diff --git a/nncw.ipynb b/nncw.ipynb index c5d6b6b..0c52ce9 100644 --- a/nncw.ipynb +++ b/nncw.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": { "executionInfo": { "elapsed": 2450, @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -248,7 +248,7 @@ "max 1.000000 1.000000 1.000000 " ] }, - "execution_count": 3, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -420,7 +420,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "executionInfo": { "elapsed": 2604, @@ -453,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "executionInfo": { "elapsed": 2598, @@ -488,7 +488,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -1627,7 +1627,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": { "tags": [ "exp2", @@ -1895,12 +1895,19 @@ "| test | learning rate | momentum | batch size | hidden nodes | epochs | models |\n", "| --- | --- | --- | --- | --- | --- | --- |\n", "|3|0.06|0.05|35|16|1 - 300|1, 3, 9, 15, 25|\n", - "|4|0.06|0.05|35|1 - 50|50|1, 3, 9, 15, 25|" + "|4|0.06|0.05|35|1 - 50|50|1, 3, 9, 15, 25|\n", + "|5|0.06|0.05|35|1 - 300|50|1, 3, 9, 15, 25|\n", + "|6|0.001|0.01|35|1 - 400|50|1, 3, 9, 15, 25|\n", + "|7|0.01|0.01|35|1 - 400|30 - 150|1, 3, 9, 15, 25|\n", + "|8|0.03|0.01|35|1 - 400|5 - 100|1, 3, 9, 15, 25|\n", + "|9|0.1|0.01|35|1 - 400|20|1, 3, 9, 15, 25|\n", + "|10|0.15|0.01|35|1 - 400|20|1, 3, 9, 15, 25, 35, 45|\n", + "|11|0.15|0.01|35|1 - 400|10|1, 3, 9, 15, 25, 35, 45|" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": { "tags": [ "exp2" @@ -1950,10 +1957,10 @@ "for i in range(multi_ensem_iterations):\n", " print(f\"Iteration {i+1}/{multi_ensem_iterations}\")\n", " data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=0.5, stratify=labels)\n", - " multi_ensem_results.append(list(evaluate_ensemble_vote(epochs=50,\n", - " hidden_nodes=(1, 50),\n", - " nmodels=[1, 3, 9, 15, 25],\n", - " optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.06, momentum=0.05),\n", + " multi_ensem_results.append(list(evaluate_ensemble_vote(epochs=10,\n", + " hidden_nodes=(1, 400),\n", + " nmodels=[1, 3, 9, 15, 25, 35, 45],\n", + " optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.15, momentum=0.01),\n", " weight_init=lambda: 'random_uniform',\n", " batch_size=35,\n", " dtrain=data_train, \n", @@ -2000,7 +2007,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 38, "metadata": { "tags": [ "exp2" @@ -2012,11 +2019,11 @@ "output_type": "stream", "text": [ "30 Tests\n", - "Models: [1, 3, 9, 15, 25]\n", + "Models: [1, 3, 9, 15, 25, 35, 45]\n", "\n", "Loss: categorical_crossentropy\n", - "LR: 0.06\n", - "Momentum: 0.05\n" + "LR: 0.15\n", + "Momentum: 0.01\n" ] } ], @@ -2056,23 +2063,25 @@ ] }, { - "cell_type": "raw", + "cell_type": "code", + "execution_count": 37, "metadata": { "tags": [ "exp2" ] }, + "outputs": [], "source": [ - "pickle.dump(multi_ensem_results, open(\"results/exp2-test4.p\", \"wb\"))" + "pickle.dump(multi_ensem_results, open(\"results/exp2-test11.p\", \"wb\"))" ] }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ - "exp2_testname = 'exp2-test4'\n", + "exp2_testname = 'exp2-test6'\n", "multi_ensem_results = pickle.load(open(f\"results/{exp2_testname}.p\", \"rb\"))" ] }, @@ -2105,7 +2114,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 39, "metadata": { "tags": [ "exp2" @@ -2116,7 +2125,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Models: 15, 93.5% Accurate\n" + "Models: 1, 71.8% Accurate\n" ] } ], @@ -2141,7 +2150,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 40, "metadata": { "tags": [ "exp2" @@ -2150,7 +2159,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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hTktLq/McqqurKSsrq7es/MrLyxv1nYr3Q12zjDG7RKQDsFBENhljFgUnsO87Pw8wZcoUE+0oIe19RJGWoGXcMrScW0ail/PGjRsDHWpkZkK3nE4NbpOWVgRsZUzuccf8UJeIROzQIzk5ObA8PT2d8vJyMjMz+eijj1iyZAkLFizg2WefZdWqVYgIeXl5dOoUmvekpCQ6duxIZmYmmZmZpKWlBfbpdrtJSUkhIyMDp9MZWJ6Wlobb7SYzMzOQN7fbzXXXXcd9993X4PmkpKTgdrtJT0+na9eurFu3rlaaSOeQlJQUkr/6pKamMnbs2AbT+cXyPeTdhNaIe9jLAvzN2caYI8CbwMQY5kcppVQL8Pl87Nixg+nTp/Pwww+zfft2vF4vp512Gs8/X/Ns75dfftmo/W7ZsoWCggIA3njjDU466aSQ9dOnT+eNN97g4EHrUaV9+/axZ8+eeveZlZVF165dee+99wDwer2sX7++znMIbqlobrEMyCuBESLSQ0QygHOAj/wrRcQlIjn2tNte3/CNDqWUUi3Ofw/Z/3n00UfrTOv1epk1axajRo1iwoQJ/OIXv8DpdPLEE0+wbNkyRo8ezdChQ3n99dcblYcRI0bw0EMPMXToUBwOB1dccUXI+uHDh3PPPfcwffp0Ro0axXnnnUdRUVGD+3399dd54oknGD16NCNHjmTx4sV1nsPll1/OAw88wJgxY9i3b1+j8t8QMcY06w5Ddi5yIfAwVuCfb4z5g4i8j3VP+AiQByQBTuA94G5TT4amTJliVqxYEdWxE735qS3QMm4ZWs4tI9HLeePGjQwZMqTBdIneMUh76MvaL9K/mYh8YYyZEil9TO8hG2MWAgvDlp0bNDs+lsdXSqn2JrhjENW6aF/WSimlVALQgKyUUkolAA3ISimlVAKI93vISimlmtNnv4W839ozBnxecDgJPNU17Q445Y545U7VQ2vISinVlpxyB/x8n/WZ/R4Yr/XTv6yJwTgnJ6dR6X/5y1/y5JNPAnDuuedSXl73uEELFy6M+BpVYWEhEyZMaFxGbUuWLOHSSy8NWfavf/0r8NpWRkYGQ4YMYcyYMdxyyy1R73f+/PlNyk802lUNefmf7mJc4Qt1ri/IvYapP3moBXOklFJt3/vvv1/ven+3lbF2wgknBEasOvXUU3nyySdDhpSMxvz587nzzjtjkLt2VkOe+pOHSL7/AMn3H+D7c18nWaqtn/YyDcZKKVW/JUuWcMYZZzBjxgwGDRrErbfeGlj3hz/8gYEDB3LCCSewcePGwPLc3FxKSkq46667eOWVVwLLf/rTn/LOO+/w0ksvcfvttwOwdetWJk6cyKhRo3j88ccDaYNr3FBTYz969Cinn34648aNY8yYMYHhFRvjlVdeYeLEiYwePTpwPiUlJZx99tmMHDmSkSNH8tFHH3HPPfcEOki54YYbGn2chrSrGrJSSrUJFUdh3zcNp9v7dejP+nQZBilZUR2+oKCAb775hk6dOjF8+HDmzZuHy+Vi/vz5rF69GqfTydixY2t1bTlz5kzuvvtubrzxRjweD4sXL+bpp5/mr3/9ayDNvHnzuPvuu7nkkku46667GsxLamoq7777LpmZmfzwww+cddZZjeqSs64RoioqKujcuTMffvhhYPCKs846i+eeey5m40JrQFZKqdZm3zfw4lnRp190a8NpfvoR9I7YgVQtJ5xwAl27dgWs7iy3bdvGwYMHOf300+nYsSMQuRl6woQJFBYWcujQIVauXMmJJ55ISkpKSJpVq1YF+pWeNWsWixcvrjcvxhjuvPNOli1bhtPpZNOmTVRVVUV1HgCLFy9mxYoVgXvVZWVljB8/nnPOOYd58+Zx5513cvHFFzN16tSo99lUGpCVUqq16TLMCqAN2fu1FYzPewS6Dm94n1FKTk4OTDudTrxeL0BgWMX6nH/++SxYsIB//etfzJw5s9b6uvbhcrnw+XyB+crKSgBee+01SktLWbNmDS6Xi5ycnEYFZJ/Px89+9rOII0StXbuWv//979x6663MmjWLm266Ker9NoUGZKWUam1SsqKuzQJWMG5M+iaYNGkSd9xxB0eOHMHpdPLee+/xn//5n7XSzZgxgwcffJAtW7bwxBNP1Fo/YcIE3n33XWbMmBEy+ESfPn349NNPAfjHP/5BSUkJYN1D7tq1Ky6Xi7///e+BkZ6iNX36dGbOnMlNN91E586d2bdvH16vF2MM2dnZzJ49m5SUFP7xj38ANRcgTqezUceJRrt6qEsppVRsdO/enTvuuIOJEydy5plnMn585KEKxo0bx9atW5k6dWqt5mqAxx57jAcffJDRo0eH1HQvueQStm3bxsiRI1m0aBGdO3cGrGbtpUuXBpb37t27Ufmua4Sor776iokTJzJmzBgee+yxwMNes2fPZuTIkTF5qCumoz01t+Yc7WnjFx8z5IOZbDznLYZMPrO5stiuJProOG2FlnPLSPRyjna0pxDbV1j3mhtxfzjWdLSnOI32pJRSqoWF99QlTvjzBWhPXYlPA7JSSrUlp2jAba30HrJSSimVADQgK6WUUglAA7JSSimVAPQeslJKtSHPffkcf1j3BwAMBp/x4RAHYj/Udd2o67h+9PXxzKKqg9aQlVKqDbl+9PXkX5VP/lX5vHDWC3iNlxfOeiGwrKnBWIdfbPg8jpXWkJVSSsVUaxp+sb5euBo6j2OlNWSllFJRa4vDL+bm5vLf//3fjB07lk8++YT77ruPiRMnMmLECP7rv/6r1nkUFhYyevRoZs+ezdChQ7nssstojk62tIbcFOEv3vu84HCiL94rpVpCSVUJWw5vaTDd5kObQ37WZ2DHgWS4M6I6flsaftGvV69erFmzBoDx48dz//33Y4zh0ksv5fPPP+fEE08MSb9hwwb+8pe/MHToUE477TSWLVvGySef3OjjBtOA3BTBL977u6ab/X7CdE2nlGrbthzewtUfXB11+l+v+HWDaV4+52XGdhkb1f7a0vCLfsEjTy1evJjf/va3VFRUsG/fPs4+++xaAXnw4MEMG2aNkDV27FgKCws1ICulVHszsONAXj7n5QbTbT60mV+v+DX3TrmXQZ0GNbjPaLWl4Rf90tLSAKioqGDevHmsXr2abt26cfvttweOFayuMjgWGpCVUqqVyXBnRF2bBRjUaVCj0jdFax1+MVxFRQUiQufOnTly5AgLFixg3rx5x7TPaLWrgBz8fp7PeDG5vZBNd+LYfDeg7+cppVRTBQ+/mJOTc0zDL/74xz/mvvvuY/r06YHll1xyCS+99BIjR45k+vTpIcMvnn/++YwcOZKTTjqp0cMvhuvYsSOzZ89m2LBhdO/enSlTWvBWpDGm1XwmT55sovXZZ5/Vu/6dT541I14aYd755Nmo9xnRtuXG3Jdl/WxnGipj