diff --git a/chewc/_modidx.py b/chewc/_modidx.py index 902f1cd..17c3bd6 100644 --- a/chewc/_modidx.py +++ b/chewc/_modidx.py @@ -33,11 +33,4 @@ 'chewc.core.PopulationDataset.__init__': ('core.html#populationdataset.__init__', 'chewc/core.py'), 'chewc.core.PopulationDataset.__len__': ('core.html#populationdataset.__len__', 'chewc/core.py'), 'chewc.core.create_population_dataloader': ('core.html#create_population_dataloader', 'chewc/core.py')}, - 'chewc.trait': { 'chewc.trait.TraitA': ('trait.html#traita', 'chewc/trait.py'), - 'chewc.trait.TraitA.__init__': ('trait.html#traita.__init__', 'chewc/trait.py'), - 'chewc.trait.TraitA._calculate_scaled_additive_dosages': ( 'trait.html#traita._calculate_scaled_additive_dosages', - 'chewc/trait.py'), - 'chewc.trait.TraitA.forward': ('trait.html#traita.forward', 'chewc/trait.py'), - 'chewc.trait.TraitA.sample_initial_effects': ('trait.html#traita.sample_initial_effects', 'chewc/trait.py'), - 'chewc.trait.TraitA.scale_effects': ('trait.html#traita.scale_effects', 'chewc/trait.py'), - 'chewc.trait.select_qtl_loci': ('trait.html#select_qtl_loci', 'chewc/trait.py')}}} + 'chewc.trait': {'chewc.trait.select_qtl_loci': ('trait.html#select_qtl_loci', 'chewc/trait.py')}}} diff --git a/chewc/trait.py b/chewc/trait.py index a40ea74..67b6271 100644 --- a/chewc/trait.py +++ b/chewc/trait.py @@ -1,7 +1,7 @@ # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/02_trait.ipynb. # %% auto 0 -__all__ = ['ta', 'tb', 'tc', 'ta_values', 'tb_values', 'tc_values', 'select_qtl_loci', 'TraitA'] +__all__ = ['select_qtl_loci'] # %% ../nbs/02_trait.ipynb 3 from .core import * @@ -45,72 +45,4 @@ def select_qtl_loci(num_qtl_per_chromosome: int, genome: Genome) -> torch.Tensor return torch.stack(qtl_indices) -class TraitA(nn.Module): - - def __init__(self, genome: Genome, founder_population: Population, target_mean: float, target_variance: float): - super().__init__() - self.genome = genome - self.target_mean = torch.tensor(target_mean, device=self.genome.device) - self.target_variance = torch.tensor(target_variance, device=self.genome.device) - self.effects = None # QTL effects (to be initialized later) - self.intercept = None - self.qtl_map = torch.randint(0, 2, (self.genome.n_chromosomes, self.genome.n_loci_per_chromosome), device=self.genome.device) # random qtl map - - # Move computations to the GPU for performance - with torch.no_grad(): - self.sample_initial_effects() - self.scale_effects(founder_population) - - def _calculate_scaled_additive_dosages(self, genotypes: torch.Tensor) -> torch.Tensor: - - return (genotypes - self.genome.ploidy / 2) * (2 / self.genome.ploidy) - - def sample_initial_effects(self): - - self.effects = torch.randn((self.genome.n_chromosomes, self.genome.n_loci_per_chromosome), device=self.genome.device) - - def scale_effects(self, founder_pop: Population): - - founder_genotypes = founder_pop.get_dosages().float().to(self.genome.device) # Move to GPU - scaled_dosages = self._calculate_scaled_additive_dosages(founder_genotypes) - # Apply QTL map - scaled_dosages = scaled_dosages * self.qtl_map[None, None, :, :] - genetic_values = torch.sum(scaled_dosages * self.effects[None, None, :, :], dim=(2, 3)) - current_mean = genetic_values.mean() - self.intercept = self.target_mean - current_mean - initial_variance = torch.var(genetic_values) - scaling_constant = torch.sqrt(self.target_variance / initial_variance) - self.effects = self.effects * scaling_constant - # Intercept is now fixed to the target mean - -# current_mean = self.calculate_genetic_values(self.sim_param.founder_pop).mean() -# self.intercept = self.target_mean - current_mean - - def forward(self, genotypes: torch.Tensor) -> torch.Tensor: - - genotypes = genotypes.to(self.genome.device) # Ensure genotypes are on the same device as effects - scaled_dosages = self._calculate_scaled_additive_dosages(genotypes) - # Apply QTL map - scaled_dosages = scaled_dosages * self.qtl_map - genetic_values = torch.sum(scaled_dosages * self.effects[None, None, :, :], dim=(2, 3)) + self.intercept - return genetic_values - -# %% ../nbs/02_trait.ipynb 6 -class TraitA(nn.Module): - def __init__(self, marker_fx, intercept): - super(TraitA, self).__init__() - self.marker_fx = marker_fx - self.intercept = intercept - - #calculate the breeding value for the trait and population - def forward(self, dosages): - return torch.einsum('ijk,lij->lk', correlated_effects, init_pop) - -ta = TraitA(scaled_bvs[0], trait_intercepts[0]) -tb = TraitA(scaled_bvs[1], trait_intercepts[1]) -tc = TraitA(scaled_bvs[2], trait_intercepts[2]) - -ta_values = ta(init_pop) -tb_values = tb(init_pop) -tc_values = tc(init_pop) diff --git a/nbs/02_trait.ipynb b/nbs/02_trait.ipynb index 0ae35ff..495fbaf 100644 --- a/nbs/02_trait.ipynb +++ b/nbs/02_trait.ipynb @@ -79,57 +79,7 @@ " qtl_indices.append(chromosome_qtl_flags)\n", " \n", " return torch.stack(qtl_indices)\n", - "\n", - "class TraitA(nn.Module):\n", - "\n", - " \n", - " def __init__(self, genome: Genome, founder_population: Population, target_mean: float, target_variance: float):\n", - " super().