moments to shapemers.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "670643e5-35f5-40e3-9256-1df4b21cfcad",
   "metadata": {},
   "source": [
    "## "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b509b759-7453-4b09-b02c-24e9196c68fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import numpy as np\n",
    "import torch\n",
    "from time import time\n",
    "from MomentLearn import utils\n",
    "from MomentLearn import model as model_utils\n",
    "from MomentLearn.model import MomentLearn as Net\n",
    "import prody as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from caretta.score_functions import get_caretta_score\n",
    "from caretta.multiple_alignment import tm_score\n",
    "from caretta import superposition_functions, helper, multiple_alignment\n",
    "import pickle\n",
    "from pathlib import Path\n",
    "from geometricus import MomentInvariants, SplitType, MomentType, GeometricusEmbedding\n",
    "from sklearn.metrics import RocCurveDisplay, PrecisionRecallDisplay, pairwise_distances\n",
    "from glob import glob\n",
    "from tqdm.notebook import tqdm\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5721f1c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8cac795a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11211"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdb_paths = [x for x in glob(\"./scop_data/pdb/*\")]\n",
    "len(pdb_paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "117f35b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "start_time = time()\n",
    "names = []\n",
    "invariants = []\n",
    "for i, (pdb_id) in enumerate(pdb_paths[:100]):\n",
    "    names.append(pdb_id)\n",
    "    if i > 0 and i % 50 == 0:\n",
    "        print(f\"{i} proteins fetched in {(time() - start_time):.2f} seconds\")\n",
    "    current = []\n",
    "    pdb_obj = pd.parsePDB(pdb_id)\n",
    "    current.append(MomentInvariants.from_prody_atomgroup(pdb_id, pdb_obj, split_type=SplitType.KMER, split_size=16, moment_types=list(MomentType)).moments)\n",
    "    current.append(MomentInvariants.from_prody_atomgroup(pdb_id, pdb_obj, split_type=SplitType.RADIUS, split_size=12, moment_types=list(MomentType)).moments)\n",
    "    current.append(MomentInvariants.from_prody_atomgroup(pdb_id, pdb_obj, split_type=SplitType.KMER, split_size=10, moment_types=list(MomentType)).moments)\n",
    "    current.append(MomentInvariants.from_prody_atomgroup(pdb_id, pdb_obj, split_type=SplitType.RADIUS, split_size=8, moment_types=list(MomentType)).moments)\n",
    "    invariants.append(np.hstack([((np.sign(current[i]) * np.log1p(np.abs(current[i]))) / x).astype(\"float32\") for i, x in enumerate([16, 12, 10, 8])]))\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "45e9dd81",
   "metadata": {},
   "outputs": [],
   "source": [
    "no_out_channels = 16\n",
    "epoch = 20_000\n",
    "model = Net(invariants[0].shape[1], no_out_channels)\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3a7ff615",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4.55519962310791\n",
      "0.08713187601044774\n",
      "0.04645607442036271\n",
      "0.04599559861049056\n",
      "0.04528044731169939\n",
      "0.044301574654877184\n",
      "0.04363566828519106\n",
      "0.04349489817395806\n",
      "0.04345617381855846\n",
      "0.043523367412388325\n",
      "0.04329179285466671\n",
      "0.043074294459074736\n",
      "0.04314524231851101\n",
      "0.04319572044536471\n",
      "0.042745414573699236\n",
      "0.04286546311527491\n",
      "0.042515678592026235\n",
      "0.04273950406163931\n",
      "0.042625733707100155\n",
      "0.04257460259273648\n"
     ]
    }
   ],
   "source": [
    "current_losses = []\n",
    "for e in range(epoch):\n",
    "    x, dist, y = model_utils.sample_random_moment_with_close_further(invariants, jump=1,\n",
    "                                                                     batch=500,\n",
    "                                                                     further_min=5,\n",
    "                                                                     further_max=20,\n",
    "                                                                     number_of_moments=invariants[0].shape[1])\n",
