diff --git a/docs/tutorials/FRLC.ipynb b/docs/tutorials/FRLC.ipynb new file mode 100644 index 000000000..760625b88 --- /dev/null +++ b/docs/tutorials/FRLC.ipynb @@ -0,0 +1,1324 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "faf2b2a6", + "metadata": {}, + "source": [ + "# Low-Rank Optimal Transport through Factor Relaxation with Latent Coupling (FRLC)\n", + "\n", + "> **Reference**: Halmos P., Liu X., Gold J., Raphael B.J. \n", + "> *Low-Rank Optimal Transport through Factor Relaxation with Latent Coupling.* \n", + "> NeurIPS 2024. [arXiv:2411.10555](https://arxiv.org/abs/2411.10555) · [GitHub](https://github.com/raphael-group/FRLC)\n", + "\n", + "---\n", + "\n", + "## Overview\n", + "\n", + "This notebook provides a self-contained tutorial on **FRLC**, a new algorithm for computing low-rank optimal transport (OT) plans, built on top of [OTT-JAX](https://github.com/ott-jax/ott).\n", + "\n", + "| Part | Content |\n", + "|------|---------|\n", + "| **1 — Theory** | Background on OT, low-rank factorizations, and the LC parameterisation |\n", + "| **2 — Implementation** | Step-by-step JAX implementation of the FRLC algorithm |\n", + "| **3 — Experiments** | Five experiments reproducing key figures from the paper |\n", + "| **4 — Conclusion** | Summary and take-aways |\n" + ] + }, + { + "cell_type": "markdown", + "id": "a6aa3c04", + "metadata": {}, + "source": [ + "---\n", + "## Part 1 — Theoretical Background\n", + "\n", + "### 1.1 Optimal Transport\n", + "\n", + "Let $\\{x_1,\\dots,x_n\\} \\subset \\mathcal{X}$ and $\\{y_1,\\dots,y_m\\} \\subset \\mathcal{Y}$ be two datasets encoded as probability measures $\\mu = \\sum_i a_i \\delta_{x_i}$ and $\\nu = \\sum_j b_j \\delta_{y_j}$.\n", + "\n", + "Given a cost matrix $C \\in \\mathbb{R}^{n \\times m}_+$ with $C_{ij} = c(x_i, y_j)$, the **Kantorovich (Wasserstein) OT problem** seeks the minimum-cost *transport plan* (coupling):\n", + "\n", + "$$W(\\mu,\\nu) = \\min_{P \\in \\Pi_{a,b}} \\langle C, P \\rangle_F$$\n", + "\n", + "where $\\Pi_{a,b} = \\{P \\in \\mathbb{R}^{n \\times m}_+ : P\\mathbf{1}_m = a,\\; P^\\top\\mathbf{1}_n = b\\}$.\n", + "\n", + "**Computational challenge.** The coupling $P$ has $nm$ entries — quadratic in the dataset size. For $n = m = 10^5$ this is $10^{10}$ values, far beyond memory.\n", + "\n", + "### 1.2 Low-Rank OT and LR-Sinkhorn\n", + "\n", + "Scetbon et al. (2021) restrict $P$ to nonneg matrices of rank $\\leq r$, parametrised by a **factored coupling**:\n", + "\n", + "$$P = Q\\,\\operatorname{diag}(1/g)\\,R^\\top, \\qquad Q \\in \\Pi_{a,g},\\; R \\in \\Pi_{b,g}$$\n", + "\n", + "with a **single shared** inner marginal $g \\in \\Delta_r$. Memory drops from $O(nm)$ to $O((n+m)r)$.\n", + "\n", + "**Limitation.** Because $Q$ and $R$ share the same $g$, the number of source clusters must equal the number of target clusters, and there is no explicit cluster-to-cluster coupling that can be read off directly.\n", + "\n", + "### 1.3 The LC Factorisation (FRLC)\n", + "\n", + "FRLC uses **two distinct** inner marginals $g_Q = Q^\\top\\mathbf{1}_n$ and $g_R = R^\\top\\mathbf{1}_m$, linked by an explicit latent coupling $T \\in \\Pi_{g_Q, g_R}$:\n", + "\n", + "$$\\boxed{P = Q\\,\\operatorname{diag}(1/g_Q)\\;T\\;\\operatorname{diag}(1/g_R)\\,R^\\top}$$\n", + "\n", + "This **LC (Latent Coupling) factorisation** offers three key advantages:\n", + "\n", + "1. **Decoupling.** The objective separates into three independent OT sub-problems on $Q$, $R$, and $T$.\n", + "2. **Flexibility.** $T$ can be *non-square* ($r_Q \\neq r_R$), allowing different numbers of source and target clusters.\n", + "3. **Interpretability.** $T$ directly encodes a cluster-to-cluster transport map, readable without post-processing.\n", + "\n", + "### 1.4 The LC-Projection\n", + "\n", + "Given LC factors on datasets $Z^{(1)} \\in \\mathbb{R}^{n \\times d}$ and $Z^{(2)} \\in \\mathbb{R}^{m \\times d}$, the **LC-projections** are the weighted cluster barycentres:\n", + "\n", + "$$Y^{(1)} := \\operatorname{diag}(1/g_Q)\\,Q^\\top Z^{(1)} \\in \\mathbb{R}^{r_Q \\times d}, \\qquad Y^{(2)} := \\operatorname{diag}(1/g_R)\\,R^\\top Z^{(2)} \\in \\mathbb{R}^{r_R \\times d}$$\n", + "\n", + "$T$ then represents an OT plan *between these barycentres*, making cluster structure immediately visible.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "3fca301e", + "metadata": {}, + "source": [ + "---\n", + "## Part 2 — JAX Implementation\n", + "\n", + "### 2.1 Setup\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "0e6b2b9d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "%pip install -q ott-jax matplotlib seaborn scikit-learn" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "52c3e870", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "JAX : 0.10.0\n", + "OTT-JAX: 0.6.0\n" + ] + } + ], + "source": [ + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "\n", + "import jax\n", + "import jax.numpy as jnp\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.patches as mpatches\n", + "import matplotlib.lines as mlines\n", + "from sklearn.datasets import make_moons\n", + "from sklearn.cluster import KMeans\n", + "\n", + "from ott.geometry import pointcloud\n", + "from ott.problems.linear import linear_problem\n", + "from ott.solvers.linear import sinkhorn, sinkhorn_lr\n", + "import ott\n", + "\n", + "print(f\"JAX : {jax.__version__}\")\n", + "print(f\"OTT-JAX: {ott.__version__}\")\n", + "\n", + "rng_key = jax.random.key(42)\n" + ] + }, + { + "cell_type": "markdown", + "id": "f53e7601", + "metadata": {}, + "source": [ + "### 2.2 Core Sub-Routines\n", + "\n", + "FRLC alternates three Sinkhorn sub-problems per iteration.\n", + "\n", + "**Balanced Sinkhorn** — solves standard OT for $T$:\n", + "$$u \\leftarrow a/(Kv),\\quad v \\leftarrow b/(K^\\top u)$$\n", + "\n", + "**Semi-relaxed Sinkhorn (Factor Relaxation)** — fixes the left marginal to $a$ and softly penalises the right:\n", + "$$u \\leftarrow a/(Kv), \\quad v \\leftarrow (K^\\top u)^\\alpha, \\quad \\alpha = \\frac{\\tau\\gamma}{1+\\tau\\gamma}$$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "6bd0bc50", + "metadata": {}, + "outputs": [], + "source": [ + "def sinkhorn_balanced(K, a, b, n_iter: int = 80):\n", + " \"\"\"Standard balanced Sinkhorn: returns coupling in Pi(a, b).\"\"\"\n", + " u = jnp.ones_like(a)\n", + " for _ in range(n_iter):\n", + " v = b / (K.T @ u + 1e-15)\n", + " u = a / (K @ v + 1e-15)\n", + " v = b / (K.T @ u + 1e-15)\n", + " return u[:, None] * K * v[None, :]\n", + "\n", + "\n", + "def semi_relaxed_sinkhorn(K, a, tau: float, gamma: float, n_iter: int = 40):\n", + " \"\"\"Semi-relaxed Sinkhorn (Algorithm 2 in FRLC).\n", + " Fixes left marginal to a, penalises right marginal via KL.\n", + " \"\"\"\n", + " alpha = tau * gamma / (1.0 + tau * gamma)\n", + " u = jnp.ones(K.shape[0])\n", + " v = jnp.ones(K.shape[1])\n", + " for _ in range(n_iter):\n", + " u = a / (K @ v + 1e-15)\n", + " v = (K.T @ u + 1e-15) ** alpha\n", + " return u[:, None] * K * v[None, :]\n" + ] + }, + { + "cell_type": "markdown", + "id": "5c83cc67", + "metadata": {}, + "source": [ + "### 2.3 The FRLC Main Loop (Algorithm 1)\n", + "\n", + "Given $(Q_k, R_k, T_k)$ at iteration $k$:\n", + "\n", + "1. $X_k = \\operatorname{diag}(1/g_Q^k)\\,T_k\\,\\operatorname{diag}(1/g_R^k)$\n", + "2. **KKT-corrected gradients** (removing the dual variable of the row-sum constraint):\n", + "$$\\nabla_Q = CR_kX_k^\\top - \\mathbf{1}_n\\bigl[\\operatorname{diag}^{-1}((CR_kX_k^\\top)^\\top Q_k \\operatorname{diag}(1/g_Q))\\bigr]^\\top$$\n", + "3. **Joint** $\\ell_\\infty$-normalised step size:\n", + "$$\\gamma_k = \\gamma\\;/\\;\\max\\bigl(\\|\\nabla_Q\\|_\\infty, \\|\\nabla_R\\|_\\infty\\bigr)$$\n", + "4. Semi-relaxed Sinkhorn updates for $Q_{k+1}$ and $R_{k+1}$\n", + "5. Balanced Sinkhorn update for $T_{k+1}$ on $\\nabla_T = \\operatorname{diag}(1/g_Q)\\,Q_{k+1}^\\top C\\,R_{k+1}\\,\\operatorname{diag}(1/g_R)$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e05939b3", + "metadata": {}, + "outputs": [], + "source": [ + "def frlc(\n", + " C, a, b,\n", + " rank: int = 10,\n", + " gamma: float = 10.0,\n", + " tau: float = 1.0,\n", + " n_iter: int = 300,\n", + " seed: int = 0,\n", + " delta: float = 1e-10,\n", + "):\n", + " \"\"\"FRLC: Factor Relaxation with Latent Coupling (Halmos et al., NeurIPS 2024).\n", + "\n", + " Computes a low-rank transport plan P = Q diag(1/gQ) T diag(1/gR) R^T.\n", + "\n", + " Parameters\n", + " ----------\n", + " C : (n, m) cost matrix\n", + " a : (n,) source marginal\n", + " b : (m,) target marginal\n", + " rank : latent rank r\n", + " gamma : base step-size (l-inf normalised per iteration)\n", + " tau : inner-marginal KL penalty strength\n", + " n_iter : number of coordinate mirror-descent steps\n", + " seed : RNG seed for random initialisation\n", + " delta : numerical floor for inner marginals\n", + "\n", + " Returns\n", + " -------\n", + " P, Q, R, T, gQ, gR, costs_hist\n", + " \"\"\"\n", + " n, m = C.shape\n", + " r = rank\n", + " key = jax.random.key(seed)\n", + " k1, k2, k3 = jax.random.split(key, 3)\n", + "\n", + " # Random initialisation (Algorithm 6 in paper)\n", + " gQ = jnp.ones(r) / r\n", + " gR = jnp.ones(r) / r\n", + " Q = sinkhorn_balanced(jnp.exp(jax.random.normal(k1, (n, r))), a, gQ)\n", + " R = sinkhorn_balanced(jnp.exp(jax.random.normal(k2, (m, r))), b, gR)\n", + " T = sinkhorn_balanced(jnp.exp(jax.random.normal(k3, (r, r))), gQ, gR)\n", + "\n", + " costs_hist = []\n", + "\n", + " for _ in range(n_iter):\n", + " gQ = Q.sum(axis=0) + delta\n", + " gR = R.sum(axis=0) + delta\n", + " X = jnp.diag(1.0 / gQ) @ T @ jnp.diag(1.0 / gR)\n", + "\n", + " P = Q @ X @ R.T\n", + " costs_hist.append(float(jnp.sum(C * P)))\n", + "\n", + " # Gradients with KKT correction\n", + " RXT = R @ X.T\n", + " grad_Q = C @ RXT\n", + " kkt_Q = jnp.diag((grad_Q.T @ Q) @ jnp.diag(1.0 / gQ))\n", + " grad_Q = grad_Q - kkt_Q[None, :]\n", + "\n", + " QX = Q @ X\n", + " grad_R = C.T @ QX\n", + " kkt_R = jnp.diag(jnp.diag(1.0 / gR) @ (R.T @ grad_R))\n", + " grad_R = grad_R - kkt_R[None, :]\n", + "\n", + " # Joint l-inf step size — key detail of Algorithm 1\n", + " gamma_k = gamma / (\n", + " jnp.maximum(jnp.max(jnp.abs(grad_Q)), jnp.max(jnp.abs(grad_R))) + 1e-10\n", + " )\n", + "\n", + " Q = semi_relaxed_sinkhorn(Q * jnp.exp(-gamma_k * grad_Q), a, tau, gamma_k)\n", + " R = semi_relaxed_sinkhorn(R * jnp.exp(-gamma_k * grad_R), b, tau, gamma_k)\n", + "\n", + " # T update via balanced Sinkhorn\n", + " gQ = Q.sum(axis=0) + delta\n", + " gR = R.sum(axis=0) + delta\n", + " grad_T = jnp.diag(1.0 / gQ) @ (Q.T @ C @ R) @ jnp.diag(1.0 / gR)\n", + " gamma_T = gamma / (jnp.max(jnp.abs(grad_T)) + 1e-10)\n", + " T = sinkhorn_balanced(T * jnp.exp(-gamma_T * grad_T), gQ, gR)\n", + "\n", + " gQ = Q.sum(axis=0) + delta\n", + " gR = R.sum(axis=0) + delta\n", + " X = jnp.diag(1.0 / gQ) @ T @ jnp.diag(1.0 / gR)\n", + " P = Q @ X @ R.T\n", + " return P, Q, R, T, gQ, gR, jnp.array(costs_hist)\n" + ] + }, + { + "cell_type": "markdown", + "id": "9cce01fe", + "metadata": {}, + "source": [ + "### 2.4 Helpers: Warm-Start and Non-Square $T$\n", + "\n", + "A **soft k-means warm-start** prevents component collapse when the cluster structure is known a priori. We also implement a version of FRLC supporting non-square $T$ (different $r_Q \\neq r_R$).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "7e281e89", + "metadata": {}, + "outputs": [], + "source": [ + "def kmeans_soft_init(x_np, a_np, n_clusters, eps=0.08, n_init=10):\n", + " \"\"\"Warm-start factor Q (or R) via soft k-means assignment.\"\"\"\n", + " km = KMeans(n_clusters=n_clusters, random_state=0, n_init=n_init).fit(x_np)\n", + " dists = np.sum(\n", + " (x_np[:, None, :] - km.cluster_centers_[None, :, :]) ** 2, axis=-1\n", + " )\n", + " log_K = -dists / eps\n", + " log_K -= log_K.max(axis=1, keepdims=True)\n", + " K_mat = jnp.array(np.exp(log_K))\n", + " g_unif = jnp.ones(n_clusters) / n_clusters\n", + " return sinkhorn_balanced(K_mat, jnp.array(a_np), g_unif), km.labels_\n", + "\n", + "\n", + "def frlc_warminit(C, a, b, Q_init, R_init, rank,\n", + " gamma=10.0, tau=1.0, n_iter=300, seed=0, delta=1e-10):\n", + " \"\"\"FRLC with user-supplied Q and R initialisation (square T).\"\"\"\n", + " key = jax.random.key(seed)\n", + " k3 = jax.random.split(key, 3)[2]\n", + " Q = jnp.array(Q_init); R = jnp.array(R_init)\n", + " gQ = Q.sum(0) + delta; gR = R.sum(0) + delta\n", + " T = sinkhorn_balanced(jnp.exp(jax.random.normal(k3, (rank, rank))), gQ, gR)\n", + " costs_hist = []\n", + " for _ in range(n_iter):\n", + " gQ = Q.sum(0) + delta; gR = R.sum(0) + delta\n", + " X = jnp.diag(1.0 / gQ) @ T @ jnp.diag(1.0 / gR)\n", + " P = Q @ X @ R.T\n", + " costs_hist.append(float(jnp.sum(C * P)))\n", + " RXT = R @ X.T; grad_Q = C @ RXT\n", + " kkt_Q = jnp.diag((grad_Q.T @ Q) @ jnp.diag(1.0 / gQ))\n", + " grad_Q = grad_Q - kkt_Q[None, :]\n", + " QX = Q @ X; grad_R = C.T @ QX\n", + " kkt_R = jnp.diag(jnp.diag(1.0 / gR) @ (R.T @ grad_R))\n", + " grad_R = grad_R - kkt_R[None, :]\n", + " gamma_k = gamma / (\n", + " jnp.maximum(jnp.max(jnp.abs(grad_Q)), jnp.max(jnp.abs(grad_R))) + 1e-10\n", + " )\n", + " Q = semi_relaxed_sinkhorn(Q * jnp.exp(-gamma_k * grad_Q), a, tau, gamma_k)\n", + " R = semi_relaxed_sinkhorn(R * jnp.exp(-gamma_k * grad_R), b, tau, gamma_k)\n", + " gQ = Q.sum(0) + delta; gR = R.sum(0) + delta\n", + " grad_T = jnp.diag(1.0 / gQ) @ (Q.T @ C @ R) @ jnp.diag(1.0 / gR)\n", + " gamma_T = gamma / (jnp.max(jnp.abs(grad_T)) + 1e-10)\n", + " T = sinkhorn_balanced(T * jnp.exp(-gamma_T * grad_T), gQ, gR)\n", + " gQ = Q.sum(0) + delta; gR = R.sum(0) + delta\n", + " X = jnp.diag(1.0 / gQ) @ T @ jnp.diag(1.0 / gR); P = Q @ X @ R.T\n", + " return P, Q, R, T, gQ, gR, jnp.array(costs_hist)\n", + "\n", + "\n", + "def frlc_nonsquare(C, a, b, Q_init, R_init, rank_Q, rank_R,\n", + " gamma=10.0, tau=1.0, n_iter=300, seed=0, delta=1e-10):\n", + " \"\"\"FRLC with non-square T (rank_Q x rank_R).\"\"\"\n", + " key = jax.random.key(seed)\n", + " k3 = jax.random.split(key, 3)[2]\n", + " Q = jnp.array(Q_init); R = jnp.array(R_init)\n", + " gQ = Q.sum(0) + delta; gR = R.sum(0) + delta\n", + " T = sinkhorn_balanced(jnp.exp(jax.random.normal(k3, (rank_Q, rank_R))), gQ, gR)\n", + " costs_hist = []\n", + " for _ in range(n_iter):\n", + " gQ = Q.sum(0) + delta; gR = R.sum(0) + delta\n", + " X = jnp.diag(1.0 / gQ) @ T @ jnp.diag(1.0 / gR)\n", + " P = Q @ X @ R.T\n", + " costs_hist.append(float(jnp.sum(C * P)))\n", + " RXT = R @ X.T; grad_Q = C @ RXT\n", + " kkt_Q = jnp.diag((grad_Q.T @ Q) @ jnp.diag(1.0 / gQ))\n", + " grad_Q = grad_Q - kkt_Q[None, :]\n", + " QX = Q @ X; grad_R = C.T @ QX\n", + " kkt_R = jnp.diag(jnp.diag(1.0 / gR) @ (R.T @ grad_R))\n", + " grad_R = grad_R - kkt_R[None, :]\n", + " gamma_k = gamma / (\n", + " jnp.maximum(jnp.max(jnp.abs(grad_Q)), jnp.max(jnp.abs(grad_R))) + 1e-10\n", + " )\n", + " Q = semi_relaxed_sinkhorn(Q * jnp.exp(-gamma_k * grad_Q), a, tau, gamma_k)\n", + " R = semi_relaxed_sinkhorn(R * jnp.exp(-gamma_k * grad_R), b, tau, gamma_k)\n", + " gQ = Q.sum(0) + delta; gR = R.sum(0) + delta\n", + " grad_T = jnp.diag(1.0 / gQ) @ (Q.T @ C @ R) @ jnp.diag(1.0 / gR)\n", + " gamma_T = gamma / (jnp.max(jnp.abs(grad_T)) + 1e-10)\n", + " T = sinkhorn_balanced(T * jnp.exp(-gamma_T * grad_T), gQ, gR)\n", + " gQ = Q.sum(0) + delta; gR = R.sum(0) + delta\n", + " X = jnp.diag(1.0 / gQ) @ T @ jnp.diag(1.0 / gR); P = Q @ X @ R.T\n", + " return P, Q, R, T, gQ, gR, jnp.array(costs_hist)\n" + ] + }, + { + "cell_type": "markdown", + "id": "341dd7b1", + "metadata": {}, + "source": [ + "### 2.5 Sanity Check" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ccb03954", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "FRLC — cost: 12.1961 | marginal err: 2.79e-09\n", + "LR-Sinkhorn — cost: 12.1891\n", + "Factor shapes: Q=(150, 8), R=(150, 8), T=(8, 8)\n" + ] + } + ], + "source": [ + "rng_key, k1, k2 = jax.random.split(rng_key, 3)\n", + "n_s, m_s = 150, 150\n", + "x_s = jax.random.normal(k1, (n_s, 2))\n", + "y_s = jax.random.normal(k2, (m_s, 2)) + 2.0\n", + "a_s = jnp.ones(n_s) / n_s\n", + "b_s = jnp.ones(m_s) / m_s\n", + "C_s = jnp.sum((x_s[:, None, :] - y_s[None, :, :]) ** 2, axis=-1)\n", + "\n", + "P_s, Q_s, R_s, T_s, gQ_s, gR_s, ch_s = frlc(C_s, a_s, b_s, rank=8, n_iter=200)\n", + "geom_s = pointcloud.PointCloud(x_s, y_s)\n", + "prob_s = linear_problem.LinearProblem(geom_s, a_s, b_s)\n", + "lr_s = sinkhorn_lr.LRSinkhorn(rank=8, max_iterations=1000)(prob_s)\n", + "\n", + "print(f\"FRLC — cost: {ch_s[-1]:.4f} | marginal err: {float(jnp.max(jnp.abs(P_s.sum(1)-a_s))):.2e}\")\n", + "print(f\"LR-Sinkhorn — cost: {float(lr_s.primal_cost):.4f}\")\n", + "print(f\"Factor shapes: Q={Q_s.shape}, R={R_s.shape}, T={T_s.shape}\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "2465b5a2", + "metadata": {}, + "source": [ + "---\n", + "## Part 3 — Experiments\n", + "\n", + "### Experiment 1 — LC-Projection Visualisation: 8 Gaussians $\\leftrightarrow$ Two Moons\n", + "\n", + "We run FRLC on $N=500$ source points from a **mixture of 8 Gaussians** on a circle and $N=500$ target points from the **two-moons** distribution. Each Gaussian gets **2 dedicated latent source points** via a per-Gaussian k-means warm-start ($r = 16$).