZ8NHsxwkM794YH3db5DIpPu62DO/emOzHCWWyfnkwePBgHBwcyMrIwNHeLt82R3s77sbFcTcu7oXbZs/9Fjub6jja2WBnU71SDbp1dHRk/fr19OzZk3Xr1iGVStm3b99zdtnZ2Xz44Yc4Ojri5ubG6NGjyyzz5+DgwNSpUxk4cGC+nqLQ0FAOHthHM98m3Lh2pdilgq6ursTGxnLu3DmmTZtGv379ihwoamNjQ0hICH///fcLz/9ZFi9eDEBISAjZ2dmkp6cXy7eqxoQJEwwUCsUngiAUq3FSDHpeU16ytK0aYOftYlP8rj8RAL2wlR8aFLI9DZBliZme0iIHii5mFhGpQARBsM/JyWk7aNCginal0iFXyLl2K4oclQqAHJWKa7eikCv+HRip0+m4cO02C4J3sXrrXn7ef4zkx6m0buaDRqslR6VGTy7HwTZX5So28gaCIKCvr4+Hh0ep/HrS5/JWj+60b9OabI2EM9fiuRKdmGdT19kKqaTyCkiamZlhbW2NvYMDsXfj822LvRuPvYPDC7c16/gmDbw8+GhIPxZ8MY6PhvSjoZdHhQc+T/ce/X7yN5YtW8aXX36Ji4sLFy5cyLPTarWsWrWKpk2bcv/+fS5fvszmzZtLJFpQHMaNG0dmZmbecN0vpk1jxJCBeLvWoHEdZx7fi2LWjC+KHfgYGhrmvV9HjBjBypUrUalU6HS6Ah9gGBgYMGXKlDzxjcJwcnJi1qxZub5+8QXGxsZ88MEHKJWv13z0N954AycnJ32gWMOJxKBH5EU4ADpHa1NRta3kFFbilhv0qMQBpS9Bk4p2QESkMORy+aCAgACMjUs8QuK1571BQ9hz7HcuXY/gXuJDLl2PYM+x33lv0JB8djqdjriER8QnPESQSNHX1yP89h1UKjUyqRQdOu4m5KpcyWW5gcimTZv46KOPiuXH0zfUw4YOYd7sr6npYEWH5vXp4+9HvdruGFvYcPjSvbzA50rMAzTayjttYOTIkdy6dSuvAT/6TiwajYboO7F5Dfgv2mZlYU6/Hh3x8nBFIZPh5eFKvx4dqWFdNnOlSkNoaCjBQSvxrV+bj0cMwrd+bU4cPcicOXPYs2cPYWFh3Lhxg4CAAAwNDVm5ciWfffYZmzdvxt7evlx8kkgkvPfee+zYsSN3+O66Nbg52REbn8AfFy4TEXUHQZ3N7G++LvHaDRo0oFGjRsyYMYMOHTpgampKSkrKC2379evHpUuXiiVbPXDgQCBX1Q9g5cqVrFlT4nmelZ6xY8cam5mZjS6OrRj0iLwIB0CwNqtmV6SlyLMUVuKWDsgyVKJ620vgXNEOiIgUhqGh4cjAwED9ivajMjJj5kx69Apg58GTfLtiAzsPnqRHrwBmzJxZ4D7TZ35DekYWIYdOEHv3Piq1iis3brP78CnuJSah1eqIi4sjKSkJFxeXIn04c+YMk8aPRR8l3do1x9nKBDRKIiJu42Rfgzoe7vg1b8KVyHh86tbhxOU4Lt6+z+q9YeibVd4ZOEZGRqSmptKoUSMGDxtJ6KWbLPlxPaGXbuYJFfj6+j63TSqV4OGav3W3pqtjgcNeXwUF9R5d/vsiO3bk9h95enqSk5NDXFwcYWFhvPPOOygUCqKjozl37ly5+NW3b19+/vln1q5eRWZWJlnZSrq1a8G4YQPo1q4FWdlKzpw+Xaq1p0yZwsGDBzE0NCQtLQ1HR0dmzJjxnJ1CoaB+/fpcu3atyDUdHR2ZOnUqGRkZHDp0CAsLC0aPHo2dnR1ZWa/PbUhAQABZWVkdBEEosh1D9iocEqly1AEyTavpl0j/XAQoPNOTCsgycsRMz0tQPo/xRETKAEEQ6lhYWFi3bt26ol2ptMyYObPQIOdZAgMDAfj4ow9ZGLQFqVSCSqUm4eEjujX14K/biWzdupU+ffoUeqN+6dIljh49yvfLlmJhYsim7SGo1Gr09RQ0bdyQvy9fpX3LXK2UZm80Yd+x08QnZ3L4YjRHzt+s9Opt7u7uWFlZERgYSFBQUIFqbE+CnyesW7uGiKhYvDxc816LiIrNmxVTEdyNi8Oxa7t8rzna2/HLvqNYWeUO8zx+/Dht27YF4M6dO2zbto3z58+zdetWTExMCsyUvAyurq68//77/LJjKzKpjDbNfHB2sEMQwNnBjjbNfLh0PaLohV5A3bp1iYmJIS4ujgMHDlCvXj1atWpFy5Yt6dChQ57dk9K3+Pj4gpbK4+bNm/To0QMXFxc6d+5My5YtCQsL4969e8yaNYuZJfgcVmbMzc3x8/NTHT58+E1gQ2G2YqZH5EW4Gyhk2Xpyaan7gv7DFBb0pACyNDHoeRnE7KNIpUUmk7319ttvS8pLwOC/SmBgIMuWLsdMHzxsqlHbzoR2DV0Jj32AvasHjx49ws6u4K+GrVu30r59ew4cOIBUJkOr1TLwbX9mf/YR7/Xy59rNW9y8HcX9hESSk5M5f/EvpBIJ95NScXJxJyYhpVIHPJBbfnXgwAFSUlKKnBXzNPcSk9i25wjXwqPIUau5Fh7Ftj1HuJeYVI7eFk5hfUne3t7MmTOHjz/+mI8++ojGjRvj4+PD5cuX6dKlC6dOncLExKTcfPv666/Jzs5BEAAdpGdmotZoSM/MBB2UthXKxMQEd3d37t27h7OzM3Z2dixdupQhQ4awYMECVCoVSqWS999/n7S0NPr371/kmgEBAbRo0YLhw4cDcPr0abKzc28/Ll68WDpHKynvvPOOkbm5+YCi7MRMj0g+/Bq4KgBzZxuzzIpuZKyiFDWgVJeqFMvbXgIx0yNSaTE2Nh7Qu3dvsbStHBj8T8Zn09ofSE96iLlldcwV1QkN/ZNu3bqzevVqPvnkExwcHDh58iRxcXH06dMHhULBvHnzWL9+PV27dqWmqzNv9mhLTRdHJBKBOh6u6HQ6Vm/dzbUbtxAEgasRMVQzNOBs2GWatW5bsSdeAmxtbVm1ahVeXl7s37+frl27FrmPTqdDEAQSHj7KmxVzLzGpQtUAe73dt8B5QgCTJk1CJpORnZ3N8uXLqVu3LkZGuc9o9+3bV2pBi+JgYGCAb/MWnD1ziuTUNKRSKWqNBplUSnJqGpqn1N1KypN+JEfH3HLD7t1z39cLFizgypUrODg4kJiYyPHjxzE0NCx0rZSUFC5fvkyLFi0QBIHFixczduzYvO2Ojo4olUr09F4PQdTu3bszevTo9oIgyHU6naogOzHoEXkWM0Bbw9K4qJkzIi+msOuWDehSssVMz0sgimuIVEoEQTBUKBSebdq0qWhXXlsGBwbmBT+QW+LTpUsXFixYwPDhw3FycqJTp04cPnwYuVzOvHnzqFOnDmlpafj5+REaGopGo6aGtSVSqQSZVEJ2tpIaNtWRCBKuRieSmpaKoaEhdeo3RmFSnaSkJLRabZkOPi1PbG1tCQkJoV+/fkREROQ1sRdGZZM7f1J+t2vnDn7ZdxR7B4d8A1QFQWDChAkv3PfGjRt4eXmVq3+LFy+mrrcXx86cp0eHVjjYWhF3/wHHzpznZQqonshhd+rUiVOnTiGVSunSpQs5OTl5w1ZDQ0OLDHgAvL29Adi5cycAQ4YMYezYsdStW5dWrVqxYsUK1Go1P/74Y6n9rUzY2Nhgb2+fExkZ2QgosKlLDHpEnsUcoLppNTHoKR2FXbcsQPcoSwx6XgIjvjI14auU1Ip2RETkGZrVrl07u1q1akWPSxcpE+zs7Lh8+TIdO3Zk4cKF1K9fn/T0dKysrEhMTKRRo0bk5ORw4cIFqlWrxq6dO7A0N+dRSgYGBoZkZikRBIG4hIc4u7gQsmdvvvVDQ0Pp3LkzPXv2ZOvWrcUKICoDrVu3pkaNGly5coWmTZtWtDul4tneo+Jy5MgRhg4dWg4e/YuzszOuLs5YWZixc/9vKHNy0FMocKhhhZ2DS6nXfRKgqFQqdu3aRZ8+fQDo0qUL7du357PPPiuWOp1arebu3bv8+uuv2Njkim+YmJgwfPhwVq9ezZUrV5g3bx5z5sxhxYoVFSpaUZb4+/vrr1y5sh2FBD1V49GFyKvEHBDMjQ3EoKd0FFXexsNMcTjpSyKWuIlUOqRSafP27dsXNqdLpJzYvXs3GzZs4NKlS5w5c4bBgwfTq1cvfHx8cHN1pWkTH9ydHdi4YT2GRtXYc/R3Hj5KwczMjKTHaew+dJJBQ56/Ufb19SUxMZFq1arx+eefV8CZlZ6ePXvyxRdfkJr633k+lJKSwunTp+nUqVO5H6t79x40bdKIDwLfJaBHJwYF9MTO1hbL6lalXnP58uUAnD9/ntWrV+dlfhQKBZs3b6Z+/frFWkcqlRIeHk6PHj3yXrtz5w6rV68Gchv/O3TowKNHj16r3h4/Pz+Fqalpx8JsxKBH5FlsAK2RgaL8OgFfb4oqb+NRlk6prWz1BFULscRNpNJhamra2tfXV160pUhZY2hoyHvvvceDBw9YtmwZ06ZNY8aMGXz66afs372TIQHdWfDVREYOfJuMtFSkcj227j3K53OXs/GXA+gbmRJ+8zqDB77L1CmT8g2YVCgUjBs3jsWLF3Ps2DF0Ol2VkPv9/PPPcXFxwcvLizt37hR7P7VazZkzZ9i4cSMbN27k4cOH5ehl2bJjxw7atWuHqWmRysUvTe8+fXmQmoWdgxM1PWqR9DiFi1dv4enlXeo1R48eTUpKCsbGxhw7dgw3Nzdu3rxZ4nXWrVuHh4cHy5Yty3vN2NiYJk2asGHDBtRqdZ4QQkZGRqn9rWz4+PiQk5PToDAbsbxN5FnsgWyFTPp6dLe9eooqbxN0gEqDUk+G2PBcOsSn6SKVDrVa3aBBg0J/34qUM9WrV+fDDz8EoGbNmpiZGNHvzY541XIHoG7tmqDVsXb7HrasW0ns3Xg2bA9BX0+Bb/3aOHZtR+zdeIKDVgL/9pY0b96cY8eO0atXL9LS0pBIJDRp0oThw4czdOjQStnvI5fLWblyJYsXL6ZVq1bs2bMnX6ZAp9OhVCrR18/9NZSamsqyZctYunQptra21KlTh+TkZBYuXMgff/zBqA9GsuvnrVTTkyORCGi1Ojr1eJvVQZVj2KVOp2Pp0qXMnTv3lRzv6b6j6KhoTv1+Cld3D/5XAuU8yC1l27x5M1ZWVtSrVw8HBwcWLlzIvn376N69O23atOH06dO4u7sXa7179+7x5ZdfsnjxYiZPnkxCQgJTp07F3NycP//8E4C9e/eyefPmfOfxOlCzZk1ycnJMBUEw1el0L9QsF4MekWcxA3LkUokY9JSOosrbJABKDVli0FNqxO8tkUqFIAgyqVRqVdwbE5HyJz09HblMSi33f+fPSGUyatdyI0elYsmP67F3cMDU3II3O7bGxSlXMevJIMxdO3fkuyFs164d9+7d4+7du7i4uHDkyBG++uor/vzzT1asWEFlVTsdO3Ys1tbWdOnSheDgYExMTJg3bx7Hjh0jMzMTNzc3mjVrxm+//UbLli05cuRIXhO8TqejRYsWdOnShZjrF6nrbE2gvw+uNcz4KyKBTUcPMXzY0EoR+ISEhKBWq19JadsTStt39DTJyckMHjwYHx8foqKi2LZtG56ennzzzTds2bKFpKQkxo0bx6+//lrkWnfv3qVVq1aMGTOGjz/+GDs7OwICAmjevDndunXLs9u4cSODBw+mZs2aGBi8Ps8QJRIJDg4OWZGRke7AhRfavGKfRCo/hoBGLmZ6SkthmZ4cQAsISrUoZvASiEGPSGXDwdTUVPnkqblIxZOdnY1KpeZWZHS+1yNj4jAyMiJ4wyZmzZmHOicHR/v8M34c7e24Gxf33JqGhoZ4eHggl8vp2rUrR44c4cCBAyxevLg8T+WlGTBgAEFBQXz88ce8++67tGvXjoiICDIzM9m4cSMNGjTIK2d7EvBArkrarFmzuH3lPKZG+gT6+1DXxRojPQVNatkxoH09Th4q+ma8NASvXUsXP198vd3o4udL8Nq1Bdqmp6czfvx4Fi1aVCmzboVhbW3N5MmTMTY2ZtOmTQwcOJBq1aphaGhIWFgYQ4YM4ffffy/WWuPGjWPAgAFMmjQJgO+//57atWvj7++fz04QBLp06VLs7FFV4h+58poFbRdvHkSexQDIkUklogJR6Sgw6Nl9U6XrWVueCcgik7WRWWoyX6FfVR6VBj17E+G2vkx4UNG+iIg8g72dnV2BsyFEXj3R0dEkJiWzbfdh+vWEWm4u3IqMZtuvh+kT8E6e3ZNBmE8yPfDvIMyiMDY2Zt26dYwcOZJx48aVy3mUFd26dcv3tP8JjRs3pnHjxgXu165dO+QyGSqNjjqOlgDoAD25FCcbM7QaTZn7OnzYUK6cOYh/Yzdcm3ii0urY9uO3APkky58wefJkWrduTceOhfawV1pmzZrFkCFDmDdvHkuXLqVLly4MGjQotydt/36USiUqlQq5/MUtgzdv3mTTpk38/fff/PTTTwBcvXqVq1evEhcXV+UCwZfBzc1Nj0KGmItBj8izGABZMrG8rbQUVt4GkAGYfnMqp0BJRZECsQS+2n1TFV3RjoiIPIOVtbV15axv+g9y5swZ2rZty9atW7l86RLrtm8hOysLfQMD+gS8w4yZM/NsixqEWRRt2rThwYMH3L9/H1tb2/I6pQpFIpUilwrciEuirrM1AEqVhjsJj5GUsdxx8Nq1/HF0D5MCfGnkakVKZg6376fQ29eFTWt/eC7oWbZsGfv37ycsLKxM/XiVSCQS1q1bh6+vL3fv3mXJkiVMnjyZzMxM5s+fj7e3N2vXruV///tfvv0ePnxIZmYmPj4+DBw4kF9++SWvXM3R0RE9PT1Onz5N27ZtCz1+VlbWa1PmZmtrqyeTyWwK2i6IIlIiT/Br4CoAQUDsd6O6TpNU1iLlyo+88cjl6hdt6Flb3gNo9Ir9eV3IBH7cfVP1wgZFEZGKQhCEwHfeeWfp5s2bq8Ygl9ecpk2bUrNmTTZu3Fgs+9DQUHbt3MHduDjsHRzo9XbfEvVq9O3bl5ycHHbv3l1alys1w4cN5fi+X3C0Nnump+dv6rboXKY9PV38fMlOvs+SD9ohk+QGVMkZSm7HP2b5weuEXo0EQKPRMHXqVHbs2MHRo0dxcXEpMx8qioiICPz9/Zk9ezbR0dFs3ryZW7duYW2dG2hGRkbm2SYkJFC3bl00Gg0dOnRg+/btz603ZswYlEolq1at4vbt2xgaGmJnZ4dOp2PGjBk0adKE5s2bY2lpSf/+/dmyZcsrO9fyYtmyZXz++efrUlJSnk8JImZ6RPLzJHeqQ4cOATHoKTlqQO+fP59j903VHmDPK/VIRESkvNE3MDD479SQVGLGjBlDREQEmzZtKvY+L9uQHhAQwLffflvq/Ss7q4PWMHwY7Pp5K1+sO1au6m3JSQ9xtzLm9v1UatvlVoubGiqISkzF3LI6kCur/f777xMfH8+5c+eoXr16mfpQUdSsWTNvYOiRI0eYOHEiffr04caNG3Tu3Dmf7cGDB2nbti0zZ86kZs0Xt7BYWloyY8YM6tSpw8SJE/Nel0qlaDQali1bhrW1NXp6emzdupWNGzdW+UGl+vr6SKXSAtNW4pe0yNPkvdu1Ot0Lb9pFimR145HLXx/hexERkeKgp6+vL/4+rWAyMjJYu3YtoaGhr7RJe86cOWRkZDBv3jxycnJe2XFfJauD1vDwcQb27l6s3rCDmITH5aLaZm5ZnVoOlmw/dYub8cmotRouRD3gQFgk7waOAuCzzz4jISGB/fv3vzYBzxP8/f0JCwvj4sWLCILA8uXLUSqV+QQmIFeow9jYmDp16iCTPZ+/0Gq1fPfddxw7diwv4GnUqBF2dnZoNBr69+/PqFGjcHd3R6lUAuQFPGlpaVy8eDFvOGpVQk9PD0EQClSUEb+kRZ5GA7nZHY1WKwY9JUSt0apy1JrpFe2HiIjIK0ej0WjEWvEKZsOGDTRv3vyVq1Jt2bKFMWPGMHnyZPT09Hjrrbc4ePAgr1v7QGxsLDdv3qRFixbldox3A0dxPvIhtRwsWbnvb977dj/TN5zhQUauYMKxY8fYsmULW7dufW36UJ7GyMiIVatW0adPH9RqNTVq1MDS0pLMzMx876e6devyxx9/FPgei4yMJCsri6ZNmwLg7e1NkyZNiI+Pp3nz5mzZsgWJRIKFhQUAnTp1IiMjg65du1KrVi169+6Ng4MD165dK/+TLkM0ucIaBapriOVtIk+TF+hotWKmp6Qkp2Wt85+87n5x7V2m7DUGxGmGpSM5ek73qxXthIjIPyizs7Or3mPR14wTJ04U2rT95bRp7Ny2kazsbAz09Xm733tMf0rUoLTUrl2b2rVrc+fOHdq0acP9+/f59NNP+eabbzhy5AgKxeshhiqTydDpdOXa+P5EqGDB3K/R0yl5t20dWnjZk5KpZsXKuVy7l8U333zz2mV4niYgIIBFixaxe/du3n77bVatWoWPjw89e/bE1TV37tSTXpyZM2fyxRdfPLdGx44dWbp0KefPn6dRo0bY2tqyatUqAMaPH5/PNjIyEkEQkMvlHD9+HLlczpkzZ/jiiy84dOgQnp6ebNy4kV27dtGoUSM+/vhjjIyMyv9ClAKlUolWq80qaLsY9IjkcfLvKK1fA1cdIGi1urLXoXyNyVFpMqsZKCYWbZmLoUdTS0GqECy7jXtHnzA1qAAAIABJREFUotD/sDx9e03ZB3SvaCdERP4hPSUlRfzOrGDkcjnTpk2jYcOG9OjRI9+2L6dN4+DubYzq0w5PN1uuR97np93bAMok8AGYO3du3t8DAwNRKBTo6enx3nvv0bdvX6ytrbGzs6uyTfc1atSgb9++zJgxg0WLFpXbcQYHBrJp7Q+Mbu9MQ/dcIS6NRkPPBlbEP4ph4MCB5XbsysLYsWP59ttv6d27Nw0bNuTDDz+kc+fO/Pzzz9SvXx9BEPj0009ZsWIFqampmJiY5O2rUqmIjY3lgw8+YPLkybRq1QpPT0/27dvHL7/8Qq9evfIdS19fn3PnzpGcnExqair+/v64ubkBuXOEPvroI06fPs2ECRPYt28ftWvXpnfv3gwbNgwfH58CzyEuLo6RI0eyYsUKHB0dC7QrS9LT01GpChY7EsvbRJ5FBUg0Yk9PiXickbWo9cerUotja+jR1Az4RqfJWfjw13kGmbf//LOc3XsdEd+fIpWJB/fv3xczPRXM9Om51cXVqj0vordz20be796K+h4OyKUy6ns48H73VuzcVjyFt5IiCAIbNmxg165dNG/enOXLlzNx4kTeeOMNZs+eXSX7JQBmz57N9u3b2bt3b7keJznpIXVd/s3mpKWl4VHDBD257D8xd6ZPnz7k5OSwevVqABYtWkS/fv1YunRpno2HhwfXrl3DysqK5s2b06JFC4KDg9m4cSOurq5IJBIuXLjA4cOHGTVqFH5+fnlzfAA+/vhjBEGgRYsW9O7dm0aNGtGsWTOcnJwA6NWrF+vXr2fPnj389ttvDBw4kE2bNnHo0CGsra3p1q0bPXv2ZO/evU/KyvKRlpbGvn37cHJy4ubNm+V8xXJJTEzUZmZm3i1ou5jpEXkWFSDJUamzckXIRIoiO0eVLJNKZhTXPjP83GNDj6brgA+AR+l/7d+HVnPPoGbTNwVRJry4iEGPSGUiMSEhQfzsVjCffPIJH3zwAdWqVWPqlEn5JKizsrPxdMs/R8fTzZas7Oxy86d///55f//ww9yEfkxMDAMGDODOnTt8//33VLWvfEtLS7Zv306vXr0ICwsrtyf45pbVuRL9MC/Tk5z8mAdZkjwFt9cdqVRKcHAw7du3p3Pnzjg7O5OWlkatWrXybLy8vIiJieHSpUtcv34dnU7H2LFjSUxMzCvzHDNmDG+//TaQO8Q0ISEBpVKJnp4eLVu25NixY4wdOxadTsfNmzdZsmQJR44cITg4mF27duHv78/w4cMxNTXNO663tzfe3t5MnDiRjRs38sUXX7Bo0SJ+/fVX9PX/1RDw9PRk6dKlfPTRR9SpU+eV9LjFxcVl63S6AgeYv/7hskhJyQEkmUpVWkU7UlVIyVDO6DRxrbIou5Cg+ZNDgubrA2SGnzsLfAdYACbplw5dzLh6fJtOqxVLZIpHkddbROQVEhMfH2/wujWuVyV0Oh2HDh0iLCyM3j17sP6nYI4ePcKRQ4cIDlqJRCrlemT+lsvrkfcx0C9Q6KlccHZ25uDBg1y4cIHu3bvz7bffkpVVYAtCpaRFixaMHj2aCRMmlNsx3g0cxapDV/nrdgJJyY+5EZ/C+pO38xTc/gvUrVuXadOm0bx5cy5fvsytW7eeU3EDqF+/Pv379+edd94hNDSUlJQUDh48CICVlRUADRs2JCEhAYDDhw8DuUH5lStXGDFiBP/73//47rvvUKlUWFhYcPXqVeLj43FxcWHChAl0796dW7du5TuuoaEhI0aMIDQ0FBMTE2b+UyaanJzMjRs3GD16dF6/kZubG0FBQdy5c6d8LtY/3Lp1SwVEFbRdzPSIPEsKYJKemVOsUq3/OhnZOXE25kZLCrPxbejdcMBbnRu6OdnPAbqFBM3v+dawiSmZ4ecuG3o0nQ1MAGSZN3+/oc3J3GDcwP8dQSoT02yFk1jRDoiIPEGn0z02MDDISUxMlNvYFDgMXKQcEQQBU1NT/rp4geoW5kDuLJm/L18BwN7BlZ/2/s773Vv929Oz93fe7vfeK/fV2NiY3377jc2bN7N27VpUKhVTp0595X68DBMnTqRGjRqkpaVhbGxc5us/ETT4fu0PREdFYmZmzujxU/Ne/6/w0UcfYWJiwltvvcXDhw+xtbVFq9U+17P2BGdn53z/TkpKAmDAgAG8+eabzJw5E09PzyKP6+npiaWlJUOHDuXWrVssWLCArl27EhER8Vx2UiqVMmnSJLp27YpWq2XOnDnPncOSJUsQBAFnZ2eio6NLcAVKRlRUlAy4XdB2MdMj8iyJgF5qplIMeopBRlbO5MYjlxdYnO3b0Nsc+NDC1GT+Py/5Ab+FBM23AcgMPxcBzPpnm1V21IXo1NCd67TqHHHWT+EkVLQDIiJPY2hoGFXV5F1fNxLu38erlhuj3+/D7MmjGf1+HzxruRH29yWcnBzo0rMfP/x8nBEz1/LDz8fp0rNfmYkYlBQDAwOGDh3K5MmTOXr0aIX48DIYGRnh4eHBvn37yu0YgwMDOXgyFFs3b94ZOvo/F/A8YfDgwUyYMIG0tDQsLS0ZOHAg7du35+uvv8bb25vx48c/l4V5wpNg6dNPP2X69OlkZmYWS9L9wYMHJCcn4+LigkKhYPLkyWRnZxMTE/NC+6ZNm7Jo0SLmzJnD2LFjcXNzw8vLiyNHjrBkSe5z4UGDBhETE0Pv3r3JyCj7W5yUlBRSU1MVQIHpJDHoEXmWBEAvOT1LDHqKIDVTeaPrlOCixn73aNaorruZqbHlU681BH4PCZrvCpAZfi4W+BrIAGoo42/cTzm9eY02J+tx+Xj+WlBsaXARkVeBUqn84+LFixXtxn8a6+oW9O3WHi8PV4yqGeLl4Urfbu2xtrTA3sGB6TNncvlmJBEx8Vy+GVlhAc/TtGrVqtB5K5WZcePGsWlTUb8CX54RI0a8kuNUZtq3b0+NGjXYu3cvn3zyCVevXuX06dMMGDAAgB49erBhw4a8zM7TWFpaIggCgiAUW2rcwsKCnTt3MmpUbjnhhQsXyMzMRKVS5bO7d+8eq1evJioqitjYWJo2bcrMmTO5ffs2V69epUOHDnm23377LSNGjGDXrl1069aNN998s0xLO//++2+MjIxu63QFqw+LQY/IszwAZEmpmWLQUwRZStVHhW33behdQyqVdmjeqF7DF2yuCZwOCZpfDyAz/FwiuRmf+4CD6mHMo8cnf1qjyU4vsCHvP44Y9IhUKjIyMs6cOnUqvaL9+C8jk0nxcHPKU/eSSCRoNVokEgnrfwrGzsYKW1vbIlZ5taSnp2NqalrlBA0AOnTowOnTp8tdiS4hIYFmzZqV6zEqO56enkRFRTF9+nTu3LmDv78/YWFh7N+/n5SUFMLDwxk0aBBeXl6cPHmScePGoa+vz4IFCxgyZAgjRozAxMSEJUuWkJWVxdatW+nfv/9zpWhPkMlk9O7dG6lUCsDAgQPJyMhgwIABeT1Bhw4dom7duuzbt4/GjRtTp04dHjx4wNmzZ1+4po2NDatWreLhw4d8+OGH7NmzhyZNmjB//vwX2peU8+fPo1KpzhRmI/b0iDxLKqCNe5CaXNGOVGYep2ed7TYl+EgRZr3aNmvkbmigb17A9hrAyZCg+T3eGjbx9D+qbvOAMUAddUrCneTjQWvM/d5/T1rN3KFMT6DqIwY9IpWN30+cOCHR6XRV8gb2dUCj0RIVc5c6NV0AuHorktNhl+jRoSUdW/sSER3Ltl+PYGtry/37leMr5Pz589SuXbui3SgVSUlJyGQytFptucpIW1tb89tvv5Xb+lUFPT09+vfvn6cKmJ2dzenTp4mIiKBu3br8/PPPODk5sWPHjjxp6/Xr1/PXX3/lrSEIAjY2NqSl5WpVFfe9N2bMGNRqNWZmZgwcOJAePXpw5coVJkyYwNSpU5kzZw67d+9m1KhRdO7cmTt37hSo7GdpaUm/fv1ITExk1apVfPrpp4wfP/6l30MHDhxIS09PP1yYjVAVU6oi5YdfA1dX4HMgbvbwzhP0FbLKOXa3AtHqdLpHqZmNukxa91dBNr4NvV319RQzxwzp10tPIX9+aER+soCAt4ZN3Atg6NFUD/gf0ASIFhQGMnO/wf1kptY1y+wkqj520XO636toJ0REniAIglCtWrWkCxcumD8tKyvy6qhmoE/tmi7069EBd2cHVqzfSZ2azrg52VPDxgqpRCDyzl2Wrt1