    "\n",
    "    x, dist, y = model(x, dist, y)\n",
    "    loss = model_utils.loss_func(x, dist, y)\n",
    "    optimizer.zero_grad()\n",
    "    loss.backward()\n",
    "    current_losses.append(loss.item())\n",
    "    optimizer.step()\n",
    "    if e % 1000 == 0:\n",
    "        print(np.mean(current_losses))\n",
    "        current_losses = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 625,
   "id": "0381a42e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7921\n"
     ]
    }
   ],
   "source": [
    "# this is to obtain hash embeddings which correspond to frequencies of shapemers in each protein\n",
    "geom_embeddings = utils.get_hash_embeddings(invariants, model, nbits=16),"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b48572cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# this is to obtain raw, residue based uncompressed representations.\n",
    "uncompressed = [utils.moments_to_tensors(x, model) for x in invariants]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "efb57502",
   "metadata": {},
   "outputs": [],
   "source": [
    "from caretta import dynamic_time_warping as dtw\n",
    "from sklearn.metrics.pairwise import pairwise_kernels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b87b2166",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "596184947c514332ac23390f1797d5aa",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "some_alignment_pairs = [(random.choice(range(len(invariants))), random.choice(range(len(invariants)))) for _ in range(1000)]\n",
    "\n",
    "caretta_scores = []\n",
    "for n1, n2 in tqdm(some_alignment_pairs):\n",
    "    m1, m2 = uncompressed[n1].astype(np.float64), uncompressed[n2].astype(np.float64)\n",
    "    matrix = pairwise_kernels((m1), (m2), metric=\"cosine\")\n",
    "    aln_1, aln_2, score = dtw.dtw_align(matrix, 5, 0)\n",
    "    caretta_scores.append(score / ((len(uncompressed[n1]) + len(uncompressed[n2]))/2))\n",
    "caretta_scores = np.array(caretta_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8c4481dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(caretta_scores);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ed8c97e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f462bb3a7f0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(pairwise_kernels(uncompressed[0], uncompressed[1], metric=\"cosine\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2ddfa89d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.models import Word2Vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3ab2b0c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "word_model = Word2Vec(sentences=[utils.moments_to_bit_list(x, model, nbits=16) for x in invariants], vector_size=10, window=15, min_count=1, workers=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5cc390c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorized_sentences = [np.array([np.array(word_model.wv[y].mean(axis=0)).flatten() for y in utils.moments_to_bit_list(x, model, nbits=16)]) for x in invariants]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "028800c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "22e78664877742f69119555e2d4ab6a8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "caretta_scores_wm = []\n",
    "for n1, n2 in tqdm(some_alignment_pairs):\n",
    "    m1, m2 = vectorized_sentences[n1].astype(np.float64), vectorized_sentences[n2].astype(np.float64)\n",
    "    matrix = pairwise_kernels(m1, m2, metric=\"cosine\")\n",
    "    aln_1, aln_2, score = dtw.dtw_align(matrix, 5, 0)\n",
    "    caretta_scores_wm.append(score / ((len(vectorized_sentences[n1]) + len(vectorized_sentences[n2]))/2))\n",
