{ "cells": [ { "cell_type": "markdown", "id": "d1d5608f-dcc5-432d-a58f-db2dc5083111", "metadata": {}, "source": [ "# Out of Distribution Data for \"ML the vanishing order of rational L-functions\" #\n", "\n", "At Harvard's CMSA [recent workshop on Math and ML](https://cmsa.fas.harvard.edu/event/mml_2025/), Alyson Deines and Tamara Deenstra gave a talk that included some of our recent work. (See [arxiv link to ML the vanishing order](https://arxiv.org/pdf/2502.10360) and the reference [BBCDLLDOQV25b](https://davidlowryduda.com/research/#BBCDLLDOQV25b) on my research page.)\n", "\n", "To summarize one observation in few words: an $L$-function can be written as\n", "\n", "$$ L(s) = \\sum_{n \\geq 1} \\frac{a(n)}{n^s} $$\n", "\n", "and satisfies a functional equation of the shape $\\Lambda(s) := N^{s} G(s) L(s) = \\varepsilon \\Lambda(1 - s)$, where $N$ and $\\varepsilon$ are distinguished numbers called the conductor and root number, respectively, and where $G(s)$ is a product of gamma factors. We're interested in rational $L$-functions, where the coefficients $a(n)$ are rational numbers when appropriately normalized. These arise from counting questions in number theory and arithmetic geometry.\n", "\n", "Conjecturally, the analytic behavior of $L(s)$ at $s = 1/2$ contains deep arithmetic information about the associated counting questions. One such conjecture is the [Birch and Swinnerton-Dyer Millenium Conjecture](https://en.wikipedia.org/wiki/Birch_and_Swinnerton-Dyer_conjecture), which says that the order of vanishing at $s = 1/2$ of the $L$-function associated to an elliptic curve agrees with the arithmetic rank of the curve.\n", "\n", "No one knows how to prove those results. In [BBCDLLDOQV25b](https://davidlowryduda.com/research/#BBCDLLDOQV25b), we looked to see if ML might successfully learn something about the order of vanishing from the first several coefficients.\n", "\n", "Aside: model success or failure wouldn't say something conclusive about BSD or related conjectures. But in practice, ML can act like a one-sided oracle: if model performance on a particular set of features is very high, this indicates that the arithmetic information is contained within those set of features. If mathematicians don't understand *why* or *how*, then at least this can point to a place where we can look for more.\n", "\n", "One suggestive graph comes from looking at the 2D PCA. Let's make it here. The data is available at https://zenodo.org/records/14774042. In the code below, this data is in the file `lfun_rat_withap.txt`." ] }, { "cell_type": "code", "execution_count": 1, "id": "dce75a97-f365-43b4-a09f-7c69b6de8b85", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "id": "3272b5ba-1219-4937-94ec-684aec08eeeb", "metadata": {}, "outputs": [], "source": [ "def is_prime(n):\n", " \"Naive prime detection\"\n", " if n < 2:\n", " return False\n", " if n < 4:\n", " return True\n", " for d in range(2, int(n**.5) + 2):\n", " if n % d == 0:\n", " return False\n", " return True\n", "\n", "\n", "assert [p for p in range(20) if is_prime(p)] == [2, 3, 5, 7, 11, 13, 17, 19]\n", "\n", "\n", "def write_to_float(ap_list):\n", " \"\"\"\n", " Convert the ap string containing aps to a list of ints.\n", " \"\"\"\n", " ap_list = ap_list.replace('[','')\n", " ap_list = ap_list.replace(']','')\n", " ap_list = [float(ap) for ap in ap_list.split(',')]\n", " return ap_list\n", "\n", "\n", "ALL_COLUMNS = [str(n) for n in range(1,1001)]\n", "PRIME_COLUMNS=[str(p) for p in range(1000) if is_prime(p)]\n", "\n", "\n", "def write_to_murm_normalized_primes(an_list, w, d = 1):\n", " \"\"\"\n", " Convert the ap strings to a list of normalized floats.\n", " \"\"\"\n", " an_list = an_list.strip('[')\n", " an_list = an_list.strip(']')\n", " an_list = [int(an) for an in an_list.split(',')]\n", " normalized_list = []\n", " for n, an in enumerate(an_list):\n", " p=int(PRIME_COLUMNS[n])\n", " normalization_quotient = d * (p**(w/2.))\n", " normalized_list.append(np.float32(round(an / normalization_quotient, 5)))\n", " return normalized_list\n", "\n", "\n", "def build_murm_ap_df(DF):\n", " \"\"\"\n", " Create a dataframe expanding the single column list of Dirichlet coefficients\n", " into only prime coefficients, with a single column per prime.\n", " \"\"\"\n", " # Copy all the existing columns except 'ap'\n", " base = DF.drop(columns=[\"ap\"]).copy()\n", " \n", " # Expand prime coefficients for each row\n", " prime_expanded = pd.DataFrame(\n", " [write_to_murm_normalized_primes(a, w, d) \n", " for w, a, d in zip(DF[\"motivic_weight\"], DF[\"ap\"], DF[\"degree\"])],\n", " columns=PRIME_COLUMNS,\n", " index=DF.index\n", " )\n", " DF_new = pd.concat([base, prime_expanded], axis=1)\n", " return DF_new" ] }, { "cell_type": "markdown", "id": "a03dbd74-e766-4010-8482-c261c515f000", "metadata": {}, "source": [ "In the code above, the coefficients are normalized. Coefficient normalization in $L$-functions is an easy source of confusion. Different applicatoins and contexts suggest different obvious normalizations. Instead of detailing this normalization, I'll note that the effect is that the functional equations in this normalization have shape $s \\mapsto 1 - s$, and the normalized coefficients vary between $[-1, 1]$." ] }, { "cell_type": "code", "execution_count": 3, "id": "829e7ca1-0891-45c7-bd9a-4fc0cd2f3dcd", "metadata": {}, "outputs": [], "source": [ "fname = \"lfun_rat_withap.txt\"\n", "DF_base = pd.read_table(fname, delimiter=\":\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "5d9a651f-e92f-45c3-b740-d0b4f5e64e0a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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labelprimitiveconductorcentral_charactermotivic_weightdegreeorder_of_vanishingz1root_angleroot_analytic_conductorinstance_typesap
01-1-1.1-r0-0-0True11.1001014.1347250.00.004644['NF', 'DIR', 'Artin', 'Artin'][1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...
11-5-5.4-r0-0-0True55.400106.6484530.00.023220['DIR'][-1, -1, 0, -1, 1, -1, -1, 1, -1, 1, 1, -1, 1,...
21-2e3-8.5-r0-0-0True88.500104.8999740.00.037152['DIR'][0, -1, -1, 1, -1, -1, 1, -1, 1, -1, 1, -1, 1,...
31-12-12.11-r0-0-0True1212.110103.8046280.00.055728['DIR'][0, 0, -1, -1, 1, 1, -1, -1, 1, -1, -1, 1, -1,...
41-13-13.12-r0-0-0True1313.120103.1193410.00.060372['DIR'][-1, 1, -1, -1, -1, 0, 1, -1, 1, 1, -1, -1, -1...
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" ], "text/plain": [ " label primitive conductor central_character motivic_weight \\\n", "0 1-1-1.1-r0-0-0 True 1 1.10 0 \n", "1 1-5-5.4-r0-0-0 True 5 5.40 0 \n", "2 1-2e3-8.5-r0-0-0 True 8 8.50 0 \n", "3 1-12-12.11-r0-0-0 True 12 12.11 0 \n", "4 1-13-13.12-r0-0-0 True 13 13.12 0 \n", "\n", " degree order_of_vanishing z1 root_angle root_analytic_conductor \\\n", "0 1 0 14.134725 0.0 0.004644 \n", "1 1 0 6.648453 0.0 0.023220 \n", "2 1 0 4.899974 0.0 0.037152 \n", "3 1 0 3.804628 0.0 0.055728 \n", "4 1 0 3.119341 0.0 0.060372 \n", "\n", " instance_types \\\n", "0 ['NF', 'DIR', 'Artin', 'Artin'] \n", "1 ['DIR'] \n", "2 ['DIR'] \n", "3 ['DIR'] \n", "4 ['DIR'] \n", "\n", " ap \n", "0 [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ... \n", "1 [-1, -1, 0, -1, 1, -1, -1, 1, -1, 1, 1, -1, 1,... \n", "2 [0, -1, -1, 1, -1, -1, 1, -1, 1, -1, 1, -1, 1,... \n", "3 [0, 0, -1, -1, 1, 1, -1, -1, 1, -1, -1, 1, -1,... \n", "4 [-1, 1, -1, -1, -1, 0, 1, -1, 1, 1, -1, -1, -1... " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "DF_base.head()" ] }, { "cell_type": "code", "execution_count": 5, "id": "6606d940-7b58-483b-b4ae-3ea3084351f0", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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labelprimitiveconductorcentral_charactermotivic_weightdegreeorder_of_vanishingz1root_angleroot_analytic_conductor...937941947953967971977983991997
01-1-1.1-r0-0-0True11.1001014.1347250.00.004644...1.01.01.01.01.01.01.01.01.01.0
11-5-5.4-r0-0-0True55.400106.6484530.00.023220...-1.01.0-1.0-1.0-1.01.0-1.0-1.01.0-1.0
21-2e3-8.5-r0-0-0True88.500104.8999740.00.037152...1.0-1.0-1.01.01.0-1.01.01.01.0-1.0
31-12-12.11-r0-0-0True1212.110103.8046280.00.055728...1.0-1.01.0-1.0-1.01.0-1.01.0-1.01.0
41-13-13.12-r0-0-0True1313.120103.1193410.00.060372...1.0-1.0-1.01.0-1.01.0-1.0-1.01.01.0
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5 rows × 179 columns

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" ], "text/plain": [ " label primitive conductor central_character motivic_weight \\\n", "0 1-1-1.1-r0-0-0 True 1 1.10 0 \n", "1 1-5-5.4-r0-0-0 True 5 5.40 0 \n", "2 1-2e3-8.5-r0-0-0 True 8 8.50 0 \n", "3 1-12-12.11-r0-0-0 True 12 12.11 0 \n", "4 1-13-13.12-r0-0-0 True 13 13.12 0 \n", "\n", " degree order_of_vanishing z1 root_angle root_analytic_conductor \\\n", "0 1 0 14.134725 0.0 0.004644 \n", "1 1 0 6.648453 0.0 0.023220 \n", "2 1 0 4.899974 0.0 0.037152 \n", "3 1 0 3.804628 0.0 0.055728 \n", "4 1 0 3.119341 0.0 0.060372 \n", "\n", " ... 937 941 947 953 967 971 977 983 991 997 \n", "0 ... 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 \n", "1 ... -1.0 1.0 -1.0 -1.0 -1.0 1.0 -1.0 -1.0 1.0 -1.0 \n", "2 ... 1.0 -1.0 -1.0 1.0 1.0 -1.0 1.0 1.0 1.0 -1.0 \n", "3 ... 1.0 -1.0 1.0 -1.0 -1.0 1.0 -1.0 1.0 -1.0 1.0 \n", "4 ... 1.0 -1.0 -1.0 1.0 -1.0 1.0 -1.0 -1.0 1.0 1.0 \n", "\n", "[5 rows x 179 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "DF_norm = build_murm_ap_df(DF_base)\n", "DF_norm.head()" ] }, { "cell_type": "markdown", "id": "e2f32744-abd2-49a9-b2b9-4aa2d94ae7c6", "metadata": {}, "source": [ "Now we are ready to do a basic principal component analysis." ] }, { "cell_type": "code", "execution_count": 6, "id": "04983c7f-30d3-41c2-8af3-4ecac25dee50", "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "from sklearn.preprocessing import StandardScaler" ] }, { "cell_type": "code", "execution_count": 7, "id": "05b9045e-00fb-49a1-a6a1-0f019a4844f1", "metadata": {}, "outputs": [], "source": [ "mask = DF_norm[\"order_of_vanishing\"].between(0, 4)\n", "filtered = DF_norm[mask]\n", "\n", "X = filtered[PRIME_COLUMNS].values\n", "X = filtered[PRIME_COLUMNS].values\n", "X_scaled = StandardScaler().fit_transform(X)\n", "\n", "y = filtered[\"order_of_vanishing\"].values\n", "\n", "pca = PCA(n_components=2)\n", "X_pca = pca.fit_transform(X_scaled)\n", "\n", "pca_df = pd.DataFrame({\n", " \"PC1\": X_pca[:, 0],\n", " \"PC2\": X_pca[:, 1],\n", " \"vanishing_order\": y\n", "})" ] }, { "cell_type": "code", "execution_count": 8, "id": "8908c01a-4abb-484d-9a5d-c0d9da247b94", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-7.5, 7.5)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "\n", "fig, ax = plt.subplots(figsize=[12, 8])\n", "scatter = ax.scatter(\n", " pca_df[\"PC1\"], pca_df[\"PC2\"], \n", " c=pca_df[\"vanishing_order\"], \n", " cmap=\"viridis\", \n", " alpha=1,\n", " s=2\n", ")\n", "\n", "# Add colorbar and labels\n", "fig.colorbar(scatter, label=\"vanishing_order\")\n", "ax.set_xlabel(\"Principal Component 1\")\n", "ax.set_ylabel(\"Principal Component 2\")\n", "ax.set_title(\"PCA of PRIME_COLUMNS colored by vanishing_order\")\n", "ax.set_xlim(-7.5, 7.5) # chosen by inspection\n", "ax.set_ylim(-7.5, 7.5) # not particularly natural\n", "\n", "#fig" ] }, { "cell_type": "markdown", "id": "8d5c5a7a-e1b2-4cdd-878e-a7a0beaa8aa0", "metadata": {}, "source": [ "In our paper, we include vanishing orders from $0$ to $3$. We include $4$ here, but that data is much sparser than the others.\n", "\n", "The point is that these clusters appear to be pretty well-defined, even in only $2$ dimensions. This suggests that linear decision boundaries might suffice to distinguish between vanishing orders. Let's perform a LDA separation." ] }, { "cell_type": "code", "execution_count": 9, "id": "39508c31-56bb-423b-9a3a-e19e3dadb721", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.8704067775998703\n", " precision recall f1-score support\n", "\n", " 0 0.93 0.84 0.88 22259\n", " 1 0.82 0.90 0.86 19484\n", " 2 0.86 0.92 0.89 6682\n", " 3 0.90 0.77 0.83 742\n", " 4 0.00 0.00 0.00 172\n", "\n", " accuracy 0.87 49339\n", " macro avg 0.70 0.69 0.69 49339\n", "weighted avg 0.87 0.87 0.87 49339\n", "\n" ] } ], "source": [ "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import classification_report, accuracy_score\n", "\n", "\n", "# Mask rows with vanishing_order between 0 and 4\n", "mask = DF_norm[\"order_of_vanishing\"].between(0, 4)\n", "filtered = DF_norm[mask]\n", "\n", "X = filtered[PRIME_COLUMNS].values\n", "y = filtered[\"order_of_vanishing\"].values\n", "\n", "# Train/test split\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=0.2, random_state=314159, stratify=y\n", ")\n", "\n", "\n", "scaler = StandardScaler()\n", "X_train_scaled = scaler.fit_transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)\n", "\n", "\n", "lda = LinearDiscriminantAnalysis()\n", "lda.fit(X_train_scaled, y_train)\n", "\n", "# Predictions\n", "y_pred = lda.predict(X_test_scaled)\n", "\n", "# Evaluate\n", "print(\"Accuracy:\", accuracy_score(y_test, y_pred))\n", "print(classification_report(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": 10, "id": "93a5ff09", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Projection onto LDA principal axis')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scores_train = lda.transform(X_train_scaled)\n", "scores_test = lda.transform(X_test_scaled)\n", "\n", "\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "for lab, marker in zip(np.unique(y_train), ['o', 's', '^', 'x', '+']):\n", " ax.hist(scores_train[y_train==lab], bins=30, alpha=0.5,\n", " label=f\"Class {lab}\")\n", "ax.legend()\n", "ax.set_title(\"Projection onto LDA principal axis\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "01a266af", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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featureimportance_meanimportance_std