1Ty0nFtGopfzhg0bGr1Nwd4CM+KlEaZgb0EMctQ0R48ejXcWWkykfzNghakjxrWrGrJSSrV14T11OcXJNR9doz11tQIakJVSqg25fvT1GnBbKe0YRCmllEoAGpCVUkqpBKABWSmllEoAeg+5CZ5YvIUnPt1qzfh84HsJnj0Ijg8AuPm0Adw8PfqX7JVSqrkceOYZDjzzrDVjDMbnQxwOsDvcyJl7Azlz58Yxh6ouGpCb4ObpAwMBd+MXHzPkgyvYeM5bDJl8ZpxzppRq73Lmzg0E3LKCArZdMYver7xM2rhxx7Rfl8vFyJEjqaysJDU1lRtuuIGf/exnADz77LN06tSJyy677Jjzn8jmz5/PnXfeGbP9a0BWSinVoI4dOwYGX9i+fTszZszAGMN1113HDTfcELPj1jccYkuLdUDWe8hKKaUapXfv3vzud7/j6aefBkKHRnzssccYPHgwo0ePZq5dU1+wYAGTJk1i7NixXHrppRw+fBiAzZs3M2HCBEaPHs2tt97KhAkTAvubPXs2J5xwArfccgvffvstZ511FhMmTOD000+nsLAQoM7lp556Krfddhvjx49n1KhRFBQUcN555zFgwICQIRwfeuihwFCPDz/8MFD38JL33HMPhw8fZsyYMTG7ANEaslJKtTLekhIqNzc8pGLFpk0hP+uTPGgQzozohl8EqwvMTRH2+6tf/YodO3aQnp7OkSNHADjllFO46KKLEBHmz5/PU089xT333MO8efO49957mTFjBvfee2/IfrZu3cqSJUtwu92cddZZPPfcc+Tm5vLJJ59wxx138NZbb3HjjTdGXA6QkZFBfn4+Dz74IJdddhmrVq0CYOjQodx00018/PHH7Ny5k5UrV+Lz+TjjjDM4++yzgcjDSz744IM899xzrF27NuoyaiwNyEop1cpUbt7MtitmRZ1+7/2/ajBNn9dfa9R9ZqsXyNomTZrElVdeycyZM5kxYwZgNXHPnDmTvXv3UlpaytSpUwHIz8/noosuAuCyyy7jww8/DOznoosuwu12U1JSwtKlSwP7MsaQnp5e53I///CPI0eOZMKECYFhITMzMzl06BAff/wxixYtYunSpQAUFxezefNmsrOzIw4veax9ZEdDA7JSSrUyyYMG0ef11xpMV7FpE3vv/xVd7/sFKYMHN7jPxli7di1DhgyptXzRokUsWbKEBQsW8Oijj7Jq1SpuueUW7rnnHs4880zefPNN3nzzzQb37x8O0efz0bVr11o1U/8oT3XVWP3DIzocjpChEh0OB16vF5/Px3333cfs2bNDtluyZElMhlaMhgZkpZRqZZwZGY2qzaYMHnzMT1kH27FjB7fffjs33XRTyHKfz8eOHTuYPn16YOQlr9fL0aNH6dGjB8YY/vrXv+JwWI8vjRs3jvfee48LL7ww0NQcLisri65du/Lee+9xwQUX4PV62bBhAyNGjKhzeTTOPPNMHnzwQWbOnElaWhqFhYV06tSp3m38wTlWD5nF9KEuETlfRDaJyBYRubaONA4R+UJE3o5lXpRSSjWd/4GmYcOGMWPGDG644QauueaakDRer5dZs2YxatQoJkyYwC9+8QucTif33XcfF1xwARMnTqRHjx6B9I8++ii/+tWvGD16NEVFRWRlZUU89uuvv84TTzzB6NGjGTlyJIsXL653eTTOPvtsLr74YqZMmcKIESO48sorqaioqHeb2bNnM3LkyNg9VV7XMFDH+sGqfW8GegAZwCagc4R0PwPeAN5uaJ+JOPzihhUfGXNflvWznUn04eraCi3nlpHo5dyU4RdL8/PNN4OHmNL8/BjkqGmCh18sLS01Pp/PGGPM/PnzzW233RavbMVEIg2/OAn42hizC0BEPgDOBP7iTyAi2cDlwP8C2nWMUkodo/CeunA62T57TkL21LVy5UrmzZuH1+ulZ8+evPzyy/HOUlzFMiB3B3YFze/Cqi0HexB4oL6d2E3d1wJ0796dvLy8qA5+9OjRetPu3Lkj8DPafUZyZPsWhgBbtmxhX2VKk/eTCHp//wa9t71hzRiDGB9Garrc297nMrb3remJp6EyTgSNPadE1BrKuS1I9HLOzMykuLi4wXTJV15JjyuvrDdNNPuJFa/XGzj++PHjA085+8Uzb82tvLy8Ud+puD3UJSJjgU7GmCUicmpd6YwxzwPPA0yZMsVMmzYtqv3n5eVRX9qiTzfAdujZs1e96SIJHgDcZ7z8PLcX4vsjjm3Wjf5WOwD4tGnAU9b09hXw4lnITz6A3lMAyLU/fg2VcUJo5DklolZRzm1Aopfzxo0bycjIQOyLydaquLiYzMzMeGcj5owxpKamMnbs2Ki3iWVA3k1ojbgHsDJofgpwsogUAilApoj8wRhzXQzz1CyCBwBf8Olz/Hz7kzzQay4zTmuFQbiN04FAVFuRkpJCUVER2dnZrT4ot3XGGIqKikhJaVyraSwD8kpghIj0AI4A5xDUPG2MeQZ4BsCuId/UGoKxal10IBDVVvTs2ZOdO3eyf//+eGflmJSXl5OamhrvbMRcSkoKPXv2bNQ2MQvIxhiPiNwGfIr1etV8Y8xBEXkfuNYYsztWx1ZKqbbG5XKRm5sb72wcs7y8vEY147YnMb2HbIxZCCwMW3ZuhHRLgCWxzItSSimVyLSnLqWUUsrvs99C3m/tGQM+LzicgH3fftodcModMTl0uw3I7xV9BkC5rzLOOUkcP3nnf1l1OKj7uj79YHHN+4oTO87kTxf/TxxyppSCsIcUDXiNwSkSiBX6kGIzOCUo4NpvZjD7/cCbGbHULgNyhaeCPVX7AJi/60XW5O1kxoAZTD5+Mk5HYgyEHQ9WsLUCbuDp8d436dPjSiWI4IcUVxcWcemzy3njhilMyM2Oc85Uc2iXATnFlcJ1x8/k59ufZErGKFb9sIoPvv+A49OP58L+FzKj/wx6ZfWKdzaVajWee/cq/nBoTZ3rr+s0lusveqUFc6RU69MuA3KwszqdyBOnXMPnuz5nwdYFvLj+Rf6w7g+M7zqeiwdczBl9ziAtKS3e2VRNFN6Ji8nthWy6E8fmu4FW3IlLgrn+olfwl+Kada9y9ZqHeHnsXYwdVX+PUapxwi98Og+G65fUrNcLn9at3QdkAJfDxSm9TuGUXqdwqOIQi75bxIKtC7j383v53y/+l7Nyz2LGgBmM7TJWX8hvZbQTF9WWBF/46G2ltkcDcphOKZ24ctiVXDnsSjYc3MCCrQtY9P0i3tn6Dn2y+nBR/4u4oP8FHJ9+fLyzqpRSqpkFt6oZ48OX2wvHkrmIWKMVx7JVTQNyPYZ2HsrQzkO5bcJtfLrjUxZsXcCTa5/kybVPMrXbVGYMmEG18cQ7m0oppZpJcKua//bLn8bc1iK3XzQgR8HtdHNW7lmclXsWe0v38t537/Hu1ne5I+8OUiQZgBf2/o0P/7mGVGcqya5kUpwppLpSSXGlkOxMtqadKda8K5lUp7UuxZUSWB746UrB7XBr87hSSrUjGpAbqWt6V64deS3XjLiGL/d/yZNL5