    "caretta_scores_wm = np.array(caretta_scores_wm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "a188e9ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f4624079a30>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NDi9tdnn5dAnF3rxgWSgiv5nkvDJKuLqW8M3LI0qluDPJmOUlviuwgBHguQ5x4LIsNP/h5jF3JymLvKIXuOxNM2ptmklP0bz+vVlB7Evi0CHwGtFX1rA/zfjqdp9FUTNdVWRVjSOaNErgOh/pnV8UikVRUymDtZZKNZ0vZ1YGj+NMeB/kaaQsxp2ASulPfTyP4pMsj89E/cZ6pxXzls+NNkJ/Bgxin1+8Oj6/RM8qzTDxOZwXeI7kK1sdTrIaow1hYHh9s89a16eoDWkpeH27zw/uTSmUYZrXTY4dQ23gYJ5zaRgzTHzuTzO+cWnIJGsWVtw5SRmEHvenORudgDuTFbO04njpMM8qykrz2oUevTDAYDhaVkyzEoElCVystVwaJRwvcha5Yi0JGG+FvLzRYZZX7E1zurHPxUFMJ/ToJz7eqXG6oMnlR648L4A2P+cjHjWPErqHUxarQjW3heDuScpmP2J7EH1qkXyakXPrwNjyZaAV9GfEw5foniMxPYhcCUJwY+PDlW83j5ZMs4pO6PL6dp8PjlZ8cJI1m4Nin8BzWJYabQzjbsDBosB3JHmlOFgWRJ7LWidimlZUWrM7z/jzDyZUxhC5TrMajpB+4nO4LKi1JfFdEt/heGVQyjTmXL5H4rv4g5jIV/QjhyujhK1+xKgT8NJ6l3EnYHsQ8QfvHLBzkjIvFMZYupHL69s9EIKLw/iRHjWPK3Q+KLzT0yUc2lqGkQcWdmcZea15ab3zmUX9p6UtfLZ8GWgF/RnxqEJfUSv+4t4CKSSD2OObl4ds9SN+8eoY+PAkcLAsuTiIeHN3ziyr6MUejhBoY9keRNw5XnFpGKOMYZEpOgOXi6OQvFL8+5uHaGVIK4UjYFoqRt2AWVaz1vHphR6VqtlfFfRDn1Hik5aaeaG4P8vwPEk3cNAaPOnxymaX/mnXjrX2w4hUSA6WGYHn4LkSZS07k4xr693Hfv6znz9KYD8U3oxVpXCl/DD6F4KsVJ9rX3db+Gz5MtAK+jPi4Uv09w+X/P6f76Kt5cZ6DNbw3769z2+8vsVWv9n0c/twye1Jxjv7i+a5thGztND0QhdXShwpEVbw9t4SS9NfXSnL7aMVi6JmqxeyP83xXIErXHqRwBiD6wh2ZjmDbZ/tYcTOLGNZVGSVYpLVzNOaju+SZiVF6SIc+NWtNRDwg/tT0rLxdrm+1uFkVZ62LjaC6zqNZ828bKyAH/X54clSFKUyGGNxH4iEXUdQafu59nW3hc+WLwOtoD8jHrxEn+cV//pH+7ieZD3yQEh2ZiWxJ/n//mif3/jqJrU2/Jt3DrFY5mnFX9xNKbWh4zvEvsf1tYgra10OFjlCQOg3JllSeuxNc2pjMdrw2mYPbSxBVlMbiyehVBYsGGxTCEWwyBXrHZ9u6DFZVXhS0I9dktBjveNjLPx3bx8S+y7X1yP6cUBaaO4epwwSn2last4JyWpFUVuKuuZCPzzdqPTRz1/UmllWkRaKwJcU9ePz4YErkVKgHmi3VNoihfjc0xutA2PLF51W0J8RD16iv7u/YJKWxL6DCjy0gVIptBJI2Uxi/pu3DzDWMElrhJSsaoVShqJUXBq57K8qLgybbo2s1Iw6/mmE7FAqDbYRvtvHKxLfY57XOKcRscCQ1oqO73J/mlEqzSKvSPOKVDUe6+udgFEScGkUc7goCF2JQSOFww/vL7gyirk0Tkh8l5tHS3pRk9tPTtfMNduPPswpJ4HLW7tzSmVYFTX92Md3mqnXjxsaGncC5lnFJKvPr1KyWjFMgs/UndLS8iLRVnSeEWfRXK0Nt45WhJ4EK1jkFe8fLsEKVrVhkPiklcJiWRWqsds1hl7g0glc4tBjvRfy85eGGJqUROBJtGkMsaZpDQjiwKEXudQK+rFHN/DISo0QMEwCYleiTot4RaXYmRW8e5SxzCoEcLQqmGQVq1yR+C7KgkCShC5b/RALuFKwKCqK2tANXNJSnZtyVVrjSnFe6D1ZlWx0m0EkrS3LvGbUCehF3sfa54aew42NLtv9kEoZSqXZHsSfqSDa0vKi0Uboz5Aze9yrowRjLXcnGR4SpTR3JinDMOCrF3rktWEQedydZFwbxxwuS0Kv6fHe6Ib4rmSZV9ybZHRCn6vjiL1FzrKoiVyHbuixKmqurnXY7MPBssBxmsLr1WHMRj9kntcsC0Uncvn+3YLQdegFklJr4tDleFVwMC/ohe75Aothx6fUBiwcrSpG3QCsJfQka52AZamaz+Q0nS0XugEnq5K7JymuK9nohvRjn61+hNLNlUXgaiarkkVRAzyylfFM1G+c9uG3tLQ8Ga2gP2NKZRglPocrj1c2e+xPM3Kl0Qb+0stjNnoR+/OccTfAk4K8bh5fKo1roDaWm0crjgKPccejH0ve3J3TCVykpRnoKWtWRcUP789Q2iAkXBsnXB2Pm81Fkcc7Byu2uj6ulPieQ1ErAukgEbhCMooCIk9SKktRVfyVr2wwWVW8vbvAcQUdXzJPaw4WGVfGCT/eXbDRD7kyjClqwzQtybWhY0FKgSME+/MChEUZi+uIphdeaQTNUowzs6y2uNjS8nRoBf0ZE7gS6Ui+dqHHzqwg9l1ubPQIXVjrBljb9IRPhOCvfWWD796eUilDXiqGkU9WKfqBB9LSDX1WebNMwliYFxX3Z02kDoLEb1bZlbVhsxtxvCpZ7wRs90O2+gGCxktm3PFJy2aDkdKGi30Pi8eFQcS3Lg+5M0mptEFKy2bf53hZ4Xkuea24vpYAgvV+yCKvEUAn9PA9yf6sQGnLoqjpBh6B51DrZlKzpsmFD9wAS5MGOmtpbG1mW1qeDq2gP2PGnYA7Jymu4/CVCz2UaUbQk6ApZk6zmqyqcR3BvWlGJ/SorOZrF/rcnWWklUIbyysbHaLAwXUEZaW5fZKyLKom7eJ5CAzT3ODJZivS7izHWMMw9jhaVWx2A+5PCjzXstkLeWdvgYvg+maXYeIzWxVs9SOO04rYdVhlNbW1dAKPr18cUBtLrS3WWFZl4yjZDbzTHL3PraMlvtPsT9XGY3eWcaEfIaVgnPgcLQtqxamfjMs0rRgmfmMh3E5btrQ8FVpBf8aEXmOh+6e3Tqi0oRd6bA8jIs/h0mlfs3EdPjjK6AY+/dASLAT3Zzmvb/XwXcHRsllDN01rrNW8vbMkDJo8thCCSVqijSQJBFY4ZFXN0aJgox80/i7Woiy8vNlhWdSsCsW1taTxZZGStFBsDTp0Q4/AEaxKjbbw89s9PNchrRS3j1N6oUccObiOPE+jnBl9+Z6D7zgIIeiGHgxiplnJKA6IfIfXt/u8vTvHkbIxJtOW/XnOKAl+ol+9paXls9EK+lPkUfaq0BhZfXW7z0lasj8v+PHegq9d6DFJK3zX4fZxShK6RF4jdMfpHN+V7M0yAs9jmlXMViXK2PNFDZ7joI0ldF20KXGEJXBdSmXICkVtDe/tLwk8h29c7BOeivBWP2KzG1EqzeVxQi/y+LM7EwLXIXSb7hnXEfTjkHmhWO86jJImNbQommnNyGv2ovYir+l2qRTdwEUKSa0Nrmx6xmPP5ZtXhoSnj1/vhpyk1fnJoNaCo2XBL1wdfc6/uZaW54NW0J8Sj7NXFYDvNrltgCujpGlRrDUHy5JrawmrUtE/7efW1nC8rMhKRVoZLo0k0lpKrTEWVhWsdT1i3yErG2teIS15pckXBk9CrSzDxKNUmqyo+bfvHnF1GOOfnmSCQPLt7TGD05H+m0crhLUUyuA7ko1eSFHV/GhnxtW1DtoYksDlaF6w0Q/pRx6LXLG/yOht9Ag9Sb8bnnfyrM6mSkcfFjtLZeiELp4rmWUVea3xXUHX9Z9aQbRd1NzyotMK+lPicd4lO9OMa2sJ+/MS32l8T6y1qFqThC5Hy5JO4FJqi2MNh4sC13UwpaKoFT/cmSERCAnb/ZDLowRXCo5XFb5rWdWGULooWWGMRWkYdjwC16GsDfcnBd3QYZ5XeG6Tu766FnPzaMkwDghcSTdwmyKobpZmfHC05Md7S2LfQVhL7LvcP8kYdfxTi1zFetfnm5dHRKc7SW8dLplkNaPEZxT7ZLXiKK24+f37rGqNsYavbPW4OEzOrQ4qZZDisV/pp6Jd1NzS0g4WPTUet1fS2qaYWGmDtobDZcEHJymLvKZ3OpxzoR+SFoqdSdY4FwZNiiL0mjRM6EmMtUgBruPgOg6J7zJIfHqBSz92GSchV8YJ404zkDNZ1US+S601k7Qiry1bvaYz5ft3pixydZ6+scJy+3BJWjaLpf/s3ozdeUEcOJycuh+epAWTVcmVUcz2IMJa0RRolSH0HELfJXCbtI6UgtCX/OD+lOOsYqMbELgO//bdI3am6U/tTf4oPsmvvKXlRaCN0J8Sj7NX3exHVKpZ/nyyaoqHrhB0Qve8+6QX+7y0kfC9D6aUWjPNa7YHEbVqPEwcKbjaD6nrZsinrDWVMU0xsx+