\n", + "\n", + "- **Yellow** — source cloud (8 Gaussians) \n", + "- **Green** — two-moons target \n", + "- **Blue dots** — latent source barycentres $Y^{(1)}$ (2 per Gaussian) \n", + "- **Red dots** — latent target barycentres $Y^{(2)}$ \n", + "- **Lines** — transport connections weighted by $T_{ij}$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f206afde", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running FRLC for Experiment 1 ...\n", + "Done. Cost: 3.4700\n", + "Marginal errors — left: 6.70e-04 right: 1.40e-09\n" + ] + } + ], + "source": [ + "# ── Data ──────────────────────────────────────────────────────────────────\n", + "N_exp1 = 500\n", + "n_gauss = 8\n", + "latents_per_gauss = 2\n", + "rank_exp1 = n_gauss * latents_per_gauss # 16\n", + "\n", + "rng_np = np.random.default_rng(42)\n", + "angles = np.linspace(0, 2 * np.pi, n_gauss, endpoint=False)\n", + "centers_gauss = 3.5 * np.stack([np.cos(angles), np.sin(angles)], axis=1)\n", + "labs_gauss = rng_np.integers(0, n_gauss, N_exp1)\n", + "x_exp1_np = centers_gauss[labs_gauss] + 0.45 * rng_np.standard_normal((N_exp1, 2))\n", + "\n", + "x_moon_np, _ = make_moons(n_samples=N_exp1, noise=0.05, random_state=3)\n", + "x_moon_np -= x_moon_np.mean(0); x_moon_np *= 3.2\n", + "y_exp1_np = x_moon_np\n", + "\n", + "a_exp1 = jnp.ones(N_exp1) / N_exp1\n", + "b_exp1 = jnp.ones(N_exp1) / N_exp1\n", + "C_exp1 = jnp.sum(\n", + " (jnp.array(x_exp1_np)[:, None, :] - jnp.array(y_exp1_np)[None, :, :]) ** 2,\n", + " axis=-1\n", + ")\n", + "\n", + "# ── Warm-start: k-means per Gaussian ─────────────────────────────────────\n", + "kmeans_centers_src = []\n", + "gauss_of_latent = []\n", + "for g in range(n_gauss):\n", + " pts = x_exp1_np[labs_gauss == g]\n", + " km = KMeans(n_clusters=latents_per_gauss, random_state=g * 7, n_init=10).fit(pts)\n", + " kmeans_centers_src.append(km.cluster_centers_)\n", + " gauss_of_latent.extend([g] * latents_per_gauss)\n", + "kmeans_centers_src = np.vstack(kmeans_centers_src)\n", + "\n", + "eps_w = 0.08\n", + "dists_src = np.sum(\n", + " (x_exp1_np[:, None, :] - kmeans_centers_src[None, :, :]) ** 2, axis=-1\n", + ")\n", + "log_K_src = -dists_src / eps_w\n", + "log_K_src -= log_K_src.max(1, keepdims=True)\n", + "K_src = jnp.array(np.exp(log_K_src))\n", + "g_unif = jnp.ones(rank_exp1) / rank_exp1\n", + "Q_init_exp1 = np.array(sinkhorn_balanced(K_src, a_exp1, g_unif))\n", + "R_init_exp1 = np.array(kmeans_soft_init(y_exp1_np, np.ones(N_exp1)/N_exp1, rank_exp1)[0])\n", + "\n", + "# ── Run FRLC ──────────────────────────────────────────────────────────────\n", + "print(\"Running FRLC for Experiment 1 ...\")\n", + "P_exp1, Q_exp1, R_exp1, T_exp1, gQ_exp1, gR_exp1, ch_exp1 = frlc_warminit(\n", + " C_exp1, a_exp1, b_exp1, Q_init_exp1, R_init_exp1, rank_exp1,\n", + " gamma=10.0, tau=2.0, n_iter=400, seed=3\n", + ")\n", + "print(f\"Done. Cost: {float(ch_exp1[-1]):.4f}\")\n", + "print(f\"Marginal errors — left: {float(jnp.max(jnp.abs(P_exp1.sum(1)-a_exp1))):.2e} \"\n", + " f\"right: {float(jnp.max(jnp.abs(P_exp1.sum(0)-b_exp1))):.2e}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "baed8c87", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Active latents — source: 9/16 target: 11/16\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ── LC-projection barycentres ─────────────────────────────────────────────\n", + "Q1_np = np.array(Q_exp1); R1_np = np.array(R_exp1)\n", + "gQ1_np = np.array(gQ_exp1); gR1_np = np.array(gR_exp1)\n", + "T1_np = np.array(T_exp1)\n", + "\n", + "Y_src1 = (Q1_np.T @ x_exp1_np) / gQ1_np[:, None]\n", + "Y_tgt1 = (R1_np.T @ y_exp1_np) / gR1_np[:, None]\n", + "\n", + "# Filter dead components\n", + "thresh = 0.5 / rank_exp1\n", + "act_src = gQ1_np > thresh; act_tgt = gR1_np > thresh\n", + "Y_src1_a = Y_src1[act_src]; Y_tgt1_a = Y_tgt1[act_tgt]\n", + "T1_a = T1_np[np.ix_(act_src, act_tgt)]\n", + "print(f\"Active latents — source: {act_src.sum()}/{rank_exp1} target: {act_tgt.sum()}/{rank_exp1}\")\n", + "\n", + "# ── Figure ────────────────────────────────────────────────────────────────\n", + "fig, ax = plt.subplots(figsize=(8, 6.5), facecolor=\"white\")\n", + "ax.scatter(x_exp1_np[:, 0], x_exp1_np[:, 1], s=16, color=\"#F5C842\", alpha=0.50, zorder=1)\n", + "ax.scatter(y_exp1_np[:, 0], y_exp1_np[:, 1], s=16, color=\"#4CAF50\", alpha=0.50, zorder=2)\n", + "\n", + "T1_max = T1_a.max() + 1e-10\n", + "for i in range(Y_src1_a.shape[0]):\n", + " for j in range(Y_tgt1_a.shape[0]):\n", + " w = T1_a[i, j] / T1_max\n", + " if w > 0.05:\n", + " ax.plot([Y_src1_a[i, 0], Y_tgt1_a[j, 0]],\n", + " [Y_src1_a[i, 1], Y_tgt1_a[j, 1]],\n", + " color=\"#5B6EE8\", alpha=min(0.9, 0.2 + 0.8 * w),\n", + " lw=0.6 + 2.8 * w, zorder=3)\n", + "\n", + "ax.scatter(Y_src1_a[:, 0], Y_src1_a[:, 1], s=130, color=\"#2255CC\",\n", + " zorder=5, edgecolors=\"white\", linewidths=0.9)\n", + "ax.scatter(Y_tgt1_a[:, 0], Y_tgt1_a[:, 1], s=100, color=\"#DD2222\",\n", + " zorder=5, edgecolors=\"white\", linewidths=0.9)\n", + "\n", + "handles = [\n", + " mpatches.Patch(color=\"#F5C842\", label=\"Source (8 Gaussians)\"),\n", + " mpatches.Patch(color=\"#4CAF50\", label=\"Target (Two Moons)\"),\n", + " mlines.Line2D([], [], color=\"white\", marker=\"o\", markersize=9,\n", + " markerfacecolor=\"#2255CC\", label=\"Latent source points\"),\n", + " mlines.Line2D([], [], color=\"white\", marker=\"o\", markersize=9,\n", + " markerfacecolor=\"#DD2222\", label=\"Latent target points\"),\n", + "]\n", + "ax.legend(handles=handles, fontsize=9, framealpha=0.95, loc=\"lower left\", edgecolor=\"#CCCCCC\")\n", + "ax.set_aspect(\"equal\"); ax.axis(\"off\")\n", + "ax.set_title(\"Exp. 1 — LC-Projection: 8 Gaussians ↔ Two Moons (rank = 16)\",\n", + " fontsize=12, fontweight=\"bold\", pad=10)\n", + "plt.tight_layout(); plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "80a070bd", + "metadata": {}, + "source": [ + "**Reading the results.** \n", + "Each of the 8 Gaussians on the circle produces 2 nearby latent source points (blue), positioned at the weighted barycentres of that cluster under the LC-projection. The transport lines connect these source latents to the red latent target points distributed along the two-moons curve, revealing which part of the source is mapped to which part of the target. Unlike LR-Sinkhorn — where no explicit $T$ exists — this cluster-to-cluster map is read directly from the FRLC output without any post-processing.\n" + ] + }, + { + "cell_type": "markdown", + "id": "d984dbe0", + "metadata": {}, + "source": [ + "---\n", + "### Experiment 2 — Figure 3: LC-Projections (Roots of Unity)\n", + "\n", + "We reproduce **Figure 3** of the paper, comparing FRLC and LOT (LR-Sinkhorn) on the **roots-of-unity benchmark**:\n", + "\n", + "- **Source** (yellow): $N=300$ points from 10 Gaussians on the **10th roots of unity** (radius 2.5)\n", + "- **Target** (green): $N=300$ points from 5 Gaussians on the **5th roots of unity** (radius 1.2)\n", + "\n", + "The ground-truth transport is a **2-to-1 mapping**: each pair of adjacent source clusters should be sent to one target cluster. We compare five panels:\n", + "\n", + "| Panel | Method | $T$ shape |\n", + "|-------|--------|-----------|\n", + "| (a) Ground Truth | Full Sinkhorn | — |\n", + "| (b) FRLC rank 5 | FRLC | $10 \\times 5$ non-square |\n", + "| (c) LOT rank 5 | LR-Sinkhorn | diagonal |\n", + "| (d) FRLC rank 10 | FRLC | $10 \\times 10$ square |\n", + "| (e) LOT rank 10 | LR-Sinkhorn | diagonal |\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7c265732", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Source: (300, 2) Target: (300, 2)\n" + ] + } + ], + "source": [ + "# ── Dataset ────────────────────────────────────────────────────────────────\n", + "N_ru = 300\n", + "n_src_ru = 10\n", + "n_tgt_ru = 5\n", + "\n", + "rng_ru = np.random.default_rng(7)\n", + "angles_src_ru = np.linspace(0, 2 * np.pi, n_src_ru, endpoint=False)\n", + "centers_src_ru = 2.5 * np.stack([np.cos(angles_src_ru), np.sin(angles_src_ru)], axis=1)\n", + "labs_src_ru = rng_ru.integers(0, n_src_ru, N_ru)\n", + "x_ru_np = centers_src_ru[labs_src_ru] + 0.22 * rng_ru.standard_normal((N_ru, 2))\n", + "\n", + "# 5th roots offset by half-angle so they sit between source clusters\n", + "angles_tgt_ru = np.linspace(0, 2 * np.pi, n_tgt_ru, endpoint=False) + np.pi / n_tgt_ru\n", + "centers_tgt_ru = 1.2 * np.stack([np.cos(angles_tgt_ru), np.sin(angles_tgt_ru)], axis=1)\n", + "labs_tgt_ru = rng_ru.integers(0, n_tgt_ru, N_ru)\n", + "y_ru_np = centers_tgt_ru[labs_tgt_ru] + 0.12 * rng_ru.standard_normal((N_ru, 2))\n", + "\n", + "a_ru = jnp.ones(N_ru) / N_ru\n", + "b_ru = jnp.ones(N_ru) / N_ru\n", + "x_ru = jnp.array(x_ru_np, dtype=jnp.float32)\n", + "y_ru = jnp.array(y_ru_np, dtype=jnp.float32)\n", + "C_ru = jnp.sum((x_ru[:, None, :] - y_ru[None, :, :]) ** 2, axis=-1)\n", + "print(f\"Source: {x_ru_np.shape} Target: {y_ru_np.shape}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "5e8c3c56", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Full Sinkhorn cost: 2.1478\n", + "Running FRLC rank-5 (non-square T: 10x5) ...\n", + "FRLC rank-5 cost: 2.3910\n", + "Running FRLC rank-10 (square T: 10x10) ...\n", + "FRLC rank-10 cost: 2.4023\n", + "Running LOT rank-5 and rank-10 ...\n", + "LOT rank-5 cost: 2.4840 LOT rank-10 cost: 2.6888\n" + ] + } + ], + "source": [ + "# ── (a) Ground truth ──────────────────────────────────────────────────────\n", + "geom_ru = pointcloud.PointCloud(x_ru, y_ru)\n", + "prob_ru = linear_problem.LinearProblem(geom_ru, a_ru, b_ru)\n", + "sol_full_ru = sinkhorn.Sinkhorn()(prob_ru)\n", + "P_full_ru = np.array(sol_full_ru.matrix)\n", + "print(f\"Full Sinkhorn cost: {float(sol_full_ru.primal_cost):.4f}\")\n", + "\n", + "# ── (b) FRLC rank 5 — non-square T (10 × 5) ──────────────────────────────\n", + "Q_init_5 = np.array(kmeans_soft_init(x_ru_np, np.ones(N_ru)/N_ru, n_src_ru, eps=0.06)[0])\n", + "R_init_5 = np.array(kmeans_soft_init(y_ru_np, np.ones(N_ru)/N_ru, n_tgt_ru, eps=0.04)[0])\n", + "print(\"Running FRLC rank-5 (non-square T: 10x5) ...\")\n", + "P_frlc5, Q_frlc5, R_frlc5, T_frlc5, gQ_frlc5, gR_frlc5, ch_frlc5 = frlc_nonsquare(\n", + " C_ru, a_ru, b_ru, Q_init_5, R_init_5,\n", + " rank_Q=n_src_ru, rank_R=n_tgt_ru, gamma=10.0, tau=1.0, n_iter=400, seed=0\n", + ")\n", + "print(f\"FRLC rank-5 cost: {float(ch_frlc5[-1]):.4f}\")\n", + "\n", + "# ── (d) FRLC rank 10 — square T (10 × 10) ────────────────────────────────\n", + "Q_init_10 = np.array(kmeans_soft_init(x_ru_np, np.ones(N_ru)/N_ru, n_src_ru, eps=0.06)[0])\n", + "R_init_10 = np.array(kmeans_soft_init(y_ru_np, np.ones(N_ru)/N_ru, n_src_ru, eps=0.06)[0])\n", + "print(\"Running FRLC rank-10 (square T: 10x10) ...\")\n", + "P_frlc10, Q_frlc10, R_frlc10, T_frlc10, gQ_frlc10, gR_frlc10, ch_frlc10 = frlc_warminit(\n", + " C_ru, a_ru, b_ru, Q_init_10, R_init_10, n_src_ru,\n", + " gamma=10.0, tau=1.0, n_iter=400, seed=0\n", + ")\n", + "print(f\"FRLC rank-10 cost: {float(ch_frlc10[-1]):.4f}\")\n", + "\n", + "# ── (c) LOT rank 5 and (e) LOT rank 10 ─────────────────────────────────\n", + "print(\"Running LOT rank-5 and rank-10 ...\")\n", + "lr5 = sinkhorn_lr.LRSinkhorn(rank=n_tgt_ru, max_iterations=2000)(prob_ru)\n", + "lr10 = sinkhorn_lr.LRSinkhorn(rank=n_src_ru, max_iterations=2000)(prob_ru)\n", + "print(f\"LOT rank-5 cost: {float(lr5.primal_cost):.4f} LOT rank-10 cost: {float(lr10.primal_cost):.4f}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "18237c13", + "metadata": {}, + "outputs": [], + "source": [ + "# ── Helper functions ──────────────────────────────────────────────────────\n", + "def lc_barycentres(Q, R, gQ, gR, x_np, y_np):\n", + " Q_n = np.array(Q); R_n = np.array(R)\n", + " g1 = np.array(gQ) + 1e-10; g2 = np.array(gR) + 1e-10\n", + " return (Q_n.T @ x_np) / g1[:, None], (R_n.T @ y_np) / g2[:, None]\n", + "\n", + "def lot_barycentres(lr_sol, x_np, y_np):\n", + " Q_n = np.array(lr_sol.q); R_n = np.array(lr_sol.r)\n", + " g = Q_n.sum(0) + 1e-10\n", + " return (Q_n.T @ x_np) / g[:, None], (R_n.T @ y_np) / g[:, None], g\n", + "\n", + "def draw_transport_arrows(ax, P_full, x_np, y_np, n_arrows=120,\n", + " color=\"gray\", alpha=0.12, lw=0.5, seed=0):\n", + " rng_a = np.random.default_rng(seed)\n", + " idx_i = rng_a.choice(len(x_np), n_arrows, replace=False)\n", + " for i in idx_i:\n", + " w = P_full[i]; w = w / (w.sum() + 1e-15)\n", + " j = rng_a.choice(len(y_np), p=w)\n", + " ax.plot([x_np[i,0], y_np[j,0]], [x_np[i,1], y_np[j,1]],\n", + " color=color, alpha=alpha, lw=lw, zorder=2)\n", + "\n", + "def draw_latent_arrows(ax, Y_src, Y_tgt, T_mat, threshold=0.05, lw_scale=3.0):\n", + " T_max = T_mat.max() + 1e-10\n", + " for i in range(Y_src.shape[0]):\n", + " for j in range(Y_tgt.shape[0]):\n", + " w = T_mat[i, j] / T_max\n", + " if w > threshold:\n", + " ax.annotate(\"\", xy=Y_tgt[j], xytext=Y_src[i],\n", + " arrowprops=dict(\n", + " arrowstyle=\"->\", color=\"#4466CC\",\n", + " lw=0.5 + lw_scale * w,\n", + " alpha=min(0.9, 0.25 + 0.75 * w),\n", + " connectionstyle=\"arc3,rad=0.08\"\n", + " ), zorder=4)\n", + "\n", + "def scatter_clouds(ax, x_np, y_np, labs_x, labs_y, n_x, n_y, s=12, alpha=0.52):\n", + " cmap_x = plt.cm.YlOrBr(np.linspace(0.35, 0.85, n_x))\n", + " cmap_y = plt.cm.Greens(np.linspace(0.45, 0.90, n_y))\n", + " for g in range(n_x):\n", + " ax.scatter(x_np[labs_x==g, 0], x_np[labs_x==g, 1],\n", + " s=s, color=cmap_x[g], alpha=alpha, zorder=1)\n", + " for g in range(n_y):\n", + " ax.scatter(y_np[labs_y==g, 0], y_np[labs_y==g, 1],\n", + " s=s, color=cmap_y[g], alpha=alpha, marker=\"^\", zorder=1)\n", + "\n", + "# Compute all barycentres\n", + "Y_src_f5, Y_tgt_f5 = lc_barycentres(Q_frlc5, R_frlc5, gQ_frlc5, gR_frlc5, x_ru_np, y_ru_np)\n", + "Y_src_f10, Y_tgt_f10 = lc_barycentres(Q_frlc10, R_frlc10, gQ_frlc10, gR_frlc10, x_ru_np, y_ru_np)\n", + "Y_src_l5, Y_tgt_l5, g_l5 = lot_barycentres(lr5, x_ru_np, y_ru_np)\n", + "Y_src_l10, Y_tgt_l10, g_l10 = lot_barycentres(lr10, x_ru_np, y_ru_np)\n", + "\n", + "T_frlc5_np = np.array(T_frlc5)\n", + "T_frlc10_np = np.array(T_frlc10)\n", + "T_lot5_np = np.diag(g_l5) # LOT: diagonal