__init__()\n", - " self.genome = genome\n", - " self.target_mean = torch.tensor(target_mean, device=self.genome.device)\n", - " self.target_variance = torch.tensor(target_variance, device=self.genome.device)\n", - " self.effects = None # QTL effects (to be initialized later)\n", - " self.intercept = None\n", - " self.qtl_map = torch.randint(0, 2, (self.genome.n_chromosomes, self.genome.n_loci_per_chromosome), device=self.genome.device) # random qtl map\n", - " \n", - " # Move computations to the GPU for performance\n", - " with torch.no_grad(): \n", - " self.sample_initial_effects()\n", - " self.scale_effects(founder_population)\n", - "\n", - " def _calculate_scaled_additive_dosages(self, genotypes: torch.Tensor) -> torch.Tensor:\n", - "\n", - " return (genotypes - self.genome.ploidy / 2) * (2 / self.genome.ploidy)\n", - "\n", - " def sample_initial_effects(self):\n", - "\n", - " self.effects = torch.randn((self.genome.n_chromosomes, self.genome.n_loci_per_chromosome), device=self.genome.device) \n", - "\n", - " def scale_effects(self, founder_pop: Population):\n", - "\n", - " founder_genotypes = founder_pop.get_dosages().float().to(self.genome.device) # Move to GPU\n", - " scaled_dosages = self._calculate_scaled_additive_dosages(founder_genotypes)\n", - " # Apply QTL map\n", - " scaled_dosages = scaled_dosages * self.qtl_map[None, None, :, :] \n", - " genetic_values = torch.sum(scaled_dosages * self.effects[None, None, :, :], dim=(2, 3))\n", - " current_mean = genetic_values.mean()\n", - " self.intercept = self.target_mean - current_mean\n", - " initial_variance = torch.var(genetic_values)\n", - " scaling_constant = torch.sqrt(self.target_variance / initial_variance)\n", - " self.effects = self.effects * scaling_constant\n", - " # Intercept is now fixed to the target mean\n", - " \n", - "# current_mean = self.calculate_genetic_values(self.sim_param.founder_pop).mean()\n", - "# self.intercept = self.target_mean - current_mean\n", - "\n", - " def forward(self, genotypes: torch.Tensor) -> torch.Tensor:\n", - "\n", - " genotypes = genotypes.to(self.genome.device) # Ensure genotypes are on the same device as effects\n", - " scaled_dosages = self._calculate_scaled_additive_dosages(genotypes)\n", - " # Apply QTL map\n", - " scaled_dosages = scaled_dosages * self.qtl_map\n", - " genetic_values = torch.sum(scaled_dosages * self.effects[None, None, :, :], dim=(2, 3)) + self.intercept\n", - " return genetic_values" + "\n" ] }, { @@ -201,51 +151,132 @@ { "cell_type": "code", "execution_count": null, - "id": "61a8e31e", + "id": "cdf549e1", + "metadata": {}, + "outputs": [], + "source": [ + "class TraitA(nn.Module):\n", + " def __init__(self, genome: Genome, effects: torch.Tensor, intercept: float):\n", + " \"\"\"\n", + " Initialize the TraitA model.\n", + "\n", + " Args:\n", + " genome (Genome): The genome object containing the genomic architecture.\n", + " effects (torch.Tensor): The QTL effects tensor. Shape: (n_chromosomes, n_loci_per_chromosome).\n", + " intercept (float): The intercept value for the trait model.\n", + " \"\"\"\n", + " super().__init__()\n", + " self.genome = genome\n", + " self.effects = effects.to(genome.device)\n", + " self.intercept = intercept\n", + "\n", + " def forward(self, dosages: torch.Tensor, h2: Optional[float] = None, varE: Optional[float] = None) -> torch.Tensor:\n", + " \"\"\"\n", + " Forward pass to calculate the breeding values with optional environmental noise.\n", + "\n", + " Args:\n", + " dosages (torch.Tensor): The dosage tensor. Shape: (population_size, n_chromosomes, n_loci_per_chromosome).\n", + " h2 (float, optional): Heritability of the trait. If provided, environmental noise is added based on h2.\n", + " varE (float, optional): Environmental variance. If provided, environmental noise is added based on varE.\n", + "\n", + " Returns:\n", + " torch.Tensor: The calculated breeding values with optional environmental noise.\n", + " \"\"\"\n", + " # Calculate breeding values\n", + " breeding_values = torch.einsum('ijk,jk->i', dosages, self.effects) + self.intercept\n", + "\n", + " \n", + " if varE is not None:\n", + " # Add environmental noise based on environmental variance\n", + " env_noise = torch.randn_like(breeding_values) * torch.sqrt(torch.tensor(varE))\n", + " breeding_values += env_noise\n", + " elif h2 is not None:\n", + " # Calculate environmental variance from heritability\n", + " varG = breeding_values.var(unbiased=False)\n", + " varE = varG * (1 - h2) / h2\n", + " env_noise = torch.randn_like(breeding_values) * torch.sqrt(varE)\n", + " breeding_values += env_noise\n", + "\n", + " return breeding_values" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e84f5b0f", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "ta = TraitA(g, correlated_effects[:,:,0], trait_intercepts[0])\n", + "tb = TraitA(g, correlated_effects[:,:,1], trait_intercepts[1])\n", + "tc = TraitA(g, correlated_effects[:,:,2], trait_intercepts[2])\n", + "\n", + "ta_values = ta(init_pop,h2=1)\n", + "tb_values = tb(init_pop,h2=1)\n", + "tc_values = tc(init_pop,h2=.2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b3be53db", "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "torch.Size([10, 100, 3])\n", - "torch.Size([3])\n", - "torch.Size([333, 3])\n" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Fz8zMrQnakle/Fyeze2I0JWLmg4g8YVe63645JHKHr9XhiK7a6IhJ2HXwE6F2KQUDZrJDQVvy6vfiZEEL5oKGmQ8i8oyV7IlMNEswZkhvzUmNcoev9Tgiw0HyBMVl2w4JtV8tGDCaHQrakle/d+5BC+aChpkPIgo0kSzBrJHFuObRbbqTGtUmjopOgFSbw6BEZGKtkeyQ3XNpnOb3zt3uidGUiLvaElFKUFs1MWtkMZ7c0WBox1UzJc07YhKuXlKtWytE67ntKKXu59Uj8eTzpde5O70bsRY5mASUgzmudklkpP9m8EFEnrNr/5LkxxkzpHe3jEc8Ozu43YeOY+7KGqFjlYIBO4MGp/aDsVsQOvegBHN+wOCDiALDyQ930YDgmTvGWZ7UuL72KO5ZW6t7XOWk4bh36sUJwYDacI2fOmGnBKFzD0ow5zUj/TfnfBCRZ5yu8+DmpEbRuQnlw/smdFzpXk/CrlVPTrKrDgp9gcEHEXnCjU7XzKRGs3e5Zico+n3JqRvYuacfBh9E5Ak3Ol2jAYGVIQCzq038vuSUyAms80FEnnCj0xXZCG/hzFLsaWjG4hfexl0mt7CXmanc6vclp0ROYOaDiDzhVqertRHerJHFWLyxXjcDY2QIyOgcBtaToHTE4IOIPOFmp6sUEJxoaUXFmjeECoIZHQIyMochaMXBiOzAYRci8oTIkIidnW58KfcrSwqxeOM7QoFHPKfmXdi50R5REDDzQUSe0RoScbLOg95kVzVOzrsIwpJTIrsw+CDSwQJDzvKi0zWawXBr3gWXnFK6MBR8VFVV4bnnnsO7776L3NxcXHXVVViyZAkuueQSAEBzczMefvhhvPzyyzhy5Aj69euHOXPmYPHixQiHw468ACInBaH6Yipwu9M1ksHgvAsi+xma87F9+3ZUVFSgpqYGW7ZsQXt7O6ZNm4aWlhYAwLFjx3Ds2DH88pe/RF1dHZ5++mls3rwZt99+uyONJ3KSXH3TytJL8ie97efjcd4Fkf0s7e3yySefoH///ti+fTsmTJigeMyzzz6L7373u2hpacF55+knWri3C/mB3g6lfthxk6zR2tRMAnBb+VBMLS3ydJiNQ34UJK7t7RKJRAAAhYXq46ByI9QCj9bWVrS2tnZ9HY1GrTSJyBYseZ36vJrsKopDfpTKTAcfsVgM8+bNQ3l5OcrKyhSP+fTTT7F48WLceeedqo9TVVWFRx55xGwziBzBktfpwa8rTJzccI/ZFPID08FHRUUF6urqsHPnTsWfR6NRzJw5E6WlpVi0aJHq4yxYsADz589P+L1BgwaZbRaRLYJU8pqdiTV+W2Hi5IZ7zKaQX5gKPiorK/Hiiy9ix44dGDhwYLefnzp1CtOnT0d+fj7WrVuHzMxM1cfKzs5Gdna2mWYQOSYoJa/ZmaQep4b8nMymEBllaLWLJEmorKzEunXrUF1djZKSkm7HRKNRTJs2DVlZWdiwYQNycry/MyQyyu3qm2ZwNU5qcmLITy+bAnRmUzpiptcfEBliKPioqKjA6tWrsWbNGuTn56OpqQlNTU04e/YsgC8Cj5aWFjz11FOIRqNdx3R0dDjyAoic4ueS1+xMUktHTMLuQ8exvvYoPj3Vqv8LMDbkZySbItLG3YeO89oiSwwNu6xYsQIAMHHixITvr1q1Crfeeiv27duH1157DQAwfPjwhGMaGhowdOhQ8y0l8oBfJyRyNU7qUBo6ywgBan27mSE/q9kUDu+R3QwFH3olQSZOnKh7DFHQ+G1CIsDVOKlCbR6GVuABGB/yszKBmnNFyAnc1ZYogIK0GiddGB2W0Bo6kyXHF2aH/PQquobQmclIzqZweI+cwo3liAIoKKtx0oWZYQmRnXVjErBw5qXom59tachPnkB99+p9XRVcZVrZFA7vkVOY+SAKoCCsxkkXZlcdiQ6J9c3PxuxRF2L8sD6W3k8zE6g5vEdOYeaDKKD8Xh486ESKt1kpCObF0JnRCdR+HN5jUb3UwOCDKMBEOxN+YBsjOoxiZVjCq6EzIxOo/Ta8x1U3qYPBB1HA6XUmqfqB7VRAZWR1h5VhCbPzMNzkpzZy1U1q4ZwPohSWqlVQN9c14uol1Zi7sgb3rK3F3JU1uHpJteXXY3R1h5FhCaXVMGYL2blZ8MsPxfa46ib1MPNBlKKc3KDMS2p3wI2Rc7hr9T78+qbRuPZycx2i0WEU0WGJEy1tuHpJtWr2ycg8DC8yWV4X2+Oqm9TDzAdRirKjpLbfiNTGqHxmHzbtP2bq8Y0Oo8SvOlIza2QxKtZoZ5/koTO9VS1eZrJE2+gErrpJPQw+iFJUKn5gi9bG+PGaN0x1xGZWd0wvK8adE0q6FQTLCAE//FoJNrzZaMtwQToPPfhx1Q1Zw+CDKMXI8wHe/+i00PFB+sA2EijJHbGR+RFmKoFurmvEkzsaupVElyRg5V8bbMs+pWImS5TZCq3kX5zzQZRClOYDqAliFVQjgVJj5ByWVR/E2r8dEZ4fYXR1R0dMwqIN2tkIESJBVSpmskT5adUN2YOZD6IUoTYfQElQP7DlO2BRS7e+Z3h+hJHVHcuq30dT1HpnLxJUpfvQgx9W3ZB9mPkgSgEiEzHjBbUKqnwHfNfqfaYfQ2Slj8jqjs11jVi69X3T7QCMZZ/8VvDLC16vuiH7MPggX2JFTmNEJmICQOWkYSgf3i/Q53N6WTF+fdNoVD6zT3XreT0iSzO1irfJwZ4dRLNPHHroZKRCK/kXgw/ynVStyOkk0XH+ERfkd/vg9lOgJ9qWay8vxjJcgR+vecPS85mdHyEa7GnplZuJX9z4ZUPX9NTSIsybcjFW7WrAybPtXd9XymT56X0lSsbgg3yFJZTNMTsfwE+BntG2XHv5ANz78WlLQx9m50fYMalz+c2jUT68r/DxSuenV24mflA+FJWTR3QbErLjfWUAQ07hhFPyjXSuY2CV2SWifim9brYtQ/vmmX7O3j0zE86HkSW5hz89Y/p55fdi3EXiQwdq5ydyth2PbX0fW+qbdI81+r46WcLerdLw5F/MfJBvsISyeWaWiPql9Lob29IrOXGmHVvqmzC9rNhQpmBzXSMe2/qe0HNYnZvREZNQ8/fjeOBPb2men0Ub3kZ+TiY+jp7D4o3vWH5fncpA+inTRt5i5oN8I53rGNjByFJEPxWsstIWvYyPFrkj3rRfPFNgZFXRjyaUWFoWKmcebv7tawnzO5JJAJqirbj5t6/h3j+8ieaWNs1j9d5XpzKQfsq0kfeY+SDfSPc6BnYQXYrop0DPqW3p9cgd8UPr64QzBaITTe+dMgL3TLkY/zL9UlNzJtQyD3bROudOZCD9lGkjf2Dmg3yDJZTtIbIBmJ8CPattUcv49OqZKfS4RjIFooGSPBfFzGZsRmu2mKF1zkVf49a4eSZ6/JRpI39g5oN8g3UM3OOnglUnWtqQEYJqzQ6RtihlfGIxCTc/9ZotbZQ7ZDeCNjuW8aoROZeibX9q12GMLSkUGkLyU6bNqFRb8eOX18Pgg3xFvotNnpQW1IqcfuWXQG9zXSMq1ugPL4i0Jbn4VEdM0g2weudlorlFfT6FTO6QnQ7aOmISdh381NTv6hF9X/VeYzzRoRI/ZdqMSLUJsn56PRx2Id+ZXlaMnfdPxjN3jMOvvjMKz9wxDjvvnxzIP3Y7OLU00eu9MkSGFzJCwPKbrjDVFjnAAtBtKE/++mezywwN9Yk8ptmgTZ5gumzbQcO/K0L0fZVfo8hVJjpUEsQh1VSbIOu318PMB/kSSyh3cvpOxcu9MkSGF2IS0Dsv2/RziGTSMjJChjJATmTnjE4w7dUzE4//0xW470/78VFUPUNRmJeJhd+8DEUFxt7X6WXFuK18KH6367DusSJDJX7JtIlKtQmyfnw9DD6IfMqtaq9GAj07x4vdmgegF2CZCSbsDNqMTDCVH/0XN3wZX7ukHxbN0u7Q/+16Y+Xb400tLRIKPkSHSoI0pJpqNYf8+HoYfBAJcHuSlh/vVOzOwrg5D0AvwDITTNiVnTMywTS5o3ayQ3difktQdqUN8gRZJX58PQw+iHR4MUnLb3cqTmRh/LTiBvBuqE/0A79y0jDcO/WSbh21Ux26U0MlQRhSDeoEWTV+fD2ccEqkwatJWn66U3Gq4qXW5E35sa8t6+xUU3n/D9EP/PLh/VQ7ejP1RER4PSnZK0GcIKvFj6+HwQeRCrc2ulNazeKnOxUnC0SpdW7yh+RTuw7btqGZX4l0DEUF2YhJkiebsaXj6jMnVzV5wY+vx1DwUVVVhbFjxyI/Px/9+/fHnDlzcODAgYRjnnzySUycOBEFBQUIhUI4efKkne0lco0bVRnVdg490dLq2Z1KcjDUFDkr9HtmszBy53bvlIvRM6sHgO5l0pMzTVrLj4O2a6pIBih67jPc/NvXbN1d1mgbncis+FmqZX389noMzfnYvn07KioqMHbsWHz22Wd48MEHMW3aNNTX1yMvr7Oc8JkzZzB9+nRMnz4dCxYscKTRRG5weuhDax5FxZo3cOeEEjy5o8HSeLvRibJK81sK87KEXo+VLMyW+iYs1dgpNn6SbSwmYfHGdxTn4ODzY/xQRMkItYmjoRAgScCZto6E4+1e8UTKgjJBVpSfXk9IkiTTtwWffPIJ+vfvj+3bt2PChAkJP3vllVcwadIknDhxAr169RJ+zGg0inA4jEgkgoKCArNNI7Js96HjmLuyRve4Z+4YZ3gCXUdMwtVLqlUzK/Jky4UzS7F4o7nO1OhEWbVgSG/DNrmtO++fbHqpqda5EKHVRrlFdnXUTq58kh97S32T7jJXq+fdK34p7032M9J/W1rtEolEAACFheZTv62trWhtbe36OhqNWmkSkW3sXI2R/IEbi0lCQzq987Kw8/7Jhj+sja5OEZnfokTu9L8zdhBe3H/MVGdix14mWm20c2my0yufemSEcGVJIeb/oVb32KDVmgA6z9+iDW+jKfrFZ35RQTYWzbqMGZw0Yzr4iMVimDdvHsrLy1FWVma6AVVVVXjkkUdM/z4Fm5/vguxaaqjUYfXKFdtx9eNT5wwvTTRTI0Q0AChM2gsl/PnOsUu3vt/1PaOdsRsrdtQ6aiPXn1tF34wGY0GpNbG5rhF3rd7X7ftN0VbctXofnuAQUloxHXxUVFSgrq4OO3futNSABQsWYP78+V1fR6NRDBo0yNJjUjD4aZMjNVaLOKl1WCfP6m9mBpibR2GmRohoByaX6v741Dkc/vSM4jwNo52xm7UF4l+nkevPzaJvRoOJINSa6IhJeOC5tzSPeeC5twJTrpysMxV8VFZW4sUXX8SOHTswcOBASw3Izs5Gdrb5vRsomNy6i7SD2UlaRspmJ7NSYMvMRFnRDqyoIAfjh/VBR0zCmJ9tUTzGaGdsZBdVq+TXafT6c6Pom5yFef+jU8K/E5RaEzWHjuPkGe2A++SZdtQcOo7yEX1dahV5ydBSW0mSUFlZiXXr1qG6uholJSVOtYtSmFv1M+xkZqmh2bkMVtfdm6kRYrQI0bLqg5qdiZFlyHpLTQGgd89M/Pqm0Zpt1BLffjPXnxsrn+Ql18u2HRL+vaDUmtj9909tPY6Cz1DwUVFRgdWrV2PNmjXIz89HU1MTmpqacPbsF3UAmpqaUFtbi4MHO7eFfuutt1BbW4vmZvO1ECi1uFE/ww9EO6Lk+R9W192PGdIbev1RRqjzOJmRIkQdMQmrdjUItUX0HKjVIOiVm4l7p4zA6w9NxbWXF2PhTOWt3kMq/6/UfjPXn5NF39Sq6Grp1TMzYHMkRAMk/wdSZA9Dwy4rVqwAAEycODHh+6tWrcKtt94KAHjiiScSJpDKS3Djj6H05qfS4U4S7YiW3zwaGaGQbZNu935wAnpJo5jUeVz8EIHo/JY9Dc2OzFnRG97aXNeIxRvrFX+3SKPOR3L7zVx/Tu1DY3RorlfPTPzgqhJUTh4eiIyHbPywPli27aDQcZQeDAUfIiVBFi1ahEWLFpltD6UBP5UOd5JohzXuInsrRloJ7kTmt4g+/vnZPRKyKyKSV/bI1Uq31jfhKY26FwtnXtoVXOi138z159Qma6JDc5WThqN8eF9frQYzYtxFfdCrZ6bmUF3vnpkYdxGDj3TBvV3IdX7c5MgJXu2nYDW405vfIvr4p1s7cM2j20yXAY+fB6EVeIQALN74TtccDb32G73+5ACo9bMY5k25GBcU2FeeWjSQG3HB+YEua94jI4Rf3PBlzWOqbvhyYF8fGcfgg1znx02OnOLFfgqineuYIb1N7YGi9/jxzO7+a2QehNE5Qkauv+S9dzqXFku4d8oIWzZZS5csIND5t/DEd0ejKCl4Kw7nBGz+CtnBUnl1J7C8evoIQp0Pu9hdTE3v8eTOG1AeIrhzQgk2vNlo+tyrPb4So2XAzZZb/9V3RmH2qAuFj9e7/rTKzQPA8puuQO+8bEvvqfxa9YbmrJRQ91shP7+1h+xjpP9m8EGe