5130.0426780.000862
4110.0408700.000925
370.0406610.000815
7190.0377000.000879
250.0372210.000829
............
1106070.0003840.000293
1468530.0003110.000282
1538870.0002680.000240
1659830.0001920.000247
1599410.0001750.000270
\n", "

168 rows × 3 columns

\n", "
" ], "text/plain": [ " feature importance_mean importance_std\n", "5 13 0.042678 0.000862\n", "4 11 0.040870 0.000925\n", "3 7 0.040661 0.000815\n", "7 19 0.037700 0.000879\n", "2 5 0.037221 0.000829\n", ".. ... ... ...\n", "110 607 0.000384 0.000293\n", "146 853 0.000311 0.000282\n", "153 887 0.000268 0.000240\n", "165 983 0.000192 0.000247\n", "159 941 0.000175 0.000270\n", "\n", "[168 rows x 3 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.inspection import permutation_importance\n", "\n", "\n", "r = permutation_importance(lda, X_test_scaled, y_test, n_repeats=50, random_state=314159)\n", "perm_importances = pd.DataFrame({'feature': filtered[PRIME_COLUMNS].columns,\n", " 'importance_mean': r.importances_mean,\n", " 'importance_std': r.importances_std})\n", "perm_importances.sort_values('importance_mean', ascending=False)" ] }, { "cell_type": "markdown", "id": "34d799d1", "metadata": {}, "source": [ "We have some weak suggestions that the smaller coefficients are more important than later coefficients, sure." ] }, { "cell_type": "code", "execution_count": 12, "id": "ca2163b6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Explained variance ratio (per axis): [9.7747040e-01 2.1081256e-02 1.0345095e-03 4.1377844e-04]\n" ] } ], "source": [ "print(\"Explained variance ratio (per axis):\", lda.explained_variance_ratio_)" ] }, { "cell_type": "code", "execution_count": 13, "id": "4b5cfafe", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Scree plot of LDA discriminant directions')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "ax.plot(np.arange(1, len(lda.explained_variance_ratio_)+1),\n", " lda.explained_variance_ratio_, 'o-')\n", "ax.set_xlabel(\"Discriminant axis\")\n", "ax.set_ylabel(\"Explained variance ratio\")\n", "ax.set_title(\"Scree plot of LDA discriminant directions\")" ] }, { "cell_type": "markdown", "id": "47d2413e", "metadata": {}, "source": [ "This suggests that the first axis has essentially all of the explanatory power." ] }, { "cell_type": "code", "execution_count": 14, "id": "ae4c812f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Multiclass LDA Projection')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_train_lda = lda.transform(X_train_scaled)\n", "X_test_lda = lda.transform(X_test_scaled)\n", "\n", "# Project onto the two most important discriminant axes\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "for lab in np.unique(y_train):\n", " ax.scatter(X_train_lda[y_train==lab, 0],\n", " X_train_lda[y_train==lab, 1],\n", " alpha=0.6, label=f\"Class {lab}\", s=2)\n", "ax.set_xlabel(\"LD1\")\n", "ax.set_ylabel(\"LD2\")\n", "ax.legend()\n", "ax.set_title(\"Multiclass LDA Projection\")" ] }, { "cell_type": "markdown", "id": "f363d47b", "metadata": {}, "source": [ "Unsurprisingly, this is very reminiscent of the SVD/PCA analysis plot above." ] }, { "cell_type": "code", "execution_count": 15, "id": "b8e15781", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " class LD1 LD2\n", "0 0 -1.573073 0.156453\n", "1 1 0.500681 -0.292475\n", "2 2 3.118246 0.229223\n", "3 3 5.239900 0.903363\n", "4 4 3.093738 0.076376\n" ] } ], "source": [ "centroids = pd.DataFrame({\n", " 'class': np.unique(y_train),\n", " 'LD1': [X_train_lda[y_train==lab,0].mean() for lab in np.unique(y_train)],\n", " 'LD2': [X_train_lda[y_train==lab,1].mean() for lab in np.unique(y_train)]\n", "})\n", "print(centroids)" ] }, { "cell_type": "code", "execution_count": 16, "id": "3a846b3c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'LDA confusion matrix (test)')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n", "\n", "y_pred = lda.predict(X_test_scaled)\n", "cm = confusion_matrix(y_test, y_pred, labels=lda.classes_, normalize='true')\n", "disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=lda.classes_)\n", "disp.plot(cmap='Blues')\n", "ax = disp.ax_\n", "ax.set_title(\"LDA confusion matrix (test)\")" ] }, { "cell_type": "markdown", "id": "292041ab", "metadata": {}, "source": [ "This identifies orders $0$ to $3$ very well (and completely flails with order $4$, almost certainly due to poor data support)." ] }, { "cell_type": "code", "execution_count": 17, "id": "8497e25f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top eigenvalues (discriminative strength): [2.97874807e+00 6.42431948e-02 3.15256533e-03 1.26095142e-03\n", " 2.28691727e-08]\n" ] } ], "source": [ "# Within- and between-class scatter\n", "overall_mean = X_train_scaled.mean(axis=0)\n", "classes = np.unique(y_train)\n", "\n", "S_W = np.zeros((X_train_scaled.shape[1], X_train_scaled.shape[1]))\n", "S_B = np.zeros_like(S_W)\n", "\n", "for c in classes:\n", " Xc = X_train_scaled[y_train==c]\n", " mean_c = Xc.mean(axis=0)\n", " S_W += np.cov(Xc, rowvar=False) * (Xc.shape[0]-1)\n", " n_c = Xc.shape[0]\n", " mean_diff = (mean_c - overall_mean).reshape(-1,1)\n", " S_B += n_c * (mean_diff @ mean_diff.T)\n", "\n", "# Solve generalized eigenproblem\n", "eigvals, eigvecs = np.linalg.eig(np.linalg.pinv(S_W) @ S_B)\n", "\n", "# Sort\n", "idx = np.argsort(eigvals)[::-1]\n", "eigvals = eigvals[idx].real\n", "eigvecs = eigvecs[:,idx].real\n", "\n", "print(\"Top eigenvalues (discriminative strength):\", eigvals[:5])" ] }, { "cell_type": "markdown", "id": "f01b73d0-95f5-44c4-bf9e-83f092e35b5b", "metadata": {}, "source": [ "\n", "\n", "## Out of Distribution Data ##\n", "\n", "Sergei Gukov asked during the talk what happens on out-of-distribution data. Given nonsense, or perhaps misplaced data, what does the model say? Let's see!\n", "\n", "Given any set of $168$ real numbers, we can pretend that they are the (normalized) coefficients $a_p$ for primes up to $1000$ of some $L$-function. (Actually, as long as these coefficients are between $-1$ and $1$, they **are** $\\epsilon$-close to some $L$-function).\n", "\n", "For example, suppose we choose random integers between $-5$ and $5$, $10$ times, and feed it to our model. What do we get?" ] }, { "cell_type": "code", "execution_count": 18, "id": "3c984e81-acc8-4982-b316-b6a56fbcc9ae", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "v_0 prediction: 3\n", "v_1 prediction: 0\n", "v_2 prediction: 1\n", "v_3 prediction: 2\n", "v_4 prediction: 0\n", "v_5 prediction: 1\n", "v_6 prediction: 0\n", "v_7 prediction: 0\n", "v_8 prediction: 2\n", "v_9 prediction: 0\n" ] } ], "source": [ "# random data\n", "import random\n", "\n", "for idx in range(10):\n", " random_data = np.array([random.randint(-5, 5) for _ in range(168)])\n", " print(f\"v_{idx} prediction: {lda.predict(random_data.reshape(1, -1))[0]}\")" ] }, { "cell_type": "markdown", "id": "664bb828-534b-42a7-a0f1-3d559e620448", "metadata": {}, "source": [ "Let's organize this better." ] }, { "cell_type": "code", "execution_count": 19, "id": "b822a916-9aeb-4ae1-a1d7-202aad98f6a6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After 10000 iterations of vectors with entries from -5 to 5: avg predicted rank is 2.492\n", "After 10000 iterations of vectors with entries from -5 to 5: avg predicted rank is 2.4833\n", "After 10000 iterations of vectors with entries from -5 to 5: avg predicted rank is 2.4889\n", "After 10000 iterations of vectors with entries from -5 to 5: avg predicted rank is 2.4902\n", "After 10000 iterations of vectors with entries from -5 to 5: avg predicted rank is 2.4959\n", "After 10000 iterations of vectors with entries from -5 to 5: avg predicted rank is 2.5008\n", "After 10000 iterations of vectors with entries from -5 to 5: avg predicted rank is 2.4915\n", "After 10000 iterations of vectors with entries from -5 to 5: avg predicted rank is 2.5016\n", "After 10000 iterations of vectors with entries from -5 to 5: avg predicted rank is 2.4798\n", "After 10000 iterations of vectors with entries from -5 to 5: avg predicted rank is 2.4788\n" ] } ], "source": [ "def uniform_experiment(lower_bound, upper_bound=None, n_iter=10000):\n", " if upper_bound is None:\n", " if lower_bound < 0:\n", " upper_bound = -lower_bound\n", " else:\n", " upper_bound = 2 * lower_bound\n", " random_data = np.random.randint(lower_bound, high=upper_bound, size=(n_iter, 168))\n", " preds = lda.predict(random_data)\n", " print(f\"After {n_iter} iterations of vectors with entries from {lower_bound} to {upper_bound}: avg predicted rank is {preds.mean()}\")\n", "\n", "\n", "for _ in range(10):\n", " uniform_experiment(-5, 5)" ] }, { "cell_type": "markdown", "id": "81e2a4f7-7fc2-433d-8498-8ff18c33fb27", "metadata": {}, "source": [ "Is it surprising that it's consistent instead of random? I don't know. Let's do a couple of other ranges." ] }, { "cell_type": "code", "execution_count": 20, "id": "e6dae8bb-178c-4843-b005-5ee7e7b12c53", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After 10000 iterations of vectors with entries from 4 to 6: avg predicted rank is 0.0\n", "After 10000 iterations of vectors with entries from 4 to 6: avg predicted rank is 0.0\n", "After 10000 iterations of vectors with entries from 4 to 6: avg predicted rank is 0.0\n", "After 10000 iterations of vectors with entries from 0 to 10: avg predicted rank is 0.0\n", "After 10000 iterations of vectors with entries from 0 to 10: avg predicted rank is 0.0\n", "After 10000 iterations of vectors with entries from 0 to 10: avg predicted rank is 0.0\n", "After 10000 iterations of vectors with entries from -1 to 1: avg predicted rank is 2.9779\n", "After 10000 iterations of vectors with entries from -1 to 1: avg predicted rank is 2.9795\n", "After 10000 iterations of vectors with entries from -1 to 1: avg predicted rank is 2.9754\n", "After 10000 iterations of vectors with entries from -10 to 0: avg predicted rank is 3.0\n", "After 10000 iterations of vectors with entries from -10 to 0: avg predicted rank is 3.0\n", "After 10000 iterations of vectors with entries from -10 to 0: avg predicted rank is 3.0\n", "After 10000 iterations of vectors with entries from -6 to -4: avg predicted rank is 3.0\n", "After 10000 iterations of vectors with entries from -6 to -4: avg predicted rank is 3.0\n", "After 10000 iterations of vectors with entries from -6 to -4: avg predicted rank is 3.0\n" ] } ], "source": [ "for _ in range(3):\n", " uniform_experiment(4, 6)\n", "for _ in range(3):\n", " uniform_experiment(0, 10)\n", "for _ in range(3):\n", " uniform_experiment(-1, 1)\n", "for _ in range(3):\n", " uniform_experiment(-10, 0)\n", "for _ in range(3):\n", " uniform_experiment(-6, -4)" ] }, { "cell_type": "markdown", "id": "400225e6-39ec-4469-8217-7e2b4d367280", "metadata": {}, "source": [ "How about from normal distributions?" ] }, { "cell_type": "code", "execution_count": 21, "id": "8e5850b2-bf38-47a6-8a85-2963a8277831", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After 10000 iterations of vectors Gaussian(0, 1) entries: avg predicted rank is 0.6823\n", "After 10000 iterations of vectors Gaussian(0, 1) entries: avg predicted rank is 0.6896\n", "After 10000 iterations of vectors Gaussian(0, 1) entries: avg predicted rank is 0.6743\n", "After 10000 iterations of vectors Gaussian(0, 1) entries: avg predicted rank is 0.6889\n", "After 10000 iterations of vectors Gaussian(0, 1) entries: avg predicted rank is 0.6911\n", "After 10000 iterations of vectors Gaussian(0, 1) entries: avg predicted rank is 0.6879\n", "After 10000 iterations of vectors Gaussian(0, 1) entries: avg predicted rank is 0.6844\n", "After 10000 iterations of vectors Gaussian(0, 1) entries: avg predicted rank is 0.6937\n", "After 10000 iterations of vectors Gaussian(0, 1) entries: avg predicted rank is 0.6909\n", "After 10000 iterations of vectors Gaussian(0, 1) entries: avg predicted rank is 0.6833\n" ] } ], "source": [ "def gaussian_experiment(center=0, stddev=1, n_iter=10000):\n", " random_data = np.random.normal(loc=center, scale=stddev, size=(n_iter, 168))\n", " preds = lda.predict(random_data)\n", " print(f\"After {n_iter} iterations of vectors Gaussian({center}, {stddev}) entries: avg predicted rank is {preds.mean()}\")\n", "\n", "\n", "for _ in range(10):\n", " gaussian_experiment()" ] }, { "cell_type": "code", "execution_count": 22, "id": "6d77dda9-a2e4-47bc-9ea7-eaea42bb5b83", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After 10000 iterations of vectors Gaussian(0, 2) entries: avg predicted rank is 0.8428\n", "After 10000 iterations of vectors Gaussian(0, 2) entries: avg predicted rank is 0.833\n", "After 10000 iterations of vectors Gaussian(0, 2) entries: avg predicted rank is 0.8387\n", "After 10000 iterations of vectors Gaussian(-1, 2) entries: avg predicted rank is 2.9974\n", "After 10000 iterations of vectors Gaussian(-1, 2) entries: avg predicted rank is 2.9983\n", "After 10000 iterations of vectors Gaussian(-1, 2) entries: avg predicted rank is 2.9985\n", "After 10000 iterations of vectors Gaussian(-1, 1) entries: avg predicted rank is 3.0\n", "After 10000 iterations of vectors Gaussian(-1, 1) entries: avg predicted rank is 3.0\n", "After 10000 iterations of vectors Gaussian(-1, 1) entries: avg predicted rank is 3.0\n", "After 10000 iterations of vectors Gaussian(1, 1) entries: avg predicted rank is 0.0\n", "After 