y0Q15a2/OnUmK1fZUYB1meY0vYWsQkwQuceCwN6vxXYky5lT4mj70rX7MLK+4dbjieF5yYzPGcx0cKbl5tGCyKrk/LfBch4uDiNB3OVqVbJ9G28D5UmmA//7HB/QDH89rDMXWOiEAP95fMDi9Mnhc9DzLKm4eLVkVik7o8tJ69zw99Dhav/KWllbQnxoPerdkZc3N45R5VnN9LeHaWoIjJaXShJ7LqOfjCInSNYHvcnHYCO7dk2ZD/aJQCGuZ5RUXuxFFfdpRUtXszzMMgl+6MmB/VXBvkhF7XpPXzhQTVeAY6DkejmOR1tINXQql2Z3lTNKKi4OQyP1Q/Ipak1Y1r242bZVCWJSCotKEnuZwUVJVmm4kuD/JuHeS8fVLPTzHYXyxibAfPqHN85pB5OI8YKg1jH0OlyU31juP/R5nWcX370xIAo9h3Cz9+P6dCd+6OvpYUW/9ylta2pTLU+PMu2WVV3zvzhRjLC9vJEgheHt3TuhJfun6mI1egLGNKeGl02Gaota8tTtnkPhNxOxKag3aSg4XJUngYDR4jksvctnqBewuC/LKIKzANj67JKHLOA4YJiGdyGMY+fiuizaWolTszwuUNdTaMi+aDUd7s5zJqiRwXQyWaVbjOpJJVjJJK/amGVhLXhtubHTpRh4I+OHugkHcLIe+dbSirPVH1s/FvsM8V/TCD5dGp6Vm8NAS6Ye5ebQkCTziwEVKSRy4JIHHzaPlxz7vaa6ba2n5stJG6E+R0HPIlObljS5x8NGvdn9RMO6EXBh8mKKolMETTf7X0kSwnhR0fBcpBB1f4IUBZdUUFT1HMOoEXBom/Hhvyd40Z5B4VKp5rch36Mcek6wpkIauJKfp974yirnQDwg8l3f2FmhtCE/zzMen+efdeQ7WIICNbsA8r9mdKZTRbPQCEt8l9B26gcPuvGCe1Yw74XkRsqg1tTbUGr5+sc9f3J1SVBonaMR8UVT8xutbH/sdropmaOmj36tkmlWf+N23fuUtLzqtoD9lHidIjpRUqsnnPrzxZneWE5/2oOeqiYQvDELe3J0zT2sqa+kGHt3YIysN06wiDiSOFKwKzWYvYNjp8u7+isNliS/PCpaarNb83HaP17eH5Epz/yTjyijCCElRW45WOYtScXiwxGKR0gEsm70IRzokQeO9cnEYMs1rQmXIqhpjDLOixliLELJpQYx8pOB8jH+rH/Hn96YcLksGsfeRZR6PoxO6FLUhDj68eCzqpuXxk2j9yltedFpBf8o8TpBGiffYCDJwJZ3QY5KW5IUiDl1c6XChH/Prr3VJC8W7hytiTzLLa/Kq8TbvJx5FqelFPso024LySuFFHt3QpRN4uKeLqT1X4nmNA6PrCHqxx9YgZPdORl5o0tKwPQyxWKwVHC1zvn6xjyObThFHOvRDydGyJAlc1joBEvjeBxOkaDYWrXWbFXcXh83n3upH/OYnCPiDNEswNN+/N2UY+7y0FuO5LmlZ8612+Kil5RNpBf0p89J6l+/fmQBNZF7U5lyQHhdBjjsBxTRjlATM84pZVoFtIs5pWqGNJS8VgeshheW9w5TEk6z1fAbjhDBw2Zs1BdlvXOqzlgQoCydpxcsbCZO0ZneWY7EUlWamNb3Y58d7S3ZnOdNViRawvyyJXEkvdOhEPh3fIwgcOpHLewdLllmFBrYGEVmhqLTBaIh8h07gsjPNyJOA65/Bu/zBYugvXh1y6yjle3em/Pyl4ScWRFtaWhqeSNCFEL8J/CPAAf6ptfYfPnR/H/ivgCunr/m/s9b+s6d8rF8KBrHPt66OuHm0ZJpVdEL3EwXpwfzv5VGH/XmOtZa0UExWJfNCMctKdiYZVlrWkpCLo4iyahZk/A+/eoGTVcmV4Qn3ZjkOksCX9COPWVaT15rZqkQ4sCwUs1XNZi9CCjhOS05WJV/Z6lErg7GQ1ZaONHwwSfnFa+Nm0Ybn8IfvHbPdC9johkydittHS9a7YVPklQLPcfAc8ZncEx8shsa4/MLVgKxUOA6tmLe0PCGfKOhCCAf4x8BfB+4D3xFC/J619q0HHvafA29Za/8nQoh14B0hxP/FWvvxlaznjAdHz7d6EePtJx89PxP1i0DgCHYXBUfLirTWhK7A8yQ213Qjn9B3CFyHURwgJefv+ZULvWZ/Z1FT15plVvPW3oJvXOyx1Q/ZmZWkRcnFYcDhsmC2qkBbNroBysCw4zNZVWRlTS8M2ex9uPuzqA2bvZCNfshGL6TShlESkJcKS2MQFriSaVYzyuvztMuT8lmLoS0tLR/yJBH6t4H3rbW3AIQQvwv8LeBBQbdAVzRTJR1gAqinfKxfaD7N6Pkneo4IQcd3uLoW886e5vbRir15xrxQvN5x2eyGSASOhG7gnb+ONpZ+7PPDnTlppXAEXB2FeK7kaFnRCR02+yF1rZiuClZFTakM19cicqWJKknsS9a7MYHn4krBn9+d4jmSwJO8dqHLzrRgd5ZzvCrJaoUxcCHxSHwXLBRKM80qilp/7Mns4e8gcJr0lONY5lndTNZqy7Dz8W2OLS0tH/Ikgn4RuPfA7fvALz/0mP8D8HvALtAF/hNrrXn4hYQQvwX8FsCVK1c+y/F+YXmcl8vD6Yei1tw8WpGV6nScXzDL64/szAxcyf6iZG+W8fbegrLWSNGI3tGipuMXjDsBl8cxxlqmWYkjBG/tLljmFV+90EcIy82jDIllEPvkdbPzs6gVe9OC7WHMesfn3rRgb15xfT0hDhy0dRACZmnJeifk2jim1Jb7k4yu7zV2vFh6gcMyk8yLJt+PhbxW9GO/cVX8mLTLo05+vu+wc5KR1QaLoagMpVKMu6NPPDm0tLQ0PImgP8o+yT50+38E/DnwHwEvAf9aCPHvrLWLjzzJ2t8BfgfgjTfeePg1vtQ86ej57ixnmpYkftNtorTlYJ6zzGs2eiGB27Qj3j1OmRc1RaUAiSthEHuU2iCkxXMFs7xiuqrY7kfUxiClYJ7XlNqiteVwkaONJa2a7UdR6HA8r5ikJUno4klB5DmsCktRGS4PfSJfssoVG72QRVER+y6RLxkmHj/anfDLN9YZxD5KW4axz/1pxiKvcaVgsx+xefoZPm7k/lEnv/VOyMmi5CgtsafTrTc2+iht2Z1m7X7RlpYn4EkE/T5w+YHbl2gi8Qf5e8A/tNZa4H0hxG3gK8CfPpWj/BLwpKPnB/Oc2GtsZAEMhlWhWOQ119YSam25e7RiaxCwdyfHc1zAEHgeWEtXwmRZstEJSYuaK6OEfuxx96QRVs+VzULmWuF7krSs0dYyrypmBdybrYh8h1lWUWuL48Ba5LMzzxl3fS6GEWHgsNmLyGvNqqwR0qMfeoySiE7gNta3juTKWodO6JFXmpc2PxTc6jSN8jged/JbFDXfvDzEf8CWoFK6sQtoBb2l5RN5EkH/DvCKEOI6sAP8beDvPPSYu8BvAP9OCLEJvAbcepoH+kXnQS+XhweHHkQI8ZFrnnlWn1rqcm6WZU9bFi/0Q7TNKGpQWuN7DpeHMf3IY5A0vihv7s4wwHRVcrAo8RxIa8ulYUgv9BBS4krBlVHCrcMlnuviOZJR0ljhHi1yfCG4OIz5ymYfZQ2LuqasDbHnIIXg0jAmKxXbQ8taNzyPrKHZJ1rUzcj9x33uB3ncyc935U9e+1mw9rm6mGtpeWZ8oqBba5UQ4u8D/4qmbfG/tNa+KYT47dP7/wnwvwH+uRDihzRy9Q+stcfP8Li/cDzp6PlGN2B3XiCEwJWCvNJoY9jqN26ERa1ZlYq9Wck0qwjcxipXa0OpLb7TWOlWynAyL7CyiWxrpVlkJZHfeJvP0wrfdYkcyeVxxEvrHf7i7oyfv9jnYFWiNKRFRRQ4LErN/2At4d4sJS8Ue/MC7/T4r42TZtlG2UTPadnUus/EWwp4fbvPJK24P8kRQrDR/Xj/lMed/F7e7HKyKpvv5jQdldWK7UE7/dnS8iQ8UR+6tfb3gd9/6Gf/5IG/7wJ/4+ke2pePJxk93x7GjbthramURUjoeA6b/Yii1tw9XrGqmlVvvchluqqwQlIDa90AZS2/dHnIj3bm9Ds+R8sKpS2+47DWi0mLilESYICLo+jUhtdwvCwxxtCLfYadkPuTFTiSUApGScAg8vn37x1RKMM49tjsBdw5aTYu9ROP6+sddmYZk1WFts0qu/VOcP55rbVcGiXnAv1xyyUed/IDmj