4geRcaJBm9pxs0YW48kdDaqdqmhGRunxtcTvgaP1vovuqaP1+KLkdjRFzqK5pQ2F52ejqKAzK3TNo9s0X1tGCAkTe80GznqBopUMWToF+OQ9Bh9EKUrvblxpz5b4Tl6kU+2Tl4XdC76OrPP0R2U7YhKWbjkgVJtCzkzodYjra4/inrW1uo8ns5odUNvJt7mlzdDjWAkWnAgSjF4rRFYx+FDAO2wKOpHhiF49M7F87miMU5mcKJpVKMzLxL9d/2Whzkn0MRfOvBRHT55V3K01vkMM52YJZz6sdqRqHbRZVgIhK59RRoPMoO6IS/7m2q62QcHUI4nyc5Aqsizz5Jl23PzUa6rXt+jqiuaWduEy9yLl0TNCnStS1MSXZN9+3yThcuuie+wosVL+Xo2VMutGNxCUKWduEjcAtLOdRHZI+eAjSHuIkLf8HqQaKbqmdn0bWTUhQWx/Fq0aGDKRhTRyh7j3gxOaNTUkANdc3A8TRvTF98YPRdZ5GaaCRrPl70W4VSBP7fNNK/CIF/RCfhRcKb3UNoh7iJA31JZ2ml0qaoZcT0Jt6avRwAHofn0bWSYLdAYDy6rf1z1ObUmxmaTRx6fOqT5e6PPH2/7eJ1i88R1c8+g2VG2qT1gOO3dlDa5eUq37njnZ8bqxNNaOzE0qLOGlYErpzIcbO1FS8BnZLh2AI8Mym/Yfw0Pr6xLuWJOzLkZ3f1W6vuOzFKKWbn0flxTld7VDLcuQXB3101OtmkMtauQOMf7x5AqnyfcJjZFz+M2O7vvMiGQ2zXa8atkd+WdmdyM2ykrmxs12EilJ6eAjXfYQIWtEg9T7//gmdh48jqaovcMyVZvqFTvQxqQOVGR4Q8mug58kBApyVuHBdXXCKzrk4GtLfZPm0FT8vIX1tUcFW9hJqUPskRHClSWFmP+HWkOPlRw0KgWIRoK5wrxMLPzmZThy/AxWvdqgWCbcjQJ58YHf+x+dNvUYqVbIj4IppYOPdKoeSOaJBp9/3Ne9M7U6d2jT/kbFwEMmAVi04e2uDlRt8zct8ctg4wOFyV+6AOOqtgrND+gcfjmIx7a+Jzx/ysjflVaHaPYOXy+zKQdzdwlkgZpb2nHk+BnF1y8L98zEL24QWyFkhtG6KrJQCIhf06g2SbcjJqHm78ex+9BxABLGX9RXddUUkVUpPecjXfYQIWusBJ9W5g51xCQ8tL5O97imaCuWVX+xI+j0smLsvH8y/veHX0Wv3ExDzxk/hyXrvAz82/Xa+23EW7Wre2EywJ75JVrl5q1mJrV+f3pZMW4rHyr0OE/uOKSZIcnN7NE1NGc3I+Xmu/m80beVD1UtB7+5rhFjfrYFN//2NSzbdhDLth3CzU+9hjE/2+LKfCdKPykdfKTTHiJkntFJmMmM7i0i29PQLDzssXTrewmdQI+MEMZd1Ac/EOw4ZcmBwvSyYtw75WKh3z15VmzpZnwb1f7+ZLdrdIgyq5lJvd8XDRha2jo0f27mGtCbZCwfY2ViqTwE9VJdk+Icpc11jbhr9T7FoaSTZ9pxl0sTrim9pHTwAXizsRdZJ/KhbBeRTlKE0Tt0o8fHZxbkDc+WbtVfiZIsOVConDwcRQXZqseHAOEMS/JrUvv765OXhdvKh2JKaZHupF05ODRKNLNpNfiMZ+Q9Td60Tm2Vjh1LgtUC5I6YhEUb6nV/f9GGt235GxQNttz62yfvpPScD1nyLHy/FY+iREpj2+Hc8zD10gtQPrwvisK5tr9/ZuZSJDN6h270eLnziJxt06zKOaOsCC/VNek+ntxR9sgIYdGsyzT3F/naiD54Yb/+Y/Y9Pxu7Dx3vNsE1ftXKutqjON7Sht/tOozf7TqsO2m3R0YIC2deih+veUP3+ZPbLZLZNDuRV4noe2qk/pCdE+KTH2tPQ3PCBGo1TdFWy6sCRero+L3WDtknLYIPwHz1QHKX2ody5Oxn+OO+o12TPp34QJI7yad3NRheImpm7pB8x20k2GmKnMW///mA5lJP0dR/fEepFnwVhXOwcGYp/u+Lb+s+Xu+emfjpH2rRFG3t+l78+xQ52xlwmCn41ztPPTOjRGtSpdoyYSvBp5Glq0aWdvfICNk6IT75sYwENlaCIJFgCwALQqaRtAk+yP+MjG0nL0O1S4+MEG4tL8FvdzYI19MAgIUzjc8d6pERwqyRxZqrXZI1t7TpLgs+3tKGwrxMnGhp19ymPbmjVMsQdt4dtyo8UqITCnMG5I5j+U1XYPHGd4Q73GSiHd/3xw/BjLJi1bkNWnfV8utfuuU9LNt2MPmhdYnOHzNaf8hMkKqkd8/Mbu+5kcDGbBAkGmxJkmT6+qDgSfk5H+Rv8eO7T+9qMPQBK5f/tntMOH4OiKjeeVmGn2dzXSOeFAw85PkLheeLZQBmjxygGngA6h2lnCGcPepCjP98maWVO165DQ+trxPucJWIdnwzyoq72h1PtIJtj4wQyof3FXouWa/cTENBsNH6Q/L1aLXLPXGmHVvqE4fOriwpRFGB/rktKsg2vSpQNNjSCnDNTuoWwTkm3mDmgzxjtm5BPKcq1Mpp+Af+9JbmKg+Z0Q7aSJYnPmAI54oFOevfVF6dYGYjNqtpfwnW9xrRKwgWn81R2uHVyDCH0UzD8ptHGwpYzNQf6roen3tLs8BZblYPnFFZlaOUPeic76Nf62TRrMtMZxycnLNiFeeYeIeZD/KEpboFSZyqUDu9rBjLbx4tdKzRDtrICob4lVmiKzPUlvAunGn8Q9XO1SB61M6j6LL5LfVN3VaQjKvaaijrIpppkLNR4y4yFviarT80vawYex+ainunjOi2+ijcMxM3jr5QNfAA1LMH08uK8cR3R6NXz+4rmnr1zMQTFoc2nZyzIjOTvfDDfk7pjJkPcp3dW5k7WaF23EV9hO+4jRANmConDcO9Uy9JuFM1uzIjBGDxxnp8o0x83FzOIky/7AKsevUDxccUbUNhXhZOtLSZPo9ak2LlwMSuHV5FMw1m6gRpvYciw2L3TLkYlZNHYFn1+1i16zBOnm3HyTPtihV4lShde/J8FycqnIpmrSRJwkfRVsPXh5nshdFJv2Q/Zj7IdXZuZe50hVqnCtWJBkzlw/t1e2y12hmFedq1OIyOm8fXoVAKPIDODuHXN10hVIfjxtEXAtA+jwA072Dl6q7P3DEOv/rOqK4CZVNLi2zf4VUr02C1TpDV+kNb6pvw2Nb3hYYEk2lll8qH98X/+cYl+D/f+BLKR/S1peMV/RtaNOsyxd/X+jszm70wMumXnMHMB7nOrmGSENypUKt3x22mAzIyh0GtTckrU5qi53Dv72t1n1vk/KstjUy2cGYprr288/Xr1eF4cX9j16oXtczF1Uuqde9glZbN7z503JEdXntkhFA5eQS+MrTQ9oyA2fpDZjOHXu5kK/I3tLmuEeGemd0yTb16ZqJKYc8cK9kLbjrqPQYf5DrRu/5vjR6ITXWNiuPYvRzexCuZVkehVjtCi5XUe/xjxHfCnZ2jPr3zb6Rzk4dxROpwNEbOoXdeNnbeP7nb+dpS36RZ42H5TaPROy9L9Ryb7ST0zrVSSv9P+47aNiFRrf6Q1jVlJnPoh+0ktP6GtILdE2faEYuhW/E6o0uW43HTUe8x+CDXid71T/5SP/xp3z8UHyOiMA7vNKWOwspsebszKlazKUBnp2dkyXNj5Bye3tWAD5rPCB3/8alz3c6j3h0sAFQ+sw/xIzDJ51i0kyjMy0qYjKt1ro1UIbWT3jVlJtCykqWzk9LfkEiwq/T+X1smtieP0vmy42+FrAlJkmRlmNR20WgU4XAYkUgEBQUFXjeHHCJ/sAPKd/3LbxqNxRvVl+HKHw4775/s2Z2cWuckt0a0c1K6ywVgajsAvfOq1SY7lj7reeaOcYpDJnNX1hh6nOTX0xGTug3ZJB9fFM7B9vsmYe8HJzTPa0dMQs2h46hYs091ToVT15/INRXOzRI6XwtnXoq++dm+204i+XqPSRJu/u1rhh7DyERnpWsOsPa3QsqM9N/MfJAn9O76w7lZplOqbrBztnzy3aAX2RTROR5WKFXYBMwNmSidY71qsQ9fV4qs8zI0rxfRAMyJ60/0mtp+3yQUFWSrFuWSA6Nby0t8E3DIlM6v6KaF8eRzlBECJEk5EBGZN2X3XC4Sx+CDPKM1Bry+1vyyQTdYGW/WYibVn3wnObW0yNBERruXPquRK2wmt9/suHr8OY6cbdOsFnvnhJKuDInaeTETgNl5/YleUyteOYRT5z7TfCwv53aoUTu/ZlbsyOShGLPzprjpqHcYfJCn1Cbc+X1CmBOz5c1kU+yo0Gjn0mctatkgvfF3PU2Rs1iyWXuzvQ1vNmLkwF7dVtrI58rsUl07rz/Ra2Xp1vc0fy4HWn7iZIB7W/lQvFTXZDp7wU1HvcE6H+RLZqtAusWJ4Mho7QG7KjS6lT1Sq52gVQdCxK6DxzW3hZef98dr3lA9V8uqDxoKwJy4/uwKZNbXHvPd/iROBrhTS4sUa7/4LQCjRAw+yJecKu6lR7RMs9HgSORxjWRTRFaIiG66J9rpfferg/DjiRdhzqgBQserUauwqVR0S+vtDaFzyfUfVVZEiZDPzqpXxXcWdur6s6uMfVO01XfFsUSv7eT5H3rvv/w3prQhIvmboWGXqqoqPPfcc3j33XeRm5uLq666CkuWLMEll1zSdcy5c+fw05/+FGvXrkVrayu+8Y1v4Ne//jUuuOAC2xtPqc3tCWFKQxiFeZm4ftSFmFJalDAWbKROh+jQiJFsip1zTkSWHYZ7ZmLrO59oZhhE9VWpCaI0/n6ipRUVnxcvSz7Hdt3bS4BiCXU1Tl1/eteUV3NR7CB6bS+/aTQyPt9JWe/9B9QDQDO1d8hdhoKP7du3o6KiAmPHjsVnn32GBx98ENOmTUN9fT3y8vIAAPfeey82btyIZ599FuFwGJWVlbjhhhuwa9cuR14ApTa3JoSpTYZrbmnHU7sO46ldh7sFDKJVG0UnkBqpPfDi/mNCr0ukExLp9Do7Z5tqq2i8dUrj7ysyQorn+DtjB2Hp1vftaRM677ojZ9tVO/leuZlYfvNojLvIuTvrqaVFmDflYqza1ZAwEdPo6/VbcSzRa1upcqza+69Vn4U71fqfpTofn3zyCfr374/t27djwoQJiEQi6NevH9asWYNvfetbAIB3330Xl156KXbv3o1x48bpPibrfJDb9GpEyNTW/6vdZYnWnoivFSFae0C0NoZajQMlSh/aRQXZOPdZzFBmQM+vvjMKs0ddaOh3lM7xi/uP4Z61tba1694pI/DY5527k3Uf1K4XtWWoPygfirsnDsffGprx4zX7ENFZHVJUkI1dD3zdd3f6VupqiGYy7Kq9Q+a4VucjEokAAAoLO8e19+7di/b2dkyZMqXrmC996UsYPHiwavDR2tqK1tYv1qtHo1ErTSIyTHQynNqKE7XZ8maGRqaXFePOCSVY+dcGxN8WhELAHV8rMZUlEaWUZRItAFU5aTh698zE4o3v6B5r5q5c6RyLPs68r4/A2r8d0a2LUTl5BC4pyu8WAPTPz8LXRvTDq4eO4+iJs/je+KHIOq/7dDmRDlLtrnzWyGI8uaOh23sZOduOpVvfx6pXDwsHgItmXea7wAOwNowqsiKFO9UGi+ngIxaLYd68eSgvL0dZWRkAoKmpCVlZWejVq1fCsRdccAGampoUH6eqqgqPPPKI2WYQJTAz1mtkfNzIXAozy3E31zUqdkIxCXhyRwOuGNwb08uKbdkbRknyh7xovZURF5yPb14+AL/d2eBayWqRJbpFBdm4+IJ8nPsspvjz5HOVHIBtqf8Im95qTNiu/ueb3sEdXyvBgmtLu74nkurXGoJTK44mHysSeLi935EZTg6jOlV7h5xherVLRUUF6urqsHbtWksNWLBgASKRSNe/Dz/80NLjUfqK3wL+nrW1mLuyBlcvqdZdcmrmTlwksDC6HFekFkL8Char27IbaZuew5+2uL5CSe/5QgBmjxrQWSZdpfMO98zsdq7kAKz+WAQv7m9E8oKhmAT8ZkcDqjbVAxBb8iyyOsmM87N7oGLiMPzv7V/F3oem+jrwkDm1MoU71QaLqcxHZWUlXnzxRezYsQMDBw7s+n5RURHa2tpw8uTJhOzHRx99hKIi5U2AsrOzkZ2tvyMmkRYrm4CZKXIl0ikbHRoxO0zj5IRc0XOzdOv7uKQo39UVSh0xCeHcLNxWPhTrao+iuSVxgubCmZdi8cZ3NNudm9kDU0u7fza1fRbDyr9qL79d+dcGzJtyiVCqPz8n05E6F6dbO3D1iH68k4f/CxNSIkPBhyRJ+MlPfoJ169bhlVdeQUlJScLPx4wZg8zMTPzlL3/BjTfeCAA4cOAAjhw5gvHjx9vXaqI4Vsd644cw9BgZOhDdb0Ruk9k7NycrNIqem/hz7MYKpU37G/HQ+rqEHWoL87IwZ9QATP18WbTIXB61NPz/2324W8YjWUwC/m2T9j4wcsD46qFPdV+TWXrXTfJQ5JghvXU31xN5HL8tX+VOtcFiKPioqKjAmjVrsH79euTn53fN4wiHw8jNzUU4HMbtt9+O+fPno7CwEAUFBfjJT36C8ePHC610ITLDjrFetTv2eEaHDjbXNWoGHsllsP165za9rBjzplysWdY7+Rw7GRBVbapXPK/NLW1YtetwV6doJQ3/QfMZod9t+LRF6Lindx0WOs4MretBaS5KRgjdtqfXy0oFYfmqU/OgyBmG5nysWLECkUgEEydORHFxcde/3//+913HLF26FN/85jdx4403YsKECSgqKsJzzz1ne8OJZHaN9U4vK+4q03xb+VAU5mUl/NzIXIqOmIQHnntL85gNbzYmVCD1c0n5oX17Ch3n9Hj6pv3HNAM6CV/Mi7ESzA0pFHu9ez84IXRcS1uH0HFG6FXR3bT/mOJclOSMjl45frvK+LvBjXlQZA/Dwy56cnJysHz5cixfvtx0o4iMsDNjIN+xjx/WB//fzFLTaeZl1Qd1VygkZ2PM3rm5kQ634xxbbWdHTMJD6+t0j5PPq5U0/PfGD8XPN72jO/Rytl15FY0Wtff2zgkl2PBmY2Kdj56ZOHmm3VQV3YyQ2GRWraFJu5avujlkw51qg4G72lLgOTXWa3booCMmYdUusb1CkjMFIhM24z/ID3/agmf2JNawcCIdbvUc27X7bvykUi0fnzpnKZjb+8EJTLykH6rf/UTo+YzonZeVMFcl/r39l+mXoubQcez++6cAOq+/yJm2brvxilTRNbK3nNrQpB1Dml4M2XCnWv9j8EGB57ex3j0NzQmlsbUoZQq07tyUPsiTiazwMcrKObayEimekSEd+bwaXX0jcn5DIcB8XWhg4cxLURTOVbwr31LflPD8y7YdRHE4BwtnlqJ3XpZiFV07t6pPPsdWhzTteu8p9TD4oJTg9iZ0Wozs4KmWKVC6c1P7IE/mVDXHzn1HRmDVrsPd9h1RO8d2Vp0UHfrpk5eVcF5F0/B653fixX3xtRH90KtnFn767JtCbVFSFM5VvCvX6qgr1nR21Mll6e3eqj75HFsZbmPFUdLC4INShl/GekU/sH9QPlS4bUbvcO2u5qi+70gJKicPV30dTuy+q9fZLp5d1q09eml4vfMbAnDgo9N46tYrTW9XrzU0ZbajtmuCr1rbrAy3seIoaTFd4ZTIj+ysnpi8eqBDcBBdb9UKAPTumYnKySOE22L2DteOzklttUPkbDse2/oettQrb51g5PmN7L6rdV5/NKEE115uPMtlpKMUeX+T6Q1NGXn+eHYsu9Zqm5WqtX6pOGr275icxcwHpS2tGfhWJslpzY8AOj+0q274sqHAyOwH9OFPxepVqLGaOre7dona8FphXiZ+NrsM114+QOhxkhnpKPXmv0j4YpWKTG/4z2xHLVKBNrmuR/LXem0zO6Tph7o1QahPkq4YfFBa0vpQAmB5kpzaB7bZDz6zH9Br/3ZEc1hEj9XU+ZghvVGYl6m6SsWu3XetDq8Z7Sj1OmSj7TPbUYtMBF42d3TCZFUzFU7NnHOvK45ysqu/MfigtKP1oXTX6n3o1TPTlklydnaSovMdklkdU2+KnBU6TunOXQ7wtAIPwJ7dd60y01Hqvb9G2melozaTmTBz7oyecy9XoXGyq/8x+KC0IrK7qFZxMKOT5OzqJEX2iVFjdshmc10jFm98R+jY5DtykZU5Vlci2Vm4ymxHaef7a6Wj9stka6V2ebEKjZNd/Y/BB6UVu5Ymur0td0dMwoY3zZWxVkvp6815EVnWq3RHLrIyp09eFrbfNwlZ55mb8+7EWL7Xy7WtPr9fC2t5ERj5ZbIrqWPwQWnFrg8btzd3MxM0aaXqtTrvqaVFhpb1Jt+Ri7T1eEsb9n5wwlRn6eRYvtcZBK+f3yluB0Z+mOxK2hh8UFqx+mHj1bbcRoMmrVS9Xuc9b8oIoUCnMC8T/3b9l7t19E7eddoxlq83XGNnR2lmaMivGYwg8XqyK+lj8EG2c3MTKSPP2RGTEItJ6JWbqVr+PAQg3DMTkc/nfWiNvbv5Oo0GTWqpepHOe5Xg9u8Lv3mZYobBybtOq2P5bi695DJP7/htywXqjsEH2cqLD1yR5xTas+Pz//7ihi8DgObYu9uvU6SeQ2FeJhZ+8zIUFagHQiKdt+i+NEUFysGDk3edVrIqbi695DJP73k9h4e0hSTJyhZJ9otGowiHw4hEIigoKPC6OWSA2geu3AU68YEr8pyAct2OZMnBg1pmw4vXCXzxWgHlOzmR511fexT3rK211A45eNh5/2TVO0c72qpk96HjmLuyRve4yknDUD68X1eAU3PoOCrW7NPMeOm9JlEdMQlXL6lWDfLsfC7S50UmNl0Z6b8ZfJAtvPjAFX1OSZIStpxP1is3E8tvHo1xF+mXY3fjdTpVeRUQ77y1hCAWPDiRHZLPv1YGKF7PrB4IhYCW1g6hx3/mjnGW51uInmM7novIT4z03xx2IVt4sa5e9Dn1nDzbjoxQSChYcPp16nXYVldDiAzf6Jk35WKh4MGJlRs9MkJYOLMUP16zT+j4M21iQYfMjtVQXOZJpI/BB9nCiw9cLx7LydcpOk/AzGqI+GzKd8YOwtKt7xtun2xo3566zxEfaNh5d99Z+KzetsdLZsfSSyMTbkWHBDh0QKmGwQfZwot19V48llOv06ly0B0xCcuq38eqXYcT5jvkZfVAi8GsgEzptbkxAVe08JkZdi69FJ1we6KlrdsQntI5Uzu3C2eWJuzZwoCEgoTBB9nCi3X1os8pSRI+iraaalfyHeeYIb2FVp2MGdLb0GtxYjhnc10jHnjuLcVy8WYDj4wQur02N1Z2iFRNNcvupZciyzxnjSxGxRr9c6Z2bhsj57oNPXEZLwWJudrGREnkD1zgiw9YmVPr6kWfc9Gsy0y1a3NdI65eUo25K2twz9pazF1Zg2se3YZZI4sVH0/W3NKOax7dhs114uXQ7RrO6YhJ2H3oOP7vC2/jrtX7NPepMSMmAXs/OJHwfHp75TzyQj06YtbCBrvK4ispCudYCpDkc76+9ih2HzqOjpjUtcyzKJyYJSoK52D5TVdgw5uNuues7bOYoYBLDlyMXHdEXmHmg2zjxbp60ec02i6tu/kndzTgzgkl2PBmo2qHaPSu347hHJFaJnaID4DcmmjsxORMI6uc1GzafwwPra9L2Lk3PgOhNOFW9Jz9v92HDb2X3K2VgoTBB9nKi70pRJ5T6xiloRW9+Rcb3mxE9U8nonxJNZpb2lSPE+0IrA5bOTkfIll8AOTWRGO79+AIAfjFjV9G+fC+ph+jalO94i7DjUmBZ3LQJXouPmg+Y7hN3K2VgoLBB9nOi70pRJ5T6RilbEFhXpZiQCGTP+DXvPaB0HEiHYGVctBOzoeIpxQAuTXRWCQ469UzE5Ik4eTZzzQfy465EZv2NyoGHjIJ6oGn6LkYUqi8qkgEl/GS3zH4oLSlli3QCijiid6ZinYEZoetnJwPIVMLgMxmbORsU1PkLJpb2lB4frZmWXiR4Kzqhi9jamkRllUfxKpdDQmre/rkZWH2qAGYWlpkORPXEZPw0Po63ePUAk+RWisZIeCC/GzTNVn0Ahwu3SWvMfigtGRHtkD0ztTIXb+ZYSsrd7m9emYmTEotDudg1sjibvNZ1AIgMxkbrbkpnUtIL0XvvOxur180OLtnyghUTh7uWOe6p6FZOEBVem/iz5mamAT8ZG0t7pxQgid3NHQ7t2pEVpVxwzvyAwYflJasZAvkD/jvjR+K3+5ssH15sdFhKzNDGr16ZuIXn2cKlDrpf5l+qXDnbSRjozc3pXMJ6RsJ3zNT4dXJoT8jwZ7aezO9rBjLbxqNymf2QWsh0IY3G7H8ptFYvFF/IrHIqjJueEd+weCD0pLZbEH8B3zWeRm+2LZ7zJDeuvNUZL16ZuIHV5WgcvLwrnYpddJGO2+RoMBstsmOCq92Eg32CvMyNQPP3nlZmoGHPGeod14Wdt4/OeHcnmhpxeKN7xgannOqkB2RGQw+KC0Z6UDil1Emf8B7vW23nEIXCTwK8zLxs9lluPbyAY60RS8oMJttstox2j2/QZ6zofdafja7zJbhso9PnVM8t98oKzb0urzYf4lIDYMPSkuiEyW33zcJez84ofkB78XyYsD48toTLe2oWPMGVnw+f8JtVuammO0YnZjfED9nQ+3c/2hCiW6QZ3WlkNEMEDe8Iz9hhVNKS6LVUbPOy8D4YX0we9SFGD9MvRiV3BHoHWcXM0MYehVHlSp12smOWh1GOkY5OEu+27ejEqic8SpOqmDaJy8Lv75pNBZcW6r5+x0xCTFJQq/cTNVjQugMlOzaksCL/ZeI1DDzQWkjOf0+tbTI0yETK6wMYShlENxYASE6XKFFtGN0Y36DkYxX/LV3+NMzeGbPETRF1c+DE3OGvNh/iUiN4eBjx44dePTRR7F37140NjZi3bp1mDNnTtfPP/roI9x///14+eWXcfLkSUyYMAGPP/44RowYYWe7SQDX8n9Bq3NNnswnf/juPnTct+fOamo8/vfdWgEhMlyhxmjHaMf8BpG/H5GhDzNl750IgK0UsiOym+Hgo6WlBSNHjsRtt92GG264IeFnkiRhzpw5yMzMxPr161FQUID//M//xJQpU1BfX4+8vDzbGk7auJb/C0Y71yCcO6upcfn33V4BoTZBV4uZjtHq/Aa7rgGj83J69czE8rmjMc6hoTuvJ0gTyQwHHzNmzMCMGTMUf/b++++jpqYGdXV1uOyyzp1EV6xYgaKiIjzzzDP44Q9/aK21JIRr+b9gtHMNyrkTqZKpJDmD4MUKiPjhiuQKpyda2rrVtDDTMVqZ32DXNWBmXs7JM+3IyAh5vhcSkdNsnfPR2toKAMjJ+eIPOiMjA9nZ2di5c6di8NHa2tr1ewAQjUbtbFLa4Vr+REY61ytLCn157tTS/2opdDVKGQSvVkBoDVd8o8x6x2il7Ltd14DZeTlurDbxulYKka2rXb70pS9h8ODBWLBgAU6cOIG2tjYsWbIE//jHP9DYqDyzvKqqCuFwuOvfoEGD7GxS2jHS2aYDI52rH8/d5rpGXL2kGnNX1uCetbWYu7IGVy+pxua6xq4UelHSiovicA5+NKGk20qMonBOt7t2P66AsGPlkOhqpuTHtvMaMBtEcLUJpQNbMx+ZmZl47rnncPvtt6OwsBA9evTAlClTMGPGDEiS8r3ZggULMH/+/K6vo9EoAxALuJY/kZHO1W/nTjT9b6VEeiqvgFCb31D4+SZz4dwsdMSkhHNi5zVgNIgI2rnmhHaywvaltmPGjEFtbS0ikQja2trQr18/fPWrX8VXvvIVxeOzs7ORnZ1tdzPSlh/vZL1kpHMVzWjYce70PriNpv/NlkjvkRHCwpmXdttPBUiNFRDxwdnW+iasqz2K4y1t+N2uw/jdrsPdJpHa+fdjZF5O0M51ECZlk785VmQsHA6jX79+eP/99/H6669j9uzZTj0VxZE/8NQ+vuwuXOQEO4tdGUm/u3XutIZSZKLp/5q/H7d0rjbXNWLxxncUf6Y0TBNEPTJCiJztDDjiS+UD3QuO2XkNaF17yYJ0rp0s3kbpw3Dm4/Tp0zh48GDX1w0NDaitrUVhYSEGDx6MZ599Fv369cPgwYPx1ltv4Z577sGcOXMwbdo0WxtOyoK+lt+JOyrR5YVunDvRoRTR9H/F/+7DybNfdKhGzpXeMtCFM4NxF2t3FsnOa6Bz99or8ND6usQ9ggqyMffKwRjaNy9QQxac0E52CUlqkzFUvPLKK5g0aVK3799yyy14+umn8V//9V949NFH8dFHH6G4uBjf//73sXDhQmRlZQk9fjQaRTgcRiQSQUFBgZGmUZwgpkXVOkP5I8zqnaHoGLVT564jJuHqJdWqGQ15CEguejZ3ZY3h5xA9V0ba4udOROS92n3ouNC5fOaOcV3Db1vqm/B87bGEDfvM1vlQmnPSucGfP/8OtRg5l1xNk36M9N+GMx8TJ05UnTwKAP/8z/+Mf/7nfzb6sGSzoK3lt3JHJRpUiC4vdOrcGV32a6aOh+jdZyrscGp3FmlLfRPm/6E2KVDIxPWjLsSU0iKhayC5jPpjW9/r1r4TLW2oWLMPKzKCMcwSz2+Tsim4uLdLCgvSWn6znaHRLIXdgYoRRrdQN1rHQyYSOAS9EzESrIpOIv3drsPdvneipR2/23UYYwUCD9Ey6vHty8/OxKctrb6/OZBxQjvZhcEH+YKZzjBoZdONfnCbKUUeT+ucOtGJqAV2TizJtDuLlBEClObqimaSjJZRl9t381OvdX3P78OiQGovzSZ3MfggXzDaGQaxbLqZD+7pZcWIxSTFpbB6tM6p3Z2IWmA3a2QxNrzZaDjg0wtY7MoiyV9rLRLSyySZKaOuxG8l/JUEfUI7+YdjS22JjDC6xNHIna9eoAJ0BipWlvSKMFN1syMmqS6FVSOyHNRsBVAlaksvGyPn8JsdDYaXZIosRTabRUquBlsUzsHt5UOFHmvXwU8UrxGzZdST2XEt2rlMXY3WufRz4ET+wswH+YLROyqnyqY7PUfG6K6iRjs2I4GDHTucmrnr1xrKEM1Qmc0iKU0k3tPQjKcU5nskW7btEP6072i3c2PnvBgr16Kbw4pBm9BO/sPgg3zDSGcY5LLpRj64jbbJ6A6wVjsRs3f9Sp2sG/U4lCYSG1lZpDQ04sTkSqPvuxfDikGa0E7+w+CDfEW0M/Rr2XRR8ge3PLfhxf3HFF+raJsqJw1D+fB+pu4+rXQiW+qbTP2eLL6TNZqhsiNzA2hn3ZTakBwEmV0WrcXoRF8W/qKgYfBBviO6J4nona9fZ+iLpMlF237v1Etc71g6YhKerz1m6THiO1kzGSq70v9yIPPAc2/h5Jl2zWOTgyAry6KTmbkW/TSsSCSKE04psEQnvtk5udIuovtjxLc9mderC/Y0NCdUADWqMC8TY4b07vra7PJfOVidPerCrmDAjKmlRcg5r4fw8clBkNK1aITZ99Nvw4pEIpj5oEATvfO1K0VvBzNp8nDPzG535L16ZqLqhi97trrAamfW3NKOax7d1nX+vc5Q7WloRlNU/DUlB0FK1+KJllYs3viO0BJks9einTVbnKjJQqSEwQcFntdl040ykiaPnG1TLV51Qmd4wGminV5hXma33WRlyRMi9epxzCgr6iocZvf7ZiSYUlvKrHQtfqOsWPGa+5fpl9pyLdoVtHldhI/SC4ddKK3YlaK3QrSTa4qe01zGKmdInK5Poka0Nsuu+7+OwjzljSWTa1uoDV+EPn+S3+06rFj3w476FkYmeRoZGpGvuW9ePgAA8OL+Y9h96DgAKF6LRl+LlWFF+bkWv/A27hIYBiSyCzMfRC4T7eSaT7f6eiKh6KTf2g9Pas4NUVrFImeottY34aldh7tVII3PmACw5Y5dtAz7srnGl60qZRWKCnIw98rBGNq3Z1fmY0t9k6nXYmZYUWQvGq6WIacw+CBTODZsnmiaXC1bkMzLiYQind762qNCjxX/OuRVSvP/UKt4rNwpPvDcW4icabelvoXIqpVlc6/AtZcbDzwUa3BEz2Hp1ve6vu6lMK8HEH8tRoYVjexF43WQS6mJwQcZxrFha0QzBuFcseDD6x1E9To9sxMiRebGqC2LFbljTw6gxwzpjXBuFn5QPhTP1x5LyNaYvb6NVIC18lpkIvOfzO5Fw9UyZCcGH2SIHzZoSwUiGYOOmOTa6g+rmSytTs/shEirnZ1aFVV5OGdd7dGEibDJO9sW5mXi+lEXYkppkenMnp37vtiVfTDbJq+DXEotDD5IGCsp2ksvY+DWDqJOZ7LMvg67Ojs5iNGb45A8r+RESzt+t+swxloYUrQ7W2DH4xl9DK+K8FFq42oXEmZkiSiJ0Vt94/QOoqLFzqwy8zr0VtOI+vRUKzbtV36dWuzYZdbubIHW44mukjHSJq8L2VHqYuaDhLGSojecqk/idibL6OvQy5hI6JykqTThNN7ije8gI2Su7LkcUD+9qwG3lpfongeleSR27Puil30wkr0ysheNF0X4KD0w+PCJIKwesbOSIhnjxA6iXuwJYvR16M2NASC0p4rVUiiLN76D3+5s0OyI1QKAWSOL8eSOBsv7vqhlH4zOwxIJ6m4rH4qpFua6EOlh8OEDQVk94nX5a7JXUDJZehkTpeDECVqTqrUCgCd3NODOCSXdyqmLKszLxL9dr1xG32z2yk/bDVB6YvDhsSCtHnFrAmSq8Hs2K0iZLK2MiRycPL2rAYs3vuNYG9Q6c5EAYMObjdh+3yTs/eAEPj51Doc/bcGa1z7AR6e0N+brk5eF3Qu+jqzzlKfnWcle+WW7AUpPDD48FMTVI1bumPzeGdspCNmsVMpk9cgIoW9+tuPPo9SZiwYAez84kRAAVE4egWXVBxMKjcnkv4qfX1+mGngA1rNXTgznEYlg8OEhL8bc7WDmjikInbFdgpLNSrVMlpsZmvjO3GwA0CMjhHumjMAlReebHv4IUvaKKB6DDw8FZcxdiZE7pqB0xnYIWjbLT2P/VjNjonuzxE8+Lcg5D9Fznxlua3xnbjUAsDL8kUrZK0ovDD48lA53LUHrjK0KYjbLD2P/dmTGRDI5y+Zegd552QlLYa95dJvwUlilztyOAMDs8EeqZa8ofbDImIdEtyQP8l1LuhUmC2o2S6/YmZPsLHSmV8zs2ssHJLzOrPMyVLejT6bWmVvZ0t4OTheiI3ICMx8eSoe7lqB2xmaJZqne/+g0dh86ntKTbrXIQyxN0XNY/OLbtmbGjGZy1IaekodotIaivB6+0nrN6TTRm4IjJEmSxfI79opGowiHw4hEIigoKPC6Oa5I5cmYuw8dx9yVNbrHPXPHON8MQygR/QDviEm4ekm1cBo/Vd5nI/T2WFHixvWhVJ1UXhor2mn7raNP5c8W8h8j/TeDD5/w24eWXfQ6Y3k8fOf9k337eo1+gMvDCIB+RUv5FfspPe7ktag2+VjPr74zCrNHXWhLG9KF2rn24zVHqcFI/805Hz7h5Zi7k7weD7fKzHwEtTF4JXZsXmanzXWNuHpJNeaurME9a2sxd2UNrl5SbcsGc1qTj/UEedK1F/QmegP+ueYoPTH4IMcFdUKclQ/w6WXF2Hn/ZDxzxzhUThqm+Tx+mXTr9A63epOPlaTCpGsvpNtEbwoew8HHjh07cN1112HAgAEIhUJ4/vnnE35++vRpVFZWYuDAgcjNzUVpaSmeeOIJu9pLARXfGf/qO6PwzB3jsPP+yb4NPADrH+ByNmvEBflCz+flpFs37pSNvr4gZMb8akt9k9BxqTLRm4LH8GqXlpYWjBw5ErfddhtuuOGGbj+fP38+qqursXr1agwdOhQvv/wyfvzjH2PAgAGYNWuWLY0mY/wynyRopZztWqkThHoubtQnMfr6uMmZOR0xCc/XHhM6lsNZ5BXDwceMGTMwY8YM1Z+/+uqruOWWWzBx4kQAwJ133onf/OY32LNnD4MPD/h1trtfAiItdgUNQahC6caSaJHzUJiXhYdmXoqicK4vr4kg2NPQjOYW7Q3rgM7dcjmcRV6xfc7HVVddhQ0bNuDo0aOQJAnbtm3De++9h2nTpike39raimg0mvCP7OH0GL6Vdjk1qdFOdhWBC8KkWzeyMyLn4efXl+H60QNTatK120QDxOtHXchzTJ6xPfh4/PHHUVpaioEDByIrKwvTp0/H8uXLMWHCBMXjq6qqEA6Hu/4NGjTI7ialJb/OdvdrQKTEzqDB75Nu3aq26/fzkApEA8QppUUOt4RIne0VTh9//HHU1NRgw4YNGDJkCHbs2IGKigoMGDAAU6ZM6Xb8ggULMH/+/K6vo9EoAxAb+HGPkSDu82Jn5Uo/7KGixs1qu34+D6kgCMN8RLYGH2fPnsWDDz6IdevWYebMmQCAyy+/HLW1tfjlL3+pGHxkZ2cjOzvbzmYQ/FnW3I8BkQg7O0s/T7p1s0S4n89D0KXDtg0UfLYGH+3t7Whvb0dGRuJoTo8ePRCLxex8KtLhxxUWfgyIRKVLZ8msRGrweq8ZIj2Gg4/Tp0/j4MGDXV83NDSgtrYWhYWFGDx4MK655hrcd999yM3NxZAhQ7B9+3b8z//8D/7zP//T1oaTNj+mXv0YEFF36RJoBZGRVWIMJMnPDO/t8sorr2DSpEndvn/LLbfg6aefRlNTExYsWICXX34Zzc3NGDJkCO68807ce++9CIX0L/p03dvFCWp7jHi1t0Mq7PNCwRSEpd16/LpsnkjGjeWoi98+sPwWEFHq89vfgBncJI6CgMEHJfDbXV8qdAZWibwnfnvfgigVOm05Y6g2WZsZQ/ILI/237UttyX/8Noaf7mPRIsEXAzTrgri0W4nXq8QYBJMTGHyQJ/wWELlF7U5cLrK24rujAUD3GAYg+rzutO3i5SoxBsHkFNsrnBL5XUdMwu5Dx7G+9ih2HzruWpVX0aqziza87bvKtEEU5KXd8bxaJRakasQUPMx8UFrx8k5O9E5ci51366meTk+Vpd12LZs38n6nypAV+ReDD0obIkMeTgYgdt5hW32sdEin+7HWjRl2VCw1+n6nypAV+ReHXSgt+GGjPTvvsK08lp/S6U4OgQVhN2FRVjbkM/N+p8qQFfkXMx+UFvxwJyd6Jy5JEj6Ktjpyt+6ndLob2ZdUKjNuZpWY2fc7VYasyL8YfFBa8MOdnGj6HIBjm4L5IQgD3B0CS6Wl3UZXiZl9v1NlyIr8i8MulBb8cicnkj63kmLX44cgzIshMLnTnj3qQowf1ieQgYcZZt/vVBqyIn9i5oPSgp/u5ETuxJ26W/dDEOaX7Es6sPJ+p9KQFfkPgw9KC3asGLC7PXodqxOF2PwQhPkh+5IurL7fqTRkRf7CYRdKG04OZwSFH9Lpfsi+pAs73u90HbIiZ3FjOUo7qV5cS0386z78aQue2XMETdHWrp+7VedD3ihN726cG6XZJx3qupD3uKstkUGpHpAodT5FBTmYe+VgDO3b0/XXLK92AZSHwNIlE+WmVL/GyXsMPogMSPW7Qr9uKx+k886Om0gfgw8iQX7tmO0iD3GorS7xeogjCJ16kIIkUUE47xQ8RvpvrnahtOWnap9O8fuyVidW9NjJ6/2AnJCKwRQFD1e7UNoy0jEHFZe1mueH/YDs5qd9fSi9MfigtJUOHbPZZa1ObvgWFKkWnKZiMEXBxWEXSlvpUG/CTJEppuU7pVpw6vchOEovzHxQ2pI7ZrXZHCF0drpB3jzLaJEppuW/kGrBaaoFUxRsDD4obfmh2qcbRCu7Mi2fSDQ4jcWkQAxPpVowRcHGYRdKa+myeZbIHh1MyyfS2w9IAnC2vQM3P/Va1/f9PDzlh319iGQMPijtpcvmWXrLWpmW704tOO3VMxMnzrTj5Jn2hOP9vATXb5srUnpj8EEEe+tNBLWAU9DT8k6d9+TgtO/52fjpH2oVj42vDzP5Sxdg7wcnfHUdpEumj/yPwQeRjYK8UiTIaXmnz3t8cLr70PGEDfmSycNT46r+guaWNkfaY0W6ZPrI3zjhlMgmQV8pIjoBF4CvaoC4fd5Fh53iAw8n22OGHEzNHnUhxg/rw8CDXMfgg8gGqbJSRGtlzPKbrsCBptMYs3gL5q6swT1razF3ZQ2uXlLtWYfqxXk3O+wUpOuAyGkcdiGyQSqtFFFKy59oacODz7/VbYIl4O0kSy/Ou97wlJYgXQdETmLmg8gGqbZSJD4tHznbhh+v2acYeADe3tF7cd61hqdEBeU6IHKK4eBjx44duO666zBgwACEQiE8//zzCT8PhUKK/x599FG72kzkCCv7mQR9pYgaeVhDj1f7nHh13tWGpwrzMj1pD1HQGB52aWlpwciRI3Hbbbfhhhtu6PbzxsbEsd+XXnoJt99+O2688UbzrSRymNXVEkFeKaJFb1gjmdt39F6ed6XhqTFDeuOaR7el3HVAZDfDmY8ZM2bgZz/7Ga6//nrFnxcVFSX8W79+PSZNmoSLLrrIcmOJnGDHaolULdVuNJhw+47e6/OevGok67yMlLwOiOzm6JyPjz76CBs3bsTtt9/u5NMQmWbnagnRPVSCxEgwkRECxgzp7WBrlPntvPutPUR+5Ohql//+7/9Gfn6+4vCMrLW1Fa2tXxTsiUajTjaJKIHdqyVSrYCTPKwhMvQSk4C9H5zwZBWH386739pD5DeOBh+/+93vcPPNNyMnR/3uqaqqCo888oiTzSBS5cRqCTtLtXtNHta4a/U+oeO9XMXht/Put/YQ+Yljwy5//etfceDAAfzwhz/UPG7BggWIRCJd/z788EOnmkTUTaquUrHT9LJi3DvlYqFj0/k8EZE4x4KPp556CmPGjMHIkSM1j8vOzkZBQUHCPyK3yMMKasnwEDpXvaT76oTKycNRVJCt+nOeJyIywnDwcfr0adTW1qK2thYA0NDQgNraWhw5cqTrmGg0imeffVY360HkNa9XSwRFj4wQFs26DCHwPBGRdYaDj9dffx1XXHEFrrjiCgDA/PnzccUVV+Bf//Vfu45Zu3YtJEnC3Llz7WspkUO4OkEMzxMR2SUkSZKvdjiKRqMIh8OIRCIcgiFXdcQkrk4QYOY88dwSpT4j/Tc3lqNu0rWj4OoEMUbPk9XqsUSUehh8UAJ2FGQnuXpscnrVy51wich73NWWuthRZpxIZmf1WCJKLQw+CAA7CrKfkeqxRJReGHwQAHYUZD8nqscSUWpg8EEA2FGQ/Vg9lojUMPggAOwoyH6sHktEahh8EAB2FGQ/Vo8lIjUMPggAOwpyBquiEpESVjilBKzzQU5I18J1ROnESP/N4IO6YUdBRERGsbw6WcIy40RE5CTO+SAiIiJXMfggIiIiVzH4ICIiIlcx+CAiIiJXMfggIiIiVzH4ICIiIlcx+CAiIiJXMfggIiIiVzH4ICIiIlf5rsKpXO09Go163BIiIiISJffbIru2+C74OHXqFABg0KBBHreEiIiIjDp16hTC4bDmMb7bWC4Wi+HYsWPIz89HKBSMzcyi0SgGDRqEDz/8kJvhqeA50sbzo43nRxvPjzaeH212nR9JknDq1CkMGDAAGRnaszp8l/nIyMjAwIEDvW6GKQUFBbywdfAcaeP50cbzo43nRxvPjzY7zo9exkPGCadERETkKgYfRERE5CoGHzbIzs7Gww8/jOzsbK+b4ls8R9p4frTx/Gjj+dHG86PNi/PjuwmnRERElNqY+SAiIiJXMfggIiIiVzH4ICIiIlcx+CAiIiJXMfhwwKxZszB48GDk5OSguLgY3/ve93Ds2DGvm+ULhw8fxu23346SkhLk5uZi2LBhePjhh9HW1uZ103zj5z//Oa666ir07NkTvXr18ro5nlu+fDmGDh2KnJwcfPWrX8WePXu8bpJv7NixA9dddx0GDBiAUCiE559/3usm+UpVVRXGjh2L/Px89O/fH3PmzMGBAwe8bpZvrFixApdffnlXcbHx48fjpZdecuW5GXw4YNKkSfjDH/6AAwcO4E9/+hMOHTqEb33rW143yxfeffddxGIx/OY3v8Hbb7+NpUuX4oknnsCDDz7oddN8o62tDd/+9rdx9913e90Uz/3+97/H/Pnz8fDDD2Pfvn0YOXIkvvGNb+Djjz/2umm+0NLSgpEjR2L58uVeN8WXtm/fjoqKCtTU1GDLli1ob2/HtGnT0NLS4nXTfGHgwIH4xS9+gb179+L111/H5MmTMXv2bLz99tvOP7lEjlu/fr0UCoWktrY2r5viS//+7/8ulZSUeN0M31m1apUUDoe9boanrrzySqmioqLr646ODmnAgAFSVVWVh63yJwDSunXrvG6Gr3388ccSAGn79u1eN8W3evfuLf32t791/HmY+XBYc3Mz/vd//xdXXXUVMjMzvW6OL0UiERQWFnrdDPKZtrY27N27F1OmTOn6XkZGBqZMmYLdu3d72DIKqkgkAgD8vFHQ0dGBtWvXoqWlBePHj3f8+Rh8OOT+++9HXl4e+vTpgyNHjmD9+vVeN8mXDh48iMcffxw/+tGPvG4K+cynn36Kjo4OXHDBBQnfv+CCC9DU1ORRqyioYrEY5s2bh/LycpSVlXndHN946623cP755yM7Oxt33XUX1q1bh9LSUsefl8GHoAceeAChUEjz37vvvtt1/H333Yc33ngDL7/8Mnr06IHvf//7kFK4mKzR8wMAR48exfTp0/Htb38bd9xxh0ctd4eZ80NE9qmoqEBdXR3Wrl3rdVN85ZJLLkFtbS1ee+013H333bjllltQX1/v+POyvLqgTz75BMePH9c85qKLLkJWVla37//jH//AoEGD8Oqrr7qSzvKC0fNz7NgxTJw4EePGjcPTTz+NjIzUjoPNXD9PP/005s2bh5MnTzrcOn9qa2tDz5498cc//hFz5szp+v4tt9yCkydPMpuYJBQKYd26dQnnijpVVlZi/fr12LFjB0pKSrxujq9NmTIFw4YNw29+8xtHn+c8Rx89hfTr1w/9+vUz9buxWAwA0NraameTfMXI+Tl69CgmTZqEMWPGYNWqVSkfeADWrp90lZWVhTFjxuAvf/lLV4cai8Xwl7/8BZWVld42jgJBkiT85Cc/wbp16/DKK68w8BAQi8Vc6asYfNjstddew9/+9jdcffXV6N27Nw4dOoSFCxdi2LBhKZv1MOLo0aOYOHEihgwZgl/+8pf45JNPun5WVFTkYcv848iRI2hubsaRI0fQ0dGB2tpaAMDw4cNx/vnne9s4l82fPx+33HILvvKVr+DKK6/EY489hpaWFvzgBz/wumm+cPr0aRw8eLDr64aGBtTW1qKwsBCDBw/2sGX+UFFRgTVr1mD9+vXIz8/vmisUDoeRm5vrceu8t2DBAsyYMQODBw/GqVOnsGbNGrzyyiv485//7PyTO76eJs3s379fmjRpklRYWChlZ2dLQ4cOle666y7pH//4h9dN84VVq1ZJABT/UadbbrlF8fxs27bN66Z54vHHH5cGDx4sZWVlSVdeeaVUU1PjdZN8Y9u2bYrXyi233OJ103xB7bNm1apVXjfNF2677TZpyJAhUlZWltSvXz/p61//uvTyyy+78tyc80FERESuSv3BdiIiIvIVBh9ERETkKgYfRERE5CoGH0REROQqBh9ERETkKgYfRERE5CoGH0REROQqBh9ERETkKgYfRERE5CoGH0REROQqBh9ERETkKgYfRERE5Kr/H/9Rz/FyBVSuAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "print(correlated_effects.shape)\n", - "print(trait_intercepts.shape)\n", - "print(scaled_bvs.shape)" + "plt.scatter(ta_values, tc_values)" ] }, { "cell_type": "code", "execution_count": null, - "id": "cae0064b", + "id": "fe682196", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "#| export\n", - "\n", - "class TraitA(nn.Module):\n", - " def __init__(self, marker_fx, intercept):\n", - " super(TraitA, self).