From 73a56e288cf504e141c0bfd38e46ebd9ba0fc148 Mon Sep 17 00:00:00 2001 From: Christopher Llorracc Carroll <1320319+llorracc@users.noreply.github.com> Date: Sun, 16 Jun 2024 20:15:02 -0400 Subject: [PATCH 1/2] CDC edits on Qatar Airways --- .../SSJ-Example/KS-HARK-presentation.ipynb | 273 ++++++++++++------ 1 file changed, 187 insertions(+), 86 deletions(-) diff --git a/examples/SSJ-Example/KS-HARK-presentation.ipynb b/examples/SSJ-Example/KS-HARK-presentation.ipynb index 442618d6f..6a7dba418 100644 --- a/examples/SSJ-Example/KS-HARK-presentation.ipynb +++ b/examples/SSJ-Example/KS-HARK-presentation.ipynb @@ -5,28 +5,44 @@ "id": "602e0365", "metadata": {}, "source": [ - "# Solving Krusell Smith Model with HARK and SSJ\n", + "# Krusell Smith Model meets HARK and SSJ\n", "\n", + "This notebook provides an example of how to solve the Krusell-Smith model using the HARK-SSJ toolkit combination. We use the default `NewKeynesianConsumerType` and just leave out the sticky wages.\n", + "\n", + " no retirement)\n", + " # Parameters for constructing the \"assets above minimum\" grid\n", + " \"aXtraMin\": 0.0001, # Minimum end-of-period \"assets above minimum\" value\n", + " \"aXtraMax\": 2000, # Maximum end-of-period \"assets above minimum\" value\n", + " \"aXtraCount\": 200, # Number of points in the base grid of \"assets above minimum\"\n", + " # Exponential nesting factor when constructing \"assets above minimum\" grid\n", + " \"aXtraNestFac\": 3,\n", + " \"aXtraExtra\": None, # Additional values to add to aXtraGrid\n", + " # Transition Matrix simulation parameters\n", + " \"mCount\": 200,\n", + " \"mMax\": 2000,\n", + " \"mMin\": 0.0001,\n", + " \"mFac\": 3,\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "3be9593e", + "metadata": {}, + "source": [ + "# Create HARK agent" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2754eb05", + "metadata": {}, + "outputs": [], + "source": [ + "Agent = NewKeynesianConsumerType(**HANK_Dict)" + ] + }, + { + "cell_type": "markdown", + "id": "fa266888", + "metadata": {}, + "source": [ + "# Steady-State $\\beta$ that clears asset market?\n", + "\n", + "Discount factor that generates asset supply equal to steady state capital we found earlier. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5b97b7a8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time taken to solve for steady state 8.526872158050537\n" + ] + } + ], + "source": [ + "# Compute steady-state assets as function of beta\n", + "\n", + "def A_ss_func(beta):\n", + " HANK_Dict[\"DiscFac\"] = beta\n", + "\n", + " Agent_func = NewKeynesianConsumerType(**HANK_Dict, verbose=False)\n", + " A_ss = Agent_func.compute_steady_state()[0]\n", + "\n", + " return A_ss\n", + "\n", + "# diff from target\n", + "def ss_dif(beta):\n", + " return A_ss_func(beta) - Asset_target\n", + "\n", + "start = time.time()\n", + "Asset_target = K_ss\n", + "\n", + "DiscFac = optimize.brentq(ss_dif, 0.8, 0.9999)\n", + "\n", + "print(\"Time taken to solve for steady state\", time.time() - start)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d2dfab8c", + "metadata": {}, + "outputs": [], + "source": [ + "# Create an instance of the agent\n", + "\n", + "HANK_Dict[\"DiscFac\"] = DiscFac\n", + "Agent_GE = NewKeynesianConsumerType(**HANK_Dict, verbose=False)\n", + "A_ss, C_ss = Agent_GE.compute_steady_state()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8f59e006", + "metadata": { + "jupyter": { + "source_hidden": true + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "goods_clearing 0.01915180971054134\n", + "asset_clearing -4.2401593347562994e-10\n" + ] + } + ], + "source": [ + "# Verify that goods and asset markets clear\n", + "\n", + "print(\"goods_clearing\", Y_ss - C_ss - calibration[\"delta\"] * K_ss)\n", + "print(\"asset_clearing\", A_ss - K_ss)" + ] + }, + { + "cell_type": "markdown", + "id": "a8167383", + "metadata": {}, + "source": [ + "# Computing Heterogenous Agent Jacobians" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "c05c0391", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time taken to compute jacobians 1.4190089702606201\n" + ] + } + ], + "source": [ + "# Consumption and Asset Jacobians with respect to wage shocks\n", + "\n", + "start = time.time()\n", + "\n", + "CJACW, AJACW = Agent_GE.calc_jacobian(\"wage\", 300) # Wage jacobians\n", + "\n", + "print(\"Time taken to compute jacobians\", time.time() - start)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "39f4d57e", + "metadata": { + "jupyter": { + "source_hidden": true + } + }, + "outputs": [ + { + "data": { + "image/png": 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IypUrCQwMtDvuueeeY+HChQwfPpz77ruPzp07k56ezuLFi5kzZw4dOnSo9Pto2rQpffr04ZFHHqGoqIhZs2YRGBjI888/X257r7vuOvR6PTfddBMPPfQQubm5zJs3j5CQEM6ePevw70+fPn344osv2Lp1a6lyDb169SIrK4usrCwef/xx23YfHx/69u3LG2+8gdFoJCIigr/++osTJ06Uuv7UqVP566+/6N27N4888ghms5nZs2fTtm1b4uLibMc1adKE//3vf0ycOJGTJ08ydOhQvL29OXHiBL/88gsPPvggzz77rMPfvxB2XPHIoRB10eHDh5UHHnhAiYmJUfR6veLt7a307t1b+eCDD+xKDhiNRmXatGlKo0aNFJ1Op0RFRSkTJ060O0ZRrI+7l1Uq4b/lBv73v/8p3bp1U/z8/BR3d3elZcuWyv/93/8pxcXFdud9++23SuPGjRW9Xq/ExsYqf/75Z7klFd588027c8sqNaAoivLFF18ogLJ169ZS7f7zzz+V9u3bKwaDQWnZsmWpcxVFUebNm6c0btxY0Wg0duUVyioBkZycrIwdO1YJCgpS9Hq90q5dO+WLL76wO6a89iuKogDKlClTSm2/2OrVq0uVRcjIyLDd18vLSxk0aJBy8OBBJTo6Whk9erTd+efOnVMee+wxJSIiQtHr9UpkZKQyevRoJS0trcrv4+2331aioqIUg8GgXHXVVcquXbvsji2rpMLixYuV9u3bK25ubkpMTIwyc+ZM5fPPP1cA5cSJE7bjKvpn7FIOHTqkAAqgHD582G6fxWJR/Pz8FECZP3++3b6EhATl1ltvVfz8/BRfX19l+PDhypkzZ8r8Oa1atUrp2LGjotfrlSZNmiiffvqp8swzzyhubm6l2vPzzz8rffr0UTw9PRVPT0+lZcuWyvjx45VDhw5V6P0IcSVUilLDZpgKIWq1mJgY2rZty5IlS1zdlEpbvHgxt9xyCytXruSaa65xdXPEJQwdOtThpUSEuFIyp0oIIc4rWcqmdevWLm6JuFhBQYHd10eOHGHp0qVlLr0khCvJnCohRL33119/8c8///D2229z7bXXlrmGo3Cdxo0b29YJjI+P5+OPP0av119ybpkQriChSghR702fPp0dO3Zw8803M3v2bFc3R/zH4MGD+eGHH0hKSsJgMNCzZ09ef/31MoujCuFKMqdKCCGEEMIBZE6VEEIIIYQDSKgSQgghhHAAmVNVRRaLhTNnzuDt7V2p5TaEEEII4TqKopCTk0N4eHipxc2vlISqKjpz5gxRUVGuboYQQgghquD06dNERkY69JoSqqqoZDmJ06dP4+Pj4+LWCCGEEKIisrOziYqKcsryVhKqqqhkyM/Hx0dClRBCCFHLOGPqjkxUF0IIIYRwAAlVQgghhBAOIKFKCCGEEMIBJFQJIYQQQjiAhCohhBBCCAeQUCWEEEII4QASqoQQQgghHKBGhKoPP/yQmJgY3Nzc6N69O1u2bLnk8QsWLKBly5a4ubnRrl07li5dattnNBp54YUXaNeuHZ6enoSHhzNq1CjOnDljd42YmBhUKpXdx4wZM5zy/oQQQghR97k8VM2fP58JEyYwZcoUduzYQYcOHRg0aBApKSllHr9hwwbuvPNOxo0bx86dOxk6dChDhw5l7969AOTn57Njxw5eeeUVduzYwaJFizh06BA333xzqWu9+uqrnD171vbx+OOPO/W9CiGEEKLuUimKoriyAd27d6dr167Mnj0bsC5UHBUVxeOPP86LL75Y6viRI0eSl5fHkiVLbNt69OhBbGwsc+bMKfMeW7dupVu3bsTHx9OwYUPA2lP11FNP8dRTT1Wp3dnZ2fj6+pKVlSUV1YUQQohawpm/v13aU1VcXMz27dsZOHCgbZtarWbgwIFs3LixzHM2btxodzzAoEGDyj0eICsrC5VKhZ+fn932GTNmEBgYSMeOHXnzzTcxmUzlXqOoqIjs7Gy7DyGEEEKIEi5d+y8tLQ2z2UxoaKjd9tDQUA4ePFjmOUlJSWUen5SUVObxhYWFvPDCC9x55512ifSJJ56gU6dOBAQEsGHDBiZOnMjZs2d55513yrzO9OnTmTZtWmXenhBCCCHqkTq9oLLRaGTEiBEoisLHH39st2/ChAm2z9u3b49er+ehhx5i+vTpGAyGUteaOHGi3Tklq1wrikJKdiF5xWYaBnigUTt+gUYhhBBC1HwuDVVBQUFoNBqSk5PtticnJxMWFlbmOWFhYRU6viRQxcfHs3r16suOm3bv3h2TycTJkydp0aJFqf0Gg6HMsGVRoNv0VQBsmzSQIK/SxwghhBCi7nPpnCq9Xk/nzp1ZtWqVbZvFYmHVqlX07NmzzHN69uxpdzzAihUr7I4vCVRHjhxh5cqVBAYGXrYtcXFxqNVqQkJCKvUeNGoV7joNAPlF5kqdK4QQQoi6w+XDfxMmTGD06NF06dKFbt26MWvWLPLy8hg7diwAo0aNIiIigunTpwPw5JNP0q9fP95++21uuOEGfvzxR7Zt28bcuXMBa6C6/fbb2bFjB0uWLMFsNtvmWwUEBKDX69m4cSObN29mwIABeHt7s3HjRp5++mnuuece/P39K/0ePA1aCoxm8orLn+guhBBCiLrN5aFq5MiRpKamMnnyZJKSkoiNjWX58uW2yeinTp1Crb7QodarVy++//57Jk2axEsvvUSzZs349ddfadu2LQCJiYksXrwYgNjYWLt7rVmzhv79+2MwGPjxxx+ZOnUqRUVFNGrUiKefftpuzlRleBo0pOVCvoQqIYQQot5yeZ2q2uriOhcjv9jFgbPZfH1fN/o2D3Z104QQQghRjjpbp6qu8NSfn1MlPVVCCCFEvSWhygE8DNZR1DyZqC6EEELUWxKqHEB6qoQQQgghocoBPPTne6qKpadKCCGEqK8kVDmAp8HaU5VXJD1VQgghRH0locoBbD1VMqdKCCGEqLckVDmAzKkSQgghhIQqB7A9/SdzqoQQQoh6S0KVA3gZStb+k54qIYQQor6SUOUAF57+k1AlhBBC1FcSqhyg5Om/fBn+E0IIIeotCVUOcOHpP+mpEkIIIeorCVUO4Hk+VElPlRBCCFF/SahyAA8p/imEEELUexKqHMDzomVqFEVxcWuEEEII4QoSqhygpKfKbFEoMllc3BohhBBCuIKEKgfw0Glsn8u8KiGEEKJ+klDlAFqNGoPW+q2UeVVCCCFE/SShykE8DfIEoBBCCFGfSahykJICoFJVXQghhKifJFQ5iK1WVZH0VAkhhBD1kYQqB/HQS0+VEEIIUZ9JqHKQC3OqJFQJIYQQ9ZGEKgex9VTJ8J8QQghRL0mocpAL6/9JT5UQQghRH0mocpCSquq50lMlhBBC1EsSqhzkwtN/0lMlhBBC1EcSqhzE46JFlYUQQghR/0iocpCS4p8yp0oIIYSonyRUOYitp0rmVAkhhBD1koQqB7EtUyNzqoQQQoh6SUKVg/i46wDILjS6uCVCCCGEcAUJVQ7idz5UZeZLqBJCCCHqIwlVDuLnoQcgq0BClRBCCFEfSahykJKeqtwiE0azxcWtEUIIIUR1k1DlICVzqkB6q4QQQoj6SEKVg2jUKnzcrGUVZF6VEEIIUf9IqHKgC/Oqil3cEiGEEEJUNwlVDuTnIU8ACiGEEPWVhCoH8pWyCkIIIUS9JaHKgWyhSiaqCyGEEPWOhCoHKhn+k6f/hBBCiPpHQpUD+bmfn6ieLxPVhRBCiPpGQpUD2SaqS0+VEEIIUe9IqHIgmaguhBBC1F8SqhyopE6V9FQJIYQQ9Y+EKgeyTVSXOVVCCCFEvSOhyoH8pKSCEEIIUW9JqHIg34tKKlgsiotbI4QQQojqJKHKgUomqisK5BSaXNwaIYQQQlQnCVUOZNBq8NBrAMiURZWFEEKIekVClYP5SVkFIYQQol6SUOVgPjJZXQghhKiXJFQ5mK2qupRVEEIIIeoVCVUOFuBpLQCaniehSgghhKhPJFQ5WIi3GwApOUUubokQQgghqpOEKgcL9jYAkJItoUoIIYSoT2pEqPrwww+JiYnBzc2N7t27s2XLlksev2DBAlq2bImbmxvt2rVj6dKltn1Go5EXXniBdu3a4enpSXh4OKNGjeLMmTN210hPT+fuu+/Gx8cHPz8/xo0bR25u7hW/l1Cfkp6qwiu+lhBCCCFqD5eHqvnz5zNhwgSmTJnCjh076NChA4MGDSIlJaXM4zds2MCdd97JuHHj2LlzJ0OHDmXo0KHs3bsXgPz8fHbs2MErr7zCjh07WLRoEYcOHeLmm2+2u87dd9/Nvn37WLFiBUuWLGHt2rU8+OCDV/x+QqSnSgghhKiXVIqiuHQ9le7du9O1a1dmz54NgMViISoqiscff5wXX3yx1PEjR44kLy+PJUuW2Lb16NGD2NhY5syZU+Y9tm7dSrdu3YiPj6dhw4YcOHCA1q1bs3XrVrp06QLA8uXLGTJkCAkJCYSHh1+23dnZ2fj6+pKVlYWPj49t+8GkbAbPWoe/h46dk6+r1PdCCCGEEM5V3u9vR3BpT1VxcTHbt29n4MCBtm1qtZqBAweycePGMs/ZuHGj3fEAgwYNKvd4gKysLFQqFX5+frZr+Pn52QIVwMCBA1Gr1WzevLnMaxQVFZGdnW33UZaSieoZ+UaKTZZy2ySEEEKIusWloSotLQ2z2UxoaKjd9tDQUJKSkso8JykpqVLHFxYW8sILL3DnnXfaEmlSUhIhISF2x2m1WgICAsq9zvTp0/H19bV9REVFlXmcv4cOnUYFQGquDAEKIYQQ9YXL51Q5k9FoZMSIESiKwscff3xF15o4cSJZWVm2j9OnT5d5nEqlsvVWJWfLZHUhhBCivtC68uZBQUFoNBqSk5PtticnJxMWFlbmOWFhYRU6viRQxcfHs3r1artx07CwsFIT4U0mE+np6eXe12AwYDAYKvS+gr0NJGYWyGR1IYQQoh5xaU+VXq+nc+fOrFq1yrbNYrGwatUqevbsWeY5PXv2tDseYMWKFXbHlwSqI0eOsHLlSgIDA0tdIzMzk+3bt9u2rV69GovFQvfu3a/4fZU8AZgqZRWEEEKIesOlPVUAEyZMYPTo0XTp0oVu3boxa9Ys8vLyGDt2LACjRo0iIiKC6dOnA/Dkk0/Sr18/3n77bW644QZ+/PFHtm3bxty5cwFroLr99tvZsWMHS5YswWw22+ZJBQQEoNfradWqFYMHD+aBBx5gzpw5GI1GHnvsMe64444KPfl3OSE+58sqSFV1IYQQot5weagaOXIkqampTJ48maSkJGJjY1m+fLltMvqpU6dQqy90qPXq1Yvvv/+eSZMm8dJLL9GsWTN+/fVX2rZtC0BiYiKLFy8GIDY21u5ea9asoX///gB89913PPbYY1xzzTWo1WqGDRvG+++/75D3FFqyVI0M/wkhhBD1hsvrVNVWl6pzMX/rKV74eQ/9WwTz5dhuLmqhEEIIIf6rztapqqtCpKdKCCGEqHckVDmBbVFlmVMlhBBC1BsSqpygZFHlc3lFGM1SVV0IIYSoDyRUOUGgpx69Vo2iQFKWlFUQQggh6gMJVU6gVquI9HMH4HR6votbI4QQQojqIKHKSSIDPABIyChwcUuEEEIIUR0kVDlJlP/5nqoM6akSQggh6gMJVU4Sdb6nSob/hBBCiPpBQpWTRPmfD1Uy/CeEEELUCxKqnCTSXyaqCyGEEPWJhConKRn+S8kpotBodnFrhBBCCOFsEqqcxN9Dh6deA8gTgEIIIUR9IKHKSVQq1YXJ6vIEoBBCCFHnSahyosjzk9UTZF6VEEIIUedJqHKiqICSWlUy/CeEEELUdRKqnKikrMKpc9JTJYQQQtR1EqqcqHGwJwDH03Jd3BIhhBBCOJuEKidqEuwFwIm0PExmi4tbI4QQQghnklDlRBF+7rjp1BjNisyrEkIIIeo4CVVOpFaraBxk7a06luLkIcDDf0LCdufeQwghhBDlklDlZE1CrKHqaKoTQ1X2Gfh+JPx4p/PuIYQQQohLklDlZE2Dq6GnKu0IoEBuMpiKnXcfIYQQQpRLQpWTNQmxPgHo1J6qrNMXPi9Id959hBBCCFEuCVVO1uSinipFUZxzk8xTFz7Pl1AlhBBCuIKEKidrFOSJSgXZhSZSc4ucc5NM6akSQgghXE1ClZO56TS2yupHnTWvym74L8M59xBCCCHEJUmoqgbNQ70BOJSU45wbZMZf+FyG/4QQQgiXkFBVDVqH+wCw/0y24y9uMVtLKpSQ4T8hhBDCJSRUVYPWDc6HqrNOCFU5Z8FiuvC19FQJIYQQLiGhqhq0Od9TdSQ5l2KTg9cAvPjJP5CeKiGEEMJFJFRVg0h/d7wNWorNFo45ul7VxU/+AeTLRHUhhBDCFSRUVQOVSkUrZ82ryjrfU6W3ToaXniohhBDCNSRUVROnzasqGf5r0N76KnOqhBBCCJeQUFVNnPYEYMnwX4MO1lepUyWEEEK4hISqalLSU7XvTJZjl6vJSbK+hra1vhakg7OWwxFCCCFEuSRUVZPmod7otWqyC02cSMtz3IVzk62vIS2trxYTFDmpyKgQQgghyiWhqprotWraRfgCEHc60zEXNRVfmJjuFwNaN+vnMlldCCGEqHYSqqpRbJQfADtPZTrmgnmp