OfELFJ9HT09Np0qQJs2bNypMVrkpERkbSvHlz4uPj8zIC5UFKSgr29vZERUXlqZGJFMzDhw+JiooiLCwsrzwtISEBrVZLjRo1AJgyZQpjx44tVebz9OnT/PXXX6hUKkaMGEG1atVISUmhfv36BAYG5s3LysjIwNDQsMB1OnTowLFjxwDIzMwsdundi9BoNJiYmCgzMzNddTpdgfcGYnmbyLMk8c/7Ijk9q3I8CqtkJKdl7Ssi4BGAgI6tfGsVI+ABMAB2hQTNHwSQGX5OCfwA/Aa46nKytI+Or96sehR3uQzcr/LodDotuWWYIiKVBp1Op5NKpQcOHDhQ0a78Z8nOURF3L4GVG35hwozF3IyMwd3JAXdnB/QVcnQ6cLazRSqtHLc+I0eOpGXLllUy4IFcGWJXV1d27dpVrscxNTUlICCARYsWletxXheqV6/OG2+8wciRI1m/fj3/+9//sLCwIDk5mUaNGvHTTz8xe/bs5wIerVbL9evXUasLH4NXr149Dh8+TP/+/fMGAZuamrJr1y5u3bqVl+kOCwsrdJ2ff/6Z77//HoATJ06U9nQBOHfuHHK5/F5hAQ+IQY/I86T986P34HGG+CT9GTQarVoqEcYUYeZpamzk413LrUEJlpYBwSFB88cBZIafUwPBwK+AMxq1NPn4mp3KhNuhpfP8tSI8ek53cTipSKUjNTV12+bNm8V+yApCo9HwIOkxyhwVao0GhVxOjjq38Xr15hA+m7Ocz+Z+j0ajRU+vYqYCGBgYYGdjhaOdDcePHGLjxo0V4kdZ4efnV6ByWFlSs2bNInuHqtq8o/JGEAQGDhzIypUrkclkeHp6EhYWxqBBg15of/z4cby8vGjcuDF//PEH0dHRLywrXLJkCSEhIZw/fz7f6z4+PmzatClP5a1169aF+mdmZsbw4cNZs2YNL5sd37Vrl1qpVG4tyk4MekTycfLvKB25GudGdx+mipmeZ0hOz9rUYcKa6IK2+zb0lgLvdPZrWkcmkypKuLwALAwJmv8NQGb4OS2wA9gMOAJ6Kb9v3J8de/W3Ujn/miAIQoFZNhGRCubwxYsXFQ8eiInIikKn0+Hp6YlMKqVRvdps33uMeT+s5/7DR/zvvV7MmfIhYwYH4FXT+ZUHPgYGBtRxc+SjwAAWfDGOMYEBeLo7vVRZT0WiVqs5evToCwdmljXZ2dmFXqezZ89iaGhYoKSySMGo1WpGjRrFe++9h4WFBa1bt6Z37954eXnRrl07oqL+nfWZlJTEggULcHBwKFB2WqFQ4OTkVKxjy+VyAgMDcXNzK7X/Op2OjRs3KrOzs38uylYMekRexE3AMOJukpjpeQqVWpOtkMvGF2HmY13d3Kumi0O9lzjU1JCg+StCguZLMsPP6TLDz+0HfgTsAMPU0J9PZN7+c6/uv9uQJ+oCi1RKdDpdhr6+/sGtW4t84ChSjjRt1gytTkvjenVwd7YnOu4eb/u3xd3JAblCjqeHCwE9OmJpZlKidQVBwNnaFLcaFjhbl1xxzdzEiH5vdsTTww25TIa3hxv93uyIuUnVbJ2dN28e1atX58033yz3Y2m12gKvd3Z2dl6ZVHBwcLn78rrxySefcPnyZY4ePUp8fDzLli3j7t27vPXWW/j4+GBvb59nu3btWpo3b063bt1ITKwcM8JDQ0NJS0tLAc4XZSsGPSIv4i6gi7qXnKxSa7Ir2pnKQnJ69g/tPln9vAj+P/g29JYDA7r4NfOSSCQv29U5EtgaEjRfAZAZfu4UsAioDhin/7X/fOb1kz/rtNoC9ehfY8RMj0ilJSUlZeUPP/yQVtF+/Jfp9XZfMrOy2fbrEXy8ayGVSqjt7oxcLkMikSAIAjVdHUvU2yMIAs08HZg2uD0bP+/LtMHtaebpUKLARyqVUNPVCXQ6chP7UNPVqdL0GJUErVbLsmXLWLRo0StRK3z8+DFmZmYv3DZ79mzWr1/P7Nmz82UlRJ7n3r17dO3aFUtLS9asWcPOnTsJCQlh9erVeHt752U/Dxw4wM6dOzl8+DAKxb9FK1u3buXTTz9l3759HD16tEznS61du5Z2bVrTsJ4X7du0Zu3atcXab82aNcqcnJwfi/MguOp90kReBfcAiQ5ISE4Xv0GA7Bx1qr5c+nkRZi2dHWrUdLSzqVNGh+0L7AsJmm8EkBl+7iIwFzACzDOun7iafungJp1WrSpskdcQMdMjUpk5FBMToyyqiVek/PD19eWjj8YSHnWHpWu3o9FoCY+KRQd5srgRUbFoNFrWrl1L+2LcaDlZmTCsexN83GugkMnwca/BsO5NcLIqfrZIo9ESEfVkWLzuHz/uoNGU75yb8uDGjRvo6+vj6en5So6n0WhQKpXPvX7u3DlWrVrF0aNHsbW1Fft6CiEiIgIfHx/u37/Pxo0bGT9+PH369GHx4sXUqfPvbYtSqSQgIIBDhw5hafnvXPXk5GSuX7+Or68v7dq1Y/fu3Rw9erRMfFu7di0/rV6Jr7cb0z75H338/fgpaGWRgU9aWhobNmzQKZXK1cU5jhj0iLyIR0AGoIi8l3y7op2pDKRkZM9uNz6owG9T34behkDfzq196wpl+9irA3A8JGh+dYDM8HM3yR1iKgGqZ93+MzL1/O5gnTrnP/FNr9PpEqLndK8cOXURkReg0+k0KpVq0YIFC/4Tn8kX4ePjk9esb2djhY+Pzyv3YfrMmSxf/gNSqQRDAz227znCzdvRqNRqrkdEsW3PERKTkvkpaCV9/P2Y+3+fFHqjJZVK8XbOL5fs7WxVIqnm5NR0tv16hOsRUajUaq6FR7Lt1yMkp1a9mbYHDhygQ4cOr+RYKSkp7Ny5M18ZXUxMDF9++SXdu3fnxx9/pG3btgQGBnLo0KFX4lNV48qVKzRv3pxvvvmGixcv4u/vz6lTp9i+fTudO3fOZ6tQKGjVqhULFiwgPf3f9+bcuXPp2bMnhoaG/PTTT3h7e+fLAr0M69etoXuHljjb25L6OBkLU2N6dmrN+nVrCt1v5cqVKBSKEzqdLq44xxHn9Ii8EL8GroFAUydr06xP+rYcV9H+VCSZ2Tn3DfUVjo1HLi9QMcy3oXd3Lw/XD3v7t+1aTm7cBDq9NWxiLIChR1NbYCJQDUhQWLtVN2nWd5BErl+yIvUqhk6nOxAzt0d5XWMRkTJBEITqBgYGd77++muDPSG/8OhREhYWlgwaMpTAwMCKdq9c8fHxgZwMAnp0xMPVkfCoWLbvOQKKaly8+OqTtF9Mm8b+X3fy+HEKWdk5CBIBjUbL/QdJtG3dkj7+ftTxcM+zvxF+m58PnOTYiVP51nG2NmXa4Pb4uNfIe+3i7XvMDD5GTGJKsf0xMDDA3MQIqVSCRqMlOTW9SmYnBgwYQLdu3QpUAisr7t69y9ChQ/Hw8GDZsmUAXLp0iQYNGjBixAhGjBjBG2+8gVKpRF9fn9OnT9OiRYty9akqoVQqqVOnDtHR0bz11lvFlhfPzs5m2LBhPH78mC1bthAbG0vr1q25evUqtra2aDQaZDLZS8/XeYJ3nVpM/mAgoMXY2BhBEEhNS2fuDxu4euN5dcDIyEjc3fM+t+10Ot1vxTmOmOkRKYi/AcWdxJSU9CxlgX0s/wXSsnI+LyLgMQXeateicUkkqktKbeBMSNB8T4DM8HP3yc34PALscxIjHz4+tWGNNjvjtf6/EgThZEX7ICJSFDqd7qFarT678Ltvi5VFeJ1IiI8joEdHvDxckctkeHm4EtCjIwnxxXoQW+bMmDmTrm++jULfAD09BcbGJjRo1AQrKyvi4uKo6eaSz76mmwuPHj3/NXrnQSpBe89z8fY9ctRqLt6+R9De89x5UDKF8qysLD6dMpU+/QYQn/CgSgY8ACqVqlzV77Kzsxk7diz169enYcOG+Wb0fPfdd3z11VesWrWKN954A4A1a9bQoUMHMeB5hvHjxxMdHQ3AL7/8Uuz99PX1+eGHH8jIyKB79+4EBATkm+3zpDcuMzOzjDzVkZD0CDNTUxRyOXK5nISHj3hSBvoElUrF//3f/9GpUycMDQ0xMDCIAYo95EcMekQKIuKfP4W4B6n/2RK3tExlRLcpwYXnV6Frk/qebmYmxnbl7I4DcCokaL4vQGb4uUfAHCAacFInx6ckn1i7RpOZEl/OflQk+yvaARGR4mBmYmSX9OixzsbaCplUSh0Pd/p271BkuUZVRyqV4OHqiCAIeT8eJRQNKGtmzJzJ1Rvh3I6J49rNcPbv38/vv/9Oeno65y/8nWeXkvKYP86eIzkpiS5+vgQ/FaDqdDrOXo9jZvAx3vtmBzODj3H2elypGrlv3br13GDIqoaFhQWRkZHlsnZOTg79+/cnNjaWa9euMXfuXGQyWd72S5cuPacYd+jQoXLPOlU1Lly4wKZNm4iOjiY7O7vEghMmJiaEhITQsmVLJkyYwIgRI/K2hYaG4uTkhIWFRZn4amZhye5DJ4mMuYtaoyX8dgy7D53EzMIyn93hw4f55ptviIyMxNraOiMrK+vDkijZikGPyAs5+XdUKhAHGN2MfRhRlP3rSqZS9Ulh230beltLJEKXlm80aPiKXLIEjoYEze8EkBl+Lg1YAFwCXDTpj7IeHVsdrE57+NoJUOi0msToOd1F5TaRKoGeQm7Rokm9lA07fs37hVxQFuF1QqPREhEdC0B4VCxbdh9icdAWNBotoaGVZ7ayh4cHU6d9ydbdB7lyI5ykR4+4dPkqh0+c4cNuXoxu78y2H799LvCJSUwh8t4jYhJTShzwhIaGMnXKJE4cP8rlvy9WqutRUj7++GO+++47Hj9+XKbrZmRk0LZtW+RyOVu2bMHGxuY5m2rVqpGS8m9J4d27dzlx4gRvv/123msvKy9e1bl06RL+/v78+OOPODuXfiaVqakps2fPZujQofmuYXh4ODVq1CizTGUbPz98GjZg696jfD53OVv3HsWnYQPa+Pnls+vQoQMhISEsXLiQ5OTk28C+khxHDHpECiMUMDtz9U5kjkpdNXPwL8Hj9OywblOC9xRh9lZrXx83I0MDyyLsyhIjYE9I0Px+AJnh57KA5cBpwEWn/H/27jM+qmp7+PjvzGRSJj2EFkIaBAihBITQMYBEIihFiohSBORKUVQQn6vYsF6Qq4JyVUK5glTF0EFqJEBCL6EFCKmQkD41mbKfF0Gu/CWEEjJJON83Ss4+56zDB4azZu+9ls6cv/PH5ab8q2crMaZKIG2ydQQy2d2yWKxZ4a1DtDv/OEhmVmmz0ouXr+DlVZkfFZUvJ6+A1Rt2sD32IAeOnqJVSGMe79iWiE6P8c3cf1WpF/3JkyfjVqsui1bFMGPWXDZu28nAx+oz7PFQwhrV5eXIUH5evKBC7pWQkMDS6O8Jb9WUgU8+TkTHMJZGf1+lfj/uRYsWLWjbti27du2q0Os+88wzNG3alDVr1pS5Sd7d3Z2/NgBesGABI0aMwNXVFaiY8uLVUVpaGjNmzCAqKoqIiAjmzZvH4MGDH8q9Bg8ejK+vLy+//PJ9zXbm5eUxf/78m0nTgEGDsaBgxuuTWfr9N8x4fTIWFAwYdGv8Dg4OREZG8vnnn+sLCwsn32u/Qjnpkd3JGUAqMVssV64VnLZ1MJVJCIHJbJl8pzHhYaF+9vaq7u1ahVR+aSKwB1bERM95BUCfFG8CFgFbgQBhMUn5uxeuKbl+pcbUzZUUinv6Rkcms6Ws67lztuw56Ng+rHnRt9E/W88lXWLtpp28OPolW4f2UI0cOZILl1NZt3UvHm4u5OYXUaTV0zjAF9/a7nz/n+9sHeItJk+eTEBQMLXdHFk1I4rDF67y+Ntr6Pb2Wl77MZYjJ8+Ue42EhATahLWmfl1vvDzc8KnrjZ9PPRoF+NGvbxTjxo5l2OCBbN68henvfEjsgSO0a9uW3o935rdf11bCUz4c/fr1Y/369fd8nq+/H/ZePth7l/7X198PKP13Ny4ujtmzZ5eZoBw4cIBjx47drDhmMBj44YcfmDJlys0xFVFevLrIz8/nrbfeokmTJrRp04a8vDzGjx/P5cuXGTZs2EO7r6OjIz/88APLly8nN/feZ6/37dvHlClTmDVrFlBaZn7U2AkknDzPNz/+RMLJ84waO4Hw8PC/nfuvf/3LbDAY9gkh/vjbwXLI1dtkZereOlABzAYsjzXx8XrhibCxto6psuQV6Xf2nr74ibKOh4eFSsDrUT06DWnbolnHSgztdt7vP3baRwDq4A4S0A8YQunyxBL3jkN7OjRo1s2WAT4oIYRFkqRaVz7ve/dlkmQyG1MqFKPqeHtNz8kvCGnerKli6hvTanz1NoBxY8eybctGhvZ7AqVCgaeHOyFNgsi+nsuCn2M4dqLqfIeWlZVF06ZN6dCqCVbtdXJK7BnWrxfBgQ25kJzG6g07eKxjNxZGR9/2/ISEBMaNHoWEmbreXuQXFtEnojON/X1Jv5rNb9v3kpl1nf69H+eJ7h24cOkKazbtot1jbXl5zAt88+NPLF32cyU/dcW4du0aISEhnD179q73KPn6+5GnqIVXl+dw9mmMLvMieXEr8bLmkp6SSp8+fRg5ciTPP//83841m834+vry0Ucf8fLLLwOwZMkSVq9ezebN//tOLKi+F8vfGYz9X/YBlZjNjPhkLZev5j3gU1cNZ86c4eOPPyYuLo4nn3ySESNG0KZNG9zcKi+xM5vN2Nvbo9Pp7rmCW3p6Og0bNkSlUpGbm3tzlq48KSkphISEGAwGQ3MhxJV7jVmet8fMAAAgAElEQVSe6ZGVKfZEshXYCdQ6ciEz/VGp4maxWi1WISaWM6yJi7NT+5bNGlfWXp47+TAmes43MdFzJH1SvAA2Ujrr0wBwKjy4epch+ei2av0Fh7AmyAmPrLqxWK1Lr2bntDCbLX2zrufqhwwZYuuQKsXC6GicnNQE+vvyeJdwWoU2RaVSUWI2o9PqbB3eLerWrYtSqeSpZ0dwJlPL0H69CAkOwE6hoGmQP0Of7s3O37eWef5vv65Foy0iotNjZGRdJ7J7R5o18sfFRU3zJoEM7tsTV2dnTp67iCRJNA5syJB+vdjzRxxpGZk08PWtxKetWPXq1ePFF1/km2++uavxSxcvJltjxqvLc7j6NUNhZ4erXzO8ujxHtqa0QKrRaCyzytipU6eoVavWzYQHYP78+UyefOuiDIvFQmLK9Vt+lphyHYvFci+PV2UVFxcTGhrKihUrWLFiBT/88AOPP/54pSY8AKmpqQghGDdu3D2f6+vry4QJEzCZTJw9e3cr8YUQvPTSS3pg9v0kPCAnPbLyHQEkgAvpuSdtHEulKNAY1z751pK/F4a/ITwsVAEMi+zWoYnKzs6xEkO7kynAspjoOSp9UrzQJ8XvAeYBdQAXzdGNB/UX9q8Twlr9Wn8DSIqVtg5BJrtfQoitBoNh84wZM/7eUr6GUtnbsyM2gfSrWVisVtKvZrEjNgFVBTUzrEiNGzemffv2KJVKgvx8MZutmAUolEqaNgrAeoeX5Yz0dITVipe7K3q9kQb1auPo6IDyRknfIL8GCARXs3MwGo2ARJMgf0pKSvh97/6/7Vmobpo1a0Z+fn6545YuXszqH2eDwg5nn8a3HHP2aQyK0lmZ+vXr06NHj9teQ6lUYv3LP2FHjx4lJyeHPn363DKuosqLV1W//vorHh4eXL161aYlugMDA2ncuPF9J1vz588nNTX1tkvYbmfZsmUcOnToqsFg+OS+boic9MjKEXsiOQtIBjz2nkg+Ua1nC+6CyWwpUSik18oZ1srb071lk0b+rSolqLv3PLA+JnqOGkCfFH+Y0uWJ7oC77vTOk7rTO1cJq6XMnkNVkRDCLElS9Vz/IZPdUFRUNGHJkiWGPXv22DqUStE+PJwig4Gtew7yn/+uZeuegxQZDLS/yxecyhQcHMyFCxdQKpUkp2eisrdHpVKhUCi4kJyCQqks89wGvr5ICgV5hRrMFgsZ167f8mJ+Je0qDioVFqsVZ2dnkCTOJSWDJJW5Z6E6MZvNKO/w+/Onnxcv4OXIULCa0WXeWhBWl3kRrGZyc3PZu3cvwcHBt72Gt7f3LQnWN998w/jx41Eobn2Vrcjy4lVNRkYGU6ZMYevWrTYvey5JEh06dCA0NPS+zrezs6Nhw4Z3NTY9PZ1JkyYZNBrNMCFEyX3dEDnpkd2dnYB7anZh4dVcTZkzIDVBgdb44xPTFmWVdTw8LNQOGB75eMdmSoXCrqxxNtQH2BETPccTQJ8Ufwb4DHAAaukvHLigObrxJ2ExGW0Z5L0Q5pKdVz7vm2PrOGSyByGEyDMajc8PGTJEn5dXM/YV3MnESVPwqlUHR0cn7B0ccXR0wqtWHSZOmlL+yZWsWbNmnD9/nl69+7B6ww5eevMj/vH2Z0x65wu+iV7FlbSyW58NGDQYVxc3dscdpqTExKadcSSev0RxcQlJyWn8smU3FqsVpUKBQCI5LZN12/fy4qiXqn3CA6UzM1evXi13XH5uDi0CvPF10JMXtxJN6jmsZjOa1HPkxa3EyaKlSZMmPPfcc/Tq1eu215AkieLiYmJjY/nwww/ZuHEjkyZNuu3YBy0vXlXFx8fTvn17OnToYOtQgNJqe7///vtDvYfFYmHo0KF6i8UyRwjxQMWZquJLm6zqOQmYAbt9p1MODI1o2cTWAT0MxSazVu2oerucYR1969dpEuBb//6+2qgcnYDYmOg5T/YfOy1TnxR/WR3c4RNgGlDXmHIi1VpiWOLWfuALCpWDi41jLZdkp6qYmrEymY1ZLJYtrq6uS0eOHDlqw4YN6ppcQjc8PJy3/t+7/PbrWjLS02ng68uAQYOr5It+s2bN+O9//8v69euRJInWzYMZ2u8JggMbkpScxpqNO5Ak6bYvzuHh4SxcspTHu3fHWe3Iteu5RK/agN2N2Q8nRwfMFgvGYhNvfDAHRycnnh3yHB/dqFpV3QUFBZGUlFTuOM9a3py+ksPuf71Aj7eWkb7569IlbVYzSkM+YeHhLFmyhMDAwDKvUb9+fb788ksGDhzIoEGD2LNnDx4eHhX5OFVaQUEBzz77LI0bNy5/cCXRaDRllhavKJ9//rklMTHxnF6v//BBryVXb5Pdle6tA0cAEUDG+yN7vOzh4lTfxiFVuOx87YdRby/9oKzj4WGhjsAXLw17Oqp+He/bz79XLVeAyP5jpyUBqIM7eANvAl7AVZWXr4d75+dGKhzUnjaM8Y6ExXxdUtrVv/J535qxA1X2yJMkydHV1fXYe++9Fzxt2rTy1wXJHrrU1FTatWtHVlYWDerVYcqYIYQEB8GN96MzScnMX7LmZr+lPy1evJhv531Nfl4uKpWKvPwi1I4qlEoFZrMFJAmlUskLI8fUmCTn/zIajbi7u2MwGP62zOyv/tzT83JkKC0CvHnxXxtIyTWiUCqxWiw4u3ty4UL5ydOj7K233mL27Nl89913vPLKK7YOh8LCQlq3bs2iRYvo2bPnQ7nHrl27ePrpp4v0en0LIUTag15PXt4mu1u7ABUgHTyTts/WwVQ0Q7Epp46nS3mb4x5vEuTXqJokPAABwL6Y6DltAfRJ8TnA50AG4GvKSy/I37sk2mIoumbDGO9IWM0L5YRHVpMIIYwajabP+++/r3tU9vdUdX5+fjg4OHDp0iWUSgWNA/1uJjySJBEc2BClUsHixYtvnrN48WLmf/Ul9Wu5Mf0fI3lnyhiGD+iNf0AAEb16E9SoMXXr+bByza81NuGB0n4tvr6+HD9+/I7jRo0Zw9Dx0/luVwqPTV6CQVLz6qhBzH9vIq+NGoSzSqJ792rdWeGh8/Pz4/nnn68SCQ/A7Nmz6dWr10NLeNLS0hg0aJDBaDQOqoiEB+SkR3aXYk8kXwWOAnV+P3LprKaGla/W6Ivff2zCt6ayjoeHhboCA3t2blfViheUpw6wOyZ6TgSAPim+EJgDnAP8LZocff7u6CVmbV6KDWO8LSGERaFy/LYiriVJ0khJkk5KknRCkqSfJElaIknSAkmSdkuSdFmSpMclSVokSdJZSZKW/OU8rSRJX0qSdFSSpJ2SJNWuiHhkjzYhRIrRaBw8YMAAw+XLl20djgyoVasWWq0Wi8VK0uVUgJsNMi9eScNisfLTkkU3x/+0ZBE+dWrRr3d3Gjaoh5enB+FhLQhrFkTdOnWY/Nrr1G/gWyWX81W0iRMn8uabb5a7b2bUmDFsi03AxcWF4f160DLYH5VSSWjjhgzv14PLF85VUsTVU1xcHJ06dbJ1GEDpUrtly5YxduzDad+o0+mIjIzUm0ymjy0Wy86Kuq6c9MjuxSbAySqESDibfs+dcKsqraEkpY6nS3n7RiLbhDYNquXpfnelRqoWN2BrTPScAQD6pHg98A2QAARaDRpT/q4fl5kLs6pUkQpRoo+58nnfjAe9jiRJocA7QE8hRGvgz+p8nkBP4HVgA/BvIBRoKUnSn/2XnIGjQoi2wF7g/QeNRyYDsFgsvxcXF7/dq1cvfUFBga3DeeSp1WquXr3K1ewcVm/cwdmLyZSYzZxJuszqDTu4mp1DXt7/vuvLy8vFYrVSv+7/vgdxd3XFRe1ARno68+fPp3fv3rZ4lEo3depUUlJSOHr06F2NVygUNA30AQRCCCRJommgzx2Xx8kgLy8P3yrQ10mn0zFw4ED69+//UEpmW61WhgwZYsjIyFiv1+s/q8hry3/CZPfiMnAW8N4cf+Fkoc5YZpWz6kRvLJn22IRvy/yKKjws1FuSpKhu4WGtKzOuCuYArI2JnjMWQJ8UXwL8COwAAoSpWOTtWriqJCf1hC2D/JMQVitK1YwKulxPYK0QIqf02uLP0lkbROlXk6eALCHEKSGEFUikdGkggBVYdeP/lwFdKygmmQyDwfBNTk7Osr59++qLix+ZFj5V0ujRo1m0aBFCCE6cSWLe4jW88eG/mbd4DcfPJDH/03/i5VXr5ngvr1ooFQqu/mWfz5uzvmTxqg3s2rWT82dOsWrVqtvdqsZRKpWMGDGCZcuW3dV4q9XK+eTMmwkPSJxPzryl1LfsVleuXOHo0aN06dLFpnEUFxfzzDPP4O/vz9y5cyv8+kIIpk6dWhIXF5eo0WhGiQouPCAnPbK7FnsiWQC/Aa5WIdh++OI2W8f0oAp1xlNRby9dW86wfp0fa9XI1UVdp1KCeniUwMKY6DkzAPRJ8WZKX+TXAf5YLcqCvUt+K76adMCWQQJYjdpNqXMGXix/5F2RgNt9cP75lmn9y///+euyKlvKlV9kFUqr1U48ffr07iFDhhhqSsf46qh9+/acPHmS+Ph4BjzzNK6uLoSFNmPGq+OZ/+k/WbtpJy+Ofunm+BdHv0Rmdi4bf48lLeMab3wwB7WDA5NHD2Hue1OZPHoo2rwsunfvbsOnqjyjR49m+fLlGAyGcscGNA5mxcbdJF5Kw2SxcPpiKis27iaoSbNKiLR62rBhAwMGDKB27btfYZ2Xl8elS5coKbnvtja3sFqtvPLKK7i6uhIdHX1X/Znu1WeffWZesmRJelFRUeSD9OMpi1yyWnavLgCHgRb7E1OTu4T6XfDxdqu2JayLTeY7No0IDwttoLKzi+jQJrRNZcVUCT6PiZ7jDbylT4q3qoM7/AZogReBzML9K7a7tuuvc/Jv/YQtghPCapWUqjcr8JI7gXWSJP1bCJErSZLXPZyrAAYDKylt/lrjinjIbEsIYZEk6dk9e/bsHjduXNtFixY51ORS1lVV69atMZlMzP3iU0YN649B14uD8QksXvELdvZOTJryGmPGjLk5PjQ0lPq+DTlx/DgnzyZhMpkZNbgvoU2CsApBaJMgpKefYP6S8r5TqxkaNWpE69at2bJlC4MGDSpznF6vR6124fz5C3yzdB0KhQKr1UpQk2bExtaYVfMVbs+ePURFRZV5XAjBqVOnuHjxIrGxsWzevJlr167h4uKCj48Ps2bNuuP55TEajbz00kukpaWxefPmh5LwfP/99+LTTz/N1el03YQQ+eWfce/kmR7ZPbkx27OG0kpuduvizm63WkW1nJPO1xj+iJqxdG9Zx8PDQiVgUESnx4KdHB3cKzG0yjANWBQTPUepT4oX+qT434EFQD3AWXM4Jk6fdHBDRU8t3w2rUbsxde7gCqtdKoRIBD4B9kqSdAK4lzl5HRAqSdIRSpfJfVRRcclkfxJCFGs0mid/+eWXC6+88kqx3Eqi8ikUClq3aoFfvVoE+DUkJCSEMaNH8cE/3yIyMvKWhCchIYGZb0/n4vkzCGFFWK0olQqCAxsiKJ1aBmgc6IdC8egksEeOHMHLq+zvlFJSUujduzf16tXj6tVrpF+7TmpmFunXrssJzx1s3LiRw4cPM2zYsL8dM5lMfPzxx7Rs2ZKoqCgWLVqEt7c3q1atoqCggLS0NMaOHctTTz1Fbm4uBQUFzJgxg3uZVV6/fj1t27bFarWyfft2XF1dK/LxAFi0aJF444038nU6XVchRNndgB+QPNMju2exJ5KvdW8duA2IvJiRm3YhPedQM7/aVaM98F2yWoXVYrWWV/exkdrJsWNYaHBYOeOqq9GAV0z0nGH9x04z6pPiD6iDO2iBqYBSe3L7UWuxXu/cPGKwpFBUSj+RhzDLc+O6YimwtIxjV4AWf/n16P9zfCYws6Jjksn+SgihkSSp288//xynVCqD58+fby/P+FQuhSQhcevLYMMGPqzbfGvxqP834y0y01JxcnRk1OB+NA7wZeoHc0lKTiOkcQCSVPp98sXkVKzWRyeBNRgMqNVqADIyMvj111/Jzy/9wn737t2cOHGC6dOnM2PGDLlowV366quvmDVrFuvWrcPV1ZXExET27duHwWDA2dmZtWtLZxIXLFhA165dud1nxpAhQ5g4