74UlHppmA8TAK2B08+bdrS8iLTTor+jAk9hxsb3fOWvfVOQK4MUgh2pylHqwrPlacdLAaQBI7DsOPjS8GqVnQCF61P185VilVe456O9fsurCUB7x2t2D1JkRaS0GOWl3z90oC9WYHvCTxX8tp6wkmm6Ece37k7pdYGCcSBhyMd3rg2IPYb18Yf7y9RutkwZCzszwuujZPzfaFP0uHz8PfwqPteWu+0a+RaWj4jraA/BT7tLsuHxayoG6/yH+0scBzBVj/CDQW+49AJPPYXBdfWEqyx7C9zbh6tKLTGlY2AZrXC1gJpmy6ag3lBVWvmWcUsV1waNd0nk7zGkU1OrKwsx0WJ9BwQUNcaRwiiwOHGRofAc05fI+POJMWXgguDmNh30AbmecmP9xb8yktrT3W5RGuw1dLy2WkF/afkp9lleXYiWOQ106wi8pse8ONlSW0M3cClrDWuECzzivcPVuRKs7/I6QcuWWVQxqCNpVSaO0dLLnRDHCkJXEhCn2HssTfPyWvNMPG5MIzIK90UGqXl6lpCmivyqkQK2OiH5+v0dmY5m/2QxaKk3wtP95ieFjKN5YPjlF95ae1TL5dolzm3tDwbWkH/KTnrqTbWcrBoROqskeWs1e5RK9UeTFWUSqONZZHXCAnjOMAxgmleMV9VVNrw5u6MyHO5vh7TD3xun6zonlrKrncD7k1ySm1RNCvo8Fy6geT+LMNzBb7rUNUGgWCtE7DWDdkqa9JS0098bgj4YJbx3v6SvTCnH3k4UrLdj1DKUmvDqtb4qnn+qlCUSlPU+hM7fB4UcGxjEdwLvXaZc0vLU6YV9J+S8nRz/cGixHclkedQa8PdSXZeAH14pdqf3DwmdB2MAG0sk7RCYFnvhiyLpuhoraWsNXmtiUKXsQwAwe68pBM4RJ5LP/LpRC6ekIBAYAkDFyGav1fGUijDWjfCFYJCGTxH8sOdOQ4CJDhYenHAQVYRuS5OAIuipqgNb1wfcmUUE7iSP7k1IfJA41AqQ1EbXt5IOFmVjDsBAtiZZljb7FE9E+iHr2DuTTPKWtMJ3HMfdfj4fHtLS8uT0Qr6T0ngSnbnOb4r8ZwmxSAQJIHLyapkf5GfuwgCjVdJrvjBZM448Qk9h0oZam1IApdu6DNMfPJKMy9Kbqx32VsUWAtRICkryyJXhK7geFk2uzvjZi3cWidgktWkVoHRzcSosSReI/gnq4J5JgDJMHG5PcnwHIHvSCSCZVVzY63D17eHjDo+AshrzZVxwt1JynRVU9Yai+XGWsz19Q6LQjHPGhMxIcBx5Ol0a8PtoxW3j1MqbUh8F0fCIPKZptX59qZ2mXNLy9OhFfSfknEn4L2DJb3Qw0qL0pZKazZ7TS76zEWwVJp5VnN3kjHPSxZpxaVBjOcKCqVJK4XnNENAw8QnCQyLomSjGyIk3DpccbSskIC1BtcRpKlC1s00qOc4pKVqul+sotaawHEYhB4Ih9AXbPdjlqUiCdwmJTKIGwvdZXN1cWUUEYcul8cxvdDl7klKWig2eyHXxh0Sv2CtE9AJPYaJjxSCeZqjLCSBi+sKlLFMsppwmjHqBHz/brOsoh+6lMpy5yTjlU1B5H/4T69d5tzS8nRoBf2nJPQcroyb1IM6HYnf6kfNFh/RbDCa5TVpqfAdh2VRMstrFpXiaJmz1o1QyvDBUUqlFwxjn3En4Oo4YX/hEbgOF/sRd45SHClQteIobQyxLg4iLAKDJS1rjBWMEg8pJVJYQtdhlASEgWSRK97dX9INHV7dWKPUBqUN+4uC2hhGYYArIM2bNkaJaHxZ/MaXZZT41EojpDhfwiwFVNrSCd3zqxPPEcS+w+GyZJpX9GIP33OQUhD5Tb7/5mHKz13qY619osnSlpaWJ6MV9KfA9iDCWovvOh8pCo47AbHv8ic3T0gCj1HicbSoQMCNcQck3JusuHOckoQeX93ucrAs+Tc/PuDnLva5OIy4O03JK0U3dDialKyKxqVxLfHRFrb6PpNMUSlNEjhsD0I0cHmYcDgrWBQlb+4VJIFEAErDn9+f85WtLkng0400nisIXYdZquhFUNUabS3DJOCl9Q7Q5McvjRJWZU1WNsXQ17f7HC6Kx47rrwrNZjfgeFWDK3EExL7DwhGMO0G7zLml5SnTCvpT4FGTj+NOwMmqpBN4vLbV5XBR8PbekiR0kAiQlnmmmOfN+P2lUUShLFdGHQ4WGe8frpp+caU5nJV4ruDKaYqmVpY4cLh/knOyqrg87rA7tczSmsNlxcVRTOhJaqt5Z3+J60rGSUzHb5ZfzFYVx8sSKUusEXzj0pBSaWqd4nuSdw+WfPvGmOtrnZ8YHOpGjT95pQxpqdjsR+zOskeO60+zEq1hoxcwz2sK1bRZvrLR4cbpiaKlpeXp0Qr6U+LhgZgHRXDcCRklIYG3Yp7XWGspak3iO9w+rllPPALHoRf5LIsapQ2VASvAl5LtcYTWll7kobRlmlcUyoAAZSxHy4LaQOA5gOVkWVFUmklasbsoWIs9QBAFHlYIiAz3Zhm//to6npQUylBWhr/00pjId9idFRzMCwJHsj2MP3ZwaHvQuDI+alx/lPjnHT5riX++X/Ur2/2f7S+npeUFoRX0Z8SZCDZOhJqdWc7eLMNzJZeGCZO04vLIJasUoe82NrS14s7Jilo3AzeHyxJXCLb7IbeOM7SxCCyrQoG1SAzLUmOMJQkls6zAd1wcKbl1mBO4grXExwrB3jxnsxcwTgISX1Iqza++vIGxTcugtWBoesIjz6UXeZycbh5aFAptLYnvMjztzDkrZIae89hx/dBzPvV+1ZaWls9OK+jPiMCVLAvFJC3xHYfLo5iDRcF0VbI9iPnKhS6OkEgp+MH9GfvznMRrerwny4qvXOjiCoGylptHKYui5t40I/Ka9MxmN+T7d6fEnkNpLE4N18Zd5kXN0bJkrePhSodZVlPUCq0Nh6sCay1ZJfj29TXKWnN3kjHLKi4OIyZpjUAw7vp4jiTLGxtdAFcKKmXYm2WMOyFScH5F8nHj+oPY5xevjn9m33tLy4tMK+jPiHEn4M6dCa6UuI5gmSrmec1RWvMH7xzy0kaHr10c8OpmD19IdmY5u4sCISybvYDaWA4WOdZappkm8OBCN+RgVXK4aOwCjlYldWX42qUe7qmXeOS75yIsBGyNIpZpxSKv0aVlvRPgSYdpWvJHt45RyrA7z7l5uGTUCXl1q5lu3ZsXHC4K1rsBSeByYRAxyyrSwrAoKr62PWgLmS0tXzBaQX9GhJ5z3n9+tCx4c3dOUSmGkYuylpNVyXc/OOHl9S6BK3n9Yo8razHf/WBCVmnysmZvUVJUmn7iIZSk0hYhYFHWHM4VjhTUwjLPa6RwGHU8NvsBaVVR1hYhBUWu6cU+3cgj9Bxeu9DHKMW9SU7gS2armk7kkdUKkRX8h/cKCm3ohC6bnRBjLLOs4vIoZqsfYXuWrGp3fLa0fBFppzmegLPx9VtHK3amGUX9ZFONvchj3AkxtvF22erHrHWjJorWTS681prV6euXyjBMPEqlyWoL1tCJPLS2SAQnaVOsvLm/wnEkV0cJceCRa8sgcQGLMbDdj0lLhScFl4ZNcdJ3Ja9u9vi57QGzXFFoQ62gMpr3j5a8u7/kT96fsLcskAiGsc/OtGCeVax1A2ZZBbRDQC0tX2Ta/5mfwJmYG9v0UBvLE4v6uBNQKc0srdDacjp7Qz/0uTyI6EYu01xxoR/iOQ67s5ys0tTKELiCjX6ENY0xVnb6OkWtyVXN/WnONCvZ7Acss5KdaY7vNPnvrDK8utVlcxBhAd9zuLHeYVnVuI5gltf4juB4VTBZlUgrwFoqa6grTV7VZKWhH7uktcaX8nzNXKU0tTb8yx/t8rt/eod/+aNd9uf5s/0ltLS0PBFtyuUT2J1mTLKKstYUtSH0HAJPfsRN8XGcFQvfO1yiTxq/lrVuyDStyGvNIlfM05rAFXQCj2VeU1vLMPEQQiIQnKQ1RaGJfJdCCNJK4QqBFHB/kvPV7R7Xxgl5bTBW8NpWD09KhKBxgVzrcLAssMY2ToeVJvZd0kqxLBRSNJ9nklkC6aAETNIaY1OKWjOIPW6sd4g8BynAkYI/fP+IXuiz0Q1IS81/+/Y+v/H6Flv9drNQS8vnSRuhfwzFaReI0oZFrlDGssybPvG7kyeL0kPP4VdurPHyVh9lDEfznJ1pxo925xS15