/NFyVe4JYkqbxVHK49S4a2gwhP08VZQ7atu1HEEIcVlBfVkZ3IgYIfMh633B/nABYC9TbIr9IIgOPAnO5Nx2E0x7YUxBo/Pg8/48BovPuMLfPzzXp83MG+MqVluGl7u8/nw4au1n/BjRDPt9Xn5/tD3fLX2q8C+mrQ//7YE5bG+86/vPH32ckzIfM16LwBz1sxH1j6MEHRhKf4fErTImg6+AI20LFi92zR0PKmdThCqq6tJ+mtSxGM29niN2aaxx/MvLyk7DMCTe/7C6+8txilOnA4nTnHicrgC8y6HC5e4Iq6rlVZcteYb2s7lcDW4z+Dpg9UH2Ve2L3I6h7Pd/T0KpgG5iUSEMV3GcH72KXxR8hVXdbmg3gcrPD4Pld5Kyj3lVHorQ4K1f7rcW06lp5IKbwXlnnIqPBWBbfxpKz2VlHvLKaooCl1vr6vwVjT6XIIDvv9nWelhAJ774S3eXPQZxhgC/xkDQHFJMY8vfDxkeaR0gXVBP4FaaQ0G6//60/qMr+F0Qen9aX3GB8AvdjzFL155qtHl1NIc4sAhDsQIrq9dgXmnOAM/RSRkvs7ljpr1gf04nCRJUu3l4ftzOBEkZD78OPmFh1lVeBhwYHzgMz4c9nqAqf2ymdK/M0DgewHU/LtRs8w/GbwsZNrU3iZ4n7X2HeXxduzcERgMoKFt6jteQ3kMOXaE/UV7vMLdGzjoOcLxSTl0z8rFYzx4fV68xovH58FjPFR7qvEaL16ft9b6wHI7rX8+eL3/d6bZvVX3KkEiXgw0+qKiobRhFxWRjrlnn/VEe1UjK1RNpQG5hfivItOT0mN6HJ/xBQJ+eDCvdRFQz8VAYcUmADKd6XRN6xpSqxARBGF/5X66dOwSWObAETGd/ydQs8xe3pi0DaYLSm/9H7TcW813m/NYf/RLxmUMo1+v0TidbhzOZJyuZBzOZBxONw5XijVv/1I2NfAFApijdoCrK/CFT/vLJ9HH6QVgXM1ka336N68sj2kTErycgyz49DnyS7/h0pwzmHFKbMrZ3+oREuiDg3ldQd6Epgtev/7r9QwcMrDR+/QaL9W+6oj7jLRduac8NG1DFyT2uiqvB4M3pBxmvZ2B4+3YD9mqAflYGMOgbZ9w86HD9Havhu2jIbs/pOdAnO7/OsRBqiuVVNexDW/m/6N6xXHn1vlHNeEChTFQshcObLY/W2p+HtkRlHAPbFpc/76cyZCUAq5UcCVDUiq4UqxPpOVJ9rwr1V6f0rjlTjc49ddRJRb/xWGSI6nZ9pm8LZlp/RLo70YExlgtau8seY77dzzDb08/yMWnz4z5cfUvwLHY9i+GFX7IAMB95E3Y9Ka1PDkLsvtawTm7H3Tub0137g9pneMWrNsMTxUc+j5y4K08WpMuLQdyBkH/0yFnEMt3b2X+oQ+4petlnDb2fKguB0+F9amuAE85eCobXl5dDuWHrOXVFWFpK8DbxP7RxRkx8I8pr4LvutjL67g4aMpFgH+5fh+VCuFv+XKJE4cxtNRviAbkY7H8KcrdHTihexa/Of5qzh5yAhz8Foq+haLvYP8m2PSB9YfbLzkrKEj3qwnU2f00WIcrPxQUbIMCb9H3YOwmJXFaFz85gyD3JOtnziDoPADSQvv33fvpc2wtXcyRzB7Qa1Ls8u3z1QRpfwD3VEYI4NFdEFT9sNMKpNXlUF5U90VDU+/3uVJqB/hoWgXqWN7l4EYmlFfQsXiH9TvgToekNOun063fcRV7Xg9UFUNlCVQWQ1WJdbEeMm8vq7KXBdbVTJ9ffogZvmr+3qPxz+Y0hQbkpjr4LWx6n+/6no2Hr6lI7mAFhNyTQtP5fFC8xwrQRd/aAfs72LcBNi6y/qD6JXeAzv3CArU/WGe3zT9kPq/VnBwp8Jbur0mXnAU5A6HnRBhzRU3g7dQXXO745T8ShwPcadanGXwTza0BY8BbHeVFQCOXlxdBcfhFgz3traqVlRPsDz88AQVPhJWNC5LS7fIJCtTNMd2OB4ZpE7zVQcEyPEDa89EG1uBKUF0cLkjOtD7uTEjOsKbTcwLLt+7ZzN+LVzNYWua7pQG5qVY8A0mpFHabDHu+rjudwwEdelifvieHrgsE66BAXfQd7P2mdrBO6VC7Cdw/ndYKRnqpKoWDW2sH3oNbQ8+zQy8r8I74kfXTH3gzurbNC5LmImJdmLjcQFbLHdduDXhp7bP89es/k2x8uH1ekr3VpOEgzQhpPh9n9TiJU7pOtP5oVpVZ34fq0qDpMigrqpmuKrU+jWn+d6XYwblpAb/DoW9hZ/C29nQCNeuH983uNIb7dzzDA69Yy1q8b3ZPVVAgLA6driNgDt+zDb5Nrh1YPVHUQh1JdrDMsC7S3XYQzTiudmD1rwsE3YzQ7VzJDf67bvz0Of68fTMPOFvmol8DclOUFcHa12DslVQfy8ATIcE6rAbk80Hx7qBA/S0c/A72rocN74X+oUrpGDlQ+2vWLSXah6pcKVaTcs5AGHKeHXQHWsvczfsUesL9AWtr7NaAOZNuZc6kWwHY+MXHDPlgJhvPeYshk888tv17PTUBOjhQhwTzBqbLD8PRXaHBv6qkVhP/aIBIA1aJIyzINzbg17VteqMf5AvuRarJ5eyptGubxXU21dYdWMNqrNFcMDndQQExC5fHC+5s6yI7PLAGgml4YM2y5l3JjSqvpojn3wwNyE2R/5LVlDf5Blj3z9gcw+GADj2tT79TQtf5fNYfGP+9an/Q/uEr+GZh6C9Jaqfa96qz+1tN46mdmpY3+6GqzvuXw9JVdT9UlX6cFWwHTK+p6eYMtGrBLdS82Cx/wFT8OF3gzIKUZq71G2M3vdcE+YKVyxg3fJAVuKvtwN/QdPGe2sujaS4NnJ+74aBdx3TGXuvVxA47/gneTfU08YYF1gi3GWrnKzlygMzq1nDNM7wGG3ZL6ctEezsjTDz/ZmhAbixPFaz8g1Wz69wfiFFAro/DAR17WZ9+p4au83mtYB3cBH7wW9jzJXyzIPSXMbVT5ECd3R+ALK+X7COFUPAKHNxS66Gq4WA/VNXPCrQNPFSlVMIQsR5IS0oJfE9LsvbVbqlqCp/XDvSNCOzh05UlVmtTVViN31fTd35P+2e39c/BeqyWp/AAmZwFWT0arnkGN/FGCKKqZWhAbqyv37GuiqfeFO+cROZwQsfe1qf/aaHrfF44sjO0CbzoO9i9xjqvoGB9vsPNDF8VbH8a1mI/VDUIek6CMbMgZxCrCo8w8YyZ+surVDCHs6b22Nz892yry/hu9T/ot3Qem6e/yKATLgRn870rrOJDA3JjGAPLn4Tu46D3lHjnpvEcTujUx/pECNavrZjP51+9TO/qao7zVLHHkU5hcjLb3SkcdDq5bvS/h9w7Kd+fp8FYqZbkcoMrG8imKqMHAD53pgbjNkIDcmMULoMf1sGPXkiYpy6bjcPJrBPuZtYJdwN6v1UppVqaBuTGWP4UZPXkj559PPvKeECf3FVKKdU8NCBH68BW2PwBnPEAPxt7Iz8beyOgNUmllFLNo/0OPNlYK