1le1Ftz9wT3A+rVMVhdCCCGqnYSqatSxoR/gwJ6qkqE/zxBQq8HjfKiSniohhBCi2kmoqkYlPVUHzmZTaDRf+QVzU6yvXiHWV3d/66sUABVCCCGqnYSqahTh506wtwGTRWFvYtaVX7Ckp8or1Ppq66mSUCWEEEJUNwlV1UilUjl2XlWpnioZ/hNCCCFcRUJVNSuZV7Ut3gHBp7yeqvxzV35tIYQQQlSKhKpq1r2RNfhsOZGOxXKFRTr/G6o8z/dYlfRgCSGEEKLaSKiqZu0i/HDTqcnIN3IkJffKLvbf4T/vMOtrSZV1IYQQQlQbCVXVTK9V0yXa2lu1+cQVDtP9t6eqJFTlSqgSQgghqpuEKhcoGQLcfPwK51VdqqdK1v8TQgghqpWEKhfo3jgQsPZUVXlx5aJcMJ5fQ7Ckp8rrfKgyFUJh5pU1UgghhBCVIqHKBTpE+WLQqknLLeZYahXnVeWd76XSeYLB6/znbhcKgMq8KiGEEKJaSahyAYNWQ+doa/hZf7SK86r+O/RXoqS3KudsFVsnhBBCiKqQUOUiVzULBmDdkdSqXeC/k9RL2OZVJVexZUIIIYSoCglVLnJVsyAANh47R7HJUvkLlISm//ZUeTc4v7/29VS9s/0dhi0eRl7JXDEhhBCiFpFQ5SKtG/gQ5KUnr9jMzlNVWKsvO8H66hNhv70W16r69civHM44zN60va5uihBCCFFpEqpcRK1W0aeptbdq3ZG0yl8g+4z11Sfcfrt37ZxTVWAqIKPIGi4zizJd2xghhBCiCiRUuVDJvKq1VZlXlZVoffUtp6cqt3bNqTqbdyEEZhVlubAlQgghRNVIqHKhq5pbe6p2J2SRkl1YuZNtw3+R9ttr6ZyqpIuqwEtPlRBCiNrI5aHqww8/JCYmBjc3N7p3786WLVsuefyCBQto2bIlbm5utGvXjqVLl9rtX7RoEddddx2BgYGoVCri4uJKXaN///6oVCq7j4cfftiRb6tCQrzd6BDlB8Dqg5VYBNligezzoem/w38lTwPWsqrqF/dUZRRWYY6ZEEII4WIuDVXz589nwoQJTJkyhR07dtChQwcGDRpESkrZAWPDhg3ceeedjBs3jp07dzJ06FCGDh3K3r0XJjbn5eXRp08fZs6cecl7P/DAA5w9e9b28cYbbzj0vVXUwJbWp/dWHqjEcF1eKliMoFJf6JkqUTL8Zy6GgtoTTmT4TwghRG3n0lD1zjvv8MADDzB27Fhat27NnDlz8PDw4PPPPy/z+Pfee4/Bgwfz3HPP0apVK1577TU6derE7Nmzbcfce++9TJ48mYEDB17y3h4eHoSFhdk+fHx8HPreKuqaVtaepX+PplFoNFfspJKhP68w0Gjt92kN4G5dW7A2DQFeHKpk+E8IIURtVOVQdfToUf78808KCgoAKr2GXXFxMdu3b7cLP2q1moEDB7Jx48Yyz9m4cWOpsDRo0KByj7+U7777jqCgINq2bcvEiRPJz8+v9DUcoVUDbyL83Ck0Wlh/tIJPAZb35F+JkjILWQlX3sBqIqFKCCFEbVfpUHXu3DkGDhxI8+bNGTJkCGfPWn8Zjhs3jmeeeabC10lLS8NsNhMaal8RPDQ0lKSksmssJSUlVer48tx11118++23rFmzhokTJ/LNN99wzz33XPKcoqIisrOz7T4cQaVScU0r6xDgn/sq+D7Ke/KvRECM9TX9xJU1rhqdzZVQJYQQonardKh6+umn0Wq1nDp1Cg8PD9v2kSNHsnz5coc2zlkefPBBBg0aRLt27bj77rv5+uuv+eWXXzh27Fi550yfPh1fX1/bR1RUlMPaM7itdR7UX/uTMZorUF29vMKfJQIaW1/Tjzugdc5nUSwk5cvTf0IIIWq3Soeqv/76i5kzZxIZaf8of7NmzYiPj6/wdYKCgtBoNCQn20/QTk5OJiwsrMxzwsLCKnV8RXXv3h2wDmmWZ+LEiWRlZdk+Tp8+fUX3vFi3mAACPfVk5hvZdLwCCyzbhv/KCVX+jayvGbWjpyqtIA2TxWT7Oqc4x+5rIYQQojaodKjKy8uz66EqkZ6ejsFgqPB19Ho9nTt3ZtWqVbZtFouFVatW0bNnzzLP6dmzp93xACtWrCj3+IoqKbvQoEGDco8xGAz4+PjYfTiKVqNm0PneqqV7KjC5/LLDf7Wrp6pkPlWIewgqVIA8AXglFJMJY3LtKv4qhBB1QaVD1VVXXcXXX39t+1qlUmGxWHjjjTcYMGBApa41YcIE5s2bx1dffcWBAwd45JFHyMvLY+zYsQCMGjWKiRMn2o5/8sknWb58OW+//TYHDx5k6tSpbNu2jccee8x2THp6OnFxcezfvx+AQ4cOERcXZ5t3dezYMV577TW2b9/OyZMnWbx4MaNGjaJv3760b9++st8OhxnS1hro/tyXjOlyQ4DZ50NVucN/JT1V8WCp4BOFLlQSqiK9I/HWewMSqq5E0rRpHO3Xn4Ldu13dFCGEqFe0lz/E3htvvME111zDtm3bKC4u5vnnn2ffvn2kp6ezfv36Sl1r5MiRpKamMnnyZJKSkoiNjWX58uW2yeinTp1Crb6Q+3r16sX333/PpEmTeOmll2jWrBm//vorbdu2tR2zePFiWygDuOOOOwCYMmUKU6dORa/Xs3LlSmbNmkVeXh5RUVEMGzaMSZMmVfZb4VA9Ggfg76EjPa+Yf4+m0b9FSNkHWswXSiWUF6p8IkCjt9aqykoA/2jnNNpBSqqph3mGkVaQRnZxtm0dQFF5Bed7XgsPHsTdhf9REEKI+qbSoapt27YcPnyY2bNn4+3tTW5uLrfddhvjx4+/5PBZeR577DG7nqaL/f3336W2DR8+nOHDh5d7vTFjxjBmzJhy90dFRfHPP/9UtplOp9WoualDOF9vjOeXnYnlh6rsRLCYQK27UD39v9Qa8IuGc0esQ4A1PFSlFFiLvYZ6hJJgSOBUzimZrF5FiqJgTLTOuTNnZLq2MUIIUc9UOlQB+Pr68vLLLzu6LfXesE6RfL0xnj/3JZFTaMTbTVf6oLTD1tfAJqULf14soLE1VGWcACo3LFvd0gqs9bkC3QPxNfgCMvxXVZacHCzna66ZMzNd2xghhKhnKj2navny5fz777+2rz/88ENiY2O56667yMiQIZsr0T7SlybBnhQaLSzbU07NqtTzoSqo2aUvVosmq6cXpAPWUOXv5g9IWYWqMp698KCDWf4+CiFEtap0qHruuedshS/37NnDhAkTGDJkCCdOnGDChAkOb2B9olKpGNbZWqri5x3lVEMv6akKanHpi5VMVq8FBUDPFVrLSAS5B9l6qjILM13YotrLeOaM7XPpqRJCiOpV6VB14sQJWrduDcDPP//MTTfdxOuvv86HH37IsmXLHN7A+ubWjhGoVLD5RDqn08tYOscWqppf+kK2nqqaH6psw39ugfgZ/ADpqaoqu54qCVVCCFGtKh2q9Hq9bZ28lStXct111wEQEBDgsKVb6rMGvu70bhIEwC87E0sfkFbB4b/AptbXc0fAXHMLaRotRluACnSXUHWlTDL8J4QQLlPpUNWnTx8mTJjAa6+9xpYtW7jhhhsAOHz4cKkq66JqbutkLZWwaEeC/ULV+emQl2r9/HI9VX7RoPeyllU4V36leFfLKLT+4teoNPgZ/CRUXSHjGempEkIIV6l0qJo9ezZarZaFCxfy8ccfExFhDQDLli1j8ODBDm9gfTSoTRgeeg0nz+WzPf6i3oa0I9ZXnwgweF36Imo1hLSyfp6yzzkNdYCSob8AtwDUKrUtVJWELVE5xosWFzdnZ6OYa37xVyGEqCsqXVKhYcOGLFmypNT2d9991yENEuBp0DKkXQMWbk/ghy2n6RITYN1R0aG/EqFtIGErJO+DtsOc09grdK7AOkk90D3Q7rVk8rqoHOPZCxPVURTM2dlo/f1d1yAhhKhHqlSnymKxcPToUVJSUrBY7JdU6du3r0MaVt/d3b0hC7cn8PvuM7x8QysCPPWQdsi683JP/pUIPV9pPrnm91QFulnDVLBHMGBdVLnAVIC71t1lbattFJMJU7K1kCoqlTVUZWRKqBJCiGpS6VC1adMm7rrrLuLj4+3n+2AtCWCW4QaHiI3yo12EL3sSs5i/9TSP9G8CqSWhqhI9VVCjQ1VJj1RJD5W3zht3rTsFpgJS81Np6NPQlc2rVUypqWA2g06HLjQUY0IC5swMoJGrmyaEEPVCpedUPfzww3Tp0oW9e/eSnp5ORkaG7SM9Pd0ZbayXVCoVo3pal5f5dlM8ZrMFErdbdzaIrdhFQqylL8g6DQWZDm+jI/x3+E+lUhHsbu2tSs5Pdlm7aqOScgq60FA0AdYhY5msLoQQ1afSoerIkSO8/vrrtGrVCj8/P3x9fe0+hOPc1CEcPw8diZkFbNy+HfLPWdf8C2tXsQu4+4FvlPXzlP1Oa+eVsIWq88N/ACEe1nUPU/NTXdKm2qrkyT9dWBgafz9AyioIIUR1qnSo6t69O0eP1txH9OsSN52GkV2toWjX5lXWjWHtQOdW8YuU9FbV0CHAi6upl7CFqgIJVZVhSrV+v7ShoWj9/ADpqRJCiOpU6TlVjz/+OM888wxJSUm0a9cOnc5+0d/27ds7rHEC7ukezdy1x3FLjrP+tCK7VO4CYe3gyJ9wJs4Jrbty/x3+gwuhSob/Ksd8zjrpXxt04XspPVVCCFF9Kh2qhg2zPpp/33332bapVCoURZGJ6k4QFeDBNS1DiD12vncwonPlLhDZ1fqasNWxDXOQtEL7p/9Ahv+qypRq/V5qAoPAYv17aJKeKiGEqDaVDlUnTtT8teTqmjE9Imh7/CQAWQEdqNTMtZKerbRDUJAB7jXn8XqjxUhWURZg31NVUlYhJT/FJe2qrUznrL1+2sBAFGMxIMN/QghRnSodqqKjo53RDnEJvb2SUamMZCkefHlQw5NRlTjZMwj8G0HGCevTg00HOq2dlZVeYH1atGSJmhKhHqGAhKrKsoWqoEAsBYUAmDMyXdgiIYSoXyo9UR3g2LFjPP744wwcOJCBAwfyxBNPcOzYMUe3TZynOrURgDhLU77ceJL84koukBzVzfqasM3BLbsyJRPRA90CUasu/FEsKamQkp9SqhaaKJ857cLwn0YmqgshRLWrdKj6888/ad26NVu2bKF9+/a0b9+ezZs306ZNG1asWOGMNorjawDY596JjHwjP245XbnzS+ZVnd7i4IZdmeQ860T0MM8wu+0lc6qKLcVkF2dXe7tqI8ViwXS+Tpw2KFBKKgghhAtUevjvxRdf5Omnn2bGjBmltr/wwgtce+21DmucAExFcPJfAKK73gCrjHy67jj39IhGr61gJi6ZV5W4DSwW62LLNUDJ030lIaqEXqPHz+BHZlEmyfnJ+Bqk/tnlmLOyrNXUAW1AAJzv+TNnZqKYzag0Glc2Twgh6oVK/3Y9cOAA48aNK7X9vvvuY//+mllgslY7vQWM+eAZzDX9BhDsbeBMViGLd525/LklQtuC1h0Ksy6sH1gDlISqUM/QUvvkCcDKKRn6U/v6otLr0QYGWMOzxWKbayWEEMK5Kh2qgoODiYuLK7U9Li6OkJCQ0ieIK3N+6I/G/XHT6xjXx7qO28d/H8VsqeB8I43uwryqE+uc0MiqsYUqj9KhSp4ArJyLn/wDUGm1aIOsBVVNKRJMhRCiOlQ6VD3wwAM8+OCDzJw5k3Xr1rFu3TpmzJjBQw89xAMPPOCMNtZvx0pC1QAA7u7eEB83LcdS81iyuxK9VY36Wl9P/OPgBlZdSWD67/AfXAhaUgC0YkxpJU/+XahMrz3/nxxTinwPhRCiOlQ6VL3yyitMnjyZDz74gH79+tGvXz9mz57N1KlTmTRpkjPaWH/lJMOZndbPm1hDlbebjgf7Ngbg3RWHMZktFbtW4/7W15PrbIUhXa1konpZPVXhnuEAnM6p5KT8eqqsauraUOv31ZQsoUoIIapDpUOVSqXi6aefJiEhgaysLLKyskhISODJJ59EpVI5o43114HFgAIRXcAn3LZ5bO9GBHjqOXkun0U7Eit2rQaxYPCxzqtK2u2U5laGoiiXnFMV7WOth3Yq+1S1tqu2Kump0gRe6KnShVp7qowSqoQQolpU+TGwlJQU4uLiiIuLIzVV5mw4xf7frK+tb7Hb7GnQ8mj/JgC8t+oIRaYK9DxptBDd2/r5cdcPAWYXZ1NkLgLKHv5r6NMQgFM5Eqoq4r9zquCi4b9kmZcmhBDVodKhKicnh3vvvZfw8HDb8F94eDj33HMPWVlZzmhj/ZSbAvHrrZ//J1QB3NMjmlAfA4mZBczfWsEhsho0ryopLwkAf4M/Bo2h1P6Snqr0wnRyi3OrtW21kSnN+h8bu+G/kPPDfykSqoQQojpUOlTdf//9bN68mT/++IPMzEwyMzNZsmQJ27Zt46GHHnJGG+unA4tBsUB4J/AvvTSQm07DY1c3A+CD1UcpKK5Ab1WTq62vJ9dDcZ4jW1tplxr6A/DUedoWWY7Pia+2dtVWZtvw38VzqmSiuhBCVKdKh6olS5bw+eefM2jQIHx8fPDx8WHQoEHMmzeP33//3RltrJ92zbe+thla7iEju0QR6e9Oak4Rn6+vwELXwS3ALxrMRXD8b4c0s6pKnvwra5J6CZlXVXEX1v27eE6V9XtrlOE/IYSoFpUOVYGBgfj6lq5w7evri7+/v0MaVe8l74eELaDWQvs7yj1Mr1Xz3KAWAHy05igpOYWXvq5KBS2ut35+aJmjWlsl5VVTv1jJvKr4bOmpuhRFUS4sUVPGnCpLdjaWggKXtE0IIeqTSoeqSZMmMWHCBJKSkmzbkpKSeO6553jllVcc2rh6a8dX1tfmg8G7/J4cgJvah9Mhyo+8YjPvrjh8+Ws3H2R9PfKXdckaF7lUOYUS0lNVMebMTDAaAdBc1FOl9vZG5e4OyLwqIYSoDpUOVR9//DGbNm2iYcOGNG3alKZNm9KwYUM2bNjAJ598QqdOnWwfogqMhbDrR+vnncdc9nC1WsUrN7QCYP7W0xw4e5kFiKP7gN4LcpPh7M4rbGzV2Yb/yplTBdDQ+3xPlcypuqSSOlSagADUer1tu0qlQhciZRWEEKK6VHpB5aFDhzqhGcJmz09QmAm+URcmll9Gl5gAbmjXgD/2nOX//jjAN+O6lV8zTKu3XvfAYjiwBCI6O67tlZCYa62vFeYZVu4xtrIK0lN1ScbzvcbasNIBVRsSQnF8vJRVEEKIalDpUDVlyhRntEOAdThu/fvWz7s9CGpNhU99YXBLVuxP5t+jaaw5lMLVLS8xbNj6Fmuo2vcLXDPZOteqGhktRhJyEgCI8Ykp97iSnqrMokyyirLwNZSeyycu1KHShZQRqkqqqssTgEII4XSVHv47ffo0CQkJtq+3bNnCU089xdy5cx3asHrp0B9w7ggYfCs09HexhoEejO0dA8C03/dTaLxEiYXmg0HrDhkn4GxclZtbVYk5iZgUE+5a90tOVPfQedjmXB3POl5dzat1TMmX6