cSKbNm1i1KhRAHz++ed41fJCIxxvNol1lYzk5ebdPM9sNjNz5kxWrlzJd999R58+fW57/Qe1ZMkSMWXKlHy9Xt9JCFFRy9pvS/5TJ7tfm4ESwHH13tN7jCUmja0Duhf5WsP6J99akljW8RuzPEN7dwtvYq9SqSsxtMr2DLAtJnqOO4A+Kf4Upb18nAAv/fl95zTHtywTFnOFr629HatB81vq3MEP9UNPJquqhBCFGo2m608//ZQ0bty4YnmPT+UKDm5CembWLaWX0zIyafB/KmZdvpSETm9gaL8nCGkcgMrOjjq1vFizcQdnL17BZPlf1bdGj9A+FUmSGDhwID169KB58+YkJCSg1WpJTU2lR48eXLp0if/3//6fnPDcJSEEr7/+Oq+99hpWq5Wnn36aHj16cOjQIc6ePcvBgweJjIxk48aNdOvWrcyE5M+CGn8mPElJSdTyroXBzR/vqKn4jvkK76ipGNz88apVOlOXn59P7969OXLkCAkJCURFRd1XwiNJEv513Amq74V/Hfe/XWPBggXWSZMm5ev1+i5CiIdeQVaSp9Fl96t768AewCjgSkTrwOD+XUKet3VMd8NssZqK9MWNek9bVGazq/Cw0Jae7q7vThgxcKBSqVRVZnw2chzo03/stCwAdXCHhsB0SosfXHdoEFLfrV3/FyQ7+4eWAFrNJXph1PmnzX8h52HdQyarDiRJcnV1dd0VGRnZYsWKFY4q1aPwEWR7CQkJjHp+GO//czrBjQJJy8jk9737GTV2wi39dvx86gHw5ftTUSnt+LP08of//pHs3AKUSgVWq6BRk2bExsba6Gkqn8lkYs6cOXh5eTF69GgcHBxsHVK1t3fvXl555RUUCgUTJ05k6NCheHt739M1Tp48SevW/ys+K4RA5eWDd9RU1A3/l5Tr086Rs+Ur/tj8Ky+88AJPP/00c+bMue/9O5Ik0THEl7F92xHqX5vElOtEbzrMwbPpCCH4/PPPzR9//HGuTqfrIoS4dF83udeY5KRHdr+6tw60A96ltAFm9uQBHZ9p5ONV5Tf8Xy/ULezz1pLxZR0PDwtVArOGPd27b+MA3+rWjPRBXAQi+4+dlgygDu5Qh9K9P27ANZW3v5d7p6EjFfZOD2V/U0lOyjuZCyd++jCuLZNVN5IkObm5uW1s165dx5iYGLWLi4utQ3okhISE0LhxIy6lZWGRFIS1bMmbk1++JekJ8m9IcXExk0cPJiQ4CGEVWIWV8xdT+HFlDMmpD9xeTCarUBqNhpYtW9K+fXvc3VxZGrMD3zFfoVD+b5eL1WImffFUPBVGvv/+ewYOHPhA9/Sr486LkW24mGviamEx9d0daFxLxU/bjvLsC2NLFi5ceE2r1XYWQlTaXxh5jlF232JPJJsp7fXiCNj/d/uxbYZiU5GNw7qjErPF4OJoP62cYe3q1/FuFuTn06KccTVNYyAuJnpOSwB9Unw28CmQBfiaclLyCmJ/irYYtdfvdJH7YdHlXyjYu7RCm5DJZNWZEMJQVFTU59ChQ+vCw8P1165ds3VIj4Rz586RcOYyaQVGUrML2Bwbzwv/mEpCQsLNMS+MHI1Or2f1hh2cOX+ZEpOJ8xdTWLNpB71697Fh9DLZ7Qkhbpacjt2+AaxmjJm3riQ3Zl4Eq5mdO3c+UMKTkJBA734DySlR8dNxLfkNuhHcZzSWJk+wN83K9SID0dHRiVqttk1lJjwgJz2yBxR7IjmD0uaNDYr0xcWbEy7E2DqmOynQGr/p+uoPhWUdDw8LdQCei+zeobni0Vx4XB+IjYme0wVAnxRfAPwLSAL8zYXXtPm7Fy226PLTK+qGwmqxmIuuv6hPipennWWyvxBCmDQazYspKSlzw8LC9KdOnbJ1SDWeZx0fNJIr7o+/hM+Ls3F//CUyNFYmTf3fd2UfzZrFq6+9TnL6NeYvXcO0j79m/tLVNAppxcLoaBtGL5Pd3tmzZzGZTAghsFgseEtFFOxfgT7tHFaLGX3aOQr2r0Bt0dGyZcv7vk9CQgIff7uUVFVDVA2a49S2P5lWNwp0JTiq1SSeT8aCEo1G0/kvjcIrzaP4UiereDsp7d9TZ9+plMvnUq8nlHeCLRhLTAV2Sun9coZ1DfJrENSgXu2mlRJU1eQB/B4TPecpAH1SvA74CjgK+Fv1Bca8XQv/ay66XiEFB8wF15ZdXfp6lfwzI5PZmhBC6HS6mXl5eRM6d+6sX79+va1DqtEMwg7XjoOxWi3kxv5MwfGtSM6enDhz/pZxwU2aUFikQeWoplBrYNKrr7NmzRobRS2T3Vm7du2YOXMmY8aMwWy28MnIbnhqksjZ8hXpi6eSs+UrTKnHKSws8zvhu/LTmt9QNGyDSVJhNRkxO9dF4Vqbc0mXWLfgCxSeDbA6uCKEMFbQo90TOemRPbAby9yiAXvAYdHWI9tyCnWpNg7rb4p0xbN6T1tcXNbx8LBQZ+DZJ7qFt5JLxeIExMREz3kBQJ8UX0xpH59YIFCUGKx5u35cYcrLOP0gN7EatTnmwqzySofLZI+8kpKSZVqttsfw4cPzZs2aZbZaq2V7tCpPIIHZhDbpIM7NH6fWk5NwbdsPhWttZs587+a47t27A/D777+Tn5/PO++881DK+cpkFUGpVDJx4sTSXkn9BhG9/TSfjY7g0Ee9WTimFeH1lYwePab8C92BxWIhJS2D2ENHQVJQy9OD4oIsrp49wtlNi3Fq3BHqBOOsIreCHuueyUmPrELEnki+BvwENDCZrSzcfGS1objqlLHWGUsy6ni6fF3OsCdaNmsUVNvLI6AyYqoG7ID/xkTPmQqgT4o3A0uADYA/FrMyf3f0LyVZl+5rlkZYzJbiaxdHZK2aaaiwiGWyGkwIkaDX61vNnj37TFRUlP7PHiiyiqN2tEd3ZjcuoT1ReTcEQOnogrpZV374+RcA/vOf//Dtt9+iVCo5cODAQ+lOL5NVJIPBwIgRI3j++ecxlphI10p8siqewZ9u4JOV8YR07M3C6EX3de2DBw8iSRJ2dnYcPZyAVV9Ioc6AcKlDwZ5FFO5fRaNew0WdBn5CpBw2a/Jz5lfw4901OemRVaRYSpe6NczK1+rW7D29ymK1VolGEzpDyYzHJnxbZizhYaGeQL/HO7ZtXdaYR5QE/Dsmes4nAPqkeCuwFlgBNAQcCvYt32JMS9xzrxcuzjjzfdbKd7ZXZLAyWU0nhMjQaDTt9+/f/1NoaKj+6NGjtg6pRpk06jlKsi4jqRyxFBuxaPMx5aTg6t8Srb50Rc6hQ4eYPXs2bdu25ZlnnrFxxDJZ+T799FPy8vJQq9UsX76coKBGXEi7zsXMPC6kXb+vhOfy5cs8//zzdO7c+ebPMi6dw0ufTs/2LdFcPGQtMeisCidXkRm/mZS9a3QFqec+sVrFBxX4aPdETnpkFSb2RLKg9GX4ElDv2MWrGX+cvLLJxmFRpC8+F/X20uXlDHuqQ5vQIHdXl3qVElT188+Y6Dn/iYmeo9AnxQt9UvwWSiv31QfURQm/7NVfOrRZ3GUN/JKc1CNFh357/aFGLJPVUEKIEo1G84/s7OyxXbt21X355ZcWeblbxZg16yPsMWG4fBjjlWOUZF3CybMOCksxLmpHAD777DOaNGnCoUOHSEpKsnHEMtmdbdy4kXnz5uHo6Mj69et577332LVr131fLykpicmTJ9OoUSNWrFiBQqFgypQpnDx5kqKiIiaP6M/62a+Zi65fu2yV7P5TnJvRQZd7VaEryHW1ZcIDcp8e2UPQvXWgF/ABYAEKX+7b/skQ/9odbRVPdr72yai3l5Y5oxAeFlpPqVB89upLw55ROzl6VWZs1dBaYET/sdNKANTBHdoAU4B8QOPc/PFQdbNugySp7Mp3Fn1hrubEtrCCvUsrrAKcTPaokiQp0M3NLaZt27aNVq5cqa5bt66tQ6r2Zs58j69WbkX9WH9UtQOw01wjb/8qXhvWh1mzPgLgyy+/ZM+ePfzyyy/Y29vbOGKZrGx/3WuWkJBA+/bt7/ka165dY9OmTfz3v/+9peHupEmTmDFjBg0bNsRoNPLmm28WL126tEin0w0SQuyrkAeoQHLSI3sourcObAy8A1yToHjKwI4DAut7VfrSsQKtIb7Xm4vumHCFh4W+0rNzu+c7Pdaya2XFVc3tBAb0HztNC6AO7tAUeAMwAvlOjcIbubR6YpiksPtbG3lhMZl05+MG5KyfvblyQ5bJai5JklTOzs6fKpXKSYsWLXJ69tlnbR1StTdz5nt8vXAZhhITakd7Xn1pxM2EB+DXX3/lzTffJDk52YZRymTlO3LkCA4ODrRocW+tB4UQxMXF8fXXX7Nz5048PT25fPkyPj4+9OnTh0mTJtG2bVsADh8+zJAhQ/R5eXm7i4qKXhRCVMkNh3LSI3tourcO7Aq8DKQpFZJ56rOdh/jWdg+prPsLIUROob59nxlLjpQ1JjwsNNDRwX7W5NFD+jvY28stz+/eIeCp/mOn5QCogzsEAH82sshxaNiigVvbp0dIdiqnP08QQmC8cvRfWavem1H54cpkNZ8kSZ1cXFzWREVFeX3//fdOnp6etg6pWktJSSEgIID09HQaNGhw8+dWq5WAgADs7e25eLFCKvfLZFXKwYMHmTFjBpmZmfTt25fk5GQSEhKYNWsWL730En+2MTSZTHz44YfmuXPnGktKSiZYLJYVd7vM3RbkPT2yhyb2RPI+YBnQ0GIVynnrDv5yLU97qbLun68xbC0n4ZGAwb26tg+WE5571h74IyZ6TkMAfVL8FeAToBioW5x2OqPw4OrFVpOx6M8TjKmnNmqObnrHJtHKZI8AIcQBrVbbdMuWLaos4RsAACAASURBVD81atRIv3btWqrw+0eV5+/vT5MmTdi+fTsmk+mWYyaTiXfffVf+/ZXVOHl5eXTq1InY2Fjq1KnD8uXLCQsL48KFC4wbN+5mwpOQkEBoaKhu3rx5cQaDoanZbP65Kic8ICc9sofvd0r3gfiVmC3MW3dgVWX08LFYrRYBk8sZFuLm6ty2RZNGcsW2+9MM2B8TPScEQJ8Uf5XSxCcPaFCSdel6wR/LFlmMmvzizPNHNYd/G3mj7LVMJntIhBA6jUYzIT8//8kxY8akPfXUU/qMjAxbh1VtjR49munTp7N8+f9q4SgUCjZt2sQ333yDn58f586ds2GEMlnF8vLyYvv27UybNo3p06eTkZHBhx9+iKurKwBarZYpU6aU9OjRo+jy5cv/KCoq6iGEyLRx2HdFXt4me+i6tw6UgKFAX+CKq9rBbvKADs/V8XAJfFj3zCnULXvyrSUvlnU8PCxUAXww+KmeTzdt5B/2sOJ4RORSutQtAUAd3MEVeA0IBAoVji7u1hLje/rzcfKbl0xWiSRJclCr1e9JkvT6Rx995DBlyhSFSvW3rXaycjz55JOMHTuWoUOH3vJzIQR9+/YlMjKSqVOn2ig6WVn0ej0AarXaxpHUDEII1q1bxz/+8Q+90WjcotFo/iGEyLF1XPdCnumRPXQ3SlmvoXQDvL9GX2z+cnXc8tTsgsSHcT+T2VLsoLIrrxxymzq1PJsHBzZs+TBieMTUAnbGRM/pDaBPitcAXwKnAE+rUfu5nPDIZJVPCFGs0+ne0el0bT766KODISEhur9WXpLdnQkTJvDuu+9SVFT0t2N//PEH/fv3t0FUsjspKSnB2dkZZ2dnoqOjbR1OtZeUlESPHj30o0aNSr1+/Xq/oqKiwdUt4QE56ZFVktgTyVZK9/dsAwJKzBbp618O/HI+7XpCRd+rQGv8LuL1hWX+ZQwPC1UBwyMf7xiiUCjkVtoVwwXYGBM9ZyiAPineAHwLTNMnxcuNLGQyGxJCnC8sLOyanJw8+qmnnsodNGiQPiUlxdZhVRuDBg2iZ8+ejBw5kuLi4ps/LywsRKlU/m2/j8z20tNLOyL07duXfv362Tia6quwsJBp06aVtG7dWh8fH/+RVqttLITYbeu47pec9MgqTeyJZAulzUtXAX5WIez/s+HQliMXMu6/S9b/UVxiLnK0t3u3nGGd/BvUa+znU7fSKsk9IuyBFTHRcwYD6JPiTfqk+FwbxySTySitZmmxWNbqdDr/rVu3fhUSEmKYMWOGSaPR2Dq0auGrr75CqVTessTNZDIhhCA7O/tv43Nzcxk/fjxdu3ZFnl2rfEFBQQgh2LhxI3LvqntnNptZsGCB8Pf3N/z444+/GgyGYIPB8IUQolpn+HLSI6tUsSeSReyJ5E3Aj4APoF6248QfO49eWmexWB94k3uh3vhFxOsL9WUdDw8LdQKG9u7WoYX0145dsgphtVrPAhWWxMpksoolhNDp9fp3DAZD8H/+85/fGjZsaJg/f74oKSmxdWhVmqOjIz///DMXL15k+vTpXL58mdq1a/PJJ5/QrVs3Zs6cecv4o0ePsnDhwpt9TmSy6kAIQUxMDMHBwbq33377cGFhYZfCwsLh1aVQQXnkQgYym+neOrA18CqgAQpCA+rUfa5Hq6EuTvZe93M9vdGUpXZU+T424dsyk6fwsNC+IY0DJg6K6vHUfYYtK4NGq9fsPnD4meiV6/fYOhaZTHZ3JElq4+7u/rWTk9Njs2fPVg8fPhylUl71W5bCwkLGjRvH2rVr8ff3Jzs7G4PBgKenJ2vXrqVnz54AWCwWNm7cSK1atWjfvj0ODg42jlwmu7M9e/bw2muvaZOTk7M1Gs1rwKaqXoL6XslJj8ymurcObARMAdRAppvawWF833b976eJaXa+dnzU20sXlnU8PCzUHfjXxJGD+3q6uzYoa5zs3hVpdIUbd+57Kzkt88eE44nyh4pMVs1IkhTh5uY2z9vbO/CLL75wHjRo0M1+HLJbmc1mxo8fz5IlS27+bNeuXQwfPpxu3brx3HPPERkZebPEr0xWle3fv58ZM2bojh8/rtXpdG8IIVYKIay2juthkD/RZDYVeyL5EvA+cB4IKtIXW75cE7c6/mzadqv17v/SaQ3Fl+t4upRXoqVPu1YhQXLCU7Fy8wtzVm34/e3ktMyFcsIjk1VPQog9RUVFrS5fvvzc2LFjzwUHB2vXrl2L1Voj330eiJ2dHYsXLyY3N5eZM2eiUCh44403GDhwIGvXrmXw4MG8+255W0tlMtvav38/3bp100ZGRl4/cODAG1qt1s9qtf5cUxMekGd6ZFVE99aBSqAfMAi4Dmgfa+Lj279zSH9XtYN3eedn52ufiXp76YayjoeHhdZWKKQvpowe9rSLs1O515PdnWvXc6+u3bTznUKN7r8JxxMtto5HJpM9uBv7HaPc3NzmeHl5Nfzwww9dhg8fjtzj5/ZMJhOHDh1i06ZNnDlzhoiICJ5++mmCgoJsHZpMdgshBDt27OD999/Xnjx5Um80Gt+1WCxLhRCPxKY+OemRVSndWweGApMAJXDV3k6pHN6rVbdWgfW6KRTSbWcmC3XGYz3fiG57p+uGh4WO7d6hzchu4WHdH0LYj6TUjGspazfvet1gLP5NnuGRyWqeG8lPbw8Pj1kqlarFO++84zRu3DjJ2dnZ1qHJZLJ7YLFY+OWXX3j//fe1GRkZeVqtdqYQYkV1r8Z2r+SkR1bldG8dWAsYCbQBrgH65v516jzbPfQZL1enW5amCSHIKdR37jNjyYGyrhceFupnr7L7eMqYYf0dHezdHm70j4bzl1LOrdu2Z5LFYt0tJzwyWc0nSVK4u7v7R1artfvEiRNVU6ZMsWvQQF4pLJNVZRqNhkWLFokvvvhCr9frkwsLC98BNtbkJWx3Iic9siqpe+tACWgPjKa0/0uGQpIY8niLDo819emhUirtAfI0hl29py3qVdZ1wsNCJWBqn4hOQx5r2axTZcRek1ksFvMfCccPxh0++WbC8cQKbywrk8mqNkmSgl1cXKaZzeYX+/btK95++211u3btbB2WTCb7iytXrvDvf/+7ZOHChVZ7e/tdBQUFHwMHa1o1tnslJz2yKq1760B34DmgM5ADaOp4ODsP7Nr8icYNarUo1BlbRk5ffK6s88PDQps4q50+mDRy8ECVys6xsuKuiXR6Q1HM9tjtyWmZHyQcT0y0dTwymcx2JEnyUKlU4+3t7acHBgY6Tps2zXXo0KE4OTnZOjSZ7JFksVjYtm0bc+fO1cbFxSmUSuVCnU43VwiRYuvYqgo56ZFVeTdmfVoAYwBPSpe8+TRt6P3TjxsP7SjrvPCwUAXwzsA+Ef2bBwc+VjnR1kyZWdfTftm8e2WRVvdlwvHELFvHI5PJqgZJkpTAUx4eHtPNZnP7sWPHKiZOnGjfpEkTW4cmkz0SsrOzWbRokfXf//63obi4OL2oqOhfN8pOl9mo/VElJz2yaqN760AHoBswBMgGPog9kVxmxbDwsNCwWp7u/xw/fMBApVJhV1lx1iRWq9Vy7PT5k9tiD84Xgp8TjicabR2TTCarmiRJClKr1ZOFEONCQkKYMmWK6+DBg3FxcbF1aFWWEAIhhNwTSXZPzGYzW7du5bvvvtPt2rVL6eDg8FtRUdFcIcQhW8dWlclJj6za6d460BUQsSeStWWNCQ8LtQM+Gd4/MirIr0HLyouu5sgv1GRt3Llvf2rGtW+AvXLBAplMdjckSVIBfT09PV81Go2dBw8eLMaPH+/YpUsX+eX+L9LT02nXrh1ZWVlkZWVRp04dW4ckq+LOnDnD4sWLTQsXLjQDlwoLC78WQqwWQhTZOrbqQE56ZDVSeFho5wb1ak8bNbjvgBtlV2V3yWK1mo+eOndsx75De61W64KE44mXbR2TTCarniRJqq9SqUY7OTlNcHBw8B4zZozDyJEj7UJDQ20dmk3t2bOHHj16ABAWFsaBAwdwdJS3nVYnVquVtLQ0/P39H+p9MjIyWLFihfjhhx+0GRkZFmCpXq//Xghx9qHeuAaSkx5ZjRMeFuoIfDFmaL8on7q1g20dT3WSm1+Yuf73P+Izs67/DGyUl7PJZLKKcOPLp1ZqtXqMJEkj69evbzd27FiXoUOHSo9iE8/XX3+dr776CicnJw4ePEirVq1sHVKlS0tLY9WqVezfv5/s7GxefPFFJkyYcN/X02q1bNu2jWefffZvx6xWKwcOHODnn39m4cKFrF69mv79+5OSksKWLVs4fvw4CoWC7777DgCDwUBycjK+vr4UFBRQu3Ztzp8/T3Z2NhqNhp07d7JgwQKgdIliRcvJyWHdunUsWrRIc/z4caW9vX1MUVHRQmCvEEJuBH6f5KRHVuOEh4VGBgc2nDK03xP9bB1LdWEwFhfGHzt9Ku7wyVggWp7dkclkD8uN4gfdXV1dR5nN5kF+fn6MGjXKeejQoYpGjRrZOrxK8cILL+Dn58dnn33Grl27bs761GQWi4WTJ08SHx/P9u3biY2N5dlnn6Vnz57s2LGDxYsXk5qayvXr18nLy6Nr166oVKrbXkuv17N+/XqOHTuGVqslOzubtWvXAjBq1CgUCgWOjo7Y29uTk5NDbGwsHh4eDB06lJkzZwJQq1YtlEolkZGRXL9+nW3btjF06FC0Wi1//PEHXl5eZGVl4eHhQW5uLk2aNKF+/fo4OzsTExMDgJubG0VFpSvLfvrpJ1544YX7/v25fv06v/76K0uXLtUcPXpU5eTktKugoGAxsEkIYbjvC8tukpMeWY0SHhbqCsx+ecTAJ2t7eQTYOp6qzmQyG0+cTTq+e//hCyUm86/AloTjiSW2jksmkz0aJEmyozQBetFsNg9q0KCB9Nxzz6kHDBigbNu2LTV1dfK+fft45plnyM/PZ+LEiUyaNInmzZvbOqwHlp6ezpYtWxg9ejQqlYrs7GxiYmLYv38/mzdvxtXVlVatWjFo0CC6d++On58fAMXFxbzyyiv89NNP1KtXDw8PD06fPs3kyZOZN28eAEajkWXLlrF69WoOHjxIly5d6NSpEx4eHnh7e9O8eXMSEhJQKpUYjUauXbuGp6cnarWazp0735xNS0lJIScnB19fX+rUqXPzz9ipU6fYtm0bAQEB9OrVC09Pz5vPZbFYUCqVN3+dmpqKXq/H2dmZbt26kZKSwvz58+nevTstW979NuJLly4RExMjVq5cqTl58qS9k5PTjoKCgqXAZrn6WsWTkx5ZjRIeFvos8JSfT11dzy7tInzq1m4h7+n5O4vVar5wOfXk9tiD57U6QzywNuF4Yoat45LJZI+uGzNAndRq9WClUjlUpVK5Dxo0SPnss886RERE1Kg9L19//TVTp04FoFWrVuTl5eHj48PXX39Nx44dbRxd6ZKtw4cPU79+fWrVqsWxY8dwdHTkypUrODs706ZNm5uFFywWC/v27WPPnj0sWLAAq9WKXq8nIiKCP/74g759+9K1a1eefPJJypvJy83NJT8/n+XLlzN37lw++OADoDQ5WLduHWFhYYwdO5YePXrckpTY0rp16/jkk084cuQIXbp0Yd++fWWOtVgsHDp0iN9++828atUqQ1ZWllCpVBuKiopWATvkGZ2HS056ZDVKeFjoLMAPSAdMjf1963Rp37qLT13vUIVCoSzn9BrPbDYXX0rJOL3n4NHknLyCk8BK4KJcmU0mk1U1kiQ1s7OzG+Dq6vq8Xq9v2rFjR+OgQYPcoqKiaNy4cbWeBcrPz6d3794cOXIEKC1mMGjQIL777jt69erF7NmzqV+//kO7f2pqKmazmd9//51evXpx9epVPD09uXjxInFxcWzcuJErV65gNBqpW7cuJpOJvLw8+vfvT35+Pvv27aNFixYUFxeTlpZGcHAwkZGRDBs2jFatWrFp0ybOnTvHP/7xDzw8PO46rmHDhrF69WrUajX29vb4+fnx+OOPExQURM+ePavs3qdVq1bx3HPP4evry7x58xgwYMDNY9euXWPbtm389ttvuh07diiVSmV2SUnJGoPBsBZIEEJYbRf5o0VOemQ1yo3lbb2AvoACyAJKant5uHTr0KZdI78G7eztVc42DdIG9EZjfuL5yydi449nGIuLM4EVwImE44nyh61MJqvyJEnyBHq5u7sPNJvNUa6urqp+/fqp+vTp4xAREUGtWrVsHSI+Pj5cvXoVX19fvL29mTNnDr169QJKG0j+uYfkT1u3biUqKopOnTpx4MABFAoF//znP7FarSxatIjvvvuOgQMHVnicBw8epFevXuj1paun3NzcCAkJIT4+nsjISDp37kxUVBTt2rXjyJEjFBQU0LNnT4QQ2NmVtrw7dOgQSqUSJycnfHx8cHd3f+C4+vXrx6ZNmwDo06cPEyZMoH///lU+uc3IyGDt2rW8/fbbGI1GXn31Vfr27cuOHTvMv/32mz41NVWlVqv3FhQUrBVCbBNCpNs65keVnPTIaqTwsFAPoCfQG3AE8gCNvUql7BreukVok6CObi7O9Wwa5EMmhCC/UJNy+OTZs4dPns268UG7HjiWcDzRZOv4ZDKZ7H7cWLIcqlAo+nh4ePTXarXtGjZsWNK3b1+n3r17q7p161YhL+F/FRsbS1RUFL169eLQoUOMHj2aQYMG8dhjj5GYmIi/vz9z587lww8/vHmOm5sbs2bNIj09ndmzZwPQs2dPmjZtSvPmzZkyZQqdO3emuLgYo9FIfn4+mZmZ5Ofnc+rUKcaPH0/z5s1ZsmQJbm5uD/wMVquVESNGsH37dn788Ue6d++Os7MzTk5OQOmeGVsuIfzqq6/Iyspi+PDhVXZGJycnh9OnT3Pu3Dn279/Pvn37KCwsJCQkBAcHB5GRkaFLTk52cHFxOavVajeUlJRsBQ4KIcy2jl0mJz2yGi48LNQJaAs8DdQFDMB1QDQJ8qvXKqRxaEOfuqFqR8eqsTi4AhRpddeSUzPPJJxIzM7OyTcCx4GtwAV5GZtMJqtpbjRDbadSqZ5wdXV9RqPRtPL39zc+8cQTjhEREfZdu3alQYMG93zdwsJCsrOz6dWrF25ubiQmJt5xvLNz6SICBwcH8vLybjn27rvv4uLiQqtWrTh9+jTJycksWLCAdu3a0aRJEw4cOMCIESMYPnz4zYIGxcXFeHt7M3ToUKKjo+85/v9Lo9Hg5ubG999/z8svv/zA16vJhBCkpaVx9OhRDh8+THx8POfOnaOoqIiQkBBcXV1RKpXW1NRU/aVLlxzUanVycXHxRoPBsA2IE0LobP0Msr+Tkx7ZIyE8LFQBNAX6AK0AARQARQAhjQN8WjZrHOpbv06ok6NDxX5FWAl0ekPulfSriYdPns1Iv5ptBMzAbmB3wvHEazYOTyaTySqNJEn2QFuFQtHNw8MjSq/Xh7u5udGtWzciIiKcw8PDad26NQ4ODne8jqurK1qtFijtq9O3b1+USiUmkwmtVosQAg8PD9q2bYtSqSQmJoYDBw6gUqk4e/YsmZmZJCYmIoTg/fffv7kpvzwmk4mCggLOnDlDREQE06ZNuzlTdK+uXLnCgQMHSEpKYunSpTRq1IgVK1ZUieWAVYlerychIYG4uDgOHjzIwYMHUSgUtGnThoCAABwdHcnMzCw+dOhQSWZmpr2rq+spjUaztaSkJJbSmRyNrZ9BVj456ZE9csLDQr2B1kB3SoseWClNgDQATYL86jUOaBjgU8c7wMvTzV9lZ1flSgYVF5docvILrqRdzU4+c+FywdXsXAulz3EMiAPOyY1FZTKZ7OZyuCZAVzc3twiFQtFZp9P5BQUF6bt16+bQuXNnh/bt29OsWbObe1Z++OGHvzXKXLlyJcOGDXvo8T711FNs2bLl5q8NBkO5y84OHTqEv7//zYpqRqORxYsXM336dKKioggMDGTgwIF06tTpocZeXeh0OuLi4oiNjWXHjh2cOnWKli1b0qJFC9zd3SkqKjIfO3ZMd/r0aScHB4c8pVKZUFBQsEsIEQecEELIS8SrITnpkT2ywsNCJaAO0BLoAfhQOgNkpDQJKpEkSQoObFi3cUDDgHq1vfzcXJzrODk6eioUkqKy4rRahVVvMOQUarRZV7NzU88mJWelZmZZKS3UAHAGiAXOJBxPlKfUZTKZrBySJKmBMEmSwj08PHqazeb2RqPROygoSN++fXu7tm3bqvPy8ti1axf79+//63n4+/sTERFBt27dqF27Nh4eHgQEBNCgQQMUigf/p8FqtXLo0CFeffVVEhISmDx5Mh9//PHf9ilZrVYUCgUXLlygadOmuLm58cQTT/DVV1+xcOFCPvroI77//vublc8qIrbqpqioiMTERJKSksjNzSU9PZ20tDTWrFmDu7s7Xbp0QalUmlJTUw3nz593VCqVegcHh+NFRUW7zGbzQeCwECLf1s8hqxhy0iOTcUsCFEBpEtQaUAMSpUmQ5sZ/hcrOTunfoF6t+nW9a9f28qjt7ubqrXZycLdXqdQqlZ3aTql0vJdqM0IIYTKbDSaTWV9cYtIZjMWaIo02Nye/MOfa9dzc5LRMg8lkdqY0yZGAq8BR4BxwRU50ZDKZ7MFJkuRC6ed/mKuraweVShWu0Wgaubm5mT09PSWDweCYkZFx88N9yJAh6HQ6CgoKSE5OpqCgAF9fXzw9Penfvz+vvPLKA/WSKS4uZvny5axYsYKEhATatWtHSEgIISEhpKSk3FzyNm/ePKZMmcK4ceNIS0tj27ZtnD17lunTp3Pu3DkuXrxI7dq1SU9Px97e/kF/m6okIQTnzp3j+PHjnDlzhsTERE6cOMG1a9fw9/fH09OT4uJiodFoSnJycqyFhYX2rq6uqZIkHS0oKNgvhDhB6QxOjq2fRfbwyEmPTHYbt0mCgoHalC4h+/MfPSOlhRFKABOls0QolQqFl7ub2t3VRa1WOzpKSAhu/D278T8CgcFQXJxfpNHlF2qKrVarClABToDDn9e6cb90ShOcc0BywvHEoof57DKZTCYrJUmSAmgENFcoFM3d3d0fA1rqdDp/R0dHa3BwcElYWJhDs2bNHBs0aMDXX39NfHz8zfNfeOEFAgICaN68OaGhoTRt2rTcvUS3U1hYSFxcHBcuXODMmTP8/vvvXLly5ebxbt26kZWVBYBSqcTPz49t27YBEBERQYsWLfjmm2+qfPnnu5WZmcnBgweJj48nISGBY8eO4eDggI+PDyqVylJUVFSSnZ2NRqNRubi4ZCgUijNFRUVHzGZzInAWOCuEKLH1c8gql5z0yGR3KTwsVAV4U5r81AX+f3t3Hm1XXR58/PvkZiIBDJmY0wiKlqKCpioiDkBbtFboqqitWlAstbZO61WM2mp19Q8cXvS1rx2oiumrVUGLoNUqUFBKAWUwgjIKYcpAEggkgUw3z/vH2dHDzdm55yRnn2Hf72etve45v73P3s/Zv3Nu7pPfs3/7MOBgYF9gHxrJUCf3vQkaozebgUeLZTlwL40Z5lYDa37805+PduktSJK6oLhO6CDgN4Fnzpw585nTp0//rdHR0cM2btx4wNSpU3POnDnbZs+ePTJz5sxpq1evjjvuuONXr99vv/148YtfzFFHHcWRRx7JggULmDt3LjNnzmT+/Pm/mkZ6V7Zt28by5cu54447uPHGG7n22mu56KKLOP744zn77LO56aabePvb3z7UkxZkJldccQXve9/7WLlyJfPnz+eee+7hiSeeyGnTpo1u3bo1t2zZMjJjxow106ZNu3vr1q2/WL9+/a2ZeTuN5OaezPTfUAEmPVJXFCND02mUxO1YWhVQJzAKPA5sBDZ6zxxJqo8iIZpP4z/GDhsZGTl8+vTpx2/cuPGkTvd12223ccQRR7Q9QrNp0yYys62kqV8yk40bN7J27donLatXr+b+++8fveeeezbde++925YvXz5p9erV07ds2TJlx2tnzJjx4y1btiwtrre5u1geNLFRO0x6JEmSeqiYSOEgGtUCC4Ejpk+f/ozt27cfPXXq1NHR0dHZW7du3XvSpEmxbdu2qTNmzNj8lKc8ZeucOXO2z507N/bff/+R+fPnT917772nTJ8+nWnTpj1p2Z22SZMmkZls3rx5p2XTpk3jto19/vjjj29bvXr1llWrVm1bvXp1rl27NtatWzdlw4YNUydNmrR92rRp66dMmfLoyMjIw5m5ZsuWLcs3bNjwy8x8EGheHkv/WFUXmPRIkiQNqOLmq7OLZU7TMjsi9hoZGZkxZcqUGZMnT54xMjKy16RJk/aKiL0iYi9gWmZOA6Zt3759emZO3b59+9Tt27dPGR0d3bFMHh0dnTxp0qTcvn17jIyMjI6MjGwbGRnZOmnSpK2TJk3aOjIysiUitkTE5ojYAmyKiE2ZuSkzn9i+ffsTo6OjT4yOjm7cunXr49u2bXsiMzcBjwBrxywPF+uknjLpkSRJmsCKkrzJwGhmdnJtqjQ0THokSZIk1drEu1OVJEmSpAnFpEeSJElSrZn0SJIkSaq1yf0OQFL7ImIUuLmp6dTMXNancCRJkoaCExlIQyQiNmTm3v2OQ5IkaZhY3iZJkiSp1hzpkYbImPK2ezLzD/sZjyRJ0jAw6ZGGiOVtkiRJnbO8TZIkSVKtmfRIkiRJqjWTHkmSJEm15jU9kiRJkmrNkR5JkiRJtWbSI0mSJKnWTHokSZIk1ZpJjyRJkqRaM+mRJEmSVGsmPZIkSZJqzaRHkiRJUq2Z9EiSJEmqNZMeSZIkSbVm0iNJkiSp1kx6JEmSJNWaSY8kSZKkWjPpkSRJklRrJj2SJEmSas2kR5IkSVKtmfRIkiRJqjWTHkmSJEm1ZtIjSZIkqdZMeiRJkiTVmkmPJGlgRMT0iMiIOKTN7c+JiM8Xj4+IiHVdjOVLEXF28fjkiLiri/s+KSKWdmt/kqRdM+mRpCEUERualu0R8UTT8zf0O75+yMw7MnPW0viHAQAAIABJREFUeNtFxNsi4rI29ndGZn5iT+Nqlchl5mWZ+Zw93bckqT2T+x2AJKlzmbn3jscRsQx4a2aO+4d8v0XE5Mzc1u84xhMRI5k52u84JEnd4UiPJNVQRIxExN9ExN0RsSYivhIRs4p1z4yIbRFxZkQ8GBFrI+ItEXFsRNwSEesi4tymfb0tIv4rIv45Ih6LiF9ExEua1i+IiO9GxMMRcUdEnN607pyI+LeI+HpErAdeHxHHRcR1EfFoRCyPiE9HRFv/CRcRT4uIqyNifUR8D9ivad0zI2Jb0/M/i4hlxbZ3R8RpEXEM8BngZcWo2Mpi269FxGcj4gcRsRE4tmj76zHH/2jxPu+OiNOa2q+NiDeOOWc7ktAfFT9vL4556thyuYh4VkRcVZz7n0XEK5rWfS0iPhMR3y/ey9UR8RvtnC9JUoNJjyTV0/uA3wVeDBwCbAU+3bR+BHg2cBjwZuDvgfcCLy3a3xwRL2ja/iXAUmAOcA7wrYjYt1h3IXA7cCDwJ8CnI+K4ptf+EbAEeArwzSKWvwJmA8cDfwC8tc33dQGNJGIO8CngTa02ioj9gE8CJ2bmPsVxbsnMm4B3A1dm5t6ZeUDTy94I/A2wD/CTFrtdCEwFDgDOApZExFPbiHlHgviM4pjfGhPrdOA7wLeAeTT67sIx+/4T4AM0ztkK4KNtHFeSVDDpkaR6+nNgcWYuz8xNNP5Ifl1ERNM2H8vMzZl5SfH8XzNzbWbeB/wPcEzTtvdn5j9k5tbM/FfgAeD3IuLpwHOADxb7up5GgtOcjPwwM7+bmdsz84nM/HFm/iQzRzPzl8DnaSRbuxQRRwBHAh/NzC2ZeTnwn+O87KiImJ6ZD2bmreNs+43MvK6Ic3OL9duajn0ZcBnwmvHibsPxxc9zi/P7feBS4HVN21yQmTdm5lbg34Cju3BcSZowTHokqWaKxOZQ4LtFudQ64CYav/PnFJuNZubappc9Aawa83zvpucPjDnMvcBBxbI6M58Ys+7gpuf3j4nvyIj4XkSsiojHgA8Dc9t4azuOtWnMsXaSmY8AbwDeCayMiEsi4mnj7P/+cda3OvZB47ymHQcB92Vmjtl38zlc2fT4cZ7cN5KkcZj0SFLNFH88PwickJmzmpbpmblmN3c7dgrpBcDyYpkXEXuNWfdgc0hjXvsvwI3A4Zm5L/AxIBjfCmBuUQ7WfKyWMvM/MvNEiqQC+MeSeMriHKvVsZcXjzcCM5rWNZfNjbff5ez8PsaeQ0nSHjDpkaR6+ifgnIg4FCAi5kfEH+zB/g4tLs6fXFywvwD4AXAX8DPg7yJiWkQ8Fzgd+Mou9rUP8GhmboiI3wL+rM0Y7gBuA/4mIqZGxMuBk1ttGBEHR8TvR8QMYDOwAdgxG9uq4v1MafO4O0xpOvYJwO/QuEYJ4KfAa6IxPfUzgTN2vKgolXuUxvVTrVwFTIqIdxfn93doXI91YYfxSZJKmPRIUj19gsY1J/9VzJr2P8Bz92B/P6Jxjc/DwIeAP8zMR4tRpdfSuNZmJfB14H2ZedUu9vUe4K0RsQH4XPGacRXHeh3w8iKOs4Evl2w+QuPC/5XAWuC3gXcU6/4TWAY8FBFjy/Z2ZRmN63pWAl8E3pyZdxfrPkHjNhCrgfNaxPVhGpMTrIuIV495X5uAV9G4PmgtcC7wuuJ6J0lSF8STS4glSXqyiHgb8JrMPKnfsUiStDsc6ZEkSZJUayY9kiRJkmrN8jZJkiRJteZIjyRJkqRaqzTpiYhZEfGNiLgtIm6NiGMjYnZEXBoRdxY/96syBkmSJEkTW6XlbRGxBLgqMz8fEVNp3Ljtg8DDmXlORCwG9svM9+9qP3Pnzs2FCxdWFqckSZKk4XbDDTesycx5rdZVlvRExL7AUuCwbDpIRNwOvCwzV0TEgcCVmfmMXe1r0aJFef3111cSpyRJkqThFxE3ZOaiVuuqLG87jMZN2s6PiJsi4vMRMRPYPzNXABQ/51cYgyRJkqQJrsqkZzKNu3//Y2YeA2wEFrf74og4KyKuj4jrV69eXVWMkiRJkmquyqTnAeCBzLyueP4NGknQqqKsjeLnQ61enJnnZeaizFw0b17L0jxJkiRJGldlSU9mrgTuj4gd1+ucCPwCuAQ4vWg7Hbi4qhgkSZIkaXLF+38H8JVi5ra7gTfTSLQuiIgzgfuA0yqOQZIkSdIEVmnSk5k/BVrNoHBilceVJEmSpB0qvTmpJEmSJPWbSY8kSZKkWqv6mh5JkiRNYOuW3dyyfdbCZ/U4kt6byO990DjSI0mSJKnWTHokSZIk1ZpJjyRJkqRaM+mRJEmSVGsmPZIkSZJqzaRHkiRJUq2Z9EiSJEmqNZMeSZIkSbVm0iNJkiSp1kx6JEmSJNWaSY8kSZKkWjPpkSRJklRrJj2SJEmSas2kR5IkSVKtmfRIkiRJqjWTHkmSJEm1ZtIjSZIkqdZMeiRJkiTVmkmPJEmSpFoz6ZEkSZJUayY9kiRJkmptcpU7j4hlwHpgFNiWmYsiYjbwdWAhsAx4bWY+UmUckiRJmjjWLbu57W1nLXxW2/so21aDrxcjPS/PzKMzc1HxfDFweWY+Hbi8eC5JkiRJlehHedspwJLi8RLg1D7EIEmSJGmCqDrpSeAHEXFDRJxVtO2fmSsAip/zK45BkiRJ0gRW6TU9wHGZuTwi5gOXRsRt7b6wSJLOAliwYEFV8UmSJEmquUpHejJzefHzIeAi4PnAqog4EKD4+VDJa8/LzEWZuWjevHlVhilJkiSpxipLeiJiZkTss+Mx8LvALcAlwOnFZqcDF1cVgyRJkiRVWd62P3BRROw4zr9l5n9GxE+ACyLiTOA+4LQKY5AkSZI0wVWW9GTm3cBzWrSvBU6s6riSJEmS1KwfU1ZLkiRJUs9UPXubJEmS1LZ1y27eqW3Wwmf1IRLViSM9kiRJkmrNpEeSJElSrVneJkmSpJ6XlbU63rCq03upK0d6JEmSJNWaSY8kSZKkWjPpkSRJklRrJj2SJEmSas2kR5IkSVKtmfRIkiRJqjWnrJYkSdJAK5sSusoptVUvjvRIkiRJqjWTHkmSJEm1ZtIjSZIkqdZMeiRJkiTVmkmPJEmSpFoz6ZEkSZJUayY9kiRJkmrNpEeSJElSrZn0SJIkSao1kx5JkiRJtWbSI0mSJKnWKk96ImIkIm6KiO8Uz2dHxKURcWfxc7+qY5AkSZI0cU3uwTHeBdwK7Fs8XwxcnpnnRMTi4vn7exCHJEmSOrBu2c0t22ctfFaPI5H2TKUjPRFxCPD7wOebmk8BlhSPlwCnVhmDJEmSpImt6vK2zwBnA9ub2vbPzBUAxc/5FccgSZIkaQKrrLwtIl4FPJSZN0TEy3bj9WcBZwEsWLCgy9FJkiQNrmEtKyuLe5CP1+uY1R8djfRExH4R8ew2Nz8OeHVELAO+BpwQEV8GVkXEgcX+DgQeavXizDwvMxdl5qJ58+Z1EqYkSZIk/cq4SU9EXBkR+0bEbGApcH5EnDve6zLzA5l5SGYuBF4P/FdmvhG4BDi92Ox04OLdjl6SJEmSxtFOedtTMvOxiHgrcH5mfiQifrYHxzwHuCAizgTuA07bg31JksbRqnRjWEtkBj1uqWp+N6Td007SM7koQ3st8KHdOUhmXglcWTxeC5y4O/uRJEmSpE61c03Px4DvA3dl5k8i4jDgzmrDkiRJkqTuGHekJzMvBC5sen438EdVBiVJkjRROHuYVL3SpCci/h7IsvWZ+c5KIpIkSZKkLtpVedv1wA3AdOC5NEra7gSOBkarD02SJEmS9lzpSE9mLgGIiDOAl2fm1uL5PwE/6El0kiRJkrSH2pm97SBgH+Dh4vneRZsk9dUgT8XstLKS+q3K30Neh6Rh007Scw5wU0RcUTx/KfC3lUUkSZIkSV20y6QnIgK4DPge8IKieXFmrqw6MEmSJEnqhl0mPZmZEfGtzHwecHGPYpIkSeoLS1Olemrn5qTXRsRvVx6JJEmSJFWgnWt6Xg78eUTcC2wEgsYg0LMrjUySJEmSuqCdpOcVlUchSbvjwRt2brMEZWeeJ0nSBDdueVtm3gvMAv6gWGYVbZIkSZI08MZNeiLiXcBXgPnF8uWIeEfVgUmSJElSN7RT3nYm8ILM3AgQER8HrgH+vsrAJGmotSopg9KyMmeMknqryptr+n2uL2/KOrzamb0tgNGm56NFmyRJkiQNvHZGes4HrouIi4rnpwJfqC4kSZIkSeqecZOezDw3Iq4EXkxjhOfNmXlT1YFJkiRJUjeMm/RExAuBn2fmjcXzfSLiBZl5XeXRSZJ6qhvXIng9gyRp0LRzTc8/Ahuanm8s2iRJkiRp4LU1kUFm5o4nmbmd9q4FkiRJkqS+ayd5uTsi3smvR3feDtxdXUiS1F+WZ+2s1Tnp9Hx0Yx9Sv/j5VTf5eeq9dkZ63ga8CHgQeAB4AXBWlUFJkiRJUre0M3vbQ8DrexCLJEmSJHVdO7O3HUGjtG3/zDwqIp4NvDoz/26c100HfgRMK47zjcz8SETMBr4OLASWAa/NzEf26F1IkurlwRtat1v+oV2wNFVSmXbK2/4F+ACwFSAzf0Z7Iz+bgRMy8znA0cDJxfTXi4HLM/PpwOXFc0mSJEmqRDtJz4zM/PGYtm3jvSgbdkx1PaVYEjgFWFK0LwFObTNWSZIkSepYO7O3rYmIw2kkLETEa4AV7ew8IkaAG4CnAZ/LzOsiYv/MXAGQmSsiYn7Ja8+imDBhwYIF7RxOkgZeWflNr8u5SuMYcM54NFw66a9hLE0b1u+RNBG1M9Lzl8A/A8+MiAeBd9OY0W1cmTmamUcDhwDPj4ij2g0sM8/LzEWZuWjevHntvkySJEmSnmSXIz0RMQlYlJknRcRMYFJmru/0IJm5LiKuBE4GVkXEgcUoz4HAQ7sTuCRJkiS1Y5cjPZm5Hfir4vHGThKeiJgXEbOKx3sBJwG3AZcApxebnQ5cvBtxS5IkSVJb2rmm59KIeC+NaaY37mjMzIfHed2BwJLiup5JwAWZ+Z2IuAa4ICLOBO4DTtu90CVNFNbNq5u6cV2Q1xZJ0nBpJ+l5S/HzL5vaEjhsVy8qprY+pkX7WuDEdgOUJEmSpD0xbtKTmU/tRSCSJEmSVIV2RnokqessDxp+HZcdtpqW2z4fWH5Hh4tlwNKutTNltSRJkiQNrdKkJyKOK35O6104kiRJktRduypv+yzwPOAa4Lm9CUeSBkCrMiywFKtdZedPtTXopVWDHp+Gx5rVrW8vOXfe/B5Hok7tKunZGhHnAwdHxGfHrszMd1YXliRJkiR1x66SnlfRuKHoCYD/bSdJkiRpKJUmPZm5BvhaRNyamUt7GJOGjDP89FdZ2Uav+6AbcZSWoFgu1X1l5/Tg57W/fdm2kgZCWSnWrIW9jUMaBO3M3rY2Ii6KiIciYlVEfDMiDqk8MkmSJEnqgnaSnvOBS4CDgIOBbxdtkiRJkjTw2kl65mfm+Zm5rVi+BMyrOC5JkiRJ6opdTWSww+qIeCPw1eL5HwNrqwtJUp04VWzvdOVce/3Ukwzr57dO11oOax+0UuV7Kbt+py6cKlp7qp2RnrcArwVWAiuA1xRtkiRJkjTwxh3pycz7gFf3IBZJkiRJ6rp2ytskoMPphDssoxjkUoxBmRK6VFk50qDEV2ZApkAextKZgYnZUjip9n647PGW7S9dOKPHkdRLq/N6ysI93+/K+37Zsv2ABYfv+c6HXDvlbZIkSZI0tEx6JEmSJNXauOVtEfHXmfl3xeNpmbm5+rA0kKosZelCiZx6Z2DKqzowjDF3bIKWm02Ivh0QdTrXE3k2sF7PIjco57TTPq/7jHgTTelIT0ScHRHH0pitbYdrqg9JkiRJkrpnVyM9twOnAYdFxFXArcCciHhGZt7ek+gkSZIkaQ/tKul5BPgg8LJi+U3g94DFReLzosqjk2quHzPDVTZTXllpVR9mZOu1OpX8DLxuzPrXYh/rdjMcSdodjz36aL9DmHB2lfScDHwEOBw4F1gKbMzMN/ciMEmSJEnqhtJrejLzg5l5IrAM+DKNBGleRPx3RHy7R/FJkiRJ0h5pZ8rq72fmTzLzPOCBzHwxMO5oT0QcGhFXRMStEfHziHhX0T47Ii6NiDuLn/vt4XuQJEmSpFLjTlmdmWc3PT2jaFvTxr63Af8rM2+MiH2AGyLi0mIfl2fmORGxGFgMvL/TwDXY1l39pZbts447o5dhdEfZtSrDOqW204PvtoG5dmeCTk2tapR9rgd56uEqdTKtcT+mvR6UaZQ7imMCX/PZa1ctW9+y/bQFPQ5kAHV0c9LMXNrBtisy88bi8Xoas78dDJwCLCk2WwKc2kkMkiRJktSJjpKe3RURC4FjgOuA/TNzBTQSI6D+/20kSZIkqW/GLW/bUxGxN/BN4N2Z+VhEtPu6s4CzABYscEyuLsrK3tSeqsqrBqZsqwsqfS/dKNHosDStTn1TKxWWia6875c7tR2w4PCu7HuQ9aNUrBNVlpVN1FLCKg1KGWAn+nEbi4mk0pGeiJhCI+H5Smb+e9G8KiIOLNYfCLT8VGbmeZm5KDMXzZs3r8owJUmSJNVYZUlPNIZ0vgDcmpnnNq26BDi9eHw6cHFVMUiSJElSleVtxwFvAm6OiJ8WbR8EzgEuiIgzgfuA0yqMQbvBcpoeGpSZ4aqcWWdQZhob1tmDBuX8DaMunLvSkqsWbV373TlpRtubtiqFA9jQIu5ZC3c3oMEz6KVwXVH2+Z16aG/j6II16ze3bG/1PVI1yn5XTITS2R0qS3oy87+Bsgt4TqzquJIkSZLUrCezt0mSJElSv1Q+e9tE18lMHFXe0NMZQbqvL+d0UEqdqoqjw/3+cOXUndpeSoexdeO9DEq/DKHSG2OWlcPsM63KcHa29q7W7Z3EMaylla104b0M/AyLZX0+52lt72JClN9VqCszr7Xqxw76sFuGcRa5unKkR5IkSVKtmfRIkiRJqjWTHkmSJEm15jU9E1zL2uoBvz6hymufJE1QA35tV+l1MF2Y3np62QtaXRPR6TVVrc5Jh9cydXJNREdTI5ddu1Ohnl/fUfYey64tavkZ/s2uhTNWN85HnfbRqbLvtFpzpEeSJElSrZn0SJIkSao1y9s61HFpVVm5Q6+nih7wkrVWKp3WdMANzHsfws+NNDRKvl8bph66U9v0AZ/qeM1t/9OyvStTjHdh6uHKpkDuVCfTXpeU6jFnz8PoxGOPPtp6xcyR3gYi7SFHeiRJkiTVmkmPJEmSpFqzvG0ITNjZyjosrWpVEjarwzLCy36xaqe2RR3toUssKxsqP1w5dae2lx6wpef7brVtmbJ9lM5+1UGZUlkc3TgnreJrOTNXxXF0ohvntMyGVctar2hRirWhZB+DXjqn9lyzfHSntmO7UF0o1YUjPZIkSZJqzaRHkiRJUq1Z3lYzAzPrVz+0KgnrsLxt40PLdm6c0sHxduOYVRnGz0KVZUCDoh/v8bEntlay39LZpWhdVtayNK3Sm4K2X+43kfX6por9uInjwOvDjVJbKf9OS8PPkR5JkiRJtWbSI0mSJKnWTHokSZIk1ZrX9HRJ2fUTpfWxV3+pmkCc6vhJyvqldCrrtb/cue2A6uKoVAefhYlwLY0mnqquZZrIvOZDtVR2TdWcp1W3b57a9i5W3tfib5MSmx4puWZu4T5t76OuHOmRJEmSVGsmPZIkSZJqzfK2DpXe4fvgHgdC6+HO6SXbDnr5UpV3tG/lsl+sqmzfLXVYdlj2OWul13eXh+7E10mZzLfviZbt++7V9i60h6oqayr7LP3WzNbHu2bNzr/l9t1YNq986/K2Xv++KVP63he0aCz7HTL10D2O45rbH2jZfuzcPd5168/NnD2P45rlo623HYx/0oZWq+8XJVVRpX1w0EgXIxoeVX6Pyly1bH11O68hR3okSZIk1ZpJjyRJkqRaq6y8LSK+CLwKeCgzjyraZgNfBxYCy4DXZuYjVcXQUxN41rSWd1kfkLK50n7Z7xVt76Ljsp6rv9TZ9h1wNqru66R/B+ZzrSfpxveiG+V7ne7D7/MeWL+idXvZV7R0Bi2Nq+xcl1m7qZo4ujHD2qB/Dsr+Zjn0+JbNLWdqK+2vw9sOY93VX2rZPuu4M9rexyCqcqTnS8DJY9oWA5dn5tOBy4vnkiRJklSZypKezPwR8PCY5lOAJcXjJcCpVR1fkiRJkqD3s7ftn5krADJzRUTML9swIs4CzgJYsKDVVDb9UWU5QqczrG34xWU7tU23/KYtj6xpPfzb/pxk3VFeDtPrSKozKDczrLZ8qbr+GsYSqNKYZ/Y2jjop/eyVzIQmafiUfc/3rvCYncwEPOwGdiKDzDwvMxdl5qJ58+b1OxxJkiRJQ6rXSc+qiDgQoPjZ4gosSZIkSeqeXic9lwCnF49PBy7u8fElSZIkTTBVTln9VeBlwNyIeAD4CHAOcEFEnAncB5xW1fEngk7uTF52d/NBnm6602ucBlk/rmspu9t7K489ES3bj6X11KOttt93r9afvTKtPr/Hzu1sqtNW1458+56S91LhXbG7ofwzsvN5Ktu2rB9b6fQ8tbxTu/rumuWjLduPrejXZNnnoKPvbum0wb39jHX6me7091PLY3bQX6XnugvXca1ZPeCFNi0+I1Wej0FR9h6nL1u/x/u+qmQfxy/cp+19tLr+B+CABe1Ph91PlSU9mfnHJatOrOqYkiRJkjTWwE5kIEmSJEnd0Ospq7UbOil7GRSdl3MNxhTNLafa7XCa3W6UsjlNsSYKPzctdHLX+LK7rw9fFbDaVfr5eGpPwxgYnXxfurHvOU/rzr7LvrsV7WPTI61LGjfstXbntj5Mnd0LjvRIkiRJqjWTHkmSJEm1Znmbhk43ysc2rVnahUikcv2YsU/t6UYZ61AakFnTJrQqyxFb7XvQyxyrLE2rSt2+R8PYB7vJkR5JkiRJtWbSI0mSJKnWLG/rkrIbQXZyU9Ay3bgpYDduKNfpe6xKJ+ejGzeT64Yqb+zYyU1IobOZ4SbCDSk7uUlq2fnYd6/2t+3KDQ4r7JdB6fNex9HxjSpLbtzbjX1348a93dBJ3FX+Xh7kz2S3+mVQ3uOg6PVnr5Pf10PbVyWlldesb//9lN0k9bQFuxVRzznSI0mSJKnWTHokSZIk1ZpJjyRJkqRa85qemunkeo1BMmGnkO2CYe3zOrEPJElV2fTIQ/0OoRYc6ZEkSZJUayY9kiRJkmrN8jbtpHw67c6mRpYkSQNo7V0lK4Z0Oua6K5luWp1xpEeSJElSrZn0SJIkSao1y9v6ZFDuuN1KJ3edL9u+07seV6Ubxxvauy8PoUE511XGMSjvUXum17/DO/3cDPLnrE7fr36c50H/d22QP3udGvRzrc440iNJkiSp1kx6JEmSJNWa5W1dUnpzwhrdYNMbMEqSJE1Mm+5bWrLm6J7Gsbsc6ZEkSZJUayY9kiRJkmqtL0lPRJwcEbdHxF0RsbgfMUiSJEmaGHqe9ETECPA54BXAkcAfR8SRvY5DkiRJ0sTQj5Ge5wN3ZebdmbkF+BpwSh/ikCRJkjQB9CPpORi4v+n5A0WbJEmSJHVdP6asjhZtudNGEWcBZxVPN0TE7ZVGNdjmAmv6HYT2iH1YD/ZjPdiPw88+rAf7sQb+9E1nDFI//kbZin4kPQ8AhzY9PwRYPnajzDwPOK9XQQ2yiLg+Mxf1Ow7tPvuwHuzHerAfh599WA/2Yz0MSz/2o7ztJ8DTI+KpETEVeD1wSR/ikCRJkjQB9HykJzO3RcRfAd8HRoAvZubPex2HJEmSpImhH+VtZOZ3ge/249hDyjK/4Wcf1oP9WA/24/CzD+vBfqyHoejHyNxpDgFJkiRJqo1+XNMjSZIkST1j0jMAIuI9EfHziLglIr4aEdMjYnZEXBoRdxY/92