562nj4cd3W8c6KUUqoN0oAcjbIiWPs6jL0KUjvGOzdKJbQKj2G/yaK4ylBS6aGi2ovH64s4pq9SqoY2WUdj9YtWZxuT9b6wUj6fYX9JJduLyth+sIxtRWXsKCqz5ovK2F/sAZ6FRR5Y9FHIti6H4HIKLoej5mdgmeByOkLSJDkFp0NIcjpwOiIvS7LTBqb9+wgcI3S/SXba4HwkOYVv9ntwbT1grws9TsT9+aftc3A42tiDnqrFtauA3KQu0TyVdkcg51ujCinVDlRUe0OC7LaDoUG30lPT7aTb5aB3cjm9KzZwnuynV9I+Mk0JXkcSXpx4cOLp9294+p6Kx+vD4zN4vIZqnw+v11jzPp+1zGvw+nxU+wwerw+vz1rm8fmoqvLZg9lb6zz2cv/+/Pvwr6/2Gbz2J2qrvmhymTmEoIuB4AuGmguApKALh9DA7yAp7CLB6bDS13URcGi3l+M8M9i30UtO8RYMBmPAABiDAXymZpn105qx5muvM8ZeHr7MnieQxlrnM3XsN7B9zTzGys/+/eW8tm115P2Gbe+zW1VC8xeaL4LmfWHHJtK51Dr/2sf2n0tleTVJlY/wu6qWad1pVwG5SV2irf+b1WNOonYEolQTGGM4UFLF9qJSu6Zbzrai0kDQ3Xs0tI/inIxkemenMrx7FueMOJ7endPpnZ1G7+w0umQmh9QOVxcWcemzy3n7hqlMyI1/b20+nxWkvT7rIiA4eFsB3wrqK1etZtSYsfZFgam5ePD5AsuqvUHb+YIuGLxhFwb+iwL/voIuFqrDLjS8PkOVx0t50LLgC4va+7Xz5PEh5hLY6MOxeSsICNYbmQ4Re9r6WbNOkODpWstACE1D8D7DtqXWvoK2D14WtLykwkf10UoE6yImfFsi5cU+PrXSh86D2PsM3TZ0vzXpHSHnYaf/4Stk71fWcmNAvAz+5D5YYnecNO0OOOWOmHxX21VAbjR/RyA9JsRk/Fxf0C918C+aNzBt1xYCv9S15/2/sN6gX3T/vrwhv8CR58P35Z8+ctDD8OrLSNvuo6rHYfodl0FGsn5dWpNKj5edh8rZfjByTbe82htI63Y66Nkpld6d0zhr+PGBYNu7cxq9OqWR3or/7R0OwW1fMKRSdx/qP2Q5GdWzYwvl6thZlYorWt0bHnl5eUybdmK8s1GP0YEp/8XlzNn3tMjFZev9LWsJ339mja506Z8idgRSXuXl4XwPRZW/pGSJB9eKpTVXw4GgWDMf0jznM7T0My4uR/j9uJomspp7albzWXmpYaX3LMrzvTyc/zkA3TqkMKBLBv2Py2BAlwzKDnoYWlxJToY7cCWdcD77LeT9FoBBxuAxDgZ9NAs+tvMbw6vdWDPGUFRaFQi2/sDrv6f7w9GKkO9YdrqbXtlpDD4+kzOGdQ0E3N7ZaXTNSsGp90CViisNyPVZ/pQ1MtHQC2ut8vkMt7/1JZ/uMJwmR0lLhU7HZQQFPQk8hOJyCM6wB0BC5oPuFznDg2QdQdMVfi8q6F6T/95UYNr+2ZigufGLjxn0/iyWnfoGpsc4tu4rYeu+Er7dV8J7X+7mYKnVfPO/X/yTDqlJDOiSwQA7UPfvks6A4zLp2Sk1/g+6nFITcAsSrCk1GlUeHz+U+vhs8362HyytVdMtraqp5bocQs9OqfTKTmP60C41tdzsdHplp5KZot0rKpXINCDXZf8m2PIxnPlgxDFLH1u8hUVf7eHmMQ5u2/gIGye/xZDJY+OQ0dhxiKFLmjBk0HGcMui4kHWHSqt4+x/LyOg+wArU+0v4/NsDvLG6ZtzjZJeDfnaQHnCcHai7ZNA3J51kV8sMv5jojDEcLquuqeUG1XS3F5Wx50g5PgN8thKAjmlJ9M5Oo3+XDE4fUhN0e2Wn0a1DCi6nvsmoVGulAbkuK562hiobd1WtVe+u3cXji7fwkxNzOa/LLtgYh/zFWad0N4OzXUyb1DtkeXmVl2/3WwHaH6g3/XCUD9fvodprtZ86BHpnpwWav/t3sYN2lwyy2mAtrtrrY/fh8ogBd3tRGcUVNUPqOR1Cj46p9M5OY9qg4+jTOY2SHwo5+6QJ9MpOo0Nq2ysfpZRFA3IkpQfgy7/ChGsgpUPIqjXbD3HH2+s4dfBx3HPuULau3hWnTCamVLeTET06MKJHaLl5vD62F5XZQbrUagLfX8KK77ZTUlkTkLpkJofcp/Z/umQmJ+59auBIeXVYoK1pXt59uCLk1ZvMFBd9OqfRp3MaJw3MoU92zRPL3TqmkBRWy83L21WrPFU71YafiVAakCNb/aI1NnBYRyC7Dpfzs5fz6ZOdxuM/HqvNg43gclrN1/2OywhZboxh79HKQI3a//nw6x/Yv6Lm1ZvMZBf9IwTqXp1SW+TfweP1sedIRZ1Ny0fKqwNpHQLdOqTSp3MaJ/bPoVe2FXz9QbdDalJCX1yoBNbKn4lQ9dOAHK66wuoIZOiF1rjBttJKD9f+eTU+Y3hxzsQ22bQaDyLC8R1SOL5DCicOyAlZd6S8uqbp2w7Uq7cV8c6anfgrnG6ng7456faDZDXN3/2PyyAlqXH3qYsrqiM2KW8vKmPXoXI8QbXcdLeT3p3T6ZOdxtT+nellB9s+2Wl075iK26UXa0qpxtGAHG7921C6P6QjEJ/PMO+NtWzdV8zrP5tCr+y0OGaw/eiQmsS43p0Y17tTyPKKai+FB0tDatTf7i9l8YZ9gR6kRKBHx9SQp789Xmvd+l1H+HZ/iR1s7Xu7B0s5VFZTyxWBblkp9MpOY3LfbHqPT6sJup3T6ZSmtVylVPPSgBzMGOtVp56ToNfEwOL5H23iH9/s5eGZo5moTUNxl5LkZMjxWQw5Pitkuddn2HWonK37i+1adSlb95fwVv7OkCblX773DQBpbmfgCeWJfTpZnWDYtdwenVL1SXClVItqMCCLSEfgf4Bexpgfi8hgYJQx5q1YZ67Fffcp7PsGZv45sOit1Tt49rNvueGU/lw6vicAB555hgPPPAuA8XnZ4O0Gb9/KRof1Bzxn7g3kzJ3b8vlv55wOsTq66JzG6UO6Bpb7u4lctG43v3zvGx6cMYIzhx+f2B2aKKXanWhudP0Z2AAMt+e/B34ezc5F5HwR2SQiW0Tk2gjr80TkSxH5RkR+EXWuY2X5U9CxtzWQBLCqsIj/eecrzhjWlTvPGhxIljN3LkPWfcmQdV/CXTeBEbjrpsAyDcaJRUQ4LjM58KTy4OMzOS7Bn9pWSrU/0QTk7saYPwFeAGNMFeCrfxMQERfwCHA6MBa4Q0Q6hyU73xgzGhgFnCsi8etZY98G2PpPmDwXnC62Hyzj+lfyGdAlk8cuGxP/HqeUUkq1adEE5FK72doAiMg4oDiK7SYBXxtjdhljSoAPgJAe0I0xR+3JJPsTvxHMVzwNyVkw9kqOVlRzzZ9X4RDh+dkTWnXH+koppVqHaCLN7cACoK+ILAZ6AZdHsV13ILjXjF1Aj/BEIvIvYCTwtDFmbYT11wLXAnTv3p28vLwoDg1Hjx6tN+2R7VsYAmzZsoVDxRVMXvsXdvU4j60r1vBofjmFB738z5Q0vl23im/rOU7lzp30BHbu3Mn+KPPWGgSXz77KlIhpGirjRLO5yOqAZO3atZRtbz0XWVrOLUPLuWW0pnJu6TJu8AjGmNUi8m/AYKwa9UZjTHUDm0XNGHOCiGQCb4vICGPM+rD1zwPPA0yZMsVMmzYtqv1aQ3zVnXbjFxWwFQYOHMiQ8gIwPnr96AFeXFrMuv2F/P7yMVw0ptb1Qy0btllP7Pbs2ZOhUeatNQgpn8mRz6uhMk40aYVFsGI5Y8aMaVUdKbSGcn5i8Rae+HSrNWOsB+zmr6oEsTp3ufm0Adw8fWAcc9iw1lDOwfT7HHstXcbRPGW90hgzCfg6wrL67Ca0RtwDWBkpoTGm2K59nw2sj5QmVsRbBSv/CMMu4rVNhj99Xsgt0wdGFYyVUpabpw9M+ICrVDQiXVxe8ccvwH6MKJYXl3UGZBHJAboCGSIylEB2yLI/DVkJjBCRHsAR4BzggaD9dwDcxpj9IpIMnAU82qSzOAZZu5dC2QHW9bqS+979mvNGdmNee/3Dov3kKqXauXheXNZXQz4PmIN1z/jpoOXFWO8l18sY4xGR24BPsZq65xtjDorI+1j3hJOA/ycibnv9m8aYvzfpLI5B9vfvUdFtIld95GVY9ywenjm6/T5R3Qb7yQ1+ZzzNGP7u8eJY5GSj/cqTvjOulEoUdQZkY8yfgT+LyAxjzIKm7NwYsxBYGLbs3KDZCU3Zb3NKLt3Ffd6rSE1y8serJ5Dq1t6Z2pKcuXMDAbdg0RJSb5tL+f89xbjzTo1vxpRSKkw0j429JyI/BoYByf6Fxpg7Y5arFuIzsM/RhbdKR/HmDRPomhX5aWKllFIq1qLtqWsCcBWwDTgBSI9lplqC++g2HALPVJ3DI5eN0/FmlVJKxVU0AXm4MeY24Kgx5ilqet5q1Uq++jtHTRrJA0/j7BHd4p0dpZRS7Vw0Adn/zvERERkEpGE9fd1qFRcfIffISlb5BnHxEB1KUSmlVPxFcw/5BbvrzJ9jdX+ZBtwfy0zFWmZmB5ad8Dgn/usGCnWAAaWUUrbgNzMwBuPzIQ6HNUg6sX0zI5qeup6zJ5cA/QFEpGdMctOCcjp2IEU8Tds46H3dwT4vzPTAd/fAA/aAVa30fV19RUgp1d4Fv5lRVlDAtitm0fuVl0kbNy7mx643IIvIVKAnsNQY84OIjALuAqZhvZ/cPgW9r7vW/yrN755p9a/S6CtCSikVP3XeQxaR3wIvAZcA74vIQ8BiIB8Y1CK5U0oppdqJhnrqGmOMKReRbGAHMNIY813LZE0ppVSwePazrGKvvoBcYYwpBzDGFInIZg3GSikVPzqIR9tWX0DuKyJv2tMC5AbNY4z595jmTCmllGpH6gvIM8Lmn4xhPlQCCGkO8/kwF/wG+bwUln8AaHOYUkrFUn2DS3zWkhlR8RfcHOZ/3L/P66+1yOP+SinV3kXTU5dSSimlYkwDslJKKZUAGuoYxAH83hhzcwvlRymlVB3i2a2jir16A7Ixxici40TEaYzxtlSmlFJK1RbPbh1V7EUzuMQWYImIvAuU+RcaY56OWa6UUkqpdiaagPy9/Um3P0oppZRqZtGM9nQ/gIhk2vPFsc6UUkop1d40GJDtEZ5eBlKsWSkF5hhj1sU6c0qp1kEfNlLq2EXTZP0H4HpjzBcAIjLJXjYllhlTSrUe+rCRUscumveQU/3BGMAYsxJIjV2WlFJKqfYnmhrylyLyJPCqPX8FoM3VSimlVDOKpoZ8HdZT1nfZn23Az2KZKaWUUqq9aainLgEKjDHDgN+1TJaUUkqp9qfeGrIxxmA1WQ9vofwopZRS7VI095CHA2tEZDNWT12CFasnxTRnSimlVDsSTZP1TKCiZbKjlFJKtU8NDS5hRORNY8zolsqQUkop1R5F85R1noicHfOcKKWUUu1YNPeQfwz8h4iUEXoPuUtMc5bAnli8hSc+3WrN+HyYC36DfF4Kyz8A4ObTBnDz9IFxzKFSSqnWJprBJXJaIiOtyc3TBwYCrr+bwD6vv6bdBCqllGqyOgOyiFxpjHnVnj7FGPNZ0Lr/NMb8viUyqNSx0NYMpVRrUV8N+VZqust8FAiu/s0GNCCrhKetGUqp1qK+h7qkjulI80oppZQ6BvXVkE0d05HmlVJKqVbPGIO3qIiqwkKKl1h3ao3P1yLHri8gjxKRfVi14Y72NPZ8h5jnTCmllIoRX1kZVdu2UVVYSOX331NVWEhV4Taqvv8eX3FxaNqjR1skT3UGZGNMNK9EKaWUUgnJeDxU795NlR1wKwsLqfq+kKrCQjw//FCTMCkJd69euPv2JW3iBNy5uST37Yu3uJidc2/E2bFji+RXg65SSqlWK9DE7A+6339v1XQLC6navh2qqwNpXccfjzs3l4xTTyG5b1/cubm4+/YlqXt3xFU7HJYVFLTkqWhAVkoplfgiNjHbtd3gJmZHRgbuvn1JGT6MrPPOrQm8vXvjSE+P4xk0LKYBWUTOxxpH2QE8ZIx5PmhdGvD/gL6AF3jWGPNELPOjlFIqcdVqYg6q7dZqYu7dG3duLumTJ1kB167tOrOzscZFan1iFpBFxAU8ApwGHAHyReQdY8zBoGT/Z4z5TEQygNUi8oExZmus8qSUUirOjMFz4EDEh6mqduyI3MR82qkk2wHXnZtbZxNzaxfLM5oEfG2M2QUgIh8AZwJ/ATDGlAGf2dMlIrIJ6AZoQFZKqVYu0MT8/fchD1N13rqVLeXlgXSOzEyriXnEcDpccH5NbbdPHxxpaXE8g5YXy4DcHdgVNL8L6BEpoYj0AkYBte6gi8i1wLUA3bt3Jy8vL6qDHz16tN60R7ZvYQiwZcsW9lWmRLXPSFxbt9IJWLt2LZ6SkibvJ9FEc14NlXFCMQb3qlV0AL5+4w28//oXxukClwuT5AKn9dO4aqZx2fMuFziiGRgtNlpVOdN6fye0nJvA68Vx8CCuvXtx/rAX5769OP3Thw8HkhmnE2+XLni7dqVs8mRcvXvh6Xo83q5dMJmZEN7EvH+/9Ymzli7juNf5RSQZeAO4wxhTGr7evu/8PMCUKVPMtGnTotpvXl4e9aXd+EUFbIWBAwcyZHJ0+4ykLCODbcCYMWPaVHeM0ZxXQ2Ucb96SUsq+WEHJ0qWULl1G9S7r+jDj3YWN35nTibjdSFKS9dOdhCPJ+ilJ7rB1YdOBNEmBdY5I6erYX8GuXUwYPrxmm+DtErDZrrX+TiT69zlcS5WzMQbvwYM1Nd2g2m6tJuZu3XDn9sE9dmzoU8zdugW+q3l5eZzQSsq5pb/Lsfxt3k1ojbgHsDI4gVh33l8G3jfGvB3DvKh2wPh8VG7cSMmyzyldupSyNWvA48HZsSPpJ55I1gUXcPDZZ+n+6COkDByIqa7GVFVhqqrwVVUFzVeHrAud9q+3tqG62trWXmaqqvEdORJhu7DpoD9iDckGvqtrpcNRx4VAUPCPdMEQ8QIiKWR55IuGpMgXD+6kwIWG8Xia459TtTBfWZl9Pzfs1aHvv8cXVDv0NzGnjhxR08Tct6/1FHM7a2JubrEMyCuBESLSA+uhrnOAB8LS/AYoM8b8Oob5UG2Yp6iI0s//RemyZZR8/jneAwfA4SB1zBhybpxLxsknkzJsGOJ0UlZQwMFnnyWpa1eSBwyIa76NMTVBur7AXVXFVwUFDBs0KCj4+9dF2D54vtqa9m/jKy3BHKr/WKaqqtnOcftPfoojJQVJSUGSk3Eku5Fk/3QyYn8C0yn+6RQk2R06nZKCuJNDph0p/n2k2Pu25+N4eyHRGY+H6l27gh6mCuooY+/eQDpJSiKpT9BTzEG1XWenTq32KeZEF7OAbIzxiMhtwKdYrz3NN8YcFJH3se4JO4C7gG9EZK292V3GmI9ilSfV+hmPh/J166xm6GWfU7F+PRiD6/jjyTztVNJPPIn0qVNwdkjs3l1FBHG7we1uMG1VdTVZLdTEZ4wBj6em1SC4taA6uCUg8oWAr6qKqu++59Crr5J13nm4sjvhq6zCVFRgqirxVVRiKisxVZV4jxzBVFbiq6zAVFbZ0/b6ioomn4MkJdVcBLjdQRcE/gDuxmFfGEhKMg53MpKSQtreHzjwzTdBFwQpNelrXQQE78++IEhKasZ/iaar1cTsb16up4k5c/rpIa8OJXXvjjidcTyL9immN6CMMQuBhWHLzg2a1css1aDqPXsoWbaM0qXLKF2+HF9xMeJ2kzZhAl3uvJOMk07EPWCAXrU3AxGBJLv5uYmdKJQVFHDo1VfpeOmPmnzfLdCCYAdnX2UVprIiNGhX2gG+qhJfRXBQt6crKvBVVYZOV1RiyiuoPnLEmg7aX2pZGfs/+hia2uTudIZdBNQE9ZAWgZRkq7bvbxFwR9E6UOsiIBnvUaszjNJ/Lad0+fKaV4cKC0ObmLOycPfNtZqYL7wg9Cnm1NSmnauKicR7IkS1e77KSspWrbaaoZctpWrrtwC4c3PpMGMGGSefRNrEifrHpA0LaUHIzGyRY/of6jIejxWoq+yafWVl6AWBfRHQ4AVBZYUd7GsuCHyHDuEJv6gImm6KA08+GdrEPHVKzX3d3FxtYm5FNCCruDPGUPV9YSAAl61chamowJGWRtrUqWRfeSXpJ52Eu2fPeGdVtQPiciEuV4t3s2iMsZr+K+0Ab18QBIK6P8DbFwEVW7ZS9Mc/0v3RR8k68wxtYm4DNCCruPCWlFC2YkWgKdr/SlLysKFkX3UV6SefRNqYMVYtSal2QESQ5GRITsaZldVg+qSCAor++EeSunbRYNxGaEBWLSLwStLSZdYrSWvX1rySdNJJHHfLzaSfcAKu446Ld1aVUiouNCCrmKl5JWkpJcs+x3vwIDidpI4ezXH/cSPpJ50UeCVJKaXaOw3IqtkYj4fyL78MNENXfP11zStJp59G+kknW68kRdEcp5RS7Y0GZHVMqnfvtgLwss9DX0maONF6Jenkk3D3769PeSqlVAM0IKtGCbyStHQpnT7+mK179gDg7tuXDhfPIOMkfSVJKaWaQgOyqpcxhsrvvrNeSVq6jLJV9itJ6el4Bw6k5/XX268kRRzISymlVJQ0IKsQprqaqp07KV1pjQOy6z/nWf1DY7+SdPXVZJx8EqljxrB0+XI6tZJRW5RSKtFpQG6HjM+HZ+/emv5tCwtrRnbZuRO83kDa5EGD6HjH7aSfeCKunJw45loppdo2DchtmOfQodBg6/9s2xbSeb+zUyfcffqQOnYsHS6+GHduLr6Kcvb8990cd9N/tKoxbZVSqrXSgNzK+crKqNq2LRBog0d28R45EkgnqalW/7b9+pJx+mkkB3Uw7+zYsdZ+ywoKWvAslFJKaUBuBfz3dSPVdoPHMMXlwt2rlzUIw7hxgYDr7puLq0sXffVIKaUSmAbkBBG4r+uv7QaPYRp2X9fVvRvuPn1Ca7q5uST16IG49J9UKaVaI/3r3cIadV83N5fUcePocMklNWOY9u6l7/gqpVQbpAE5BnxlZVRt314TbOu6r5uWhju3D8n9+0V1X1cppVTbpQH5GFVu2QLAwRdeYP/vH4/uvq79cXU5Tu/rKqWUAjQgHxNvcTE//OoBAMq//JKUQYPInH56TdDt00fv6yqllIqKRopjUL52beBhq56PP67v6yqllGoyR7wz0JqVrc5HkpLinQ2llFJtgNaQj0F5fj7uAQOo3LAh3llRSinVDA488wwHnnnWmjEGnE62z54D9vM+OXNvIGfu3JgcWwNyE/mqqij/6iuyzjlHA7JSSrUROXPnxizgNkSbrJuoYv3XmMpKkgcPjndWlFJKtQEakJuovCAfHA6SBw6Id1aUUkq1Adpk3URlq/NJHjIYR1pavLOiVNzF876bUm2FBuQmMD4fZWvW0OHCC+OdFaUSQjzvuynVVmiTdRNUbt2K78gR0sbre8dKKaWahwbkJii3xwpO1Y5AlFJKNRMNyE1QtjqfpN69SerSJd5ZUUop1UZoQG6CsoJ80saPj3c2lFJKtSEakBupevduPLv36P1jpZRSzUoDciOV5dv3j7WGrJRSqhlpQG6ksvzVODt3xp2bG++sKKWUakM0IDdSeX4BaePGIXaHB0oppVRz0IDcCN7Dh6ncsoVUvX+slFKqmWlAboSyNWsASBs/Ic45UUop1dZo15mNUJ6fj6SlkTJ0SLyzopRqh7TP8LZNA3IjlOUXkDZmNOLSYlNKtTztM7xt0ybrKPkqKihfv57Ucfq6k1JKqeanATlKFV99BdXVpE3QgKyUUqr5xTQgi8j5IrJJRLaIyLUR1j8lIntFZHUs89EcyvLzweUiddSoeGdFKaVUGxSzgCwiLuAR4HRgLHCHiHQOS/Y6cG6s8tCcyvILSBk2DEdaWryzopRSqg2K5dNJk4CvjTG7AETkA+BM4C/+BMaYz0UkN4Z5aBbG66V8zRo6XnppvLOiGkmfSlVKtRaxDMjdgV1B87uAHo3did3UfS1A9+7dycvLi2q7o0eP1pv2yPYtDAG2bNnCvsqUevfl3LGD7JISvk9NZVPYPl1bt9IJWLt2LZ6Skqjy1hpEc14NlXFCGD4cnnyiztX7ABL8HFpFObcBWs4tQ8u5bgn//o4x5nngeYApU6aYadOmRbVdXl4e9aXd+EUFbIWBAwcyZHL9+yx65VX2AhOuuhJXdnbIurKMDLYBY8aMIW1c2+nBK5rzaqiMVfPQcm4ZWs4tQ8u5brF8qGs3oTXiHvayVqesIB93v361grFSSinVXGIZkFcCI0Skh4hkAOcAH8XweDFhjLEGlND+q5VSSsVQzAKyMcYD3AZ8CqwFfmeMOSgi74tIdwAReQlYDowSkZ0iMjNW+Wmq6p078ezbp+MfK6WUiqmY3kM2xiwEFoYtOzdoek4sj98cyvLzAUjTgKyUUiqGtKeuBpTn5+Pq0oWknj3jnRWllFJtmAbkBpTlF5A6fhxiv7eqlFJKxULCv/bUnJb/6S7GFb4AQF+gkiT6vn8Fle9b6wtyr2HqTx4KpPcUFVH13Xd0uuKKOORWKaVUe9KuArIVbB+qe33YfHlBAYA+Ya2UUirmtMm6HmWr83FkZJA8aFC8s6KUUqqN04Bcj7KCAlLHjkWcznhnRSmlVBunAbkOvrIyKr75Rl93Ukop1SI0INehfN068Hj0/rFSSqkWoQG5DmWr85GkJFJGjYp3VpRSSrUDGpDrUF6QT8qIETiSk+OdFaWUUu2ABuQIjMdD2dovSZug94+VUkq1DA3IEVRs2IgpKyO1DY1vrJRSKrFpQI6gLH81AGkakJVSSrUQDcgRlOcXkDxwIM4OHeKdFaWUUu2EBuQwxhjK8vNJ1fvHSimlWpAG5DBVhYV4i4pIG6cBWSmlVMtpV4NLRKM8Px+gXT5hfeCZZzjwzLPWjDHgdLJ99hywh57MmXsDOXPnxi+DSinVhmlADlOWX4CrezeSunWLd1ZaXM7cuRpwlVIqTrTJOkxZfj5p4yfEOxtKKaXaGQ3IQar37aN6+3btv1oppVSL04AcpLxgDYCO8KSUUqrFaUAOUpafj6NDB9z9+8c7K0oppdoZDchByvPzSRs3DnFosSillGpZGnls3pISKjZu1PvHSiml4kIDsq187Zfg85Gq94+VUkrFgQZkW1n+aiQ5mdThw+OdFaWUUu2QBmRbeX4BqaNGIW53vLOilFKqHdKADJiqKsq//JJUvX+slFIqTjQgAxXffIOprNQeupRSSsWNBmSs949xOEgdOybeWVFKKdVOaUDGGlAiechgnBkZ8c6KUkqpdqrdB2Tj89kdgujrTkoppeKn3Qfkqu++w3vkSLsc/1gppVTiaPcBuWx1PgCp4/QJa6WUUvGjAbkgn6TevUnq0iXeWVFKKdWOtfuAXL7aGlBCKaWUiqd2HZCr9+yhevduvX+slFIq7tp1QC7LLwAgVZ+wVkopFWftOiCXF+TjzM7G3Tc33llRSinVzrXrgFy2Op+08eMQkXhnRSmlVDvXbgOy98gRKrds0fGPlVJKJYSYBmQROV9ENonIFhG5NsL6SSLytYhsFZFfxDIv4crWrAFjSNOArJRSKgHELCCLiAt4BDgdGAvcISKdw5I9BfwYGAycKyIjY5WfcOX5BUhaGilDh7bUIZVSSqk6xbKGPAn42hizyxhTAnwAnOlfKSLdAZcxZp0xxgv8FTg/hvkJUVZQQOroUYjL1VKHVEoppeoUy2jUHdgVNL8L6NHA+lPCd2I3dfubu4+KyIYoj38csD94wQC3e0iaw9EhJNVf/xqYLPP5jmytqtoY5f5Dtc+m71plrGJCy7llaDm3jPZezrl1rUj46qEx5nng+cZuJyIrjDFTYpAlZdMybhlazi1Dy7llaDnXLZZN1rsJrRH3sJdFu14ppZRqN2IZkFcCI0Skh4hkAOcAH/lXGmN2A14RGSUiTuBy4L1mPH6ja9Wq0bSMW4aWc8vQcm4ZWs51EGNM7HYuciHwMFbgn2+M+YOIvA9ca4zZLSJTgBeAFOAVY8wvY5YZpZRSKoHFNCArpZRSKjrttqcupZRSKpFoQFZKKaUSQJsLyA1116maRkTeEZFDIvJ20LK4dX3aVolILxFZIiLfiMg6EZlpL+8vIqvtsn5WdESUJhORjnZZrhWR9SLyM3u5fp9jQETSRGSbiDxsz2s516FNBeQou+tUTfN74OqwZXHr+rQN8wDzjDHDsHq2e0xE0oGHgF8aYwYAOcB5ccxja1cMTDPGjAEmA/9j/53Q73Ns3AOsCJrXcq5DmwrINNBdp2o6Y8wSrD9kQPy7Pm2rjDF7jDFr7ekfgANANnACsMhO9ipwQVwy2AYYY7zGmDJ7NhkQIB39Pjc7ERkIDMH6W6x/NxrQ1gJyQ911quajZR1jIjIecALlQJGpeSVCy/oY2c3WXwI7gd8CXdDvcyw8DNwdNK9/N+rR1gKyUm2CiGQDLwPXxTsvbZEx5rAxZjTQF7gC68JHNSMRuQjYbIzZHO+8tBYJ35d1I0XqjnNlnPLS1mnXpzEiIsnAAuD/jDH/sh/gyhYRsWvJWtbNxBiz164pD0a/z81tCnC5/WBiBpAEHEXLuU5trYZcb3edqvm0QNen7ZIdfF8CPjHGvAJgB+EV1DzINQst6yYTka4ikmlPdwCmAWvQ73OzMsbcbYzpZYzJBW4H/miM+RVaznVqUzVkY4xHRG4DPqWmu86Dcc5WmyAi/wRGA+kishOYCdwE/IWark+/imMW24oTgcuAdSIyw152FXAX8FcR+T2wmJoHvFTj9QH+YF/8CPCEMeYrEdHvc8vQcq6Ddp2plFJKJYC21mStlFJKtUoakJVSSqkEoAFZKaWUSgAakJVSSqkEoAFZKaWUSgAakJWKIRExIvLroPmHRWROM+37QHPsp4FjnGyPiPRF2PJc+9zuDFo22V42pxH7n+MfBaieNEtEZESjM69UK6MBWanYKgFm+TuiSBR2pwzRmIU1ytTkCOu2ABcGzf87oO+UKtVEGpCViq1K4DXgxvAVwTU/ERkhIkvs6V+KyIsiskxEvheRs0XkGXuM5FfD9vGUPbbsIhHJspf1F5GP7DF/PxGR3KDjPSYiq7E6GwneTz97/ToRWSgi2SLyE6wgO19Eno1wbkeBA/a2ApwKfBK0z3EislJEvhKRl0UkxV5+vohstvNxclD6iPkOWu8UkVftcvjKzp9SbYYGZKVi7/fAdf6AFKU+wCnAlcDbwJ+A4UA/ERlrp+mM1cXmcGAdcKu9/GngemPMBODXWKMZ+VUbYyYYY14KO97jwNPGmFHA51i14j8BC4FbjDE31JHPt7CC9hQgH2s8Z78/AzcbY0YCpcCNdhk8CUwHpmL1Ie1XX74BxgB9jTHD7H3+rY48KdUqtamuM5VKRMaY/SLyd+CnjdjsfWOMV0S+AoqNMSsBRGQ9kIvV93IlNUHpL8Ajdh/uJwMLrEorghUM/d6q43gTqRlj+RWi75pzIfAh0BV4EzjbzmdHINkY47/3/ApwB1YNerMxZoed7k2gdxT5BvgO6C4iTwHvGmM+jjKPSrUKGpCVahkPA//EHqjd5qGmlSo5LH2l/dMXNO2fj3T/19gfB7DXGDOmjnyU1bG8SX3oGmOKRWQfcC7WAAJnR7NZhGUN5RtjzCERGWkf679E5ExjzO1NyLZSCUmbrJVqAXaN8HPgR0GLt2E1wwJc0oTdJgMX2dOXAcuMMUeBvSJyAQTuu0bzhPLqoLzNAvIakY8HgbuNMV7/AmPMYaBSRCaG7XMjMEhEeoqIC2uQEqLJt4jkAA5jzJvAL6kpO6XaBA3ISrWch4DuQfOPAHeKSD7gbsL+DgJniMjXwFjgUXv5FcDN9ji/X2Hdr23ILfY267CGI7w/2kwYY1YbYyLdz50DPGXvMxN4xhhTYR9rMbAcCB68vqF89wA+s9c/3Zg8KtUa6GhPSimlVALQGrJSSimVADQgK6WUUglAA7JSSimVADQgK6WUUglAA7JSSimVADQgK6WUUglAA7JSSimVAP4/AWPZiVPCc70AAAAASUVORK5CYII=\n", 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