10000 iterations of vectors Gaussian(1, 1) entries: avg predicted rank is 0.0\n", "After 10000 iterations of vectors Gaussian(1, 1) entries: avg predicted rank is 0.0\n", "After 10000 iterations of vectors Gaussian(1, 2) entries: avg predicted rank is 0.0\n", "After 10000 iterations of vectors Gaussian(1, 2) entries: avg predicted rank is 0.0\n", "After 10000 iterations of vectors Gaussian(1, 2) entries: avg predicted rank is 0.0\n" ] } ], "source": [ "for _ in range(3):\n", " gaussian_experiment(0, 2)\n", "for _ in range(3):\n", " gaussian_experiment(-1, 2)\n", "for _ in range(3):\n", " gaussian_experiment(-1)\n", "for _ in range(3):\n", " gaussian_experiment(1)\n", "for _ in range(3):\n", " gaussian_experiment(1, 2)" ] }, { "cell_type": "markdown", "id": "b2b74a28-275e-4dc7-9b53-4b5339c38434", "metadata": {}, "source": [ "I notice that there is a very strong relationship between having lots of large magnitude, negative coefficients and having large predicted analytic rank. This is very consistent with BSD-type conjectures, which include the conjecture that\n", "\n", "$$ \\lim_{X \\to \\infty} \\frac{1}{\\log X} \\sum_{p \\leq X} \\frac{a_E(p) \\log p}{p} = - r + \\frac{1}{2}. $$\n", "\n", "Thus we should expect a preponderance of early negative coefficients to lead to a larger rank. The LDA has picked up on this broad pattern." ] }, { "cell_type": "markdown", "id": "6ab2ff09", "metadata": {}, "source": [ "## Mestre Nagao ##\n", "\n", "Let's look more closely at how much of the Mestre Nagao sums have been incorporated into this model. We compute the sums\n", "\n", "$$ \\sum_{p \\leq X} \\frac{a_p \\log p}{p} $$\n", "\n", "and compare to the projections onto the principal LDA axis." ] }, { "cell_type": "code", "execution_count": 23, "id": "1bd9a9d9", "metadata": {}, "outputs": [], "source": [ "primes = [p for p in range(1000) if is_prime(p)]\n", "primes = np.array(primes)\n", "\n", "\n", "def mestre_nagao(X):\n", " logs = np.log(primes)\n", " return (X * logs / primes).sum(axis=1)\n", "\n", "\n", "C_train = mestre_nagao(X_train)\n", "C_test = mestre_nagao(X_test)" ] }, { "cell_type": "code", "execution_count": 24, "id": "27f53263", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pearson correlations between C and LD axes (train):\n", " LD1: r = -0.9589\n", " LD2: r = -0.2654\n", " LD3: r = -0.0488\n", " LD4: r = 0.0159\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Mestre-Nagao vs LD1')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TKBT4nd/5nYv90oQQ4ryT4CuEEFeRN7/5zXzrW9/iS1/6EpqmcfPNN/PlL3953iQFIYS4UkmPrxBCCCGEuCpIj68QQgghhLgqSPAVQgghhBBXBenxPQnP8xgdHSUWi53R9qVCCCGEEOL8UkpRLBZZsWLFvE1wFpLgexKjo6OsWrXqYr8MIYQQQghxEkNDQ/T09Cx7vwTfk4jFYkDjGxmPxy/yqxFCCCGEEAsVCgVWrVrVzG3LkeB7ErPtDfF4XIKvEEIIIcQl7GRtqbK4TQghhBBCXBUk+AohhBBCiKuCBF8hhBBCCHFVkOArhBBCCCGuChJ8hRBCCCHEVUGCrxBCCCGEuCpI8BVCCCGEEFcFCb5CCCGEEOKqIMFXCCGEEEJcFST4CiGEEEKIq4IEXyGEEEIIcVWQ4CuEEEIIIa4KEnyFEEIIIcRVQYKvEEIIIYS4KkjwFUIIIYQQVwUJvkIIIYQQ4qpgXuwXIOYbzlaYKNTpjAfoSYYv9ssRQgghhLhiSPC9hAxnK3xrzzDpskVrxM/bd/RI+BVCCCGEOEek1eESMlGoky5bXNsdJ122mCjUz+g8w9kKewezDGcrS/5dCCGEEOJqJBXfS0hnPEBrxM+BsQKtET+d8cBpn2Nh1XhTV4xH+yaxXY81qYhUkYUQQghx1ZLgewnpSYZ5+46es+rxnVs13j2Q5sWRHMPZKquSYQYzZSYKdQm+QgghhLgqSfC9xPQkw2cVTOdWjX2Gjs/Q6UmGGcpWuDHackZVZCGEEEKIK4EE3yvM3KqxUor/eHGMo1NlNnZEuWfHqlMO1TJdQgghhBBXGgm+V6DZqvFwtoLSIOQ3aI8H6UoET+nxMl1CCCGEEFcimepwBZso1HFcxWs2tuO46pSnRJyr6RJCCCGEEJcSCb5XsDOdEnEupksIIYQQQlxqpNXhCnY2UyI2d8dQQHs00Kz4SruDEEIIIS5nEnyvcKc7JWJuf69paGgKbE9Jr68QQgghLnvS6iDmmdvfO5arMZqvSa+vEEIIIa4IUvEV88zt7+1uCaIppNdXCCGEEFcECb4CmD+3d25fMHDSHmGZ+SuEEEKIy4EEX7Hk3N7ta5LN+08UZmXmrxBCCCEuF9LjK85qbq/M/BVCCCHE5UIqvuKs5vae6LHSAiGEEEKIS4kEX3FK836XC7HLPVZaIIQQQghxqZHgK4ATz/s9WYhd6rFzWyAOjBWYKNQl+AohhBDiopIeX3FSZ9LHK9seCyGEEOJSIxVfcVJLhdiT9e+eqH1Cen+FEEIIcTFI8BUntTDEAnz5yX7GcjW6W4K8Z+daAPaN5NGArSsTzfaHhcH2VHt/JRwLIYQQ4lyT4CtOydwQ+8j+MfYOZAn5DUZzVa5pj3J0ssSewSwA23uTvGfn2iUD66n0/g5nK3zliX6OTJeIBUzuf/VadvSmzv8XKYQQQogrmgRfcdrUgr/nqjaj+RohvwHAWK627GK2k/X+Dmcr/MsLozx2eIqa7VK1PQC6EkGp/AohhBDirEjwFadt28oEO9YkGc3XuK47yG1rU6SLdUZzVQC2rAguuZhttn1h54Y2NE1bsvf3W3uGeW4oS6ZsoesaIZ9Ose7IVAghhBBCnDUJvuK09STDPHDn2nk9uF2JILesS5EpWaSi/kWP2TOQ4Zt7hrBdxZpUeMne3n0jeQ6OF9ncFWckW6Vmu8SCPq5pi8pUCCGEEEKcNQm+4owsXLg2+7+/tWeYPYNZHj04yT07VrGjN8VwtsI39wyxeyBDKuKnYtlMFNrpSYabVWClFLv6M4zmqozmqmxfleSG1S2kon62zSyWA1n0JoQQQogzJ8FXnDMThTqDmQr5qs1wtgI0enMnCnXyVRsUHJksUbVCKKXmTXioOy6263H31i72Ded5/ZYO/tvW7nnnl4kQQgghhDgbsoGFOC3D2Qp7B7PNYDtXZzyAz9AYzlZYlQxju14zgCZCPtBgdSpCLOCjb7zA44emGcxUuLY7ju0qfIbOeL7G5q4YW1cmFj3v3OOX20hjNhx/5/kRvrVneMnXKYQQQoirk1R8xSk7la2L79mxCgDb9ViTijSrrvfsWEW57nB0skze8XhozzDxkI/pUp2K5XBtV3zJRW/D2Qr7RvLs6s+Qq1j0T5VJl+uL+n5nq7xTxZpslSyEEEKIJUnwFafsVGbwdiWCvG5zx7yNLAB29KaYKtX5l+dHSUX9PHN0GsPQqNqNFoedG9qabRGzZoP2wfEio7kqr1rfyoGxAgHbQGksOi5dtvDpGqahyVbJQgghhFhEgq84Zacyg3duRXhhu8K2lQn6xooMZiqEfAaZssXatiiJmcrvk4en51WTZ4P2tp4Eo7kqPxnK4TcMblzVwmC6wv6RPD3J8KJAvqkriq7pbOyMSrVXCCGEEE0SfMUp60mG2bmhjUMTpSVD5ckqwnO3Pp4s1Hi0b7I53kzBvMfuH8kD4NM1xvM1dqxJsr4jwtNH03z/wAQ+Q2PXsQxbVybmBXKfrnF0qozjKiYLNdn4QgghhBBNEnzFKRvOVppV2aVC5cKKsFKKvYPZeT27c8egbetJsH8k39gJTkHdcdk9kKYl7GfXsQy2pzANjU1dUdqiAdqiAZ4+msZyPDrjYbLVxgK37WuSzUA9Vazx1JG09PgKIYQQYhEJvuKUnU5FVynFk4enGcyU8Rl6c6YvMG9278GxIoOZMqO5Gi1hHz5dw29oTBbr3NLbymOHJhlMl0mE/PgMDcdTbOiMMZytkAz7mCzWGM5WmoF6OFvh4FhRenyFEEIIsYgEX3HKlurxXTgzd/bP3sEsg5kyE4U6w5kK5boDwHSpzg9fnqRQdzB18Jk6HfEgLwzliId8HBgrMpytYTku/VMlRnI1HE+xri1CW8xPIuTHdhVhX5SQ3+TpI2n6xorNCRNzw/dSWyLLfF8hhBDi6iXBV5yyhaESWHa8WWc8gOV49I0VCPpNDo4V+epT/RTrDgfHiqxIBKnZHus7Ijw/mGW6WGeqWMf1YKWmkS7VqbseVctFA14czrGjN8Wv37meqVKd/qkShydLXNudZPdAmscPTbOxM9och7Z9TXLeax/OVvjKE/2M5musSAR54M61En6FEEKIq4wE3yvY+ahwzu3R3TuYXdT6ADSf8/b1rRwcKxILmhRrDsW6QzLso2a7lOsOhq5j6nA8XabmuGhoeJ4iX23s5OZ6HgpQgOc1dn07OFbg6HSZY5NlRnIV+saLlOsOfeNFULCqNUwi5JvXWgGwbyTPnsEsIb/BaK7KLetSEnyFEEKIq4wE3yvUqW7vezaWWsw29zl3bmjjro3tjOZrbOwwURo8dzyLpkGh5tAa9TOYqVKoOfgMA9v10HSNuuOh6xq2M//5pksWf/S9Q8RDBtGAj6FsBQ0arQ9+A8vxcFFYjsd0yeId2+t0xIN0xgNoC177wr8LIYQQ4sonwfcKdSqbTZytha0PC59T0zQeuHNt8/4f9U3y3GCWlS0h8lWHWNBkfXuUvvEijuOiaRAP+uhuCTGSreIaCtfx8GaeTwHFqo3teliuwnEVAZ+B67goBa5SjOVqtEb8HJoo8IePHCQR9rGhI8a9t6xie2+SY5Nl2qJ+2qKy6E0IIYS42kjwvUKdbLOJc2Vu6wNAa8TP7oE0PkNHKTXv/rZoAJ+hAxA0ddqiATJlm/aYn5awn0rdIeg3yVYsAj6Dmu2RCPsoVGzcmfObpkY0YBA0dfymga6BQWOL5LDfJBIwcDyPiN9kIF0mX7UZylRIRXzc2puiXHewXY8nD0/LjF8hhBDiKiPB9wp1oukG5/M5d25oY3RPFdttjDMD0DQNpRTTpTq6DqWaQyrq563XryBTthjPV5ku16nbHpGADxSU6zYeilLNBr3xRlUKgj6DLSsS/NS1Hfzg5UkOTZYImg6mofP6zZ2kyzVsVzGeq6Gj4fcZ5MsWzx7LkK00qsXXdMTYN5xn/0ie8XytuSHH3J5gIYQQQlx5JPhewRZWYy8ETdMImAY3roqzeyDdDMGjuSoBn46nFHdubKdiOXTEg40e3ESAQs0mU7Ko2Y22BctV1O1Gk4MCAmZjhq/rKSYKNTZ3xdHQqNgu69sj7B8pkClbrGgJs749wvF0hYrtUqo5hAMmW1bEGcnWsFyXF4cbu8L97dMD5Cs2jlIkw34+fPem0w6/MiJNCCGEuHxI8BXn1Lztgw0d21V0xgK8NJpnR2+SXNkmXbLY3BWjMx5gPF+jUHOYLtYxdI2RbJVo0KQt4meiUGMm+2I7Cg9wPcWRiSKf/34f3Ykw+YrNs8cybOqKcd2KOC+PFTg6WWS6ZNERCzQX3T03mMP2XMp1F9tVhHw6B8eL1B2P7auTTBQbld/TCb4XYgGhEEIIIc4dCb7inFp697YKybCfdMliVSrEtd1xrumIMp6v8eThaTxPYRg6rRE/luOxMhkiW7HIVw082wWP5gK36kwS3nUsQ0ukRGc8SMXyyFYsnjoyzeHJElXLxXJduhIhfLpOLGRStV2Cfp1yvY7fNMhVbQKmgeO6PHc8y5pUmI2d0ebXcSqV3AuxgFAIIYQQ544EX3HOzW2x6EoEmSjUmSzUeLRvknzV5onD0xydKjUrwq/Z2EG+apMI+dmyIs5btnUzXapzZLLEDw9MMJyr4nmK6bLdfA7bg3TJIl91WJEI0j9dpmZ7lCwHx1UAjGSrhP0G69pbmczXKNUdEiEfjqfwG423fms0QM3yCPkNpop19g5mm6/VdhVrUuFlK7kXagGhEEIIIc4NCb7itJxuT+vsMX3jRWzXY21rhB9OT3JNR5ShbAVD09g3nOf6FS28fksHW1cmgEav8NaVCda3R/mbJ45xbLqERqPfl5n/ugpcx+N4poKpg67rOK5qHmdo4KjG7GDL8TANDV032L6qhdvXtfLDvkkOTRSJBE2GM1X+f/91iHXtYY5NVSjXbHrbGxXg5Sq5F2MBoRBCCCHOnARfccrOpKd19jGDmQqjuRoVyyHsN9g7mAGloWvQHg8QC5ooYN9wvlltTYZ8FOsOU6U6NdubF3znchXMNADDnGM8wERhO4qq7RFEp2K5rGgJ0hYLcPPqFvJlm77JIgCFrI1SHuOFOkGfQd9YgVTYd8JK7sVYQCiEEEKIMyPBV5yyM+lpnX3MLb0pdg9kuKU3hac8njycJhX188zRaQKmzr6RHMczZSYLdRxPsaEz1pjy4LikIn7yVbvZ37sUV0HYr1OzPcI+A7+pU3M8wj6dfNXG9aBquVQtl28/N8oPD0wRCZgUaxZVy8VTjcDcP10BIBH0EQqZ3L6+dcmvUaY5CCGEEJcfCb7ilJ1JT+vcx6xJhXnNxjYAposWB8YLWI5i/0iBuuuhFEyV6gRMg8MTBW7oaaHDH6BvvEg0YFKxHGx3+eeqWI1gXLNdFOB5HtmKy0zLL64CTYNcxUIphaZpDGWqzfsBTEPDdhTZisXq1jCbuuLAK0F3dh7xrmMZbE8tqnxLIBZCCCEuXRJ8ryJnG8pOp6d17nMt9Zi37+jh8UPTgKI1GuTJw1NkKhamrlFzXOJBk7dcv4JtPQn2j+Q5PFnkwV1DjBfqaCiUarQyeKrRyzs3vHozAbcl7Ge6WJ/3ugxA1zXKlkPdcXEW9E7UnUaPcNX2ODZV4sHdQxwcL/CToTwTxRqFik0i7CNbtrl7axfj+RoThcZz7B/JLxuIhRBCCHHxSfC9SpyrmbOn0tO6ZyDDN/cMzZuK0BkPNAPi7G5pybCPa7sSpMsWt61tZThXoX+qTGfYT2csQEc8CEB7LIgCrlsZpyVSYyxXbbQmKEWu6jRDb3NRmw6GplF3vGaw1QAdYGYXOZ+h4y3RMKxrjSDdCM8au45l2D2QZrpkEQ36qFkOd7V1MJGv818vTbAyGWSyUOOJQ1McHC8ymqvOC8QLv1dSERZCCCEuHgm+V4kLNXN2OFvhq0/1s284T0+qcf4f9U3y4nAe21WYusbhiSIV2yUZ9vPuO3obu7fFA+wbzvNnPzxM1XapOx4HRvN85ck000WLSMCgLRKAFg2UYihTpVhz5j23ohFwQ36DoE9n7lI4xcydSqEbGrqmUbHm900EDA1N17BsD0WjJ7ime7iuR7nuYjkehq4xOF3C8RTjhSrFuo3GKD5TZ1tPgtFclX3D+eYGHQu/N7LhhRBCCHHx6Bf7BZyuP//zP6e3t5dgMMhtt93Grl27lj32a1/7GpqmzfsTDAYv4Ku9dFyombP7R/IcnSrhKugbK5AvWzxzNM0LQznyVZvDE0UyZYst3QmyFYtsxWb7miQAx6bL+A2dDR0xAqbOf+wf46nD07w8VmDXQIY9QxkKVRvT0LE9teSEBw0o1FymSxaTRXvefZ5qjDerO4pi3V30eNdT2LaHRyMoV20Hx/Ww3cZECV1vLHpb0xbFdhsL4sp1h2PTZfIVm8cPTeKhSEV87NzQtijUzv3wkS5bzQq4EEIIIS6My6ri++CDD/KhD32IL37xi9x22218/vOf5+6776avr4+Ojo4lHxOPx+nr62v+XdO0C/VyLykXauasAvyGQXvMoFQz2NAVZbJYZ1UyzFC2Qk9LCICfDGcxNI2B6RL/8ONBnjoyzU+Gc2TKFgPpMu3RAOGAiWnqVKs2roLhTJWxXI32WICqtTi4wis7vLlL3LnU8XMt7Pe1XLDdV57HdRVoUKnbOG6j1SJbtXE9Rb5iU6jaWJ5iLFfFdhVdieC877NseCGEEEJcXJpS6mR54JJx2223ccstt/CFL3wBaKzaX7VqFe9///v56Ec/uuj4r33ta3zwgx8kl8ud8XMWCgUSiQT5fJ54PH7G57nYLlRv6XC2wlee6Gc0X2NFIsibr++e2ba4jM/QuWfHKqaKdf7uxwOMZCvUbIVP1yjVHRRQt10CpkEy4mN9e5TBTJmxfJ267WKaOvU5I810Xgm6J6IBAVOjtjDZLnPsckdpNHqAgz4Dn6mjPDWzEK8xb1ibOcZn6Kxtj3DPjtW8ZuP8yq/0+AohhBDn3qnmtcum4mtZFnv37uVjH/tY8zZd13nDG97AM888s+zjSqUSa9aswfM8br75Zv7v//2/XHfddcseX6/XqddfuQRdKBTOzRdwEV2I3tK5ge6BO9c2R39pmsbODW3cqbU3w97ewSyJoJ98wKZuW2i6hqsa0xTqrsJyHWzPY11blAdevY59Izn+/cVxSvVGT+9sOD2V0AvgNzXaogGGc7WTHnuiaDy7W1zNdtG0Rkj3FBRrNran8LzGa7M9xUiuyiP7xzg8WeTWtSm2rUw0FwYu972XUCyEEEKcX5dN8J2ensZ1XTo7O+fd3tnZycGDB5d8zKZNm/jKV77C9ddfTz6f54/+6I+44447eOmll+jp6VnyMZ/5zGf41Kc+dc5f/8V0vhe2vbI72ytV3a5EsBm2a7ZLb1uY29Y2NoPojAdYkQgyMF1GAQFTZ3UyPDOnt0Yk4ANNUbFdNnfHSUX9HBwrMpgpk600wm/A0FAorBPM9W1SkC7XT7lCfDKuglL9lSf2ZkagmQYYuo7jehQqNgfGCgyky4zlavSNFZf9wDGcrfBY3yTPHE3jM43mJAwJv0IIIcS5ddkE3zNx++23c/vttzf/fscdd3DttdfyV3/1V/ze7/3eko/52Mc+xoc+9KHm3wuFAqtWrTrvr/V8Ole9pcPZCvtH8ihoVjChEawHM2UKVYehbGPns9dv7iBdtgj5Db770jjPHtN5/NA0H757Ezt6Uzxw51puWZciU6rTGg3QFg1wcLzA154aZLJYQ9c1In6DyUKNXQMZao6LQiNoatgzDbyn2qRTdxWcSkA+Q2rmT9RnUq47jdnCpkambOG3DEp1mwPjeSYK7QDzqrqzrSGPH54mW66zqTvePEaCrxBCCHFuXTbBt62tDcMwmJiYmHf7xMQEXV1dp3QOn8/HTTfdxJEjR5Y9JhAIEAhcWYuOzsXCtuFshS8/2c/egSwAO9YkeeDOtc0Krs/QG4vXkmFstzFxoTXi55ljaSynUfGdLNbY1Z9G0zQ64wHetLV73nN0JYK8eDzPc0NZSnUHx1M82jfJeL5GPOQjU7ZZ3RWjb7yEroHjKNoiPqbLjekNJ+rPvRCKNQddh6jfoGa7BHwGtuPx3PEsyXCAA6N5Hn6xUQHubgnynp2NlpDRfI1o0KBqmwxnKvQkQ7LwTQghhDgPLptxZn6/n+3bt/ODH/ygeZvnefzgBz+YV9U9Edd12bdvH93d3Sc/+ArTkwyzfU3yjKuIE4U6Y7kaIb9ByG8wOmfHMoAbelpY2RKiVLexHJf2aGPHtjs3tBE0DfrGi5RqDk8cnubvfzzIt/YMMzxTHYZGsH780DT5uk1L2E/VdilbDoPTZV4eK3BgrEC57jCUruC4HjXbw1WQLtsEfdpM68PFZ86E+mTYj09vRPGwz8TzPHYPZvnhgQmOTpV45ug0+0fyzbYPz4NY0GBbT4J7dqySaq8QQghxHlw2FV+AD33oQ9x3333s2LGDW2+9lc9//vOUy2Xuv/9+AH71V3+VlStX8pnPfAaA3/3d3+VVr3oV11xzDblcjs997nMMDg7ya7/2axfzy7gsdcYDdLcEGc1VAbiuu7HpxNz+3ol8jVLdoVBx+Pd9Y7xn51rWd0RZ3RYmYBocmywxkq0S8psMZirNy/mvnKPCUKZCoWaTCvvJlC1SYT9Bn86W7jgHxgsEDB3b9ShZjW5dBZiajnVOunfPjgJsV+EqRVsswFiuiq5rZCsWsaDJkYkik0ULTWtssnF4skh7rDH54pZ1KY5OFtHPcNyeLIwTQgghTu6yCr733nsvU1NTfOITn2B8fJwbb7yRRx55pLng7fjx4+j6K0XsbDbLr//6rzM+Pk4ymWT79u08/fTTbNmy5WJ9CZetnmSY9+xcy21rU/N6fPcOZkmXLTriQfYOZIkGTWJBH2O5GvtG8uzqz1CzPDIlm6BfpzMWYjhboS3a0rycP7v47pbeFBXLoVCz8TyFrmm0xwLkqzZHJopEfCZr2yPsG841gy9A6ZRWuF0YHnA8XSUWNCnWHVwPTL2xeUbZcgn5GsHd1OC5wRy7B7LEAia3r2vlicNpshWL7708wdu39/DaTR2nFGJlRzghhBDi1FxWc3wvhitlju/5Mrfi2z9VpmZ7+E2d7b1Jblub4qkjaUJ+g139aZJhPy1hX3Pyw47eVHPB3K5jGWyvMdN3olijb7zIVKmORmPrYL+p0xEPcvPqJHXb4ZGXJrCW2qXiEmUAoYCB5XoYmkYi5MNv6liOR6nukAr7UGj0tkX4yVCOde0RXruxg50b2po90cuF2b2DWb7z/EhzasfP37SyuRueEEIIcTW44ub4igvndC6bz104p5RqhtWtKxMA7DqW4cdH01iOhxaG7WuSzUrm3EqlaWjccU0rmZLF08emmS7VKVQd0BrTG2zXpVC12T2QoTXiJxr0kStfCg0Op8alMf8XNMKBRuCtWi5V28VxFbbjEvSbPH88i+uBrmkcGM8zmq8SMI0TVnJlRzghhBDi1EjwFfOcyWXz2U0ZhrOVRdXJW9elODpVxvY8hnNVXhzO89pNje2lG2PQKoT8BscnK9y6NoVCkavYWK7XDL0ajRaCqZJFtmKRKVm0RHzkyuf5m3GOOR6Aau7ypmuvjGbTdZ2WkA+/YRALmZTqDgGfTtX2uG1tK+MziwmX+llcqO2ohRBCiMudBF8xz2wY7YwF5i1AO5k9Axm+uWcI2/VYk4o0A/PWlQk6E5O8MJRjVTKM7XrNcyql6BsrMJyr4jN1/u0Fg6rVqOzWnUYfrK3mjyjTFNQcl2wZtIs9v+wMzWR6PBobX2gaaJrG+vYoa9oijeDvNPqWhzJVvrt/nB1rkies5J5oRzghhBBCNEjwFfMopRjNVXlpNE8y7Ge5FvC57RAAX32qn33DeXpSr2xqMRvG7tnR2ABkNhQrpdg7mKVvvEjZcjB1DZ+uMZAukylZjUkNhoapa2iumtfLayswPIXP0IgHTbJV5/x+Q86T2U0vZv8SD5q8Y8cq2mMBDk2UUEpxcLxITzLMs/1pfKberPrOrerKNAchhBDi1EnwFfNomsaKliA3rm5hslBDW2K81sJ2iPZYgKOTZVwFfWMFkuHWedXJHb0puhLBZh/wk4enSZctMuU6pqET8htUbY+gT8fQG+0Nnqca1d4FwdvQwGdoVCznsqz2LkspHnlpjMlCHb+po2saharNVLFOzfH4z/1j/PDgJN2JIF2J4KJtoWWagxBCCHFyEnzFPJ3xAGtSEQYzFXyGvmTFd3b82OwUAZ+p4zd12n1+ijWd29e3Lgpgs9XfR/aPcXC8yLaeBKW6zeauGMW6Qyxg8tbrV/DQniGePDyF44GGIug3sOeMK/NUY1audyWFXmCiaPHIvnFsTxEwG9/3oM/AdhWxoEmp5jBh1Zgo1ohMGMAr20J3JYLsG86zfyQvwVcIIYQ4AQm+Yp6eZJidG9oYnenXffLwNF2J4LxAtXCKwG1rU6SLja13b14dbC5eW3gZfs9Ahn/7ySgD6RID6RLr26O89foVdMSDzYkQhgGmaRDUtGYbhKGBqWtYM1shn2iKmQ6XzaSHuRRQn/nCqnbjK0iEdUo1i6rlNr+muuPguYrB6TJHp8pkynWePjqN7XpMFqscmSzy8zdJ5VcIIYRYigRfsYimaQRMgxtXJTkwVli0wG3hFAFoTG+Yu7HFwnaInRva+OaeIQ5PlogGTCYKNUayVXYNZHjLtm7+48Ux9gxmmSjWcFwP3dTQNTB00LVXQuHJXI6hdzkTBWvRbYYGtvKYLNZ5cTjH0ckSuYpN2bIZyVY5NFFiMF3lA2/YcNrhV/qFhRBCXOkk+IpFTmUu7NwRZnMD7raZ+b0L2yEOTZSwXUVPMsyBsTylmoOmaTx+aJL2qJ/RfA1da0xt0DSwHIVp6FiOwr2S0uzZUhAP+oiHTFqjAV4cylGzHWp2Y0JE1XZ5aTR/ytM4Zsnub0IIIa4GEnzFIieaC7uwKjg34D52aJK/f2aQN2zppCsRnBeeN3ZGmSzUGMxUSIX9ZMs26VIdTdPIVixWJIIcnihSsR0Cht4YZ6ZreIBhgOaduMXhahHw6axKhHAUPHl4ilzNoTqzfbMCPA+CPuO0N7FY+EHldIOzEEIIcTmQ4CuWtNRc2KWqgrPV4ccOTbJ/pMChiSLPD+X48N2bFoXnrkSQfSN5POUxlK0SCRhULY+WsJ+fu3ElyaiPbzx7nGzZxmfqKBoVYB1AawTfy3R07zlTdzwGMhXu3trFnoEsGh5BU6PmNL4rhg4bO6Onfd7OeADT0Hj80BTdLcETBmdpiRBCCHG50i/2CxCXj7lVwXTZalYF376jh7WtEfymxg09SbIVi0MTJXqSYbavSQLwyP4xftQ3ya7+DDXbJewz0NDobQ1z29rGFIgNHTHCfoNo0EQHViRCdLeEaIsFMfTGWLWrOfRCI/xnKjYP/2SUYs3GcWmG3ljAIGjq9E83PqAMZytAI6juHcw2/z5r4e3azDdXO8E3efbDz3eeH+HLT/bzn/vHFp1XCCGEuFRJxVcsa89AhkMTJTZ2RtnRm1q297cnGeYNWzp5fijHy2ONjS82dkYZzlbYP5LnX18YpW+iiO16hH0mP3PjCgDWtkZ5w5ZOdvSmgEaojfh9xII+smULv6ExnKvieKoZ7kRDse5Srrv4DPAbGq6ncD0PNI14yGAwU2aiUGc8X1tyR72F1fvN3TGyVZve1jATxfqyrQ6zH366EkG+u3+csVyNvrGi9AQLIYS4LEjwFUvaM5Dhc9/tI1uxSIb9fPjuTezoTS3b+7ujN8WH797UDMqzmys8P5TlxeE8uqZhGhquZ/P4oSm2rIjzy7evmXeObSsT7FiTZDRfY2VLiJFsFdv1mj2sYj4PqLsACh2oOwqlFE8fTbOhPcZkocajfa9sFz0bhhf2Zh8YKzBdqp/Sjn2zH372DecB2NaTaO4oJ8FXCCHEpU6C71XmVPszD02UyFYstnQneHksz6GJEjt6U0v2/s6au0Pb/pE86bLFymSYnwzl0HSNuu0SDPkI+PRFl9NnX9ebr+9G0zSUUvz5o0dwPIU209ir05j4YOqzgU/M8qDZB1Kte2QrNsemy4znqxRrNs/2T7NtZUuzSt8ZD+DTGz298YBJoWoTMHW2dCeo2s6SO/bBKwsf94/k2XUsw3i+tuzkjyuJ9DULIcSVQYLvVeR0RlZt7IySDPsXtS6c6Jf/cLbCl5/sZyxXIxY0iQZNShWb3tYIoHAUpMI+blvbyr7hPPtmdhqbfdxLo3lMTeNXbu/lTdu6ecO1nRwaL1C2XfIVh6DPIODTAUW94pzfb9ZlzAMGMxX+8dlBclWb4synhBeH8+wbfmV3t2Ld4Xi6QsV2GMiUGcnVGMpW6IgFmSzU2DuYXfJnPfvhZ+vKxFURBk/270ZCsRBCXD4k+F5FTmdk1XKtCycKzftH8uwdyBLyG4zmqtx7Sw+bu1c0L7nnqzYT+Rrffm4Yx/WwHJf2aIDpUp3HD00yWbCwHJepkkV7LMCmrhghv4/pUmMjh5rtYugQ9MmazFMxlKvN+3vZcvnGs4OgwROHJnn66DRVy6VsOei6hqYpNnTEyFdtvrlniIBp0N0S5D071y75PjlR9f9KcqJ/NzL/WAghLi8SfK8ip7IxxVw7elPNhWd7B7MnDc0Lu0JT0QDb1yTZO5glYBrctTHJv7wwzHjeBk3jJ0M5vvpUP3esb6VmKxzPI+Q3KdcdDk2UUEpRqtvN85mGRt3xKFvS53Cmnj2W5uhUiWLNoWK5aDr4dJ1yzSEWNDmeqVKs2pQsh5UtYUZzVW5bm7qqw9yJRr3J/GMhhLi8SPC9ipxoY4qTOZXQPHdx2nXdweYubnMf2xYNMJ6vU7Ndgn6TUs0lFQ1w48oETx9Lo4COeIBk2MfDL45SthwcT6EAy1UEDPBknu8ZszyYKtaBxvdRueDX4boVcbavSbJrIINSiulynclijbZoAMXlfTn/XLz25Ua9ne6HSSGEEBeXBN+rzJlenj6V0NyTDPPAnWsXHTP3sUopvrlriL3Hs/gMnXUdEbatTLBtZYIf9U1SqNrcurYVTdPwmzrtkQCD9QoBAxQa7sy0AQm9Z85eMCRDoehKBLhtXSuDmQrHMxXaY0Fc12N9e4T2aKB5Od80NG5dm2LbysRlEYDPRSvCRKGO7Sm29STYdSzDv7wwws/duLL5b+lMP0wKIYS48CT4ilN2KqF5uWNmbx/OVnj9lg6uX52gLRqgLRpoBuJruxPNitn+kTymrlOYaXUI+kz8po7jePh8OlNFS8LvOVK1Ff/18iT5qsO13TGmCxFKtkN7NMD9r16LpmmX7eze5VoRTqcKPDsB499eGCVTsZgoVpkuWc3e56ul11kIIa4EEnzFBbNo04SuOE8enmYwU2E0V2VFS5CWsB9NQbZqcWSySNVyMQ2NiuWQioQJRQ0KdZuQ36Aivb7nTMVyefpomulSnbrjETAa399nj6VJhH2Yhtac3bu6Nczzx3P4TK1Z+TyfzqZVYalWhNOtAvckw9y6LsVLYwWCfp2AaTCWk9nFQghxOZLgK86ZkwWUhdW3QxMl0mWLzliAl0bz3Li6hYNjBfJVGx2NwXQVy/FoifjJV2xMQ6MrEWSlHmQ4W2OiUCNTsZd4JeJ0VSy3sVmI7TKaqRIKGmRKNrsGMnTFA2xfleLODW385HiOx/ummCrXGUiXGJiu8IE3bDhvAfBsWxWWakU4lYWaC21dmeC67jh7BrNULZctK4LSzyuEEJchCb7inDiVgDK3+mYaGkp5+HSNiWKdZNjPwHSZfMVmqlgnU7YI+g10Xadad/GbOkGfwaHJIqChaxDyG2yI+PGUon+6guzvduZmFw/uHy4A4M18oNBofGAZL9V4XdRPb3uY/WN5fLpG1fZ47niW/SOvzAY+14vgzsXUhIWtCGeyIG22f/2WdSk0GkFYqr1CCHH5keArTuhUg8ypBJSFu37tGcxiOR63r2/ll25bzaGJEo8dmiQW8pE/niUR8uE3NCJ+g7Lt0T9VJuDTqTseYb+BqWmsSoaJhUyGshWk8+HseTTC7iwFlOou6WKdHx6YZKJYo1x3qNkukYCJz9Cbvdan8uHndIPx6YbUUzn/mS5Ik15eIYS4/EnwFcs6ncvMJwsocwNJeyxItmpRqDoMZStEAiav3dQBwL+8MMJIroKpa1Rtl6DPQNN12mM+itXG7FlT18hXbFYmQwxmK1QnXDwp954zSy0arNku+4bzzX7fde0RokEf17RFm2PrTvbh50zaFpYLqUsF3NM5/+UYYi/nkXJCCHGpkOArlnUqVdy5v4yXq6ItDCQ7N7ThM3SGshV6kmFsV7F/JE+mbBMwdVrCfsoz2+y++po2nj2WoVCxWZUMMZgpU7EaKXe8UCMW8KHroOkauDLn4XzQgELNwVMOug6Oq9jcFeO6FS2kov7mcct9+Jl9j0wWa2fUtrAwpC4XcK/kzSRkhzghhDg3JPiKZZ1KFXfhL+Pta5KLzrMwkGiaxj07VgFgu4qWsI9dxzJkqzajuSrTpTpBn4HtKY5MlVjdGqZmu4zmqkAjiIUDJiiwXY9C2caRiu95o4BSzUHTYCyvQMFjB6d5YSjPpq4Yu49luHVdiq0rE4s+/Mx9j5iGhk/Xznqzh+UC7pW8mcSVHOqFEOJCkuArlnWyXshT/WW8VCDpSYbpSgSZKNQ5MJbney9PsKolRDRgUrVd2mMBijUHU9NoCfuxHJeq5VKsOWQrNsWaQ9ivo1wNDdBBFredR1XHm9ktT2HoOpmqQ7pSJxIwODBaZDRf4+BYkZ0b2pguNaq74/kahyZKDGbK3NLbymOHJmiLBri2O85rN3XMe6/sGchwaKLExs5oc5vs5SwXcK/kzSSu5FAvhBAXkqaUkuvDJ1AoFEgkEuTzeeLx+MV+OZeU07n8ulx/4nC2wp98/zCPH5rC9hSpsI/2WAC/qRMNmPhNg2s6ojzbn8Z2FUcni1QsF0PT8JSibnvY3itvYZ+uYXnylj5fFm4VHTR1IgGTX9jew2C6TLFmkylbM/cZxEO+mUq9Il22iQQM2iIB3rGjh7tmwu+egQyf+24f2YpFMuznw3dvWjL8zn0PAVdkwD2Rhf+GTufDghBCXOlONa9JxVecsdOpsC23mGj/SJ7jmQrxkI+q7VC1XPyGQWc8wOs2dbC7P8N3948D0Bb1E/IZ1CyXuuNhGhDw69i1V8Y5mIaOh9tsfVgY1MTZWfi99Bsanqf41+eHqdoeoPCbBgGfQbpsUbU9RnI1HNfFA/ymzrGpEv/6kzGmihZv39HDoYkS2YrFlu4EL4/lOTRRal4NmNsy8ZUn+hnN11iRCPLAnWuXbKu5WC5EKJ/7b+hUPywIIYSYT4KvOCtnszp+OFth17EM06U6Y/kaOhDwGWzqjlG1XNCgLeanJeLj2q44Lwzl6EoE2dgV48WhPB3xABP5GpbhoQBN04j4da5tizKWreECPg0minVs6YM4Lwp1F0Nzm+sKG6PQXEJ+A7+ucTxTxnI8ZovwU4U6pqERD5kMZspMFOps7IySDPt5eSxPMuwnGfYtWgz5bH+Gp49Nkwj5Gc1VuWVd6pKp9C7sY9YU2J46r4vQlvqwIMFXCCFOToKvOGcWXoo9lZ3cbE9x27oUjx6cZH17jOlinePpCisSQXb1Z8hVbApVm8cOTQIaOlC3XeIhH8mwn9WpMGO5Koenyug0Zs4Opqu4nsJyPCzHldB7ns0dpqFohN9r2iNoGgxlqnhK4cwc1BL2YbuKvrEi3S0hlFLs6E3x7jt6+clQjhtWtdARD/L00TTXdsfZPZDm8FNFRnJVposWuqZRdzwyJeuifK1Lmdvr/vihKQBes7H9vC5CW/hhYWNn9Jw/hxBCXIkk+IpzYqmRZU8enubAeAHbVbxjew9v2tY97zGzC3YGM2U6Y0F0Hbb1JHj9tR1owFNH0tzSm+LYVJGa7XF9T4KXRgrkax6GBo7r8dbrVwDwhR8epj9dwfY8yjUXwwBPgSuh94LTgOFsldaIn0jAwNBA1zVCPoOORJBCxeHm3iTpUmPxG0DfeJGy5dI3XqQ9FsCnazx+aIq64zKWrxH06bhKkS43Lu0fnSwxPDMO72Kbu/CsuyWIpjjvi9B29Kb48N2bpMdXCCFOkwRfcU4snPBwaKLEgfECh8aLZCoWQ+kymbLFXZvam2Fltkd430ieHx6YpFhziAbN5oYIB8eKPHZogolCnZrt8cShacJ+nUTYT77qMJyt8vCLo3TGgvhMHaUUkYBJqeZgKA1N1+btQiYuDA/IVWyyFRtTg0jQ5B03r+Tu67qZKtVnKvkWuYrD7oEMLwxlsV2PW3pbOTBWYKpUR8384DQABQHTIB40iQRMblydJFu1L9pIr4VXMhb2usOFWXi3ozclgVcIIU6TBF9xTiwct7SxM8r3D0yQqVi0RgNMliz+9SejTBXr8/oeZzceCPoMblqdbF4e3r4mydt39PD3z7gcmihxfU8L+0fydCaC5Cs2NcthU3ecUt1huljA8xR1x6M+M3bL1BuX3XUdPE8WuF1os4X22RnAk4V6M6RtW5ng8UPT7B7IcEtvit0DGXyG3nzvaDQ2yXjNxnZ2D6QJ+Q1cD1ojjf7ePQMZkmE/F2MgzVKL7GbD79yQeylUooUQQiwmwVecE0tNeHjH9jrj+SrZskXQ1LlxVQvpsrWoUneiuaxv2NLJ80M5BtJlVqXCvPuOXtLlOs8cTeM3deq2R99YlnzNRtGYMmA5Ck9pOK7X7DmV4HtxODPf+EcPTvLph19ibXuMjZ1RNnZGeWEoy2OHJvHpGuvb46zviIKC547nODpZ5Hi6wrqOCG/Z1qgU90+VcJWity3CZKGGpi1dzz+fW/vuG8mzZzBLyG9ccovshBBCnJwEX3HOLKx6vWlbN+2xAM/2ZxiYLlOx3CX7Hk80Fm25XsbXbupgolDn2WONPuJk1E/fWBHbVRiGRk22crukFOouX3lqgIjfJBXx090SpGI55KsOhq5xZLJMMuJjqlhnulSn7nikIn6ifoO+8SJHJ0tkqza5is1kocaaVGTJ/tnzvbXvwqgtrTRCCHF5keArzovZqltXIsj/fN01J63CnWgs2lK9jLPHK6V47NA0Y7kqsZBJ2GeQrdpoqrHLGAAe+P06FUvC8MXkKijUHYp1h/FClVjQR9lyiAd9AIzlq9Qdj0jAwFMKy1XsG8szXbHIV222r26hJezjlt5WXrOxbcnJIROFOoOZMh3xYHNc2sL31dlUhLeuTLC9N8lYrsaWFUG2zvSjCyGEuDxI8BXn3MK5preuTbFtZeKUNhw4WSgZzlbYP5JHAe3RAJqm8e47eumfLjEwVWGiVKN/uoypawymK3iqUZWzZabZJUPRmLjheArb8ciULTylMDQNy1XNPu1C1aZu62zqjDEwXebxw9OsaAmxsTPaDL1ffrKfsVyN7pYg79m5FqUUo7kaL40WluwDPtuKcE8yzHt2rl12F8KrbTc5IYS43EjwFefc7ISHrkSQ7+4fZyxXo2+seNKQcbJQMht09g5ksVyPoKmztj1C3fZoifi4flWCtlgHu45leG4oS8CnEzB1ClUHw9DxXI+wX6dsefh0jbqrpP/3IrFcharZmEZja+qpkoUz5yeh643tkBXw8liBgE9nc1ccTWtsVDKcrfCvL4zwzNFpgj6Dw5NFrmmPsrk7zoqWEDetamGiWF/UB7xw+siZVISXujqx3HtXwrAQQlxaJPiKc252sdq+4TzQmM07nq8tChlLXaaeDcz7hvPsG8nPO36iUGcsV2us8q81Zrq2xwM8dSSNrsFjoWk+/pZreeDOtazvi/LVp/qZKNaIBU10Xcd2XHyGTkvIQCmwqzaaNn8DBnHh2B7YnofrLd6MwtA0SnWHZNhPyKfjeI3trSMBk0f2jfLSaIHJYp10uU7ANLBcxdNHp9nUFWNNKky6bLEmFV7UB7zcQspZswF2MFPGZ+jcs2PVCUeGzb6Hp4q1RYEaWPaDnARiIYS4OCT4inNudrHa/pE8u45lGM/XFoWMVwJGBZ+hcc+OVXQlgvh0je/uHwdgV3+GbSsTzWDQGQ/Q3RJkNFfFVY0tYQemy7iuR29HlJFclZ8M5XjTtm7u2tROrmLx5NFpfLpOLGiSKTd6RYOmTrpcp1Czlwy9iaBJvuZckO+VAMtd6rbGDyZdtqg7HmGfjgsU8hX+3+4hLMfFbxgoFDoam7rj+E0DTdOWXSgJ82dHZ0oW+0byzduBZo9woeowlK0A0JUILtt2MxtsfbqGaWjzAvVy1eVTubJxOqFYQrQQQpw6Cb7ivJi9HLx1ZWLJX8qNgFEhX7UZngkYv/VTG7h1XYrRfG3JKvFsf+Vta1PNHt8fH5vm7585zlC2QtA06EmG5gWLzV1xbl2b4uhkie88P4qmwVSxSnGJ0KsBbVE/P3/jCr761EBzFJe4eDTA8VxsT2s0QiiNmuPiNw0cpYj6TTZ2RumMB0mGfEwVa3TGAyftJ9/Vn2HvQBaAHWuSzXm8nfEAPkNnaGZXONtVy16pmFxQ5b3jmlY6YsF57/Wlqssnarc43R7k8z3FQgghrjQSfMV5tbAfcjY0KKXwGY1ezVXJMLbrMVGos3VlgoNjxSWrxEudrysRJF91+PHRaUJ+kxdH8mga84KFBhwcKzBZrFKzPVxPsdTeBytagjiO4t/3jaFL8+9FM/db7wF1R2Hqjc1JPE+h6+C4LiG/ya1rUzywc21zR7injqQ5OKeffO5iyNmrB3NbZgBG53zA6kmGuWfHKgBsVy1ql1i4cNOnv1LlnXt1ApYf03eidotT6UGe63SPF0KIq50EX3HBLKxOvW5TBwC26zXnsi4VFpa7lDu72O3l0QIV2yMW0nlhKEe57tAZCzaDhQJ8pkFL2M9wpkrAZ1C3519fD5g6Ndulanu4nssSV9/FBbLw84anoFR3MWZ244sF/YRMnddsauN9r9tATzLM3sEsjqsW9djOLoaEVyq7c1tmAK7rDs4Lnzt6U3QlgsteqZgbNF99TSvtC6q8cy21EO5Ec6tP1oO80OkeL4QQVzsJvuKCWRgaOuJBfuunNiwKAHPDwlKXcmfPdXAsz96BLI7nMVmoUaw5bFuZwPEUrTE/69ujzTmrPzwwSaXuoGlgOy4tYR+up/AbGoah0xkPUKw5OK5FazTEaKZ6cb5JYkkKmN2TJFu2sEMGuYrD/pkeXaUUmXKd7740xrr2KJ3xAPtH8rw8WkDXNQKm3qzsbl+TnNcys7BSC8vPlV4YNLcu8dhTsdz5TxSKl/oAeKLjhRBCLCbBV1wwS1WnTrRxBSwOy/tG8vSNFUmXLTLlOuW6Q21m7qvf1CnVbIp1h6rlMpiu0BZtVMCOTZWo2C4Bn4Flu7hK0RLyNfp8NUUk4CNbsdF1jWLVxu/TqNrS63Ap8gDb8XhpNI+n4Nn+DOWqw8GxIjXbRUfjsb4pnj48zVi+Srnu0B4Lcl13fN522GcaWM930DydcWnLHS+EEGJpEnzFBXM6oaG5gKhQo+647B5IsyYVQeOV/t3dA2m64gGGslVWt0ao2w65ikXZdqlaLocnirwwlGtU+3JVHFfhuB4KqNsuRsRPqWqTCPnony4R9pu8aWs3L4/lOTZZojqn4SFgajiOkhaIS0TVVuQqNmtawwymKxxPl8lWLGq2y+6BDEPZKlOlKoamo2vwmo3t/Orta84qIM6tuJ5o8dz5mLKwfyTPwfHiokWfMtFBCCFOjwRfcUGdSnVq7qiz0VyVlrBJIuRn54Y2uhJBDo4VOTBWYE0qwhu3dPF3zwzw8lgB12vs/hUPmYwXq2hoTJUavZ5Bn4E7szBK1yDgMxjP1/AU2I4iFfWzuStG1XbQNXAWjHxwXIXsdnFpydccvvHsIKtbI2QqFrmq3Vy0mC7XKFRdNFx0HSbyJ29dGc5W2DeSR4NFLQynOj3hbKcsLBVkh7MVdh3LMJqrMpqrsr03SWc8IBMdhBDiDEjwFZecfTPVrdaIj2zF4sbVLVTqLpqmLaoaQyOPup4iHvSRLtfR6xo6OrbrEfQZ1GwXy/EI+Qx8po7reQRMnZBpEA360DSIBIx5C6Mc5TVzrqGBUuAzNcKGTrEudd9LRbHucnC0QChgEPQZ2I6LqetUZoYD+0wNy1HsHczypz843JwXvVS4/MoT/ewZzGI5Hus7Itz/6rXNzStOdXrC2UxZWC7IThTq2J7i7q1d7BvOc+vaVHNBn0x0EEKI0yPBV1xShrMVdvU3qlsD6TJhn8Fkodac+gDzq8Z7B7PEQibt0QAThRo+XWdHbwv5isNortro2wV6kiFiQZOa7eEpiAVNUIqJYp1K3cVyTPYOZilbDmG/QSLkp2w5uK7CbzaClOUoHMclYGr4DY1i3buI3ykxywUqdZegXyfgMwiaOp4HrmtjzQxjrjteowUiU0EHoiEf13bF54XL0XwNXYNi3WHfcJ5v7hlqbl5xoukJc6u0ZzNlYbnQPHvO8XyNzV0xts0s2JSJDkIIcfok+IpLykShjuO+Ut26c0Mbm2cWJS23yn5lIsxEvkbVMvH7DCbyFtt7k/zsDSv45+eGGS/U0TTIVxwylTqmrjNRqBELGtQdheN5RAI+jmcquJ6iWLVB19jcGaPuKkayVUI+he0pXFeBgrIlofdS4tEYSRfyGXgK6solGfaRq9okwn4s18Nn6OwbzmO7HvGwj1zZZlN3rBkuY0GTfSMW5brNlhWJ5mzp2Q9aS/WnL1WlPdPFb8sF2eWeWyY6CCHE6ZPgKy4pC6tbd21qP+lIp2LdwXYhEvTxU9d2cjxdYX17BF3TWd0WZfvaVp48PEXesrA9qFo2noKw32i2QmgAqvH8d1zTxtHJIu3RAIWaw3C2Qs3xcL1Gf7CnGuHX0Fhyy2NxcWQrDlkc/IaG5yoMQ5u5R5EK+8mW6lQsd2b3PgvLzvPDA5NsW5lg33Ce4VyVRNAg7DeIBU3WpCIo1WiTWK6aulSVdvuaZPO9uWcgw6GJEhs7o822ieWcKMieaPyZBF4hhDh1EnzFJWM21O7c0IamaUvOMV1YXds/kqdvvIjP1JguORwcL3BNW5SjU2VyFYv+qTIHRgvYnkvJcqlbr/Tnpkt1dF0jaJpEgwZbVsSJBk0cV9EWDTBVqpMI+TB1jYjfpFR3cFVjQwWNRgiW4HvpsWZ+KI6rMDSwHI9wzGC6VMcD9Jmfmespnjue5TvPj/Af+8YYyVVJhf2sSoW5a2MHGzuj/MeLYxyZLmFoGm3RAEGfMa//9kTtBnsGMnzuu31kKxbJsJ8P371pUfhd+EFOgqwQQpxfEnzFRTV3C+MnD0+fcIX6UtW12dwZMA2SER+3rW2lJeTjicPTbOtJkClbWMU6qVCAdMnC0DVsrxGIPAWmpuEpj/XtEd73ug1AY3TUv74wypHJMuW6g+t5KPVKyNWBSNAg4jeZLNbn3S4NEJcOjcbPrFx3GclWMA0dQ3ObP6+q7TGYLvPPzw9Tdzy6EiHG81XWtkd5zcY29o3kefrYNMWaQ7Hm0BL2ce8tq+eNEztRlfbQRIlsxWJLd4KXx/IcmijNC75nMpXhfI4vk9FoQoirgQRfcdHM/cVfd1xs1+OW3tZlV6gvVV3rjAfYsSbJaL7Gdd1xblub4j9eHGuOfmqL+kmXLQYzZeq2h+OBqTd2ATM08Bk6ddtlcLrCeL6GpmkoGmHJUwrb9XBn2hpmuTSmPEQCJqG6Q8Vy8ZSE3kvN7IcipaBsuRi6ImDqOJ7CcRWeatzXP1VpLHYEVraEeMf2RgDdP5LHdhW2qwj5G+PwHj80NW8jDKD5Pp3dJnn27xs7oyTDfl4ey5MM+9nYGZ33+k53AsT5HF8mo9GEEFcLCb7iopn7i3/3QAafoZ9whfpy1bUH7lzbvG3u6KddxzKYuoYGtIQCjFuNWa7eTK9u2G/iKUV7PIhh6HxzzxC2q7Acl2LNolx3mnNh4ZUxvjrgeB4122veLiN+L10ejZ+57b3y81IL7q/ZLreuTfLeu65pVmW3rkxw8+okzx3PAhAwdEAxUawxnq8BnPBqxY7eFB++e9OyPb6nOpVhthI7Vaydt/FlZzOGTQghLicSfMVFM/cX/5pUeNne3rmW6oFceFtrxM+RyRI1x0WhYzkepVodQwfXbQQdTUHIr9MRDbIyFSIR8pGvWhRrLsOZCiG/QTRg4rgeNcfD1DWUpmHZLqau4TdMgj6d169pp2+8xGi2Ss1xseeUfTUg4NOoydbHl5Slfhp1V/Hc8RxTxfq8S/4feMMG9o/kef54lueHchi6zuHJEl99qp/OWBDbUye8WrGjN3XCvt6TTWWYW4n16RqmoZ2X8WUyGk0IcbWQ4CsumvMxjmn2nI8fmmb3QJpbelspVG2Gc1U8T5Gt2M1pDPlKY7viOze0sbkrzlef6qdvLIuua2QqFhG/QTTopy3ipycVQkPjyESJ/nSZqu2QLkPANPmVV63hb57oZzhbARqtFEGfjt8wqDkeyEbHl4V02ebPHz3Mtd0JijWHWNDk9dd20B4NkC3ZjGRrzVFnxbpDsV5iS1ecyWKNRMh3SqFxqZaCE21/vLASe8c1rXTEgue8D1dGowkhrhYSfMVFdT5Wsfckw7xmYxuThRoHxgrctCbJykSIF4azlAywZ3JoRyKI4ynyVQdN09jcHWP/SIFizcZ2PRLhEMmwj7DfZGC60SYRD/sIF01s1yNg6EwUa+h6kpawyXihsWLO1DWuaY9y3YoE3zswAUpRsaUD+HIwUaiTraRJhHxMl+pMFupYrkv/VJmAT0dDw/U8VrZEODxR5Id9kyTDfn7+xpWgNar8Jzv/6bQULKzEbluwlfK5JBMlhBBXAwm+4ooxnK2wbySPRqM/c7aCNVmo8chLY4T8Jr2tPibyNRzloZQiEfQzMF1mPF+jZru0Rn1UbIf2aADbbWxs4XgeIb8BQNV2CQcMXM+gZjnEAiYbO6OEAo0xaGiNMVq2pxjKVmFmAZVPB8m+lzZj5r/Fmk2hZuN6Cld57B/JU7Fd/IZOPOjjxlUt3Lg6ieN5dMSDTBZqoEHfWJF02eLgWHHZxWGn21IglVghhDi3JPiKK8JwtsJXnuhnz2BjIdL23iTv2bkWpRR/9dhRjk2XqNgepg5buhNEAybJiA+AQs2mty3Cv/1kBF3TSAR9rGgJ0ZUIcv3KBD88MMlgvoZpwJpUhGTYT7ZskYpEuf/Va9nRm2Jrd5xdxzK4M+F2LFejXHcbIdj18PsMdNelLl0PlywF+A0N24VC1cE0NF4eLVCzXQxNo2p7GJrNi8N5PKWwHI/JQp01qQganFIl90yC7OlUYs9mJNnCx8p4MyHElUiCr7giTBTqjOZr6DrYjuLl0TyPH5omW6kzWawDGspT2Aom8jUSHTFeHi1QtV2U0hjP15gqWaRCje1tVyVD7NzQzq6BDKOFKo6r0DQNx1NMl+r4DZ3WaICuRBAAQ9cbEyRUY0xWxXLRdAj6dfJVqFquTH24xHnASL4xkkwDfIaG5bg4HqiZn17F9th9LMPewSxBn8HqVJjtq1tQ0Fx4Zhoak8Uaw9nKBd1t7WxGki187M4NbSedqy2EEJcjCb7iitAZDxALmjx3vIbleARNnccOTRAP+gkYOlO2i65rxAIm8bCP6UqNyWKdrkSIct3Gb+rYjsdUuY7leLw0mmesUKNcd0iE/BiaQ6FmE/TpjGartET87BvO81jfJJu7E/QkQ0QCPjIVa2a8maJuuWRtu/kaX9lAV1zqFFC2FvemNOc1uwrLdXh5tMDfPHmMm1anSIZ8bO6KcXSyxNNH0vSdoOVhoXNRXT2TkWTLjUo7NFFa9lxSCRZCXM4k+IorQk8yzOuv7WCyUCdgahyeKtHbFqVSd3nDdZ08fmiKXMUmGfGzri1CseZQqrmM56t0RAO4rofnKZRS6ChcBf3TZUxdx9ABNFojfiYLNSxPka/aZD2bh18c4+B4idaIn1/YvoL/enmSoKkzUWwEaKUgFjQp1RwUr4ReA5n1cCXwgOFslRtWNfq6NU0jW7XoiAcZzJSXDZ9zdyycLtXZdSyD7amzqq6ebv/wiUalbeyMNheHzj2XbHQhhLjcXXbB98///M/53Oc+x/j4ODfccAN/9md/xq233rrs8Q899BC/8zu/w8DAABs2bOCzn/0sb37zmy/gKxYXyraVCfpWFxnMVOiINRYdtYT9uK5iy4oEtuNy+/pWNnXFefLwNCG/ge0q1rdHeOLwFNGgSanuEA36KNUd1rVFMQ24oaeFte1R2qMBdvWnyZaHqNguZcelf7rM9T0tpMsWr76mlYjfx4/6JnHdxjbIB8eLWI5LwNSoOwqfoaGUwm/q1BvX0HGVVIEvZ44HPzo4yc71bQz4SuwbzuOqHB2xIEot/snOhsfBTIXRXJWgTydbtrl7a9e87ZBP16n0D8+t1p5sVFpXIrjoXLLRhRDicndZBd8HH3yQD33oQ3zxi1/ktttu4/Of/zx33303fX19dHR0LDr+6aef5l3vehef+cxneOtb38o3vvENfv7nf57nnnuOrVu3XoSvQJxPc3/xK9Wovk0Wazx9JM01HVH2DedJRQPs6E3N+6W+fyTPs8cypCIahq7xmg1tuAps12NNKsKta1ubG2v87I0reWm0wPPHc8SDGjXb5fsHJnjNxna2rkygFDxxeArd0BjO1WiP+gn7DVwFQ5kKptHoBQ76dFzPRgGeoyT4XsZMvfHf8WKNg5NFpop1EmEfddtlulRfdPxseOyMBXhpNM+O3hTZcp59w3k2d8XOavOIhf3Dw9kK+0fyKKA9GpjXt7tzQ9sJR6Ut1YssG10IIS53mlqqJHGJuu2227jlllv4whe+AIDneaxatYr3v//9fPSjH110/L333ku5XObhhx9u3vaqV72KG2+8kS9+8YtLPke9Xqdef+WXVaFQYNWqVeTzeeLx+Dn+isT5Njvt4emjaWzX4+Y1ST7whg3z+hX3jeR5+CejHBwv4jM07ljXxpuv70bTtOZ2tAfGC9iux+s3dYAG//HiGGOFGsmwH08p3r69h9du6uBPf3CY3QMZ/KaO68Kta1sYy9fZP5qnXHOo2x66oeEzNHQ06o6Hp1RjG2Sp/F6WNCARMlGqsS1y3fbwFIT8BjeuTPCWG7q5a1NH8z23ZyDDN/cMka/aDKUr+H06KxIhfubGFed0Tu9wtsKXn+xn70Bj0snqVAifqTd3mPv5m1Y2K7+n0697Lnp8pU9YCHGuFQoFEonESfPaZVPxtSyLvXv38rGPfax5m67rvOENb+CZZ55Z8jHPPPMMH/rQh+bddvfdd/Od73xn2ef5zGc+w6c+9alz8prFxdeTDLO+I8Ljh6eJhUz6xovsG8k3xzXN9isCrEyGuG1tK+P5GpqmsX1Nkr2DWQ6MFzg0XmS6XGffcJ6b1yTpaQkT8BmM5av4DYOfDOXJV20Gp8vUbJepYp2gz2A4W2W6ZKFrGmga4YCBpmnomoblurTHAhSqNmjgWi4+HSxp/r2sKCBXdRbdXrVcXhjJM1myODpZ5oE71zKerzVDr+14WK5HtmpTrrugOGkI3DOQ4dBEiY2d0UVbIS80Uagzlqs1Z1AXay6dCXNetfZMJkyc7VQK6RMWQlxMl03wnZ6exnVdOjs7593e2dnJwYMHl3zM+Pj4ksePj48v+zwf+9jH5oXl2YqvuHy1RgOE/QYB06Bquc3pCnP7FXcPpOkKBBnP1+Zdwu2MNzayyFQskmE/mbJFtmRRtV02d8UImAZrWsM8dmiSl0byjBfq1F2XoGngzewKV6jZvGpdKy8cz+K4HrYHQVNH1320hHyE/QbFutN8Xa7n4krp97KnaPwsNR2OTJd4rG+SHxyc5PBEiY54gKrlUrYaU0PG8lUe2jvEtp7lK757BjJ87rt9ZGfeix++e9MJw29nPEB3S5DRXGPXweu64/OuZEwUGle2LnTolD5hIcTFdNkE3wslEAgQCEjf2pVk68oE23uTjOVqbFkRZOvKBDC/X3FNKsLODW1LhoLXb+qgf6pMZaYqd2C8SNhvYNCo4D4/lGWqaBH06ViuQ2cs2JgaYXscnSqhoTGWq7J1ZYJru2O0hP1owAtDeYo1B8txSZfrVG0fubJF0Gdgu43L5XXHayyCE5cly4GhdIVqzeZhx2MoW6FUc8hWLEJ+A9dVHK+WSUUC+Az9hCHw0ESJbMViS3eCl8fyHJoonTD49iTDvGVbN+1RP/GQj9fOtFtc7Iqr9AkLIS6myyb4trW1YRgGExMT826fmJigq6trycd0dXWd1vHiytSTDPOenWsX9RT2JMPs3NA279LxUoP8p0sWG7tiTJfqVOsO6DqoxpbEK5JBXFfhemqmt1MjaBr4IjoaNpu6YxyZLFG1HKaLGgcp8u5Xr0XTNA6Ol7hpdZLHDk0yXbLIVWxiQRO/qdMeCGDoOplSjYliHcm+lx9TB9cDT3lMlW1sr0xHLEC2YuHTdaqWi6dAQ8NzPUxdW3IKxKyNnVGSYT8vj+VJhhsjx05kOFtpLmaznFfOe7ErrrINsxDiYtIv9gs4VX6/n+3bt/ODH/ygeZvnefzgBz/g9ttvX/Ixt99++7zjAf7rv/5r2ePFlasnGWb7muSiFe9PHp7mwFiBJw9PNxfczIaCdNlqDvK/a2MHq1Nh1rZHMTWNuu1hGnBtVxxXKSIBg854kLaoj5DfIOQz0PXGc0QDJvmqw3CuyjNH03z1qX4mCzXqjsvugTSm3pgmETB18lWbuuPREvaTq9SpuwrT0Aj5dEwdfJfNv1gxM60OywXL8chXLVxP0RENNtpaFJi6RjLsw57ZEXD2fThrOFth72CW4WyFHb0pPnz3Jt59x9pFbQ5zj5s19708mCnz+KHGuZeruC51jvNlqX+PQghxIVw2FV+AD33oQ9x3333s2LGDW2+9lc9//vOUy2Xuv/9+AH71V3+VlStX8pnPfAaAD3zgA9x111388R//MW95y1v4x3/8R/bs2cOXvvSli/lliEvEUpWvhaEgGfY1A+psO8TB8QJDmQrD2UaQtVyPRNBHNGgQ9AXJVS3aokEifpNXrU/RnQjy0J5hKnWHgKkzXarzaN8ktqvwGTrr26McnSphOR41x8VxFf3TJYKmgYaHzzDwGxo6JoauUag5+AxwPIXletiyGO6SpwDLUeSqFtd2xdk1UKfmNH5wjqfwGzqOq3h+KMvm7lizJeHLT/YzlqvR3RLkPTvXsqM3tai9YXZKxOz4vdnWhdn38u6BNKO5GrsHMkwWarx9R8+8iivAP/x4gKePpvGb+rxzLGWpiQwypUEIcbm4rILvvffey9TUFJ/4xCcYHx/nxhtv5JFHHmkuYDt+/Di6/kpJ7I477uAb3/gGH//4x/nt3/5tNmzYwHe+8x2Z4SuApXsNF84CfvLwdDOg7tzQRlciyJOHp6nMbGcb8utsa49zeLKIM9PyUKy5BIzGVsXXdsfZ3BXnP14cJ1exqdsejqvIVy3u2tjJgbEC6zuirG+P8vxgllSksYscM6Ox1rRGGMlV2dARnTlfjN3Hsrw0nsdxFZfPMELhAeOFOulyGs9TtIT91GyXaMCkPRZgYLpMMhJg17EMW1cm2D+SZ+9AlpDfYDRX5ba1qSVn9D78k1EOTZZYlQzP2y1u9r38+KFpdg9kuKU31fyAN1ttnQ3Xj/dNkatYbOpqjAA60Y5zC/uDAZnSIIS4bFxWwRfgN3/zN/nN3/zNJe/70Y9+tOi2d7zjHbzjHe84z69KXI6W6zWcDQ17B7Oky1YzMGiaNq9K/Mj+MUayVY5NV7Bsl4BPp6clTNDUydccYkGDo1NlWqMBNnXH2dAV44XBHKauk6s47B5Ikww1Frq99foVVO3GTnCbOhPYrofjelQsB+UphrKN3ehuXJXk5dECrtcI4zXHw9CQKRCXidkFizqQLlmE/Tq6BoPpChqKte1hslWbfSN5njg0xUSxRizga25tPGs2gB4cLzIwXaYtGmAoW+HGaMu8xWI9yTCv2di25PbD8MrIs1jQpOZ4DGcr9KRCyy44W+oqCXDWPcNSMRZCXCiXXfAV4lw60UzS5XohG5ePM4zla+SqNp5qtBwYuo+BTIXe1hCxgJ9b16UYz9fIlCx8hsZ4obGj12s2tXNkssQ1HVGmS3W++9I4PkPn9Zs6eDGax3Y9TF1nOFuhXPfwmzq3r28jPdMiUaw5KA9qXqPq7KrGJgqSfS8fht74uemahu0qynUHpeCpI9O0RwMcT5c5NlWmbDnkyhad8SBHp8qNYJoMNwPotp4Eo7kqPl1nQ0eUG3paFj3XiRaTzR15FguYXNMR4Z4dq07r38R4vjavHeh0pzRc7CkTQoiriwRfIZaxsO1h9r+bu2P4TJ3+mVFltuuiPBqzgn0GP7W5E9tVjOdrmIbG0ckS+aqN43j0JEOM52usSYVZ3x7hyGSRQtVhKFuhXHe4Y30boPj+gUn6Jkr4jUYwGslU6Uw0Zgrfuq6VvvEC1Tkr9Q0dAqaOrmnUbRdLpkBc0hwPEqFGJTdftfGZOrbj4XkwWbKYLNXxPEXYb1B3PDZ3x3Fc1aymzgbQ8XyN7b1J1rdHODpV5uB4Y8vkheFxuQ94sxNPblubQsFJd45bGKKBRe1ApxtaL/aUCSHE1UWCrxAnMPsL+Ft7hhnMVBjNVVnREqQl7CcZ8WOkK8QCPlzl0RYLcNPqJD9300oA9o/kOTpV5sXhHLarmC5bBHwGXYkAt61tpSsR5N9+MsrhiSLxkI/9IwVKdYfOeJCy5RDy6diuIhow2NQdZU0qzJGpMgfHC5iGjuG+stGF68HKlhCv29zBWL7K00fT5Mo2jpSBL0mmDo7nYTkenqdwPIUG+A2Nij276A1c5dAS8qNpjSsNk4Ua33j2OBs7o/MC6EShTt946YzC4+nuxDb3+KXagU6XzPUVQlxIEnyFOInZilRnLMBLo3luXN1Cpe7yhms7ifgNijWXSMDgupVx1rVFm5Xhg2NFBjNlhjIVqrZLdyLEWL7KvmED21Hs3NBG2G+iaXA8U0HXNEo1h5pdxkBrjjnbujKB4ygOjpfw6RrXdsUYyVYZy9WaIQkgW7F54Xie1a1hrl/Zwt7BLIWaIy0Ql6ia7TbnM+tAOGAQ8OmU7cZGKX5DoyMe4F23rKYl7OOl0Tzfe2kcR6kld247l+HxZD23s/crpc76eWWurxDiQpLgK8QJDGcrTBVr+HSNiWKdZLhRdVuTinDXpnbu2tTOY32TPHM0zbPH0vz7i2OsSoVJhHzYrsctva1ULAfbbVT4/IbBtp4E4/kau/rTFGsON65uYfexDLGwj4HpMkGfgc/UaQn76UmGuH1967xq3i2rU9iO4od9kwxlKgRMnartkSlbVKw8w9kKb76+i5rtsn8k39j9TVa/XVLsBa0oHlCxXBxP4XqN1hVQrEqG8VA8tHeYsVyVfM3hlt4UE4UahyZKdCWCzcB4rsLjyXpul9rkRdO0s3re0606CyHEmZLgK8Qy5v6CNw2NN17XSXs0MO+X/HC2wk+G8/xkOE/FdqlZDiGfATR6OA+MFbi2K8HODW1Mlers6s9wZLKI5XhkinVGc1Us16Ul4gcFQb9OJGAyUajRGvXjeIpC1cana+weyOAzNFBwy7oUrVE///7iGGOFGpbr4Td0arbLtOvx3GCOt920klTEz3C2ytGpIsW6NP5eylzV2OjCp4Np6EQCjffRvz4/ylihxvr2CIVqiUPjRXrbIiTDvkUBdfuaJHB2UxIW9tzuG8nPO9fC+zVNaz6vEEJc6iT4CrGM2V/wXYkg+4bzaLBo84CJQr2xcM3zKFQtAobBRLHG+o4o9+xY1QzJAJqmcWtviodfHKV/qkzZcrnjmlZGclVsx6Nqefh0g4rlkJqpLFctl7DfxNQ1LMelYim+9vQAK1pCrEmFef9PbeD5oSw/PDDFaL6KAjQNjk6V+PGxNO9+9VqmSnX+7ukB9gxkFlUaxaXFVY0/flMjFfYzkqtSrbtULZdDEyUSIR8buqLcvaWLjniQ7708QWcswGCm0uzrPdspCXN7bn26xq7+DI6rmueauzGGz9BPuM2yEEJcaiT4CrGMzngA09D47v5xAH748iQAW+esfO+MB0iEfJi6Tls0AAo2dsa4Z8eqZkieG0Qy5ToHx4qULYd81ebxQ1N0xgPkqw5t0QCGobEiHsHUoWy5GJpG2G/w0miegKnTnQhzqFjkplUtpMsWHfEgv/3mLbxxS4av/3iAJw5NY7keuqYxVbTQNI03be0GBXXb5ehUiXxNtnq71FmuS6HmUK45KA18RmPeb9VxOTJZZjjTz21rU/SNF3hhyKUjFmwG0LOdkjC353aqWOOpI+l559q+JsnODW2M7qliu41NXroSwYvaqiBzgIUQp0qCrxDL6EmGuXVtirFcjdWtYX58NE2h7rDrWIZb16WaAfieHasAyFctEiH/vNALCyrHI7nGzFYgGjBnWhkcMmWLgKkT8ZvcsT7F8UyV8XyNQxNFDo0XQdfw6RqjuRqegpfH8nQlQs2w05UIcktvij39GQo1G8txKdZslFIMZyv0jRdZ0xYh6DPYN5I7aduDTqPvVFwctgulmoPlumhooEFrNMh0sU4Fh+miw1SxTizkoy3qBxR940U0TTtnC85mq8cHx4qLzqVpGgHT4MZVF38EmcwBFkKcDgm+QpzAtpUJ+saKHBwvAjQD8Gi+xsGxIm/f0cOO3tS8RUYLf+nOVo7/7YVRqrZDwKc3FzH5TY2g38AueGRKFndubOeajhgTBYtrV8Q5MlmiJeLHNHTyFYu1bRFqtotpGNiux5OHp4HGLNWnj02TrdiYRiOUxEIm06U6hyZKDGYq3NLbyu6BDAp4YThH1Wrs+jZ384vZNXASei8+2/NQaHQnAtRsr/lzKtUcQn4DV3mN7YyzVaJBk4f2DLG2vTH2blNXjGzFZmNn9KxC4HITFy6lEWQyB1gIcTok+ApxArO/+PeN5NnVn+F4ugLQnMww+0t27qr0hZdde5KNzSqeODRNMuKnWLNpjQbwGRoT+TrH0xX8ho6ua9y4qoWtKxPNUWgd8QA1y8P2Gm0PQ9kKIZ9BMuLnlt5WDowVmsE2V7GpzWyHq5SLrmnsOpYhW7UYzdV47NAEpq5zxzWt9LaG+cHBSfIVG7+pN8aiea+E4NlprIaGzAK+SCxHoYDhbA3TgKBt4LoeSoHluIR8JpbtYhoaq1MRhnOVZr/vaL5KwDSYLNToSgQBzrgVYKmJC5fSCLJLKYQLIS59EnyFOInZX/zbViaaAXg8X1vyl+xyo540ZnZ2Mw2KOESDJv/tum6+uXuQdNlCATXbI1upL9oxrm+8wEtjBYYzVa5dEefAaAHbVeweSNMS9qOU12htqNoEfQZKKaIBk209CapWY6TaY4cmKVZtMmWbo1NldBrh1vUUVdvF9cBngDfT/qtpoBS0hH0UqrbsBHcRzK3Cu04j7GoaoIHrgm00fnZ12+PwZBFD1+lPl0iE/Niux5rWCPuG8zzWN8lU0SJdtvDp2rw2nbNxqYwgu5RCuBDi0ifBV4hTNDcAL/dLdu5l190DGQ4/1Y/rQSxosqkrRrHmsDoVJhYwOTBWIBkJEC7UZ3bw8jg4VmQ4W5l3zqmiRdXyqDseA9NlCjWbgGGAUpi6zsHxEmG/SW9bhAPjRTzXoz0W4KZVSfrGG/2ZiZCPmuWRCEOmYjUqgj4Dw9CwHNVoeVCNHcVsrxF6dQ02d8fpny4xnq8jo4AvLkXj5zKrYrmkwn4qVp2ueJB4yMcNPS3EQz5+MpTn314YxXY9LNslEfFxTUeM7+4fb7bpnIv5uxfLUldVLrevQQhxcUjwFeI0neiX7NzLrrbTmKKQCPkZzVW595ZVbO6Oo5RiqlQnU6o3+nU1KDkevW0RfKbBvpE8fWPF5hSIUs3l1nWNxXJhv87gdIVA2GAwXcFViruv6+bAWIE7N7ThM3VWJcNULIeOeJBtPYlm5fjf943xzNFppgp16o6ialtAY96wNbuFmKYwFNi2h6bB88ezsvPbJWRuPzbAcK6KqWkcz1ZptVx2H8sS8BvkqxYV2yEV8TOarxEKGOwbzgONNp0jkyVG9wwRMI1LekHYUtMaZDGbEOJsSPAV4hyae9n14Fie45lq875UtNEaMftLu+64FGoWXYkQxXqJYs0mGfKhQXMKxO6BNLajyO632LEmSTLa2BGubrv4DJ3oTOW4NeLn1rWtWI4iXbZYk4qglGL/SB5FY5Hee3aupS3q579emsRyPSqWQ812WdMapi0aYEVLkJdGCxyeLOH4FK7rUXUai6ok/V4alvoxeEph2S5j+SoThRrr2iJkKo0PNQHTwPPgjvWtpKKBZpuOz9CwXY8bVyUv2QVhywVcWcwmhDgbEnyFOMdmK8Kd8QBHJ8uM5mtc1x1s9ggfHC82q262qyjWHa7piOIpRSrqRwGmobFvOI/fMHjNxlaOpyus74hwZKqMz9Qo1V1uXtXC667tIFuxSYZ9aJrWvHw9W+HdO5DFcj3Wt0e4/9Vr+bkbV5IuWuwZzBIP+rilN8VPXdvB1pUJAB7rm+QHBybpmyiSr3pEAgalmrO41CguGQooWS5+Q0N5ivF8FUPXWN0aIRHys2VFkE1dcaZLdda3R2iLBlAKHu2bZPdAmjWpyCW5IGy5gCuL2YQQZ0OCrxDnSU8yzAN3rm1eqgXY1Z9hNFdlNFdlx5okb9zSycMvjnJ0qgTA91+e4OhUmWTIx50b2jg6WaJquWzuitEaDXBwvMTP3LCSfcN5bljdQt94sbGKP1dlRUuQNalIs+I8lquh6xrFss2Lw3m+uWeI3/qpDTxw51puWZdC45XNOIazFb7yRD+j+RpBn8HqVJjRmR3l9KCG5Xo4nodlK0wDrNlFcDNfq2Tii2f2e2+7Cl2DbMUmHDAJmgbbeuKsa4vy4O4hdh3LoFBsW5GgoyWI7Sp8hs7ODW2XZMV0uYAri9mEEGdDgq8Q59HcfuC9g1kcV3H31i72Dee5dV2K/7a1G02D7zw/SirqZ89ApjGbNV/j1nUp7to0PzgfHCsynq+xuStGKurn4HiRzliAl0bz3Li6sZvb7PHdLUEOTxap2h6bu2IzO8VN85qNbY3d3ObYN5Jnz2CWkN8gXbJY2RLi7q3d/ODlCTriBvmqQ65q47g2SkF71E8kYGI5LmP5+gX/vorFFOAp8Js6hq7x8lie4XyVgKkxVbAo1h00YM9Qls1WnLu3dnFgrICmaSc79UVxooAri9mEEGdKgq8QF8hsBWs2uM62F8yd2xv2Gzw3kMVv6uw6lmHrygTb1ySb55gbBAD6xhoV32TYz2Sh1rxs3ZMM856da7mmPcrTR6dxPEWuYrN7IMNkobZoQdDc6GMaEA0aHE9XiARMblvXyn/uG0MDYkEfQZ/Oho4YN69O8tJojsnCFOgajox9uOg0DUxDp1xzsByPbKWxe5+hN37CjRnAHobOeWkVONdbB0vAFUKcaxJ8hbhAlqtg9STD7NzQRsdEkHXtEV4aKS7aIGPuOeb+fe6834WjqXqSYX7pVWu4a1M7jx+aZvdAhlt6U/P6JfcMZDg0USIZ9rG9N9nYnjkV5sZVCbIVC0OHF4ayFGsOhq4R8Bn0JIP8t63dvGZjG5uGY+wbLpCtWMx0P0jbw0WiMRN8tUaPeM0Bb6b9IWQ0dgt0VGNTjJBp8OprWk84z3c4W5m3OPJkAVSmLQghLgcSfIW4gJaqYA1nKzx5eJp02cI0NFYkgos2yFiuknYqFbGeZJjXbGxjslCbV+X7z31j/NkPD5MtWwR8Br9w80puW5ti17EMewazjOZqtIR9GJpGyKdjeYpyzaYtmmBjZ5SJQp1tPQn+z89ex//bdZwD4wUCus5wvnbuv3HipBTgepAu240NSGZudxUEfDphXcfUNdpiAUqWS6ZsA6+8t+Z+eAL48pP97B3IArBjTZIH7lx7wvfauZi2cK4rxkIIsZAEXyEusoWB4dXXtNIeCzZ/+S9XSTvdkLC5O9as3gE8tHeIwUwZz9NwynW+/dwI77lzLbanGn3GuSrXtEcARSTog7pDMuxnc1eMrz7V35hG0RblgTvX0h7bwO8//DKHJkvNyqM3k7wMaFaDxfnnwaKy+1TJxqeBYWh4SoGCxw5N8tSRKcJ+E8fzGM3VWNESYk0qzKbuGGO5GiG/AcDoElcfFjrbaQtSMRZCXAgSfIW4yBYGhoWXn5eqpAGnHBLmTmxYkQg2d57zGRpB0yRTtoiHGuGnULXx6Rq7j2WxHI+9x3Osb4+wrj1Cb1uEgekyzxxNc3CiRMinM5Kt0hoL8HM3ruAdO1bx0N4hClWb0VyVmtNIXy6Ny/A6EoAvJluB6ygMXSce8lGsORyZLBL0Gdy5oZ1sxeKmVY0FkhrQ3RJkNNeYQ31dd/CkQfZspy3IfF4hxIUgwVeIi+xkgWFhMFZK8fihaQYzlWbP7v6R/LKPnzuxYTRX5ZZ1KbatTHBtV6OPuG67BAyDFS1hbl3bynSpztHpEpu6YmQrNnesb2Oq2Aglpq6Rq9r4DY2a41GxXJ7tT2M7Hjs3tHHT6iQ/eHkC0NBQaDQqkIrGtAEPj7pzob6zYqFGO4RHqe4wkK7gMzTKlsvhyWJjYeVQlvZogLZogPfsXMtta1On3OMLZ7cYTebzCiEuBAm+QlwCThQY5gbj2Y0pjk2VyFcaPZotYR+7jmWwPbVkK0SmZM07nzZzzk1dMV4cyREwDaJBk3dsX8WO3hR7BjLUbI8DY0WSYT+bumLctamd/SN5fvjyJHXbo2K7BAydloif29a2Mp6voWkarREfuaqNp7zm1XYdiAVNfLqO0kDDblaDxYXneqo53i4W9FGs2nQnQhTKNsemywynK1Qtl/e97hr+24Kxd7B0T/C5muAg83mFEOebBF8hLgOzwfiR/WM8c3QaQ9OpOS7XdERY1x7l6SPpRa0QX3minyPTJQxNY1UqhOvBlhVBtq5MMJyt8GjfJP3TZVJhPz5DpyMeBEDTNFa0hLhpVQsTxTqapjW3irWVoiXsI12uEwuarE6G2XUsQzRoNIMQShEwDTQ8dF0jYDYmCugobMdjTWuETNkiV7WwpffhglJA1XLZ0h0n4DNmNk5R5Mo2A+kyZduharnsGczy1af6AeaF29k+3APjBYYyFdqifroSIe7Z0fjQdLZOt2I8nK2wbyQ/bzMWIYQ4EQm+QlyCllu4li7VyZTt5g7CLSEf21Ym6BsrzrtEvG8kz9PH0uQqViPorIhz3x29zXCwdzBLvmqDgiNTJaq2i1KNKmxnPMCaVJh02WJNKty85NwZD2A7LkcnS7gKJot1ijUHn6ERD/n4931j3NqboiMeZCxfw2/qdMQDXLciwaMHJ6laDqahczxTATSUalSDvQv+3b26OUpxPFthfXuETLlOzXbZ1B1jIF2iUndA0wj7DaZLdb65Z4iAaeDTNW5d1wi2g5ky06U6Q9kK2bLFULbRB9yVCJ734Dn33wU0PtztGWxMntjem+Q9O088eUIIIST4CnGJOdHq9lQ0QCrsR9fB8xp/X+oS8f6RPFXLoVhzUNBcpDR7ns54gETIBxpc0xGlLepv7uC18HzQ2HWuMx7g9vWtPD+Up2I51B1FvmoT9hu0hP2M5WpoGty0Okl0skjYZ9DTEqYwMw0CYLJUA6VhGuB6GkpTaEpm/15IyoNHD04xXaxRtlz8pk6harOuLUo06CNdrBEwdSJ+E9tVrGkN8t39483FkZbjkSlbRAM+SjWbFckQtus1F6Odr5FkC/9dbOqOMZp/ZfLEWO7kkyeEEEKCrxCXmOVWtw9nK2jA9SsTFOpOc0IDLL5EvHVlgvXtUbKVLGG/QchnzguXPckw9+xYBdAIN3Mqu3PPtzBs7NzQxqvXtfLUsTS2a2EaOqW6w3C2ynUrEigg6DO4Z8fq5mi2dKnO8XSZ0UIj9CbDPsp1B7+h4+gKx/Mw0FCAJbu/nXdVx+PwZKn5d9t1GclWMQ2N1kiAuu3SGvXTGg2gKXj80BSW6zY3VbljfSuRgMl4vsZ0qU5bNNDcMfB8jiRb+O+isZOgyZHJEqYBW1bEZUGcEOKkJPgKcYmYu2ho4er2uYEiEjJ53ZaOE66070mGed/rruFrT/VTrLmsb480Q/KsHb0puhLBZo/kwtfRGQ8sDhuaxm/99Aau70vw7edGODJR/P+3d+fxcd31vf9f55zZtYxmtMuyJdnxksRObOzEJDgLJDQBLiVtWFpoe0N82Rp+UMijbdJHS264bcOSC71QWugtJHDDUugtUKCXFJKQEBIS28SJV3mVrH2b0ezbOef7+2M8E0mWZMnaNZ/n42GIpDOjr44mzltffb6fDx6PE69L5+q1/gvKLrau8XO4J0LGskEpcpZNJGVSV+nmjVfUA4rnTocYiKSIpnMLd3PFlBQQy1ic7I/TWqOwlGLH2gADsTRZ08bjMMg4DU4NxmgJlnHT5jo2N1QWJ/7VVb7ac/pAZ3hOLcmm2y2e2PWhptxNhdvBmiovFR6Dt2xrlN1eIcRFSfAVYhmYbGd17KGiiYGiruLi9ZSFYDsxSEysk2zvizGSyHK8L8aejTXFKXKFdYwNG4PRNO39MbY0VHLnazS+9quzVHic2LaiZpKyC4DTQwlMy0bTNJyGTpnboL7Cw2taArT3xWgOeBmJZ6b8OvQxwzDEwrGUomc0hc9l8PyZYarL3Fg2XLs+yKnBONe0BrlxUw3AuNfItmb/uBKaS21JdrHd4omvrYFohpytuG1rQ/GHMiGEuBgJvkIsA5PtrO5sCRQ/fqmBYmIJxMRwsaWxYtznPTEQv2AdhbAxGE3z6HMdhJNZAj4Xd13fyo2baukbTdNY5aGm3M1PD/ehgNpyN4d7Irx4JkQ4laPM5SCds0hpkDNtMpZFKJ5lJJGltaaMV7pH8boc5FL5mmSXoaPrCq/TwLRsYhk5ArfQTBsSGYt0xiKeNun3pPE4DbpHE1zeUMmm+vJxP4Q1+D0c6o5wuCdSfI3NpCXZVLu6MxlgMfH1LH1/hRCzJcFXiGXgYsF2vnqcTgwXivHhYVN9OYPR9Lh1FMLGt144RziZ5YpGP0f7IoSTOfbuaRvXX/hAR5isZeNx6FT6nIwmcrx2QzWhuIeNDeX0RdJsrKsgmTUJJzP0jKYwLZv6Cg9D8QxZ08ayFbayMZSOx2FQWeHh1PlOEmJhKcAEzJxNMpcl6HOSs2zcRoLv7u86P8gkQ084yb6OEVyGwZNHB4FX24lN15Jsul3d2f5wJ31/hRCXQoKvEMvATP4jPtMepzOtk3TqGhoUyyoKfXgnllkUbKovJ+BzcbQvQsDnKu4AFnYB+0bzJ+yttGIkkeXKNX4GoyGeODpAmdtRbG1mWgqHrvPzo4NE0jm8ToN3X7sOTYMfv9LHoZ4IqaxF5vxkuLRp4XHoJHKv7vq6dPA4HSSypgTiBRRK5lvnnQsnCadyvHgmhEJhWjYOw2DHZQGO9ESJZkxePBPi2vXBafvpTrereylBdi6T4oQQpUmCrxDLxHz8R3ymdZKHeiK8eDbEr06NFGt5x9ZtTnYaf1drkLuub+XlrlGuXls1bmBBfaWbxioPvaMprPOH85JZkw215cTTFteuD9IfSXNtWxANeObkMJF0jqubAxzti6DrOu/evY7RlMnJ/hjKBemsRTRt4nbq+JwGadMuhlwFVHodBMuddIyk5nTPxPQUEM9YmFZ+N94wNHxOBxWGzpmhBADrqn38+vQIvZE0x/tiU3ZzmMlvNiTICiEWkr7UCxBCzJ+xO2ojiWxxittE4USO0eSr142t7e0MJXnmxDDd4eS4x3SHk7T3x0hkLdr7Y+M+3hzwsXdPG++6Zi1vvbqJD9y0gduubOC6DdWsryujP5KmusxFbbmb430xRuIZsqbi5e5wcfcYYHdbkEC5i1zOQtPy45U311dgGBrG+R1qAK/ToKnKS7DMLX+JLZK0qcjZkMnl+zdXl7t569WNbG6o4NmTQwzG0gTLXNO+7go/eN2xY828tjoTQoiZkh1fIVaRi+2oFXaEO0NJekfT7OsYoSVYVqzt3dcRonc0xb6OEQaj6XHhZCaHj/I1oFmG4xk0BTlbEYplqCp3srmhAk3TGElkuWlTHamsRbDMxW1XNtDg93CgM0yD38N/va6VLz9zhmgyS85SDETTuHUNXdcwbIUCnIZOa00ZVV4nR3oiZKTeYdEYGqCBrmmg4PRgjI7hBDnL5sev9LDnstpp63