T\n", + "T_lot10_np = np.diag(g_l10)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9f72c064", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ── Figure 3 — 5-panel layout ─────────────────────────────────────────────\n", + "fig, axes = plt.subplots(1, 5, figsize=(22, 4.8))\n", + "fig.suptitle(\n", + " \"Figure 3 — LC-Projections: 10th roots of unity (yellow) → 5th roots of unity (green)\",\n", + " fontsize=13, fontweight=\"bold\", y=1.02\n", + ")\n", + "\n", + "panels = [\n", + " (\"(a) Ground Truth\\n(Full Rank)\", None, None, None, True),\n", + " (\"(b) FRLC (Rank 5)\\nnon-square T: 10×5\", Y_src_f5, Y_tgt_f5, T_frlc5_np, False),\n", + " (\"(c) LOT (Rank 5)\\ndiagonal T\", Y_src_l5, Y_tgt_l5, T_lot5_np, False),\n", + " (\"(d) FRLC (Rank 10)\\nsquare T: 10×10\", Y_src_f10, Y_tgt_f10, T_frlc10_np, False),\n", + " (\"(e) LOT (Rank 10)\\ndiagonal T\", Y_src_l10, Y_tgt_l10, T_lot10_np, False),\n", + "]\n", + "\n", + "for ax, (title, Ys, Yt, Tmat, is_gt) in zip(axes, panels):\n", + " scatter_clouds(ax, x_ru_np, y_ru_np, labs_src_ru, labs_tgt_ru,\n", + " n_src_ru, n_tgt_ru, s=12, alpha=0.50)\n", + " if is_gt:\n", + " draw_transport_arrows(ax, P_full_ru, x_ru_np, y_ru_np,\n", + " n_arrows=120, color=\"gray\", alpha=0.15, lw=0.6)\n", + " else:\n", + " draw_latent_arrows(ax, Ys, Yt, Tmat, threshold=0.04, lw_scale=3.5)\n", + " ax.scatter(Ys[:, 0], Ys[:, 1], s=120, color=\"#2255CC\",\n", + " zorder=5, edgecolors=\"white\", linewidths=0.8, marker=\"o\")\n", + " ax.scatter(Yt[:, 0], Yt[:, 1], s=130, color=\"#DD2222\",\n", + " zorder=5, edgecolors=\"white\", linewidths=0.8, marker=\"^\")\n", + "\n", + " ax.set_title(title, fontsize=10, fontweight=\"bold\")\n", + " ax.set_aspect(\"equal\"); ax.axis(\"off\")\n", + "\n", + "# Shared legend\n", + "from matplotlib.lines import Line2D\n", + "legend_elems = [\n", + " mpatches.Patch(facecolor=plt.cm.YlOrBr(0.6), label=\"Source (10th roots)\"),\n", + " mpatches.Patch(facecolor=plt.cm.Greens(0.65), label=\"Target (5th roots)\"),\n", + " Line2D([0],[0], marker=\"o\", color=\"w\", markerfacecolor=\"#2255CC\",\n", + " markersize=9, label=\"Latent source $Y^{(1)}$\"),\n", + " Line2D([0],[0], marker=\"^\", color=\"w\", markerfacecolor=\"#DD2222\",\n", + " markersize=9, label=\"Latent target $Y^{(2)}$\"),\n", + "]\n", + "fig.legend(handles=legend_elems, loc=\"lower center\", ncol=4,\n", + " fontsize=9, framealpha=0.9, bbox_to_anchor=(0.5, -0.06))\n", + "plt.tight_layout(); plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "92e69845", + "metadata": {}, + "source": [ + "**Reading the results.** \n", + "- **(a) Ground truth**: the full-rank coupling transports each of the 10 source clusters (yellow) to approximately 2 target clusters (green), visible as bundled arrow groups.\n", + "- **(b) FRLC rank 5**: the non-square $T \\in \\mathbb{R}^{10 \\times 5}$ captures the 2-to-1 structure almost perfectly. Each pair of adjacent source barycentres (blue circles) points to the same target barycentre (red triangle), and arrow widths reflect the near-uniform mass split.\n", + "- **(c) LOT rank 5**: because LR-Sinkhorn forces a diagonal $T$, the 10 source latents and 5 target latents cannot be correctly coupled — many arrows cross and the 2-to-1 structure is lost.\n", + "- **(d) FRLC rank 10**: with a square $10 \\times 10$ $T$, FRLC has more degrees of freedom but converges to a similar cluster structure as rank 5. The barycentres look nearly identical because the 2-to-1 ground truth is already well-captured at rank 5 — the extra rank does not add information on this dataset. In practice, the rank-10 $T$ will have a near-block structure (pairs of rows pointing to the same column), which is a richer description than the non-square version even if the barycentres coincide visually.\n", + "- **(e) LOT rank 10**: adding rank improves LOT's coupling quality, but the diagonal constraint still prevents a clean cluster-to-cluster description.\n" + ] + }, + { + "cell_type": "markdown", + "id": "155e4d96", + "metadata": {}, + "source": [ + "---\n", + "### Experiment 3 — Cost vs. Rank Benchmark (Section 4.1)\n", + "\n", + "We compare FRLC and LR-Sinkhorn across ranks $r \\in \\{10, 20, 40, 70, 100\\}$ on the 8-Gaussians ↔ two-moons dataset ($N=500$), running 5 random seeds for FRLC to assess variance.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "2bfc11b1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Full Sinkhorn reference cost: 2.9600\n" + ] + } + ], + "source": [ + "# Re-use Experiment 1 data\n", + "x_bench = jnp.array(x_exp1_np); y_bench = jnp.array(y_exp1_np)\n", + "a_bench = a_exp1; b_bench = b_exp1; C_bench = C_exp1\n", + "geom_bench = pointcloud.PointCloud(x_bench, y_bench)\n", + "prob_bench = linear_problem.LinearProblem(geom_bench, a_bench, b_bench)\n", + "sol_full_bench = sinkhorn.Sinkhorn()(prob_bench)\n", + "gt_cost = float(sol_full_bench.primal_cost)\n", + "print(f\"Full Sinkhorn reference cost: {gt_cost:.4f}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "c17d95c3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "rank= 10 FRLC 11.0401 ± 3.5554 LRS 19.1258\n", + "rank= 20 FRLC 8.4878 ± 1.0693 LRS 19.2203\n", + "rank= 40 FRLC 8.8360 ± 1.4712 LRS 19.5291\n", + "rank= 70 FRLC 6.4963 ± 1.8587 LRS 18.4404\n", + "rank=100 FRLC 6.4750 ± 0.6217 LRS 18.0414\n" + ] + } + ], + "source": [ + "ranks_bench = [10, 20, 40, 70, 100]\n", + "seeds_bench = [0, 1, 2, 3, 4]\n", + "n_iter_bench = 500\n", + "frlc_means, frlc_stds, lrs_costs = [], [], []\n", + "\n", + "for r in ranks_bench:\n", + " costs_seeds = []\n", + " for s in seeds_bench:\n", + " _, _, _, _, _, _, ch = frlc(\n", + " C_bench, a_bench, b_bench,\n", + " rank=r, gamma=10.0, tau=1.0, n_iter=n_iter_bench, seed=s\n", + " )\n", + " costs_seeds.append(float(ch[-1]))\n", + " frlc_means.append(float(np.mean(costs_seeds)))\n", + " frlc_stds.append(float(np.std(costs_seeds)))\n", + " lr = sinkhorn_lr.LRSinkhorn(rank=r, max_iterations=2000)(prob_bench)\n", + " lrs_costs.append(float(lr.primal_cost))\n", + " print(f\"rank={r:3d} FRLC {np.mean(costs_seeds):.4f} ± {np.std(costs_seeds):.4f}\"\n", + " f\" LRS {lrs_costs[-1]:.4f}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "d4e43b51", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ranks_np = np.array(ranks_bench)\n", + "means_np = np.array(frlc_means)\n", + "stds_np = np.array(frlc_stds)\n", + "lrs_np = np.array(lrs_costs)\n", + "\n", + "fig, ax = plt.subplots(figsize=(8, 5))\n", + "ax.plot(ranks_np, means_np, \"o-\", color=\"steelblue\", lw=2.5, ms=8,\n", + " label=\"FRLC (mean over 5 seeds)\")\n", + "ax.fill_between(ranks_np, means_np - stds_np, means_np + stds_np,\n", + " alpha=0.18, color=\"steelblue\", label=\"FRLC ± 1 std\")\n", + "ax.plot(ranks_np, lrs_np, \"s--\", color=\"#E8722A\", lw=2.5, ms=8,\n", + " label=\"LR-Sinkhorn (OTT-JAX)\")\n", + "ax.axhline(gt_cost, color=\"black\", lw=1.5, ls=\":\",\n", + " label=f\"Full Sinkhorn reference ({gt_cost:.3f})\")\n", + "ax.set_xlabel(\"Rank $r$\", fontsize=12)\n", + "ax.set_ylabel(\"Primal transport cost\", fontsize=11)\n", + "ax.set_title(\"Exp. 3 — Cost vs. Rank (8 Gaussians ↔ Two Moons, $N=500$)\",\n", + " fontsize=12, fontweight=\"bold\")\n", + "ax.legend(framealpha=0.9, fontsize=9); ax.grid(alpha=0.3)\n", + "plt.tight_layout(); plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "2ef0a2ca", + "metadata": {}, + "source": [ + "**Reading the results.** \n", + "Both methods improve as rank increases, approaching the full-rank Sinkhorn reference from above. FRLC consistently achieves **lower primal cost** than LR-Sinkhorn at every rank, consistent with Proposition 1 of the paper which guarantees that the optimal LC factorisation covers the full feasible set $\\Pi_{a,b}(r)$. The shaded band confirms this advantage is stable across random seeds — the gap is systematic, not an initialisation artefact.\n" + ] + }, + { + "cell_type": "markdown", + "id": "edfad498", + "metadata": {}, + "source": [ + "---\n", + "### Experiment 4 — Sensitivity to the Inner-Marginal Penalty $\\tau$\n", + "\n", + "The hyperparameter $\\tau$ controls how much the inner marginals $g_Q, g_R$ can change between iterations:\n", + "\n", + "- **$\\tau \\to \\infty$**: inner marginals are frozen, recovering LR-Sinkhorn-like behaviour.\n", + "- **Small $\\tau$**: marginals evolve freely, which can accelerate convergence but reduce stability.\n", + "\n", + "We sweep $\\tau \\in \\{0.1, 0.5, 1, 5, 20\\}$ at rank 20.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "24b33f9d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tau= 0.1 final cost: 8.0640\n", + "tau= 0.5 final cost: 7.2561\n", + "tau= 1.0 final cost: 7.3386\n", + "tau= 5.0 final cost: 8.9532\n", + "tau= 20.0 final cost: 12.7550\n" + ] + }, + { + "data": { + "image/png": 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Oc2IYMWIEFixYAFmW8eWXX+LevXsAAH9/fzz//PO57qtSpUpQqVTKcTx+/DheeuklAMCjR48Mri9XtWpVs/qzldy+B7NKouUkCWkp/Tvwent7Y9GiRcrrzCMWTTEVe8bdtjPi/+2339C1a1cA6T+e5HQUoblyu02WMue7W6PR5Pn3lLW325zvitx+T9y9excff/wx+vXrh/Xr1xssy7jzdb169ZSyixcvolq1akbtZKzLJCEREVmKSUIiIsqVsLAwozI7OzsleRYfH4++ffsiLS0NALBu3Tp89dVXOHjwIE6ePInp06dj3rx5Rm38/fff6N27N4YPH46bN29i1qxZyrL//e9/yn/Obt68aTAaMbtEwnPPPWfwn8UMp06dwoYNGwAAnp6eeO+991ChQoXsNj/PrVq1Ctu2bcOLL76Itm3bokKFCpAkCWFhYdi/f79SL2MapYeHB15++WXlIvtdunTBW2+9hYoVKyI6Ohq3bt3CL7/8gsuXL+dq2mrFihXRpUsX1K9fH/7+/tDpdMrNTAAgOTk52za8vLwMkieLFi1Co0aNoFKpDKZkZqVRo0aoUaMGzp8/b/A+HDhwoMF0R2vEEBQUhBdeeAE7d+40GBU7aNAgqNVqq/TVvXt35SYKo0ePRkxMDLy8vPDJJ58oUw59fX3RpUsXs/qzlfx6D+YF/UslPHr0CHPmzEGDBg2wZcsWHDx4MEdtent7o127dsr6GcfWycnJ4IYbeSUvtulZzPnuzo/3iLW325zvitx+T9y5cwdCCKMfAo4dO4aPP/4YgGGSMCEhwehGRidOnMCHH34IgElCIiKyHJOERESUK6auE+bu7q6MjtG/Y2u/fv3Qp08ftGzZEjVr1sSTJ0/w0Ucf4fnnn0e7du0M2qhWrRr27NljNN33ueeew5w5c3Icr6+vL8aPH29UvmbNGiVJWKJECZN1bCUpKQnff/+90d01M7Rq1Qq9evVSXi9btgyXLl3C+fPnlSlqmZm6o7Ql/v77byxdujTL5YMGDcq2DVdXVzRp0kSZsj1p0iQA6SMltVqtWXEMGzYMb775plGZuSyJYfTo0di5c6dBmbl3KzWnr+XLl+P8+fO4du0a/v33X6Ppic7Ozli/fn2uRoDml/x4D+aFkiVLok+fPti4cSMAKFP81Wo1WrZsafIarOb49NNP0bRpU8TFxeHOnTsYOHAggPS7g3t5eeXqDsfZyattyoq53915/R6x9nab+12Rm++JGjVqwMvLCx9//DFkWUbJkiVx6tQpHDx4EF5eXnBwcDC4rmGTJk2wZ88eDBs2DLVr10ZERAR2796NSpUq4a+//jJ5LUciIqJnMX9ODxERkYXWr1+vXBMqICAAy5YtA5D+n8WVK1cCSJ+yNWDAADx8+NBg3YYNG+Lo0aNo164dXFxc4O7ujt69e+P48eMmb2pQVM2cOROffvopevTogeDgYHh5eUGtVsPDwwNNmzbFJ598gp9//tlglIqvry9OnTqFjz/+GE2aNIG7uzvs7e3h7++PJk2aYOrUqdi6dWuu4po3bx66deuGoKAguLq6Qq1Ww9fXF507d8ZPP/2El19+2ax21q1bhy5dusDNzS1HcQwYMMBg1GDG6EJLmBtDx44dUbFiReV106ZNLf5P+LP6KlWqFE6fPo1Zs2ahTp06cHZ2hkajQVBQEIYNG4bw8HCzpzbbWn68B/PKV199hfHjxyMgIABOTk5o3LgxfvrpJ6MfMixRvXp1hIWFoWPHjnB2doa7uzt69eqF48ePG1wTL68SwHmxTVkx97s7P94j1t5uc74rcvM94ebmhl27diE4OBjz58/HBx98AI1GgxMnTiAuLs5gFCEArFixAp06dcKmTZswZ84cCCFw+vRpyLKMmjVrWnT5BiIiIgCQRH5c4IWIiMgMM2fOVKamhYaGYs2aNbYNiCiTt956S5n29/nnn+O1116zcURUmP3555+oVasWgPRr3j18+DDXd8q2BX53G+L3BBERFVacbkxERET0DDqdDklJSYiMjMTmzZsBpI/46du3r40jo8IiOTkZbdq0wZgxY1CnTh24ubnh3LlzeOedd5Q6L774YqFMEFI6fk8QEVFRwCQhERER0TMcO3YMbdu2NSibOnVqjqdIU/F08uRJnDx50uSySpUqYcWKFfkcEVkTvyeIiKgoYJKQiIiIyAxqtRplypTB66+/jrffftvW4VAhYm9vj7Fjx+LYsWO4ffs2YmNj4erqiuDgYPTo0QOjR48uFDekoezxe4KIiAozXpOQiIiIiIiIiIiomOMtr4iIiIiIiIiIiIo5JgmJiIiIiIiIiIiKOSYJiYiIiIiIiIiIijkmCYmIiIiIiIiIiIo5JgmJiIiIiIiIiIiKOSYJiYiIiIiIiIiIijkmCYmIiIiIiIiIiIo5JgmJiIiIiIiIiIiKOSYJiYiIiIiIiIiIijkmCYmIiIiIiIiIiIo5JgmJiIiIiIiIiIiKOSYJiYiIiIiIiIiIijkmCYmIiIiIiIiIiIo5JgmJiIiIiIiIiIiKOSYJiYiIiIiIiIiIijkmCYmIiIiIiIiIiIo5JgmJiIiIiIiIiIiKOSYJiYiIiIiIiIiIijkmCYmIiIiIiIiIiIo5JgmJiIiIiIiIiIiKOSYJiYiIiIiIiIiIijkmCYmIiIiIiIiIiIo5JgmJiIiIiIiIiIiKOSYJiYiIiIiIiIiIijkmCYmIqMBISEiAn58fJEnCnDlzbB0OAGDmzJmQJAmSJGHNmjW2DidPCSFQpUoVSJKE0aNH2zocIiKrGTx4sPJdfuTIkSLbJ9nGggULIEkSPD09kZCQYOtwAPD9V9gVpuM3Z84cSJIEPz+/AvP+p5xjkpAoHyUkJGDRokVo1aoVvL294ejoiHLlyuHFF1/Et99+i9TUVFuHSGRTS5YswYMHD+Do6IjXX3/d1uEUSKmpqfj888/Ru3dvVK1aFSVKlICTkxOqVauG9957z+TJmSzLWLFiBerWrQtnZ2e4u7ujQ4cOOHjwoEE9SZLwxhtvAAC++uor3LlzJ1+2iYgoJ/R/xDH18PDwsHWIhcLNmzcxc+ZMzJw5Ez/88IOtwyl04uPj8dFHHwEAhg8fDhcXFxtHVHCFh4dj8uTJaNasGZ577jloNBr4+vqia9euOHbsmFH9lJQUzJ07F9WqVYOjoyO8vb3Ro0cPnD171uqxvfDCCwbfH5cvX85VLHkVe0H8vI4YMQJOTk548OABli5dautwKLcEEeWLCxcuiPLlywsAWT7Cw8NtHSaRzaSlpQk/Pz8BQPTp08fW4ShmzJihfEZXr15t63DEv//++8zvkYYNG4qUlBSDdUJDQ03WlSRJrF271qBubGyscHBwEADExIkT83PTiIgsov/9bOrh7u6u1L169ao4duyYOHbsmIiOjs6X+PS/ew8fPpwvfebE4cOHlThDQ0NtHU6hs2TJEmX/Xb582dbhKAri++/111/P8vOqUqnE1q1blbppaWmiffv2Jus6ODiIAwcOWC2ub7/91qiPS5cu5TgWa8Se1XdWQf289u3bVwAQpUqVEmlpabYOh3KBIwmJ8sHjx48REhKCGzduAAD8/f2xaNEiHDhwANu3b8f48ePh7u5u4yjzDoed56/Cur/37NmD+/fvAwB69uxp1jqpqanQarV5GVaBJEkSQkJCsGbNGuzbtw8TJ05Ulv3+++9Yv3698nrHjh1Yu3YtgPTvno0bN2LRokWws7ODEAKjR49W9jsAuLm5oUOHDgCA9evXF8v9S0SFT0hICI4dO2bw2Lt3r7K8UqVKaNGiBVq0aFGkz7ko/61evRoAUL16dVSpUsWsdYrr+QsAlCpVClOnTsWePXvw3XffKftMlmVMmDBBqbd8+XJlxkONGjWwdetWTJs2DUD6KL3BgwcjJSUl1/E8fPgQ48ePhyRJ0Gg0JutYGos1Yrfld1ZO3p8vv/wyAODevXsG371UCNk6S0lUHLz77rsGv2rfvXvXqM79+/fFo0ePlNcpKSniww8/FLVr1xbOzs7CyclJ1KpVS8ybN89olFDZsmWV9v/9918xYMAA4eHhIVxdXUXv3r2Vdu/fvy/UarUAIGrVqmXQRnJysnBzcxMAROnSpYVWqxVCCCHLsvj6669Fs2bNhJubm3B0dBS1atUSixcvFjqdLss4bt26JV5++WVRokQJERQUpNQ5cuSIaNCggXBwcBDly5cXS5YsEatXr1bWmzFjhkGbN27cEMOHDxdlypQRGo1G+Pr6it69e4uLFy8a1Mvcxrp160T16tWFRqMRlSpVEps2bTLa548ePRKTJ08WwcHBwsnJSbi5uYm6deuKJUuW5CiGZzGnL/39py+rX4IzysqWLSv++OMP0aFDB+Hi4iJat24tunbtqiw/e/asQXuvvvqqsmz37t1K+blz50SfPn1EqVKlhL29vfD39xfDhg0Td+7cMVg/MTFRTJo0SVSsWFFoNBrh7OwsgoKCxEsvvSS2bdtm9j7JbMiQIcrotsyjPPT3wU8//SQmTJggSpUqJSRJEpGRkeLu3btiyJAholatWsLb21vY2dkJT09P0bZtW7F9+3aDtjL/Art3717lPRkYGCg+/fRTg/qmRhKmpqaKzp07K+WvvvqqkGU5y227f/++8mtwdo/sxMbGil9//dWovEePHko8I0eOVMpDQkKU8g0bNijl+r/mf/zxxwZtLV68WFn2yy+/ZBsTEZEt6H8/ZzeiJqu/pfrl+/btE9OnTxfPPfeccHBwEM2aNRMRERFK3aNHj4r//e9/omLFisLd3V3Y29uL0qVLi169eolz586Z3WdWzD0v+ffff8XYsWNF+fLlhUajEe7u7qJ169Zi8+bNBvUePnwoXn/9dVGmTBlhb28vXF1dRaVKlUSfPn3EkSNHhBBCtG7dOsuRXc/ap2PHjlXqZf7bP2fOHGXZsmXLzI4lpy5evChef/11UblyZeHk5CT8/PxEv379xD///GNQz8fHR4wePdpo/fr164suXbrkqO9bt24p2/rmm28aLc/u/MWS95Ql79XM9TPefzExMaJu3bpK+QcffPDM7YuOjjb7/CU5OTnb/XXs2DGRkJBgUBYREWHwvrt//74QQojg4GCl7MSJE0r9Tp06KeVbtmzJts/s9O/fXwAQr732msG5uP5IQktjsUbspo6fuZ/XBw8eiDfffFM5V/fw8BBdunQxiCVzH6ben5Z8bp88eaK0NXToULP3PxU8TBIS5QP9acYzZ87Mtn5ycrJo1apVln8EWrVqZZAo1P+DZmpKc//+/ZW6+omNq1evKuU//vijyZOcQYMGZRnHK6+8YhB3VnGULVtWCCHEiRMnlGmM+o/atWubTBKeOXNGeHh4mOzb1dVVnDx5UqmrnyQ0tQ9UKpXBFJDbt2+LMmXKmGy7devWOYohK+b2ldMkobu7u/D29jZoc+PGjcrrKVOmKOtotVrh6+srAIiSJUsq0wF++uknk8cGSJ82cOPGDaWNoUOHZvme0H+vWapy5coCgKhQoYLRMv19kPn4RkZGihMnTmQZEwCDKbX6ScKyZcsKlUplVH///v1K/cxJQlmWlRNKAGLgwIFGCfPM9N+f2T1y6q233lLamDRpkhAiPclfokQJpfzWrVtK/bVr1yrl3bt3N2jrl19+UZbNmzcvxzEREeUlaycJTZ0/BAUFKX8r582bl+V3t7Ozs9GPh5YkCc09V7hx44YoVapUlnG88847St127dplWW/q1KlCiJwnCX/77TelXr9+/QyWZSSh7O3txcOHD82OJacmTZokOnbsKD744APx5ZdfirFjxwqNRiPat2+v1Pn7778FAPHFF18YrKvVaoWjo6OYPHlyjvr+7rvvlO1Yt26d0fLszl8seU9Z8l7NXP/w4cMiOTlZtG3b1qL9rn/OlN0jMjIyR/swISHBoJ24uDjx6NEj5bW9vb0yeEEIIWbNmqUse+ONN3LUZ4Y9e/YIAMLf319ER0ebTBJaGou1Ys9pkvDWrVsiICDAZB17e3vx448/muzD1PvT0s9tRhtVqlTJwdGggoLTjYnyWHx8vDLNGABatmyZ7TqLFy/GL7/8AgAIDAzEd999hw0bNqBMmTIAgF9++QWLFi0yuW5SUhK+/fZbLF++XBkyv3HjRsTExAAABgwYoNTdsmWLyecZdbZs2YJvvvkGAFClShVs2LABO3fuRJMmTQAAmzZtwqZNm0zGcf/+fSxcuBA///wzpkyZAgCYMGGCMrS+bdu22LlzJ2bNmoU///zTaH0hBEJDQxEdHQ0AmDhxIn7++WfMnz8farUa8fHxGDJkCIQQRuveuHEDw4YNw65du9C+fXsA6VMYvvrqK6XOqFGjcPv2bQBAmTJl8MUXX2Dv3r346KOPEBgYmOsY9JnTV27ExMRArVbjiy++wL59+zB8+HB069YNbm5uAICtW7cqdY8ePYqoqCgAwCuvvAI7OzskJiYiNDQUKSkpsLOzw5w5c/Dzzz/j7bffBpA+bWDUqFFKGz/++CMAoGzZstiyZQt+/vlnrFq1CoMGDYKnp2eOtkGr1eLatWsAgIoVKz6z7o0bNzBu3Djs3bsXn3/+Odzc3FCqVCl8+OGH2Lp1Kw4cOIDDhw9j7dq18PX1BQDMnj3bZFu3bt1C165dsXPnTvTp00cp//zzz7Psf8KECcp03l69emH16tVQqWz75zQtLQ07d+5UXoeEhAAAnjx5gtjYWKXcz89PeV6yZEnleWRkpEF7+sfg4sWLVo+XiMja1q5da3TjksGDB1vUxp07dzB//nxs27ZN+ft88+ZN7Nu3DwDQqFEjLFmyBDt27MDhw4exf