__init__()\n", - " self.marker_fx = marker_fx\n", - " self.intercept = intercept\n", - " \n", - " #calculate the breeding value for the trait and population\n", - " def forward(self, dosages):\n", - " return torch.einsum('ijk,lij->lk', correlated_effects, init_pop)\n", - " \n", - "ta = TraitA(scaled_bvs[0], trait_intercepts[0])\n", - "tb = TraitA(scaled_bvs[1], trait_intercepts[1])\n", - "tc = TraitA(scaled_bvs[2], trait_intercepts[2])\n", - "\n", - "ta_values = ta(init_pop)\n", - "tb_values = tb(init_pop)\n", - "tc_values = tc(init_pop)" + "plt.scatter(ta_values,tb_values)" ] }, { @@ -266,7 +297,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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" ] diff --git a/nbs/03_meiosis.ipynb b/nbs/03_meiosis.ipynb index 366e48f..27491c7 100644 --- a/nbs/03_meiosis.ipynb +++ b/nbs/03_meiosis.ipynb @@ -48,7 +48,9 @@ "metadata": {}, "outputs": [], "source": [ - "def gamma_interference_model(length, rate, shape, sim_param):\n", + "\n", + "\n", + "def gamma_interference_model(length, rate, shape, device):\n", " \"\"\"\n", " Simulate crossover events using a gamma interference model.\n", " \n", @@ -61,14 +63,14 @@ " Returns:\n", " torch.Tensor: Positions of crossover events.\n", " \"\"\"\n", - " num_crossovers = torch.poisson(torch.tensor([rate * length], device=sim_param.device))\n", + " num_crossovers = torch.poisson(torch.tensor([rate * length], device=device))\n", " intervals = torch.distributions.gamma.Gamma(shape, rate).sample((int(num_crossovers.item()),)).to(device)\n", " crossover_positions = torch.cumsum(intervals, dim=0)\n", " crossover_positions = crossover_positions[crossover_positions < length]\n", " return crossover_positions\n", "\n", "\n", - "def simulate_meiosis(num_chromosomes, map_length, num_individuals, num_crossovers, sim_param):\n", + "def simulate_meiosis(num_chromosomes, map_length, num_individuals, num_crossovers, device):\n", " \"\"\"\n", " This function simulates random crossover events across chromosomes.\n", " \n", @@ -80,40 +82,48 @@ " device (torch.device): Device to perform computations on.\n", " \n", " Returns:\n", - " List[torch.Tensor]: List of crossover positions for each chromosome.\n", + " torch.Tensor: Tensor of crossover positions for each individual and chromosome. \n", + " Shape: (num_individuals, num_chromosomes, num_crossovers)\n", " \"\"\"\n", - " return [torch.sort(torch.rand((num_individuals, num_crossovers), device=sim_param.device) * map_length, dim=-1)[0] for _ in range(num_chromosomes)]\n", + " return torch.sort(torch.rand((num_individuals, num_chromosomes, num_crossovers), device=device) * map_length, dim=-1)[0]\n", "\n", "\n", - "def simulate_gametes(sim_param, parent_genome):\n", + "def simulate_gametes(genetic_map, parent_genomes, device):\n", " \"\"\"\n", - " Simulate the formation of a single gamete given crossover positions, genetic map, and parent genomes.\n", + " Simulate the formation of gametes for multiple parents given crossover positions, genetic map, and parent genomes.\n", "\n", " Parameters:\n", - " genetic_map (list of torch.Tensor): List of positions of genetic markers on the chromosomes.\n", - " parent_genome (torch.Tensor): Genomes of the parents. SHAPE: (ploidy, num_chromosomes, num_loci)\n", + " genetic_map (torch.Tensor): Positions of genetic markers on the chromosomes. \n", + " Shape: (num_chromosomes, num_loci)\n", + " parent_genomes (torch.Tensor): Genomes of the parents. \n", + " Shape: (num_individuals, ploidy, num_chromosomes, num_loci)\n", " device (torch.device): Device to perform computations on.\n", "\n", " Returns:\n", - " torch.Tensor: The resultant single gamete. SHAPE: (ploidy//2, num_chromosomes, num_loci)\n", + " torch.Tensor: The resultant gametes. \n", + " Shape: (num_individuals, ploidy//2, num_chromosomes, num_loci)\n", " \"\"\"\n", - " ploidy, num_chromosomes, num_loci = parent_genome.shape\n", - " gamete_genome = torch.zeros((ploidy // 2, num_chromosomes, num_loci), dtype=parent_genome.dtype, device=device)\n", - " crossover_positions = simulate_meiosis(num_chromosomes, 100.0, 1, 1, sim_param)\n", + " num_individuals, ploidy, num_chromosomes, num_loci = parent_genomes.shape\n", + " gamete_genomes = torch.zeros((num_individuals, ploidy // 2, num_chromosomes, num_loci), \n", + " dtype=parent_genomes.dtype, device=device)\n", + " \n", + " # Simulate crossover positions for all individuals\n", + " crossover_positions = simulate_meiosis(num_chromosomes, genetic_map.max(), num_individuals, 1, device)\n", + "\n", + " for individual in range(num_individuals):\n", + " for chrom in range(num_chromosomes):\n", + " crossover_mask = torch.zeros(num_loci, dtype=torch.bool, device=device)\n", + " crossover_site = crossover_positions[individual, chrom, 0] \n", "\n", - " for chrom in range(num_chromosomes):\n", - " # Create a crossover mask for each chromosome\n", - " crossover_mask = torch.zeros(num_loci, dtype=torch.bool, device=sim_param.device)\n", - " crossover_sites = crossover_positions[chrom].flatten()\n", - " for position in crossover_sites:\n", - " # Find the nearest marker index for each crossover position\n", - " index = torch.argmin(torch.abs(genetic_map[chrom] - position))\n", - " crossover_mask[index:] = ~crossover_mask[index:] # Flip values at and after the crossover index\n", + " # Efficiently find the crossover index using vectorized operations\n", + " index = torch.argmin(torch.abs(genetic_map[chrom] - crossover_site))\n", + " crossover_mask[index:] = ~crossover_mask[index:]\n", "\n", - " # Use the mask to select genes from parent 1 or parent 2\n", - " gamete_genome[0, chrom] = torch.where(crossover_mask, parent_genome[1, chrom], parent_genome[0, chrom])\n", + " gamete_genomes[individual, 0, chrom] = torch.where(crossover_mask, \n", + " parent_genomes[individual, 1, chrom], \n", + " parent_genomes[individual, 0, chrom])\n", "\n", - " return gamete_genome\n" + " return gamete_genomes" ] }, {