Pnuqu7UAMyhBClQYKvEKvIxeokC+H1mtYg+zpCxRZVzQEfDX4Pz5wYZl/HCNe0Vl8Qbi8WqscG42dODAH5X4HvOxfG49A5NZjgrutbqS5zsa8jRMa00TR4sSPEvrP57g9OQ+Pq5iqubKpgOJ6ldzRNTbkLp64TzZjomoGuwZaGCl6/uY4zw3EqPU6GE1mZ/rZITAUoONQzSnt/lHTOwrTBMDQypsVoauH6MS/kgAwhRGmQ4CvEKjPdjtrY8NoS9BX7shZGEt+4qeaCrg5jn3e6UD32uRurPGgKXu4axbJstqytomMkQTiZ4+27mscF7MeP9BFJmvjcBsPxDImMiUPXiaVNrmisJGfbaEpj65oqzg4naKsp4w9e20J7f4xj/VGytrQ6WwoZU5ExLTTOd4OwFD63A4euLdj44pn81kEIIaYjwVeIEjLZgImv/fIsvZE0TX4Pd9/Qxp6NNZwYiBe7Nkx8/HTT4iY+9y/aB/nWCzmO90UJlr3aCaIQsPd1jBBJ5gglsnSFTDY3VuJy6OxsCZDKWowkMqyp8lJf4SGcytEc8PLOXWvRNI3nTo9QXe4mZymM/G/dsRWy87vI9PP3XgNcDp2MaaOUKu7OHuuPkrMU79jZzJu2Nc7pc81lQIYQQoAEXyFKztjw+s1fd/DMyWHKPQa9oyk21JUxFMsPlhiMpmnwX3xC3FTPDXDz5jpe7opwLpSkuszFUDxDdzhZDMk/PNhDbzjN5oYKjvRGSGZNqnwVVJe5CSXy60DBf7mqadxo3O5w/vmePzOMAlQheYlFZ6n8rXfo0FZThseR37nXNI1j/VGO9EQZTWXpGklQW+G+6DTB6V5v0rtXCDFXEnyFKFHd4STPnx4hnMiQyjmo8BiMpnLz+qvkgWgGj9Pgxk21PH64nx++1Ev7+XZXAB3DSc6OJMiaFk5Dx+XQ0RScHY6TzFlc3ljJoe5RfnlqmD++eQPNAR/7O0KcGIhTU57vElHpcRCybNyGTiZnkZMt30WngKwNB7vCNFZ5+MavOmit9dEzmmIgmsaha/RG0vzn0QF8TmNcjS4wq7pdaXkmhJgLCb5ClKiBaIacrWgKeBmOZ9lQW87utmqePTk8p18lj929K/xq+lB3BMgfdjveH+NQT4S6Cg+xtElNuYtwIoup4DVrAySyFpVeJz6nwQtnQ5iWzQtnRnA7dK5tDRbHJjt0jbVBH2/bvobHD/fhNHQGY2ly6VfrTgv/LxZHzoaReL6d2Su9ETTAslWx/+9AJEWl1zXuBytA6naFEItGgq8QJUopxWgyRzxjEvA5+S9XNbGrNTjpr6JnarJT92/f1czhngg/eqmXJ48N4jDgyWODXL3Wj67BcDxLOmfh0HWO9kV5zboAN2+uQ0Pjmy90AhoVHgd9o2le7hotjk1+uTtMLJXj3EiSK5v8aBqUuQ1O9MfJWja2goDPSSSdw6lrpE2JwIshkc0fNrRsq1iC4vc6sWxFg9+D1+lgX8cITkNHqfz7pG5XCLFYJPgKUaI0TaOpysP2dVUMRtPUVXqAuf0quXDqvsHv4VB3hEM9Ed60NX+g6Ucv95I1LfxeN4d6RomlTRw6NPk9WEoxmsziMPIjk5sDPm7aXMvpwTj7O8OkshZXNHm4em0VL3WNcrQvgt/rJOB1YZE/YOV06LzrmhZ+eriXSDJL+0CcaDqHssHWJPQuNnNMs41U1qQ5UMYbr2gAoHd/ipylePbkcPGHo+l+2JLevUKI+SLBV4gSVV/ppiVYxkgiS0uwbM47bd3hJIOxNOmcxeOH+wF48WyIbWv8DEQzuBwGl9VXcGoghqZpBMtdjMQz+NwG3aEUa4Nl+L0uNE0rBp03X9XINevzY463rvHTHPBRW+E+P2kuzZGeGNua/ZwajOM0NI71RXnNuiBOh8ZgrBND1xmKp6nyOhmOZ5E5F0sjbSri6Xx/36F4hmjKZFuzn/5ImoFohp0tgSkDrfTuFULMJwm+QpSoSzkhP9nOW3c4yeGeCC+eCZGzFamsSaDMybVt1cVgkw/ZPjpDSTbUlTMQSbO/I4TPZRDwuHAaOqF4ljVVXo73RfjxKwlMS00adArlGF999iy9oyl6R1Psagnw5qsa0TSN+ko3h7oj6LpOJJXF0HRQGi3VPgZjGWyVnz4Wy1jF55Ra4IU3EMvw6f93nNoKNx3DCU4OxNi5LnDRH7ikd68QYj5J8BWihM2mrGGynTfIn8g/3h+jdzTFbVsbiGdM6t0O+iPpYs3m2JA9FEvz+JF+6io9HOuL4nYa/O7OZl48E2I4nuHfX+4jksry1qvXFIPzZBPoTEtx29YGXjwToqbCNa712kA0w9Y1lXidBmeH40RTJgpYF/Ch6xpnhuPjns9paLgMjXhWhmEsFAW83BXG6zao9LhIZS26R5Mc6skffJzJ0JXFqAGWsgohVjcJvkKIGZls5w3yJ/K3NfvpGInzzIkhrmysHLf7WggPhZDdHU5yvC/GSCLfSUJT0B9JU+4xON6fL4MIJ7O8cHaE16wNoJQqTpabOD751GCcSCrLC2dDDMWz7N3TRnPAR32lmzV+L72RNM0BH6bfpq26nLMjcbJmfrhCErvY+tfl0NE1DQ1bdn4XkKUgkrKIpVK4HToHu0cJP3GSrU1+brm8rljOMtZi9u6VsgohVj8JvkKIGZlq5y0fQGN4nAYeh4HSmHbwxWQT3gaiGX59epj9HeF8GzIFlzdUsmdjDc+eHL4giBSe4/8838FvOrOgwfOnRnAZOtvXVVFb7kadT7U+l4MKt4NENt85IqVMbtxUyxNHB8jZCl0Dr9Mga9p4XTrprA0auAwNv9fFYCwjYXieFGqsbSB1/vRb10iC3tEkpwZjbF8XYO+eNoBxQXexevdKWYUQq58EXyFE0XS/5p1q5+3tu5p55sQwoHFNa3DSwFCoA1bAtvO7emM/3hzwMRhLEyhzYWgallJsX1eFpmmT7jIPRDPnx+KmiGUs0maarGnx08N9PH96hLVBLy5HfnDGsb4o164Posi3UesKpRhN5Lhpcx0526JjKInLadATTuYnkBkauq7hcxqg5TtGTHYozqmDbYN14YfELCSy+V32zpEUofM/4JiWWpJdVxmJLMTqJ8FXCAHM7Ne8k+28NQd83LiphsFoetLA0B1O8tVnz3KgIwzArpYAd9/QdsHzbFvj5/r11fRG0jT5PWxb4wcYF0SUUsU1ZkwL01Zsbqjg9GAMQ9dwOQxM26ZnNMWaKm/xcVvPd5bwOA1u29rAoe4Ir7usmlNDCc4MJemLpFlfW04qZ6GhsX1dFacGY4QTWVIZk0TWQgG6Dg5Nw+000NGwbJtoZvroq5Pf4RSTK/xMEU5miabybe9aa8poqy7jWH+UZ04Ms6m+vFg6AyxY2YOMRBZi9ZPgK4QA5vZr3ukCw0A0Q99oGq/LAKB3kgNrY9uXTawNHvu8Y9e4r2MEh67h0nU21JYzFMsyFE2TtRWNfg8+l4PrL6su7jBDfjf3UHeECo+Dc6Ekp4fi7G6r5oWzI5R7HGxvrkJpYFqKrY1+OkYSDEQzGLqGZSucus66gI+BWAa3QyOV07gYlyP/2Jyk32kpwFbQHU6RydmcGIiRNRWprMUPD9pU+Rw4dB2fy4HHaSzYbrCMRBZidZtT8D137hydnZ0kk0lqa2u58sorcbvlV0NCrERz/TXvVIGhvtJNY5WH3tEUAFc2ei7YEZ5up3ni8xbWWOVzkUiZWDZU6AZOQyPoc9IRSrJ7fTWprEk4kRu3Fk1BMmdyLpQgk7OJZUwGo2lesy7AGy6vK+4yF4J2fyTN5/6znVNDCQI+F6mcia1BpdfB5oZyXjgTxqnnR/VqgEPPh7dCaYQGuB0Giaw5q3tZqgrht8yd7/n8SvcowTI3L3eHSWYdDETTOHSNm7fU0xlKSg2uEGLWZh18Ozo6+Md//Ee+853v0N3djVKvFr+5XC5uuOEG3v/+93PnnXei6/q8LlYIsXAW6te8zQEfe/e0sbstOK7Gt2A2O81j1zgYS/OfRwZorfZxtC/KcDxLKmfhNHS6Q0kyps2+jhCD0TR7NtZwYiBOOJVlbcBHe1+MSq+TJr8Ht9PgDZfXFSfMFT5P4f8//lub+e7+LiKpLAORDKBQtmIomsVp6PjKXETSOYJlbsrcBpGkScayiaVzVLgd6JqGmlAjbGigafmQZ8vJuSIFZHMWoWSW504N4zA0QokMDl3nXCiF09AIp0x+cXyQtUHfuP/+CCHETMwq+H7kIx/h61//Orfddht//dd/zbXXXktTUxNer5dQKMThw4f55S9/ySc+8QkefPBBHnnkEa655pqFWrsQYp4t1K95x7YyKxxQm9iabKY7zYXn2t8Ronc0xZHeCA5do6bczeVNlXQMx2mrLmcgluGa1iD7OkaKI3LPDieIpUxMpRiKp8l6XFzbVlHc6Z1MYWDGMyeGefrEAKYFkXQcXYMKt4NUzqK+0sv6mjISWZNI0iTgdZJM50hmLTSgwu0kls5hk+8WsSbgYSSR/7iylHSNGMMC+iKZ4ttOXWP72ipspdA1DdNKs3VNJWVuB0PxDAc6wyilLiiRmS/S11eI1WVWwbesrIwzZ85QXV19wcfq6up4wxvewBve8AYeeOABfvrTn9LV1SXBVwgBTD0AYyCaYc/GmnGHlyb27Z3McDyDx6mzqzXISDyD3+tkMJrG73Vx9doq2vtjHOuL4jR0IqkcbdVlnB2K43bqvG5NNS93jRLwOalwj/9rcH9HiBMDcTbVl7OrNQi8eoDvYFeYg12jtNWUk8jkUChqyt3EMzkSWZMGv5fTQwkGoiksBYaWD7U1FU4ub6qg3G3QWlPOqf44g7HQ+TCX3/WV8Du5c+E0w4lBgj4XDkOnptxNmdtBwOvixbMhRpNZekfTNFV5aQn6xr2uBqNpwsncuO/lbEhfXyFWn1kF34ceemjG195+++2zXowQYvWaWNJwqCdC+/lBFk5dy7ccU2rSvr0TdYeTvHgmRDiRI5yIsLM1wLWtQZ5qHyRnKdr7Y8UwPRhN85VnTnOoa5Scraj0ODnaG8PrdPDGKxvGTYfb3xHis4+3E05mCfhc/Oltm8eF33fuWgtAzlJ4nTqRlEm5x0HatBiIZmjvj5PM5DDtfCcH63zDh3ja4t7famVbs58fHuzhzEgCt1NHKYVpQ8DnZCSeH6esa8hBuAmSWZtkNo3HoVHlddEdSmJXKXRdp67Sw8GuURr9HjpD+bZ5x/tiHOuPcrgnisuhUVfhGfe9nCnp6yvE6nPJh9uOHz/Oli1bJv3Y448/zm233XbJixJCrD4TSxo08lPfGvweHj/cT28kTaXXQc6yuaa1etqgMRDNkLNVsTXZtW1B6io8uB0G29fmQ4qmaexsCfDTw32kcxa6oZPKZNmxropIKoehaZwajNMS9BV3mk8MxAkns1zR6OdoX4QTA/FxYalQ9lDoI/wfr/TRG0lTU+5iOJ5BAyzbRuUslJ3fxfU6dXQNzgwnaO+P8VJXmEg6B0ph2gqXoRMsc5PJ2Ri6BiiSWYucZaMUmLIVXJQ2Ff2xDAOxDI6uUZoDPtYGfWRNxf7OEJUeJ+trfYwksnidDuKZHFfXVtEfTV/wvZwJ6esrxOpzycH3Na95DZ/97Ge55557iu/LZDLce++9/PM//zPpdHpeFiiEWB0mm9h2vC/Goe4IWcuiutzFcDxfqnCxoFEIJP2RNFsaKibt+Vt4bCE35iwby4YjPVFqK93UV7pxGhp7NtYUw/Wm+nICPhdH+yIEfC421ZdP+nUUrh8bgn9yqI9IahiXw0DXNbKmfb4FmkZdpYcqr5Pj/THWVHn5TWeYnGXjNHSCZS5cDo36Sg83bq7l2RNDhBIZNF1jKJaRGohJKPK74n3RFJfVlVNT7sRWGqPJLM+fHmFNlY9UzqTc7aQrnKSuwjPp9/JipK+vEKvPJQffRx99lA996EP85Cc/4ZFHHqGvr493v/vd2LbNL3/5y/lcoxBilZh4eO7tu5r5Rfsg/dEU+zpCBHwu7tjeTF2lZ9qgMd0UuYnv27bGz4bacl7pjnB5YwW2DX6Pk5s21Rd3hgt2tQb509s2X1DjO9HYA087WwLF99eU54dsBHwuQCOczKBpGrvbqmnwezg1FOe5UyEU+VHKDX4vNRUuXtsWZDiWpXMkwVA8QzSdb8PmduhY5yebiQtlcoqDXaPoGiSyFhUeB2eHk8RSOW7b2sAd29fMqcYXpK+vEKuNpubQD6a7u5v3vve9vPTSSyQSCe666y7+5//8n/h8q+cviWg0it/vJxKJUFlZudTLEWLVOdAZ5rFfd1Jf4WYgluEPXtsyLkzOh/0dIb67v4ucpQh4ncUhFRc7sDTZif6pDulNdQhq7HMc6onwnRe6iGdydAwnCJS52bGuijdcXkdtuZufHx3g31/uRdc1YukcTl3HUjbxjEmZy4GtFPG0JZPgxjA0cDs0TDtfH+10GKAUDX4v//X6Fm7eXCfBVYgSMNO8NufJbdlsFsuysCyLxsZGPB7PXJ9SCLFKTRYk6yvdtATzdZlj623n83MOxTNc3VxFsNx1wZCK6ULvZAH3hwd7eOncKNeuDxYPxgGTHoKa+Bx7NtawY10VnaEkjX4PWxorCcWzPHdqhOqyfDeKX58doWskiaHp+L1OrlxTyXOnR0hl8yOadS3f4suhg9/nYjCWwSzhJGwpSOYUhga2Bsq0qKv00DOa5B+fOsX/e6WPP7guf7DwcE+E4XiGmnI3Wyf0kxZClIZLDr7f+c53+NCHPsQNN9zAiRMnOHjwIO9973t5/PHH+T//5/+wfv36+VynEGKFm6411ObGCjSY9zDSHU7ytV+eZX9nGICdrYHiAI2LfZ7JulC8eDbE86eHCSVyDETTXL+huhjUJ6svnvgc7f0xnA6dDbVlBHxORlM5wqkc17QGOdYXpa7Swwdu3MCzp4bwuQwiCZPjAzEMXcNWikqPg3jGxNA1DF0jmjaxSzj0jmUp8sW/SjEQSZOzFJlchv5ohs5QkqvXVnF6KE4okSPoc3HdZdXs3dMm4VeIEnPJwXfv3r08/PDDfOhDHwLgjW98I4cOHeIDH/gA27dvJxqNztsihRAr32StoWB8icDW87uxsx0aMNX1A9EMvZE0XpdBxrQ42hvlcE9kRs85WReKvtH84TuP08DtMLh2fXDa+uKxz5HOWXzz152EU1lylsLvdeI0NDwOA4CW85PI2vtj6Jqeb3NW7qQq7mTrGj+PH+kjkbWwlSLgcTKazNcBS/3veKYC3VLo5MOwBgxE0xw4F6bC7UQDdD3/vRy7My8H2IQoDZc8U/g3v/lNMfQWBAIBvvvd7/KlL31pzgubKBQK8Z73vIfKykqqqqrYu3cv8Xh82sfcfPPNaJo27s8HP/jBeV+bEOLiJmsNNTYMjySyDEQzxZ3hH7zUw7/u76Y7nJz2eae7vr7STZPfQySVpW80TSSV44ljg/y/w30Xfd7CAbo7dqzh7bua2brGT2OVh1TWwrbhysbKYlAvXL+zJTAuOI19jkCZi/5YBtCIpHIkMia6puF26lzTGuTtu5rRNK3Y4u1AR5jjfXEyOZtUzuQNW+p54+W1NFZ6MC2V7/mrazgMDV2b5AsoYTb5CXDwageIWMpkOJYha9rE0yYVHgf1le5Zv96EECvbJe/4bt68ecqP/eEf/uGlPu2U3vOe99DX18fPfvYzcrkc733ve3n/+9/Pt771rWkf9773vY9PfvKTxbdX08E7IVaSqToxTBeGZzI04HBPhOP9MbY1+8cNoyh8zrtvaMPp0HjhTJgrmir4Teco50JJrmys5O4bpv9V98SSiL172ristpzRVI7dbcEZ7Q4WnuN4XxSnrpG17HwXgoxJzrRxOXxsqi8fdz8OdUcAuHZ9kFODca5pDXLjphoGohke+3UnXpfBsycHSWZtNDQaqzyMxDNEkjnp+zsJlw6Nfg8uh47HoVPhdZLMmvzwYC9VXocMqRCihMwq+H7qU5/iox/9KF6v96LXvvDCCwwPD/OWt7zlkhdXcOzYMX7605+yb98+du3aBcAXv/hF3vzmN/Pwww/T1NQ05WN9Ph8NDQ1zXoMQYu4mBsmZhuGpFCa49Y6m6B1NsbM1MOn1OVNhK8Uv2geJZy10HfZ3hrlm/czC61hDsXwwf/bkMA1+z4wff9PmWg525UO3oYGlFJfVVZDMmsWWaoX7cbgnwotnQvRH0rQE8+OSC58n4HXSG0nz2tYaWmp8HO2L4nLojCZzHO2NEM+YJLJS+DuWTb6P8+aGCkxbYduKX54c5jedYeorPWysr5AhFUKUiFkF36NHj7Ju3Tre8Y538Na3vpVdu3ZRW1sLgGmaHD16lGeffZbHHnuM3t5evvGNb8zLIp9//nmqqqqKoRfg1ltvRdd1XnjhBX7nd35nysd+85vf5LHHHqOhoYG3vvWt/NVf/dW0u76ZTIZMJlN8W2qVhVhYMw3Dk5lsgtvE6wvXvHZDNf9+sAfbVkRSJhVuB7OtELjYbvR0taLNAR8fvXVjceBFYTRzS7BsXNgq3I+ta/yTPpc6v+gyr4O37VjD23asYSCa4fj5w3P2+bpW2fh9laHD6y6r4YaNtXzl6dOcGIyTyVn4fU6GExlaLB+tNT52t1XLbq8Qq9ysgu83vvENXn75Zf7+7/+ed7/73USjUQzDwO12k0zm66J27NjBf/tv/4277rpr3lqb9ff3U1dXN37hDgfBYJD+/v4pH/fud7+blpYWmpqaeOWVV/jzP/9z2tvb+bd/+7cpH/PQQw/x4IMPzsu6hVjtFupQ0EyHBkw1wW2ya473x6jyOamtcDMYzdBU5RlXozsTk9UpF+7B2DA7VX/gyaa+TXXvJt6D7nCSZ04MM5rMceOm2mLwLtQVD0bTpHMW6Vx+4IVGvq+tJQkYlEYkkSOUyIIGQZ+LcDLLSDyDx2FwuCfC2aEkI7HsrHbxhRArz6xrfK+++mr+9//+33zlK1/hlVdeobOzk1QqRU1NDdu3b6empmbGz3Xffffx6U9/etprjh07NtslFr3//e8v/vO2bdtobGzklltu4fTp02zYsGHSx9x///18/OMfL74djUZZu3btJa9BiNVqsh61mqYt6sn45oCPPRtripPWJjuhX9hBPtQT4cljgxzqGaXC46SmbPa/0p5s7HLhHmRMi5xlc01r9YxqRWczEaxwrztDCXpH0zx9YhC/18nY+UPhZA63UydY5iSaynd8qPA4aa32oWka7QNR4pnSLIHIWYpnTg7xSu8oWdPGtBXV5S4qPU4MHTzO/H8KeyfUiAshVp9LPtym6zrbt29n+/btl/zJ7733Xu66665pr1m/fj0NDQ0MDg6Oe79pmoRCoVnV7+7evRuAU6dOTRl83W43brfUeAlxMWN/7b+vI0Tv/i7cDuOi09DmU3c4ybMnh+kMJTnYFWYolqG9P3bBruvYkBlLm5MehJvp7vXY5zrQGR53D5yGviC1ooV7fU1rNU+fGCCWNhlNZnnkV2eB/Khl27bRNY1UzkLXNCo9TrY1+3nHrrWEEhn+7354uWe0JHeAbSCWtYhlLdyGRpXPyfa1fhr9Xk70xzkXSuI0dK5srJQaXyFWuTlPbpuL2traYo3wdK677jpGR0c5cOAAO3fuBODJJ5/Etu1imJ2JgwcPAtDY2HhJ6xVCvGrsr/2dhkbOstm+NrCoJ+MHzg8niKRydIeTDMez+L3O4kCIievYtsZPe1+M/kh6XDidbrjGdMbeg5agb0F2vbvDSYZiaZy6lr/Xus5ANE46pzg1kG/pOBTL8KNX+rAVgIbHqXNZQwVOh85T7YNEUyamUlzRVMmRnugFI48dGiXTDSJjKXKmzSvdUfafDZOzFWuqvKwJeHnzVY2y2yvEKjfr4KvrevEE8lQ0TcM0zUte1ESXX345t99+O+973/v48pe/TC6X48Mf/jC/93u/V+zo0NPTwy233MI3vvENrr32Wk6fPs23vvUt3vzmN1NdXc0rr7zCxz72MW688UauuuqqeVubEKVq7K/9C/Wti30yvr7SjdPQ6A4nWRvw4TA0nIY25TqmOjhXCND1FW46Q8kZB/fZHMS7FGMDucPQuP6yakLxDMf6YpiWhcflIJYxeblrlHAyy8a6cl7qCtNwvr2Z16mTs2y2NfvpGE4QTmbGnXzTAKcBVqlVQGgao8ksXqdBNJVjx7oqgmXui/63TQix8s06+H7/+9+f8mPPP/88X/jCF7AXYIbmN7/5TT784Q9zyy23oOs6d955J1/4wheKH8/lcrS3txcP2blcLn7+85/zd3/3dyQSCdauXcudd97JX/7lX8772oQoVbM5rLVQn/+du/I1+DnLpiVYdtFd18lqa5VS9I6mONIbIeBzjaudnckaFurrndhFoq7Cw7Y1fl4+F+E3XaM4DNhQW87Va6t4qWuUrnCSSo+L+goPDX4Pr99cR3t/fod7Q10ZR3otXIZJzrKxFTgNjWCZi1Aig2VdfD2rhUJh6Do5S2EYOpFUjisa/VLmIEQJmHXwfdvb3nbB+9rb27nvvvv40Y9+xHve855xAyPmSzAYnHZYRWtr67j/WK1du5ann3563tchhJjcQgbA6exqDc45dGuaRlOVh+3rqhiMpi/Y+VuqkbaTdZFoDvj4yBs3cqgnggZsXeOnOeCjtsLNiYE4AZ8TNAjF8x0MCj8IDEbTnB1KoNT5qW8a+H1OkhkLs4RCL0A4aVLhNlgb9NFaXcbrLqsBFId68oNDpNxBiNVrTjW+vb29PPDAA3z961/ntttu4+DBg2zdunW+1iaEEDMy2w4JE0NsfaWblmDZpH11L7X+dz5MVUox2de7qzXIrtYg3eEkX332LAc6wvn3twS4+4Y2ANZWezGVoj+SwqHrGJqG06FDpvR6/8YyFqZpc0VTBc+dHuZ4fwynoXP9+uqLTvQTQqxclxR8I5EIf/u3f8sXv/hFtm/fzhNPPMENN9ww32sTQoh5NVWIna5Wd7YjlKf6vJe6YzzbnfSBaIa+0TRelwG82qKrvtKN3+sCkuxqrSaezhJJW0RTWer9bpIZC4UilbXITVKtthqDcV80xWPPnyOUzOIwdMpcDo70RaSlmRCr2KyD72c+8xk+/elP09DQwLe//e1JSx+EEGI5mi7EThUwJys3mI3pdoxnGohnE5zrK900VnnoHU0BcGWjp/i4Qj10JJVD03TqKxwYGtSUuzFtm4FIBtO2ORdKoQBDA6Xy7cBWW+gFSGdtEpkMNpC1LDI5C7cjXxYihFidNDWbUxzkuzp4vV5uvfVWDMOY8rrppqOtJNFoFL/fTyQSobKycqmXI4SYg0sdujGXHdsDnWEe+3Un9RVuBmIZ/uC1LexsCcy4hOJSSi26w0kO90RQ5Fu4jb1+f0eInx8d4OxIgps21bGvI8Q1rUFGEmm+80IXWdsmlspS6XWRM/OH4FI5k+wqqwPWAU3jfAu4fLB36vkfAm7YVMtHbtkou75CrCAzzWuz3vH9oz/6I2n5IoRYkSZrwdYZSuI0NN65ay27WoNTPu5SQ9BUHSPyLdQS+FwOftMVZktjxaSf41JKLaZab2Hgx0Asw0A0zU+P9LGhtpxN9eV86cl+huMZTFvhMnQqPQ4qvS4GY2mi6flrT7lcKF4NvQWWDRnT5kR/lEM9kSnv4VIcdBRCzI9ZB99HH310AZYhhBCLoxAKD3SGxw2/gHxLtvkOM1N1jFBKcXY4QddIEsPQefLoYLFDw1hzLbUYqxCiL6sr51hvFLfDRlPQ3h/lxEAMNHA7DWzbZjRlogDTUugaq27i28Qvx6EBGowmc2RMm+/u66K23D2uY0h/JM1393eRsxQBr5Nr1wcn/Z4JIZavWQffu++++6LXaJrGV7/61UtakBBCLIaJwy9ylr0gh5qm6hihaRp+j4us38Zl6EQz5pQjlOdrSEYhRB/qjuBy6Ny4qZb+SJrRVA6P08BlGKRNC7ehU1fuBg1SWZuWah/d4RTZ8+nXZYDLYZDMWOg6mKtgAIapKKbhTM7iSG+ER351lvoKDzlb4dQ1BmJpTg7GqSl3c6w3Sm8kzfG+2IJM7BNCLIxL2vFtaWlhx44ds2ryLoQQy8lkwy8WaoDB5saKcT13IR9C19eVEU5msRU0+T2TjlB2GBrXtgUvqNW9VFsaK6itcHF6MFEc3by7rZrheJajPVFM26bS42QkkSVr2tRVuKn3e2io9DCazJG2LPpG02Ry+aJfy159HR9MBQ5dYzieIZYxuaKhkqP9UQDWBnycHMi3PtvW7OfUYIze/SncDmPR290JIWZv1sH3Qx/6EN/+9rc5e/Ys733ve/mDP/gDgsHJ6+KEEGI5m4/hF9OZGGAL4bBQbrF3Txu724IXHEIrlCQ0+D08frifvtE07X2xOYWqiYfk3nxV47hdyrH3ASgejqstz4/yVUrxk0N9PH9qBK/TIKkUZW6DeMZCKYXXaWAqm2xOsQo2gElkLUbiOUwrTVcoid/jZGN9BaadHwHtcznoj6RxGvkJcNvXXnq7OyHE4pl18P3Sl77E5z73Of7t3/6Nr33ta9x///285S1vYe/evfzWb/2WHHwTQqwoizFy2Ocy+OnhPl46F2bHugB797QVP+90LdQOdecniW1r9tN/vh/vpa514iE5TdPY2RIofnyytRzuiTAUzxRD+VA83yP4NS1V/MehPpJZCw2Fx2mwNuglnbMZTmSIpVd+CwinrhNLZzGVosnvo97v5g2X11FX4SnW+xYm5bX3x+alBlsIsfAuaYCF2+3m93//9/n93/99Ojs7efTRR/njP/5jTNPkyJEjlJeXz/c6hRBi0c31BH99pRuHofHTw30MRjOkTZv06WF2twWnfb5C94nDPRFePBMqliTMJVTN5pDcxOlvmxsqeMPlddSW53sE942muaKxkp7RfL/fnGnjMDR0U6O6zEU8nVrxpQ+RVH6ohddp0DmcwGlohOJZtq3xA/DsyeFZt8UTQiy9OY0shnxf38KvwSxr5f+UL4QQMD+jipsDPq5tC/JS5yhp0wYFpjWzetjCDuzWNf55KcWYbjrdRGOnv2VMi990homlTRqrPCRS+dZmAa+LoXiGwViGCreTVNYmZ9tUuJ14nBkATMvGGlP3sJJKIEwbLNvG0DVylk13OMm/7Ovi1FCc3W3BaXfPhRDLl34pD8pkMnz729/mjW98I5s2beLQoUP8/d//PefOnZPdXiHEqjC2NGAkkWUgmrmk59m2xs9r1lUR8LoodzvYsa6quGs4E80BHztbAvOykzjT5ypMf0tlLeJpq3iQq280TTRjcuOmWiwg6HOzLugjnjHJWvnuFFnTwus0cDt0yjxOWmt8bG4oZ2drAKeh4TJWRjmcQ88PuHA7DDQNsqbNYCzN0d587fNUu+fd4SQHOsPFFnlCiOVl1ju+f/zHf8x3vvMd1q5dy9133823v/1tampqFmJtQgixZOarf25zwMfdN7RxzfrgBZ0dpjJZicVCDU6Y7HnHHrwbiWeKHSAaqzxoCo71RWnye2is8nBmMEEyY7F7fZDfnAujaxoBn4v1dT5O9MeprXADGlU+Jxtry0nmLIZjGVI5a1