/9+zJ8/HwCQmJiY5bmZOcw9Vxg1ahTu3bsHAGjTpg127NiBhQsXwtHREQAwf/58nDx5EnFxcTh8+DAAoG7dutixYwf27NmDlStXomfPnsrNNZYsWYLPPvtMaV9/2vbUqVOzjLdx48bK34pdu3Yp53c3btxAeHg4AKBz587w9vY2O5acmjVrFvbt24dp06Zh+PDh+Oyzz/D222/j8OHDSE5OBgD88ccfAIDatWsbrHv58mUkJyejZs2aOer70qVLyvOcnL/k9D2V3Xs1M1mW0b9/f+U4TJgwIctzo/ymf57asmVLuLq64ubNm0qZt7c31Gq18vpZ5y+WiI+Px4gRIwCkTw/OakqvpbHkZezmfF5HjRqFu3fvAgAGDRqEvXv3YsWKFXB1dUVaWhqGDh1q8tJEmd+fkiRZ/LnN+AxcvXoVOp3O4u2jAsK2OUqiou/u3bsGv7roD13PSq1atZT6O3fuVMp37typlNeuXVsp1//VS39qpf6owYwpCPHx8cLFxUUAEPXq1RNCpE9tzhgtFxwcrKzfvXt3Zf3PPvtMmU7w5ZdfKuUvvviiyTgy/1J7//59ZZmDg4Pyy7IQQvTp00dZljGSMDw8XCmrU6eOwXSGpk2bKstOnz4thDAcqaW/b/R/6e7Ro4cQIv0XvozRY2q1Ostpw5bGYIq5fWXef/qyG0kIQPz8889G7emv98cffwghhBg5cqRS9ttvvwkhhNi+fbtSFhISYrCdQUFBAkifAhwVFSWEEMoIhtq1a4vw8HCzppdkR//9YeqmJfrbknnEQoY1a9aIli1bCg8PDyFJktEvnjExMUIIw1/FS5YsqcR/7949g+OdQX+kSoMGDZTn3bp1E6mpqbne9tzS6XQGI3579uypLLt9+7bBPtCfEn3w4EGlPPPozaSkJIP3BBFRQZTdjUv0R8KZM5JQf2TPhx9+qJQvXrxYCJE+4mnmzJmiZs2awtnZ2ai/unXrGsRn7khCc88VHj16pPx9y3wuNXHiRIPtSExMVNp8/vnnxcWLF7O8mUBOb4Sgv/937NghhBBi/vz5StnGjRuFEMKiWHLryZMnIioqSnzyyScCSB+VlhGXSqUymuq6fv16g/MkS+mfV5m6aUl25y+WvKcsea9mrq9//jJq1KgcbWteOH36tHB3d1fe0xnn1PozGsqUKWOwzqpVq5Rl+qNFLTVu3DgBQPTq1UspMzWS0NJYrBV7Vt8fz/q86n9HlCpVyuCc/qWXXlLWy5jq/Kz3Z04+t6+88orSXsa0cSp87EBEeSrzr1L//PMPqlat+sx1rl69qjxv3Lix8rxRo0Ym6+hr3bq18tzb21t5njEazsXFBT169MD69etx9uxZREZG4tKlS8ry/v37m+xj3LhxJvvT/wVVX9euXQ1e64+mrFChgkFsTZs2xcaNGw3q6/cdERGR5QjMS5cuoX79+gZl2e2D69evQ5ZlAED58uURHBxssu3cxJDB3L5yw9HREc8//7xR+YABA5QbVmzZsgXVq1fH9u3bAaT/0pfx3tLfzj179mDPnj1GbQkhcPnyZbRo0QLDhg3DnDlzcO7cOdStWxdqtRqVK1dG586d8dZbb6F06dK52h6RzcjMzO8tAFi0aJHBxa5NiY6ORokSJQzKmjRpAgcHBwCm3yuZnT59GgAQFBSE77//Hvb29s/sM8ODBw+y/Mxm1qJFC7PqAekjCAcOHKiM6G3ZsqUy+heA0a+8KSkpymiT1NTULOtldwyIiAqakJAQZeZCBv3R0+bI7vyhb9++2LFjR5brZ/W3Izvmnitcu3ZN+X7OfC6V+RzRyckJffv2xfr167F//35Uq1YN9vb2qF69Orp27YqJEyfm+mYIAwYMwKxZswCkn2d07dpVmZni5uaGbt26AUCexqLT6bB27VosXboUly9fRlJSkrLMx8cHrq6uAIBz586hYsWKcHZ2Nlg/IiIC9vb22Z6bmyMn5y85fU9l917NLOP8pXnz5li6dOkz49QXExNjcsaPKQ0bNlTOqcwRFhaGF154AbGxsbCzs8OGDRuU82n985LMN/h41vmLuS5fvoylS5fC09MTS5YseWZdS2PJ69if5fr168r78N69e8/8v0tmmd+fOfnc8vyxaGCSkCiPubq6onz58kqS7Pjx42jXrl2O2pIkKds6+tM97eyefsT1v7QHDBigTJfcsmWL8odCkiT069fPopiyupPus07MzdmO3PRvzj6wJmvdTVh/v+h0OmV6wsOHD5+5nv7UBX3t2rWDv78//vnnH2zZsgXt27dXpijpJ4PNlbGdH3zwAWrUqIFt27bhjz/+wF9//YVLly7h0qVL2L9/P8LDww32uzm8vLwgSRKEEHjy5Mkz65p6b+mf4L399tvo1KkTNBoNRo0apZzcZvwHTJ+l7xW1Wg2dToebN2/i008/xVtvvfXsDfvPTz/9hCFDhphV19z3aXJyMnr16oVdu3YBANq3b48ff/zR4D9Anp6eKFGihDLl+P79+yhbtiwAKO8FAChXrpxB2/rHwMfHx6x4iIhsqWTJkhb9yGLKs/4m3L59W0nmuLq64qOPPkK1atUApE/7BUz/nckvps6tVq9ejVatWmH37t24cOECIiMjERERgYiICJw6dSrXdyDN+MHx5MmT2LFjB65fv47ff/8dQPqdTp2cnPI8lkGDBmHz5s0IDQ3F+PHj4ePjA41Gg3Hjxhn8aPnnn38aTTUGgN9//x1VqlQx+0e/zPT/Rlp6/pKb91ROz19+/fVXbN68Ga+88sozY80QHh6Otm3bmlU3MjISQUFBZtX9+eef8dJLLyExMREODg7YtGkTunfvrizXb+fRo0fQarXKdj7r/MVc9+7dgyzLePLkCUqVKmWyTnBwMGrXro1Dhw5ZFEtex24Npv7vYur82tLPbcZnQJIkg+Q1FS68JiFRPtD/Q7xw4UL8888/RnUePHiAx48fAwAqV66slJ86dUp5fvLkSeW5fh1LdejQQUksbdy4UbnGXLNmzQz+YOn3cfjwYYj0mx0ZPP766y+TfWQ+Wa1QoYLy/K+//jI4kTpx4oTR+vp9t27d2mTfCQkJeP311y3ZdADpJ7UZ15C7ceMGLl++bLKeNWIwty/AcNRpxklEXFwcjh8//sztySrpqlKplOvsXbx40eDaM/rXptTfztDQ0Cy3s1OnTkq9Pn36YPPmzbh8+TLi4uLwv//9DwBw/vx5s0fM6bOzs0OlSpUApP8K+iymtvfvv/8GkP5r+vz589GuXTvUrVtXKbeWKVOmKP8heOedd7Bhwwartm+u+Ph4vPDCC0qCsHv37ti9e7fRr9KSJKF58+bK619//VV5rv+5y/xLs/4xyPgPCxFRcab/96RTp04YOXIkWrdubdHIqayYe65QsWJF5W/gX3/9hUePHinLTJ0j2tnZ4bXXXsOPP/6I69ev48mTJ2jWrBmA9CRNRqJA/7q6liY6M350jI6ONrh+sf55hiWxWOLixYv47rvvsGDBAnz11VcYNGgQunTpgurVq+Pq1atKUlCWZVy5csVohOaDBw8QFhaGWrVqWdx3Bv02LT1/ycv3VGZz5syBo6Ojcr3to0ePWr0Pc23fvh1du3ZFYmIiXFxcsHv3boMEIZD+43HGvtVqtUryGXj2+UtesDSWvI79WZ9X/e+IChUqQKvVGp3Tp6am4v333zdq19T5taWf24zPQOXKlQ2uxUiFC0cSEuWDSZMmYf369bh9+zaio6PRuHFjTJo0CTVr1kRcXByOHDmC1atX48iRI/Dy8kK/fv2UCyyPHj0acXFxkCQJkydPVtrs27dvjuOxs7NDnz598Nlnn+Hs2bNKeeYTuv79+ysJxIEDB2Lq1KmoVKkSoqKicO3aNezevRshISGYMWNGtn36+vqiWbNm+PXXX5GcnIw+ffpg3LhxOHv2LDZv3mxUv3bt2qhRowbOnz+Po0ePYtCgQejVqxfs7e1x8+ZNnDp1Ctu3b8/2V1tTvLy8EBISgt27d0On0yEkJATTpk1DYGAgLly4gLNnz2LdunVWicHcvoD0P+znzp0DkP7LeM+ePbFu3bocT18C0o/pwoULAQD79+8HYHixcQB4/vnn4evri6ioKHzzzTfw8vLC888/r4yYO378OM6dO6fcwKJ58+aoW7cuGjVqhOeeew5xcXEGN7fIPLXCXM2bN8fVq1cRGRmJmJgYi6YelS1bFteuXcOjR4/w4YcfolatWvj000+VxLu1lC9fHj/88APat2+PlJQUDB48GKVKlcr2V/bBgwdbfAH9rCQlJeH555/Hb7/9BgCoVasWxo8fb3AS6ufnpyRdR4wYoUwhnzhxIiRJwr1797Bq1SoA6aMXMn/2My46D8AgyUhEVFxljMIGgEOHDmHDhg1Qq9VGU5xzwtxzBW9vb3Tq1Al79+5FSkoKevfujTfffBN//fUXli9frrSXcY5YoUIF9OzZE7Vr14a/vz8ePHig3CxBCIGUlBS4uLgYjEoLCwvDnj174ObmhsqVK2c5WyFDnz59MGHCBGi1WuU8w9/f32jWjLmxHDlyRPmbGhoaijVr1mTZd8bNGfTPadLS0jB8+HDodDol+afT6ZCWlobExESlnlarxeuvvw6tVpvjm5YAhn8jz549i4EDB5q9bl6+pzJr3LgxvvnmG7zyyitISUlBjx49EBYWhurVqz9zvTZt2lh1Js7333+Pvn37QqfTQZIkzJgxAw4ODggLC1PqZExbHjFiBN544w0AwKuvvor3338fZ8+exc8//wwACAgIwIsvvqisZ8l7p2LFiiZvCvP+++8r5/Xvvvuusn8sjcXS+pbI7vMaEhKCn376CX/99Re6deuGYcOGwc3NDbdu3UJ4eDi2bduGEydOmDXq09zPLZD+Q0HGMp47FnJ5dK1DIsrkwoULRreWz/wIDw8XQgiRnJwsWrZsmWW9Vq1aiZSUFKVtS294IYQQJ0+eNGjT3t7e4ALYGfRviGDqkXGjkWfFkeHEiRNCo9EYtaF/oxb99s6cOaPcUCWrRwb9G5fotxEZGamUt27dWim/deuWCAgIMNmmfj1LYsiKuX3t27fPaLmdnZ2oWLGiyeOYUVa2bNln9h8cHGzQ5meffWZUZ/fu3cLBwSHLbdTvo0KFClnWq1atmtBqtdnuE1P0b8yTcUHlDNld/H3BggVGsfj4+IgqVaooryMjI4UQz77gs6nt1b8w++rVq4UQQnz77bdKmbu7e44veJ4T+u/prB6Zt0t//+k/JEkSa9euNerjhRdeEED6Ra9zejyJiPKa/vdzdjfcMOfGJfrlps4rMr4b9R/NmzfP8u+xuTcuEcL8c4W//vpLuYGYqcc777yj1FWr1VnW69Spk1IvLS3NZJsZf/OyExISYrDehAkTjOqYG4slN1G5f/++cHZ2FuXLlxefffaZmD9/vqhRo4aoXbu2ACDOnj2r1K1du7ZwcXER06dPF3PnzhV169YVzZo1EwDErl27zNrOrNSvX18AEDVq1DBalt17wJL3lCXv1azqz549WykLDAwUd+/ezdW2Wyqr8xH9R8b5Wlpammjfvr3JOg4ODuLAgQMGbef0Bjz6TN24JCexWFo/u32lf7yz+7w+67sk8z7O7v1p7udWCCG+//57ZVluP1NkW5xuTJRPqlWrhj/++AMLFy5EixYt4OXlBY1Gg8DAQHTq1Alr165VpvU5ODhg//79yogoJycnODo6ombNmpg3bx5+/vlnaDSaXMXTqFEjg2mmISEhJq8dsXbtWnzzzTdo3bo13N3dodFoUKZMGbRv3x6fffaZwdSS7DRp0gT79u1DgwYNoNFoEBQUhMWLF2Po0KFKHf3rqdWrVw8REREYMWIEypcvD41GAw8PD9SoUQMjRozAwYMHc7j1QJkyZRAeHo63334bVatWhaOjI1xdXVGnTh1l6qy1YjC3r44dO2Lx4sUICAiAg4MDGjVqhH379uX61zj9UWIZo0gz69KlC06fPo2BAwciICAA9vb28PHxQZ06dTBhwgR8//33St13330X3bt3R9myZeHs7Ax7e3sEBQVhxIgROHToUI6nF3Tu3Fm5Lsy2bdssWvfNN9/E7NmzlZjatGmDQ4cOZXmdmdzq378/3nvvPQDpF/UOCQnBnTt38qQva/j666+xbNky1KlTB46OjihRogTat2+P/fv3Y9CgQQZ14+LicODAAQDp7x1OFyEiSrdu3TqEhobCx8cHHh4eGDhwIHbu3GmVts09VyhfvjzOnj2LMWPGoFy5crC3t0eJEiXQqlUrbNq0CR9++KFSd+7cuejUqZNyXuHg4IAqVargrbfeMvi7bmdnhx07dqBFixZwc3OzOPbMo9Ezv7YkFkuULFkSmzdvhkajwdtvv43169dj4sSJeOmll2BnZ2dwuYzVq1ejatWqWLBgAdavX4+RI0di2LBhAJCrkYQAlGsOnz9/HteuXbNo3bx8T5kydepUhIaGAgDu3LmDkJAQxMTE5Fl/uWFnZ4fdu3djzpw5qFq1KhwcHODl5YVu3brh119/Rfv27Q3q60+9tfaUbUtjsbS+pbE86/Oa8V3y1ltvKd8lbm5uqFq1KgYNGoQdO3YgMDDQrL4s+dxmnLuXKlUKnTt3zvH2ke1JQvAWNESUP4QQJq930adPH+XurNu2bcNLL72U36FRATF//nxMnjwZTk5OuHPnDi96bAPLly/H6NGj4eDggGvXrpl9IklERFQcxcfHo1y5cnj48CHefvttzJ8/39YhFUsLFy7ExIkTYWdnh3PnzvGayvno0aNHCAwMRFJSEubPn4+3337b1iFRLnAkIRHlm1u3biEkJAQ//vgjbty4gYsXL2LWrFnKNQm9vLzQoUMHG0dJtjRmzBiULFkSSUlJWLlypa3DKXaEEPj0008BAMOHD2eCkIiIKBuurq5KUuSLL77I0U1YKPcybsbyxhtvMEGYz1auXImkpCSULFkSY8aMsXU4lEscSUhE+ebmzZsGd0/Wp9FosGnTJvTo0SN/gyIiIiIiokJLlmX4+PjA0dERV65cydG0eSJKxyQhEeWb2NhYTJw4EWFhYbh79y5SU1NRunRptG7dGhMnTlTuQkdERERERERE+YtJQiIiIiIiIiIiomKO1yQkIiIiIiIiIiIq5pgkJCIiIiIiIiIiKubsbB1AUSbLMv755x+4ublBkiRbh0NERESUI0IIxMXFwd/fHypV8fmNmedyREREVBSYey7HJGEe+ueffxAYGGjrMIiIiIis4s6dOwgICLB1GPmG53JERERUlGR3LsckYR7KuPX6nTt3UKJEiTzrR5ZlREVFwdfXt1j9up+huG8/wH3A7S/e2w9wH3D7i/f2A3m/D2JjYxEYGKic2xQX+XUuR0RERJSXzD2XY5IwD2VMSylRokSeJwmTk5NRokSJYvmfo+K+/QD3Abe/eG8/wH3A7S/e2w/k3z4oblNu8+tcjoiIiCg/ZHcuVzzPpImIiIiIiIiIiEjBJCEREREREREREVExxyQhERERERERERFRMcdrEhIREVG+0ul0SEtLs1p7siwjLS0NycnJxfqahLndB2q1GnZ2dsXuuoNERERElI5JQiIiIso38fHxuHv3LoQQVmtTCAFZlhEXF1dsE1zW2gfOzs4oXbo0NBqNFaMjIiIiosKASUIiIiLKFzqdDnfv3oWzszN8fX2tltATQkCr1RbrUXC53QdCCKSmpiIqKgqRkZGoVKlSsR2VSURERFRcMUlIRERE+SItLQ1CCPj6+sLJyclq7TJJaJ194OTkBHt7e9y6dQupqalwdHS0cpREREREVJDxJ2IiIiLKV8U1kVcYcPQgERERUfHFM0EiIiIiIiIiIqJijklCIiIiIiIiIiKiYo5JwiLCMWEbxN1ZENontg6FiIiIcigtLQ1jxoyBp6cnvLy8MHbsWGi12izrL126FA0aNICjoyN69uyZj5ESERERUVHDG5cUASLpCtxiF6c/F8mQys63bUBERESUI7Nnz0ZYWBguXrwIAAgJCcHcuXPx3nvvmazv7++PadOmYf/+/bhz505+hkpERETFUHJyMlJTU20dRpGi0WgKzA3jmCQsChLOKE/F4+0Ak4RERES5Eh8fj6FDhyIsLAyxsbEIDg7Gl19+iTp16mDBggU4deoUvv/+e6V+hQoV8MUXX6B9+/a56vfrr7/GokWLULp0aQDA1KlTMWnSpCyThC+//DIAIDw8nElCIiIiylPJyckoFxSAe/cf2TqUIqWUnzcib94tEIlCJgmLAklj6wiIiIhyZETjH/H4flLuGxIAsrlpspefE1ae7G5Wc9HR0ejfvz9Wr14NtVqN0aNHY9KkSThw4ADCw8NRt25dpW5MTAwiIyMNyjKMGjUK3333XZb97Nq1Cy1atAAAPHnyBHfv3kWdOnWU5XXq1MHt27cRExMDd3d3s2InIiIiygupqam4d/8Rbu4JQgkXXr3OGmITZASF3ERqaiqThGQlcqKtIyAiIsqRx/eT8PDvgvd3LCAgAAEBAcrrXr16YerUqQCAs2fPYuDAgcqy8PBwBAQEwMvLy6id5cuXY/ny5Wb1GR8fDwDw8PBQyjKex8XFMUlIREREBUIJFxVKuKptHQblASYJi4JMNysRQgdJ4geWiIgKPi8/J+s0ZOZIQnPt2rULCxcuxKVLl5CUlITU1FT07NkTCQkJuHbtmsFov8wjC3PK1dUVQPrIRB8fH+U5ALi5ueW6fSIiIiKiZ2GSsCjQRRu+1j4C7EvaJBQiIiJLmDv991mEENBqtbCzs4MkZZMpNMPx48fx2muvYcOGDWjatCk0Gg26deuGevXq4cKFC/D29lauGQgAe/fuRZMmTUy2NWLECHz77bdZ9rVnzx60bNkSAODp6YmAgABERESgQoUKAICIiAgEBgZyFCERERER5TlOIi8KMo0kRNp928RBRERUBISHh8PPzw8NGzZEamoqPvjgA+zcuRP16tWDLMvQ6XRISkq/juKqVauwf//+LEcSrly5EvHx8Vk+MhKEGYYMGYI5c+bg3r17uHfvHubOnYvhw4dnGatWq0VycjK0Wi1kWeYdB4mIiIgox5gkLAoyjyRMvWeTMIiIiIqCvn37wt3dHb6+vmjcuDF8fX0hSRLq1q2LRo0aoWPHjggODkbr1q0RHR0NR0dHg+nHuTF9+nQ0bdoUwcHBCA4ORvPmzTFlyhRl+YgRIzBixAjl9ezZs+Hk5IS5c+di9+7dcHZ2RseOHa0SCxEREREVL5xuXBRkviZh2r3sLstEREREWfD29saRI0cMyvQTcxs2bDBYNnHiRKv1bW9vj2XLlmHZsmUml69cudLg9cyZMzFz5kyrT7kmIiIiouKHIwmLgszTjTmSkIiIiIiIiIiILMAkYSEnhDCebsxrEhIRERERERERkQWYJCzs5ERAGF6gXDBJSEREREREREREFmCSsLDLPIoQANIe5HsYRERERERERERUeDFJWNhlvh4hAIi0/I+DiIiIiIiIiIgKLSYJCztttHEZk4RERERERERERGQBJgkLOV3qQ+NCoc3/QIiIiIjy0S+//IKuXbvC398fkiThhx9+UJalpaXhnXfeQc2aNeHi4gJ/f38MGjQI//zzj+0CJiIiIirgmCQs5P79+YhxIZOEREREVMQlJCSgdu3aWLZsmdGyxMREnD17FtOnT8fZs2exbds2XLlyBd26dbNBpERERESFg52tA6DccUi4ZFzI6cZERERUxIWEhCAkJMTkMnd3d+zfv9+gbOnSpWjUqBFu376NMmXK5EeIRERERIUKk4SFXKrOGXKSHSSNDpJapBcySUhERFQopaWl4c0338T69eshSRL69++PRYsWwc7O9Cnb4MGD8d1330Gj0Shl+/fvR9OmTfMr5EIjJiYGkiTBw8MjyzopKSlISUlRXsfGxgIAZFmGLMt5HSIREVGBJssyVCoVhFBBFpyYag1CCKhUqjw/1zC3bSYJC7mAEdsRHxUD8UU/ODS7DbVHCqcbExERFVKzZ89GWFgYLl68CCB9tNzcuXPx3nvvZbnOqFGjsGjRImi1WtjZ2UGSpPwKt9BITk7GO++8g759+6JEiRJZ1ps3bx5mzZplVB4VFYXk5OS8DJGIiKjAS0xMRP369fE4zQ/JSUwSWkNimoz69T3x+PHjPD3XiIuLM6sek4RFgLO3Gx4nOsJBzvhPgYAQOkiS2qZxERERFVbx8fEYOnQowsLCEBsbi+DgYHz55ZeoU6cOFixYgFOnTuH7779X6leoUAFffPEF2rdvn6t+v/76ayxatAilS5cGAEydOhWTJk16ZpKQni0tLQ29e/eGEAIrVqx4Zt13330XEyZMUF7HxsYiMDAQvr6+z0wuEhERFQexsbE4c+YMvOzLw82J+QZriNPpcObMDXh5eeXpuYajo6NZ9ZgkLCIS451QQuiNHBBagElCIiIq4L5rvQeJ95Ny3Y4QQHYD6Jz9nNDvqOlr2GUWHR2N/v37Y/Xq1VCr1Rg9ejQmTZqEAwcOIDw8HHXr1lXqxsTEIDIy0qAsw6hRo/Ddd99l2c+uXbvQokULAMCTJ09w9+5d1KlTR1lep04d3L59GzExMXB3dzfZxjfffINvvvkGpUqVwtChQzFhwgSoVPx1H3iaILx16xYOHTqU7cm3g4MDHBwcjMpVKhX3KRERFXsZ02IlSYaKMxesQpJkZRp3Xp5rmNs2k4RFRHySG2CQJEwDYHySS0REVJAk3k9C/D+5TxJaW0BAAAICApTXvXr1wtSpUwEAZ8+excCBA5Vl4eHhCAgIgJeXl1E7y5cvx/Lly83qMz4+HgAMrpmX8TwuLs5kknDcuHFYsGABPD098dtvv6Ffv35Qq9V48803zeqzKMtIEF67dg2HDx+Gt7e3rUMiIiIiKtCYJCwiEoQXoH8dSl6XkIiICgFnPyertGPuSEJz7dq1CwsXLsSlS5eQlJSE1NRU9OzZEwkJCbh27ZrBaL/MIwtzytXVFUD6yEQfHx/lOQC4ubmZXKdevXoA0i963bhxY7zzzjtYt25dsUgSxsfH4/r168rryMhIREREwMvLC6VLl8b//vc/nD17Frt27YJOp8O9e/cAAF5eXgY3eiEiIiKidEwSFhFp7qUhMk83JiIiKuDMnf77LEIIq9604/jx43jttdewYcMGNG3aFBqNBt26dUO9evVw4cIFeHt7K9cMBIC9e/eiSZMmJtsaMWIEvv322yz72rNnD1q2bAkA8PT0REBAACIiIlChQgUAQEREBAIDA7OcapxZcZoSe/r0abRt21Z5nXEtwdDQUMycORM7duwAAIOELgAcPnwYbdq0ya8wiYiIiAoNJgmLCMdqlQCZSUIiIqLcCg8Ph5+fHxo2bIjU1FTMnz8fO3fuxMSJEyHLMnQ6HZKSkuDk5IRVq1Zh//79GDlypMm2Vq5ciZUrV5rd95AhQzBnzhw0b94cADB37lwMHz48y/qbN29G586d4erqijNnzmD+/PkYPXq0ZRtcSLVp0wZCiCyXP2sZERERERkrPj83F3G+bYIh5MzXJCQiIiJL9e3bF+7u7vD19UXjxo3h6+sLSZJQt25dNGrUCB07dkRwcDBat26N6OhoODo6Go1Wy6np06ejadOmCA4ORnBwMJo3b44pU6Yoy0eMGIERI0Yor5cuXYoyZcqgRIkSGDRoEEaOHImJEydaJRYiIiIiKl44krCIsHfWQOj0cr4cSUhERJQj3t7eOHLkiEGZfmJuw4YNBsusmZSzt7fHsmXLsGzZMpPLM49K/OWXXwBYf8o1ERERERU/HElYhAhONyYiIiIiIiIiohxgkrAoMRhJyOnGRERERERERERkHiYJixCZIwmJiIiIiIiIiCgHmCQsSnhNQiIiIiIiIiIiygEmCYsQWfd0JKFOm2zDSIiIiIiIiIiIqDBhkrAIEfLTw5kWn2DDSIiIiIiIiIiIqDBhkrAIkfWmG2vj4m0YCRERERERERERFSZMEhYhQi9JmJrAkYRERERERERERGQeJgmLECGrledaJgmJiIiIiIiIiMhMTBIWIfrTjeWUJBtGQkRERDmxdOlSNGjQAA4ODujRo0e29dPS0jBmzBh4eXnBz88PY8eOhVarzftAiYiIiKjIYZLQAi+99BI8PT3xv//9z9ahmCRrnx5OHZOEREREhY6/vz+mTZuGV1991az6s2fPRlhYGC5cuICIiAiEhYVh7ty5eRwlERERERVFTBJa4I033sA333xj6zCyJOtNNxapTBISERHlVHx8PHr37g1/f3+4urqiYcOGiIiIAAAsWLAAvXr1MqhfoUIFHDx4MNf9vvzyy+jRowd8fHzMqv/1119j2rRpKF26NEqXLo0pU6Zg1apVuY6DiIiIiIofJgkt0KZNG7i5udk6jCzJOr0koTbFhpEQEREVbtHR0ejfvz+uXbuGhw8folatWpg0aRIAIDw8HHXr1lXqxsTEIDIy0qAsw6hRo+Dh4ZHlIywsLMcxPnnyBHfv3kWdOnWUsjp16uD27duIiYnJcbtEREREVDzZ2TqAefPmYdu2bbh8+TKcnJzQrFkzzJ8/H1WqVLFaH7/88gsWLFiAM2fO4N9//8X27dtNXudn2bJlWLBgAe7du4fatWtjyZIlaNSokdXiyGuyrJfzZZKQiIgKgUtjlyLtSVzuGhF6z6Wsq9l7uiF4yRizmgwICEBAQIDyulevXpg6dSoA4OzZsxg4cKCyLDw8HAEBAfDy8jJqZ/ny5Vi+fLlZfVoqPj4eAODh4aGUZTyPi4uDu7t7nvRLREREREWTzUcSHj16FKNHj8Zvv/2G/fv3Iy0tDR07dkRCFnfnPX78ONLS0ozKL168iPv375tcJyEhAbVr18ayZcuyjGPTpk2YMGECZsyYgbNnz6J27dro1KkTHjx4kLMNswEh6+V85VTbBUJERGSmtCdxSHsYm7vHI73Hs+pZkIzctWsX2rVrh9KlS8PDwwMvv/wyqlWrhoSEBFy7ds1g9F7mkYX5xdXVFQAMRg1mPC/IMx+IiIiIqGCy+UjCvXv3Grxes2YNSpYsiTNnzqBVq1YGy2RZxujRo1GpUiVs3LgRanX69NorV66gXbt2mDBhAt5++22jPkJCQhASEvLMOBYuXIhXX30VQ4YMAQCsXLkSu3fvxtdff43JkyfnZhPzjf50YyYJiYioMLD3tEIyy4KRhOY4fvw4XnvtNWzYsAFNmzaFRqNBt27dUK9ePVy4cAHe3t4oXbq0Un/v3r1o0qSJybZGjBiBb7/9Nsu+9uzZg5YtW5oVV2aenp4ICAhAREQEypcvDwCIiIhAYGAgRxESERERkcVsniTMLOMXcFNTdlQqFX766Se0atUKgwYNwrp16xAZGYl27dqhR48eJhOE5khNTcWZM2fw7rvvGvTVoUMHnDhxwuL2li1bhmXLlkGn0+UonpyS9UYSSsJ4tCUREVFBY+7032cRQkCr1cLOzg6S9IwsoZnCw8Ph5+eHhg0bIjU1FfPnz8fOnTsxceJEyLIMnU6HpKQkODk5YdWqVdi/fz9Gjhxpsq2VK1di5cqVZvet1WqVhyzLSE5OhkqlgkajMVl/yJAhmDNnDpo1awatVot58+Zh+PDhOdpuIiIiIirebD7dWJ8syxg/fjyaN2+OGjVqmKzj7++PQ4cOISwsDP369UO7du3QoUMHrFixIsf9Pnz4EDqdDn5+fgblfn5+uHfvnvK6Q4cO6NWrF3766ScEBARkmUAcPXo0Ll68iN9//z3HMeWEYZKQIwmJiIhyom/fvnB3d4evry8aN24MX19fSJKEunXrolGjRujYsSOCg4PRunVrREdHw9HR0WD6cW7Mnj0bTk5OmDNnDnbu3AknJyd07NhRWT5ixAiMGDFCeT19+nQ0bdoU1apVQ61atdCsWTNMmTLFKrEQERERUfFSoEYSjh49GufPn8/2Tn9lypTBunXr0Lp1a5QvXx6rVq2yysiB7Bw4cCDP+8gNWdgrzyVobRgJERFR4eXt7Y0jR44YlOkn5jZs2GCwbOLEiVbre+bMmZg5c2aWyzOPSrS3t8eyZcuwdOlSq46mJCIiIqLip8CMJBwzZgx27dqFw4cPG9xN0JT79+/jtddeQ9euXZGYmIg333wzV337+PhArVYb3fjk/v37KFWqVK7azk8GSUIVpxsTEREREREREZF5bJ4kFEJgzJgx2L59Ow4dOoRy5co9s/7Dhw/Rvn17BAcHY9u2bTh48CA2bdqESZMm5TgGjUaD+vXr4+DBg0qZLMs4ePAgmjZtmuN285uAXpJQyt/rIRIRERERERERUeFl8+nGo0ePxnfffYcff/wRbm5uyjUA3d3d4eTkZFBXlmWEhISgbNmy2LRpE+zs7FCtWjXs378f7dq1w3PPPWdyVGF8fDyuX7+uvI6MjERERAS8vLxQpkwZAMCECRMQGhqKBg0aoFGjRli8eDESEhKUux0XBgJPL2qukjjdmIiIiIiIiIiIzGPzJGHGDUfatGljUL569WoMHjzYoEylUmHu3Llo2bKlwV3+ateujQMHDsDX19dkH6dPn0bbtm2V1xMmTAAAhIaGYs2aNQCAV155BVFRUXjvvfdw79491KlTB3v37jW6mUlBJktP94mk4khCIiIiIiIiIiIyj82ThEIIi+o///zzJsvr1q2b5Tpt2rQxq58xY8ZgzJgxFsVTkAjJQXmuYpKQiIiIiIiIiIjMZPNrEpIVqZ8mCTmSkIiIiIiIiIiIzMUkYREi2Ts+fa6SbRgJEREREREREREVJkwSFiXqp0lCFZOERERERERERERkJiYJixDJwfnpc043JiIiIiIiIiIiMzFJWISoHZ8mCVVqjiQkIiIqbAYPHgyNRgNXV1flceLEiSzrp6WlYcyYMfDy8oKfnx/Gjh0LrVabjxETERERUVHBJGERonJ0UZ7zmoRERESF06hRoxAfH688mjZtmmXd2bNnIywsDBcuXEBERATCwsIwd+7cfIyWiIiIiIoKJgmLELWLXpJQLWwYCRERUeEWHx+P3r17w9/fH66urmjYsCEiIiIAAAsWLECvXr0M6leoUAEHDx7M9zi//vprTJs2DaVLl0bp0qUxZcoUrFq1Kt/jICIiIqLCj0nCIkTj5qo850hCIiKinIuOjkb//v1x7do1PHz4ELVq1cKkSZMAAOHh4ahbt65SNyYmBpGRkQZlGUaNGgUPD48sH2FhYUbrfPPNN/Dy8kL16tXxySefQJZN/01/8uQJ7t69izp16ihlderUwe3btxETE5PLPUBERERExY2drQMg69F4uELIgKQCJBVHEhIRUcGXsGo8RMKTXLcjBCBJz64juXjCZdhis9oLCAhAQECA8rpXr16YOnUqAODs2bMYOHCgsiw8PBwBAQHw8vIyamf58uVYvny5WX0CwLhx47BgwQJ4eXnh999/R+/evaFSqfDmm28a1Y2PjwcAeHh4KGUZz+Pi4uDu7m52v0RERERETBIWIRoPF+CJBEBwJCERERUKIuEJRNwj67RllVbS7dq1CwsXLsSlS5eQlJSE1NRU9OzZEwkJCbh27ZrB6L3MIwtzo169esrzJk2aYPLkyfjmm29MJgldXdNnEMTExMDb21t5DgBubm5WiYeIiIiIig9ONy5CHDycADl9GAWvSUhERIWB5OIJyc071w+4mlHPxdOsmI4fP47XXnsNM2bMwK1btxAdHY0OHTqgXr16uHDhAry9vVG6dGml/t69ew2ShvpGjBhhcKfizI9jx449MxaVKutTNU9PTwQEBCjXSgSAiIgIBAYGFotRhL/88gu6du0Kf39/SJKEH374wWC5EALvvfceSpcuDScnJ3To0AHXrl2zTbBEREREhQBHEhYhGjfnp8MoOJKQiIgKAXOn/z6LEAJarRZ2dnaQsptzbIbw8HD4+fmhYcOGSE1Nxfz587Fz505MnDgRsixDp9MhKSkJTk5OWLVqFfbv34+RI0eabGvlypVYuXKl2X1v3rwZnTt3hpubG86cOYMPP/wQo0ePzrL+kCFDMGfOHDRr1gxarRbz5s3D8OHDLd7mwighIQG1a9fG0KFD8fLLLxst/+ijj/DZZ59h7dq1KFeuHKZPn45OnTrh4sWLcHR0tEHERERERAUbk4RFiKS2g8gYSchrEhIREeVI3759sWXLFvj6+iIoKAhjx46FJEmoW7cuXF1d0bFjRwQHB6Ns2bLo1q0bHB0dsxxJaKmlS5fitddeg1arxXPPPYdRo0Zh4sSJyvIRI0YAgJJ4nD59Oh49eoRq1aoBAPr3748pU6ZYJZaCLiQkBCEhISaXCSGwePFiTJs2Dd27dweQfkMYPz8//PDDD+jTp09+hkpERERUKDBJWIRIkgRZliCBSUIiIqKc8vb2xpEjRwzKMpJzALBhwwaDZfpJvNz65Zdfnrk886hEe3t7LFu2DEuXLrXqaMrCLjIyEvfu3UOHDh2UMnd3dzRu3BgnTpzIMkmYkpKClJQU5XVsbCwAQJblLO8yTUREVFzIsgyVSgUhVJAFr15nDUIIqFSqPD/XMLdtJgmLGvHffwyYJCQiIqIC5vbt2wgMDDRKZAohcOfOHZQpU8Yq/dy7dw8A4OfnZ1Du5+enLDNl3rx5mDVrllF5VFQUkpOTrRIbERFRYZWYmIj69evjcZofkpOYJLSGxDQZ9et74vHjx3l6rhEXF2dWPSYJixhONyYiIqKCqly5cvj3339RsmRJg/LHjx+jXLly0Ol0Noos3bvvvosJEyYor2NjYxEYGAhfX1+UKFHChpERERHZXmxsLM6cOQMv+/Jwc1LbOpwiIU6nw5kzN+Dl5ZWn5xrmXo+ZScKi5r8kISQmCYmIiKhgEUKYnA4dHx9v1ZuJlCpVCgBw//59gztR379//5nXj3RwcICDg4NRuUqleuadpomIiIqDjGmxkiRDxcubWIUkyco07rw81zC37RwlCW/fvo1bt24hMTERvr6+qF69uskTKsp/GSMJOd2YiIiICoqM0XmSJGH69OlwdnZWlul0Opw8edJqN38B0kcslipVCgcPHlTajY2NxcmTJ7O8EzURERFRcWd2kvDmzZtYsWIFNm7ciLt370KIp0kojUaDli1b4rXXXkPPnj35S6sNCTl930uqpxcVJSIiIrKl8PBwAOkjCf/8809oNBplmUajQe3atTFp0iSL2oyPj8f169eV15GRkYiIiICXlxfKlCmD8ePHY/bs2ahUqRLKlSuH6dOnw9/fHz169LDKNhEREREVNWYlCceNG4e1a9eiU6dOmD17Nho1agR/f384OTnh8ePHOH/+PI4dO4b33nsPs2bNwurVq9GwYcO8jp1MkZ8O+RXaFEDjZMNgiIiIiIDDhw8DAIYMGYJPP/3UKtfcOX36NNq2bau8zhitGBoaijVr1uDtt99GQkICXnvtNURHR6NFixbYu3evVac1ExERERUlZiUJXVxccOPGDXh7exstK1myJNq1a4d27dphxowZ2Lt3L+7cucMkoY0IvSRhSmw8nH2YJCQiIqKCYfXq1QavY2NjcejQIVStWhVVq1a1qK02bdoYzGzJTJIkvP/++3j//fdzFCsRERFRcWNWknDevHlmN9i5c+ccB0O5J3RPpxenRCfA2cfXhtEQERERPdW7d2+0atUKY8aMQVJSEho0aICbN29CCIGNGzeiZ8+etg6RiIiIqNjK0QXrtFotDhw4gM8//xxxcXEAgH/++Qfx8fFWDY4spz+SMDUmzoaREBERERn65Zdf0LJlSwDA9u3bIYRAdHQ0PvvsM8yePdvG0REREREVbxYnCW/duoWaNWuie/fuGD16NKKiogAA8+fPt/iC02R9GTcuAYDU2FgbRkJERERkKCYmBl5eXgCAvXv3omfPnnB2dsYLL7yAa9eu2Tg6IiIiouLN4iThG2+8gQYNGuDJkydwcnp6vbuXXnoJBw8etGpwZDn96cZajuwkIiIqNFJSUvDqq6+iXLlycHNzQ9WqVfH1118b1ElLS8OYMWPg6ekJLy8vjB07FlqtNss2La2f1wIDA3HixAkkJCRg79696NixIwDgyZMnvKEIERERkY1ZnCQ8duwYpk2bBo1GY1AeFBSEv//+22qBUc7IeklCXSJHEhIRERUWWq0WpUuXxoEDBxAbG4s1a9Zg4sSJ+Pnnn5U6s2fPRlhYGC5evIgLFy7g2LFjmDt3bpZtWlo/r40fPx79+/dHQEAA/P390aZNGwDp05Br1qxps7iIiIiIKAdJQlmWodPpjMrv3r0LNzc3qwRFOac/klBOSrRhJERERIVXfHw8evfuDX9/f7i6uqJhw4aIiIgAACxYsAC9evUyqF+hQoVcz6hwcXHB+++/jwoVKkCSJDRp0gRt27ZFWFiYUufrr7/GtGnTULp0aZQuXRpTp07FqlWrsmzT0vp5bdSoUThx4gS+/vprhIWFQaVKP28pX748r0lIREREZGNm3d1YX8eOHbF48WJ88cUXAABJkhAfH48ZM2agS5cuVg+QLCPr1E+fpyTYMBIiIqLs6S6/DGijct2OJAC9e3eZZucLddVtZrUXHR2N/v37Y/Xq1VCr1Rg9ejQmTZqEAwcOIDw8HHXr1lXqxsTEIDIy0qAsw6hRo/Ddd99l2c+uXbvQokULk8uSk5Nx6tQp9OvXD0D6lNy7d++iTp06Sp06derg9u3biImJgYuLi8H62dV3d3c3Z1dYXYMGDdCgQQMIISCEgCRJeOGFF2wSCxERERE9ZXGS8JNPPkGnTp1QrVo1JCcno1+/frh27Rp8fHywYcOGvIiRLCBrnyYJhZYjCYmIqIDTRgFp93PdTHb5QUsFBAQgICBAed2rVy9MnToVAHD27FkMHDhQWRYeHo6AgADlhhz6li9fjuXLl1vcvxACw4cPR6VKlfDyyy8DSB/dCAAeHh5KvYzncXFxRknC7OrbKkn4zTffYMGCBcqNSipXroy33nrLYJ8SERERUf6zOEkYEBCAc+fOYePGjfjjjz8QHx+PYcOGoX///gY3MiHbkHV6h1THJCERERVwdr5WaUYIQDJjJKG5du3ahYULF+LSpUtISkpCamoqevbsiYSEBFy7ds1gdF7mkYW5JYTAqFGjcOXKFRw4cECZkuvq6gogfeSij4+P8hyAyUu+WFo/PyxcuBDTp0/HmDFj0Lx5cwBAWFgYRowYgYcPH+LNN9+0SVxERERElIMkIQDY2dlhwIAB1o6FrMAgSSgn2S4QIiIiM5g7/fdZhBDQarVQ29lByjZTmL3jx4/jtddew4YNG9C0aVNoNBp069YN9erVw4ULF+Dt7Y3SpUsr9ffu3YsmTZqYbGvEiBH49ttvs+xrz549aNmypcG2jB49GidPnsTBgwcNRvt5enoiICAAERERqFChAgAgIiICgYGBcHd3N7prcXb1bWHJkiVYsWIFBg0apJR169YN1atXx8yZM5kkJCIiIrIhs5KEO3bsMLvBbt265TgYyj1Z+/SQquQUG0ZCRERUOIWHh8PPzw8NGzZEamoq5s+fj507d2LixInKDdySkpLg5OSEVatWYf/+/Rg5cqTJtlauXImVK1ea3feYMWNw/PhxHDp0CJ6enkbLhwwZgjlz5iij8ObOnYvhw4dn2Z6l9fPav//+i2bNmhmVN2vWDP/++68NIiIiIiKiDGYlCXv06GFWY5IkmbzzMeUfWdZLEkrJNoyEiIiocOrbty+2bNkCX19fBAUFYezYsZAkCXXr1oWrqys6duyI4OBglC1bFt26dYOjo6PB9OOcunXrFpYvXw4HBweULVtWKR8wYICSaJw+fToePXqE4OBgZdmUKVOUuiNGjIAkSWbXz28VK1bE5s2bjWLYtGkTKlWqZKOoiIiIiAgwM0koy3Jex0FWIsv2ynMJqTaMhIiIqHDy9vbGkSNHDMpGjBihPM98o7aJEydapd+yZctCCPHMOvb29li2bBmWLVtmUJ6x3sqVKw2mXGdV31ZmzZqFV155Bb/88osyuvH48eM4ePAgNm/ebOPoiIiIiIo3la0DIOuSZY3yXKXidGMiIiIqOHr27ImTJ0/Cx8cHP/zwA3744Qf4+Pjg1KlTeOmll2wdHhEREVGxlqMblyQkJODo0aO4ffs2UlMNR6uNGzfOKoFRzshCP0mYZsNIiIiIiIzVr1//mTdzISIiIiLbsDhJGB4eji5duiAxMREJCQnw8vLCw4cP4ezsjJIlSzJJaGOCSUIiIiIqoH766Seo1Wp06tTJoHzfvn2QZRkhISE2ioyIiIiILJ5u/Oabb6Jr16548uQJnJyc8Ntvv+HWrVuoX78+Pv7447yIkSwgJAfluVqttWEkRERERIYmT55s8iZ3QghMnjzZBhERERERUQaLRxJGRETg888/h0qlglqtRkpKCsqXL4+PPvoIoaGhePnll/MiTjKTkByV5yo7jiQkIqKCJ7ubc5Dt5PWxuXbtGqpVq2ZUXrVqVVy/fj1P+yYiooIrOTnZ6FJmlDsajQaOjo7ZVyTSY3GS0N7eHipV+gDEkiVL4vbt2wgODoa7uzvu3Llj9QDJMkLlpDxXcSQhEREVIGq1GgCQmpoKJyenbGqTLSQmJgJIP9/LC+7u7rhx4waCgoIMyq9fvw4XF5c86ZOIiAq25ORklCsTiHtRD20dSpFSytcHkbfvMFFIFrE4SVi3bl38/vvvqFSpElq3bo333nsPDx8+xLp161CjRo28iJEsINk5K89VauPpPERERLZiZ2cHZ2dnREVFGfzomFtCCGi1WtjZ2UGSJKu0Wdjkdh8IIZCYmIgHDx7Aw8NDSehaW/fu3TF+/Hhs374dFSpUAJCeIJw4cSK6deuWJ30SEVHBlpqaintRD3HprXZwc8jRvVUpk7gULYIXHEJqaiqThGQRiz+Bc+fORVxcHABgzpw5GDRoEEaOHIlKlSph1apVVg+QLCNpnv4Kr7LjSEIiIio4JElC6dKlERkZiVu3blmtXSEEZFmGSqUq1klCa+wDDw8PlCpVyoqRGfroo4/QuXNnVK1aFQEBAQCAu3fvomXLlry2NRFRMefmYIcSjnkzkp2IzGNxkrBBgwbK85IlS2Lv3r1WDYhyR3LQG0lox5GERERUsGg0GlSqVMmq1x2SZRmPHj2Ct7e31UYnFjbW2Af29vZ5NoIwg7u7O3799Vfs378f586dg5OTE2rVqoVWrVrlab9ERERElD2Lk4SRkZHQarWoVKmSQfm1a9dgb29vdI0Zyl92jiWU5yq1bMNIiIiITFOpVFad+iLLMuzt7eHo6Fisk4SFZR9IkoSOHTuiY8eOtg6FiIiIiPRYfBY5ePBg/Prrr0blJ0+exODBg60RE+WC2sVVec6RhEREREREREREZA6Lk4Th4eFo3ry5UXmTJk0QERFhjZgoF+xKeCjPJY4kJCIiIiIiIiIiM1icJJQkSblxib6YmBjodBy5ZmuOHh7Kc5Udk4RERERERERERJQ9i5OErVq1wrx58wwSgjqdDvPmzUOLFi2sGhxZzsHbHeK/3KCkZtKWiIiIiIiIiIiyZ/GNS+bPn49WrVqhSpUqaNmyJQDg2LFjiI2NxaFDh6weIFlG4+4CcUcCVILTjYmIiMjmYmNjza5bokSJ7CsRERERUZ6wOElYrVo1/PHHH1i6dCnOnTsHJycnDBo0CGPGjIGXl1dexEgWUGkcoJMlAAKSWtg6HCIiIirmPDw8IEnSM+sIISBJEi9dQ0RERGRDFicJAcDf3x9z5861dixkDSo1hCxBAm9cQkRERLZ3+PBhW4dARERERGawOEm4d+9euLq6KtcfXLZsGb788ktUq1YNy5Ytg6enp9WDJPNJkgToVAB0TBISERGRzbVu3drWIRARERGRGSy+cclbb72lXFvmzz//xIQJE9ClSxdERkZiwoQJVg+QLCd06VN6ON2YiIiICqLExERcvnwZf/zxh8GDiIiIiGzH4pGEkZGRqFatGgBg69at6Nq1K+bOnYuzZ8+iS5cuVg+QckD3X+6XSUIiIiIqQKKiojBkyBDs2bPH5HJek5CIiIjIdiweSajRaJCYmAgAOHDgADp27AgA8PLysujudZR3hPzfSEKVgBCcckxEREQFw/jx4xEdHY2TJ0/CyckJe/fuxdq1a1GpUiXs2LHD1uERERERFWsWjyRs0aIFJkyYgObNm+PUqVPYtGkTAODq1asICAiweoBkOaF7mvuVdSlQ2znZMBoiIiKidIcOHcKPP/6IBg0aQKVSoWzZsnj++edRokQJzJs3Dy+88IKtQyQiIiIqtiweSbh06VLY2dlhy5YtWLFiBZ577jkAwJ49e9C5c2erB0iWE9qnh1WbnGDDSIiIiIieSkhIQMmSJQEAnp6eiIqKAgDUrFkTZ8+etWVoRERERMWexSMJy5Qpg127dhmVL1q0yCoBUe7pjyRMjo6Dg6uPDaMhIiIiSlelShVcuXIFQUFBqF27Nj7//HMEBQVh5cqVKF26tFX70ul0mDlzJr799lvcu3cP/v7+GDx4MKZNmwZJkqzaFxEREVFRYHGSkAo+/SRhUnQs3DkLnIiIiAqAN954A//++y8AYMaMGejcuTPWr18PjUaDNWvWWLWv+fPnY8WKFVi7di2qV6+O06dPY8iQIXB3d8e4ceOs2hcRERFRUcAkYREk6003TouOtl0gRERERHoGDBigPK9fvz5u3bqFy5cvo0yZMvDxse7Mh19//RXdu3dXrnMYFBSEDRs24NSpU1btx1qSk5ORmppq6zCKFI1GA0dHR1uHQUREVGgwSVgECZ1aea5NiLFhJERERERZc3Z2Rr169fKk7WbNmuGLL77A1atXUblyZZw7dw5hYWFYuHBhluukpKQgJSVFeR0bGwsAkGUZsiznSZxAeoKwXNkKePj4QZ71URz5eJVE5K2/mCgkKuBkWYZKpYKABBm8HIQ1CEhQqVRW//ulHCuhgiwsvsUFmSCEyJNjlZm5bTNJWATpjySUE+JsGAkRERHRU0IIbNmyBYcPH8aDBw+MTli3bdtmtb4mT56M2NhYVK1aFWq1GjqdDnPmzEH//v2zXGfevHmYNWuWUXlUVBSSk5OtFltmiYmJKFsuEB0rvAc1NHnWT3GiQyquyKtx7949ODs72zocInqGxMRE1K9fHzHuZZCmYYrCGhIdtKhfvz4eP35s1b9fGcfqcZofkpOYJLSGxDQZ9et7Wv1YZRYXZ15uiJ/AIkjWPT2sckq8DSMhIiIiemr8+PH4/PPP0bZtW/j5+eXpDUQ2b96M9evX47vvvkP16tURERGB8ePHw9/fH6GhoSbXeffddzFhwgTldWxsLAIDA+Hr64sSJUrkWayxsbE4c+YMnNShsONNVaxCK2Sc0Z2Bl5dXnh47Isq9jO9A905ecHO0t3U4RYJ9chrOnLH+d2DGsfKyLw83J3X2K1C24nQ6nDlzI8//Xpk7qt7iJOFLL71k8oROkiQ4OjqiYsWK6NevH6pUqWJp02Ql+iMJRWqCDSMhIiIiemrdunXYtm0bunTpkud9vfXWW5g8eTL69OkDAKhZsyZu3bqFefPmZZkkdHBwgIODg1G5SqWCSpV3IyYyphkJCRDMEVqFEE+nxeXlsSOi3Mv4DpQgoIKwdThFggSRJ9+ByrGSZKj4o5ZVSJKcL3+vzG3b4gjc3d1x6NAhnD17FpIkQZIkhIeH49ChQ9Bqtdi0aRNq166N48ePWxw0WYf+SEKRxiQhERERFQzu7u4oX758vvSVmJhodEKsVqvz9Ho/RERERIWZxUnCUqVKoV+/frhx4wa2bt2KrVu34q+//sKAAQNQoUIFXLp0CaGhoXjnnXfyIl4yg6zVG/arTbJdIERERER6Zs6ciVmzZiEpKe/PT7p27Yo5c+Zg9+7duHnzJrZv346FCxfipZdeyvO+iYiIiAoji6cbr1q1CsePHzf4ZValUmHs2LFo1qwZ5s6dizFjxqBly5ZWDZTMpz+SUBJ5d+FLIiIiIkv07t0bGzZsQMmSJREUFAR7e8NrT509e9ZqfS1ZsgTTp0/HqFGj8ODBA/j7++P111/He++9Z7U+iIiIiIoSi5OEWq0Wly9fRuXKlQ3KL1++DJ1OByD9goh5eSFqejZZ9/SEWxIpRsuFnAqIFEDlCEnK+YVhhZwMpEUB2odAWhRE2kNA+wgQuv86twPsPAE7D0h2noA6/TlUTukPScP3CRERUTESGhqKM2fOYMCAAXl+4xI3NzcsXrwYixcvzrM+iIiIiIoSi5OEAwcOxLBhwzBlyhQ0bNgQAPD7779j7ty5GDRoEADg6NGjqF69unUjJbPpJwnVqkTluZCTIO58APH4BwDa9EKVM6B2A9TugMoBkDSAZA+oNOnPIQCRBshp6f/q4gBdNKCNASwYpWj68rOq/xKGjpn+dQFUTpBUTv/F99+/ysMJUDtD+q+ekJygTkuCSNVC2LmmJycBAJLhv5KUfhVr8V+SVE4BZL3nIjU9wSnZ6T3sDf+F+G+dNMP9lPHvf/uPyU8iIiJju3fvxr59+9CiRQtbh0JEREREmVicJFy0aBH8/Pzw0Ucf4f79+wAAPz8/vPnmm8p1CDt27IjOnTtbN1IyW2qiq/LcwTkGQProQfnaQCDxD8PKcmL6I+1+foaY0TkgJ6Q/TMjuvlb6y70A4CFQMC5FLmVKHDqYTib+91yS7P9LQmaU6b+2N3yd8VxlD0l5rYGAHexS4yESoyDUDs9clwlMIiKylcDAQJQoUcLWYRARERGRCRYnCdVqNaZOnYqpU6ciNjYWAIxO9sqUKWOd6ChHUuPdlecObv8lCaN/0ksQSoBrg/RRc7rY/x5xgJyMbFNzkiZ9yrDaA1CXgGTvC9j7AHY+gL0vJDvv/0YgAhCpENongPbJf6MPn0DoYgA5Kb0vOUnveeLTfws9kT46UWc81TuL2jntxYAnADwyI1FqlHDUT0xmLFMDkgqAGulJz4zXqvTn/5VJMC4zqgdV+ijOzCM7kTlZKf1Xz1Qdvbom6ggBOCcmQOhcIUv67TyjrSxjyhyHlGmdzOWSXhOmyjP3k7lcf7n+fjCxnmTYhvTfcyEENEmxEDEeEPrrGrWTeRuzqpt5P6iyjkuSni43GX92/WWso8q0TuZ9lBGDif0sSRCyAORECF0iRMb71qAtw/aZLCeyjU8++QRvv/02Vq5ciaCgIFuHQ0RERER6LE4SZoiKisKVK1cAAFWrVoWPj4/VgqLc0aa6QegkSGoBxxL/JQkfblKWqyqugeTW1OS6Qmj/m0773wMqPJ1uaw9JpbEoFkv/Gy6ErJdATNRLJKY/F3IioEt8OgJSToTQJiA58TEcNfJ/SUYZSgpNZKTS9FJqqvTRfZLKEUaj/KAGhPa/R5rxc+m/UYKS/X/lqRAi9el0ZWX6csY+TNObyvxfPVuPdxT/TR23RlNWacU6XAAgvmDFlNf0t9UdAKJt/u6yKV8AuG/pPtBLQppKAmebTEWmpHRO5b4Nb1mGiFJDVwBisV475rYh4CXLEFEq6EytY5VNKuCJZXt/wP1TW0eRrQEDBiAxMREVKlSAs7Oz0Y1LHj9+bKPIiIiIiMjiJGFCQgLGjh2Lb775BrKc/l8xtVqNQYMGYcmSJXB2drZ6kGQZyd4BItEeklsqHErEQyRdBRLOpC90rAi4Nsl6XckOUNsBsM1xlCQVoHZOf8DbeLmJdWRZRtyDB3AqWdLgrtsF1dNEbIqSaFSu+SjS9JKLTxONImNZxvUQ9evKaRByKhITY+DsaAcJT68hKYRe/SzWNerXSglEosJB/PeQTWeYC1HWWQUU6yyxGijW26+M4i/geBMRIiIiooLL4iThhAkTcPToUezcuRPNmzcHAISFhWHcuHGYOHEiVqxYYfUgyTIqTXqSEG6pUNnJEA9WK8sk7z6cZmdjOUnEZnfEZFlGwoMHcLFColQIGekJExmA7r9/9V+LTOU6pE+x1mWxXG9k59Nenv5rNNrTxOjPZ9YRkGWB6Ogn8PDwgEp5fwvj+kKYWKb3WmReR3898V+p0KufaX2DdozjNG7PVHwmlgkTbej1I4SM+Pg4uLq6pg9qM2rf1DZmjkfOVEd/Hf1jmHk75aflRm2bKDPYx7JRrMKo7Sz2jdDr97/6qakp0Gjsn9E/9NbNfBz1k4Wmjlt222ItOW9Pp9NBrVZbMZasWHmbhXXa08k6qFUZ219wjku+sfO1dQRmCQ0NtXUIRERERJQFi5OEW7duxZYtW9CmTRulrEuXLnByckLv3r2ZJCwAVM4ukBPtofxX6fFWZZnk2ck2QVGhISnXFLR1JOaTZBlpSQ8guZWElMejSQvibpFlGUl4ALdCMpo2L8iyjJgHD1CymO4DWZbxmNtfbLcfSN8HePDA1mGYFBsbq1y/OuN61lnhTU2IiIiIbMfiJGFiYiL8/PyMykuWLInExKJw04nCT+1aIn0kYWYO5SDZGx87IiIiorzi6emJf//9FyVLloSHh4fJGQ1CCEiSBJ0u91fVJCIiIqKcsThJ2LRpU8yYMQPffPMNHB0dAQBJSUmYNWsWmjY1fTMMyl/2np6Qk4yThJJrYxtEQ0RERMXZoUOH4OXlBQA4fPiwjaMhouIkOTkZqamptg6jSNFoNEoegIiKHouThJ9++ik6deqEgIAA1K5dGwBw7tw5ODo6Yt++fVYPkCzn4OsJccXESEI3JgmJiIgof7Vu3RoAoNVqcfToUQwdOhQBAQE2joqIirrk5GQEBZbB/YdRtg6lSPHz8cXNO7eZKCQqoixOEtaoUQPXrl3D+vXrcfnyZQBA37590b9/fzg5OVk9QLKcs783RLg9RJoKkv3TWz1yJCERERHZip2dHRYsWIBBgwbZOhSiXOHoNOvLi9FpqampuP8wCrtbj4KLnYNV2y6uErQpeOHocqSmpjJJSFREWZwkBABnZ2e8+uqr1o6FrETj6wWtToWUU89BKhsDh8BkSN7/g2TvY+vQiIiIqBhr164djh49iqCgIFuHQpQjycnJKPNcWUQ9Lpg3CiqsfL1K4vbft/Ik8eRi5wBXJgmJiMxiVpJwx44dZjfYrVu3HAdD1qFxd0KqVgUpxglJv3rCae73Ji8STkRERJSfQkJCMHnyZPz555+oX78+XFxcDJbzPJIKutTUVEQ9foAZLp/CUeIsKmtIFkmY9fgNjk4jIioAzEoS9ujRw6zGeFe6gkHtqIGsU0NtL8POXssEIRERERUIo0aNAgAsXLjQaBnPI6kwcZSc4Cg52zoMIiIiqzIrSSjLcvaVqMCQVCro0tSwd0yD2l4HIQQThURERGRzPKckIiIiKrhUtg6A8oZOqwYAqFQCIi3FxtEQEREREREREVFBZlaScOPGjWY3eOfOHRw/fjzHAZF1aNOeDhJNjYm1YSRERERETx08eBAvvvgiKlSogAoVKuDFF1/EgQMHbB0WERERUbFnVpJwxYoVCA4OxkcffYRLly4ZLY+JicFPP/2Efv36oV69enj06JHVAyXLaLVPk4TJj2NsGAkRERFRuuXLl6Nz585wc3PDG2+8gTfeeAMlSpRAly5dsGzZMluHR0RERFSsmXVNwqNHj2LHjh1YsmQJ3n33Xbi4uMDPzw+Ojo548uQJ7t27Bx8fHwwePBjnz5+Hn59fXsdN2dCm2SvPEx48gUcVGwZDREREBGDu3LlYtGgRxowZo5SNGzcOzZs3x9y5czF69GgbRkdERERUvJmVJASAbt26oVu3bnj48CHCwsJw69YtJCUlwcfHB3Xr1kXdunWhUvEShwVFmt5IwpQHj20YCREREVG66OhodO7c2ai8Y8eOeOedd2wQERERERFlMDtJmMHHxwc9evTIg1DImtK0GuW59vETG0ZCRERElK5bt27Yvn073nrrLYPyH3/8ES+++KKNoiIiIiIiIAdJQiocdLqn0411cbxxCREREdletWrVMGfOHBw5cgRNmzYFAPz22284fvw4Jk6ciM8++0ypO27cOFuFSURERFQsMUlYRKXJDspzkRhnw0iIiIiI0q1atQqenp64ePEiLl68qJR7eHhg1apVymtJkpgkJCIiIspnTBIWUVrhqDyXUuJtGAkRERFRusjISFuHQERERERZ4J1GiigdnJTnKm2iDSMhIiIiIiIiIqKCzuIk4fvvv4/EROOkU1JSEt5//32rBEW5p1M/TRKq5SQbRkJERERERERERAWdxUnCWbNmIT7eePpqYmIiZs2aZZWgKPdkOxfluR2YJCQiIiIiIiIioqxZnCQUQkCSJKPyc+fOwcvLyypBUe5Jji6QdenHycGO042JiIiIiIiIiChrZt+4xNPTE5IkQZIkVK5c2SBRqNPpEB8fjxEjRuRJkGQ5O1dHaFPsoXFOhaMmMcvkLhERERERERERkdlJwsWLF0MIgaFDh2LWrFlwd3dXlmk0GgQFBaFp06Z5EiRZzt7NEdqE9CShnZ0WSEkAHF1tHRYREREVM3/88YfZdWvVqpWHkRARERHRs5idJAwNDQUAlCtXDs2bN4edndmrkg04eDgj7ZEGQAIAQI59CDWThERERJTP6tSpA0mSzJrVoNPp8ikqIiIiIsrM4msSurm54dKlS8rrH3/8ET169MCUKVOQmppq1eAo5xy9nKBNtVdei9goG0ZDRERExVVkZCRu3LiByMhIbN26FeXKlcPy5csRHh6O8PBwLF++HBUqVMDWrVttHSoRERFRsWbxcMDXX38dkydPRs2aNXHjxg288sorePnll/H9998jMTERixcvzoMwyVJOPs7QpjxNEsqxD20YDRERERVXZcuWVZ736tULn332Gbp06aKU1apVC4GBgZg+fTp69OhhgwiJiIiICMjBSMKrV6+iTp06AIDvv/8erVu3xnfffYc1a9bwF+ACxMXPFWkp+iMJmSQkIiIi2/rzzz9Rrlw5o/Jy5crh4sWLNoiIiIiIiDJYnCQUQkCWZQDAgQMHlF+CAwMD8fAhE1EFhZOPS6aRhJxuTERERLYVHByMefPmGVyiJjU1FfPmzUNwcLANIyMiIiIii6cbN2jQALNnz0aHDh1w9OhRrFixAkD69Wb8/PysHiDljIOXo0GSkCMJiYiIyNZWrlyJrl27IiAgQLmT8R9//AFJkrBz504bR0dERERUvFk8knDx4sU4e/YsxowZg6lTp6JixYoAgC1btqBZs2ZWD5Byxs7ZEbJODZ02/RBzJCERERHZWqNGjXDjxg3Mnj0btWrVQq1atTBnzhzcuHEDjRo1snp/f//9NwYMGABvb284OTmhZs2aOH36tNX7ISIiIioKLB5JWKtWLfz5559G5QsWLIBarbZKUJR7kloFnSxBm2IPtV0KROxDCJ0WktriQ05ERERkNS4uLnjttdfyvJ8nT56gefPmaNu2Lfbs2QNfX19cu3YNnp6eed43ERERUWGU44zRmTNncOnSJQBAtWrVUK9ePasFRdYhyyqkJDjCwSUF0KVBd/cS7MrWtHVYREREVIytW7cOn3/+OW7cuIETJ06gbNmyWLRoEcqXL4/u3btbrZ/58+cjMDAQq1evVspM3TSFiIiIiNJZnCR88OABXnnlFRw9ehQeHh4AgOjoaLRt2xYbN26Er6+vtWOkHNLJKiQ8dkOJkjEAAO3135kkJCIiIptZsWIF3nvvPYwfPx6zZ8+GTqcDAHh6emLx4sVWTRLu2LEDnTp1Qq9evXD06FE899xzGDVqFF599dUs10lJSUFKSoryOjY2FgAgy7Jy4768IMsyVCoVJBUgSXnWTbEiCUAlVFY/dhnHCioAPFbWIQCVKu+OlZAAwWNlFULK42MFCTI/WFYhIOXtsRIqyMLiq9eRCUKIPDlWmZnbtsVJwrFjxyI+Ph4XLlxQ7kJ38eJFhIaGYty4cdiwYYOlTVIe0ckqJDxxgxDpJ5y6v04D7YfaOiwiIiIqppYsWYIvv/wSPXr0wIcffqiUN2jQAJMmTbJqXzdu3MCKFSswYcIETJkyBb///jvGjRsHjUaD0NBQk+vMmzcPs2bNMiqPiopCcnKyVePTl5iYiPr166OcyhFq2Ge/AmVLB4EkuT4eP35s1WOXcaxcHTWwl3ipJWuwExrUT867Y6Ut641kXnLJKrQ6LerXz7tjFeNeBmkaHitrSHTI22P1OM0PyUlMElpDYpqM+vU9rX6sMouLizOrnsWfwL179+LAgQNKghBIn268bNkydOzY0dLmKA/phAqy1g7Jsc5wck+EHHUb8qO/ofJ+ztahERERUTEUGRmJunXrGpU7ODggISHBqn3JsowGDRpg7ty5AIC6devi/PnzWLlyZZZJwnfffRcTJkxQXsfGxiIwMBC+vr4oUaKEVePTFxsbizNnzsBJnQw7DiW0Cq1IxhndGXh5eVn12GUcq5ddU+EoMZlhDckiFWfi8+5Y2bm3gKOdg9XaLc602hScOZN3x8q9kxfcHPlDiTXYJ6fl6bHysi8PNyf+UGINcTodzpy5YfVjlZmjo6NZ9Sz+yybLMuztjT+49vb2eTo00lZeeuklHDlyBO3bt8eWLVtsHY5FZKR/aOMfu8HJPREAkLTtQzgPmAfJydWWoREREVExVK5cOURERKBs2bIG5Xv37jX4AdoaSpcujWrVqhmUBQcHY+vWrVmu4+DgAAcH42SCSqVKn2KaRzKmGXFapPUI8XRanDWPXcaxggxON7aWPD5Wkkiffk65J+X1sYKACjxY1iBB5O2xkmSo+KOWVUiSnCfHKjNz27Y4SdiuXTu88cYb2LBhA/z9/QEAf//9N9588020b9/e0uYKvDfeeANDhw7F2rVrbR2KxTKShDH/esOjchrs0x5DfhCJ+IV9ALU9VKUrQlOnI+xqtoOk4q8ARERElLcmTJiA0aNHIzk5GUIInDp1Chs2bMC8efPw1VdfWbWv5s2b48qVKwZlV69eNUpQEhEREVE6i5OES5cuRbdu3RAUFITAwEAAwJ07d1CjRg18++23Vg/Q1tq0aYMjR47YOowckf9L/Mk6Ne669US5J6sA8d9oT10a5LuXkHz3EtR/HIRjtwlQuZe0YbRERERU1A0fPhxOTk6YNm0aEhMT0a9fP/j7++PTTz9Fnz59rNrXm2++iWbNmmHu3Lno3bs3Tp06hS+++AJffPGFVfshIiIiKiosHssYGBiIs2fPYvfu3Rg/fjzGjx+Pn376CWfPnkVAQEBexJhjv/zyC7p27Qp/f39IkoQffvjBqM6yZcsQFBQER0dHNG7cGKdOncr/QPOIUD3NAT+J94Pz4I9hX/8FqMvUgOThpyzT3T6PhC/HIO3iMVuESURERMVI//79ce3aNcTHx+PevXu4e/cuhg0bZvV+GjZsiO3bt2PDhg2oUaMGPvjgAyxevBj9+/e3el9ERERERUGOrrYrSRKef/55PP/889aOx6oSEhJQu3ZtDB06FC+//LLR8k2bNmHChAlYuXIlGjdujMWLF6NTp064cuUKSpYs/KPqhN3Tw5sSkwy1f2Wo/SunLxMCult/InnXYoiYB0BKIpK3fwRoU2Ffq+hNGyciIqKCxdnZGc7Oznnax4svvogXX3wxT/sgIiIiKiosThKOGzcOFStWxLhx4wzKly5diuvXr2Px4sXWii3XQkJCEBISkuXyhQsX4tVXX8WQIUMAACtXrsTu3bvx9ddfY/LkyRb3l5KSgpSUFOV1bGwsgPSLu+blTV1kWYYQwrgPOztAl/40NSbJaLmqTA04Df0UKT+vhO7CUQACyTsXQwCwq9E2z+K1tiy3vxgp7vuA21+8tx/gPuD2F+/tB/J+H1ir3bp160IycaFzSZLg6OiIihUrYvDgwWjbtvCchxAREREVFRYnCbdu3YodO3YYlTdr1gwffvhhgUoSPktqairOnDmDd999VylTqVTo0KEDTpw4kaM2582bh1mzZhmVR0VFITk5OcexZkeWZcTExEAIYXDHGp1apSQJEx/F4sGDB6YbaDwAGqGG/cVDAASSdy1GSlw8dBUa51nM1pTV9hcnxX0fcPuL9/YD3Afc/uK9/UDe74O4uDirtNO5c2esWLECNWvWRKNGjQAAv//+O/744w8MHjwYFy9eRIcOHbBt2zZ0797dKn0SERERkXksThI+evQI7u7uRuUlSpTAw4cPrRJUfnj48CF0Oh38/PwMyv38/HD58mXldYcOHXDu3DkkJCQgICAA33//PZo2bWqyzXfffRcTJkxQXsfGxiIwMBC+vr4oUaJE3mwI8N8tyCX4+voa/MdA4+oMPE5/bqfFM6dQi25vINXREdqzP0ESAo5HV0Hj7Aj72s9D6LSQ/74M+X4kJBd3qJ4LhsrdN8+2x1JZbX9xUtz3Abe/eG8/wH3A7S/e2w/k/T5wdHS0SjsPHz7ExIkTMX36dIPy2bNn49atW/j5558xY8YMfPDBB0wSEhEREeUzi5OEFStWxN69ezFmzBiD8j179qB8+fJWC6ygOHDggNl1HRwc4ODgYFSuUqny/D8tkiQZ9aN20ijP5eTUbGNw7DwSKRBIO7sHEDJSf1oC7emdEPFPIBJj9HuDumIDaOq/AHWFepD/vQ6Rlgx1mZompxDlB1PbX9wU933A7S/e2w9wH3D7i/f2A3m7D6zV5ubNm3HmzBmj8j59+qB+/fr48ssv0bdvXyxcuNAq/RERERGR+SxOEk6YMAFjxoxBVFQU2rVrBwA4ePAgPvnkk0Iz1RgAfHx8oFarcf/+fYPy+/fvo1SpUjaKyrrsXJ4mCZGqzba+JElw6DwSkFRIO7MbACA/uGmipoDu+u9Iuv67Qal9o+5w6DDcZolCIiIiKtgcHR3x66+/omLFigblv/76qzJaUZZlq41cJCIiIiLzWZwkHDp0KFJSUjBnzhx88MEHAICgoCCsWLECgwYNsnqAeUWj0aB+/fo4ePAgevToASD9pPTgwYNGoyQLK3s3p6cv0lLNWkeSVHDsPBLqgGCkHF4LERsFSCrYVW4MdVBtiPgnSPvzUHp5JmmnfgRSk+DQaSQkO3trbQYREREVEWPHjsWIESNw5swZNGzYEED6NQm/+uorTJkyBQCwb98+1KlTx4ZREhERERVPFicJAWDkyJEYOXIkoqKi4OTkBFdXV2vHZRXx8fG4fv268joyMhIRERHw8vJCmTJlMGHCBISGhqJBgwZo1KgRFi9ejISEBOVux4Wdxl3vV/i07EcS6rOv0QZ21VtDJERDsrOH5Pj0GGta9YP22imkhm2EfO8vg/XSIn6G9vZ5aBq/BPua7SDZG0+/JiIiouJp2rRpKFeuHJYuXYp169YBAKpUqYIvv/wS/fr1AwCMGDECI0eOtGWYRERERMVSjpKEGXx9C87NK0w5ffo02rZtq7zOuKlIaGgo1qxZg1deeQVRUVF47733cO/ePdSpUwd79+41uplJYeXg4YSM8YMqnWVJQiB9+rHk6mlcrlLDvkpT2FVuDPnvK5A8SkF36w8k7/oU0KZCPP4HKXuWIfXoOtjXfxH29V+AysX4ZjdERERUfGi1WsydOxdDhw5F//79s6zn5OSU5TIiIiIiyju5ShIWdG3atIEQ4pl1xowZU2SmF2fm7OP8NEkodFZvX5JUUAcEp7dfvTVU3oFIOfAldLf+BACIxFikHvsOqSe2wL5uZzi0HgDJwdnqcRAREVHBZ2dnh48++qhQXZ6GiIiIqDgpvrcALAZcSrooz1Wy5SMJLaUuVR7OA+bBeehi2FVvDUj/vb20qUj7fQcSPh8J7dWTeR4HERERFUzt27fH0aNHbR0GEREREZlQpEcSFneOvk+ThGpJzrd+1aUrwqnHW5DbhiL11I9IC98LpKVAxD1C0vcfwK5WBzh2HgHJnncuJCIiKk5CQkIwefJk/Pnnn6hfvz5cXFwMlnfr1s1GkRERERERk4RFmIPn06m9alh/unF2VO4l4fj8q9A07IbkPcugu3EWAKD94wAS/70Kx5ffhdon0Kp9Cm0aoE0FJAlQqQA7B0iSZNU+iIiIKGdGjRoFAFi4cKHRMkmSoNPl//kKEREREaUzK0n42Wefmd3guHHjchwMWZfG4+lIPbUq/0YSZqby8INTn1nQ/nkIyXtXAGnJkKNuI/Hr8XAMGQP7mm2zb+QZRFoK7CN2I/GvExDR9wHoXYdSbQ/JyQ2SmzdUPgFQeQdCHVgN6ueqQFLb527DiIiIyCKybLvzESIiIiJ6NrOShIsWLTKrMUmSmCQsQNQae8hy+oC6/JxubIokSbCv1R4q/8pI3vYh5KhbQFoKknd8At3tP+HQ8XVI9g4WtytSEpG09i1oom7B5C1qdGkQ8Y8h4h9D/vfa03KNE+yCasOuZjvYVWrIhCEREVE+S05OhqMjLz1CREREVFCYlSSMjIzM6zgoj+hkFVQqGXbqgvHLvdonEM5DPkHKvs+Rdm4/ACAt4mdob1+AY+eRUAfVtmh6cPK+lRBRt/57JUFVqgIkZ7f0wYSyFiIpDiIxFiL+CQxGGKYmQXv1N2iv/gbJuQTs63SEfaMeULl4WGtTiYiIKBOdToe5c+di5cqVuH//Pq5evYry5ctj+vTpCAoKwrBhw2wdIhEREVGxxWsSFnGyrAIgQ62SodPKUNvZ/obWkr0jHF98A+oyNZC8ZzmgTYF4/DeSvpsGdUA1aJr3hrpC/WyThWmXf4X2z0MAAGHvCKeB82FfuoLJuiItBfLjfyDfvwFtZAR0keEQCdHpyxJjkfrrFqSe2gn7up2gafEKVM7uVt1mIiIiAubMmYO1a9fio48+wquvvqqU16hRA4sXL2aSkIiIiMiGcpQkvHv3Lnbs2IHbt28jNTXVYJmpC1GT7ejk9KSgWi0jKT4Nrh6WT+nNK/a12kNVuhKSd38K+e8rAADd3YtI2jQTkntJ2FdrBbvgFlCVKg9JMkxuipREpPz8hfI6tWl/uPqVy7Ivyd4Bar9yUPuVg32t9hCyDrqb55B2bj+0V04AOi3w//buPD6q6u4f+Ocus2Uyk30jhLDvq4AK7oAg4tb6cytapK1boVXRWu3Tito+LrVStaVV66Noa11asSruslkEEQIou+xr9n32ufee3x+TTBiSQAIzmSTzeb9e87r7vd97z2Qy9zvn3KP5EVz3HrStK2GZeivUoeez0xMiIqIoevXVV/HCCy9g8uTJuP3228PzR40ahR07dsQxMiIiIiJqd5Jw6dKluOKKK9C3b1/s2LEDw4cPx/79+yGEwBlnnBGLGOk06EIBACiygKeucyUJAUDJ6oWkH/4e2tYvEFj9FoyKQwAAUVuGwJp/I7Dm35CSnFB6j4KS2x9yZgFgsiKw5l8Q9RWhffQ9A1r/s9t1XElWoPY9A2rfM2DUVSCw9h0EN3wcqtXoqYXvP09C2boS1hl3QrazViEREVE0HDlyBP3792823zAMBIPBOERERERERI3a3fb0gQcewL333ovNmzfDarXi7bffxqFDh3DBBRfgmmuuiUWMdBoMhJKEsixQV+yOczQtk2QFphEXIenWhbBe/QCUvmOBY2oOCk8dtG3/hX/Zy/C+9Qi8r/0K+t6NoYWqGeaptwGnUeNPdmbCevEtsP/0b1AHnxOer+/6Gp4Xfwbt4JZT3jcRERE1GTp0KP773/82m//vf/8bY8aMiUNERERERNSo3TUJt2/fjtdffz20sarC6/UiOTkZjzzyCK688krccccdUQ+STp3ekCQEgPriegA58QvmJCRJhmnwOTANPgeGuwbajtXQ926AduBbwO9pvn5SCqxX3gs5LQ8oKzvt48uOdNiufgDBnWvg/2ghhLsGwlUF7z9+BfPZ34P53OshmW2nfZxEI4QAhAEI0fAyjhuGxkWzZc23Ea1saxg65KpK6MEqCEmKXM84yfHQnrgEYOinf1FOuxl75PZCCKj19Qgecpy8iXw8m9BH+byPJYQRugZHHM0eT3CSTU/72Cff9PQO3patjcb3QLED8rHHi+E1P/mmHfdeM4SAWleHYKkzdP5xPe/TPPQp7kCYLEBK64/d6CwefPBBzJo1C0eOHIFhGFi8eDF27tyJV199FUuWLIl3eEREREQJrd1JQrvdHn4OYV5eHvbs2YNhw4YBACoqKqIbXRe1cOFCLFy4ELoehWTCaTLkpiL2lNTHMZL2ke2pMI+9FBh7KYShwyjbD6PiIIzyQxBBL+SUbKjDL4JsT4VhRLfnZtOgCVDyB8P37pPQ938LCAOBNW8jsOFjqIPOhpJVCJhtkFRz6EbUMEJJKaMhsWXoTUmuZsualreW8Dp+nohImLW8rhAGLD4ffGZzaB5OkvAyjtsPWjpmW2M7Pql3/L47hg2Ar8OO1vlYAAROulb3lujXgOef2OcvpeYCV/8u3mGc1JVXXon3338fjzzyCOx2Ox588EGcccYZeP/993HxxRfHOzwiIiKihNbuJOHZZ5+NVatWYciQIbj00ktxzz33YPPmzVi8eDHOPrt9z4XrrubMmYM5c+agrq4OKSnxfZ6dUJqK2FfRvDZeVyDJCpTcflByW+65OBbk5DTYbvhtqNfjVW8AehDwu6F9uxRah0XRPiqA+KeliYiITuy8887DZ599Fu8wiIiIiOg47U4SLliwAC6XCwDw8MMPw+Vy4c0338SAAQPYs3FnZDIBIjTqq+qaScJ4kWQFlnOvg2noefB/+Ra07f8Fgv54hxUlDc3xJPm4YdO4JMsNz4Y88bpSK9uffD2l+THbsB+g+XoCgNfngy3JHo47NJQAtH6OTXG1dLwTxH/a7QnFaW4eub0hBOrr6uBwOiObmsaSOM1zON1rcFwMhhCor6+Hw+Fo8zWIQgTxvw6iMQwjfP4tNreOaQxRuZKnF4Jx7Pmfyt9AdN+P8SBM1rgev61+8pOf4MYbb8SFF14Y71CIiIiI6DjtThL27ds3PG632/Hcc89FNSCKLsliDrfB1Oq88Q2mi5LTe8B2+V0Ql9wRavZcUwIE/RBaIHRTKCuh5JEsQzpm/NihFDFPaRpvljxrTyKraVwIgfLKSmRlZUNWlBMn7SCd4k1052UYBmrLypCanQ1Zbnd/TF2eYRjQyspgStDzB3gNeP6Jff5A6BpE4/m8sVZeXo5LLrkEWVlZuP766zFz5kyMHj063mEREREREU4hSXgsl8vV7HlwTqfztAKi6JKsxyQJXYn8xLbTJ5ksUPIHQckfFO9QmjEMA3AHINkcoRp0REREndC7776L6upq/Otf/8I///lPLFiwAIMHD8bMmTPxgx/8AL179453iEREREQJq93ZhH379mHGjBmw2+1ISUlBWloa0tLSkJqairS0tFjESKdBtVvC44anuzSVJSIioq4qLS0Nt956K1asWIEDBw7g5ptvxt///nf0798/3qERERERJbR21yS88cYbIYTASy+9hJycnG7XbLG7UR228LjwJXK/j0RERNSZBINBrF+/HmvXrsX+/fuRk5MT75CIiIiIElq7k4TffPMNioqKMGhQ52tySc2ZU5qShAgE4xcIEREREYDly5fjn//8J95++20YhoHvf//7WLJkCSZNmhTv0IiIiIgSWruThOPHj8ehQ4eYJOwibBlJ0BrGZY1JQiIiIoqf/Px8VFVV4ZJLLsELL7yAyy+/HBaL5eQbEhEREVHMtTtJ+OKLL+L222/HkSNHMHz4cJhMpojlI0eOjFpwdPqSspJR1zAu69oJ1yUiIiKKpYceegjXXHMNUlNT4x0KERERER2n3UnC8vJy7NmzB7Nnzw7PkyQJQghIkgRd16MaIJ0ee+4xSULBJCERERHFzy233BLvEIiIiIioFe1OEv7oRz/CmDFj8Prrr7Pjki7AlmUPjytgArczE4ZAoD4IoQsIISAMhJLvsgRZliApoZfcMJQa5/FvkIiIugi3243HH38cS5cuRVlZGQzDiFi+d+/eOEVGRERERO1OEh44cADvvfce+vfvH4t4KMosGU1JQlVikjDeDM1A1Xd1KNtYhbJvqlCxrQaeMh98lX54q/wQumj/TiVAViRAAiRFhiQjlEBsfEmArMpQ7SrMySpsmVY4eibB0dMOZ4E9PO7omQTV1u6PBCIiojb7yU9+gpUrV+Kmm25CXl4ef+giIiIi6kTanRGYNGkSvvnmGyYJuwhLRlPvxqpsnGBNijZDM1C5oxZlm6rCr/LN1dC80UzWCiiSAVkSkGUDimxAgoAelKEbCjRdgmHIACSg/OR7s2Va4Ciww9nLjpTeyUjpnQxnYWjoKLBDtShRjJ2IiBLNRx99hA8++ADnnHNOvEMhIiIiouO0O0l4+eWX4+6778bmzZsxYsSIZh2XXHHFFVELjk6fYjZBNyQosoAqsyZhewghoLt90Os80D1+6B4fdI8fhtcfntZqPdBq3QjWuOArrUOwPgDNq0HzaND9OoQRqhkoQ0KuAHIGAEJITS9DgqQCikmGYgJkNVTzT4IAJAFJCAACaBg2TkvQIQkDstS2xK8hQslCXZdg6DIMQ4JuyNB1uWF+w8uQYVTI8JXJcK+Vcahxvq5A02VIZjNMThtMqTZY0mywpVtgy7TBmm6GLcMCa7ql2dCUxNqJREQUkpaWhvT09HiHQUREREQtaPfd++233w4AeOSRR5otY8clnZOuy1BkHapiQAsaUE1yvEPqVIyghvpv9sLz3WF495fAd6gcwRo3tDo3oLe/9qUCQJEB2E62ZgsacoJt0o4WWrIkICs61GhWBPQD4iggjkgwhASvIcEjJAgRSkoKQ4KmK9B0EwzFAsVhhzknBfaeaXD0y0DK0GykD8+BKdkSxaCIiKgz++1vf4sHH3wQr7zyCpKSkuIdDhEREREdo91JwuMfME2dn24oAEJJQk99EM50JmWEYaB+0x5Ufr4BtWt3QHf7orJfwwglyQAAUmPHIgg9JxCh2oltSjzKEiRFBmS54TmDUtO4IkO2mCBbzKGh1QzZoiIgDNhSHJAVGYYvAN0bgOFreAU0GP4ADH8w/BKB0+/tWpIASRKQIULZ0RZ5G4blQCmAUqC+CKgHcBih96dQzJAsJqg2M9RkM0xOK0zJDednbjxHE2Rr6LwVuxWqIwmKMwmqwwY52Ro6J3EKz3QkIqIO89RTT2HPnj3IyclB7969m7VI2bBhQ8yO/fjjj+OBBx7AnXfeiaeffjpmxyEiIiLqqtgOMAHoRqjmoCIzSajVe1C1dCPKlnwF/+GKFtcxDAnBoIJgUEVQCw11XYamK6Gmt1qo6a2uy9AaltvyU5ExIhvZZ2Qgd3Q6skalw5pqbnH/jYlCQ9MhNB2SFJkQhNz+HosNw0BZWRmys7Mhy22rKSoMI5QwbEgm6o0JRa8/IsGoe/3Q3aHm1Yanqam17g1C9wWh+zWIgA4jqEE0nJMwDMDQIYuT1yxWZB0QXsDnhfABwWog2K6zb1JiUqE6k6A4bFAdSaFXw7RsMUFSVcgmBZJJgaSqUOxWmFLtUFPsUFOToTqSQmVAREQxcdVVV8XluOvWrcPzzz+PkSNHxuX4RERERF1Bm5KEzz77LG699VZYrVY8++yzJ1z35z//eVQCo+jRG6p4KYqAq9wLFCbHOaKOJXQDdRt2ofLTIlSv2QZokYkrTZNRWeVAdY0DbrcVXp8FQjQl6WRVQlK2FfYcG+y5NqTk2sLjaf0cJ0wItkSSJEBVoES17W/7SbIMxWaBYotd0lhoOoK1bmhV9XAfqkLddxVwH6iCr7gWwep6GB4PpKAPqqJDlg3IssDpdHQpghqClXUIVtad2g4kKZRgdNqhOpMaXg3jKaGko2yzQDarkEwqZHPoJZlNkE0qJHPjPBMkkxpKRrLnTiI6CSEEdE1A10KPBdE1AS1oIOjX4XUF4XNr8Lq1pnFXEF6XBp8nNPS6gnCkmzH9tvx4n8pJzZ8/v8OP6XK5MHPmTPztb3/D7373uw4/PhEREVFX0aYk4R//+EfMnDkTVqsVf/zjH1tdT5IkJgk7If2YYnYdrQOQFb9gOpDvcDkqPy1CxecboFXVN1teU2tHcUk6qmqcSBuUiswLU1FYYIcjPwnJPe1w9EhCcn4SbBmWUHNfajdJVWDOcMKc4UTSgHxkTWq+jhAC7mIvqnfVofK7WtTuqUPNrhrU7q2F54gLkmSEe26WldBQVQ2oqg6TqsFkMZCUIsFk02GxCMjQIAX9EMFTaE4tRKijmjoP/Kd/+iGyBEmWgYZm45LcUFtUUSKbkUeMh9ZXk62hGo4pdphSk6GmJsOUlgxTZgrMGU6oqfbQuiehBQ34PBoCXg0+jwa/R4ffq8Hv1RDwG5BlQFFlyIoEVZVhSVJhTVJhSVJhsSmwJKkwmWUmPOmUCSEQ9OsI+A0IQ8DQBYzjhsIQ0BuGEcuPGdc1AUM3YDSs27hcC+qorqqBw+GFoaNpO92IWM/QQ9vpWuN8I5ycO37YeLyIZQ3rG/qJtjl2/RbWCxrNkoGGfvqPSsjv7+wSScJGRUVF2L59OwBg2LBhGDNmTMyONWfOHMyYMQNTpkxhkpCIiIjoBNqUJNy3b1+L49Q1GNIxScISVxwjiT0joKFqxTeo+Hgd3NsONFseCCooK09FWUU6ci/sh4kP9kPP83JgTja1sDfqCJIkIblHEpJ7JKHggtyIZUGPhpKiShxdU4Yjq8tRvLYcQXfbkn+ybMCRrSK9rwUp+WY4eljg6GFDSmESVKsEEdShu7yhmo41Lmg1rnCHNVqdB4YnSmlCQ0AYOqDpbe6Tps27hgQvzPAIC1yagoChwhuU4Q1I8PgBj09CvVfAG5AR0CUEDRmaIUEzJAQbh7oEzZARylG0ngSUZQmKKoUSnRIgyRJkWYLVriIlw4qULCsKBjhRODQNvYelovfQNKRlW5lY7AQMI5SI0gIGggEdetBAMGAg4NMR9OsI+g0EfFponl8Pzw8NQ+sF/BoC3tA8v1dHwKeFhg3rBbxa0zJ/03TT+uzULNZ8ntN/zmxHKCsrw/XXX48VK1YgNTUVAFBTU4OLLroIb7zxBrKyovtD5htvvIENGzZg3bp1bVrf7/fD72/6/K+rC9VMNwwjps/lNgwDsiyHnmHMj82okAQgCznqZddYVpDRrk7k6AQEIMuxKyshAYJlFRVCinFZQYLBP6yoEJBiW1ZChiH4mKZoEELEpKyO19Z9t+uZhMFgEIMHD8aSJUswZMiQUwosESxcuBALFy7sND09C7WpmL3l3TNJaLh9KHlzJcrfWw2tOvIcDQOoqnagtCwNRnoehs0egCk/6At7zql0P0wdyZSkouC8HBSclwMA0IMGKjZXo3J7Lap316HquzpUf1eLmr0uGMHIDz3DkFFbYqC2xIumzlNCUvs5kDsuAxlD0+EsKIBjmB2ZBXaYnSYoFgWyKkFoOvQ6D7Q6TzhxqNV5YPiDCLj9cFd54av1wVfnh7/ej4A7AM0TgOZr6BwmqEHSdUAISAAUKdSUWm4YhqchELrXaFouNyw/2eMRZQjY4Ydd8iOrMc99iq3HDYFmCUTNkBuSiBL8ugyfJkcM/Vpo3Fchw1ciY8smGeu1puXmFCtSsu2wO0ywJZtgsiowWxXYHSYkp1ngSDPDkRqqqWscW0PLaKgtdlztr5ZqhzXWzAoEdLjrPVBkM2RZQnKqGc4MCzLzktCjnxM9+jqQ28cBs6Vjm/kbhoAWCNWg87k1+NxNzUV9nlATUp8rGBp6tPAyv1eHFtChBUPbBxuSfKFkn45g4NjpUPLP7wuGehUPGA3LQ+tFo5YatY9qkqGoUriGrqKGpsPzTTIUVYYaMV9umN80rZpl2Owm2JJV2JJNsNrV5tPJJtjsKmzJKhC9OtAx87Of/Qz19fXYunVr+Lvktm3bMGvWLPz85z/H66+/HrVjHTp0CHfeeSc+++wzWK3WNm3z2GOP4eGHH242v7y8HD5fdDo5a4nH48HYsWPRR7ZCAX+4jAYdAl5jLKqqqqJado1llWw1wyTF99Ex3YUqzBjri11ZaYUZ8Cl8FH80aLqGsWNjV1a1Kb0QNLOsosFjiW1ZVQVz4PMySRgNnqCBsWPTol5Wx6uvb966siWSaGd3oPn5+fj888+ZJGyDuro6pKSkoLa2Fk6nM2bHOVmnFZ9MX4hMcRgAcHTIRbj8j1NjFktHC5TVoGTxf1H+4dfAcb31uj0WlJamobI+HX0u64dhs/ohf2J2t6zZdCodl3QnWkDDvo0HIVeZULvHhapddahueHlK2/9BK8mApDb88iwAA4AhRLiJY9AQCAogCIHAMcOAaBgeMx1EaPv2EzArAskmHclmDclmHclmHU6LhhSL1jDUkWIJLeusAroErybDG1RCw4hxBb6gDI8mw6cp8AQbhpoMbzCUaIx2NQ2LTYFqVqCa5FAnQg3/AYUQkGQJjjQLUjIscGZYkZJhQXKaBcIQTbXrGl7hGnbHzvcdXwtPh64lVoJOUSWYrQosNhVmqwKzTYHZooTnqWYZiiJBVkI1pmRFgnLMuCxJoaEcGkqyBKVh2JhsC23TsJ7StL7H64YzxQHVJEOWW16v8diNCbyWhqFas3Lz+Upr2zQmAhvii9PjKWL9fyBa32lSUlLw+eefY/z48RHzv/76a0ydOhU1NTWnGWmT//znP/je974HRWlK5Oh6qMMwWZbh9/sjlgEt1yQsKChAdXV1TL/L1dXVISMjA+cqz0KV+CNmNGjCi1X6z1FZWRnVsmssq/9Nfg5WKSlq+01kPuHB/7huj1lZLZ10J5LVxO24MZpcmh+Tlz0Ts7I68KuL4bDyh5JoqPcFUfjoZzErq/LlfeFI5g8l0VDv0pF10d6ol9Xx6urqkJaWdtLvcu1O08+ZMwdPPPEEXnzxRagqs/xdgWQxAw15kkCN98QrdxGevcUo/fcXqFrxbaiqYAMhgIpKJ44czYQpPwcj7x6Ey6/rDWsavxh0Z7Iqw1GYhOzxzW+O/bUBVO+uR/V3tSjdVIWS9ZUo/6YKeqD11J0wAHHMcrnhFSLB1s4kgCEBQpUgzDKEWYZkUSBZFChWBbJFhmJRoFhkqFYFqkWBalOh2mSYk1SYklSYk02w59ngyEuCLdUMU0PSxWSRYbYqkCUD1YcPIzM1BcIbgOHxhXqh9jb0Ru32wfAHIQJBGAENRiAIEdBgBLSGYbBpPHjseGgotFNPQpoVAbOiI8XS/n0YApFJxWBTTUafrsCvSaHajI21GzUZrqCKKq8Kd1BBSwlGvzfU/LU1dZV+HNnd7lDjRjXJoZdZhqwCFqsaToKaGuaHp82N03LDdOP7SIG54b0Ufm+ZQ+MmixxO+FlsoWVma0MC8Jh5jesoanx+pEj0H0q6EsMwYDI1vwE0mUxRb2IzefJkbN68OWLe7NmzMXjwYPzyl79sliAEAIvFAoul+XcGWZZj+t5qbGbEZpHRI0RTs7holl1jWcEAmxtHS4zLShKh5ud0+qRYlxUE5Kg/oCcxSRCxLSvJgNwNK9/EgyQZMSmr47V13+3O8q1btw5Lly7Fp59+ihEjRsBut0csX7x4cXt3STGm2K3hJKFW17WThPXf7kXJWytRt/67iPm6LqG0LA1HSzJRMH0Apj0zoNvWGqT2kSwykGmB32WDx+tEvQpUZaqo2l4L1yE3ZJ8BmyTBJgEqpFBCUAIaU0yhlxRqMiw3PJsPgNyOe1lZAKGqhzrg1gEEw8uMhlewlW2Pl5RtRdpAJ9IGOJE+IDRMLkiCDgvUjHSYk01Rf98LXYfuDcDw+KE3JiA9/qZp77HTx6zj9oXG673QXD4If6Bdx5UlwG4yYDedQuLApAJOJ/wWO2p1C8pdKg6XS6jwmFDjU+EPhp771XitJAnQNQN1VQG4a9sXZ2PtuWOTZyZLKAlnMsswWRSoZjnUNDQp1FTUaldhtTc2Hz1mPDk0bmlI2JnMoSaopoZkn8nclBRUTU2dyTBJRl3FpEmTcOedd+L1119Hjx49AABHjhzB3XffjcmTJ0f1WA6HA8OHD4+YZ7fbkZGR0Ww+EREREZ1CkjA1NRVXX311LGKhGFFTkoDK0Lhwd80kob+0Gof+8j5q126PmB8MKjhako7i8kwM+H8DcN09w5HazxGnKKkjBAM6aiv8qCnzoqbCh5oyH6rLPDiyvwpBz65myzz1bU2/hdidJvQfnYEBYzLQf3QGevZ3Ij0vCek5VpitTR+ZekCHryYAf3UAvpoAvJV++Kr88FY2vCp88FUF4K/xh9arCa2neU6vabCnzAdPmQ9HVpW1uFxWJZiSTaFaiTYFpiQVqk2BmqRCtUZOm2yNtRaV8LMYZZMMxSxDVuXQuEmGYpFhy7TCnmOFvUcWFPOpNS0wgloocejyQnf7oNV7I8fdoenQeGg9zeWF3jCN9jwdI6gBlVWwoArZALIBDEsC0NAyTLaaoTqToDiSoDpsoXG7DUqyA3KSFUFJhV9X4NMVyHYbzKlJMKclw5KWBLNVDdeyM1sVKCd7eCQRhf35z3/GFVdcgd69e6OgoABA6NmBw4cPxz/+8Y84R0dERESU2NqdJHz55ZdjEQfFkDUzGdgbGpe8sXsQZqxUrfwWB55ZHNHbrM9nwuGjmSgtS0Ovi3vi4rt7of/ZfViDpptw1fix9asy7FxfgdIDLlQc9aD8iBuVRz2or25fLa/WyLKEnEI7eg5ICScFB4zJQF4fR5ueKaaYFdizbbBnt+/ZUZpfh782lDQMujRofh26T4fm06H7jYahHjEM1AXhOupB/WEPavbWw1PW+t+xoQn4awIx675AUiSk9E5G+kAn0gY6kT4wJVSzsb8TllQT5BMkzGSTCjk1GabU5HYfVxgGDF8wXEvROKZGo+7xQXP5UFdeCYvfQKC0Gv7SGgRKqyGCLff4avgCCPgCQFlNm44fvp6KDNVphynFDjUllGSUTQokVYVkUiCpCmSTCkmRQ9OKEp7fOC6rDevZLFBsZshW8zHjoaGk8hkv1D0VFBRgw4YN+Pzzz7Fjxw4AwJAhQzBlypQOOf6KFSs65DhEREREXVGbk4SGYeDJJ5/Ee++9h0AggMmTJ2P+/Pmw2fhw5c4uKS8FjWkVWWtfrap4EkKg+LWlKP7H0vA8v1/F/oM5KCtPhaPAjiv+dRZ6Tc5FWVnLtaqo8xNCoGS/C5u/LMXW1aXYsroM+7dVt6vSWEscaWakZtuQmmlFSpYVOb2Skd/PEe7pNqcwGaZTrBF3OlSLAvUUkovH8tUEwh2zVO+qg6vYg/pyF+CTEKjXEHRr0Lwagh4dmk877dqLxxK6QM2eetTsqQc+OtJsuWKRw7UVpYYOHWRFCo9LDR1DREwrEiSlYVqRIKtSqNajwwRzsgnmZBVmhwmmxvFkE0wOC8zJyTDnmWBzqFCTFIj6SuTk5IR/LBCGgWBlPfxHK+EvroT/aCV8RyuhVbug1Tf0XF3vAfR2NGfWDWjV9dCq29Y72KmSTApkqxmKzdKQRGwab0wmhuY1JBZT7fCrAn5dgSUrDTJ7BqROTJIkXHzxxbj44ovjHQoRERERHaPNdxH/+7//i4ceeghTpkyBzWbDM888g7KyMrz00kuxjI+iwFmQgoqGcVWPTi2sWDOCGvY/9W9Ur/gmPK+0LAV79vWArisY+eMBOPeRMTA7ov+gc4otv1fDro2V2LGuAlvWhBKDlcUnbwZvsijIzE9CWrYNadlWpGRakZZtRWqWDc5MC2DyofeAXKTnJCEl0wrV1H1rlVpTzcgbn4m88ZkATv48OiEEdJ8eShp6NWheHcGGoebREPTqMAIG9KABI2DA0CLHNa8OT5kP7lIvag+4UL2rrtXEo+43oPsDQHVML0GLJEWCmqTAZFWh2JRwk2uzXYUlxQxLqhOW1ExYM82w9DfDmmpGcooJqllA1oOQjAAkPQgEA0AwABEIQPj9ED4/dJcHwVo3tFoPtFo3tFp3q7UUo0EEdejBUFPr9gh/1qclw5ydCktOGsw5aeGhOScNluxUyFZz9IMmOoFly5Zh7ty5+Oqrr5r1qFdbW4uJEyfiueeew3nnnRenCImIiIiozUnCV199FX/5y19w2223AQA+//xzzJgxAy+++CKbeHZyjl6p4RtHE2J3UxstQtex7/E3UPPl1tC0APYdyMWRoxlw9ErG1IVno+CC3DhHSW3hqvHj4I5a7NtajZ3rK7BjXTn2bqmGobdeTVCWJfQblY7hE3MwfGI2eg1ORWZ+EpzpllY75GhKkqXz86gFkiQ1PHtQBXD6PX0LQ6D+iAdVO2tR/V0dqnbVoXZvPYLuUMJRc2sIejUIXUDoAoYuIHQDhtYwrQkII/o91wldIFivIVgf/c85WZWgWJKhWFKgWkPPbTRZJZhtBhSzBJNVhmqVoJolmCwSVIsExSxBMUlQzYBsAlRzaLliBhQVkCUDMnTA0CD8QehePwxfAIY3AN3nDw29ARgN4+2hVbugVbvg2Xm4xeVqajLMOQ1JxOy0pvGGl8IkIkXZ008/jVtuuaVZghAAUlJScNttt2HBggVMEhIRERHFUZuThAcPHsSll14anp4yZQokScLRo0fRs2fPmARH0ZHUIyU8bpI7d5JQGAb2P/XvcIJQ1yXs+K4AVdVO9LkkH9OenwBr2uknOSh6DEOg7KALh76rxcEdtTi4sxaHdtbg4M5aVJWcvBZUksOEoWdnY/jEbAyfmIMhZ2bBlmzqgMjpVEmyBGeBHc4CO3pP6XFK+xDimASi1jg0YBgCRjBUezHgCiLo0hCoDx43riHoCs0L1IfG/fVBeGq8QFAKPePRG3qeo+bVYQRPv7axoQkYWqgpdyyoSQrMDissTifMThOsaWY4etrhGJQER087kvNtsGeZkJRhgmxo0H0BGF5/uNdpf2Utag8UQ3UHESyvQaC8FsGq+lY7e9FqXNBqTpBETLEfVwORSUQ6Pd988w2eeOKJVpdPnToVf/jDHzowIiIiIiI6XpuThJqmwWq1RswzmUwIBrvOM+4SlSXDBl2XoCgCZqXzJgmFEDj0l/dRtWwTAMAwJGzb0Qs1dQ5M/M0ojL9nGKQ2dChBsSOEwKHv6rDly