tIoRgLTtMJ1BOPYpxv6rHUCrq4lbPdCHFcyXVXkhSbxPS70IiJPoq1lltVYBFdHMX/ltQ16ocfWIKQX+mSV5t2jFYeLnONVSex7aGP4xqUhAKuyZpIWpFWT+qmV5ubBkh/vL5ilFUI0S6zvnKRcW0u4OIz58f6CXti0Lk7TmrRSKA1/evvkGf82WlpaPolW0D+Gk1VJErgsCkXgOUSeg+dKlrk+d1N8Egaxz7evj1jrhKSVwhrLKPLZ7Ia4jmR/UTLJKwLPIQkaXxRzuu7t+kYzFh+6kte2Er623cNxHVwhiX1J4Eq+stXjV1/dYK0TUCrDS+tdpmnJzjRjHLlc6MVEvkMv8bgwiIhcidIGz5Ws9wJ8T2IMZFrjIOhHLid5zfGqYtwN6IUeO7PG73yW1XiO4HhVYjnrRRd8cJI+cW2hpaXl2dCmXD6GUhnWuwH3pxndwMMKwEJa1by61WkWNjwh2lh+9ZUNfFdy5yTl7knKneOU+9OUju+CEKyKim7g8WuvrpOWir1ZzioX/M2vX+CPbx1TKLBKNbl8Y7k2jkhCn+1RRPDAsM8g9gl9h1prdueaXujy+oU+jhT84N6MC8OIv/G1C7y1M+f2SUpZa3zPYZVqSqUI/ADPEYS+xHMljqQZZgIGscfBvCQJHNzTokCtYRT7rad5S8vnTCvoH0PgSoxtBmimaYVSFgFsDyMcKfHEJ77EOYtCUVSK2ljmWc3xqiCtFQ6STuRjjWWeaRCNf0sv8rk0jDlalRRVY2H7/mFK5DvEroDQYVUbAt/ww3sz3hRzXr/Y41uXRxS15nhV8fqFfjMgVGvuT3Pq04LmqOMzSgK+/dIandDjv/nBLkopuoFkLY4olW3+YViBRHC0rNjshgB88/KQ/9veHaQIiAPIK8OyqPjLL69/qhNcS0vL06cV9I/hbLXaMPYxxiCFxFjLOA4+leVrUWtmaYkjJZHvULia9w9XBFIy6rpkZcX+omIt8chOtwWVdckw9shLxSSt2exFCNEYc9VG4yhLXtUEUhL7LpU2fHC44vWtPmnZWOBqA4jmBOJKwXFZs9ENmGU1riPpBB6h73B1FCFlgiMEh8uSw0XOoqjZDl2EhMCX9E/H9bf6Eb/+2gY/2plzsqroRR6/+soGg9hHfooTXEtLy9OnFfSP4UEXRRUHZFVN1/OIfOeJFhuf7dJ8/2DJ9HSMfpA0hclh5DLNNctSM001vchFG3Bdh17okVea79w6YXsUsb/IWeQVjoCjrDwtcDps9UM2BhEX+o197yyreWtv3rg5YnlzZ44Vll7Q7Ac9WVRs9SKwgt1pzvV1h0VWM+40boi+JxnGHlrV7C9qlDFcGkZ84+IAz/3ws37lQp9u6P2EXXCbbmlp+XxpBf0TOBP1i5/yeQ/2r5+k5fmGnlpZPjhZISwEUrDe8VkU6nT6slkAIYRASnj3cMl370zQ1jJZlkzSisCTJL5LbWGSKS7pJs2hjAUsf3Fnyno3YFVq1jsBP9qdcUCFxfDV7R690EMIqCpDXioMjR3AjfUO+4uSw3lB4Hv88o0uv3h9zHo3QEr5kWGiR9kFt57mLS2fP62gPyNOViW+65x2yni4stk5qoxFa8uiMsSeg7WANUxXFZdGERu9kFJp3j9YsjvL6IQ+kYS395YUqqYbunQjH6UtG0nMziRjrRNQa8P+oiQJXZLQY5qWLEvDxVFMXjZFTyEkg8RjWShCVxL4kr/+1S3+6P1jTlYljoCvX+ozSxXXN2K2+iHGwNGy4Beujj7y+T7OkKulpeXzoRX0z8hZOuVhy9gzzuxzK20Yd3yOliX6zLtcGVwhuDiKKGvDuBOQ14Y4aOx2/+LelPcOVmhtqWvN7WkO1hB5DrWCWdoI+zTLuHlkcKSgF3nkVc03Lq2xKDSdKECZkto03uubvZC0qLh5kDJMPF6/0MPYpvvm2nrCd28V/Hh/SexJfuWlDS6vRRgLvivoun4bfbe0fAloBf0zcJZO8d1menJ3nvPewZLNfkjgSBCi2dZjfHxHYi1s9ELe3Z/jCkngSW5sdIgDl7wuqbXl9Qs9dmc5f3F3SqEMkStY1JY7k4yTtMT3JJ7jgJTEnsR3BEVtEFjeP1wghOTl9Q4nqxrPlWhj2eyHZJWmH/kcLgoqpVE6Z5B43J/lTW966LE/K3h1q8/2MGJVaGZ5xTeiPv3YP98d2tLS8sWnFfTPwFk6xVjLwaLEd5sc8zt7C9a6IZeGEf3Q594kpR/77E4zlLakpeGVzQ7Jyj31RLFsdgMKZQhch9iXjBOfvVnBvGhy06VSpKUicAWqMiA0oyjiJKuodZMXL7VhVSjySnFvmrLZDcjKmsOlRgiIpKBQikvDhG7o4knJybIgDjzuHqeUtcXSWO9WCnSl+OA45fVtty12trR8iWgnRT8DpTJ4jmCWVfhukxvPa43rSJLAZZ7XdCOP9V7IziTDdSXLouZ4WfCntyZEvoOUAkdAWVtcIVjrBiSBR6kM427IpWFIWhuwILBUCoS0xL7DJKtJC83FfoTrSELXoRe6aCNY5grPcSgqjVKGC72I0lpGsQcCAtfB9ySbvZC9ec48r+mEEmsti1yRhA7d0GGSVedLLNp0S0vLl4M2Qv8MBK6k1pZSNXltgLzURL6DKwV5rSlqze4sY1lpYmuJQ5efuzzgcF7wwcmKvFLUqvEyHyY+jiPOx+q7oYcjHPqhy2QliD2XXhwQOAJEI+6uhGtrMcpYrIW1boQQsDvLWVsWdBOfv3Z1iLGQ39H4UjDqBlweJQDsTNOmz70y5JUhCd1TrxrN1XFMHLRFz5aWLxutoH8GzgaOhIBaGwQCBMRBI4oWy/48Jys0jmhSLYbG03xR1LxzsKRShmHi0wtcjpcVJ8uKSje2uaMkpNKKtV6ItpZe4BIHDkerCldItvsBtycZxopTe1yJ70qOlwUX+gHrvZDAdcgqw1Y/5GsXe+zPi1Pxt6fCrbg0iklClz+9OUFnNXEgka5AacNL64PP+2tuaWn5lLSC/hk4a9kTwN1JRhK4vLzZ4WhZsj+v2J1lnKxq8loxSnz6kc+qqPmj92ZkpUFbQyAFu7OcshPQD1wEoA2UlcXEhrw2FFVJ4EkKpUhCn197ZYPNfsgw9vnBvSl3JylCCLQxnKQly1yhreG7t0+4Ou4Q+Q6zrGKz1xQ7F3nN3ZMUrRsLg07osd4N+bVX17lzkjHPK7rtIueWli8traB/RkLP4cZGl+3TAZtSGTqBy63DJfvzknHHoxe5vL07RwjJ8TLHAkngopVgXmqKqsYqgz9OmuGcUczhPAcs18YxHxxnLPOKXuhRKUWhFKu8IglcfuOrW9w+Trl7vOL+NOP9/RRtDZeGPYanbZLVfc2rWz1GScAwdpECLFArg4/kx3tzANY6AV+50DsvgD6YM/+k9syWlpYvDq2g/5ScRetFrXn3YIEyMO54RJ5HUWuujGN+cG/OyVIx7noEnsOkNM2auUqT+E10vsgVndCjH3nsznK2+gmXRjHKhBwtcnbmObO85so4JolcBnGf62tQVAqkYFnWeI5DEnh0Qg/fdTla5dw+XjFIPFZFU7QtlMIC1oIUknf2ljjbTR/7o8T8rD0z9hs3x51p1hZKW1q+oDxRl4sQ4jeFEO8IId4XQvyvHvOYvyqE+HMhxJtCiH/7dA/zi82Z8K3yxje9E/jcm6yotWGYBHRDl3HPI/Qlk2VFqRUuUGrN3iLnYFlQK83xsmRVGkadkO1ByCD2CF3JNFOME59R7LNIa/6rf3+b//o7d/jjW8f0Io8L/YhxJyT2nNOTQ7MFKT5tp9zoRoSeZLIquX24QhtL5DU96MYagtOT0sMifdae6bsSIQS+K8+nX1taWr54fGKELoRwgH8M/HXgPvAdIcTvWWvfeuAxA+D/CPymtfauEGLjGR3vF4YHUxHTrCR0HTSW41WJK5pOl5OjVbNHVMDL6wm7i5Je5KJ0zVJo/EIihUNeajY7Ab7TbBG60ok4TksqbXnnYE5tDB8cZ3Qjl1oZtIE/eOeAlzc63D5KGScBq0yRKYUQTaE0dB0cRzLuhviuJPQcZnlNJ/DIlcYC9yYpadn4yIwS/yfy5mfTrg/iOYKsahdZtLR8EXmSlMu3gfettbcAhBC/C/wt4K0HHvN3gP+ntfYugLX28Gkf6M+CJ80XP5yKuHNc80GaISzcOliyMy+otWGz57PVT1jvhCyKisARzPOyKYway1oSIgFtLQergsuDmK9u95p9oFJyb7bkz+/NsarZLjRdOXi+ZKvjUynBstRklWWRV/iOQ143/fH90GWRl3iuw0trTZviIG78X1wJ87TkTq5wpWCjG6CU5ft3Jj9RDD1rz/TdD0dFz5ZotLS0fPF4kv+ZF4F7D9y+f/qzB3kVGAoh/nshxPeEEH/3aR3gz4oH3RFj38FY2Jk+em/ow6kIZS15pfjRzpxB7DGKXVwEO7OCceLy9Ut91jsBjoCO77HR99nqR6wqhRHNtp/QcbFWEPsuykBWa368t6CsDVltyGrNNKupa8O8MAziZpE0NH3ka92AK6OYZV5zuKwIfY9ro4Q48IAm1//KZoe8MuzOCiJXstYNEUJyYRSRBB43j5Yf+ZzjTuP7XimDtZZKGSqlGXeCn8WvpKWl5VPyJBH6o5w87CNe5xeB3wAi4D8IIf7YWvvuR15IiN8CfgvgypUrn/5onyEPijRwHpU+aq3aw6mIyHO5c7LCkYIk8LBWcKEP2hhqbZFC4DqCX7o+Zp43q9ze3V8QuA6rUjGMfUIXOoHLzcMV37g04O4kI680Gx2fXFmUNuS1YppVYC2/eG1EXRsQDqWu2JlmdCOPb98YUytLL3I5SivGy5y1boTnCLb6EVmpzjciuVIQBi7r3RBPiua1H6C1yW1p+XLxJIJ+H7j8wO1LwO4jHnNsrU2BVAjxB8DPAx8RdGvt7wC/A/DGG288fFL4XPk0+eKHUxG+I5ikNUobJlmFtYbYb5Y9r0rNMPHZ6scErsRxHA5mOfvLprVRioDIdyiVwVgNUrDWC/jgJCUOHQZugOdI3jtYoJQlrRS+Izhc5MSBS1Eabmx0UUaTBB73pznD2COrmvVwN49SQtch8F1i3+GXX1rDCihKTS/x6UdeM4RUKjrhT/5zaG1yW1q+PDxJyuU7wCtCiOtCCB/428DvPfSY/zfwa0IIVwgRA78MvP10D/XZcibSD/K4fPGDqYi8UpykFUoZ+rHPRtcnqwzHixKsJXDg/cMl6jQPXmtDqQ2J7+E7DqNOQDcMSEKPWa7Y6kV0gsYUS1hBVqmmWyb2CX3BOPYZRD7TTLE7y9keBYxiH0dI0rzGmiY1UynLxWGIKwTTvGZ7EHFxGDOIfX7lxhr92KPju3hSkJWKaVoSey63jlaPTTWdpaU+7jEtLS2fH58o6NZaBfx94F/RiPR/ba19Uwjx20KI3z59zNvAvwR+APwp8E+ttT96dof99Pk0+eKzqFUK2Js1A0N/9WtNY888U6wnPt3QZZ4rtgYxgSPZ6EfEbmN7q7XlG5e7AEzTkmmaU5U1h4ucslbsTHIcR9BPPAaRxypvlkr3ooCvXRrwV17b5FtXBlwZJvTCgMujiPVuSKUsnuvgu4KtQYTrOPRiDwsfaTUcxD7fujrCcWCaVeRl0x0zySrmWUVW6Z8Q7E9TY2hpafl8ENZ+PpmPN954w373u9/9XN77cXyWqchbRyuOlgWx7zJZlfzRzaPm+Y7kW1fHp1t/LOr0ez5cFLy1M+Mkq8nLmt1ZQRK69EKXta5P7PkELkjpsMxLDpYVaVGTVprNfsDXLw25MkrwpOD+JCP0HH7ttQ3mWcWf3D5h9zTlcmmcIBAMY4/AbZY831jvPPIzf//O5HyBtdKWSmtGSUDsf5huORNz/4ErljOv9DYl09Lys0MI8T1r7RuPuq+dFH2Az5IvDlyJlIK0UmgLV8ZdBJZu6LHVD6m0wZWCwJEsTz3LXcfBdzSpgSvjGCEE24MIRwqWWc27Bxmvb3VxHMlXLnQ5WJbUqllUcWWU4DsSpS1J4OBKyTKvmaQV2/2Iw3nW7CBdVVwZNQ6MndB7bKvhyarEWoh8ByEE3mldYFXUOA9stmh70ltavvi0gv5TMu4EHC5ybp9kdEOXfuhwb5qhsbzqdUgrxc60ZL0b8O7BgjtHKZ4r6EYuk7QgVwatDB8oQ6UteVlTGMvRqsJxBJdHCRcGMbeOVs1OUm3AWJZlTRx4fPPygJ1ZI+LjTsDf+Llt7hxn1NpQKM2FQUylDU4Nb+/OyWpF7Hv0QpdxJ2iEOnBQxuI5jYC7jmBRKDYeOAm0PektLV98WkH/KQk9h34ccHGgmedNLvrnLg4QUrC/KLHG0o88HAmH85xpWrPe9+j5Lp2gWeZ8vGq2D3mupFQajOWOgMBxcLG8cWOdjU7AZi+iqDWZUlwcxnzlQo9B7JNVmvg0wobmeR8cp0zSil5YEriCwPGZ5zVSCOZZiSsFxTRrXBcDj5O0aVl0pSCvNAI+Uj84swyGJjKvtW23GbW0fMFoBf0p8dJGFyEERa2ZphWl0kxWJa9f6OO5kvcOlniuy0bf4jkOBkHouezOZxhrMRY8I6i0QSKwVtAJXHYWFd3dOZfXEjqhy6++uv4Tef0Ho+ei1kyzikHss9ELqLUlrQyVKQk8B8+R1MqQlopxJzj1c7eME59VWbPMFULAV7f7H3mftie9peWLTyvon4LHFU3PBNVYw/48x3ca4TQWjlclFwYRvcjj9e0ue7OcyarGWEvkSQLPIfYkq8JQKkXsNX4thdJoa7FGc7KqsKJpLyxqzTevDD8yov9g9DxZlQgaP5dhEnCwKIh9h715wWYvOD/ZGGMZxM0U6ZlQSylY7z6+GNz2pLe0fLFpE6BPyMe17Z21PB4uCoyxHK4K7pxkuLIpXs6yisCVjJKAfuyf5qFtY4oVB1wdd3htq0c/DnCEoFQGpTS1UgghWZYKbSzr3ZBJWvL9u9OPtAs+2Ea5KOqmbbEfEnoOviPBQq00u7Mca8FzJK4ruX96Ejh7/o31Tht1t7R8iWkj9CfkUdYARa15c3fGMA4QwCyvWeY1ndDj8ihCGcvOJEPpgGvrCbuznMmqJKuaSHx7GLHWbaLoSmusthRKI6RloxvQCZvxfN916EWNz3mgHBZ5/ROWBA9Gzw+2Fw4Tn3uTFGi2W9TGYIxl1GnMuvic2lZbWlqePq2gPyHlac/13qyk0oaqUhyuSowFuS7ohB5FqVjrBoySD4uJ672QrFLM8ppZWrHRCYk9F21ASkvgOiyLmmlW0Uk8aixrXkAv9OkEDo7j0A1dtDHszXMETQ6+VOaRx/lw8VIKwTAJMAaEaD5HGDhEnkO/52FaPW9peW5oBf1TcH+akfgeUsDN44xKKS6NEkAwSUs8T7LIKrqBh7aGyapmVVaMO42ov7TRRRvD8d6cH+8sqa2hFzTdKb4jSPxm/2joCbSyHK4qlLGUtWac+CzyGikkndBhaxCyPYh+Ij3yqOLlS+sdBpH3yMEg71HWay0tLV9KWkF/UqwFBAiYZzVYCD0XgThvN5ylFdZaducZaanpRx5b/QjPkbx/uGSrG/DW/orDZcGo65EXip15jjFwfa3D9jCiUoYPjlcUqkmH3D5akJeGPd9ltVaz1glY6/Y4nJf88c1jroxith/Kez+qeNm2Hba0PP+0gv6kCMGlYcThsuDuSUZWKSLX4WCZU2vDIq+wQD/ywAoCt9nTKQVs9EKOVgU/3F2QV5pe4OL7Dr7rYoQgKxSrSlErQ+g7hK7L/ZMF9+cFgSvphYJlrXj/KGWjF7Iqai70YnqRx0nWvO8nFTPbtsOWluefVtCfkMCV5JXGWsH2MCKvFO/ur5rpSgsnWYWqDNvXI+ZljYdgVda8utkDoOu73DpOcQVs9cJmcUVV40uY6mYlXKVMcwWQVyzKmm4gcaTEIEgQIOH+NKcfB0RB0xqpan2+5/OTou227bCl5fmmFfQnZNwJzk2sxonPm7OCYeziSsF7B0s2egE3tjocrUreP2g2//Qij8RzGjtbbbg6jNiZ5uzMCza6Pt3QY1XUgGDYCQhcSei7KG2bDSJW4EgHKSyVAl0ZZlmFMYZ+7KFMM3rfeqq0tLRAK+hPTOg5DJKAolLUxhJ7Emsltw5TJmlJL/Q4mOe8f5yx1Q8oKs0sq/g//8FNNgcRSeCy3g3oRh4Gi7AWTwjyyjBKPMaJD1jSvCYJHIQBxxPUWmEsaG0wAqSEy6OYWhtOViX9yKfSGeOHFjy3tLS8eLSDRZ+CxuI2ZLMX4riSShuEhEuDiEIbvnd/jraW2PcQQjAvFMYKjhYlncAlqzTX12NiTzLJmpz5tVHMX3l1g07Q7BJVxvLqhR6XxgllbcmVJs1rKm1xXMm3r49wpcP+rGCU+MSeQ1lrcmVab/KWlhecNkL/FJx1ikxOu1n2FgVZqYm7PrHvkO0rhqFLWqomNROHGG2ajUYGtLFMM8VGJ2JrEPPV7T7GWGZZzeVRgqXZPxoHDkfLAlc0OXPtNXa8V4Yxwzjk9e0u9WlapjaNqdc8rfizfMJWLwJ4Yj/3lpaW54dW0D8FZ0XF+9Oco0VBP3AZxT6zXKELxWYvJAw8fM/BaENRKfbnJYVqthD5rmWWK37x6oiL3ZCdSUZaKZZZzVrX5ySrWWUKhaVWhk7k8etbXQSi8SYXMIw8itpwbS2hVIb9edH4o6P54DjDGMulYXxuTdB2srS0vDi0gv4pCT2HTuhwaZyQFqeReKK5N01BwGxVstUN0I7g7iRjUVVs92LyWvHBpPFSuTfNWBXqvFvmzizjx/tzXNfhyjBmMwl5e2+OMo3HeeA6WEBpTVZr7s8a4Z7mNZ4jGXd8pqlqirC+xyyruTBoIvUn6X5paWl5PmgF/TMQey7dwKWsNbOsPBV2wUbi04s90lJRK0uuDDfGHaSATFmK2rDR8ZmsGp/0w2XJuOPSDTzyUhG4DoWyTNIaz2vcGldFzYXNiINFSVFZsLA/LzhZFvQjn1EnYHean06idnAdQX6aS2+7X1paXizaouhnoBd5XBzEXBo16+NqY1AK1rshFwdx045Y1owih9B36Mc+roCro5jId1kUNb3Iw3cF07Sx0g0cySKvUNqirOb6OCF0BZO0Ym+ao5Wh1hohBdfHCVuDmMNVwapU+K4kCV2cU3dH32l+re1GoZaWF4s2Qv8MnBVHt/sxWJilNauqxlrLSVqjjMH3HJaFIpBNj7kjBZ4U3JvlhL6LIwXGQKUtFxOfw0VB5LtsD0PSUlEpe/64TGnyUjHuhnR8lyRofm2XBjGBI1nvBKRVTVoqoMmhV8q0o/0tLS8YraA/IY9abpGWCmuhUJrYc1iUCmUsrpRs9UK0bjYRFaUirzTGd7jQC5EC0qpZYBGfGnodLwu6ocfuNMdaQxR4JIFLJ/QYRB7aWvqhz8EyJ6sdAsehH/kEnoO2jQPjRjcAIZrtR+KT7QBaWlqeL1pBfwLOllv4rkPsO9TanhcbzyZI701SjlcVk7TCcyQXBiEvb3Y5mBdIAReHEUI0Hl+RKzlcVRRKkzY+uryy3sF1HW4erbg6jBh3fCplcKTElZKTZUESeAyjgKNFwTDxWesEeI5klPiteLe0tLSC/iScLbcw1rI/L1kVNYuy5tZRyqjjoazlzklOWtZM0opCa+6epHztYp+XNhJC32EUB4Se5O29BdO04uIgRArLyaoGY1nrhxgNN9Zi+onXLJBWFRtdHykEgeeQV03xtRd6jJOAShm2+tEjbXRbWlpePFpBfwLOllscLAqshUWhSEvFrcMp1za6FJVmexDxnTsphWqWVgSu5J2dOa6UfPvGmNcv9DhZlYw7YXNiWOTcn5VcG8d0Qg8pRTMN6sDupKDjBwwTj3nedMw4AtY7AYHvoJThyjhpB4daWlo+QivoT0DgSnZnzfLnaV4hhGB/WZCEHo4QWAt3Jiu2+wnaWKyFrFL4nkPgSPqhS+g1W4Zi30EISeg63FhPsMZwnNaEXpPKyWqLAY6XObePFJ3QZdzx2eiF7M0Lvrbd48bFQSvkLS0tP0Er6Dy64HkmmEWtKZXh/cMVo8SnqDVFrai15WK/2RvaCV2yA0MnhFESMkx85nlNpRQGe74uLnAltbb4brMI+vIo5gd3Z+zPMvqRR15r9mYlaz2PXGkQFseRaCMolSUJXELf/Qkx/7jjb2lpeXF44QX9UQXPs5F5gJtHK7JSEXmSg3lBVit8t+lWqZSl1BpHCpQ1LHJL5CtuHpYoA71QUkvDu4eNnW7gORSVohv5+I4AK+nGLu5ckiuLNpatfuPIOMtqLg9jRp2AUmkC1+Gr272f2AH6ccffinpLy4vFCz91clbw9F3Z7PZ05fnCiN1ZzjQtcaXk0ihmmPgMYw9jDALYm6VIAb6UvLqZkNU1d04yrIF+5JBXlrRSJL5DqTSeI7FCsMor5lnN3UlKXii+eWXAjfUOw07AWjcg8RwcAXHgNSZcVjCIm8GhhweFTk4XVZ+sSu5Oso/cbmlpebF44SP0s7w2NNHuLKsoao21UNaabujhuRIPyfYw4mgpqJVlVWgS3yEvNdazjDoRv/ZywJ/ePm58XWaw3om4MEiYpCWrUgMC1xFM87qJoH2H28cp87zm4jjGd2RzgnEkm/2QccdHIBDCEnjOIweFFoVinpUErkvkOShtOVkVqDjg4s/+62xpafkceeEF/Syvbeypc6Er8aREW8vRqsT3JP5p6iJwHTa6IZHbFDjPhorySpOWisNFhkDw9Ys9BJL3jlb86e1jLo8Sfv7yEGvhg6MVnuvgyArfdfjado87xyn3Twpe3kyaPaWLElcIIk8yy2pi32Uc+z+xDBogq2qkkHinkbvnCmotyar6Z/5dtrS0fL688IJ+7nGeVef7QWvT9HeXyrC/KAm9ZtWcMpas0nieJA5dtLGYFJLAZW+Wc/M4wxGCk0whpUACxsA0q1kVmgNRsDsr0Gi+dWWM50g2+xEH84K8NmSVYqMXEofNyP+yUHzj8vBj+8xjz2Wuamptzo/RWEvX8362X2RLS8vnzgsv6Gce54eLAiMFgeuw1W8E9NIwIisVyhgqZZFSMIo9hJREnuRHOwtcR2Bs45yINax3Q5Z5TaoUs1VNWWniwGWRV9RaE/kO81wxWTUTpYHr0E+aBRmB757n6gNXklWaG+udjz3+XuThOZK0UuS1JnAla52AyG8Loi0tLxovvKBDI+pXxgnGgv9A0dGRkpc3uwAczBsv8zB2QAgcKRnE7umSiRJHQDfyqQxNj7rv0Qtdgm5IqZr9nxv9iBtrMXdOmu1F86xiGAfnBlu9yGOr3/iYV6ctiJ/E2RXGKAnwHEGtLZXSjDvBs/myWlpavrC88F0uZ4w7AZXSVMpgrWWR19ybpCyKmoN5zno35NpaI/p3j1Pe2puzKBSx7xD5ksh3uDQIycoaXwpcYXCEBGFPvdNrFlnFSVpxcRhRKc0kLQHL1bUEpQ2J72KtPXdKfBJRPrvCkAKySp/6xrQtiy0tLyJthH7KmTCerEqmWc3BLMf1JDsnGctK8dbuAseRLIuKYewTBw7WwHsHC4w1XBrEJGHCMm8cGGdZTejC9bUetw+XvHeYc2mgee1Cl2ESAILYk/TjJr1yaRiTloqsatImn0aUz469paXlxeaJBF0I8ZvAPwIc4J9aa//hYx73S8AfA/+Jtfb//tSO8mfEmTCWh0tcV+JKwe48585JijGGUmk6UcDxoqAfB7yy2eGblwa8e7jieFkT+R7fvDJimlXsL3LK2jBNFYHncm3coZ/4vL2zIPQcfFc0KZgHcuSD2P8cP31LS8uXnU9MuQghHOAfA38T+CrwnwohvvqYx/1vgX/1tA/yWXI2aXnraMXONKOoNYfLEkfCNK2ZZAWh55CWmuNVRS9wqbTleFkgpUQZ2O7H/Nylxl+lGzWj+b4jkRLWOx6d0OPSKGKzE6CNZW9ecKmNqFtaWp4yTxKhfxt431p7C0AI8bvA3wLeeuhx/0vg/wH80lM9wmfI48bmy1pT1AbPEQgkk1XOslKUteGdgzll3ax2u3m4IAk8NvshxhqUsRwtSt49WHD3OGVR1VwbdujGLoHrsMhrcmXYm2acpE1kfuuI1n+lpaX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       "<Figure size 432x288 with 1 Axes>"
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   ],
   "source": [
    "plt.scatter(\n",
    "    caretta_scores,\n",
    "    caretta_scores_wm, \n",
    "     alpha=.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5a923f5a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "144586c5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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