KmSqupCCFFtKh2q7rrrLtassS7ym5SUxMCBA9myZQsvv/wyr776qsMbWG8oCvz7rvXzruPAzafSl3js6qaEeBuIP5fPJ/9cIoQYvKD5ddbP9/1ShcZemZPZJwHrRHS16tJ/BFsGtATgYPpBZzer1ioJTCUlFC6mC2tgPeZMJRbfFkIIUSWVDlV79+6lW7duAPz000+0a9eODRs28N133/Hll186un31x8E/IHG7tQep+8NVuoS3m45XbmwNwId/HyX+3CUKfLa5zfq69xdroKtGJSUSSp7uu5QWAdaSEYfSDzm1TbWZKckaqrShpeen6WOs32NjvEz2F0IIZ6t0qDIajRgM1mVFVq5cyc033wxAy5YtOXv2rGNbV1+YTbDqfC9fz0cvW0bhUm5s34A+TYMoNlmYungfSnmBqdl1oPOErFNwalOV71cVJ7KshUovNZ+qhPRUXV7JfKmSob6L6aOtoao4/hSKC0toCCFEfVDpUNWmTRvmzJnDunXrWLFiBYMHDwbgzJkzBF5UeFBUQty3kHYI3P2h95NXdCmVSsW0W9qg06hYcyiVv/aXM5dG73GhWnvcd1d0z8oq6amK8Y257LEt/a2h6kjGEYwWozObVWuVVEwvc/gvPBx0OpTiYkzynx4hhHCqSoeqmTNn8sknn9C/f3/uvPNOOnToAMDixYttw4KiEvLOwcqp1s/7Pg9uV/6EW5NgLx7s2xiAqYv3kVNYThiJvdv6uu+Xal0LsGROVUV6qiK8I/DUeVJsKeZk1kmntqs2suTnY8m21ibThpUe/lNptegjIwEoliFAIYRwqkqHqv79+5OWlkZaWhqff/65bfuDDz7InDlzHNq4emHFK1CQAaHtrGUUHOSxAc1oGODB2axCZi4vZ+gsuhf4x0BxLhyonnUbc4tzSStIs96+AnOq1Co1Lfyt86pkCLC0kknqag8PNF5eZR5zYQhQQpUQQjhTpUMVWNca2759O5988gk5OTkA6PV6PDw8HNq4Ou/oyvNDbyq48V3QVLpsWLnc9RpmDGsHwLebTrH5+LnSB6lUF3qrdnzjsHtfSsnQX6BbIN567wqdI5PVy1dSTb2sXqoS+pgYAIpPnqyGFgkhRP1V6VAVHx9Pu3btuOWWWxg/fjypqamAdVjw2WefdXgD66y8NPj1Uevn3R6EqK4Ov0WvJkHc2S0KgBcX7Sm7dlXs3aDSQPy/kOL8niDb0F8F5lOVkMnq5bOFqjImqZcoeQKw+KT0VAkhhDNVOlQ9+eSTdOnShYyMDNzPL9YKcOutt7Jq1SqHNq7OslisgSo3GYJbwrXTnHariUNaEepj4ERaXtkLLvtGQIvrrZ9v/dRp7ShxOMPahsa+jSt8TpvANgDsSduDyWJySrtqK2NSSY0q6akSQghXq3SoWrduHZMmTUJ/0cKtADExMSQmJjqsYXXa39PhyJ+gMcBt80DnfvlzqsjHTcf/DbUOA85bd5wdpzJKH9T1fuvrrh+hKMdpbQHYf24/AK0DW1f4nKZ+TfHSeZFvyudIxhFnNa1WutBTVX4ZDtucqsREFJOEUiGEcJZKhyqLxYLZXHoYKSEhAW/vis2Rqdf2LIS1b1g/v+k9aNDe6bcc2DqUobHhWBSYMD+O/OL//GJt1A8Cm0JxDsR977R2KIpSpVClUWvoEGJ9ynRHyg6ntK22Mp4vk6ArY4maEtrQUFRubmAyYZT/+AghhNNUOlRdd911zJo1y/a1SqUiNzeXKVOmMGTIEEe2re45shJ+ecj6eY/xEHtntd162i1taeDrxslz+by+9ID9TrX6QhX3DbPB7Jx6UAm5CWQXZ6NT62jm16xS53YM7ghAXEqcE1pWe5U80VfSG1UWlVpt2190TNZQFEIIZ6l0qHrrrbdYv349rVu3prCwkLvuuss29Ddz5kxntLFuOLoS5t8DFhO0HQbX/a9ab+/rruOt4dbenm83nWLNoRT7AzreAx5B1grrTloPsKSXqpl/M3QaXaXO7RTaCbD2VJVbJb6eUUwmik+fBi7MmyqPW0vrE5SFB/Y7u1lCCFFvVTpURUVFsWvXLl5++WWefvppOnbsyIwZM9i5cychIeU/gVSv7V0E398BpgJoNgiGzrH2DlWz3k2DGNs7BoDnF+4mI6/4wk6dO/R4xPr5v+86ZT3Aqgz9lWgb1BatSktKfgpn86QyOJxfJNloRGUwXLKkAoChVSsACg8cuORxQgghqq5Sv9mNRiNNmjThyJEj3H333bzxxht89NFH3H///XZPAorzLGZY/T9YOBYsRmhzK4z8FrT6y5/rJC8MbknTEC9Sc4p4buFu+16fruNA7wUp++HIXw6/95WEKnetO60CrcFge/J2h7artip5mk8fHY3qMiHdrZX1e160X0KVEEI4S6VClU6no7Cw0FltqVsyTsKXN8LaN61f93wMhn3m0kAF4KbT8N4dsei1alYeSObz9Scv7HT3hy5jrZ//+65D71vVSeoX6xLaBYBNZ6t3AeiayhaqLjP0B+DWylrry3jmDObMTOc1Sggh6rFKj0GNHz+emTNnYpJHs8tWmAWrXoMPu8OpDdaen1vnwqD/A7XG1a0DoE24L6/cYO31mbHsALtOZ17Y2WM8aPRwaiOcclx4ic+Or/Ik9RK9InoBsOHMBplXReVClcbHB935NQALD0oRVSGEcIZKr4uydetWVq1axV9//UW7du3w9PS0279o0SKHNa7WMBVbA9T+xbB7vnUtPYCYq+CW2db19WqYe3pEs+HYOZbtTeKxH3aw5PGr8HXXgU8D6HAH7Pga/nkD7nXMz3Nb8jYA2ge3R6+pWm9dp5BOuGvdSStI43DGYdvyNfVVZUIVgFurVhgTEijcfwDPHj2c1zAhhKinKt1T5efnx7Bhwxg0aBDh4eH4+vrafdQ72UnwZhP4+hbY9pk1UAW3hJHfwejfa2SgAmspjBnD2hMV4M7p9AImLrpoflWfCaDWwbFVcPwfh9xva9JW4MIQXlXoNXrb+evPrHdIu2qzosqGqtYyWV0IIZyp0j1VX3zxhTPaUXt5h1rnImkN1if72g+3FtNUqVzdssvyddcx+85O3D5nA0v3JPHt5lPc2yMaAhpZ51ZtmQsrp8ADa67o/SiKYuup6hp2ZWsc9o7ozbrEdWxI3MB9be+7omvVZpbCQkxnrE9B6hvFVOgc2xOA+6WsghBCOEP1P9df16hUMHYpPHMYhn4IjfvXikBVokOUHy8Mtk5ifm3JfvYmZll39H3eOh/szE7Y/+sV3eN0zmlS8lPQqXW0D76yCvK9w3sD1npVeca8K7pWbVYcfwoAtY8PGj+/Cp3j3rat9dzjxzFnZTmraUIIUW9JqHIE30iX1J1ylHF9GjGwVSjFJgsPfr2NtNwi8AqGXo9bD1j16hVVWS/ppWoX1A537ZWV3oj2iaahd0OMFiPrEtdd0bVqs+LjxwDr0J+qgiFeGxRkrayuKOTv3OnM5gkhRL3k8iTw4YcfEhMTg5ubG927d2fLli2XPH7BggW0bNkSNzc32rVrx9KlS+32L1q0iOuuu47AwEBUKhVxcXGlrlFYWMj48eMJDAzEy8uLYcOGkXx+Ydr6SKVS8faIDjQK8uRMViHjv9uB0WyBnuPBMxjSj8OOr6p8/S1J1p9pl7Cqz6e6uK0DowcCsDJ+5RVfr7YqPF9vyq1ly0qd596lMwAF26XWlxBCOJpLQ9X8+fOZMGECU6ZMYceOHXTo0IFBgwaRkpJS5vEbNmzgzjvvZNy4