n3Bs7Z4DY0nAbYNoymTLSUSSJjMRLLjBuEMvaHon/d3z1uKMpkhydlCIYQS+eSRhavW7eOHTt2THuQTUYWCyHmYjmEg6VYw2QlFsCcyy5m+rkuNq0MGPfPh3oivHg2RN9omt7RFK/dUM2vT4/gdRmkshbXbajmYFeYDXUVXNFQwSs9EfojabpGEvRE0sXewMuR16mhazoZ00LTNGxbYega25qruP9NW2jwe8bdv82NFfzgpW6G41lCiSxXNFYW+wAv9PdSiFInI4uFEMvSTMLkfNTXzoeF7PgwlclGFAMzHls88f5Od79nOg554n0Yu3NZV+HhLdsaGY5nePFMiFTWYldLgA11ZTx3eoSfHu4jnrWIJE0iySwuh8Hu9dWcGYpjLuPQC5DKKaBwdkWhAV5DYyCa4rv7u3jDlrpx9y8Uz9IVStEzmiLoczEcz2DZcOOm2kv6Xgoh5p+MLBZCLJqZBtqZBrLVaKoSi5mUXUy8v3s21ozrPjDxfs+lnGOy7+XYg3gAz50eIZ2zcOgaHpdOLGNSAfzbb7roj6VX1GE3lwEeh4HP7WBTfSU5S11Q6xssd7E26MPrNAgls9SUu6mv8FzS91IIsTDm3NVBCCFmaqaBdr7qa1eiqbovzKQjw8T7e2IgXnx7X8cIz5wY5sZNNeNqecc+L8CBzvCMSjsm+16OPTh3oDOMy2Gwoa6C9r4ooUSWNVVermis5ORADIeuYZ0PjytBTYWbtVU+yjwO/F4nAa+TUDxLTYWL2goX1eVuasrdXN5QSacryYa68ilrfOdrBLUQYvYk+AohFs1MA+1sWm+tRpOVWMyk7GLi/d1UX85gNM2+jhF6R9Ps6wgxGE2P2/ktPO9sy0vGfi6HoTEYS7O/I1TsZ1tf6aYlmH+8x9BRGrgcBh0jSTKmTc6cPPQWxh/rLK/2ZzlTkTFtblwXwEbxUucoT58YImfblLscbG6soCVYxp6NNdwwoafvpXwvhRALY9aH20qNHG4TYn4th0NrK91093CyGt9nTgyzryPENa1BjvVFuWPHmgv6zh7oDPODl3qKu8PXtFaP2x2eah2FIRvhVI7e0RRNVR5agmXFg1wD0QxDsTS/OjXC5Y2VfHdfJz2jaSw7HyQ1wGFomLbCVuBzGeRMRTqXI7OMWsO3BL04DJ3mgJehWIbheJZU1kLXwVbw1qsbMTR90ns7lrz+hVgYC3a4TQgh5kJ2uy5NITAppaat253sINqNm2oYjKan3Wkv7OBOtzs8UXPAx0A0Q85W1Fe4OdIbYfu6qmLf40LpQ3c4yfG+GD893MepwQQZ00KpfN3v5voKRpM53E6dRMYk4HOSzFqEkxqGpjEYyyyLnd/OUIpKj4PqMifD8SwOHdKmRZnLwG3odIdTvGZtoHhvp2pJtxwObQpRyiT4CiHEMjc2MGVMi5xlc01r9YwP/s2kdKRwzcTd4Ys9fyEwd4aSBHwuBqNpWoJl48J14bk7RhJoOmysr+DMUIK6Cjflbic5S7Gt2c9zp4cxdJ1YJotpK/xlTkLJLJatlkXP30zO4mhfjJylAIVxfsDFrtYA122opqb81dD7tV+epTeSpsnv4e4b2oo/JJTqoU0hlgsJvkIIscwNRDN0hpLUV7gZjKXxe52zPvg3k532me4OT3zM2GEO2oT61rHX7WoJ8KtTw3SFk1SXu7n7dW1UV7h58WyI0WS22A2hrbqMgVgal0NnbdBHwOfkUE+E7BR1wYvFUgoXAIqsqfC6DCxLEUllefLYIH6fkxfOhnAaOk+fHMTtdNAxEuea9UEAhmJpnLpWkoc2hVguJPgKIcQyp5SidzTFkd4IAZ+LO7avoa7SsyB1opdysHAmobo7nGQ4nt/tTGQtfmd7EzdvqWMgmuEt2xrRNI3BaJqn2gfJWTabGyu4rLaM04MJTg8lqPI6SeUsoumlK/w1bYiNKTxOZS3SWYsXz4YAjTVVXrKmjabBcCJLmduBQ9M4PRinvS/GSCKLw9C4/rJqto2Z4Cd1v0IsHgm+QogVqZTCgqZpNFV52L6uisFomrpKz7QHqOZqPuuwC9+nwViakUSW27c25nc8K9wX1LvubAmwrdk/7vu6vyPEI786S7nHQSK7NKHXYYBt5TtOjF2BRr7zhEb+cN65UBJDA6/bgW3bOHUNt8OgZzRJOGGyrdlPfyRNXYVnXOj96rNn6RvNj4Teu6dt1b+ehVhKEnyFECtOqR0SyrcGK2Mkkb2gfnYxzOaHjInjjQvfJ4ehjfs1v8bkE8wmhm5N0wiWufnd16zlZ0f6OBdKEcuY2LZCqcVpeWZOkbe183+ylkLT8v/sdhroWv4j0VQOn8tm39kwDkOjdzTFztbxB+D+/WAPz58exu910TuaYndbcFW/loVYahJ8hRArznI/JDTfu9Hz0df4Utc0mx8yJl67pbFizACNEBvrymirLWfbGj8Ax/ti4/oAd4eTFzx34fBcfyTNpoZK6v1eklmTwz1RLNtektIH43yzYa/byNclJ7IoBWiQs2yypkXOygfinGmTzFm8Zl0VOSs/tW0gmqE/kubZk8O8dG6UUCKHx2lA/mmFEAtIgq8QYsVZzpPdFmo3ei7lB3NZ02x+yJh4bWGk776OEL2jKQqHwgr1rW/f1VzsA/zcqRHa+2Lj+v8WQvrYw3M/OdTH86eHQYFt5zsrLHbHB0vlB2xkTRuXoeNxGrgdOsmsCZo2bjhHToGdsznUE6Wm3MXPjw5weiiB09DIWTbXrg8yEE3jdhisC75a/rCcfpATYjWR4CuEWHGW82S35bgbPZc1zeaHjInXblvjZ9sa//kWaSMXtGAb2we4sLbDPRGOnz8INjakF9Y7FM/QN5pmx7oA+86GMS2LrnBq0cOvDXicOns21nBqIM65cBJbQZXPyZCZGbd16zA0LFthWoqucIq6SjcD0TSxjMnxvhiBMidtNT5ME/7zyABPHR/k9Zvr0LT809SWu6fsliGEmB0JvkKIFWm5DsJYjrvRc1nTbH7ImOra6VqkTVybYvLa34Jta/zFDgk3bqxhQ10ZP36lj5e6wuTMxe3363M5+KPrWhmKZfjfvzxDfyQFaLgNnYxpo8iXReRMRda0iGdSaMBT7YNYNiiVD7Yep86Z4QRuh86agI/+SIqXzo1iaBqc/3hbbVlxIt5yfN0LsVLIyOKLkJHFQojZWo4dJ5Z6TTMdswxctCxj4nPt7wjxuf9sp30gTjyTI2Mu/H/WdGBLQwUfuXUjtRUefvBSD16XwX8e6SeRMTFtm9GkOeOaXYcGLqdOudtBhdtBKJmjptyF09CJp03edFUjyYx10ZHIQpSqmeY1Cb4XIcFXCCEW18VC+mQf398R4h9+cYqTA3EiyRzRjLmga9SB2ko3u1oCXLe+miePD3KkL8poIkPWurRDak4d3A6ddM7GVuB2aNRWugn63LLjK8RFSPCdJxJ8hRBi+ZjuoN7+jhDf3d9FfyRfVjEczxYDqEuH7Dz3PnPq4HE6cJ6v4U1mTKx5bLGmAZvqy/kvVzWSyFhcvbaKN21rnPTapd7RF2KpzTSvSY2vEEKIFWPiQb3DPZFi4NvVGqTB72EgmuFYb4QvP32acDK/A2stwB5PzobcAu4sK6A/kub/HujBVopnTg4xkshw8+Y6gGKni+F4hiePDjIQy1DhMbjrdW3sag0u2LqEWMkk+AohhFgxxh6GcxgaL54JkbPVBbu/7f0662vL8Tgq+U3XKImMSca2F3zgxXy3V4ulTZJZk6oyN/2Dcb716y7ODCZQGvSOJukKpXAZOl3hFE493yJNAQ1+j+z8CjEJCb5CCCFWjLGdIwZjaZ47NTKuAwTkD8cd649weiiBUvk2YuUeB1kzC+d78C5UALbn+fltwLZhOJZBAX2RJM+ctCh3G6RNRVc4QZXHSSpnYTt0fC4H8Yw5acs6KYcQQoKvEEKIFabQyq47nKT9/PS3Qpu0QilEW3U5JwbibKyroL0/Rta0WVftYziaIWNaZO18De18F0CoMc85n89feJ5wyiSSMnE68k1+FYrhZBaHpuNy6HjOd4aYeHyn1MZ8CzEVCb5CiGVNdqnEVKbqG1xd5qIzlKSuwkOZ28G1bdUMxzOcCyVhTCmCdv7PQu3+alq+V+98s4GMqXAa+d3gCrcDr9Ogye/B73Xichg8e3J4XLnDchysIsRSkOArhFi2ZJdq5VvoH1wmDjKZOOK4MPHscE+ER37VgW0rukdTWJZC18HQIWflSxTm20I851imBboGtqVoqvXg0DVcDoNrWoMXhNvlOFhFiKUgwVcIsWzJLtXKtlQ/uEw11e+KpkqG4xkMTUPpCrdDx+d0MJrKLnhIXQiFJWctizODCdxOnUTG4ukTA1ze4B8XbpfzmG8hFpMEXyHEsiW7VMvTTHdxl9MPLs0BH3v3tFFb7uI/j/RT4XXSP5oikbWp8DiJZ3JoGqA00FiU6W/zwVJgmYqMmUOlIBTPMBLLcMNltRfc6+U65luIxSTBVwixbMku1fIzm13ciT+4KKU40Blesu9lc8BHW005WUvRHU5haBqaBk5Dx+91Ec/kyJ4vAPY6dHKWzQrJv6/u/towGM/w/Zd6uHlLnfw7I8QEEnyFEMua7FItL7PZxZ1Yb/vsyeElrdfuDid5qn2QVM4iWOaizOXA0DXOjSTJ2TYuh4Z2/shbTbmLZMbi9HB8XF9ep6GRm6RRr1PLbxZb50/KFa4o9PXVtYWv+S2wFXSGEjzdPsSWxspxtc7y75IodRJ8hRBCzNhsy08KQeuZE8N0hhJc01q9ZGUPA9EMkVSWYJmLUCJLQ6WH6zfUoFBoaLx8bpTjAzEAdrQEcOga0YM5LKXIWjYVLoPhRA7zfKwd27Ysp0BX+cNyuqaRtRTG+X5mOuBy6GRNG6Xmv4XaRAoIxXP8/ZMn2VhfQca0aary0hL0yQFRUfIk+AohhJix2ZafFEojOkNJekfT7OsYoSVYtiT12kopRpMmoUQWQ9MAON4fK+5A37S5lkM9EULxLKB4+VyEMreDdM5ia5OftGkRyURBU2Rz+fg6th1aoX2Zwzjfz9cG8/z7DU3j8oYKBmMZhuLZBf9abaAvmiGWyVHhdtLo99AZSsoBUVHyJPgKIYSYldmUnxRKI65pDbKvI8Q1rUFu3FSzJOFL0zSaqrzsWFvF0f4ols24ko2dLQEgP/nteH+MkwMxHA4NlYNIOstAJEPOskjnFDpQ6XGSs20yOQt4taTBaRiATfp83YPb0HDoGpfVV1DucWDZinAyt+A7vwDxjE0qm+FXp4aprXAzGE0vwmcVYvmS4CuEEGLBjC2NaAn6Fj30ju1AUV/ppiXoYySR5bKacpTGBSUbhaC+rtrHC2dHyFk2teVu0lmbSDqHeb6+V9MhZ9tUlzkZjilSZj7k2gqiaTNf03t+DflhE4rBaBqfw0GFx0k6Z5HMLdTojPEsBcPxLJaCp9oHqa1wS82vKFkSfIUQQiyYpezMMVkHirFrAS5YVyGo/6YrjM+pU17pJpExKTMc+D1OAOIZC4N8mUM6Z2Nr4wOsOv8/NeUuRpNZHLpGo99LVziJaSkqPA4a/B7ODCcX7V4oIJLMcrh7lETGJFjmlqEwoiRJ8BVCCLGglqozx2QdKHa2BC6Y9NYdTo5rs7ZnYw0nB2NUeF3kTBuv00HQ58KhafhcBv3RNNXlbtI5C0spqn0eeiPjSwh0PV9aUelxomsavZEUDl0jmbWwbIWua7gMrdg+bTFYCjpGkkTSJm+5qomRRFZqfkXJkeArhBBiySzkSOOZdKDoDif56rNn6RtN01jlYe+eNjRNI1jm5oomP8+cGMLt1Ln9ykaePjFIdbmL0UQO+3w9b+9oiq5winxVb35n1alDsMzN1Wv9pHM2I4ksJwdipG2F02lg2grNVlR6nGRMi0QmXyO8GIUPyZxNNpLm2y90snWNH6VWSKNiIeaJBF8hhBBLYqFHGs+kzOJwT4QDHWG8LoPe0RS724JsXePHqWsc6o7QEvBR5nWwr2OE0WQOn8tBvd/DtW1Btq3x0x9J8/2XuvnFsUFCqRypnI0CMpbF1c1VHOgM0zmSyNf86mBZFmlbUeF1UlPuotzjoNzlQNfh2ZNDpM15+/KnZCqIZSwOdIb5n//Zzr2/tZkGv0cGxYiSIMFXCCHEkliMkcYXK7OYuN9ZeFvlu51R5nXwlm2NnBiIF7tSHOuLUlfhKT53g9/DaDLHc6eGydkKDc7361WkchamZQMaPqdBOmdho3AZOjXlbm7f2kjA5+R///IMuqbhNiBnq0Xp95u1FC+cCfHf//0wVzT4cbsMqfsVq56+1AsQQghRmmY7DGMhbFvjZ1dLgIDPxa6WANvW+BmIZjAtxY2bajGt/NSzGzfV0BL0XbDWQqnGf7mqicsbK/E5Daq8TvweJy93jXJmOIHT0LGUQtfA4zBYE/ARy+RwGDqb6sv58Su9nBlKoGs6mg5rqjxsrCtDW4Sv3wYO98Z45uQQDX5Pse5XiNVKdnyFEEIsiaXs+DB2DXff0HbBGiYG8snWOrFU4w+va+XHr/QyHM8QS5u80h1lJJFB1zQcOmxdU0k8bRFJ51hT5eUdO5vRNI14xqTM7SCZNdEsqHA7iaYXp89vwVA8w09e7mVrc77utzuc5FBPBA3YusZ/wfdmIWuzhVhIEnyFEEIsmaXq+DDdGqYK5BOvm1iqUVfp4f43X86/H+zhP48M4HMZhJNgK4VD0/F7XbxndxPhZI5N9eXsag3SHU6yvracgfODJZSyCaWyDMcWd9fVUtAfzVATSfMPT50ilbMIJ3O4DJ2drQH27mkrfu0LXZstxEKS4CuEEEJMMJNAPlWpxnAsS9q0Caey5Lv9KvxeJ6ZtU1fp4U3bGsd9nr172tjdFmQknuH//qaHY30RPE6DnGljFop9FegGnB8StyASmRzd4STD8SymZVPpddLg99I3mh5Xf70YtdlCLBQJvkIIIUrGfP6KfrKd4QOdYXJ2vj74P4/043FY+L1OklmLnKXGtQ8bu5bbtzbSHU7y8yOD6JpOzrRxOnT8LoNN9RUc6o6Sypks5JG3jKXoHElS7nHgNHTiGZNYOseOdVXj6q+XQ222EJdKgq8QQoiSsBC/op+4M1xf6cZhaDxzYpDY+d5k6ayFx2ngNHSePTlMg98DcMFaDvVEGElmaan2EYpn2dZcyVAsy2AsQ12Fm3hGZzCWYSFnXlgKoikTt1OjodLLLVvq2NESKH68ENb3bKyRscdiRZLgK4QQoiQsVvu0a9uCHO2N4nEYAGQtm9pyD1c1V3GoO8Lhngi1FZ7iWvZ1jPDMiWGUUmQtC8sGt1NnfW0F5Z40dZUeOoYTDMUyRNM5MqaNuYDTLhSQMxXxdI79nWGG4lna+2Ls2VjDTw71jRv2IaFXrDQSfIUQYpaW6kS7nKSfm8X6Ff22NX6uaKrkQEcYgK2NfpQGjx/uB+DFMyHefFUjDkPj8SN9RJI5QMOha1gWDMTSOB06XaEk9X4PyUy+XAIUOaucs8MJKt0Oehew7ZilYDiRYzQ1StayGYlnONob4fRwgppyd3HYh7wOxUojwVcIIWZhqU60y0n6uVus9mljD6wp8kH4UE+EWNpkW3N+2ttQPIOmIJ2zSedsLqsr51B3hDK3QbPDi8vQsRVc2xakrsKDUopnTw4DYNmKtUEfDdE0L3VFFrTtmWnDsd4oZW4HbqdOMmOhaxpKwUh8+uAtP6iJ5UiCrxBCzMJSnWiXk/TzY7Hap032edr7YvRH0lSXudCgeAju8cP9HOqO0FjlodLt4PhADFtBY5WHbWN66ObHCteiVH6oxvG+COdCSUKJHAtY+YClIJk1qasoI542GYql8XtdHOyKcNPm5KT3U35QE8uVBF8hhJiFpTrRLifpV7aJu80Ax88H4Z2tAa5tC7JtjR9gysERE8P0YCyNz+0gmbPJWRYOTSNlLsz+r2nDqaEEBqChUeYyaO+PcbgnMmmglR/UxHIlwVcIIWZhqaaNLYcpZ2JuJgbXqb6fM/nedoeThOJZyl0OUm4Ll+HkhstqeKJ9kKFYdkHWD4AOlm2RtWwchj5lmYX8oCaWKwm+QggxS0s1bWw5TDkTk7uUetZL/X4WygiO98fIWDY71lahaRq6oWFbCp9LJ5ldmOIHywbD0EjlLF6zNkBtuZsDneFJw7v8oCaWIwm+QgghxBwsdj1roYygpdrHS+fCHOuL0VTlZV3Qi2HouBWksRes7jdY5sLjNGip8fHsyeEpv275QU0sR/pSL2Cm/uZv/obrr78en89HVVXVjB6jlOITn/gEjY2NeL1ebr31Vk6ePLmwCxVCCFEyusNJnjkxTGcoyeWNlYwksgwsYJsxeLWMoHMkSaDMyQ2bamiq8tBaXcbWxkr8Pgc1FW5uuKwav2f+97eGYxmG4xnaB2KMJLI0+D0c749xqCcy7rrucJIDnWG6w8l5X4MQl2rFBN9sNss73vEOPvShD834MZ/5zGf4whe+wJe//GVeeOEFysrKuO2220in0wu4UiGEEKWgsNO7r2OE3tEU+zpCi1LPWigjuGNHE9evryGVtcmaNge7IjidOk7DwOPUODEQR9dBm+fPbyqIpEx+fnSAI92jPH64n47hBD9+uZf9HSHg1Xvzg5d6+Nf93RJ+xbKxYoLvgw8+yMc+9jG2bds2o+uVUvzd3/0df/mXf8nb3vY2rrrqKr7xjW/Q29vLD37wg4VdrBBCiFWvUHJwTWs1TVUermkNLlrbruaAj9u3NvLmqxpxGhqxjEl7f4yacjeaBlvqK3E5dNYGfRjGq+F3Pv+jn8zZnBiKkcqaGIbGix0h/vuPjvD/DvWN6+qwGLvgQszUigm+s3X27Fn6+/u59dZbi+/z+/3s3r2b559/fsrHZTIZotHouD9CCCHERGM7F7QEy7hxU82i17RqmobbYbC7rRqArnCSgM+Fpms0VXmp8jopczrRNdA1sAHHPG4BxzM2naEk7X1RRpM5TvTH+PRPj/Pr08NkshbPnBjCqWvS1UEsG6v2cFt/f340ZH19/bj319fXFz82mYceeogHH3xwQdcmhBBi5VsOnQsK4bs/kmZXS4Br1wfP7/pqxUEXPz3cy3+80o9p2wzHsyjAYYBpzc8acpbKP6etcLsMBqIZfnCwB9AI+lw0Vnnm5xMJMQ+WNPjed999fPrTn572mmPHjrFly5ZFWhHcf//9fPzjHy++HY1GWbt27aJ9fiGEECvHQncuuFibtJmE7/pKN5GEya9OD+N1GbgdBolMDnMehx0bGmgaJDIWGvkyEIWi0utkNJmTARZi2VjS4Hvvvfdy1113TXvN+vXrL+m5GxoaABgYGKCxsbH4/oGBAbZv3z7l49xuN263/EpGCCHE0pppm7SLhe/mgI83XFHHQCxDzrbpCiWxbJuMOT/RVwEuQ8e0bdT5t2Npk0CZi1AiQ0Olm6FYmu7w5OONhVhMSxp8a2trqa2tXZDnbmtro6GhgSeeeKIYdKPRKC+88MKsOkMIIYQQS2E+x/5uXeNnx7oYnaEkKEX3KDgMnZHzpQ9zlTLHdw1WgNOABr8XgF+dGuF4X2zRDv8JMZUVc7jt3LlzHDx4kHPnzmFZFgcPHuTgwYPE4/HiNVu2bOH73/8+kC/4/5M/+RP++q//mn//93/n0KFD/NEf/RFNTU3ccccdS/RVCCGEWI0WomftfI79LZRE/MFrW3jLVU1UeV00B7xUuI15b3dWkM7apDImXaEUXpcxaa9fIRbbijnc9olPfIKvf/3rxbd37NgBwFNPPcXNN98MQHt7O5HIq/9S/dmf/RmJRIL3v//9jI6OsmfPHn7605/i8UihvRBCiPmxUJPb5vvwXKEkor7SzamhOH2jabxOgyO9USxbYVoWDsPARpGa48hjr0PHVoq6SjfnRlI8eWwQn8vgxbMhtq3xy66vWDKaUmr+qttXoWg0it/vJxKJUFlZudTLEUIIscwc6Azzg5d6iiUJd+xYw86WwFIva1qFQ3NKKf5lXxfnQklypk1nKEHOUiQzJl6XQSxzaa0fnDr4fS6uaKzEtGwspbhxUx39kfSM7s/FDvUJMdFM89qK2fEVQgghlqP5LElYLGMPxDX4PQxEMxzri/DYr89hWYqQI0uFyyBnpcmYatZ1wErTaAl6qfA4MG2bgWiGF86OsKG2/KL3Z7Y76BKSxWxI8BVCCCHmYDn0852LwnqHYm6uavITzZhsApKmRc5WhBJZcrbCtBQa+YNrGqDrUOZykEibTNwXNi3FKz0R+iJprmmrJpSIkjVtGsovXmo4m0N9C1VmIlYvCb5CCCHEHC10P9+FNDY8lnkdvP6KOjTynRg21lfw+KF+YukskYyJATgdOi5Dx+U0qClzcXIwhjVJRUTOgr5IhseP5IdGlbucHB/IH3Cb7l7NZgd9PjtfiNIgwVcIIYQoYRPDY12FB6UUGdMinjHZUFfGmWFA01CAz2WwqyVA1/kSg+kmwCkgZ9roGmQtG4ehX9BFYmKpwmx20FdimYlYWhJ8hRBCiBI2MTwqpXj25DA5yyZr2ngdBkpBMmdR5XVi6PBKd4SheAZNg4v1f1AKND1fHrG5oYKta/zFj01VqjB2B326Gt6JIRnyhw2nCsxSDywk+AohhBAlbGJ4LOwAX9NazTMnhgC4bWsDjx/qp8xtkMxZ9EdTZHIKQweHBuY0p99sQEOnzO2g3OOgP5K+4HNNVaowkxreQki+2LVSDyxgBQ2wEEIIIcTCaA742NkSKPb5LewAN1Z5aPJ7SGUtbrm8jv9ydSNVXica+bKHnA1OQ8ehMeUgDLehYRjQWlNG72iKf/jFKR77dSf/ur8bpdS0pQpjg/FIIstANDPl13Cxa2fzXGL1kh1fIYQQQhRNVj4w9p+P9EY5NRjHYeR7PORsG3QNr66RMW2sCbu/OUthGDpnh+MMx7NkLZu1AR8jiQybGyumreedTQ3vxa6VemABMsDiomSAhRBCCPGq/R0h/uGpUxzqiTCayuV3elW+169l5w+0FYKFDjT43fhcDmyl6I+mQYGloKbMyfZ1Ad77ujZ2tQan/Hyzqcu92LVS47t6zTSvSfC9CAm+QgghxHjd4ST/5/kOfvBSD7G0Sca0MXQNXYOMqXAaGoauEfA5yVo2OVORylmo8wFZ16CtphwFbF9bxUdu2XhJQXSqICsBt/TI5DYhhBBCLIjmgI8/vK6VkwNxXuwInZ/QprBsha7lB100VHpIZk3CiRy2Ytz0N59TJ5E12VRfSc5Sl9R/d6rDanKITUxHgq8QQgghZq054OMNl9dxLpSi3GMQTuQocxmsCXoZimUodxu83BUBLd/SrMDQoNLrZF3Ah9/rpCXom1W9bWE3dzCWnrQjxNhDbPs6Rvj3gz201ZazbY1/Ri3SxOomwVcIIYQQl+TmzXWcGUzQG0mzsa4CTUE0Y7Km0kv7YIxMzsKyGTfq2FIQS5u4HQaX1ZWzuy1Y3KkdG0YnC6djd3MdhoZT1y44rFY4xLavY4SzwwmO9cZwOXR2tQS4+4Y2ANkRLmESfIUQQghxSZoDPu6+oY2BaAalFD851Ec0YxJOZ7GUYktjJcf7o1R6Xdi2zWjSzIdf2+bEYBS306BjOMHPjvYTjudwuwyqy1zs2VjDsyeHLwinhd3cBr+HQ90RbthYzZZG/7hwXOhK8cyJYULxHG5HfrRc7/n+wYCMOS5h0sdXCCGEEJes0ANY0zRMS3HjploqPE4MTaN7NE2F18nGunKuaKrE6zIo9ziwFZg2BMqcPH1iiB+81MsvTg7hdRmMJLKcGIhP2nO3vtKNU9d4/HA/vaMpTg0lppzoduOmGtbXlZHKWqSyFk1+D/WV7hm3NesOJznQGaY7nFzweygWj+z4CiGEEGLOxgbKyxsquWqNn58dG6Cuws25UJJKr5NyjwOlFMEyF1c0VnJmKIFl2ayvK6e9P8aLZ0LcvLmWTfXlnByM8cyJIRqrPMVw2hzwce36IL2RNNua/cUpcJPt2DYHfOzd08butiAKxtX4TuwdPFmZhZRDrE4SfIUQQoh5UOoHpiYOvuiPpHnm5DDH+2IkchZrgz4aK91cscbP7+5opsHv4en2Qb756xwnB+JoGnhdOns21tDg96CdPxCnTWi6unWNn+N9Mfoj6YsOoiiMM57u/ZOF3IuNUhYrlwRfIYQQYo5khzBvbKAciGZoqvLmA+6JQV44PYLH5WBTnaLB76E54OM9r20lnMzx7RfP4fc6SWQshuMZNE0jZ+fLJiYGz4kB+1LaoI197GQhV6a8rV4SfIUQQog5kh3CC9VXumkJ+jjeH8PvceE0NMrdDqIZc9z92VBXTnWZG6/LIJW1UFx8vPBkO7nT7bh3h5Mc6okQimc4NZTAtFTxB5TJPtdcw7VYviT4CiGEEHMkO4QXKoTHwz0RKjwO2vtj2IriIbOCbWv87GoJ0BtJc2Wjp1iLOzZ4AhzoDE87iniqHffucJKv/fIs+zvDJDImTofGW69eU6wPVkoxGEuTyFpcv6F63M6yBN7VR4KvEEIIMUeyQzi5QnjcusbP4Z7IBYfMCtcUWqJNbEs204Nm0+24D0Qz9EbSeF0Gpq2IpHK8eHaEHWsDDEbTfPHJk5wdTgAaJ/tj1Fa42dUaXKxbJBaZBF8hhBBiHsgO4dQudm+m+/hMykim23Gvr3TT5PfQMZIgnMhS7jGocDvYs7Em3zYtnkXXNJRSDETTnBiIS/BdxST4CiGEEGLZmkkZyXQ77oUd5eoKNy+cHWF3WzX9kTSaprGpvpwKj5OReAYFlLkcBHzORfzqxGKT4CuEEEKIZWumZSTT7Ro3B3y8bXsTOdMe1watOeDjva9r4ZsvnKO6zI3PbVBX6bng8aXeqm41keArhBBCiGVtPspIpgrQN22uYyiWZSSRxWFoDMbSxWlthcNvY8cn79lYg6ZpEoJXKE0ppS5+WemKRqP4/X4ikQiVlZVLvRwhhBBCzJPCTq5SiuF4hhfPhMjZCqeuoTQwLUXGtMhZimtag+zrCOE0NNwOo6T7NS9HM81r+iKuSQghhBBiXnSHkxzoDBd3Zye+PZPH/+v+bn7wUg/PnhwGIGcrLm+spDeSpm80zeWNlURSWSKpLPs6QmRNi86RBLZSdIYSDEQzC/b1iYUhpQ5CCCGEWFH2d4T47v4ucpZNS7CMPRtrxpUjzGQndmK3CAVUl7nY1xHCoYPX5WBfR4jRpEmVz0nWtEimLc4OJzk1EGdttQ/5pfnKIzu+QgghhFgxusNJvru/i4Ndo0RTJp2hRL4t2fkQO5LIzmgndmK3iG1r/OzZWIPT0HA6dMo9Di6rK6OpysNNm+qwbEiaVn4Ah9+D3+NC07RF+IrFfJIdXyGEEEKsGAPRDDlL0Rzw0RVOsr28ik315QxG07OanDfZYbeBaAa3w2D72gDH+qKsry0nZyqO9UVprPJQ6XZwfCCGQ9dZX1cmE/pWIAm+QgghhFgx6ivdtAR9dIaS1JRX8c5da9nVGqTB75l1y7GJ3SIm2wWuLXdzYiDOpvpyGvweDvVE0ICtEybQiZVBujpchHR1EEIIIZaXheyrO/a5gQvGJQPjPi79fZeHmeY12fEVQgghxIpyqX19ZxKYxz73gc7wuANwh3siHO+LMZLIFluejSazOA2dd+5ae0m7zmJxSfAVQgghxKpXaF82k84PY/v7Fkof0jmLX54YYjiR5aZNdTxzYohkzsSp63SFkyQyJvUVHnK2kh6/y5gEXyGEEEKsehPblw1EM5MG04kBec/GGtr7Y3xvfxeRdI6sma8QXeP3MhBLc3IwTnPARzxtYdlpbtxUO+3zi6UlwVcIIYQQq97Eg2tTdWSYGJA1TUPTNJI5i6ubA7zcHaatuow/uK6F/kj6fD9hRZXPiaaYVWcJsfgk+AohhBBi1ZusfdlkJgvISikCPhdH+yLUVXi49Yr6Yi3w2LpeoFgiUeglLLu+y4sEXyGEEEKUhIsdiivU9u7ZWIOmacWA3Bzw8ae3bebEQJyAz4mmaXSHk5M+12AszYtnQ5iW1PouRxJ8hRBCCFHyLnb4rdAr+F/3d/Pc6ZFi/W9hVLLD0NAU9EbSdIzE2dkSpDOUkFrfZUZGFgshhBCz0B1OcqAzTHc4udRLEfNobG3vVGOPJ14zdlRy32ia3kiaddU+hmJZfn60n7NDCWRcwvIiO75CCCHEDM2mJZZYWWZy+E0pRca02NcxQkuwbNyo5MYqD5qC9r4YAJU+F2nTZih+YYAWS0eCrxBCCDFDM22JJVaeix1+6w4nefbkMDlL4TR09mysuWBUMsAPD/YwEEvh97qIpLKcGYpPWQ8sFp8EXyGEEGKGZtoSS6xM0x1+K/zQc01rsNjmbLJJcG/bvobheD7wZnIGpwYT/Ov+7il/OzBxRLJMfltYEnyFEEKIGZppSyyx+kz8oUcpdUHZC+SD61u2NXJiIM6+jlAxKE/224GxpTOFw3Ey+W1hSfAVQgghZuFiLbHE6jTxh56JZS+HeyIc74uNm/h2cjDGMyeGaKzyjPvtQGGXdzCWLj7HMyeGAGTy2wKT4CuEEEIIMQMTf+gZtwMM44LwcDyDdr6hgzamscPYXd50ziKZNdnXESoejpMymoUlwVcIIYQQYgYm1vSO3QGGfEeHsUE4Zytu3FTLvo4Qz5wY5sZNNcWdYp/L4LnTw9SUu2ipLuMt2xrHHZST3d6FIcFXCCGEEOIipmplNzagThaE93WE6B1Nsa9jhMFomj0ba3AYGj8/NkA4maOu0kMkle8J3OD3sLMlsFRfYkmQ4CuEEEIIcREzaWU3WRB+5sQw+zpGuKa1utgN4tq2IKeH4tRXejgXSoCC0YTJwc4wb7iijq1r/MXPqZQaNz5ZzI0EXyGEEEKIi7iUVnbNAR83bqopDrkoPK6+0k372gDH+iOARjSdwwwlODUUZyCWYUNtCKVB72iSM4MJAuUutjb6ufuGNgm/cyTBVwghhBDiIi61ld1Uj9uzsYZ0zmIgkkEpSGZNLMtmTdBLbyRNKmsRSmY4F04ymsoRTZpcsz4owXeOJPgKIYQQQszApbaym/i4whS4gVh+nLHHqWPoDsrdDlJZiya/h46RBL2RFA5dxwZylo02X19ICZPgK4QQQgixiMZOgQO4rK6M9bXl1Ja70TQNpRT/sq+LcpcT285R5jJ4TUugWPsrLp0EXyGEEEKIRTS2Xrgl6ONt29eM2xE+0BnG4zR45zVreeHsCLvbqnnb9iYpc5gHEnyFEEIIIRbRxeqFC8G4P5LmNWsDEnrnkQRfIYQQQohFNl298KUepBMXJ8FXCCGEEGIZmDgZbrrAO/FaMTMSfIUQQgghlthkk+GAScPt/zvUx/cOdOE0dC5vqCxOkRMXJ8FXCCGEWAVkB3BlmzgZ7lBPhPa+2AUjkvd3hPjikyfpGU0R9LmKj5Xv+cxI8BVCCLHqlFoInGy3sBS+7pVmutflxMlwGlwwIhng50cHiKVNGv1eekaTBOMulFJL8NWsTBJ8hRBCrCqlGAIn7hbKDuDyc7HX5cQDbQDH+2LFIKyU4l/3d3N2JIGtIJLK4XEYlLkcPHtymAa/R77nMyDBVwghxKpSiiFw4m5hITiJ5WMmr8uxB9q6w0k2N1agAVvX+IuPv2lTHQBep0EqZ3HTprqSeZ3PBwm+QgghVpVSDIHS/mr5m83rcuLu8NY1/nGPv7yhkj0ba3j25HBJvc7ngwRfIYQQq0qphsCLtb8SS2s2r8vJdod3tgQueHyD3zPj13mp1b1PRYKvEEKIVUdCoFiOZvq6nGp3eOLjZ/p8pVj3PhUJvkIIIYQQy8h8/9aiFOvep6Iv9QJm6m/+5m+4/vrr8fl8VFVVzegxd911F5qmjftz++23L+xChRBCCCHmqDngY2dLYF4CainWvU9lxez4ZrNZ3vGOd3Ddddfx1a9+dcaPu/3223nkkUeKb7vdpfvNFkIIIUTpKdW698msmOD74IMPAvDoo4/O6nFut5uGhoYFWJEQQgghxMogde95K6bU4VL94he/oK6ujs2bN/OhD32IkZGRaa/PZDJEo9Fxf4QQQgghxMq3qoPv7bffzje+8Q2eeOIJPv3pT/P000/zpje9CcuypnzMQw89hN/vL/5Zu3btIq5YCCGEEEIslCUNvvfdd98Fh88m/jl+/PglP//v/d7v8du//dts27aNO+64gx//+Mfs27ePX/ziF1M+5v777ycSiRT/dHV1XfLnF0IIIYQQy8eS1vjee++93HXXXdNes379+nn7fOvXr6empoZTp05xyy23THqN2+2WA3BCCCGEKBmlNNxiSYNvbW0ttbW1i/b5uru7GRkZobGxcdE+pxBCCCHEfBkbUoE5B9aJwy32bKxB07RVG4JXTFeHc+fOEQqFOHfuHJZlcfDgQQAuu+wyysvLAdiyZQsPPfQQv/M7v0M8HufBBx/kzjvvpKGhgdOnT/Nnf/ZnXHbZZdx2221L+JUIIYQQQsze2JDq1DWUBqal5jSNbexwi30dIXr3d+F2GKt2wtuKOdz2iU98gh07dvDAAw8Qj8fZsWMHO3bsYP/+/cVr2tvbiUQiABiGwSuvvMJv//Zvs2nTJvbu3cvOnTv55S9/KaUMQgghhFhxxobU3kiavtE0lzdWMpLIMhDNXNJzjh1u4TQ0cpY95+dczjSllFrqRSxn0WgUv99PJBKhsrJyqZcjhBBCiBK1EDu+hecdiGZQSvHsyeFi2cNK2vGdaV5bMaUOQgghhBClbOIENph7jW/heQuPb/B7VvVBNwm+QgghhBArxMQJbPMdTlf7hLcVU+MrhBBCCCHEXEjwFUIIIYQQJUGCrxBCCCGEKAlS4yuEEEIIIaa1Wqa7SfAVQgghhBBTmjjdbSW1OZtISh2EEEIIIcSUxg7OWOmDLST4CiGEEEKIKY2d7lZd5ir2EF6JpNRBCCGEEEJMaeLgjJVa5gASfIUQQgghxEWslsEWUuoghBBCCCFKggRfIYQQQghREiT4CiGEEEKIkiDBVwghhBBClAQ53CaEEEIIIebVcp30JsFXCCGEEELMm+U86U1KHYQQQgghxLxZzpPeJPgKIYQQQoh5s5wnvUmpgxBCCCGEmDfLedKbBF8hhBBCCDGvluukNyl1EEIIIYQQJUGCrxBCCCGEKAkSfIUQQgghREmQ4CuEEEIIIUqCBF8hhBBCCFESJPgKIYQQQoiSIMFXCCGEEEKUBAm+QgghhBCiJEjwFUIIIYQQJUGCrxBCCCGEKAkSfIUQQgghREmQ4CuEEEIIIUqCBF8hhBBCCFESJPgKIYQQQoiSIMFXCCGEEEKUBAm+QgghhBCiJEjwFUIIIYQQJUGCrxBCCCGEKAkSfIUQQgghREmQ4CuEEEIIIUqCBF8hhBBCCFESJPgKIYQQQoiSIMFXCCGEEEKUBAm+QgghhBCiJEjwFUIIIYQQJUGCrxBCCCGEKAkSfIUQQgghRElwLPUChBBCCCHmU3c4yUA0Q32lm+aAb6mXI5YRCb5CCCGEWDW6w0n+dX83I4ks1WUu3r6rWcKvKJJSByGEEEKsGgPRDCOJLJc3VjKSyDIQzSz1ksQyIsFXCCGEEKtGfaWb6jIXx/qiVJe5qK90L/WSxDIipQ5CCCGEWDWaAz7evqtZanzFpCT4CiGEEGJVaQ74JPCKSUmpgxBCCCGEKAkSfIUQQgghREmQ4CuEEEIIIUqCBF8hhBBCCFESJPgKIYQQQoiSIMFXCCGEEEKUBAm+QgghhBCiJEjwFUIIIYQQJUGCrxBCCCGEKAkSfIUQQgghREmQ4CuEEEIIIUqCBF8hhBBCCFESVkTw7ejoYO/evbS1teH1etmwYQMPPPAA2Wx22sel02nuueceqqurKS8v584772RgYGCRVi2EEEIIIZaTFRF8jx8/jm3bfOUrX+HIkSN8/vOf58tf/jJ/8Rd/Me3jPvaxj/GjH/2I733vezz99NP09vbyu7/7u4u0aiGEEEIIsZxoSim11Iu4FJ/97Gf5x3/8R86cOTPpxyORCLW1tXzrW9/i7W9/O5AP0JdffjnPP/88r33ta2f0eaLRKH6/n0gkQmVl5bytXwghhBBCzI+Z5rUVseM7mUgkQjAYnPLjBw4cIJfLceuttxbft2XLFtatW8fzzz8/5eMymQzRaHTcHyGEEEIIsfI5lnoBl+LUqVN88Ytf5OGHH57ymv7+flwuF1VVVePeX19fT39//5SPe+ihh3jwwQcveL8EYCGEEEKI5amQ0y5WyLCkwfe+++7j05/+9LTXHDt2jC1bthTf7unp4fbbb+cd73gH73vf++Z9Tffffz8f//jHx32+K664grVr18775xJCCCGEEPMnFovh9/un/PiSBt97772Xu+66a9pr1q9fX/zn3t5eXv/613P99dfzT//0T9M+rqGhgWw2y+jo6Lhd34GBARoaGqZ8nNvtxu12F98uLy+nq6uLiooKNE2b/gsqcdFolLVr19LV1SX10JdI7uHcyP2bO7mHcyf3cO7kHs5NKd4/pRSxWIympqZpr1vS4FtbW0ttbe2Mru3p6eH1r389O3fu5JFHHkHXpy9P3rlzJ06nkyeeeII777wTgPb2ds6dO8d111034zXquk5zc/OMrxdQWVlZMv+iLRS5h3Mj92/u5B7OndzDuZN7ODeldv+m2+ktWBGH23p6erj55ptZt24dDz/8MENDQ/T394+r1e3p6WHLli28+OKLQP6L37t3Lx//+Md56qmnOHDgAO9973u57rrrZtzRQQghhBBCrB4r4nDbz372M06dOsWpU6cu2H0tFDHncjna29tJJpPFj33+859H13XuvPNOMpkMt912G//wD/+wqGsXQgghhBDLw4oIvnfddddFa4FbW1svOMnn8Xj40pe+xJe+9KUFXJ0ocLvdPPDAA+NqpMXsyD2cG7l/cyf3cO7kHs6d3MO5kfs3tRU7wEIIIYQQQojZWBE1vkIIIYQQQsyVBF8hhBBCCFESJPgKIYQQQoiSIMFXCCGEEEKUBAm+Yk5aW1vRNG3cn0996lPTPiadTnPPPfdQXV1NeXk5d955JwMDA4u04uWjo6ODvXv30tbWhtfrZcOGDTzwwANks9lpH3fzzTdfcM8/+MEPLtKql96XvvQlWltb8Xg87N69u9i7eyrf+9732LJlCx6Ph23btvEf//Efi7TS5eehhx7immuuoaKigrq6Ou644w7a29unfcyjjz56wevN4/Es0oqXn//+3//7Bfdjy5Yt0z5GXoPjTfbfDU3TuOeeeya9Xl6D8Mwzz/DWt76VpqYmNE3jBz/4wbiPK6X4xCc+QWNjI16vl1tvvZWTJ09e9Hln+/fpaiDBV8zZJz/5Sfr6+op//r//7/+b9vqPfexj/OhHP+J73/seTz/9NL29vfzu7/7uIq12+Th+/Di2bfOVr3yFI0eO8PnPf54vf/nL/MVf/MVFH/u+971v3D3/zGc+swgrXnr/8i//wsc//nEeeOABfvOb33D11Vdz2223MTg4OOn1zz33HL//+7/P3r17eemll7jjjju44447OHz48CKvfHl4+umnueeee/j1r3/Nz372M3K5HL/1W79FIpGY9nGVlZXjXm+dnZ2LtOLl6corrxx3P5599tkpr5XX4IX27ds37v797Gc/A+Ad73jHlI8p9ddgIpHg6quvnrI962c+8xm+8IUv8OUvf5kXXniBsrIybrvtNtLp9JTPOdu/T1cNJcQctLS0qM9//vMzvn50dFQ5nU71ve99r/i+Y8eOKUA9//zzC7DCleUzn/mMamtrm/aam266SX30ox9dnAUtM9dee6265557im9blqWamprUQw89NOn173znO9Vb3vKWce/bvXu3+sAHPrCg61wpBgcHFaCefvrpKa955JFHlN/vX7xFLXMPPPCAuvrqq2d8vbwGL+6jH/2o2rBhg7Jte9KPy2twPEB9//vfL75t27ZqaGhQn/3sZ4vvGx0dVW63W33729+e8nlm+/fpaiE7vmLOPvWpT1FdXc2OHTv47Gc/i2maU1574MABcrkct956a/F9W7ZsYd26dTz//POLsdxlLRKJEAwGL3rdN7/5TWpqati6dSv333//uImFq1U2m+XAgQPjXju6rnPrrbdO+dp5/vnnx10PcNttt8lr7bxIJAJw0ddcPB6npaWFtWvX8ra3vY0jR44sxvKWrZMnT9LU1MT69et5z3vew7lz56a8Vl6D08tmszz22GPcfffdaJo25XXyGpza2bNn6e/vH/c68/v97N69e8rX2aX8fbparIjJbWL5+shHPsJrXvMagsEgzz33HPfffz99fX187nOfm/T6/v5+XC4XVVVV495fX19Pf3//Iqx4+Tp16hRf/OIXefjhh6e97t3vfjctLS00NTXxyiuv8Od//ue0t7fzb//2b4u00qUxPDyMZVnU19ePe399fT3Hjx+f9DH9/f2TXl/qrzUA27b5kz/5E173utexdevWKa/bvHkzX/va17jqqquIRCI8/PDDXH/99Rw5cuSCEfKlYPfu3Tz66KNs3ryZvr4+HnzwQW644QYOHz5MRUXFBdfLa3B6P/jBDxgdHZ12Oqu8BqdXeC3N5nV2KX+frhYSfMUF7rvvPj796U9Pe82xY8fYsmULH//4x4vvu+qqq3C5XHzgAx/goYceKtlRibO5fwU9PT3cfvvtvOMd7+B973vftI99//vfX/znbdu20djYyC233MLp06fZsGHD3BYvSsY999zD4cOHp61PBbjuuuu47rrrim9ff/31XH755XzlK1/hf/yP/7HQy1x23vSmNxX/+aqrrmL37t20tLTw3e9+l7179y7hylamr371q7zpTW+iqalpymvkNSjmkwRfcYF777132p++AdavXz/p+3fv3o1pmnR0dLB58+YLPt7Q0EA2m2V0dHTcru/AwAANDQ1zWfayMdv719vby+tf/3quv/56/umf/mnWn2/37t1Afsd4NQffmpoaDMO4oAPIdK+dhoaGWV1fKj784Q/z4x//mGeeeWbWO2ZOp5MdO3Zw6tSpBVrdylJVVcWmTZumvB/yGpxaZ2cnP//5z2f92yp5DY5XeC0NDAzQ2NhYfP/AwADbt2+f9DGX8vfpaiE1vuICtbW1bNmyZdo/Lpdr0scePHgQXdepq6ub9OM7d+7E6XTyxBNPFN/X3t7OuXPnxv1Ev5LN5v719PRw8803s3PnTh555BF0ffb/Sh48eBBg3F94q5HL5WLnzp3jXju2bfPEE09M+dq57rrrxl0P8LOf/WzVvNZmSynFhz/8Yb7//e/z5JNP0tbWNuvnsCyLQ4cOrfrX20zF43FOnz495f2Q1+DUHnnkEerq6njLW94yq8fJa3C8trY2Ghoaxr3OotEoL7zwwpSvs0v5+3TVWOrTdWLleu6559TnP/95dfDgQXX69Gn12GOPqdraWvVHf/RHxWu6u7vV5s2b1QsvvFB83wc/+EG1bt069eSTT6r9+/er6667Tl133XVL8SUsqe7ubnXZZZepW265RXV3d6u+vr7in7HXjL1/p06dUp/85CfV/v371dmzZ9UPf/hDtX79enXjjTcu1ZexqL7zne8ot9utHn30UXX06FH1/ve/X1VVVan+/n6llFJ/+Id/qO67777i9b/61a+Uw+FQDz/8sDp27Jh64IEHlNPpVIcOHVqqL2FJfehDH1J+v1/94he/GPd6SyaTxWsm3sMHH3xQPf744+r06dPqwIED6vd+7/eUx+NRR44cWYovYcnde++96he/+IU6e/as+tWvfqVuvfVWVVNTowYHB5VS8hqcKcuy1Lp169Sf//mfX/AxeQ1eKBaLqZdeekm99NJLClCf+9zn1EsvvaQ6OzuVUkp96lOfUlVVVeqHP/yheuWVV9Tb3vY21dbWplKpVPE53vCGN6gvfvGLxbcv9vfpaiXBV1yyAwcOqN27dyu/3688Ho+6/PLL1d/+7d+qdDpdvObs2bMKUE899VTxfalUSv3xH/+xCgQCyufzqd/5nd8ZF/ZKxSOPPKKASf8UTLx/586dUzfeeKMKBoPK7Xaryy67TP3pn/6pikQiS/RVLL4vfvGLat26dcrlcqlrr71W/frXvy5+7KabblL/9b/+13HXf/e731WbNm1SLpdLXXnlleonP/nJIq94+Zjq9fbII48Ur5l4D//kT/6keL/r6+vVm9/8ZvWb3/xm8Re/TLzrXe9SjY2NyuVyqTVr1qh3vetd6tSpU8WPy2twZh5//HEFqPb29gs+Jq/BCz311FOT/rtbuE+2bau/+qu/UvX19crtdqtbbrnlgnvb0tKiHnjggXHvm+7v09VKU0qpRd1iFkIIIYQQYglIja8QQgghhCgJEnyFEEIIIURJkOArhBBCCCFKggRfIYQQQghREiT4CiGEEEKIkiDBVwghhBBClAQJvkIIIYQQoiRI8BVCCCGEECVBgq8QQgghhCgJEnyFEGIVuOuuu7jjjjsm/VhrayuapqFpGl6vl9bWVt75znfy5JNPXnDtRz7yEXbu3Inb7Wb79u0Lu2ghhFhkEnyFEKIEfPKTn6Svr4/29na+8Y1vUFVVxa233srf/M3fXHDt3Xffzbve9a4lWKUQQiwsx1IvQAghxMKrqKigoaEBgHXr1nHjjTfS2NjIJz7xCd7+9rezefNmAL7whS8AMDQ0xCuvvLJk6xVCiIUgO75CCFGiPvrRj6KU4oc//OFSL0UIIRaFBF8hhChRwWCQuro6Ojo6lnopQgixKCT4CiFECVNKoWnaUi9DCCEWhQRfIYQoUSMjIwwNDdHW1rbUSxFCiEUhwVcIIUrU//pf/wtd16dsgyaEEKuNdHUQQohVIhKJcPDgwXHvq66uBiAWi9Hf308ul+Ps2bM89thj/PM//zMPPfQQl112WfH6U6dOEY/H6e/vJ5VKFZ/viiuuwOVyLdaXIoQQC0JTSqmlXoQQQoi5ueuuu/j6179+wfv37t3Lz3/+czo7OwFwuVw0NDTw2te+lg9+8IO8/vWvH3f9zTffzNNPP33B85w9e5bW1tYFWbsQQiwWCb5CCCGEEKIkSI2vEEIIIYQoCRJ8hRBCCCFESZDgK4QQQgghSoIEXyGEEEIIURIk+AohhBBCiJIgwVcIIYQQQpQECb5CCCGEEKIkSPAVQgghhBAlQYKvEEIIIYQoCRJ8hRBCCCFESZDgK4QQQgghSsL/D67XpaUMLTZZAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import r2_score\n", "from sklearn.utils import resample\n", "\n", "\n", "X_train_lda = lda.transform(scaler.transform(X_train)) # make sure we have same standardization\n", "ld_cols = [f\"LD{i+1}\" for i in range(X_train_lda.shape[1])]\n", "lda_df = pd.DataFrame(X_train_lda, columns=ld_cols)\n", "corrs = [np.corrcoef(C_train, X_train_lda[:,k])[0,1] for k in range(X_train_lda.shape[1])]\n", "print(\"Pearson correlations between C and LD axes (train):\")\n", "for k,rval in enumerate(corrs):\n", " print(f\" LD{k+1}: r = {rval:.4f}\")\n", "\n", "# Quick scatter of C vs LD1\n", "fig, ax = plt.subplots(figsize=(8,6))\n", "ax.scatter(X_train_lda[:,0], C_train, alpha=0.4, s=4)\n", "ax.set_xlabel(\"LD1\")\n", "ax.set_ylabel(\"MN(x)\")\n", "ax.set_title(\"Mestre-Nagao vs LD1\")" ] }, { "cell_type": "markdown", "id": "b0c483f3", "metadata": {}, "source": [ "Will you look at that. The Mestre-Nagao sums correlate **really obviously** with the first discriminant axis.\n", "\n", "For each (normalized) $L$-function, this plot compares the projection of the data vector associated to that $L$-function on the principal LDA axis against the associated (normalized) Mestre-Nagao sum. And the point seems to be that they are strongly linear correlated!" ] }, { "cell_type": "code", "execution_count": 25, "id": "942b6c8f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R^2 of regressing LD1 on C (train): 0.9194\n", "R^2 on test set: 0.9201\n" ] } ], "source": [ "lr = LinearRegression()\n", "lr.fit(C_train.reshape(-1,1), X_train_lda[:,0]) # just use principal axis\n", "pred = lr.predict(C_train.reshape(-1,1))\n", "r2 = r2_score(X_train_lda[:,0], pred)\n", "print(f\"R^2 of regressing LD1 on C (train): {r2:.4f}\")\n", "\n", "# Let's also look at what happens on the validation data\n", "X_test_lda = lda.transform(scaler.transform(X_test))\n", "pred_test = lr.predict(C_test.reshape(-1,1))\n", "r2_test = r2_score(X_test_lda[:,0], pred_test)\n", "print(f\"R^2 on test set: {r2_test:.4f}\")" ] }, { "cell_type": "markdown", "id": "708396cb", "metadata": {}, "source": [ "As a small experiment, what if we add in Mestre-Nagao sums and retrain our predictor. Do we do better?" ] }, { "cell_type": "code", "execution_count": 26, "id": "1644febb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original LDA train acc: 0.8684495880499001 test acc: 0.8704067775998703\n", "Augmented LDA train acc: 0.8684597221236965 test acc: 0.8704067775998703\n", "Explained variance ratio (original): [9.7747040e-01 2.1081256e-02 1.0345095e-03 4.1377844e-04]\n", "Explained variance ratio (augmented): [9.77470147e-01 2.10814738e-02 1.03461600e-03 4.13763677e-04]\n" ] } ], "source": [ "sc2 = StandardScaler()\n", "X_train_scaled = scaler.transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)\n", "\n", "C_train_scaled = (C_train - C_train.mean()) / (C_train.std(ddof=0) + 1e-12)\n", "C_test_scaled = (C_test - C_train.mean()) / (C_train.std(ddof=0) + 1e-12)\n", "\n", "X_train_aug = np.hstack([X_train_scaled, C_train_scaled.reshape(-1,1)])\n", "X_test_aug = np.hstack([X_test_scaled, C_test_scaled.reshape(-1,1)])\n", "\n", "lda_aug = LinearDiscriminantAnalysis()\n", "lda_aug.fit(X_train_aug, y_train)\n", "\n", "print(\"Original LDA train acc:\", lda.score(X_train_scaled, y_train), \"test acc:\", lda.score(X_test_scaled, y_test))\n", "print(\"Augmented LDA train acc:\", lda_aug.score(X_train_aug, y_train), \"test acc:\", lda_aug.score(X_test_aug, y_test))\n", "\n", "print(\"Explained variance ratio (original):\", lda.explained_variance_ratio_)\n", "print(\"Explained variance ratio (augmented):\", lda_aug.explained_variance_ratio_)\n" ] }, { "cell_type": "markdown", "id": "f6d7df82", "metadata": {}, "source": [ "There is no additional explanatory power from incorporating Mestre-Nagao sums! That's interesting." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.4+" } }, "nbformat": 4, "nbformat_minor": 5 }