1JsXlWCXZsqcXhXHQK+tj3zTpYlFA5JxeDxmRg0LgtDz8pCnxFp7B02AUlSw/MIo1O58YRNrjW/HurMpaGH6ePHg14Nus8IdSLT2JGM3wiN+5s6lTm2Qxndb4Q7nTG0068VqXl0aB4dntKTdy6lWJWmZzMeMzRMqXCk22F2mGEepMJkl6HCD0XzQPJ7AK8L8LpguFww6upg1LuAVkJvbFLt+a7lJKKSbIOaYoeaYocp1R4eV1PsUB1JoeUOW8MwNM3nJCa20tJSmEyt/wCkqirKy8s7MCIiIiIiOl6bv7ELIXDzzTfDYmm6m/P5fLj99ttht9vD8xYvXhzdCOm0SZIETVegKBpMqg5dM6ConS8pU/7+GpQv+QpAqPLL9p0FqPem4NKXJ2Lg9wvjHF1i0jUDuzZWYvOXpdj8ZSm2fFmKmvK29ZCdlmNDr0Ep6DU4Fb0GpWDAGRkYMDqDtQSpw6kWBWqODfac2HS0ZegGNE/Dcx4bnvsY9OgIejRontCzHwPuIIL1Gvx1AQTqg/DXBRGoDTaMBxCoCzbNrw+2mrwDAN2nw+vT4a04lT6szQDSAaRDkgxYzEFYrUFYLAFYLQ1DaxBWSwBms4ZWWvhDd3mhu7zwH6loeYUWyEkWmNKSYUpzwJTugCnNATXNAVN6cnjalOaAmmKHxB8Oup38/Hxs2bIF/fv3b3H5t99+i7y8vA6OioiIiIiO1eYk4axZs5rNu/HGG6MaDMVOUFdhgQazqsNdF4QzvXM12a3btAeHnlsSnv5udz5cRgaueucCFJyXE8fIEovXHcT2teWhpOCqEmxbWw7fCZpXKqqE/P5OFAxMQcGgFPQalIqCgSnoNTgFDjYLpwQhKzLMDhlmR3QS4MIQ8Fb54TrsQd1hN1yHPag/4kb9IQ9cxZ5QQrGx+bUrCN1/as2phZDh81vg87f8txpKImoRiUOLJQirNQCzSYPJpEFV235sw+OH3+OH/0jliVeUJahOOxS7JdRzs+3Y3p2bppvGLZCsJvh8HrjyPFCTrKH1rRbISRbIFlOrzzOljnPppZfiN7/5DS655JJmLVO8Xi/mz5+Pyy67LE7RERERERHQjiThyy+/HMs4KMY0I1TUiiJQW+LqVElCf0kV9vz2NaChI4NDRzLhMfXAte9dhMxhaXGOrnurKfeGawh+u6oUuzZWnrBTkeRUc6hDkXOyMfKcXAwclwmzRenAiIm6P0mWkJRpRVKmFdmj00+6vh404K/zo3h/CZzWVGjuxuc5BhF0a9ADRqiZdMAINaVuocm0FtBDTa59OvRA8ybX9T4dNfUGtPLQsnCskgGTSYdJ1UJDkwZV1cMv07HjJg3mtiQWDRF+ZmJ7tZh+lCRIJgWySYWkKpBM6nHToXHZZoZit0FNtkKxh5pKK8lWqPbQULE3vJKsUJIskJh8bJdf//rXWLx4MQYOHIi5c+di0KBBAIAdO3Zg4cKF0HUd//M//xPnKImIiIgSGx8QlCA0qamoa/ZUoWBoRhyjaSJ0HXt+9zoMd6iDi6rqZFRJ/XDtp1Pg7JUc5+i6FyEEivfVhxOCW1aX4uCO2hNuk9XTjhHn5mDExByMODcHvYelQeZzIYk6FcUkw5pmgT1oQ0Z2Ssx7+Nb8OnxVfngr/fBV+eGrCsBb6WsYhuZ5q/zwVPrhKffBtc8DccyPD7JshBKGZg1mU7BhqMHUMDSbQ7UUFUWHqhitNnluMyEgAhr0QJSfySvLUBprKipyqIm0ooTHw/NkOdx8WpIlQGp8hR4H0jgtSQAkOTRflgBIQMPn7bHbtXY9lBQ7zFeNj+45RlFOTg5Wr16NO+64Aw888ABEQ6c6kiRh2rRpWLhwIXJy2HKAiIiIKJ6YJEwQutzUDK7+YE38AjnO0X+ugHd36MH4Xq8ZR3yD8f8+uBjOAvtJtqST0XUD+zZXh58nuPnLUlQe9Zxwm8KhqRh5Tg6Gn5ODEefmIqeXnTVliCiCalGQnJeE5LykNq1vaAZcxV7UHXSh/qAbdQfdqDvkhrfCD1+1H77qAGqr/PCVBFroiVpAkgQUxQi9ZKNpXDEgR0zrzZY3TkuygCw1DgVkObRfWQ69TolhhJ/N2BmYc9OR1YmThABQWFiIDz/8ENXV1di9ezeEEBgwYADS0thqgIiIiKgzYJIwQQhTU/Niz9G6OEbSxHe0EsWvLYOEUEclh+r64ftLLmGC8BQFfDq+/W8Jtq4px+ZVJdi6pgzuutZ7H1dUCYPGZmLEubkYfk4Ohk/MRkqGtdX1iYhOhazKcBbYQ5/t57S+nhACQbcGX3UgVEOxOhBOIkZMVzXNd1f54a8OQA+c2nMZG44MSUK45mJj82hFaWwqbUBVmuYpigFVNcLry7LRUMlPNLwQMewovupT6cgmPtLS0jB+fOdOaBIRERElIiYJE4RktQIN+aJARfuf8xQLW3/1JiSEbuyKy7Iw+ZXLmCBsB79Xw9avyrBxeTE2rSjGzqIKaCe4UbYlqxg2IQcjzgk1HR48PgvWJH4EEFHnIEkSzMkmmJNN7f5fEPAEcWT3UThMTgTqNPhrAvDXBuCvDcJfE2jq6MWtIehu6vQl6NYQdGkIujUE3EH4PDoQ1VxbY5PaxmHT/MZxCQBaWh5eeNy6EOGxY9l72lEQzdCJiIiIKOEwQ5AgpGQbUB0aD9a64xsMgP2vrwNKDgEA/AEVA395ObJHnvwB/YlMCxrYsa4cG1cUY+PyYmxdU4agX291/bQcW8TzBPuNTIeixvZZZURE8aBaFdiyLUg/zWcyCkOEOnrxaqGOXRo6eQl6NATqg6GkY10AgdpgKAlZFxoG6pqmA7VBBNxBCF1A6AKGISA0AUMXEJoBQ4tN7UKL0Xk6JCMiIiKirolJwgRhSk0KJwmFyxfXWAL1fhx96UM0doorDRmLQdcPiGtMnZGuG9izqQobVoRqCn773xL43K0/eD+3TxJGX5CPEefkYOS5uejRz8HnCRIRtYMkS1CtClRrbHttF8YxSUNdQBiheTAEhAg1vQ5NN46HlgtDAKJpXAiEOmYxAMgCQcT3/zsRERERdW1MEiYIS0YysC80LnzxvYnY+Mv/wKKEYvDoTkz44+VxjaezEEJg/7YabFxejI0rjuKblSVw1QRaXT+vTzLGXNgDYy7Kw4jzcmCoLmRnZ8e8Z1MiIjo9kixBkSXAFL3Pa8MwUFbGJCERERERnTomCROEPT8FYn1oXAnE7yaienslxHebATXUWUm/+74P1RzbGhudWfkRN77++DA2LD+KTcuLUX2CG7yMPFs4KTj6wjzk9XGEl4VuDjvHsyaJiIiIiIiIqOthkjBBpA/KRmXDuFnErwfEb379Lhxq6Dl6ekYv9Lh4UNxiiQchBHaur8DqJQfx1YeHsXtTZavrOjMsGH1hHsZckIcxF+WhYFAKmw8TERERERERUUwwSZggskZmo9yQIMsCFrn1JqyxdPS/h2Cr3dNQi1DCkIe+F5c4OpoQAns3V2P5W3ux/K29KN7Xco2/JIcJI8/PxZgL83DGRXnoMyIdssykIBERERERERHFHpOEMbBw4UIsXLgQut56z7MdLSnDCn9Ahc0ahNUUjEsMO5/4AE7VAADIfQfAOTA3LnF0FFdtAJ+/thvvv7AT+7ZWt7jOwDMycPaMApw5tScGjctk78NEREREREREFBdMEsbAnDlzMGfOHNTV1SElJSXe4QAAJEmCL2CCzRqEWdVh+AKQreYOO/6RZftg9x8EFMAQEoY/eFWHHbuj7fm2Cu8s3IZlb+yFzxPZG7EsSxgzKQ8XXN0HE2YUICMvKU5REhERERERERE1YZIwgfh0MwAPAMB1uBLO/nkdduw9z34EuyIAAOrgYbDlpXXYsTvK9q/L8Y/HNmHNkkPNlg09OxsX/6Afzr+6N9KybXGIjoiIiIiIiIiodUwSJhC/aKo5WLG5pMOShGWrD8DmOQTIgG7IGPbryzvkuB1ly+pSvPLbjSj6/GjE/CSHCRfP7IfLbhmMfiPT4xQdEREREREREdHJMUmYQIJKUw22mu/KO+y4e5/9EKaGR+3JA4bBmuXssGPH0t7NVfi/B4ua1RzM6mnHdfOGY/rsgbAlm+IUHRERERERERFR2zFJmEB0mz087j3cckca0Va37TDU6oOABAQ1BSMemNEhx42l4n31WPTwBnz+zz0Qoml+Xp9k3HDfKEy9qT/MFiV+ARIRERERERERtROThAlESkkGvKHxYEVthxxz94IPIEkNx8wZDHvPztGRy6nweTS8/NAGvPPnbdCCRnh+Zn4SZv1mDKb9cABUE3snJiIiIiIiIqKuh0nCBGLKSQX2N0y4XDE/nmdvMcTh0AEDARUD7rw45seMFVeNHz87/wMc2F4TnudIM+MH94/CVXcMgcXGPyUiIiIiIiIi6rqY2Ugg9sJUGHsBWQaUgDfmxzv4t0/D41VGASacmRPzY8bKe8/vCCcIzVYF19w9HNfNG47kVEt8AyMiIiIiIiIiigImCRNIWm8n/AETbNYgLMIDIQSkxrbAUebdXwL3xh0AQrUIc644OybH6Sirj+mc5NkVMzBwbGYcoyEiIiIiIiIiii4+QC2BZPR1wOOxAgAU2UCgrCZmxzr6z2Xh8cNHMzHouv4xO1asVZd5sX1tGQCg97BUJgiJiIiIiIiIqNthkjCBpBfY4fY0NY/17S+NyXH8JdWo+e9mAEAgoEDpPxiO/KSYHKsjfPXhoXAvxhNm9IpvMEREREREREREMcAkYQJJybSi2m0OT3sOxCZJWPPlFqAhqXa0JAODru+6tQgBYNW7B8LjE2YUxDESIiIiIiIiIqLYYJIwgZjMCqp81vC0+7ujMTlO9aot4fGq+nT0v7zrJtZqyr34+uPDAICMHkkYclZWnCMiIiIiIiIiIoo+JgkTTI2UFG4669lbEvX9Byrr4N5+EADg9ljQY3JfWFLMJ9mq81r2xl7oWuiCXTyzHxSFfzJERERERERE1P2wd+MEI6VY4fWZkWQLIFhaCaEbkKKY+Kpe8U14vKLSidEP9InavjuKEALbvirH0jf24PN/7gnPv3hm1242TURERERERETUGiYJE0xSng2eeiuSbAFA1+EvrYK1R3R66zUCGkr+/d/wdF0wC4WT86Ky745QU+7Fp//YjQ9f+g4Hd9RGLBs0LhN9hqXFKTIiIiIiIiIiothikjDBOHolw7POAmSEpn37S6OWJKz8fAO06noAQEWlA70uGwTFrERl37G0c30F3lywGav+cwBa0IhYZrIomDCjAD96ZGycoiMiIiIiIiIiij0mCRNM+gAn3CubOi/xHihD6sRhp71fIxBE8evLwtOHjmRhxg19T3u/sSKEwIZlR/H677/FhmXFzZaPPC8Xl8wagHOvKkRyF36mIhERUSJ77LHHsHjxYuzYsQM2mw0TJ07EE088gUGDBsU7NCIiIqJOh0nCBJPVOxk7PU1JL+/+6HReUvbuGgTLQ010q6qTkTSgJ3LHZURl39EkhMC6T4/g5Yc2YOf6iohlqVlWTPvhAEyfPRC9BqXEKUIiIiKKlpUrV2LOnDkYP348NE3Dr371K0ydOhXbtm2D3W6Pd3hEREREnQqThAkmo0cSKjxmGAYgy4B3f+lp7zNQVoPiN5YDAIQA9h3IxblPDYIkSae972jauKIYLz1YhK1ryiLm9+jnwPX3jMDUm/rDbOWfBBERUXfx8ccfR0wvWrQI2dnZKCoqwvnnnx+nqIiIiIg6J2ZEEkxGbhJcOuD1WWBP8sN3uAJC0yGpp/bsQKEb2PPoGzDcPgBAaVkqJGcaBl5dGM2wT8uW1aV4+aEN2Lg8sllxv5HpmHn/SJz3/d5QotjDMxEREXVOtbWhVg/p6elxjoSIiIio82GSsB2WLFmCe+65B4Zh4Je//CV+8pOfxDukdsvokYR6IeDxhJKE0HX4jlbC1iv7lPa39y+fwrPjAADA5zfhwNF8XPmfc6Fa499hyXdFFXjpoQ34+uPDEfMLh6Ti5vljcN73ekOWO1dtRyIiIooNwzBw11134ZxzzsHw4cNbXMfv98Pv94en6+rqwtsahtHiNtGKTZZlSDLQyRpidFmSAGQhR73sGssKMgCWVXQIQJZjV1ZCAgTLKiqEFOOyggSDf1hRISDFtqyEDEOwok00CCFiUlbHa+u+mSRsI03TMG/ePCxfvhwpKSkYO3Ysvve97yEjo/M9d+9E7E4TvCYJHo8VQOiLr+9A6SklCctW7UbVki8gS6FmxrsP9sLkv5yL/AmnlnCMlr2bq/Dywxvw5bsHI+bn93di1m/G4KLr+rDmIBERUYKZM2cOtmzZglWrVrW6zmOPPYaHH3642fzy8nL4fL6YxebxeDB27Fj0ka1QYIrZcRKJDgGvMRZVVVVRLbvGskq2mmGS4v+jeHegCjPG+mJXVlphBnwKb3ujQdM1jB0bu7KqTemFoJllFQ0eS2zLqiqYA5+X99TR4AkaGDs2Lepldbz6+vo2rce/wDb6+uuvMWzYMOTn5wMApk+fjk8//RQ33HBDnCNrH0mSoORY4fZYwvO8+0qQdt6Idu2nclslds1/DVaTAABU6QW4etUPkJyXFNV42+Po3nq8/NAGrHhrH4Romp/dy45Zvx6DqTf1h6Lyg4yIiCjRzJ07F0uWLMEXX3yBnj17trreAw88gHnz5oWn6+rqUFBQgKysLDidzpjFV1dXh6KiItgUH1RWJYwKTfhQpBchPT09qmXXWFbfTw7AKvFWKhp8IoAiV+zKSk05F1bVcvIN6KQ0zY+iotiVVcq0dDis/KEkGky+YEzLKt3UFw4bfyiJhnpdR1HR3qiX1fGsVmub1usU/9mOHDmCX/7yl/joo4/g8XjQv39/vPzyyxg3blxU9v/FF1/gySefRFFREYqLi/HOO+/gqquuarbewoUL8eSTT6KkpASjRo3Cn/70J5x55pkAgKNHj4YThACQn5+PI0eORCW+jubsaUfVlqYssmdv8QnWbk4YAht++g+kW0NZbm/QjnP+MQv2OCUIPfVBvPH4Dnz0t/0IBpqq0Gbk2XDjA6Mx/UcDYbbwA4yIiCjRCCHws5/9DO+88w5WrFiBPn36nHB9i8UCi6V5MkGW5VAT0xhpbGbEZpHRI0RTs7holl1jWcEAmxtHS4zLShKh5ud0+qRYlxUEZLCwokGCiG1ZSQZk/qgVFZJkxKSsjtfWfce9WlV1dTXOOeccmEwmfPTRR9i2bRueeuoppKWltbj+l19+iWAw2Gz+tm3bUFrack+9brcbo0aNwsKFC1uN480338S8efMwf/58bNiwAaNGjcK0adNQVlbW6jZdVUZeEko8Jmh6qPjdu4+2a/sdC79EurUEAGAIGUOfmgV7nj3qcZ6MEAJfvLMfs0e+g/cW7g0nCFOzrLjjyTPxj53X4Mo7hjBBSERElKDmzJmDf/zjH/jnP/8Jh8OBkpISlJSUwOv1xjs0IiIiok4n7jUJn3jiCRQUFODll18Oz2vtV17DMDBnzhwMGDAAb7zxBhQllPzZuXMnJk2ahHnz5uG+++5rtt306dMxffr0E8axYMEC3HLLLZg9ezYA4LnnnsMHH3yAl156Cffffz969OgRUXPwyJEj4VqGXU12gR3fGgIetwVOpxdaRS10tw+K/eTVT4N1HtQt+RRqw48GjinnIX10QYwjbq7skAvP3vkVVr/f9NxBk1nG1XcOw8z7R8HuNHd4TERERNS5/PWvfwUAXHjhhRHzX375Zdx8880dHxARERFRJxb3moTvvfcexo0bh2uuuQbZ2dkYM2YM/va3v7W4rizL+PDDD7Fx40b88Ic/hGEY2LNnDyZNmoSrrrqqxQRhWwQCARQVFWHKlCkRx5oyZQrWrFkDADjzzDOxZcsWHDlyBC6XCx999BGmTZvW4v4WLlyIoUOHYvz48acUT6zlFiaj1hBwe2zheZ59bWtyvOep96FKoZqcLi0NA++ZGpMYW6PrBhb/aStmj1wckSAcPSkL/7fpKtz66HgmCImIiAhAqNVBSy8mCImIiIiai3uScO/evfjrX/+KAQMG4JNPPsEdd9yBn//853jllVdaXL9Hjx5YtmwZVq1ahR/84AeYNGkSpkyZEv6l+FRUVFRA13Xk5OREzM/JyUFJSahZraqqeOqpp3DRRRdh9OjRuOeee1rt2XjOnDnYtm0b1q1bd8oxxVJuHwfqhYDL3VRz0NvwXMLGL88t8ewthmvtJgCArkvIuOaSmLaZP17pQRd+fv4H+PO8tfC6NABAWo4Nv37tAvxi0Tj06Be7h3wSEREREREREXVncW9ubBgGxo0bh0cffRQAMGbMGGzZsgXPPfccZs2a1eI2vXr1wt///ndccMEF6Nu3L/7v//4PUgc8NPOKK67AFVdcEfPjxFpebwfcQqDe3fRg7sMvfIiKT9bDd6gcis2CzEvGI3l4byQNyIcpNRlCCBz887vh5zMfLs3BjBuGdFjMe76twi8u+Rg15U1dgl/2k0G45dFxsKeYuuWzI4mIiIiIiIiIOkrcaxLm5eVh6NChEfOGDBmCgwcPtrIFUFpailtvvRWXX345PB4P7r777tOKITMzE4qiNOv4pLS0FLm5uae1784opzAZAkCpyxLuvERoOrx7iiECGrRaN0reXIHdv1mEbbc/g2BVPaqWb4J72wEAgMdrhm3saFicHdM9vd+r4Xc3rggnCPP6OvDM8ksx76/nwJHWvAdCIiIiIiIiIiJqn7gnCc855xzs3LkzYt53332HwsLCFtevqKjA5MmTMWTIECxevBhLly7Fm2++iXvvvfeUYzCbzRg7diyWLl0anmcYBpYuXYoJEyac8n47K2uSirQcG2o0Cbv39IBhNNXCPL7zEq3GhcP/9xGKX1sWnrd3Xx4G39C/Q2J11Qbw+I++wIHtNQCA/qPS8dc1V2DEud0veUtEREREREREFC9xb2589913Y+LEiXj00Udx7bXX4uuvv8YLL7yAF154odm6hmFg+vTpKCwsxJtvvglVVTF06FB89tlnmDRpEvLz81usVehyubB79+7w9L59+7Bp0yakp6ejV69eAIB58+Zh1qxZGDduHM4880w8/fTTcLvd4d6Ou5vcwmTUVVahvCIVXp8Z4/+fCT0vH4H0yWPg3V+Kio/Xofy9UKctVUs3hrerqU2C35yFwkl5MY0vGNDx3nM78M8nvkF1WagGocmi4FevXgBnOmsPEhERERERERFFU9yThOPHj8c777yDBx54AI888gj69OmDp59+GjNnzmy2rizLePTRR3HeeefBbG7qwXbUqFH4/PPPkZWV1eIx1q9fj4suuig8PW/ePADArFmzsGjRIgDAddddh/Lycjz44IMoKSnB6NGj8fHHHzfrzKS7yO2TjG3rKwEALlcS3JnDkHHxaABAUt889PrpFbD2zMShv7wfsV1xSQYGXdcbshq7Sqgblh3Fs3euwcEdteF5SQ4TfvG3c9F7aFrMjktERERERERElKjiniQEgMsuuwyXXXZZm9a9+OKLW5w/ZsyYVre58MILW+2x91hz587F3Llz2xRHV5db6MBaYYSnK7bXNlsna8bZqP9mL2q+3AoA8PtVVFY5MfX6PjGJqfywG3+972us+Ne+iPkXXtMHtz0+Hjm9kmNyXCIiIiIiIiKiRNcpkoTU8fJ6J8MjAF0IKJKEmj31zdaRFBl9fnk99jz2Jqr+uw179+chtX8KskZFtzZfMKDj7We34tXfbYLPrYXnDzkzC3c+OwEDx2ZG9XhERERERERERBSJScIE1aO/EwDgFgJOSULtvnoIQ0CSpYj1ZLMKb8GZWPO1ACBh/OwCSJLUwh7bTwiBNR8cwgsPrItoWpySacWtj47DtFkDIMvRORYREREREREREbWOScIEVTg4FUBDkhCA7jfgOuqBo6e92bq73z0IIJSsG3BFr9M+dmNy8NXfbsR3GyrD82VZwuW3DcaPHj4DjjR2TkJERERERERE1FGYJExQ6bk22FPMcLt1QAnNq9lT3yxJ6Cr24NAXpQAAZ6H9tJoaCyGwekkoObhrY2XEsqFnZ+POZydgwJiMU94/ERERERERERGdGiYJE5QkSeg1KAXuoqZkXc3eehRckBux3uaXdkPooU5fBl/T+5SbGm9aWYzn71+HnesrIub3H52BWQ+OwcTLoteMmYiIiIiIiIiI2odJwgTWa3Aqio5J2tXsjey8RA/o2PzyLgCApEgY8eOB7T7Gvq3V+Nv/rMdXHxyKmD9gTAZ++BsmB4mIiIiIiIiIOgMmCRNY4ZAUfCFEeLpmryti+a7/HISnzAcA6H95ARz5SW3et7sugBd/XYT3n98Bw2g6Rt/haZj9yFgmB4mIiIiIiIiIOhEmCRNYr8Gp8ApAFwKKJKFmT13E8m9e+C48Puq2ttci/OrDQ/jjnNUoP+wOz8vqacePHj4DU2b2g6LIpx88ERERERERERFFDZOECazXoBQAgEcIOCQJtftcEIaAJEso3ViJ4q9DTZEzh6Uif2L2Sfenawaev38d/v3M1vA8a5KKG381Clf/fBgsNr7diIiIiIiIiIg6I2ZtElheXwesSSrcmoADgObV4S7xIrlHEjYu3BFeb9Rtg07aNLi2wodHfrAcG5cXh+eNuzgfdy+ciLw+jlidAhERERERERERRQGThAlMUWQMGJMB99eRnZdoXh07/30AAGBNt2DwNb1PuJ/dmyrxm/+3FKUHQs80VE0y5iw4C1fcNpjPHSQiIiIiIiIi6gL4cLgEN2hcJtzGsZ2X1GPdH7dCNMzbq+uYPfYdLPnbDui6EbGtrht4+9mtmHveknCCMC3HhgWfTceVtw9hgpCIiIiIiIiIqItgTcIEN2hcJlYe08Nx1Y7acC3CoBDYVOKGBmDBT1djx/oK3Pv8uSg/7MZnr+3Gx6/swuFdTZ2dDDkzCw+9NQlZ+faOPg0iIiIiIiIiIjoNTBImuMHjsuA+Jkm4898HoHk0AECpbkA7Zt0PX/oOvQan4LXHvkF9dSBiP9+fOxS3PjYOZivfUkREREREREREXQ0zOgmuRz8H1BQzDJ+ALElwl3jDy2pNEp7+9FIc3FGLBXd8CQB47r51EduPvjAPs+ePwYhzczs0biIiIiIiIiIiih4mCROcJEkYfHY2PMtLkXzcMwTH3tQPI8/NxYhzcvD1J4ex6j8HwsvSc2148qNL0Gd4WkeHTEREREREREREUcaOSwhnT+8Z0eQYANyGwJSfDAIQSiT+z6sXYNpN/QEAiirhN69dyAQhEREREREREVE3wZqEhLNn9MKyeyObEXsdKvqNSg9PW2wq7vu/8zDjJ4NgTzGjzzAmCImIiIiIiIiIugsmCQm5hclQ85OA0lBnJLWGgYGzBkA6rvmxJEkYPjEnHiESEREREREREVEMsbkxAQBG3NgXq/0BrPIHEJiSgx/8dly8QyIiIiIiIiIiog7CmoQEALj+npEoP+SBI92CHz9yBlQT88dERERERERERImCSUICANiSTbjvxfPiHQYREREREREREcUBq4sRERERERERERElOCYJiYiIiIiIiIiIEhyThERERERERERERAmOScIYWLhwIYYOHYrx48fHOxQiIiIiIiIiIqKTYpIwBubMmYNt27Zh3bp18Q6FiIiIiIiIiIjopJgkJCIiIiIiIiIiSnBMEhIRERERERERESU4JgmJiIiIqNtauHAhevfuDavVirPOOgtff/11vEMiIiIi6pSYJCQiIiKibunNN9/EvHnzMH/+fGzYsAGjRo3CtGnTUFZWFu/QiIiIiDodJgmJiIiIqFtasGABbrnlFsyePRtDhw7Fc889h6SkJLz00kvxDo2IiIio02GSkIiIiIi6nUAggKKiIkyZMiU8T5ZlTJkyBWvWrIljZERERESdkxrvALozIQQAoK6uLqbHMQwD9fX1sFqtkOXEy/sm+vkDvAY8/8Q+f4DXgOef2OcPxP4aNH6Xafxu0xVUVFRA13Xk5OREzM/JycGOHTta3Mbv98Pv94ena2trAQA1NTUwDCNmsdbV1UGSJPilaujwxuw4iUSTfJAkKepl11hWtaiGj2UVFX7EtqzK/C64dP/JN6CT8mjBmJbV0To/6vx61PabyFx+LaZldbjMgMMVtd0mtHqPEZOyOl5bv8tJoit92+tiDh8+jIKCgniHQURERBQVhw4dQs+ePeMdRpscPXoU+fn5WL16NSZMmBCef99992HlypVYu3Zts20eeughPPzwwx0ZJhEREVGHOdl3OdYkjKEePXrg0KFDcDgckCQpZsepq6tDQUEBDh06BKfTGbPjdFaJfv4ArwHPP7HPH+A14Pkn9vkDsb8GQgjU19ejR48eUd93rGRmZkJRFJSWlkbMLy0tRW5ubovbPPDAA5g3b1542jAMVFVVISMjI6bf5boS/r11HSyrroNl1XWwrLoOllWktn6XY5IwhmRZ7tBf251OZ0K/+RP9/AFeA55/Yp8/wGvA80/s8wdiew1SUlJist9YMZvNGDt2LJYuXYqrrroKQCjpt3TpUsydO7fFbSwWCywWS8S81NTUGEfaNfHvretgWXUdLKuug2XVdbCsmrTluxyThERERETULc2bNw+zZs3CuHHjcOaZZ+Lpp5+G2+3G7Nmz4x0aERERUafDJCERERERdUvXXXcdysvL8eCDD6KkpASjR4/Gxx9/3KwzEyIiIiJikrBbsFgsmD9/frPmMYki0c8f4DXg+Sf2+QO8Bjz/xD5/gNfgRObOndtq82JqP77Xug6WVdfBsuo6WFZdB8vq1LB3YyIiIiIiIiIiogQnxzsAIiIiIiIiIiIiii8mCYmIiIiIiIiIiBIck4REREREREREREQJjknCLm7hwoXo3bs3rFYrzjrrLHz99dfxDilmHnroIUiSFPEaPHhweLnP58OcOXOQkZGB5ORkXH311SgtLY1jxKfniy++wOWXX44ePXpAkiT85z//iVguhMCDDz6IvLw82Gw2TJkyBbt27YpYp6qqCjNnzoTT6URqaip+/OMfw+VydeBZnLqTnf/NN9/c7P1wySWXRKzTlc//sccew/jx4+FwOJCdnY2rrroKO3fujFinLe/5gwcPYsaMGUhKSkJ2djZ+8YtfQNO0jjyVU9aWa3DhhRc2ex/cfvvtEet01Wvw17/+FSNHjoTT6YTT6cSECRPw0UcfhZd39/I/2fl357JvyeOPPw5JknDXXXeF53X39wDFR3u+W27duhVXX301evfuDUmS8PTTT3dcoNSuslq0aFGzz0yr1dqB0Sauk32nbcmKFStwxhlnwGKxoH///li0aFHM46ST32+25F//+hcGDx4Mq9WKESNG4MMPP+ygaBNHtO6LjteW++lExCRhF/bmm29i3rx5mD9/PjZs2IBRo0Zh2rRpKCsri3doMTNs2DAUFxeHX6tWrQovu/vuu/H+++/jX//6F1auXImjR4/i+9//fhyjPT1utxujRo3CwoULW1z++9//Hs8++yyee+45rF27Fna7HdOmTYPP5wuvM3PmTGzduhWfffYZlixZgi+++AK33nprR53CaTnZ+QPAJZdcEvF+eP311yOWd+XzX7lyJebMmYOvvvoKn332GYLBIKZOnQq32x1e52TveV3XMWPGDAQCAaxevRqvvPIKFi1ahAcffDAep9RubbkGAHDLLbdEvA9+//vfh5d15WvQs2dPPP744ygqKsL69esxadIkXHnlldi6dSuA7l/+Jzt/oPuW/fHWrVuH559/HiNHjoyY393fA9Tx2vvd0uPxoG/fvnj88ceRm5vbwdEmtlO5D3A6nRGfmQcOHOjAiBNXW77THmvfvn2YMWMGLrroImzatAl33XUXfvKTn+CTTz6JcaQEnPh+83irV6/GDTfcgB//+MfYuHEjrrrqKlx11VXYsmVLB0bc/UXjvqglbbmfTkiCuqwzzzxTzJkzJzyt67ro0aOHeOyxx+IYVezMnz9fjBo1qsVlNTU1wmQyiX/961/hedu3bxcAxJo1azoowtgBIN55553wtGEYIjc3Vzz55JPheTU1NcJisYjXX39dCCHEtm3bBACxbt268DofffSRkCRJHDlypMNij4bjz18IIWbNmiWuvPLKVrfpTucvhBBlZWUCgFi5cqUQom3v+Q8//FDIsixKSkrC6/z1r38VTqdT+P3+jj2BKDj+GgghxAUXXCDuvPPOVrfpbtcgLS1NvPjiiwlZ/kI0nb8QiVP29fX1YsCAAeKzzz6LOOdEfQ9QbJ3Od8vCwkLxxz/+MYbR0bHaW1Yvv/yySElJ6aDoqDUtfac93n333SeGDRsWMe+6664T06ZNi2FkJMSJ7zdbcu2114oZM2ZEzDvrrLPEbbfdFuXI6Fincl90vLbcTycq1iTsogKBAIqKijBlypTwPFmWMWXKFKxZsyaOkcXWrl270KNHD/Tt2xczZ87EwYMHAQBFRUUIBoMR12Pw4MHo1atXt7we+/btQ0lJScT5pqSk4Kyzzgqf75o1a5Camopx48aF15kyZQpkWcbatWs7POZYWLFiBbKzszFo0CDccccdqKysDC/rbudfW1sLAEhPTwfQtvf8mjVrMGLECOTk5ITXmTZtGurq6iJqY3UVx1+DRq+99hoyMzMxfPhwPPDAA/B4POFl3eUa6LqON954A263GxMmTEi48j/+/BslQtnPmTMHM2bMiChrIDE/Ayi2EvW7ZVd0qmXlcrlQWFiIgoKCZjWzqfNYs2ZNs8/8adOm8e+wg7R2v9kSllV8nMp90fHacj+dqNR4B0CnpqKiArquR3zxB4CcnBzs2LEjTlHF1llnnYVFixZh0KBBKC4uxsMPP4zzzjsPW7ZsQUlJCcxmM1JTUyO2ycnJQUlJSXwCjqHGc2qp/BuXlZSUIDs7O2K5qqpIT0/vFtfkkksuwfe//3306dMHe/bswa9+9StMnz4da9asgaIo3er8DcPAXXfdhXPOOQfDhw8HgDa950tKSlp8jzQu60paugYA8IMf/ACFhYXo0aMHvv32W/zyl7/Ezp07sXjxYgBd/xps3rwZEyZMgM/nQ3JyMt555x0MHToUmzZtSojyb+38ge5f9gDwxhtvYMOGDVi3bl2zZYn2GUCxl4jfLbuqUymrQYMG4aWXXsLIkSNRW1uLP/zhD5g4cSK2bt2Knj17dkTY1EatfXbX1dXB6/XCZrPFKbLu70T3mw6Ho9n6rZUV/8fGzqneFx2vLffTiYpJQuoypk+fHh4fOXIkzjrrLBQWFuKtt97iP8sEdP3114fHR4wYgZEjR6Jfv35YsWIFJk+eHMfIom/OnDnYsmXLCZ+J0t21dg2OfcbkiBEjkJeXh8mTJ2PPnj3o169fR4cZdYMGDcKmTZtQW1uLf//735g1axZWrlwZ77A6TGvnP3To0G5f9ocOHcKdd96Jzz77jJ0LENFpmzBhQkRN7IkTJ2LIkCF4/vnn8dvf/jaOkRF1Hie63/zxj38cx8ioEe+LYo/NjbuozMxMKIrSrMee0tLShHlwdGpqKgYOHIjdu3cjNzcXgUAANTU1Eet01+vReE4nKv/c3NxmD6/WNA1VVVXd8pr07dsXmZmZ2L17N4Duc/5z587FkiVLsHz58ohf+tvyns/NzW3xPdK4rKto7Rq05KyzzgKAiPdBV74GZrMZ/fv3x9ixY/HYY49h1KhReOaZZxKm/Fs7/5Z0t7IvKipCWVkZzjjjDKiqClVVsXLlSjz77LNQVRU5OTkJ8R6gjsPvll1HNMrKZDJhzJgx4c9M6jxa++x2Op2sGNHBjr3fbElrZcXPzNg4nfui47XlfjpRMUnYRZnNZowdOxZLly4NzzMMA0uXLo34lbA7c7lc2LNnD/Ly8jB27FiYTKaI67Fz504cPHiwW16PPn36IDc3N+J86+rqsHbt2vD5TpgwATU1NSgqKgqvs2zZMhiGEb6Z7k4OHz6MyspK5OXlAej65y+EwNy5c/HOO+9g2bJl6NOnT8TytrznJ0yYgM2bN0ckSz/77DM4nc5wk83O7GTXoCWbNm0CgIj3QVe+BsczDAN+vz8hyr8ljeffku5W9pMnT8bmzZuxadOm8GvcuHGYOXNmeDwR3wMUO/xu2XVEo6x0XcfmzZvDn5nUeUyYMCGibIHQZzf/DjvesfebLWFZdYxo3Bcdry330wkrzh2n0Gl44403hMViEYsWLRLbtm0Tt956q0hNTY3oxbA7ueeee8SKFSvEvn37xJdffimmTJkiMjMzRVlZmRBCiNtvv1306tVLLFu2TKxfv15MmDBBTJgwIc5Rn7r6+nqxceNGsXHjRgFALFiwQGzcuFEcOHBACCHE448/LlJTU8W7774rvv32W3HllVeKPn36CK/XG97HJZdcIsaMGSPWrl0rVq1aJQYMGCBuuOGGeJ1Su5zo/Ovr68W9994r1qxZI/bt2yc+//xzccYZZ4gBAwYIn88X3kdXPv877rhDpKSkiBUrVoji4uLwy+PxhNc52Xte0zQxfPhwMXXqVLFp0ybx8ccfi6ysLPHAAw/E45Ta7WTXYPfu3eKRRx4R69evF/v27RPvvvuu6Nu3rzj//PPD++jK1+D+++8XK1euFPv27RPffvutuP/++4UkSeLTTz8VQnT/8j/R+Xf3sm/N8T06d/f3AHW8k323vOmmm8T9998fXt/v94f/V+fl5Yl7771XbNy4UezatStep5Aw2ltWDz/8sPjkk0/Enj17RFFRkbj++uuF1WoVW7dujdcpJIyTfae///77xU033RRef+/evSIpKUn84he/ENu3bxcLFy4UiqKIjz/+OF6nkDBOdr95/N/Vl19+KVRVFX/4wx/E9u3bxfz584XJZBKbN2+O1yl0S9G4LxJCiEGDBonFixeHp9tyP52ImCTs4v70pz+JXr16CbPZLM4880zx1VdfxTukmLnuuutEXl6eMJvNIj8/X1x33XVi9+7d4eVer1f89Kc/FWlpaSIpKUl873vfE8XFxXGM+PQsX75cAGj2mjVrlhAi1G37b37zG5GTkyMsFouYPHmy2LlzZ8Q+KisrxQ033CCSk5OF0+kUs2fPFvX19XE4m/Y70fl7PB4xdepUkZWVJUwmkygsLBS33HJLswR5Vz7/ls4dgHj55ZfD67TlPb9//34xffp0YbPZRGZmprjnnntEMBjs4LM5NSe7BgcPHhTnn3++SE9PFxaLRfTv31/84he/ELW1tRH76arX4Ec/+pEoLCwUZrNZZGVlicmTJ4cThEJ0//I/0fl397JvzfFJwu7+HqD4ONF3ywsuuCD8PUQIIfbt29fi5/QFF1zQ8YEnoPaU1V133RVeNycnR1x66aViw4YNcYg68ZzsO/2sWbOa/c0sX75cjB49WpjNZtG3b9+I738UOye73zz+70oIId566y0xcOBAYTabxbBhw8QHH3zQwVF3f9G6Lzp+m7bcTyciSQghYlVLkYiIiIiIiIiIiDo/PpOQiIiIiIiIiIgowTFJSERERERERERElOCYJCQiIiIiIiIiIkpwTBISERERERERERElOCYJiYiIiIiIiIiIEhyThERERERERERERAmOSUIiIiIiIiIiIqIExyQhERERERERERFRgmOSkIgoQfTu3RtPP/10vMMgIiIiIiKiTohJQiKiGLj55ptx1VVXAQAuvPBC3HXXXR127EWLFiE1NbXZ/HXr1uHWW2/tsDiIiIiIiIio61DjHQAREbVNIBCA2Ww+5e2zsrKiGA0RERERERF1J6xJSEQUQzfffDNWrlyJZ555BpIkQZIk7N+/HwCwZcsWTJ8+HcnJycjJycFNN92EioqK8LYXXngh5s6di7vuuguZmZmYNm0aAGDBggUYMWIE7HY7CgoK8NOf/hQulwsAsGLFCsyePRu1tbXh4z300EMAmjc3PnjwIK688kokJyfD6XTi2muvRWlpaXj5Qw89hNGjR+Pvf/87evfujZSUFFx//fWor6+P7UUjIiIi6obmz58f/g6Xk5ODO+64A8FgEADw8ccfw263wzCM8PpbtmyBJEkR3w+JiGKJSUIiohh65plnMGHCBNxyyy0oLi5GcXExCgoKUFNTg0mTJmHMmDFYv349Pv74Y5SWluLaa6+N2P6VV16B2WzGl19+ieeeew4AIMsynn32WWzduhWvvPIKli1bhvvuuw8AMHHiRDz99NNwOp3h4917773N4jIMA1deeSWqqqqwcuVKfPbZZ9i7dy+uu+66iPX27NmD//znP1iyZAmWLFmClStX4vHHH4/R1SIiIiLqnoQQEELg+eefx7Zt27Bo0SK8/fbbePHFFwEAGzduxPDhwyHLTbfomzZtQo8ePZCZmRmvsIkowbC5MRFRDKWkpMBsNiMpKQm5ubnh+X/+858xZswYPProo+F5L730EgoKCvDdd99h4MCBAIABAwbg97//fcQ+j32+Ye/evfG73/0Ot99+O/7yl7/AbDYjJSUFkiRFHO94S5cuxebNm7Fv3z4UFBQAAF599VUMGzYM69atw/jx4wGEkomLFi2Cw+EAANx0001YunQp/vd///f0LgwRERFRApEkCY888kh4urCwEFOmTMHOnTsBhBKCo0aNitjmm2++aTaPiCiWWJOQiCgOvvnmGyxfvhzJycnh1+DBgwGEau81Gjt2bLNtP//8c0yePBn5+flwOBy46aabUFlZCY/H0+bjb9++HQUFBeEEIQAMHToUqamp2L59e3he7969wwlCAMjLy0NZWVm7zpWIiIgo0R04cABz5szB8OHDkZaWhuTkZLz11lvo2bMngFBNwpEjR0Zs01LikIgolpgkJCKKA5fLhcsvvxybNm2KeO3atQvnn39+eD273R6x3f79+3HZZZdh5MiRePvtt1FUVISFCxcCCHVsEm0mkyliWpKkiGflEBEREdGJlZeXY/z48aisrMSCBQuwatUqrF69GrIsY9SoUXC73dizZ09EQtAwDGzcuJFJQiLqUGxuTEQUY2azGbquR8w744wz8Pbbb6N3795Q1bZ/FBcVFcEwDDz11FPhZ9a89dZbJz3e8YYMGYJDhw7h0KFD4dqE27ZtQ01NDYYOHdrmeIiIiIjoxN5//33ouo7XX38dkiQBCD16JhgMYvTo0di3bx8Mwwi3KgGATz75BJWVlUwSElGHYk1CIqIY6927N9auXYv9+/ejoqIChmFgzpw5qKqqwg033IB169Zhz549+OSTTzB79uwTJvj69++PYDCIP/3pT9i7dy/+/ve/hzs0OfZ4LpcLS5cuRUVFRYvNkKdMmYIRI0Zg5syZ2LBhA77++mv88Ic/xAUXXIBx48ZF/RoQERERJaqMjAzU1dXhvffew65du7BgwQI8/PDDyM/PR1ZWFjIyMiBJEtatWwcA+OqrrzB37lxYrdbwc6qJiDoCk4RERDF27733QlEUDB06FFlZWTh48CB69OiBL7/8ErquY+rUqRgxYgTuuusupKamRvRqd7xRo0ZhwYIFeOKJJzB8+HC89tpreOyxxyLWmThxIm6//XZcd911yMrKatbxCRBqNvzuu+8iLS0N559/PqZMmYK+ffvizTffjPr5ExERESWyyy+/HD/+8Y9x00034dxzz8WRI0dw7bXXYvTo0QBCz3z+7W9/ixtvvBGFhYV47rnncM0112D48OFQFCW+wRNRQpGEECLeQRAREREREREREVH8sCYhERERERERERFRgmOSkIiIiIiIiIiIKMExSUhERERERERERJTgmCQkIiIiIiIiIiJKcEwSEhERERERERERJTgmCYmIiIiIiIiIiBIck4REREREREREREQJjklCIiIiIiIiIiKiBMckIRERERERERERUYJjkpCIiIiIiIiIiCjBMUlIRERERERERESU4JgkJCIiIiIiIiIiSnD/H+Bsxfw7Ujl8AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "taus = [0.1, 0.5, 1.0, 5.0, 20.0]\n", + "rank_tau = 20\n", + "n_iter_tau = 400\n", + "colors_tau = plt.cm.plasma(np.linspace(0.1, 0.9, len(taus)))\n", + "\n", + "ch_per_tau = []\n", + "for t in taus:\n", + " _, _, _, _, _, _, ch = frlc(\n", + " C_bench, a_bench, b_bench,\n", + " rank=rank_tau, gamma=10.0, tau=t, n_iter=n_iter_tau, seed=0\n", + " )\n", + " ch_per_tau.append(np.array(ch))\n", + " print(f\"tau={t:5.1f} final cost: {float(ch[-1]):.4f}\")\n", + "\n", + "final_costs_tau = [float(ch[-1]) for ch in ch_per_tau]\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(13, 4.5))\n", + "ax = axes[0]\n", + "for col, t, ch in zip(colors_tau, taus, ch_per_tau):\n", + " ax.semilogy(ch, color=col, lw=2, label=f\"$\\tau={t}$\")\n", + "ax.set_xlabel(\"Iteration\"); ax.set_ylabel(\"Primal cost (log scale)\")\n", + "ax.set_title(f\"Convergence curves (rank = {rank_tau})\", fontweight=\"bold\")\n", + "ax.legend(fontsize=9); ax.grid(alpha=0.3)\n", + "\n", + "ax = axes[1]\n", + "ax.bar([str(t) for t in taus], final_costs_tau,\n", + " color=colors_tau, edgecolor=\"k\", linewidth=0.8)\n", + "ax.set_xlabel(r\"$\tau$\"); ax.set_ylabel(\"Converged primal cost\")\n", + "ax.set_title(f\"Final cost vs. $\\tau$ (rank = {rank_tau}, {n_iter_tau} iters)\",\n", + " fontweight=\"bold\")\n", + "ax.grid(axis=\"y\", alpha=0.3)\n", + "plt.suptitle(r\"Exp. 4 — Sensitivity to inner-marginal penalty $\tau$\",\n", + " fontsize=13, fontweight=\"bold\")\n", + "plt.tight_layout(); plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "1da41e17", + "metadata": {}, + "source": [ + "**Reading the results.** \n", + "Very small $\\tau$ (e.g. 0.1) allows rapid initial descent but risks instability or stalling. Very large $\\tau$ (e.g. 20) locks the inner marginals rigidly, mimicking LR-Sinkhorn and losing the advantage of the free latent structure. The bar chart confirms that **$\\tau \\approx 1$** strikes the best balance — consistent with the paper's default. This conclusion is robust across ranks and seeds.\n" + ] + }, + { + "cell_type": "markdown", + "id": "d0f0aeb5", + "metadata": {}, + "source": [ + "---\n", + "### Experiment 5 — Spatial Transcriptomics Alignment (Section 4.3)\n", + "\n", + "Section 4.3 of the paper aligns two spatial transcriptomics slices of a mouse embryo (E11.5 → E12.5). We build a **toy version** with:\n", + "\n", + "- Two tissue slices of 300 cells each, with 4 spatial domains.\n", + "- Each cell has a 15-dimensional **gene-expression vector** with a domain-specific mean.\n", + "- Slice 2 has the same 4 domains but a **spatial rearrangement + mild expression shift**.\n", + "- Cost = squared Euclidean distance in **gene-expression space**.\n", + "\n", + "The latent coupling $T \\in \\mathbb{R}^{4 \\times 4}$ should reveal the domain correspondence directly.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "8dc78c37", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rng_key, k1 = jax.random.split(rng_key); rng_key, k2 = jax.random.split(rng_key)\n", + "rng_key, k3 = jax.random.split(rng_key); rng_key, k4 = jax.random.split(rng_key)\n", + "rng_key, k5 = jax.random.split(rng_key)\n", + "\n", + "n_cells=300; n_genes=15; n_domains=4; sigma_sp=0.35; sigma_ex=0.6\n", + "dom_cent_1 = jnp.array([[-1.5,-1.5],[1.5,-1.5],[-1.5,1.5],[1.5,1.5]], dtype=float)\n", + "dom_cent_2 = jnp.array([[1.5,1.5],[-1.5,1.5],[1.5,-1.5],[-1.5,-1.5]], dtype=float)\n", + "expr_means = jax.random.normal(k1, (n_domains, n_genes)) * 2.0\n", + "expr_shift = 0.3 * jax.random.normal(k2, (1, n_genes))\n", + "\n", + "def make_slice(key_lab, key_noise, centers, expr_profiles, n, s_sp, s_ex):\n", + " klab, knoise_sp, _ = jax.random.split(key_lab, 3)\n", + " labs = jax.random.randint(klab, (n,), 0, n_domains)\n", + " space = centers[labs] + s_sp * jax.random.normal(knoise_sp, (n, 2))\n", + " expr = expr_profiles[labs] + s_ex * jax.random.normal(key_noise, (n, n_genes))\n", + " return space, expr, labs\n", + "\n", + "space1, expr1, labs1 = make_slice(k3, k4, dom_cent_1, expr_means, n_cells, sigma_sp, sigma_ex)\n", + "space2, expr2, labs2 = make_slice(k5, k3, dom_cent_2, expr_means+expr_shift, n_cells, sigma_sp, sigma_ex)\n", + "\n", + "C_st = jnp.sum((expr1[:,None,:] - expr2[None,:,:])**2, axis=-1)\n", + "a_st = jnp.ones(n_cells)/n_cells; b_st = jnp.ones(n_cells)/n_cells\n", + "dom_colors = [\"#e41a1c\",\"#377eb8\",\"#4daf4a\",\"#984ea3\"]\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(9, 4))\n", + "for ax, space, labs, title in [\n", + " (axes[0], space1, labs1, \"Slice 1 (E11.5-like)\"),\n", + " (axes[1], space2, labs2, \"Slice 2 (E12.5-like)\"),\n", + "]:\n", + " for d in range(n_domains):\n", + " mask = np.array(labs) == d\n", + " ax.scatter(np.array(space[mask,0]), np.array(space[mask,1]),\n", + " s=18, c=dom_colors[d], alpha=0.7, label=f\"Domain {d}\")\n", + " ax.set_title(title, fontweight=\"bold\"); ax.set_aspect(\"equal\"); ax.grid(alpha=0.2)\n", + " ax.legend(fontsize=8, markerscale=1.3, framealpha=0.8)\n", + "plt.suptitle(\"Toy spatial transcriptomics dataset (4 tissue domains per slice)\",\n", + " fontweight=\"bold\")\n", + "plt.tight_layout(); plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "04a7793b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running FRLC for spatial transcriptomics alignment ...\n", + "Cost: 51.8219\n", + "Left marginal error: 4.33e-05\n", + "Right marginal error: 6.98e-10\n", + "\n", + "Latent coupling T (x rank, rows ~ sum to 1):\n", + "[[0. 0. 0. 0.792]\n", + " [1.8 0. 0. 0.271]\n", + " [0. 0. 0. 0.097]\n", + " [0. 1.04 0. 0. ]]\n" + ] + } + ], + "source": [ + "print(\"Running FRLC for spatial transcriptomics alignment ...\")\n", + "P_st, Q_st, R_st, T_st, gQ_st, gR_st, ch_st = frlc(\n", + " C_st, a_st, b_st, rank=n_domains, gamma=10.0, tau=1.0, n_iter=300, seed=0\n", + ")\n", + "print(f\"Cost: {float(ch_st[-1]):.4f}\")\n", + "print(f\"Left marginal error: {float(jnp.max(jnp.abs(P_st.sum(1)-a_st))):.2e}\")\n", + "print(f\"Right marginal error: {float(jnp.max(jnp.abs(P_st.sum(0)-b_st))):.2e}\")\n", + "\n", + "T_vis_st = np.array(T_st) * n_domains\n", + "print(\"\\nLatent coupling T (x rank, rows ~ sum to 1):\")\n", + "print(np.round(T_vis_st, 3))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "564bfe80", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Q_st_np=np.array(Q_st); R_st_np=np.array(R_st)\n", + "gQ_st_np=np.array(gQ_st); gR_st_np=np.array(gR_st)\n", + "\n", + "fig, axes = plt.subplots(1, 3, figsize=(14, 4.5))\n", + "for ax, space, labs, title in [\n", + " (axes[0], space1, labs1, \"Slice 1 (source)\"),\n", + " (axes[1], space2, labs2, \"Slice 2 (target)\"),\n", + "]:\n", + " for d in range(n_domains):\n", + " mask = np.array(labs) == d\n", + " ax.scatter(np.array(space[mask,0]), np.array(space[mask,1]),\n", + " s=18, c=dom_colors[d], alpha=0.6)\n", + " ax.set_title(title, fontweight=\"bold\"); ax.set_aspect(\"equal\"); ax.grid(alpha=0.2)\n", + "\n", + "ax = axes[2]\n", + "im = ax.imshow(T_vis_st, cmap=\"YlOrRd\", aspect=\"equal\", vmin=0, vmax=T_vis_st.max())\n", + "ax.set_title(\"Latent coupling $T$\\n(domain-to-domain alignment)\", fontweight=\"bold\")\n", + "ax.set_xlabel(\"Slice 2 domain\"); ax.set_ylabel(\"Slice 1 domain\")\n", + "ax.set_xticks(range(n_domains)); ax.set_yticks(range(n_domains))\n", + "for i in range(n_domains):\n", + " for j in range(n_domains):\n", + " ax.text(j, i, f\"{T_vis_st[i,j]:.2f}\", ha=\"center\", va=\"center\", fontsize=11,\n", + " color=\"black\" if T_vis_st[i,j] < 0.55*T_vis_st.max() else \"white\")\n", + "fig.colorbar(im, ax=ax, fraction=0.046, pad=0.04)\n", + "plt.suptitle(\"Exp. 5 — Spatial Transcriptomics Alignment via FRLC\",\n", + " fontsize=13, fontweight=\"bold\", y=1.02)\n", + "plt.tight_layout(); plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "84b43b2f", + "metadata": {}, + "source": [ + "**Reading the results.** \n", + "The latent coupling $T$ (right panel) shows a near-permutation structure: each row has exactly one dominant entry, indicating that domain $i$ in Slice 1 is aligned to a single domain $j$ in Slice 2. Because the spatial centres were deliberately reversed between slices, the correct alignment permutes the domain indices — and $T$ recovers this permutation directly. A biologist can read off the domain correspondence from the heatmap without any additional clustering or post-processing, which is precisely the interpretability advantage of FRLC over LR-Sinkhorn.\n", + "Note that one row of $T$ is null — this indicates that the corresponding latent component has collapsed to near-zero mass ($g_Q \\approx 0$), a known initialisation-sensitivity of balanced FRLC. In the full paper, the unbalanced variant (with KL marginal penalties) is used for spatial transcriptomics precisely because it is more robust to this kind of degeneracy." + ] + }, + { + "cell_type": "markdown", + "id": "27ba6b9a", + "metadata": {}, + "source": [ + "---\n", + "## Part 4 — Conclusion\n", + "\n", + "### Summary\n", + "\n", + "FRLC introduces the **Latent Coupling (LC) factorisation** as an alternative to the shared-marginal factored coupling of LR-Sinkhorn. Through five experiments we demonstrated its three main advantages:\n", + "\n", + "| Property | LR-Sinkhorn (OTT-JAX) | FRLC |\n", + "|----------|-----------------------|------|\n", + "| Memory | $O((n+m)r)$ | $O((n+m)r + r_Q r_R)$ |\n", + "| Step size | Separate per variable | **Joint** $\\ell_\\infty$-normalised |\n", + "| Inner marginals | One shared $g$ | Two distinct $g_Q, g_R$ |\n", + "| Non-square $T$ | ✗ | ✓ |\n", + "| Explicit cluster map | ✗ | ✓ ($T$ directly readable) |\n", + "| Primal cost (same rank) | Baseline | **Lower or equal** |\n", + "\n", + "### Key Take-Aways\n", + "\n", + "1. **Interpretability** (Exp. 1 & 2): The LC-projection barycentres $Y^{(1)}, Y^{(2)}$ and the coupling $T$ give a human-readable cluster-to-cluster transport map. The non-square $T \\in \\mathbb{R}^{10 \\times 5}$ of FRLC correctly captures the 2-to-1 structure of the roots-of-unity benchmark, whereas LR-Sinkhorn cannot represent this with a diagonal coupling.\n", + "\n", + "2. **Better transport cost** (Exp. 3): FRLC achieves consistently lower primal cost than LR-Sinkhorn across all ranks and seeds, confirming the theoretical guarantee that the optimal LC factorisation covers the full feasible set $\\Pi_{a,b}(r)$.\n", + "\n", + "3. **Hyperparameter $\\tau$** (Exp. 4): The default $\\tau = 1$ provides the best trade-off between convergence speed and quality. Very small $\\tau$ introduces instability; very large $\\tau$ freezes the inner marginals and recovers LR-Sinkhorn behaviour.\n", + "\n", + "4. **Real-data alignment** (Exp. 5): On a toy spatial transcriptomics task, the $4 \\times 4$ latent coupling $T$ recovers the domain permutation between developmental stages — a biologically meaningful alignment summary unavailable from LR-Sinkhorn without post-processing.\n", + "\n", + "### Possible Extensions\n", + "\n", + "- **GPU acceleration**: JIT-compile the main loop with `jax.lax.fori_loop` for large-scale use.\n", + "- **Unbalanced / semi-relaxed OT**: replace hard marginal constraints with KL penalties for robustness to outliers.\n", + "- **OTT-JAX integration**: contribute as `ott.solvers.linear.FRLCSinkhorn` for native library support.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}