va/gMRcVdE3B4Rv9fP2CeyiPhiRDwUEbc0tXXcbxHxvIi4uVj32YhoNa27KlDSh5+MiNsi4mcRcVFEzGpaZx8OoFb92LTuvRGRETG3qc1+HEBl/RgR7yj66ucR8YmmdvtxwJT8Tj06Iq6NiJ9GxPUR8fymdfbhAIqIQyPiioi4tfjevatoH+6/cTLTpY8LjRuz3gPsVTy/ADgD+ASwuGhbDHy8eHwksBSYBjwV+CUw0u/3MREX4CXAc4Fbmto67jfgx8CxNO5h9T3gFf1+bxNlKenD3wUmF48/bh8O/tKqH4v2Q2lMmnMvMNd+HOyl5Pv4cuAyYFrxfL79OLhLSR/+YEcfAK8ErrQPB3sBDgSeWzzeB7ij6K+h/hvHkZ7BMBnYKyImAzNo3LfoFGBJsX4JcGrx+BTga5m5OTPvAe4Cno96LjN/BDw8prmjfouIA4F9M/OabPx2+Nem16hirfowM3+QmduKp9fSuJcY2IcDq+S7CPBp4GyefANs+3FAlfTjXwDnZObmYpuHinb7cQCV9GEC+xaPn8Kv781oHw6ozFyRmTcWj9cDt9L4T/qh/hvHpKfPMvNB4FPAfcAK4NHM/AGwf2auKLZZAcwvXnIwcH/TLh4o2jQYOu23g4vHY9s1GN5C43+mwD4cKhHxauDBzFw6ZpX9OFyOAI6PiOsi4ocR8dtFu/04PN4NfDIi7qfx984Hinb7cAhExELgGOA6hvxvHJOePivqIU+hMRx4EDAzIt64q5e0aHMKvsFX1m/254CKiA8B24Cv7GhqsZl9OIAiYgbwIeDDrVa3aLMfB9dkYD/ghcD7gAuKawLsx+HxF8B7MvNQ4D3AF4p2+3DARcTewDeBd2fmY7vatEXbwPWlSU//nQTck5mrM3Mr8O/Ai4BVxbAgxc8dQ/oP0KhT3+EQfj1UrP7rtN8e4NflU83t6qOIOB14FfCGYkge7MNhcjiN/0haGhHLaPTJjRFxAPbjsHkA+Pds+DGwHZiL/ThMTqfxtw3Ahfy6JN8+HGARMYVGwvPBh19KAAAD4ElEQVSVzNzRf0P9N45JT//dB7wwImYU/3t1Io3ayUto/KKg+Hlx8fgS4PURMS0ingo8ncZFYhoMHfVbMTy8PiJeWPT/nza9Rn0QEScD7wdenZmPN62yD4dEZt6cmfMzc2FmLqTxD+9zM3Ml9uOw+RZwAkBEHAFMBdZgPw6T5cBLi8cnAHcWj+3DAVWc9y8At2bmuU2rhvtvnH7NoODypFkyPgrcBtwC/D8as1/MAS6n8cvhcmB20/YfojEzxu04o0k/++2rNK7D2krjj6ozd6ffgEVF3/8S+L8UNw126Vsf3kWjNvmnxfJP9uFgL636ccz6ZRSzt9mPg7uUfB+nAl8u+uVG4AT7cXCXkj58MXADjdm9rgOeZx8O9lL0WQI/a/q38JXD/jdOFAFJkiRJUi1Z3iZJkiSp1kx6JEmSJNWaSY8kSZKkWjPpkSRJklRrJj2SJEmSas2kR5LUVRExKyLe3vT8oIj4RgXH+duIeDAiPlbBvq+IiA0Rsajb+5Yk9Z5JjySp22YBv0p6MnN5Zr6momN9OjM/3O7GETG5ne0y8+XA9bsdlSRpoLT1y1+SpA6cAxweET8FLgU+B3wnM4+KiDOAU4ER4Cjgf9O4AeWbgM3AKzPz4Yg4vHjdPOBx4M8y87ayA0bEJBo3xXtRZq4unt8BvBD4FPAwcAxwY0RcAvyf4qUJvCQz13fzBEiSBotJjySp2xYDR2Xm0QARsXDM+qNoJCDTgbuA92fmMRHxaeBPgc8A5wFvy8w7I+IFwD8AJ5QdMDO3R8SXgTcUrz8JWJqZayIC4AjgpMwcjYhvA3+ZmVdHxN7Api69b0nSgLK8TZLUa1dk5vrMXA08Cny7aL8ZWFgkIi8CLixGi/4ZOLCN/X6RRtIE8Bbg/KZ1F2bmaPH4auDciHgnMCszt+3Z25EkDTpHeiRJvba56fH2pufbafy7NAlYt2OkqF2ZeX9ErIqIE4AX0Bj12WFj03bnRMR/AK8Ero2Ik3ZVOidJGn6O9EiSum09sM/uvjgzHwPuiYjTAKLhOW2+/PPAl4ELmkZ2niQiDs/MmzPz4zQmK3jm7sYqSRoOJj2SpK7KzLXA1RFxS0R8cjd38wbgzIhYCvwcOKXN110C7M2TS9vGencR21LgCeB7AEUpnSSphiIz+x2DJEkdi4i/BTZk5qea2hbRmMb6+C7s/0rgvZnp1NWSNOQc6ZEkDasNwFk7bk4aEYuBbwIf2NMdR8QVwGHA1j3dlySp/xzpkSRJklRrjvRIkiRJqjWTHkmSJEm1ZtIjSZIkqdZMeiRJkiTVmkmPJEmSpFoz6ZEkSZJUa/8fxPSDB/bynWEAAAAASUVORK5CYII=\n", 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\n", 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" ] diff --git a/examples/Integration.ipynb b/examples/Integration.ipynb index e045661d2e209b8999ff8e680293b5d20498a51e..388b047f9e7a68a6ffd1cbd4b7db66634e489626 100644 --- a/examples/Integration.ipynb +++ b/examples/Integration.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -19,7 +19,9 @@ " # relative import\n", " sys.path.append(os.path.abspath('') + '/../')\n", " from corbam.utils import load\n", - " from corbam.marginalization import MAPResult, master_curve_integrate" + " from corbam.marginalization import MAPResult, master_curve_integrate\n", + "\n", + "plt.rcParams.update({'font.size': 15})" ] }, { @@ -39,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -57,68 +59,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "N/A% (0 of 79) | | Elapsed Time: 0:00:00 ETA: --:--:--/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:595: RuntimeWarning: overflow encountered in exp\n", - " wghts[it] = np.exp(pst - scale) * ws[it]\n", - " 1% (1 of 79) | | Elapsed Time: 0:00:00 ETA: 00:00:00/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:604: RuntimeWarning: invalid value encountered in add\n", - " mu_E += inv.mu_NEZ_desi[1::3] * wghts[it]\n", - "/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:611: RuntimeWarning: invalid value encountered in add\n", - " mu_D += d[0] * wghts[it]\n", - "100% (79 of 79) |########################| Elapsed Time: 0:00:09 Time: 0:00:09\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", - " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", - " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", - " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", - " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", - " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", - " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", - " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", - " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", - " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", - " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", - " nan nan nan]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:627: RuntimeWarning: invalid value encountered in true_divide\n", - " mu_N /= norm\n", - "/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:628: RuntimeWarning: invalid value encountered in true_divide\n", - " var_N /= norm\n", - "/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:629: RuntimeWarning: invalid value encountered in true_divide\n", - " mu_E /= norm\n", - "/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:630: RuntimeWarning: invalid value encountered in true_divide\n", - " var_E /= norm\n", - "/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:631: RuntimeWarning: invalid value encountered in true_divide\n", - " mu_Z /= norm\n", - "/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:632: RuntimeWarning: invalid value encountered in true_divide\n", - " var_Z /= norm\n", - "/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:634: RuntimeWarning: invalid value encountered in true_divide\n", - " mu_D /= norm\n", - "/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:635: RuntimeWarning: invalid value encountered in true_divide\n", - " var_D /= norm\n", - "/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:636: RuntimeWarning: invalid value encountered in true_divide\n", - " mu_I /= norm\n", - "/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:637: RuntimeWarning: invalid value encountered in true_divide\n", - " var_I /= norm\n", - "/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:638: RuntimeWarning: invalid value encountered in true_divide\n", - " mu_F /= norm\n", - "/home/arthus/Documents/corbam/examples/../corbam/marginalization.py:639: RuntimeWarning: invalid value encountered in true_divide\n", - " var_F /= norm\n" + "100% (79 of 79) |########################| Elapsed Time: 0:35:14 Time: 0:35:14\n" ] } ], @@ -145,12 +93,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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L4Gtm1cDrgD8+h5etSU/u+YqFA8TCAXKFIo+eHOGhE8Nc2lrFjbvqaKqKrHXzRERERDa9dRF8gR8DwiyhmoOZXQ5cDPzDSjdqJQT9PlqqoxSd4+jAJM/1jrO7Mc4textorY6udfNERERENq31EnzfCTzpnDtYvtDM3gD8JPB1oAe4BPgwcAq4a5XbuKx85g2DcM7RO5rmn+4/yZ4mBWARERGRlbLmwdfMGoBXAL81x+rTQBPeTWw1wBDwTeBDzrnxVWriijIz6ivC1J0NwJ3sb63i5r0NNFSE17p5IiIiIpvGmgdf59wgEJxn3VN4oXjTmwrAtS7EiaEEh/omuGZHLS/aXUdlZM7TIyIiIiLnYM2D72bzSOcwDxwboiYWJBryE/Cd2xwhPjMaKyIUio6nu0d5pnuMW/bWc3V7LaHAeptvRERERGTjUPBdZv/5bB9ffqIH8MqZtdVE2dMYZ3djBTvrYgT8Swuvfp/RUhUlmy/ygyMDPHZylFdd1szuhrgmwhARERE5DzZ9krTN5/rrr3cHDixYGnhZOef4hx8e43DvBIOTWTqHEnSNpHBAyO9jX3MFl7RUsb+lklh46Z87JjN5hhNZ9jbFefklzdSpBrCIiIjILGb2qHPu+rnWqcd3mZkZtbEQl7RWnR2bm84VODGY4MiZCQ72jvNszzg+g31NlVzVXs2lrdWLDmOoCAeIh/x0j6T55L0nuHVfA9ftrCW4xB5kERERka1OwXcVRIJ+9rdWsb+1ih+9ahs9o2me7h7lqa4xPndggnCgh6u213BDRx1ttfOXMjMzGivD5ApFfnhkgGe6x3jt5S1sr42t4rsRERER2ZgUfFeZmdFWG6WtNsqrL2vh5FCSR08O8/jpER7uHGZ7bZRb9jZw+bZq/L65x/IG/T6218YYT+X45wdPcuOuOm7e00Ak6F/ldyMiIiKycSj4riGfGbsa4uxqiPOGK7bxxOkR7j82xGcfOc1/RHq5bV8jN+6qm3c4Q1U0SDwc4LGTIxzum+QNV7Syo169vyIiIiJzUfBdJ6IhPy/e08BNu+s5cmaCe54f5BtP9/LD5wd4yUWN3NAxdwD2+4xtNTEmM3k+/fBJbtpVz8176wkH1PsrIiIiUk7Bd53xmXFJSxWXtFRxfGCS7x7q5+tP9fLDIwPcvkAArggHiAb9PHpyhKP9k7zxqlZNfSwiIiJSRiUB1rHdjRW877bdvPfWXdTFw3z9qV7+9D8P8/ipEYpzlKHzen+j5IuOTz1wkoeOD1Eobu5ydSIiIiJLpR7fDWB3YwXva4hzfDDBt57t4/OPdvHQiWHeeGXrnBUdqqNBYiE/dx8Z4PjAJK+/chvVUU17LCIiIlubenxXQMDvYySZpWcsRfdoip7RFIMTGcZTOXKF4nnt08zY01jBz79kD2+5djvDiSx/d/cxvvRYF5OZ/Kztg34f7bUx+icz3HXfCY72T1zo2xIRERHZ0DRz2woYS+XOhtxcwZHI5BlOZBhJ5jgzniaVK2J45z0WClARDix5KuMp6VyB7x3q5/5jg4QCPl5xSTMv3lOPb47pjFPZAgOTaW7aVc+t+xo06YWIiIhsWgvN3KbguwZS2QIjySz942mODyY4NZwkly/iM/OGKZzDVMb9E2m+8VQvz/dP0l4b5S3XbqepKjJru0LR0TuWYltNlB+5chvVMQ19EBERkc1HwXedBd+ZCkVH/0SaU0NJnu0ZZ3Ayg98HNdEw0dDiZcmcczzZNcbXnuwhVyjyiv3N3Lq3Yc4JMAYnMzjneNPVbXQ0xFfi7YiIiIisGQXfdR58ZxqczHCsf5LHTo0ykc4RDfqpjYfmHMZQbiKd46tP9vBszzjbS72/zXP0/iYzeQYTGV56cRM3dtThm2eGOBEREZGNRsF3gwXfKcWio3s0xeOnRjjcN4HfZ9RXhBcco+uc4+nuMb76ZA+ZfJFXXtLEbRc1zgrN+UKRnrE0+1sqec3lLZruWERERDYFBd8NGnzLjSVzPNk1yqMnR8gXijRWRggF5g/Ak5k8X32yh2e6x9jdGOft17dTFZk+rtc5R994mppoiDdfs436ivBKvw0RERGRFaXguwmC75RUtsBTXaPcf2yIQtELwPP1ADvnePTkCF97qoeQ38dbr2vn4pbKWdsNJ7LkCkV+7BqN+xUREZGNTcF3EwXfKalsgcdPj/DAsSEMaKqKzDsGuH88zb8+cpq+8TS37W3gVZc1E/BND8vJbJ6hySyv2N/EdTtrsUXGE4uIiIisRwq+mzD4ThlP53jg6CBPdo0RCwWoi4fm3C5XKPLvT/fy0IlhttdGeecNO2ZtmysU6R1Lce2OWl5+SdM51xYWERERWWsLBV8lmw2uKhLkNZe3csfNHdTFg5weTpDOFWZtF/T7eNPVbbzrxh0MTmb4m+8f5ciZiVnbbK+N8cTpUb70eDfJ7OwZ4UREREQ2KgXfTaKpKsI7b9jBG6/cxmQmR99YiuIcvfmXt1XzSy/bR3U0yP+7v5MfHO6nvNffZ8b22hjdI0k+89BpRhLZ1XwbIiIiIitGwXcT8fmMy9qqec+tu7mktYqukSSTmdm9tnXxED//kj1csb2abz13hs88fIpMfnovcXNVlFSuwKce7KR3LLVab0FERERkxSj4bkLxcIDXX9HKO27YQb40bndm728o4OMd17fzustbeLZnnL+7+xiDk5lp29TFQ4QDfv7lwVMcnTEsQkRERGSjUfDdxHY1xPmZW3ZxSWslp0eSpLLTe3XNjNv2NfIzt+xiMpPnb++ePe63MhKkLh7iC4918fjJkdVsvoiIiMiyUvDd5KIhP2+4YhtvuaaNyUyOgcn0rG32NlXwiy/dS000xD890MlDJ4amrY8E/bRWR/nmc3388MgAxeLmrgQiIiIim5OC7xZxUUsVd9yyi6aKMF0jSfLF4rT1tfEQP3f7bvY1VfKVJ3r496d7pw2PCPp9bK+Jcf+xQb71bB/5QnHmIURERETWNQXfLaQ6GuRt17dzy94GekZTJGbc+BYO+vnJF+3kRbvruffoIP/y0Cmy+RcCrt/nVXx4unuMrz7ZM+uGOBEREZH1bE2Dr5ndbWZunseLS9uYmX3IzE6bWcrMfmhmV69luzeygN/HLXsbeNeNO0lm87NuaPP7jB+9ahtvvLKVQ73j3HnPMcZTubPrfWa01UQ5PjDJFx/tUq1fERER2TDWusf3A8CLZzy+DQwCj5S2+Q3gt4D/A/wIMAl8x8xaVr21m8iO+hh33LKL+niIrpHkrKoPN+9p4L+8aCeDE1n+7gfH6Bt/YWywmbGtJsaZ8TSffeQ04+nczN2LiIiIrDtrGnydc8855x6cegCPAdcDX3DO5c0sghd8/9A599fOue8AbwMc8Etr1/LNoToa5O03tHPNjhq6RpLThjUAXNJaxftv303ROe784TFODCamrW+uijKRzvGZh05pogsRERFZ99a6x3em1wK1wGdKX98MVAGfm9rAOZcAvga8btVbtwkF/T5edWkLr7u8hf6J9KwJL7bVRPn5l+yhIhzkH+87wXM9Y9PWN1REyBUcn374FAMT04dNiIiIiKwn6y34vhPoBu4pfX0JUACen7HdwdI6WSZXtdfyrpt2kM7lGZox7rc25lV8aK2O8C8PneLhE8PT1tfFQ/jM+PRDJ+kbm10uTURERGQ9WDfB18xieGN4P+vc2QGntcCkc25m+YARIGZmoXn29X4zO2BmBwYGBlau0ZvM9toYP/XiDirCAXrHUriycb/xcID33Lqbfc0VfPmJbr576My09dXRIOGgn08/dJLTw8m1aL6IiIjIgtZN8MULvRW8MMxhylyzJdgC63DO3emcu945d31jY+MyNnHzq4mF+ImbdrCrIU7XyPSpjkMBH//lRR1cu6OG7x7s56tP9kxbXxUJUhEJ8tkDpzk5lJhr9yIiIiJrZj0F33cCR51zB8qWjQCVZuafsW0NkHTOqZzACogE/bzp6jau76ilayRJrjC9lu9brt3O7fsaeOjEMF94tItC2UxuFeEANdEgn33kNMf6J+bavYiIiMiaWBfB18yq8W5Wm9nbewjwA3tnLL+ktE5WiN9nvPySJl6xv5nesRTp3AujTcyM117eyqsvbeaJ06N85uFT02Zyi4UC1MfDfPGxbg73jq9F80VERERmWRfBF/gxIMzs4Hs/MI5XwgyYNhb4P1atdVuUmXFDRx0/dnUbQ4nMrIoPL724iTde2cpzveN86sGT08qhRUN+GirCfPmJHg72KPyKiIjI2lsvwfedwJPOuYPlC51zaeCPgA+Z2S+a2SuAz+O1+69Wv5lb08WtVbzzhh0kMnlGk9Pr9d68p4Efv6aNo/2T3HV/57Se4UjQT1NVmK882c2z3WMzdysiIiKyqtY8+JpZA/AK4F/n2eSPgP8N/Cbwdby6vq9yzp1ZnRYKQHtdjJ980U4AhhLTy51d31HHO25o59Rwgk/ed2LaNMbhgJ+Wqihfe6qHp06PrmaTRURERKYx5+YsjLBpXH/99e7AgQOLbyhLMpbK8YUDXUykczRVRaatO9g7zqcfPkVjRZifuaWDykjw7LpsvkjfeIrXXtbC1TtqV7vZIiIiskWY2aPOuevnWrfmPb6ysVRHg7zzxnYaKsP0jqWmrdvfWsVPv7iDoUSGj91znLHUC0U3QgEfLVVRvvlsH0+cGlntZouIiIgo+Mq5i4cDvPW67eyoi9E9mpw2kcXepgp+9pZdTKTz3PnDY9NmgQsFfLRWR/nmM308flLhV0RERFaXgq+cl6lavxc1VdI9mpw2kcXO+jjvvXU3mXyRj91znMGy8Bv0+2itifKt5xR+RUREZHUp+Mp5CwV8vOHKVq5oq6FrZHr4bauN8t5bd5MvOj5+z3EGJ2aE32qFXxEREVldCr5yQQJ+H6+5rIUbOuroGklOm8WtpTrCe2/bTaHo+Ni9xxmYJ/w+pvArIiIiq0DBVy6YrzTL24v31NM9miRffGEii5YqL/wWHXz8nuP0T6TPrpsKv/+pnl8RERFZBQq+sizMjNv3NXLbvka6R1LTpjBurorw3lt34YCP33OC/vHZ4fdbqvYgIiIiK0zBV5aNmXHL3gZesb+J7tEUuZnh97ZdGPCxe09wZmb4rfGqPSj8ioiIyEpR8JVld+Ouel59WTO9M8JvU6U37MFn3rCHvrnCr3p+RUREZIUo+MqKuG5nHa+9vIXesRTZ/Avht7EyzPtu3Y3fZ3zinuP0jU0Pv1OTXDzdNbYWzRYREZFNTMFXVszVO2p5/eWt9I1PD78NlWHee5sXfj9+7/FpM8BNzfD2jad7eKZb4VdERESWj4KvrKgr22t445Xb6BtPkckXzi5vqAjzvtt2E/AZn7j3xLSe36nw+/WnenhW4VdERESWiYKvrLjL26r5kSu3cWY8PS381peF34/fe3xW+G2uivC1p3o42DO+Fs0WERGRTUbBV1bFZW3V/OhV5xZ+wwE/zVURvvJkD4d6FX5FRETkwij4yqq5dNtU+M3MCr/vLQ+/4zPCb2WYrzzZzWGFXxEREbkACr6yqi7dVs2b5gi/DWXh9xMzSp2Fg34aK7ye36NnJtai2SIiIrIJKPjKqtu/raoUftOzw++tu/GVwm/5JBeRoJ+GijBferybo/0KvyIiInLuFHxlTezfVjXnmN+GUp1fn8/4+Bzhtz4e5kuPdXNM4VdERETOkYKvrJkXxvwuEH5nTG8cDXnh94uPdXNiYHItmi0iIiIblIKvrKlLt71Q6mzWJBe3lqY3nif8fuGxLk4OJdai2SIiIrIBKfjKmrusrfrsJBczpzd+76278QGfmCP81sZCfP7AaU4NJdeg1SIiIrLRKPjKunB5WzVvuGLu8Pue23ZheOG3vyz8xkIBaqIhPnfgNKeHFX5FRERkYQq+sm5csb2a113eMiv8NlVGzobfj88Mv+EANdEgn1X4FRERkUUo+Mq6clV7La+9zAu/ucLs8Aul8DsxPfxWR4Lq+RUREZEFKfjKunP1jlpec2kLvaOzw+97b/XC7yfumR5+4+EAVQq/IiIisgAFX1mXrtlZy6sva6Z3bEb4rYrwnlt34VD4FRERkXOj4Cvr1rU763jl/mZ6ZvT8NpfCbxEv/A5MZM6uU/gVERGR+Sj4yrp2fUcdr7y0mZ6xFPkZ4fe9pfD78XuPK/yKiIjIohR8Zd27oaOOV1zSRPd84bfo+Pi9xxmcI/yq2oOIiIhMWfPga2YBM/sNM3vezDJm1mVmfz5jm04zczMefWvVZll9N+6q5+UXN9E9miJfnBF+b9s9b/itjgT57COa5EJERETWQfAF/hH4IPAnwKuB3wBSc2z3aeDFZY/Xr1YDZX24aXc9L7ukiZ55wm9hKvxOTg+/NdEgnztwStMbi4iIbHGBtTy4mb0WeCdwlXPuuUU273XOPbgKzZJ17EW76yk6xw+PDLCtJkrA5312a66K8J7bdvOJe47z8XuO897bdtNQEQa8Or8YfPaR07z1uu3sbqxYy7cgIiIia2Ste3x/FvjeEkKvyFk372ng9osaZ/X8tpTCb77o+Pg9xxkq6/mNhQLUx8N84UAXR/sn1qLZIiIissbWOvjeBBwxs782s3EzS5rZl8xs2xzb/qyZZc1szMy+YGY7V7uxsn7cvKeB2/bNHX7fe6sXfj82I/xGQ34aKsN86bFujvQp/IqIiGw1ax18W4A7gKvxhjz8DHAd8G9mZmXbfQX4ReAVwK/ijfG9x8yq59qpmb3fzA6Y2YGBgYGVa72sqVv2zhN+q706v3OF30jQT0NFmC893sVzPWNr0WwRERFZI+acW7uDm2WBLLDTOTdUWnY78APglc65787zusuBJ4Bfcc59dKFjXH/99e7AgQPL2WxZZ+47Osg9z08f8wvQO5biE/eeIOj38d5bd1FfGvMLkMkXODOe5g1XbOOK7XN+fhIREZENyMwedc5dP9e6te7xHQGengq9JffiheFL53uRc+4Z4DBw7co2TzaC+Xp+W6ujvOfWXeQKRT5+74lpPb/hgJ+WqijfeLqHx0+OrEWzRUREZJWtdfA9OM9yA4rzrCu3dt3Vsq7csnfuG97Kw+/H7jlO/3j67LpQwEdrdZRvPtvHg8eHWMu/foiIiMjKW+vg+3XgSjNrKFt2OxAEnpzvRaWhDhcDj65s82QjuXlPAy+9uInukekzvLVWR3nvbbtxDu685zg9oy+UiQ76fbTVRrn7cD/3PD+o8CsiIrKJrXXwvRMYAr5mZj9iZu8CPgV8xzl3L4CZvcHMPmNm7zazl5nZLwDfAk4Bd61Vw2V9etHuel6x35veOFeYXu3hfbfvJuT38fF7j0+bzCLg89FWE+P+Y4N891A/haLCr4iIyGa0psHXOTcOvBxvrO+/An8DfBd4e9lmp4Em4KPAfwK/DXwbuLX0epFpbtxVz6v2N9M7I/w2VIR5/+27iYcCfPK+Exztnzy7zu8zttfGeLRzmG8+0zutx1hEREQ2hzWt6rAaVNVh63rs5DD/+ewZWqqjhAIvfMabSOf45H0nGJrM8hM37mB/a9XZdUXn6BlNsbepgjdc2Uo44F+LpouIiMh5Ws9VHURWzLU763jt5S30jafI5l/owa2MBHnfrbtprorwLw+d5Kmu0bPrfGa01UQ5NjDJlx7rIpUtrEHLRUREZCUo+MqmdvWOWt545Tb6xlNk8i+E2Fg4wHtu3cWOuhiffeQ0BzqHz64zM9pqYvSNpfnXR04xns6tRdNFRERkmSn4yqZ3eVs1b7qqjf6JNOncC+E3EvRzx8272NtUwZce7+a+o4PTXtdcFWU8nePTD56aVgNYRERENiYFX9kS9m+r4sev3s7gRGba8IVQwMd/edFOLm2t4htP9/Kdg2emlTRrrIhQKDr++cGT08qgiYiIyMaj4Ctbxr6WSt52/XZGklkSmfzZ5QG/j5+4cQfX7qjle4f6+coTPRTLwm9tPEQk6OfTD53iaP/EWjRdREREloGCr2wpuxoreMcN7Yync0yUjd31+4y3XNvGSy5q5OHOYT7z8KlppdAqI0FqYyG+8Gg3T5zSFMciIiIbkYKvbDntdTHeddMO0rkCo8ns2eVmxmsua+ENV7TybM84d93fOW1McDTkp6Uqwjef7eMHR/opaqILERGRDUXBV7ak1uoo77ppJw4YTmSnrbtlbwNvv76dU0NJPnbP8WlVHUIBb5a3B44N8Y2ne6eVSRMREZH1TcFXtqzGyjDvunEHoYAxOJGetu7q9hp+6sU7GZrM8g8/OEZ/2Xq/z2ivjXG4b4LPHzg9bciEiIiIrF8KvrKl1cZD/MSNO6iKBukbn161YV9zJe+9bRfZguPvf3CM44MvTHFsZmyriTI4meFfHjw1LRiLiIjI+rTolMVm9rnz3PevOec6z/O1y0ZTFstSpLIFvvxEF10jKbZVRzGzs+uGE1n+3wOdDE9m+fFr27hmR+20144ms6RyBd589Tb2NFWudtNFRESkzIVOWfxWYA/QuMRHE/AWoO6CWy6ySqIhPz9+7Xb2NVXQPZqcVs6sLh7i52/fw876GJ9/tIvvHppe67cmFqImGuLzj3bx8IkhFvswKSIiImsjsMTtfsE59/BSNjSzAJBddEORdSYc8PPGK7fxvUP9PHZqhLaaGH6f1/MbDfm545YOvvx4N9892M9IIsubr2kj4POdXb+tOsr3DvUzOJnhlftbCAU0kkhERGQ9WUrw/R2g6xz2WSi9pue8WiSyhgJ+H6+6tJlYyM+9RwdpqYqeDbABn4+3XLuduniI7xzsZySZ49037iAWDpx97fbaGM92jzMwkeXNV7dRHQuu5dsRERGRMkvpkvo+ML7UHTrP7zjn+s6/WSJrx8y4dV8jr7u8hTPj6WlTHJsZL7+kmbdfv53Tw0n+5u6j9I2/cGObz4y22hhjqRx33X+C08PJtXgLIiIiMoelBt9LV7ohIuvNVe21vPW6NkZT2Wm1fAGubq/lfbftJl/0Kj481zP9s2FDRZhYKMC/PHSSh08MabILERGRdWApwdcW30Rkc9rTVMm7b9pJrlBkKJGZtq69LsYHXrqXpsow//zQSb5/uH/ajW3xcIDW0rjfrz3ZM63nWERERFaf7r4RWURLdYSfelEH8VCAvrHptX6ro0Hed9turm6v4dvPneFfHzk9bTa3oN9He22MYwOT/NMDnZwZV71fERGRtbKUOr5F4HeB40vZoXPun5ahXctGdXxluaSyBb7+VA8nBifZVhPDV1br1znHPc8P8q1n+2iuivDum3ZQXxGe9vqxVI7JTI5X7W/mqvaaabWCRUREZHksVMd3qcF3qZxzzn8ujVtpCr6ynPKFIncfGeBA5zCt1VGC/ul/NDncN8HnDpym6Bxvu247l26rnrY+my/SN57m0tYqXnlpE7HQUisKioiIyFJc6AQWAC8DKpfwqLrg1oqsYwG/j1dc0sRrL2uhbzxFMpOftv7ilkp+6WV7aagI888PneI/numlUHZjWyjgo702yrGBSe66r1NVH0RERFbRUoNvyjmXWMpjRVsrsg6YGVfvqOWdN+xgMptnODF9vpbaeIifu303N+6q457nB/nEvSemVYUwM5qrIvh9xqcfOsW9zw+QL5zLH1ZERETkfOjmNpHztLM+zk+9uINYyE/vWGpaRYeA38ebr27jbddtp3s0yd987yjHBianvb4yEqS1JsIDx4f4l4dOMTiZmXkIERERWUYKviIXoC4e4l037WBPY5zTIynyxek9t9fsqOUXXrqXcNDPJ+89wbee7Zs29CHg89FWE2Mineeu+zp57OTwtPUiIiKyfBa9uW3axmb3A08DT009nHNjpXVXAC3OuW+vREPPl25uk9VQLDoe7hzm7sP9ZyevKJfNF/n6Uz0cODnC9too77i+fVbVh2y+yJmJNO21UV5zWcus9SIiIrK4C6rqMGNHHwWuAK4C6gAHdOOF4BhwhXOu8UIbvJwUfGU1HR+Y5KtP9uAzo2GO4PpM9xj/9ng3Bef40Su3cc2O2WXNhiYzZPJFXnpxI1e31xDw6w8zIiIiS7VswXfGTtvwAvCtwLuAZuDTzrn3nG9DV4KCr6y20WSWrz7Zw5mxNK010Wn1fqfWf/7RLk4MJrhyezVvuqqNaGh6FcBsvkj/RJrm6givvayF5qrIar4FERGRDWtFgu+MA1QA3wE+7pz7+AXvcBkp+MpayOaL/PDIAI+cHKa5MkIkOD3YFp3jh0cG+M7BM8TDAd58dRv7W2dXAxxJZElk87xodz037qqbtR8RERGZbsWDb+kg7wb+yDnXviw7XCYKvrKWDvaM8x/P9BL0++Ycs9s9muKLj3bRN57mmvYa3nBl66zxwflikTPjaeKhAK++tJk9TRWa9U1ERGQeyzGBxdSOXm5m9fOszgHV86xbaJ8BM/sNM3vezDJm1mVmfz5jGzOzD5nZaTNLmdkPzezqcz2WyGrbv62KO27ZRVU0SNdIclbFhraaKB942R5efkkTT3aN8hffeZ6DvePTtpmq/BDy+/jCY9184dEulT4TERE5D+d6c1sR74a2XuDJ0uMZoAh8GPisc+73zqkBZp8CXgH8DnAIaAcudc59qGyb3wT+F/CrpW1+GbgRuNw517fQ/tXjK+tBrlDk/qODPHh8mLp4iHh49lTFPaMpvvhYF71jaa5ur+H1V7RSMWM75xxDk1nS+QI37a7jxo76WeODRUREtrLlrOpQj3dD29Wl56uA/UAQKOCVOnti6uGc++Ei+3st8DXgKufcc/NsEwHOAH/qnPvd0rI40An8g3PuwwsdQ8FX1pPOwQRff6qHXKFIU2Vk1pCFfLHI3YcH+MHhAUIBH6++rJkbOupm3SCXLxbpH88Q9BsvvbiJy7ZVqfqDiIgIKzzG18yCwKXMDsS1zrkFu6LM7HNAtXPuNQts83Lgu8B+59yhsuWfxAvM1y10DAVfWW8SmTzfee4MB/vGaZrjxjeA/vE0X3myhxODCbbXRnnz1W1sq4nO2i6TKzAwmaEmFuLllzSxuyGOz6fxvyIisnWtys1tcxy0zTnXvcg2J4GvAgb8FBAAvgn8knOup7TNB4C/BMLOuULZa38V+IhzLr7QMRR8ZT1yzvFczzj/+dwZfAaNlbPLlTnneOL0KP/+TB/JTJ4X7annVfub5wzKk5k8o4ksLTURXnpRE+11Ud0AJyIiW9IF3dxmZh80s6ZzPOAHgaXcfdMC3IHXU/xO4GeA64B/sxd+a9cCk+Wht2QEiJlZaI7jv9/MDpjZgYGBgXNpusiqMDMua6vmZ2/ZxbaaKKeHk2RyhVnbXLOjll9+5UXcuKuOB48N8WffPsIjJ4YpzvjAWhEOsL0uRiJT4DMPn+Kzj5ymayS5mm9JRERk3Vu0x9fMCsCLnHOPLGmHZn4gC9zgnHtskW2zpW13OueGSstuB34AvNI5910z+5/Arzjname89n3AnUDIOZeb7xjq8ZX1rlh0PNszzncOer2/DRXhOXtru0aSfP2pXk4NJ2muCvO6y1u5qLlyzn2OJLJMZnJ0NMS5eU8D22vVAywiIlvDQj2+s28tn+P1wB+a2fBSj7fklnm9tsenQm/JvXhh+FK8sb0jQKWZ+Wf0+tYAyYVCr8hG4PMZV2yvZkd9jO8dPMPhMxM0VIRn1fPdXhvj527fzTM943zr2T7uur+Ti5oreN3lrbNmdquNh6iJBRmcyPLph06xvS7KLXsa2FEX0xhgERHZspYSfH8I+IHGc9jvD4GJJWx3EJhd1d8Lz8XS/x8qHX8vcLhsm0tK60Q2hepokDdf08bzZyb41nNnGE3maK6K4C8LqmbGFW3V7G+p5IHjQ3z/cD9/+d3nuW5nLS+7pInaWGjatrXxELXxEKPJLJ87cJqGijA376lnb1OFqkCIiMiWs2jwdc69dAWP/3Xgd8yswTk3WFp2O155tCdLX98PjANvA34fwMxiwI/gDXUQ2TTMjItaqmivi3P/sUEePTlCPByYFmgBAn4ft+1r5LodtXzvcD8PnRjm8VOjXN9Ry0svbqI6Gpy2fU0sRE0sxGQmz1ee7KEiHODGXXVc2lo1Z01hERGRzWjFqjos6eBmVXgTYHQDfwBUAv8HOOSce1XZdr8J/BbTJ7C4CbjMOXdmoWNojK9sZH1jaf7zuT56R9M0VobnrOgAMJrMcveRAR7tHAGDGzvqeMnFjVRFgnNun84VGEpk8Jlx5fYartxePWu4hIiIyEa0JuXMlsrM9uKVK3sJ3tjerwD/3Tk3UraNAR8CfgGoBw4AH3TOPb7Y/hV8ZaMrFh0He8f53qF+MvkiTVVhAr65hymMJLJ8/3A/j50awWfGDR113Lq3gdr4rOIngDcRxnAiSzZfpKU6wo0ddexqjBMOaDY4ERHZmNZ18F1pCr6yWaSyBR4+McQjncME/D4aKsKzZnSbMjSZ4fuHB3jy9CgOx+Vt1dy+r3HOSTCmjKdzTKRzBHw+rtxezWXbqmmumrvChIiIyHql4KvgK5vIcCLLvc8PcLB3gopwYN7eXICxVI77jw7ycOcwmXyRvU0V3L6vkT2N8XkDba7g9QLnC0Vq4yGu21HLnuaKeYdNiIiIrCcXFHzN7GvALzrnTq1E41aagq9sVt2jKX5wuJ9TwylqYsEFg2kqW+DhzmHuPzrIRCZPU2WYm3bXc017zbzjhgGSmTwjqSwA7bUxrmqvZmd9fFapNRERkfXiQoNvEW8Ci4fLlv0k8G/OucSytnQFKPjKZuaco3Moyd2H+hmYzFAdDVK5QADOF4o82TXKg8eH6R5NEQr4uKa9hhftrl/w5jbnHOPpPJOZHAZ0NMS5cnsN22ujCsEiIrKuLGvwPZeZ2dYDBV/ZCopFx/HBBHcf7mcokaEmGlowAAOcHk7y0IkhnuoaI190dNTHuX5nLZe3VRMKzF/jt+gcY6kcyUweM9hRH+fybVVsr4tpOISIiKy5lQi+OeB6BV+R9aVQdBzrn+Deo0MMTmSoigapii4cRhOZPI+eHOHhzmGGE1lCAR9XbKvm2p21dNTHFry5regcE+k8k+kcDmiuinD5tira62M0xMOaJU5ERFbdcgTfm5xzj5S+VvAVWeeKRUfnUIJ7jw7SN5YmFgpQGwsuGGKdc5wcSvLYqRGe6h4jmy9SFw9xTXsNV2yvpqly4Tq/zjkS2QIT6SxFB9Ggn4tbKtnTWEFrdZRoSCXSRERk5S1H8L0HeBhvsokjwL14wXfROrprTcFXtjLnHF0jKR46McTxgQRBv4/6itC8dYCnZPNFnu0Z49GTI5wYTOCAlqoIV26v5oq2auor5pppfPY+RlNZcoUiBrRUR7mouYL2uhiNFWFNmSwiIiviQoPvnwOXA1cATYADDHgeeAx4eurhnOtcvmYvDwVfEc/ARIYnTo/yVNcoxaKjLh5eUi/sWCrHM91jPN09xqnhJABtNVEu31bF/tYqGisXr/VbdI5EJs9kOk8R8PtgZ12MfU2VtNREqI+H8WtYhIiILINlq+NrZo3AlaXHFaXHpUAULxBPOueqL7jFy0jBV2S6RCbPod5xHu4cYSKdIxYKUBMLzjsZRrnRZJanSyG4ayQFQH08xP5WLwTvqIstKcAWio6JdI5ENg9A0O+joz7O7oY4LdUR6isUhEVE5Pys6AQWpemE9+GF4cudcx+5oB0uMwVfkbkVio5Tw96Y3uMDkxhGXTy0YF3fcmOpHAd7xznYO87xgQQF54iF/OxrqmBfUyV7myoWvbFuSr5YZDKdJ1GqFOHzGe21MS8I10RpqAhpGmUREVkSzdym4CuyoLFUjsN94zx6cpSJdI5wwE9tPLjoWOAp6VyB5/snOdg7zvP9kyQyXk9uc1X4bAje1RAnuMRxvYWiYzKTP7sfh6O5MsLuxjjbaqI0VIZVOk1EROak4KvgK7IkxaKjezTFMz1jHOodJ1dwxMMBqqNLGwoB3njevrE0R/sneb5/gs6hJIWiI+AzOurj7G2qYHdjnNbq6JKHMxSdI5UtMJHJUyg6wBEPBdhRF6OjIUZjZYS6eGjJwVpERDYvBV8FX5FzlskXOD2c5InTY3QOTuKAeChA1TmEYPCqO3QOJXj+zATP90/SP5EBIBTwsbMuxq6GOB31cbbXRs+p0kM2X2QykyeV83qFfRjN1WE66uO01kRpqAhTFQkseuOdiIhsLgq+Cr4iFySZzXNyKMHTXeOcGvbKm8WCXgg+15vQxtM5OgcTnBhM0DmU4My4F4QDPqN9RhBe6nhj8HqFk9kCk5k8xaL371o44KO9PkZHXYzGqgj15zCGWURENiYFXwVfkWWTzObpGknxbM8YxwcSFIsQDBg10dCCUx3Pu79Mns6hqSCcpGc0dbZmYlNVmPbaGDvqYl7938rwOfU25wpFEpk8yWweMByOuliIHfXe/urjYeriIVWQEBHZRBR8FXxFVkQmX6B3NM2RMxMc7psgnS/gM6gIB4mHA+cUUqekc94Qi1MjSU4PJzk9nCKVKwClHty6WCkMR2mvjRELB5a8b+cc6ZwXhjOFAoZXQaK1OsrO+hit1VHqK0K6cU5EZANT8FXwFVlxxaJjcDLDqeEkh/om6B3z6vwGfD6qo8HzHmLgnGNoMsupsjDcN5Zm6l+u+niI9roY22u9INxSHTmnm9wKRUcym/eGSDiHYcRCftrrYuysi9FY5fUKq5yaiMjGoOCr4Cuy6lLZAn3jaU4OJTjcN8F4OgdA2O+nMhq4oCCZyRfoHk1xeijJqZEUXcNJJkqlz/xmtFRH2F4bZXutF4jPdYhENu/1Ck/1NDscjRUROhq8/dXHw16lCw2REBFZdxR8FXxF1txYKkf/eJoTgwmODSSYzOQwIOD3URkOLmn65Pk45xhP5zk9nKRrJEXXSJLu0RSZfBHwhki01bwQhLfXRqmOBpdc8aHoHOlSObV8sYjhzTY3dTNeY2WYhoqwbpwTEVkHFHwVfEXWnbFUjoGJNKeGk5wYSDCS9HqEzSAeDhAPBS7oprOicwxOZOgaSXF6xAvEfWNpCqV/8yrDAS8El4ZJbK+JnVP4zhe8cmrJbB7McM5RHw/R0RCnvda7Ee9cwrWIiCwPBV8FX5F1L5nNMziRpW88xYnBJN2jSYpFh8MbHhEPB4gEfRcUJHOFIn1jaU6PJOkeSXF6JMXgZObs+oaKUFmvcIzWcxgv7JwjlSswmc6TKxYxjFDAx476GLvq4zRVhamPh8+r8oWIiCydgq+Cr8iGUyg6RpJZBiczXpWH4STDiSxe7DUiQT/xkJ/wBQ4vSGW98cJdI0lOl4ZJTKRLk2IYtFZHz3u88Avl1Apnl7VUh9nVUEFbaerlinOoSiEiIotT8FXwFdkU0rkCw4ksgxNe9YiukRSTmXyp7q8jEgwsSxgeS+XoKg2PmOodnj1e+IUwvNQhDVOTbEykcxSdAwfVsSAd9XF21ntjhWtjGh4hInIhFHwVfEU2rVS2wFAiw9Bk1ru5bTTFRDqHlfqGwwEf8XCAcOD8h0nMHC/cPZqid3R5xgunS8MjpuoKhwJ+dpaGRzRXe7PNnctUziIiW52Cr4KvyJaSyhYYTmYZnvTCatdoitFkFh9G0TnCAT+xkJ9IyH9ek2yAd3Nb71i6rGd4+njh8vrC5zJeOFcoMpn2bpozA58ZbbUx9jTGaamO0FgZVk1hEZEFKPgq+IpseZl8gdFkjuFElp7RFF0jKQYnMrjSVBh+n49YyE/sAqpJlI8XnuodvtDxwoWiI5HJkygN6XA4mqsi7GmsYHttlKbKyAWVghMR2WwUfBV8RWQO+UKRkWSO0WT2bO9t33iaYtEbNWwG8VCAWMh/3sMNyscLTz1PjRcOlcYLt5fC8M76GJWLTJdcPk7YGybslVHb01hJe50Xphfbh4jIZqbgq+ArIktULDrGUjlGkln6J7yKEj2jKXKFIhilKY29MHwuUyOf3b/zpnYuD8Ll44Xr4iE66mPsrIuzsz5GwyK9wlNl1CbSefJFr0+4OhpkT2MFO+piNFVFqI4qCIvI1qHgq+ArIhdgama4kUTWm3RjJEVPWc+tGRcUhvOFIj2jKU4OJzk5lKRzKHG2BFo06N3strM+zs66GG210UWPkS4F4VzB20csHGB3QwW7GuI0VYapUeUIEdnE1m3wNbM7gH+cY9UvOOf+vrRNJ7BzxvozzrmWpRxDwVdEVoJzjslMnuFElv7x8jBcAAOcUREOEAv7CfjOLQw75xiazNI5lDgbhqdunPP7jLaaKDvrY3TUx9lRFyO+SC3gTN4Lwpl8AcOIBH3sboizq7GC5qqISqiJyKayEYLvy4FU2arjzrn+0jadwH3AX5WtzzrnHlvKMRR8RWS1OOeYyOQZnszSP5Hm5JBXA3hqCILP5/PC8HlUk5jM5Dk1lOTkcOLsfqeGRzRUhL3hEaUwXBcPLRhks/kiE+kc6XwBHESCfnY1xNnTVEFTZZjaWAjfBUwXLSKylhYKvutlyqBHnHOTC6zvdc49uGqtERE5D2ZGVSRIVSRIR0OcG3fVUyw6xtM5Biez9I2l6BxKcmY8XboxzaszXBEOEFlk0o2KcIBLt1Vx6bYqwCt71jWS4lSpV/jZnnEOnBwBoCoSoKMhTkd9nF0N8VnVI0IBH/UV4bNf5wpFOoeSHOybKNUS9rGrIc7uBq+WcJ2CsIhsEusl+IqIbEo+n1ETC1ETC7G3qYJb93ljeoeT2bOTbpwcStA9msEo3TwXDhBfZIhE0O+F010NccC7aW5gIkPnUIITgwk6BxM81TUGQCzkp6M+Tkd9jI6GOK3V0Wkl24J+H3Xx0Nmvc4UiJ4eSHOodx8wI+o3djRUKwiKy4a2XoQ79QD1wDPgz59w/lG3TCVQBFXjDIb4N/A/n3MmlHENDHURkI0hlCwxOZugfT9M5lOD0SIp8wRsiEfD7qAwHiQSXPvucc46RZO5sCD4xlGA4kQW8Ht2ddTF2lXqFt9dGFyzXVj6pBgbhgDc0YndjnOYqBWERWV/W8xjf1wA3AA8DfuAngP8C/LJz7s9L2/wF8CDQBewHfhsoAFc458bm2e/7gfcD7Nix47qTJ5eUkUVE1o1i0TGayjE46ZVU6xxMMJLM4uVeIx4KEA+f22QbY6kcnUOlIDyYoH/Cu2Eu4DPa62Jnh0bsqIsRCiwchCfSeVLZPGb2wtCIxjgtVRGNERaRNbVug+9czOyzwCuBRudccY71lwNPAL/inPvoYvtTj6+IbBZTvcK9pbHCXSNJCkVvsHA0FKAiHFgwsM6UyOQ5OTU0YsirV+zwZplrq4nS0RBnV32cnfXxBWeHOxuEc4WzY4R3l26WU9UIEVltGy34vg34HLDHOXd8nm2eBR51zv3UYvtT8BWRzapQdAwlMgyMZzg55IXXZNab2jjg81EZCRAN+pccOtO5AqdKvcsnhhJ0jaQoFB0GtFRH6Cjd8LarPk5sgRJqLwThPIZXNWJPYwW7GytorgpTHVUQFpGVsxGqOsxlsUS+vhK7iMgq8/uMpsoITZURLmurBrzhDAMTGbpGkhwfmKR3zKsUaebVFY6HA/OWUosE/VzUXMlFzZWAF2BPjyTPDo040DnMA8eGAGipirCrce4g/MLNct4Nc9l8kaP9kzzTM1a6ec/P3kZvQo3m6ghVmmJZRFbJeuzx/VfgFUDzIkMdftk595eL7U89viKylaWyBQYmMvSMpbwgPJou9Ro4YqEAFZHAkifYyBeLdI+kOD6Y4MRAgpPDCXIFb28LBeGZMvkCE6k82UIBh1EdDXBRcyU76mK0VEeIhdZzn4yIrHfrdqiDmX0R78a2p/BubnsH8JPAB51zf2Vmbyh9/XWgB7gE+DCQAa52zo0vdgwFXxGRF+QKRQYnM5wZS3NsMMGpoYQ3wUZpnHBlJLDkaZengvCJwQTHBxOcHJoRhEvl1nY1xBecXS6dKzCWypEvFMGgqTLC3qYKdtTFaKoKEw4sXONYRKTceg6+fwC8BWjHm+TzOeCjzrlPldZfCfw5cCVQAwwB3wQ+5JzrWcoxFHxFROZXLDqGEt5McycGEnQOJUjnioAj5PdTGQkQXmRyjSnLEYSdcySzBSYyOQpFh8+MttooFzdXsq0mSkNF+JwqWYjI1rNug+9qUPAVEVk65xxjqRz9Exk6SwF2Ip0HHAGfj6pIcMEKD+WWIwgXnWMykyeRyeEcBPw+9jRWsK+5gtaqKNUxjQ8WkekUfBV8RUTO20TaC8Knh5Mc659kOJkDHH7zKkfEQkurHLFYEN7TGGdvUwUdDfF5hzfkC0XGSzWEMaiKBLmkpZKOBm8yjcWmfhaRzU/BV8FXRGTZJDL5s5Ujjg0k6J9IY4DPjIpIkFjIP2/liHLlN8sdH5jk5FCSfNHhM2ivi7GnsYK9jRW018XmHd5wdnxwsYjPjO21MS5pqaStNkp9PKSyaSJbkIKvgq+IyIpJ57zKEd2jKY72T9I3lgIzzEFFZOESauVyhSInh5IcG5jkaP/k2Qk1Qn5vZrg9TRXsKU2TPNf+is4xmc4zmckDEAv5ubilkj2NFbRUqzdYZKtQ8FXwFRFZNZl8qYTaaIpjA5P0jKbxftcYFRFvhrmlBOFkNs/xgQTHBiY5NjDJ4GQWgHg44A2LaKxgT2MFtfHQvO0YS+bIFRxmjo76OJe0VLG9LkpNbO7XiMjGp+Cr4Csismay+SIDkxl6R1McG0jQNZw8OwNRRdirJbyUIDyazHJsKgj3TzJR6tltqAidnXhjV0N8znJsReeYSOeZSOcwg7pYiEu3VdPREKO5MoJPlSJENg0FXwVfEZF1I1coMjDhBeGjZ4Oww0o9wksZGuGco38iw9H+SY6cmeDEoFePOOg3djXEuai5koubK6mvCM/5+mQ2z1gqR9E5IgE/+7dVsa+pgm010SXXMRaR9UnBV8FXRGTdKu8Rfr5/whsagVfcvXKJN8tl80VODCY4cmaCI2cmGEp4wyLq4qFSCK5gV0MFocDsUJvNFxlNZskVigR8Pi5qqeCS1iraaqIaFyyyASn4KviKiGwY2XyR/ok03SMpjpyZoG8841WN8BlVkcCSpjQemsyUQvAkxwcnyRUcAZ/XG7y/tYr9rVVUR2fXAM4Xi4wlc6TzBXxm7G6Mc/m2atrrYgrBIhuEgq+Cr4jIhpXOFTgznubUcJIjfROMJLM4IOz3UxUNztmLWy5XKNI5lOBI3wSH+l7oDd5WE/FCcEsVrdWRWaXPCkXHeCpHMpfHzNijECyyISj4KviKiGwak5k8fWNpjpfKniWzBZxzxMMBKiPBBac0ds4xMJnhYO8EB3vHOV260a4mGuSS1ir2t3o3yAV808P0VAhOZPP4fca+pgoub6tme21s0eAtIqtLwVfBV0RkU3LOMZzI0jua5vCZcU4OJSk68BlURYOLDouYSOc43OeF4KMD3pCISNDHpa3VXNFWxZ6mijlD8GgySzpfIOj3sb+1iktbq9hWE10wdIvI6lDwVfAVEdkScoUiZ8bTnBxKcqhvnOGEN71yNBigKhqYFWLLZfNFjg1M8kz3GAf7xknnikSCPva3VHFFWzV7myoIzKj4kC8WGU54N8ZFg36ubq/hopZKmiojK/xORWQ+Cr4KviIiW9J4Ouf1BveNc2wgQb5YxO8zaqKhBcfp5gtFjpZC8HO9XggOB7ze3Svaqtk3RwjO5AuMJLLki47GijDX7qxlT1MFFeHFb8YTkeWj4KvgKyKy5eUKRfrG0nQOJXiuZ5zxdA6AqkhwwdrB+WKRY/2JsyE4lSsQDfq5vK2aq9tr2Fkfm/XayYxXJ9iAPU1xrm6vpb02Oissi8jyU/BV8BURkTLOOUaSOU4NJ3muZ6xUO9gRCwaois5/g1yh6DjaP8mTXaM82zNGruCoiQa5qr2Gq9praKmaPsSh6ByjyRypbJ5oyM81O2rZ31pF3TzTLIvIhVPwVfAVEZEFJDJ5ukZSPNc7xvGBBMWiIxL0Ux0LzjsuOJsv8lzvOE+cHuFo/yRFB63VEa7a7oXgmXWCy4dCtNfFuH5nLTvr46oKIbLMFHwVfEVEZInSuQI9oykO9U5w+MwE+WKRsN9PTSw471CFyUyep7pGefL0KKdHUhiwr7mC63bWsb+lctrrnHOMp/NMpHOEAj6u21nLZduq1QssskwUfBV8RUTkPGTzRXpGUxzsG+dw3wS5QikEx+fvCR6czPD4qREeOzXKWCpHLOTnmvYaruuomzUUIpsvMpTIUCg6OurjXN9Ry466mMYCi1wABV8FXxERuUC5QpHukRTP9YxzqG+cfNERCwWonmdMcNF544EPdA5zsHeCgnNsr41y3c5artpeM62qhHOOsVSOyUyeeDjADR3eWODKyOxplUVkYQq+Cr4iIrKMMvkCp4dTPNszxpEzk4CjIhykKhKYNfUxeEMhnjw9yoGTw5wZzxD0G1e0VXPTrnq210anvSadKzCUyGAYl26r4podNbRWR1fx3YlsbAq+Cr4iIrJCUtkCJwa9Sg+nh1P4zKiNhYiGZtcJds7RNZLiwMkRnuwaJZsvsq0mwot21XPl9pppN7oVio6hRIZsvkBzVZQX765jV2MFQQ2DEFmQgq+Cr4iIrIKxZI6j/RM8emqU0WSWoN9HfTw055jddK7AE6dHefD4EP0TGSJBH9fuqOXGXXWzZn4bT+cYS+WIhwLcuKuWS7dVa2IMkXko+Cr4iojIKnLO0Tee5rmecZ7uHiObL1IZmXsohHOOzqEkD50Y4tnucQrOsbsxzot21bO/tWra+OFMaRgEGFe113B1ew2NleFVfnci65uCr4KviIiskWy+yMmhBAdOjtA1nMTnM+riIcKB2UMhJtI5Hj05wsMnhhlN5aiOBnnx7npu6KibNnSiUHQMTmbIFYp0NHgheXttFN88E2+IbCUKvgq+IiKyDowksjzXO87jp0ZIZgvEw15ViJlTHhed43DfBPcdHeT4YIKg37h2Ry0372mY1sPrSjPDJbJ56uNhbt5bx96mSo0Dli1NwVfBV0RE1pF8ocip4SQHTo7QOZjA7zPq4+E5Z3HrHUtx39EhnuwapVB0XNxcyS17G9jTGJ82bGIyk2c0mSUW8nPT7nou21ZFLKRxwLL1KPgq+IqIyDo11Qt8oHOEbKFAZThIVXR2/d6JdI6HTwzz4IlhEpk8TZVhbtnbwNXtNdN6eDO5AoOTGfx+H9ft8KZProlpVjjZOhR8FXxFRGSdmxoL/OCJYXpHUwT9PhoqwrMmx8gXijzZNcZ9RwfpG097Pby76rhpdz1VZRNe5AtFBiczFJzj0pYqrt9VR/OMmeNENiMFXwVfERHZQM6Mp3ni9ChPd43hcNTHw9NmegNvfO/xwQT3Hx3kUN8EPjOu3lHDbXsbaCoLuEXn3QiXzRfZWRfjxXsadCOcbGrrNvia2R3AP86x6hecc39f2saA3wR+AWgAHgE+6Jx7YinHUPAVEZGNKpHJc6h3nIdODDOZyVMZCVI9xzCIockM9x4d5LFTI+QKjktaKrl9XyM762NnxwGX3wjXWBnm5j317GmsmLPGsMhGthGC78uBVNmq4865/tI2vwn8L+BXgUPALwM3Apc75/oWO4aCr4iIbHT5QpHOoSQPHh+iZzRFKOANg5hZDSKRyfPg8SEeOD5EMlugvTbKbfsauXRb1bRtJ9I5RlM5KsMBbt7bwCUtlbN6lEU2qo0QfCudc5NzrI8AZ4A/dc79bmlZHOgE/sE59+HFjqHgKyIim0nvWIrHT47ybM8YPh80VERmlS/L5os8emqE+44OMpzIUh8Pcdu+Rq7ZMf1GuFS2wHAyQ8jv44ZddVzRVk1lZHaPsshGspGD78uB7wL7nXOHypZ/ErjKOXfdYsdQ8BURkc1oLJXj6a5RDpwcIVcoUhcLT5vkAryJLp7tGeOe5wfpHk0RDwe4eU89N+2qm1bqLJv3boQzg6u213DNjhrqKzQjnGxMCwXf9VLg75iZ1QPHgD9zzv1DafklQAF4fsb2B4F3rGL7RERE1pXqaJBb9zVyfUcdh/smuP/YEEMjGaoiL5RD8/uMK7fXcEVbNccHE9zz/ADffu4MPzg8wPUdtdyyt4HaWIhQwMe2miiFouOZ7jEePzXCvuZKbthVx7bqyKxplkU2qrUOvr3AbwEPA37gJ4C/N7OYc+7PgVpg0jlXmPG6ESBmZiHnXHbmTs3s/cD7AXbs2LGS7RcREVlTkaCfq9pruLytmhODCe47Osjp4SSxkJ/aeAifGWbGnsYK9jRW0DuW4t7nB3nw+BAPHh/iyu013LavgdbqKH6f0VQVoegcp4eTHDkzwbaaKC/eU09HfXxWaTWRjWbdlTMzs88CrwQa8ao5/IpzrnbGNu8D7gRCzrncQvvTUAcREdlKnHN0j6Z46MQwx/on560HPJrMcv+xIR7uHCabL7KvqYLb9jXOmhFuLJVjIp2jKhrk5t31XKQb4WSJBiczJDJ5dtbHV/W4G2GoQ7kvAG8HOvB6divNzD+j17cGSC4WekVERLYaM2N7bYzttTEGJjI8dnKYp7vH8RnUV4TP3txWEwvx+itaednFTTx8Yoj7jw3xyftO0Fod4bZ9DVzRVoPfZ1RHvRJqyWyebz3Xx/cO93NDRx2Xt1XPWVpNJJUt8PCJIe47NsTexopVD74LWY/Bd4rDK1/mB/YCh8vWXVJaJyIiIvNorAzzmstbedGeBp7qGuVA5zD5IjTEQ4RLvbbRkJ+XXNzELXsbeOL0KPccHeRzB7r41rNnuHlPPTd01BEJ+omFAsRCAbL5Ig8e94LyZduquHZHLS3VmhFOvJspD/WO873D/WRzRWqiQRzrbGTBOhzq8K/AK4BmIIRXzuz/Oud+v7Q+hlfO7E6VMxMREVm6VLbAcz1jPHB8iFSuQG00RCw8vQ+s6BzPn5ngnucHOT6YIBzwcUNHHTfvqacmFjq7XaHoGJrMkC0UaauNctOuejrqY5oQY4s6NZTkuwfP0D+ZobHCm2lwIp2jJhbkHTes7v1W63aog5l9Ee/GtqfwenbfUXp80DlXBNJm9kfAb5nZCC9MYOED/mptWi0iIrIxRUN+ruuo44rtNTx/ZoL7jg3SNZKcVgnCZ8bFLVVc3FJF92iKe58f4P5jg9x/bJAr2qq5dV8jbTUv3AgH3jjgLz3WRUU4wE276riktYp4eD3/UVmWy5nxNPc8P8Cx/gTV0SDttbG1btKC1rqO7x8AbwHaAQOeAz7qnPtU2TYGfAhvyuJ64ABeMH58KcdQj6+IiMjcCkVH55BXCaJ3LE08FKA2FpxVvmzqRrhHOofJ5Ivsbohz274G9jVXTpsRLp0rMJTIYBiXt1VxVXsNrdXR1X5bsgqGE1keODbIM93jxEJ+6uKhWd8367HHd90NdVhuCr4iIiILc87RNZLiweNDnBhMEPL7aKicPSVyOlfgkc5h7j82xFgqR2NlmNv2NnBV+/QZ4cqHQTRXhblxVx27GysIB1QNYqMbTWZ56PgQT3aNzTt19hQF3zWg4CsiIrJ0/eNpDpwc8aZENqOxIjxr3G6h6Hi6e4x7nx+gZyxNPBzgxbvruHFXPRUzhjhMpHOMp3IE/D6u3VHD/m1VNFXqZriNZjiR5ZETQzzVNUbAbzRURBat66zguwYUfEVERM7daDLLE6dHefTkCM456ivCs3psnXNnZ4Q7cmYSv8+4oq2aF++up71u+ljPXKHIUCJDvuBoropwQ0ctuxsrVBN4nZv6IPRMzxhB39w1oeej4LsGFHxFRETOXyKT59meMR48PkwmV6A2HiIWmn3j2sBEhgePD/HYqREy+SLba6O8aHc9V7RVTxsGAaVe4HQOnxn7W6u4oq2atpooPs0Mty4Ui6WhLyeGODEwSTjoX3BIw6zXO8fzZya59+gA1+2s5Y/fetUKt3g6BV8FXxERkQuSzRc50udVghhL5aiMBOecwCKTK/D46VEeOD7EwESGWMjPDR113LSrblo5NPCGTAwnsmTyBSrCAa7eUcNFzZU0VIRX621JmXSuwNEzkzx4YojhRJZ4KEDNHDc7zieRyfPYqREeOjHsvT7s57WXtfCnb796ZRs+g4Kvgq+IiMiyKBQdJ4cS3H9siJ7RJJFAgLqK0KzeQOccxwYSPHB8iEO94wBc0lrFDTtr2ddcOevP5ZlcgeFElqJz1FeEuLq9ht2NFbPCsiy//vE0T3eP8VTXKPmioyYaWnI5uqJzHB9I8EjnMM/1jlMoOnbWxXjxnnp21MWorwhpqMNqUvAVERFZGT2jKR49OczB3gn8PqOhbErkciOJLA+dGObRUyMkMnmqIgGu2VHL9TtrqZ+jdzeRyTOayoKDpqoIV26vpqM+Tm1cIXi5JLN5jvcnOHBymP6JDEG/j/p4aMkTkEykczx2coRHTo4wnMgSDfq5ZkcNN3TU0Vyq76wxvmtAwVdERGRljSazPHl6lMdOjZAvOOriYaKh2TetFYqOQ33jHOgc4ciZCRywqyHO9TtruXyOscAAk5k8Y6ksAHXxEFe0eSG4oSKsMcHnKJMvcHo4xTPdYxztn8Q5R3UsNKsSx3yKznG0f5JHOoc52DtO0XnX74aOOi7bVjXnWG4F31Wm4CsiIrI60rkCh/omeODYEBPpHBXhANXRuceIjqVyPH5qhAOlHsNI0MdV22u4dkct22ujc74mmckzmsrhcESDfi5prWJ3Q5zW6uicQVu8a9I1kuRg7wRH+yfIFx3RoHddllqdoXcsxROnR3ny9Cjj6TyxkJ/rdtZyw846GirnH4+t4LsGFHxFRERWV6HoODWc5KHjQ5waTi74Z/Sic5wYTPDoyRGe6R4jX3TUxUNctb2aq7bXnJ0WeaZsvshoKkuuUASgtTrKRc0VtNXGaKwIEwos7U/2m41zjpFkjq7hJIf6Jjg1kqRYdMRC5xZ2x1I5njw9yhOnR+kbT+MzuKi5kmt21LK/tZKAb/Hzq+C7BhR8RURE1s7ARIanurzewnzRURub/8apVLbAc71jPHl6jGMDkzhgW3WEK7fXcHlbNXXzjPEtOkcik2cyncfhMIxttVH2NHq9wQ0Vcw+92Aycc4yn8vRPpDk2kOD4wCSJTB4MKsJBKiOBJZchG01mebZnnGd7xjg5lMQB7bVRrt5Ry5Vt1Uu+4W2Kgu8aUPAVERFZe+lcgSN9Ezzc6ZW6igT81MZD8/ZAjqdzPN01xpNdo3SNpABorY5w6bYqLmutprkqPG+ZrbNBOJPHOYcDaqJB2uvitNdGqasIURsLbcjJM9Kl6heDExlODSfpHEqQzhVxOMIBP1WR4Dn1do8ksjzTM8Yz3WOcLp3n5qowl2+r5qr2mgsqLafguwYUfEVERNaPYtHRM5biyVOjHOwbx2HUxoJzTooxZTiR5bmeMZ7tGefUsNcTWR8PcWlrFRe1VLKzPrbon97TuQKJTJ50voCZ4YqOikiA5qoI22qi1MVDVEYCVEaCxIL+Nb9xLp0rMJHOM5bKMZLI0DOWpnc0zUQmh9cyIxL0UxEOnFPQnRqGcrhvgsNnxjkzngG8nvXL26q5bFs1jQuM2z0XCr5rQMFXRERkfUpk8hw5M8GBzhFGk1kCfh/1FaEFQ+xEOsdzveM81zPO8YEEBecI+X3saYyzr7mSi5or5x0SMVM2XySZzZPKFfDyUClSGtTEgtTEQtREg9TGQsTCfiIBP+Ggj5DfRzDgPQd8ht9ni07yUCw68kVHvlgkl3dkCgUyuSKZfIF0rshoMstIMsdIMstIwhu7bBhef7URDfmJhfyzpo1eitFkluMDCQ6fmeD5/gnSuSI+g476OBe3VHJpa9WcZeUuRNE5BicytNZEFHxXk4KviIjI+uaco288zTPd4zzTPUqu4KgIB6iKBhccn5rJFzg+kODImQmOnJlgJJkDvLJnu+rjdDTE2dUQp/YcZh8DL7Rl80Uy+SK5fJFsoYhzDjPDjGkheer/A37DZ5wNwc45nPP2lS86iqW8NdVba+bA2dnjBfxekA4FfISDviXdPDaf8VSO44OTHB9IcHwwwXDCKwdXGQ5wUUslFzdXsrepYlmHesw1znp7XYxr2mu4qKVy2Y6zFAq+Cr4iIiIbQiZf4NRQksdPjXJyKAGwpFqzzjmGElmOnJng+ECCE4MJUrkCAFWRAB0NcdprY7TVRGmtiZxXz+lCxy46vN5Z7z+gFHINfGZLvsHsXOUKRXpHU5weSXF6JEnXSOps0I0EfexqqGB3Q5zdjXGaqyLL1o7p46i9XvJtNRH2NlawbY0rayj4KviKiIhsOOPpHMcHEjx+aoTBiaw3BCEaJLaE6gJF5xiYyHBiMEHnUILOwQTj6TzgBdLGyjBtNVG21URprorQWBmmKhI4p57h1eScYzydp388zZmJDGfG0/SOpegbS1MsRbnqaJDttVF21MXY3VhBa/XyBt1ktsBEOne297q1Osq+pgraaqM0VUbWTQk5BV8FXxERkQ1tOJHl+MAkT5weZSSZxTCqosElzzo2FRx7RlN0j6bOPk+UwjBAKOCjoSJEY0WYhsowNdEQ1dEgVVGvBu5y9hLPJV8oejezJXNnx/yOJrMMJbL0T6RJ54pnt42HA7RWRdheG2V7bYzttVGqosFla0t5j26x1KPbUhVhb1MFbTVRGivD67YqhoKvgq+IiMimMTSZoXMwwdPdYwxMZgFHPORVZFjqBA1TJtI5+icyDExkGJjMMFh6Hi2NFy4XCfqojASJBv1Eg34iQR/RkJ9I0E/Y78Pns9KwBvD5DL8ZRQf5YpF8wZErPecLRVK5AolMgWQ2TyLrPZcHW/B6pqujQWrjIZoqwzRVRWguPS818C9VoeiYzOS9GsClG+q21UTY01jBtnUedGdaKPgu71kTERERWWH1FWHqK8Jc11HHWCpXmpJ3nJND3ixlfr+P6khwSZNWVEaCVEaC7GmsmLY8Vygykc4zmsoynsoxlvJKi02kc6RzBSYzeQYmC6Rz3qO4xH5Ev3k3wkWDfmJhP/FQgLp4iFg4QDzkpyYaoibmVZKoOoeZ1s5VNl9kMpMnlc1jZvh80F4b48aOWlprvEk/1svQheWk4CsiIiIbVnU0SHXUqz+byRc4M+aN6z3SP0H3aApwhP1+KiMBwufQYxn0+6iLh5ZUGs2VVW4oFr1hAgXnKBYdvlLQDfh8pcoPqz+GuFB0JLJeb67D4ZwRD/nZ3RhnZ32Mxsow9fHwioXs9UTBV0RERDaFcMDPjvoYO+pjvOTiRsbTOc6MpTkxmODYQIKhUrUDn8+oCAeIhfzLEkTNjKB/fYTGfLFIKlsgkS1QKHq1gH0+2FYT5crt1WyrjlJfEaIysnzjgTcSBV8RERHZlKoiQaoiQfY1e3Vkx9M5Bicy9Iym6BxKcmY8zdS9Tn6fN143FvQT8K//P/EXio5MrkCqNNTCfAbOEfD5aKnxZmFrropQWxo2sdYz0a0XCr4iIiKyJUwF4d2NFdy6z6uiMJrKMZLIcmY8Tc9omr7xFNn81IBd7yavSNBPqDRTW9C/+Cxty6HoHLlCkWy+eHYyjfIKwT4fNMTDtNfHaKmKUBsLUR0LruuSbOuBgq+IiIhsSQG/j4aKMA0V4bO9wgDJbJ7xVJ6JtFdObGAyy0gyy1gyRzJbADs7bxteh7E3tfDURBVTlR1mBtDy2dyKeL22NhVmp2a7KLtJriIcoCYepDYaoi7uTaEcDweojASoCCvgng8FXxEREZEysVCAWChAS3Vk1rpC0ZEuG2KQLU1pnMs70rk82YI33XG+WKRYhIJzGGAY5oOAzwj6vRvdogE/oWDZVMUBP+GAN+QiHPAp2K4ABV8RERGRJfL7jHg4QHyZ6+jK6lj/o7dFRERERJaBgq+IiIiIbAkKviIiIiKyJayr4GtmbWY2aWbOzCrKlneWlpU/+tayrSIiIiKysay3kdn/F5gE4nOs+zTwV2VfZ1elRSIiIiKyKayb4GtmtwGvBf4ALwDP1Ouce3B1WyUiIiIim8W6CL5m5sfrzf1dYHRtWyMiIiIim9F6GeP780AE+JsFtvlZM8ua2ZiZfcHMdq5S20RERERkE1jzHl8zqwd+D/hJ51xunllKvgI8CHQB+4HfBu4xsyucc2Nz7PP9wPsBduzYsVJNFxEREZENZD30+P5v4CHn3L/Pt4Fz7r865z7jnLvHOXcn8BpgG/Az82x/p3Pueufc9Y2NjSvTahERERHZUNa0x9fMLgN+FrjdzGpKi2Ol52ozKzjnUjNf55x7xswOA9cudoxHH3100MxOLlebl6gBGFzlY8p0ugZrT9dg7ekarC2d/7Wna7D21uIazDscdq2HOuwDgsADc6zrAj4BvHeB17vFDuCcW/UuXzM74Jy7frWPKy/QNVh7ugZrT9dgben8rz1dg7W33q7BWgffe4GXzVj2WuDXgdcDx+d6kZldDlwM/MOKtk5ERERENo01Db7OuUHg7vJlZtZR+t97nHOTZvYG4CeBrwM9wCXAh4FTwF2r1VYRERER2djWusd3KU4DTcBHgRpgCPgm8CHn3PjaNWtBd651A0TXYB3QNVh7ugZrS+d/7ekarL11dQ3MuUWHyYqIiIiIbHjroZyZiIiIiMiKU/AVERERkS1BwXcJzOydZvaYmU2aWbeZ/ZOZbZuxjZnZh8zstJmlzOyHZnb1HPu61My+a2ZJM+sxs981M/+qvZkNwMz2mtk/mNmTZlYws7vn2GbZzvdS97VVLHb+zazVzP5vaf1k6bz9v5k/E6Vtdf7Pw1J+BmZs/1Ezc2b2J3Os0zU4D0u9BmZ2hZl93czGzGzCzB42s+tmbKNrcB6W+Lug1cz+0bzfzZNm9riZvXuO7XQNzpGZvc3Mvlp2bh81s5+Ysc2Sztm6Ov/OOT0WeAA/ilcv+K+BV+BVmOgEHgN8Zdv9JpACfgl4JfDveAWbW8q2qcWrTPEd4FXAzwMJ4PfX+n2upwfwJrybGj8PHATunmObZTvfS9nXVnosdv6BNwJHgd/AK0f4TuBQ6eeiQud/5a/BjG0vBcaBMeBPZqzTNVjBawBcDUwA/4xXivO1wG8Bt+oarPw1wOu8ewSv9Om78X5H/x3e7+wf0zW44PP/APBp4O3Ay4E/KZ3b/+9cztl6O/9rfmLX+wP4V+DRGcumwvD+0teR0i+d/1W2TRwYKL+wpYs6AlSVLfs1IFm+bKs/mP6B4gtz/GO3bOd7qfvaSo8lnP8aIDBj2UWln4mf1vlf+WswY9vvAL+H98FjZvDVNVjBawA8CHx6kf3oGqzQNcArb+qAH5mx/DHgs7oGF3z+G+ZY9mngxLmcs/V2/jXUYXFBvItRbrT0bKXnm4Eq4HNTGzjnEsDXgNeVve51wLfc9DJs/wpEgZcsX5M3NudccZFNlvN8L3VfW8Zi5985N+qcy89YdgTvH7GmssU6/+dpCT8DAJjZW4H9wB/Ns4muwXla7BqY2aXATcBfLbIrXYPztISfg2Dpea7f0Vb2ta7BeXDeXAszPc4L/85vyN/FCr6L+yRwm5n9lJlVmdlFwO8D33fOPVfa5hKgADw/47UHS+so2+5Q+QbOuVN4gaF8O1nYcp7vpe5LFmBmVwIx4LmyxTr/K8jMosCfAr9R+gUxF12DlXNT6bm2NAY1b2bHzOw9M7bTNVg5zwAPAb9rZvtKv6PvAG4B/r5sO12D5XMzL/w7vyF/Fyv4LsI59w3gDrwCzGPAYcAP/HjZZrXApHOuMOPlI0DMzEJl243OcZiR0jpZmuU830vdl8zDzHzAX+D9g/WfZat0/lfWbwK9eONL56NrsHJaSs//BPwL3tjFbwIfN7PXl22na7BCnPf38NfhZZkjeL+j7wR+1jn3vbJNdQ2WgZm9Am/c9d+UFm3I38UbYea2NWVmL8P75PgXwH8AzcBHgH8zs1eWXaS5ZgKxOdbNt51mEjk3y3m+l7ovmdsfAi8GXuKcy81Yp/O/AsxsF/ArwMtLv/wXomuwMqY6jj7unPvj0v9/38z2430o+feybXUNVkDpQ/engHrgHUA/8HrgE2Y25Jz7ZtnmugYXwMw68Mb3fsU5d1fZqg33u1jBd3F/CnzVOffrUwvM7Am8bvs3AV/C+0RSaWb+GZ9WaoBkWRgYKS2bqZq5Pw3J3JbzfC91XzIHM/sA8KvATzjnHpqxWud/5fwR3gfxQ2ZWU1rmA8Klr8dKgVjXYOUMl56/P2P594D/Xva1rsHKeSPwBuAi59zUn8jvNrN24I/xeuBB1+CCmFkd3r83p/AqW03ZkL+LNdRhcZcAT5QvcM4dxiu5sae06BDe8Ie9c7y2fFzLIWaMVSn9gMZnbCcLW87zvdR9yQxm9ha8G3t+zTn32Tk20flfORfjDbcaKXu045UBGgHaStvpGqycg/MsN6D8pixdg5VzCV4omjku9HFe+P0MugbnzcxiwNeBEPCGGfcTbMjfxQq+izsJXFu+oPSnrChe+SCA+/HqaL6tbJsY8CN4n5Km/AfwGjOrLFv2DrwQ/YPlbvgmtpzne6n7kjJm9lK8cY1/7ZybNWlCic7/ynkvXg3l8scZvDuiX4ZXAgh0DVbS/XgfMl4xY/krgCfLvtY1WDkn8cZ/Xjxj+XW88PsZdA3Oi5kF8Goo7wNe55zrn7HJxvxdvJy10TbjA/iveJ/e/xSvoPK78W5wOwHEy7b7Tbw7FH8R7x++b+AVXm4u26YW72aUb5f29X5gki1aI3CBcx4D3lp6PAA8W/Z1bLnP91L2tZUei51/vPJZo3h/CbkZeFHZY4/O/+r8DMzxmk7mnsBC12CFrgHw34As8CG8m9v+Hu/3xW26Bit/DYBKvPB7EPiJ0vn9c7zxoB/QNbjg839n6Vx+cMa/8y8Cwks9Z+vt/K/5iV3vD7w/W/0C8BTeTCPdwGeB3XNs9z+BLrxPMfcA18yxv0vxxoClSt8Ivwf41/p9rqcH0FH6YZvr0bHc53up+9oqj8XOP16Vk/nW36Xzv/LXYJ7XdDIj+OoarPw1AH4ZryMkCzwN/LiuwepdA7w/jX8eb2awSbze9p8DTNfggs9/5xLO/4b7XWylg4mIiIiIbGoa4ysiIiIiW4KCr4iIiIhsCQq+IiIiIrIlKPiKiIiIyJag4CsiIiIiW4KCr4iIiIhsCQq+IiIXwMzebmZ3zLH8bjP7who0qbwNruxx9Rq1oWNGOyrWoh0iIoDq+IqIXIhSuG1wzr10xvJLgZxz7vk1aZjXBoc36+QXgKecc8k1aEMYuAZ4A/BhoNI5N7na7RARAQisdQNERDYj59xza92Gkk7n3IMXuhMzizrnUuf6OudcBnjQzC650DaIiFwoDXUQETlPZnYX8BbgJWV/yv9Iad20oQ5m9hEzGzSzm8zsgJmlzOxeM9tlZk1m9mUzmzSzg2b28jmO9V4ze9bMMmZ20sx+7Tzb/Hkz+/4cy3/HzM6YWbBseMK7zeyfzGwU+Fppux81s0fNLGFmI2b2kJm95HzaIiKy2tTjKyJy/n4P2AHUAB8oLetaYPsYcCfwx0AC+EvgU0AG+A/gb4FfAz5vZu1TQxPM7FeBPyi97m7gOuD3zCzpnPvrc2zzx4H/MLNdzrkTpf0b8FPAPzvnct6XAPwJ8CXgbUDBzPbgDZv4C+BXgUipLXXn2AYRkTWh4Csicp6cc8fMbBjwLXE4QRT4oHPuBwBmtg34G+C3nXN/UlrWBTwLvAQvoFYBvw38vnPud0r7+baZxYAPm9nfOecK59DsbwOngTtK+wV4GdAB/OOMbR90zv3i1Bdm9lZgwjn3q2Xb/Ps5HFtEZE1pqIOIyOrJAveUfX209Py9OZa1lZ5fDMTxeoEDU4/Sa5qB7efSAOdcEbgL+Cl7oWv3DuCAc+6ZGZt/Y8bXTwPVZvb/zOzVZhY/l2OLiKw1BV8RkdUzUQqeU7Kl59GpBc65qWWR0nND6flZIFf2mBqn234e7fhHYCfwMjOrxBun/Mk5tjtT/oVz7jDwJmA3Xk/voJl92swaz6MNIiKrTkMdRETWt+HS8xuZEURLDp/rDp1znWb2Hbye3l14nSCfmWvTOV77DeAbZlaNV6Lso8BfAe8813aIiKw2BV8RkQuT5YXe2ZXwAJACtpVC53L5BF4v72XAl51zo+fyYufcGPDpUkWHFy9ju0REVoyCr4jIhTkEvMnM3oxX0aHHOdezXDt3zo2WSqT9hZntBH6I10N7EfAy59yPneeuv4xXReJa4DeX8gIz+zm8kPtNoAfYh1fx4Z/Ktvluqd2vOM92iYisGAVfEZEL87d4M5N9EqgFfgf4yHIewDn3x2bWA/x34H8AaeAI8NkL2GfGzP4DuB34zhJf9hTwo8Cf4ZUw6wU+Bvyvsm3859smEZGVpimLRUQ2qdKUxf8V+FvnXH7GugBwEvikc+63VrgdAbw6wZ9AUxaLyBpS8BUR2aRKwXfKNc65J8wsBFwFvAv4BWCvc26hSTcutA0dwImyRQq+IrJmNNRBRGTzuqHs/6eqP2wDHgb6gZ9bydBb0jOjHckVPp6IyLzU4ysiIiIiW4ImsBARERGRLUHBV0RERES2BAVfEREREdkSFHxFREREZEtQ8BURERGRLeH/B4SJPrL/rUYqAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -165,8 +113,8 @@ "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n", "ax.plot(t_arr, F[0] / 1000, color='C0');\n", "ax.fill_between(t_arr,\n", - " (F[0]-np.sqrt(np.diag(F[1]))) / 1000,\n", - " (F[0]+np.sqrt(np.diag(F[1]))) / 1000,\n", + " (F[0]-F[1]) / 1000,\n", + " (F[0]+F[1]) / 1000,\n", " color='C0',\n", " alpha=0.4);\n", "ax.set_xlabel('time [yrs.]');\n", @@ -193,7 +141,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.8" + "version": "3.7.6" } }, "nbformat": 4, diff --git a/examples/Inversion.ipynb b/examples/Inversion.ipynb index 326b8eea42486812de8b0fd4ac6b6b731f45b88c..5aaea8fd61a2bb8ab3f12cde3faca92566a456b1 100644 --- a/examples/Inversion.ipynb +++ b/examples/Inversion.ipynb @@ -19,7 +19,9 @@ " # relative import\n", " sys.path.append(os.path.abspath('') + '/../')\n", " from corbam.utils import load\n", - " from corbam.inversion import Inversion" + " from corbam.inversion import Inversion\n", + "\n", + "plt.rcParams.update({'font.size': 15})" ] }, { @@ -125,7 +127,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -178,7 +180,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.8" + "version": "3.7.6" } }, "nbformat": 4, diff --git a/meta.yaml b/meta.yaml index 84d97f7700c4a65fcb28dbe82cd6ec954e03a09e..23747665403eca662d7f598a20e26c12deeefd97 100644 --- a/meta.yaml +++ b/meta.yaml @@ -2,10 +2,6 @@ package: name: corbam version: {{ load_setup_py_data().version }} -channels: - - conda-forge - - local - source: path: ./ @@ -14,23 +10,30 @@ build: requirements: build: - - python + - python=3.7 - setuptools + - gxx_linux-64 9.3.0 + - libgomp 9.3.0 + run: - - dlib=19.20 - - sympy=1.6 + - dlib=19.21 + - sympy=1.6.2 - numdifftools=0.9.39 - python=3.7 - - numpy=1.18 - - scipy=1.5 - - matplotlib=3.1.3 - - progressbar2 - - pandas=1.0.5 - - cartopy=0.17 + - numpy=1.19.1 + - scipy=1.5.2 + - matplotlib=3.2.1 + - progressbar2=3.51.4 + - pandas=1.1.1 + - cartopy=0.17.0 - pyfield test: + source_files: + - dat/test_data.csv + - dat/benchmark.npz + - ./tests/* imports: - corbam diff --git a/nix/cartopy.nix b/nix/cartopy.nix new file mode 100644 index 0000000000000000000000000000000000000000..a3f90b3282ae9462fd6dd7be76fbbc466d9dcab8 --- /dev/null +++ b/nix/cartopy.nix @@ -0,0 +1,59 @@ +{ buildPythonPackage, lib, fetchPypi +, pytest_4, filelock, mock, pep8 +, cython, isPy27 +, six, pyshp, shapely, geos, numpy +, gdal, pillow, matplotlib, pyepsg, pykdtree, scipy, owslib, fiona +, xvfb_run +, proj_5 # see https://github.com/SciTools/cartopy/pull/1252 for status on proj 6 support +}: + +buildPythonPackage rec { + pname = "cartopy"; + version = "0.17.0"; + + src = fetchPypi { + inherit version; + pname = "Cartopy"; + sha256 = "0q9ckfi37cxj7jwnqnzij62vwcf4krccx576vv5lhvpgvplxjjs2"; + }; + + checkInputs = [ filelock mock pytest_4 pep8 ]; + + # several tests require network connectivity: we disable them. + # also py2.7's tk is over-eager in trying to open an x display, + # so give it xvfb + checkPhase = let + maybeXvfbRun = lib.optionalString isPy27 "${xvfb_run}/bin/xvfb-run"; + in '' + export HOME=$(mktemp -d) + ${maybeXvfbRun} pytest --pyargs cartopy \ + -m "not network and not natural_earth" \ + -k "not test_nightshade_image and not background_img" + ''; + + nativeBuildInputs = [ + cython + geos # for geos-config + proj_5 + ]; + + buildInputs = [ + geos proj_5 + ]; + + propagatedBuildInputs = [ + # required + six pyshp shapely numpy + + # optional + gdal pillow matplotlib pyepsg pykdtree scipy fiona owslib + ]; + + meta = with lib; { + description = "Process geospatial data to create maps and perform analyses"; + license = licenses.lgpl3; + homepage = https://scitools.org.uk/cartopy/docs/latest/; + maintainers = with maintainers; [ mredaelli ]; + }; + +} diff --git a/nix/mpl_321.nix b/nix/mpl_321.nix new file mode 100644 index 0000000000000000000000000000000000000000..5b546aee2c6dd53a98be0b4611d9679b0ba8f80c --- /dev/null +++ b/nix/mpl_321.nix @@ -0,0 +1,74 @@ +{ stdenv, fetchPypi, python, buildPythonPackage, isPy3k, pycairo, backports_functools_lru_cache +, which, cycler, dateutil, nose, numpy, pyparsing, sphinx, tornado, kiwisolver +, freetype, libpng, pkgconfig, mock, pytz, pygobject3, gobject-introspection +, enableGhostscript ? true, ghostscript ? null, gtk3 +, enableGtk3 ? false, cairo +# darwin has its own "MacOSX" backend +, enableTk ? !stdenv.isDarwin, tcl ? null, tk ? null, tkinter ? null, libX11 ? null +, enableQt ? false, pyqt5 ? null +, pythonOlder +}: + +assert enableGhostscript -> ghostscript != null; +assert enableTk -> (tcl != null) + && (tk != null) + && (tkinter != null) + && (libX11 != null) + ; +assert enableQt -> pyqt5 != null; + +buildPythonPackage rec { + version = "3.2.1"; + pname = "matplotlib"; + + disabled = !isPy3k; + + src = fetchPypi { + inherit pname version; + sha256 = "ffe2f9cdcea1086fc414e82f42271ecf1976700b8edd16ca9d376189c6d93aee"; + }; + + XDG_RUNTIME_DIR = "/tmp"; + + nativeBuildInputs = [ pkgconfig ]; + + buildInputs = [ which sphinx ] + ++ stdenv.lib.optional enableGhostscript ghostscript; + + propagatedBuildInputs = + [ cycler dateutil numpy pyparsing tornado freetype kiwisolver + libpng mock pytz ] + ++ stdenv.lib.optionals enableGtk3 [ cairo pycairo gtk3 gobject-introspection pygobject3 ] + ++ stdenv.lib.optionals enableTk [ tcl tk tkinter libX11 ] + ++ stdenv.lib.optionals enableQt [ pyqt5 ]; + + setup_cfg = ./setup.cfg; + preBuild = '' + cp "$setup_cfg" ./setup.cfg + ''; + + # Matplotlib tries to find Tcl/Tk by opening a Tk window and asking the + # corresponding interpreter object for its library paths. This fails if + # `$DISPLAY` is not set. The fallback option assumes that Tcl/Tk are both + # installed under the same path which is not true in Nix. + # With the following patch we just hard-code these paths into the install + # script. + postPatch = + let + inherit (stdenv.lib.strings) substring; + tcl_tk_cache = ''"${tk}/lib", "${tcl}/lib", "${substring 0 3 tk.version}"''; + in + stdenv.lib.optionalString enableTk + "sed -i '/self.tcl_tk_cache = None/s|None|${tcl_tk_cache}|' setupext.py"; + + # Matplotlib needs to be built against a specific version of freetype in + # order for all of the tests to pass. + doCheck = false; + + meta = with stdenv.lib; { + description = "Python plotting library, making publication quality plots"; + homepage = "https://matplotlib.org/"; + maintainers = with maintainers; [ lovek323 veprbl ]; + }; + +} diff --git a/nix/numdifftools.nix b/nix/numdifftools.nix new file mode 100644 index 0000000000000000000000000000000000000000..d32a34dbdb8f028f34b054ad5d2135a8e32ae2bb --- /dev/null +++ b/nix/numdifftools.nix @@ -0,0 +1,20 @@ +{ buildPythonPackage, lib, fetchurl }: + +buildPythonPackage rec { + pname = "numdifftools"; + version = "0.9.39"; + format = "wheel"; + + src = fetchurl { + url = https://files.pythonhosted.org/packages/ab/c0/b0d967160ecc8db52ae34e063937d85e8d386f140ad4826aae2086245a5e/numdifftools-0.9.39-py2.py3-none-any.whl; + sha256 = "0h8blry8qaxw8hd7i1z33c14myl5qd2k4s72siaxc3sddqm938g3"; + }; + + meta = with lib; { + description = "Solves automatic numerical differentiation problems in one or more variables."; + license = licenses.bsd3; + homepage = "https://github.com/pbrod/numdifftools/"; + maintainers = "Per A. Brodtkorb"; + }; + +} diff --git a/nix/pyfield.nix b/nix/pyfield.nix new file mode 100644 index 0000000000000000000000000000000000000000..782810d2019827182ef36fdf18c4b2b4223990eb --- /dev/null +++ b/nix/pyfield.nix @@ -0,0 +1,35 @@ +{ python, buildPythonPackage, lib , numpy, pkg-config, eigen, swig, openmpi, gcc, setuptools}: + +buildPythonPackage rec { + pname = "pyfield"; + version = "0.1.2"; + format = "other"; + src = builtins.fetchTarball { + url = "ftp://datapub.gfz-potsdam.de/download/10.5880.FIDGEO.2019.033/fieldtools-i2.tar.gz"; + sha256 = "0ybszbd9jqv7ky1v3b5lb462w4gfki3p4hwgav9zsnyfsndgdr6f"; + }; + + buildPhase = "${python.interpreter} ./setup.py build"; + installPhase = ''${python.interpreter} ./setup.py install --prefix="$out"''; + + nativeBuildInputs = [ + pkg-config + swig + gcc + ]; + + propagatedBuildInputs = [ + numpy + eigen + openmpi + setuptools + ]; + + meta = with lib; { + description = "Toolbox for manipulating vector fields on the sphere"; + license = licenses.lgpl3; + homepage = "http://doi.org/10.5880/fidgeo.2019.033"; + maintainers = "Hannes Matuschek"; + }; + +} diff --git a/nix/setup.cfg b/nix/setup.cfg new file mode 100644 index 0000000000000000000000000000000000000000..6a773862765123b01dbed4a2b85d733e104b8848 --- /dev/null +++ b/nix/setup.cfg @@ -0,0 +1,5 @@ +[directories] +basedirlist = . + +[libs] +system_freetype = true diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..e1d5d5243cd9df30f836035646edd327db21e68c --- /dev/null +++ b/requirements.txt @@ -0,0 +1,12 @@ +dlib=19.21 +sympy=1.6.2 +numdifftools=0.9.39 +python=3.7.9 +numpy=1.19.1 +scipy=1.5.2 +matplotlib=3.2.1 +progressbar2=3.51.4 +pandas=1.1.1 +cartopy=0.17.0 +pyfield +corbam diff --git a/run_test.sh b/run_test.sh new file mode 100644 index 0000000000000000000000000000000000000000..f30d598f8bb6a9ac1b8446e2ef23a3f494f6b199 --- /dev/null +++ b/run_test.sh @@ -0,0 +1,4 @@ +cd ./tests/ && +python test_ccd.py && +python test_dlib.py && +python test_inversion.py diff --git a/shell.nix b/shell.nix new file mode 100644 index 0000000000000000000000000000000000000000..be8e365f85697b98a72548315a3aad802b573ee9 --- /dev/null +++ b/shell.nix @@ -0,0 +1,97 @@ +{ pkgs ? import (builtins.fetchTarball { + name = "nixpkgs-20.09-alpha"; + url = "https://github.com/NixOS/nixpkgs/archive/20.09-alpha.tar.gz"; + sha256 = "0dxrfr0w5ksvpjwz0d2hy7x7dirnc2xk9nw1np3wr6kvdlzhs3ik"; +}) {} }: +with pkgs; + +( let + matplotlib321 = callPackage ./nix/mpl_321.nix { + buildPythonPackage = python37Packages.buildPythonPackage; + fetchPypi = python37.pkgs.fetchPypi; + isPy3k = true; + pycairo = python37Packages.pycairo; + backports_functools_lru_cache = python37Packages.backports_functools_lru_cache; + cycler = python37Packages.cycler; + dateutil = python37Packages.dateutil; + nose = python37Packages.nose; + numpy = python37Packages.numpy; + pyparsing = python37Packages.pyparsing; + sphinx = python37Packages.sphinx; + tornado = python37Packages.tornado; + kiwisolver = python37Packages.kiwisolver; + mock = python37Packages.mock; + pytz = python37Packages.pytz; + pygobject3 = python37Packages.pygobject3; + pythonOlder = false; + tcl = pkgs.tcl; + tk = pkgs.tk; + tkinter = python37Packages.tkinter; + pyqt5 = python37Packages.pyqt5; + }; + + numdifftools = callPackage ./nix/numdifftools.nix { + buildPythonPackage = python37Packages.buildPythonPackage; + }; + + pyfield = callPackage ./nix/pyfield.nix { + python = python37; + buildPythonPackage = python37Packages.buildPythonPackage; + numpy = python37Packages.numpy; + swig = pkgs.swig4; + gcc = pkgs.gcc; + setuptools = python37Packages.setuptools; + }; + + cartopy = callPackage ./nix/cartopy.nix { + buildPythonPackage = python37Packages.buildPythonPackage; + fetchPypi = python37.pkgs.fetchPypi; + pytest_4 = python37Packages.pytest_4; + filelock = python37Packages.filelock; + mock = python37Packages.mock; + pep8 = python37Packages.pep8; + cython = python37Packages.cython; + isPy27 = false; + six = python37Packages.six; + pyshp = python37Packages.pyshp; + shapely = python37Packages.shapely; + numpy = python37Packages.numpy; + gdal = python37Packages.gdal; + pillow = python37Packages.pillow; + matplotlib = matplotlib321; + pyepsg = python37Packages.pyepsg; + pykdtree = python37Packages.pykdtree; + scipy = python37Packages.scipy; + owslib = python37Packages.owslib; + fiona = python37Packages.fiona; + }; + + + corbam = callPackage ./corbam.nix { + python = python37; + buildPythonPackage = python37Packages.buildPythonPackage; + numpy = python37Packages.numpy; + scipy = python37Packages.scipy; + sympy = python37Packages.sympy; + pandas = python37Packages.pandas; + matplotlib = matplotlib321; + cartopy = cartopy; + dlib = python37Packages.dlib; + numdifftools = numdifftools; + progressbar2 = python37Packages.progressbar2; + pyfield = pyfield; + }; + +in python37.withPackages (ps: [ + ps.pandas + ps.sympy + matplotlib321 + ps.dlib + ps.progressbar2 + ps.notebook + cartopy + pyfield + numdifftools + corbam + ]) +).env