cezcuZOhQ4cydOhQ9u7dazsmLy+PPn36XHLJnKeffprff/+dBQsW8M8//3DmzBluu+02h7+/2sTXXce8UZ3xMmjZfCKd//vjABi8od8L1gP+ngEFmZW+rtliZkPiBgB6NHDME2fXRl8LwNqEtRSa6mfdtJJ5UW6tK1fzy6OzNdjmb5eFqYUQwtFcGqreeecdHnjgAcaOHUvr1q2ZM2cOHh4efP7552Ue/9577zF48GCee+45WrVqxWuvvUanTp2YPXu27Zh7772XyZMnM3DgwDKvkZWVxWeffcY777zD1VdfTefOnfniiy/YsGEDmzbV76KSTUO8eWeEdX3ALzec5Kdtp6HTaAhsBnmpsOb1Sl9zT9oeMooy8NZ5ExsS65B2tglsQ5hnGAWmAjae2eiQa9YmiqJcCFVtKhuqrGsoFu7Zg6WoyOFtE0KI+qzCoWr16tW0bt2a7OzsUvuysrJo06YN69ZVfI5LcXEx27dvtws/arWagQMHsnFj2b8oN27cWCosDRo0qNzjy7J9+3aMRqPddVq2bEnDhg0veZ2ioiKys7PtPuqi69qE8dRAa3HOSb/sZeeZPLjhLevOrfPg7K5KXW9twlrA+tSeTl25RZTLo1KpGNjQ+vNbEb/CIdesTUxJSZgzMkCjwdC8eaXO1TVsiCY4CMVopHD3bie1UAgh6qcKh6pZs2bxwAMP4OPjU2qfr68vDz30EO+8806Fb5yWlobZbCY0NNRue2hoKElJSWWek5SUVKnjy7uGXq/H7z9PTF3uOtOnT7erxxUVFVXhe9Y2T1zdjGtbh1JstvDwt9tJDuoBbW4DxQJ/PAMWS4Wv9U+Ctc5V38i+Dm3joJhBAKw8tZJ8Y75Dr13TlfRSGZo2RW0wVOpclUp1YQhw2zaHt00IIeqzCoeqXbt2MXjw4HL3X3fddWyvw5NfJ06cSFZWlu3j9OnTrm6S06jVKt4Z0YGmIV4kZxcx7qut5A+YZi2xkLAV4r6t0HXO5p7lcMZh1Co1fSL6OLSNHYI7EOUdRYGpgFWnVjn02jVd4b6qzacq4dm9GwC566WAqhBCOFKFQ1VycjI6XfnDN1qtltTU1ArfOCgoCI1GU+qpu+TkZMLCwso8JywsrFLHl3eN4uJiMv+zqOzlrmMwGPDx8bH7qMu83XR8NroLAZ569iZm8/iSZCz9XrTuXDEF8s5d9hqrT68GrAHI383foe1TqVTc1OQmABYfW+zQa9d0F+ZTtanS+Z5XWXsNC3bGYa6jw9hCCOEKFQ5VERERdk/Z/dfu3btp0KBBhW+s1+vp3Lkzq1Zd6GWwWCysWrWKnj17lnlOz5497Y4HWLFiRbnHl6Vz587odDq76xw6dIhTp05V6jr1QXSgJ/NGdcGgVbPqYAqvpV6FEtIaCtJh6bOXPX/ZiWUAXBd9nVPad1Nja6jafHYzSXkVHwKuzRRFoXDfPqDqPVX6yAj0jRuD2Uzehvo30V8IIZylwqFqyJAhvPLKKxQWln6EvaCggClTpnDjjTdW6uYTJkxg3rx5fPXVVxw4cIBHHnmEvLw8xo4dC8CoUaOYOHGi7fgnn3yS5cuX8/bbb3Pw4EGmTp3Ktm3beOyxx2zHpKenExcXx/7z/5s/dOgQcXFxtvlSvr6+jBs3jgkTJrBmzRq2b9/O2LFj6dmzJz1kkdlSOkf78+7IWAC+2JTI4piXQaWBfYtg36/lnpeYm8iu1F2oUHFdjHNCVaR3JJ1DO6Og8MvRX5xyj5rGmJiIKTUVtFrcWlWuRtXFvK66CoDcdWsd1TQhhKj3KhyqJk2aRHp6Os2bN+eNN97gt99+47fffmPmzJm0aNGC9PR0Xn755UrdfOTIkbz11ltMnjyZ2NhY4uLiWL58uW0y+qlTpzh79qzt+F69evH9998zd+5cOnTowMKFC/n1119pe375DYDFixfTsWNHbrjhBgDuuOMOOnbsyJw5c2zHvPvuu9x4440MGzaMvn37EhYWxqJFiyrV9vpkSLsGTLze+gv8qXUqjrV8wLrjjwmQW/aQ7/ITywHrWn8hHiFOa9vtzW8HYOHhhZgsJqfdp6bI32qdXO7eti1q96pXp/fsaw1Veev+vbCQthBCiCuiUirxL2p8fDyPPPIIf/75p+0fYpVKxaBBg/jwww9p1KiR0xpa02RnZ+Pr60tWVladn18F1mGnl3/dy/ebT+GtM7M56P/wyDgIrW+BEV+XOv72xbdzKOMQU3pOsQUfZyg2FzNwwUAyijKYNWAW1zS8xmn3qgnOTJpE1sKfCXzgfkKeeabK17EUF3O4ew+UggJifl6IexXnZwkhRG3jzN/flSr+GR0dzdKlS0lLS2Pz5s1s2rSJtLQ0li5dWq8CVX2kUql49eY29G8RTI5Rw9iMsShqLez/DfYstDv2wLkDHMo4hFattVU/dxa9Rs9tzazV8H88+KNT71UTFJT0VHXufEXXUev1ePWxPpGZ8+dfV9wuIYQQVayo7u/vT9euXenWrRv+/o59qkvUXFqNmo/u7kSnhn5sLoziU84v7bPkacg4aTvu5yM/AzCw4UB8Db5Ob9fwFsNRoWLT2U0czTjq9Pu5ijElheL4eFCp8OjU6Yqv5z3YWusr+8/lMgQohBAO4PIFlUXt4qHX8vmYrrQI9WZG/k3sVreComxYeB+YjeQb8/nj+B8ATh32u1iEV4RtkeUv931ZLfd0hZJFkA0tW6JxQJe1d//+qAwGjPGnKDp48IqvJ4QQ9Z2EKlFpfh56vh7XjfAALx7Jf5gclSckbofVr/FX/F/kGnOJ8o6ia1jXamvTmDZjAPjjxB8k5yVf+uBaKm/LFgA8rnDor4Ta0xOv8xPWs5f/6ZBrCiFEfSahSlRJqI8b39zXnSKvSJ4tsj4NqKx/j+/jPgHgtma3oVZV3x+v9sHt6RzaGZPFxLcHKlbxvTZRFIW8tda1NT179XLYdb0HWVdJyF66VIYAhRDiCkmoElUWE+TJ1/d1Y4O+F9+armGbm4EDeQm4aQzc3qx6hv4udl/b+wCYf2g+5wouX/G9Nik+cQJjYiIqnQ7PHt0ddl3vqweg9vDAePo0BbIWoBBCXBEJVeKKtA734cux3XhHPYYPfaz1xW4uAj+NW7W35aqIq2gb2JYCU0Gdm1uV+4+1SKdH166oPTwcdl21hwfeQ64HIHNR/SigKoQQziKhSlyxztH+TLsjmu3nf9ffe/YE5iVPQzUPJ6lUKh6JfQSwlldIK0ir1vs7U+7afwDw6tfX4df2u836FGf28uWYc/Mcfn0hhKgvJFQJh9iU/hOowC83kiijGc2u7zFt+aza23FVxFW0C2pHobmQj+I+qvb7O4MlL4/8bdYn/0oWQ3Yk944d0cfEoBQUkL1sqcOvL4QQ9YWEKnHFTmWfspVReKTXJN6x3Gndsex5io/+U61tUalUPNPFWmn85yM/czjjcLXe3xly1/0LRiO6qCj0jWIcfn2VSoXfcOscuIzvf5AJ60IIUUUSqsQVm7t7LmbFzFURV3FXx950v2caf1h6osVM8fd3U5R0qFrb0zm0M9dGX4tFsfDW1rdqfUjI/tO6jqL3ddeiUqmccg+/YcNQublRdOCArR6WEEKIypFQJa7Iscxj/H78dwAe7vAwAH1bhOB35zzilGZ4WXJInzeUvIyUam3X052fRqfWsfHsRtYlrqvWezuSpaCA3L+tvX0+gwc77T4aPz98b7oJgPRv6l5JCiGEqA4SqsQVmbVjFhbFwjUNr6F9cHvb9t6tojCP+JZEJZgG5jOc/OhWsnNzq61dUd5R3NPqHgDe3PomRoux2u7tSLn/rEUpKEAXEYFb27ZOvZf/PdbvV87KlRQnJDr1XkIIURdJqBJVti1pG3+f/huNSsOTnZ4stb9zm5Zk3/YdObjTxriXXe/fQUZOQbW174H2DxDgFsDJ7JO1drHl7OXnh/4GD3La0F8JtxbN8ezVE8xm0j//3Kn3EkKIukhClagSs8XMzK0zARjWbBiNfBuVeVyrDt05N+RTjGi5qngd6z8YS3JW9QQrb703j3V8DIAPdn5AYm7t6n0x5+SQu2YNAD6Dr6+WewY++BAAmQsXYkpNrZZ7CiFEXSGhSlTJT4d/4mD6Qbz13ozvOP6Sx8Z0u5G062ZjQcWNxctY+v7jHE+tnqHAYc2G0Tm0MwWmAqZtmFarJq1nL12GUlSEvmkT3Nq2qZZ7enTvhnuHDijFxaR/9VW13FMIIeoKCVWi0s4VnOODnR8A8ETHJwhwC7jsOQ163UnmgOkAjDUvYOFHk9h1OtOZzQRArVIzrdc0DBoDG89u5Nejvzr9no6StWgRAH633ub0ob8SKpWKwIesvVXp332PKa3uFFAVQghnk1AlKm3GlhnkFOfQKqAVw5sPr/B5Af0eIa/3iwA8r3zBd/PeZO1h5w8xRftEMz7W2pv25rY3Sc2v+cNaRceOUbBrF2g0+N5yc7Xe22tAf9zat0cpKCDtk7nVem8hhKjNJFSJSll9ajXLTy5Ho9IwtddUNGpNpc73HPgixV2sPSGvqz7ix68/4rc45891urf1vbQJbENOcQ6vbny1xg8DZi78GQCvfv3QBgVV671VKhUhTz9lbcePP2JMrF1z0YQQwlUkVIkKO1dwjtc2vQbA6DajaR3YuvIXUanQD5mBud1ItCoL72neY+lPc5m9+ohTg45WreXV3q+iU+v4O+FvfjxUc58GtOTnk/mzNVT5jah4T6AjefbsiUePHihGI8lvveWSNgghRG0joUpUiKIovLL+FdIK0mji24RHOjxS9Yup1Whu/Ril3Qh0KjOzdR+wd+W3PLtgN8Umi+Ma/R/N/ZszofMEAN7a+haH0qu30ntFZf2+BEt2NrqoKLz6On6tv4oKffEFUKvJWbacvE2bXNYOIYSoLSRUiQr57sB3rEtch16t541+b+CmdbuyC6o1qG6dA7Zg9T55cYu497PNZOYXO6bRZbi71d30i+xHsaWYZ/95lnxjvtPuVRWKopDx3XcA+N91Fyq16/6KurVsif+d1nUck/73PxRj7SygKoQQ1UVClbisg+kHeWf7OwA82/VZmvs3d8yF1Rq4dQ60tw4Fzta9j3/8cm77aAMn0/Icc4//UKlUvNb7NULcQziZfZLXN7/ulPtUVf6mTRQdPozK3R2/2251dXMIfuJxNP7+FB89Rvr5sCeEEKJsEqrEJeUZ83h+7fMYLUb6R/XnjhZ3OPYGag0M/Rja32ENVvr36ZC+nFs/Ws/Wk+mOvdd5/m7+zOg7A7VKzW/HfuOnQz855T5VcW7ePMC6wLHG19fFrQGNry8hz1iHTNM+mI0xpXrXcBRCiNpEQpUol0Wx8OK6FzmRdYIQ9xBe7fWqc+olqTUw9COIvRstFt7Vf8zQosXcPW8zC7addvz9gK5hXXks1lptffrm6WxP3u6U+1RGwZ695G3YCFotgWPHuLo5Nr633YZbu3ZY8vJImTHD1c0RQogaS0KVKNcHOz/g79N/o1freXfAu/i7+TvvZmoN3DwbejwKwBTdN4xXzee5hbuY8ttejGbHT2C/v939DIoZhEkxMeHvCZzNPevwe1TGubnWmlC+N9yALiLCpW25mEqtJmzyZNBoyF66jOxly1zdJCGEqJEkVIkyLTm+hE/3fArAtN7TaB/c3vk3Vath0Otw9SQAntT+wmvaL/hm4wnunreZ1Jwih95OpVLxaq9XaRnQkvTCdJ5c8yQFpupb8PlihQcOkLNiBahUBD5wv0vacCnu7doS9NCDACRNnSbDgEIIUQYJVaKUuJQ4pqyfAsC4tuO4sfGN1XdzlQr6Pgc3vAOouFe7ko8MHxJ3MpmbPviXOAcvbeOh8+C9Ae/hb/DnQPoBXlj7AiaLyaH3qIjU963L/vgMGYKhadNqv39FBD38MG6tW2POyuLsK6/U+AKqQghR3SRUCTuH0g/x6KpHKbYU0z+yP090esI1Dek6Dm7/HNQ6Bqs28rPnTIqyUxjxyUZ+cvA8q3CvcGYNmIVerWfN6TW8vvn1ag0MBXFx5K5ZA2o1QY9denFqV1Lp9YTPnIFKryfvn7VkLljg6iYJIUSNIqFK2JzKPsVDKx4ipziHjiEdmdl3JmqVC/+ItL0N7lkIBh/amfez3Os1ws2JPL9wN6/8upcik9lht+oU2omZfWeiQsWCwwuYt2eew659KYqikDzdOvnb95ZbMDRqVC33rSpDs2YEP/UUAMnTZ1B4+LBrGySEEDWIhCoBQHJeMg+ueJBzhedo4d+C2dfMxkPn4epmQeP+MO4v8G1IqCmRZZ6v0lV1kG82xXP7xxs5dc5xxTsHRg9kYveJgHWS/qIjixx27fJkL1lCwa5dqDw8CH7qSaffzxECRo/Cs1dPlIICEp94EnNurqubJIQQNYKEKsHZ3LPc9+d9JOYm0tC7IXOunYOP3sfVzbogpBU8sAoiOuNuymK++3Tuct/EnsQsbnh/HUv3OO6pvTtb3sn97awTxadumMofx/9w2LX/y5KXR8qb1nX1gh58EF1oqNPu5UgqjYbwt95C26ABxSdPcnbiSzK/SgghkFBV753OOc2Y5WM4lXOKcM9w5l43lyD3IFc3qzSvEBi9BFrdjNpi5HXlfd4NWEReUTGPfreDKb85bjjwiY5PMKL5CBQUXv73ZVbEr3DIdf8r7dNPMaWkoIuIIKAG1aWqCG1AAJHvzUKl05GzYgXpn3/u6iYJIYTLSaiqx45nHWfMsjGcyTtDtE80X13/FRFeNac+Uil6Dxj+FfR5GoBb8xeyMnQ2PuTy1cZ4hn28gfhzV768jUql4uUeL3NLk1swK2ae/+d5/j799xVf92LFCYmkf/4FACEvPI/aYHDo9auDe/v2hL78EgApb79D7rp/XdwiIYRwLQlV9dSu1F2MWTaGlIIUmvo15cvBXxLmGebqZl2eWg0Dp1qfDNS60zhrE5uC/kdn9yT2JmZz4/v/snjXmSu/jUrNtF7TuL7R9ZgUE0///TSrTq268vZzfnL6jOkoRUV4dO+O97XXOuS6ruA3ciS+t90GFguJTz5J4cGDrm6SEEK4jISqemhl/ErG/TmOjKIMWgW04vNBn9fMIb9LaTsM7l8Bvg3xyD3FAu0kxofuJ6fIxBM/7OTp+XFkFxqv6BYatYbX+7xurbpuMfHM38+w7MSVVxPPXrqU3JWrQKsl9KWXnLP0TzVRqVQ0mDoFj+7dseTnc/qhhzEmJbm6WUII4RISquoRRVH4et/XTPh7AkXmIvpG9uXLwV86d/kZZwprBw/+DTFXoTbm81zW/1jYaAl6lYlfdiZy/ax1bD5+7opuoVVrmXHVDG5ucjNmxcwLa1/glyO/VPl6prQ0kl/7H3C+mGaL5lfUvppApdcT+f576Js0wZSczOmHHpYnAoUQ9ZKEqnqi0FTIpPWTeHPbmygojGwxkvcGvFczyiZcCc9AuPdX6GldHLnL2e/ZETmLzn55JGYWcMe8Tbyx/CDFpqqvHahVa3mt92u2yeuTN0zmi71fVPqJN0VRSJr2KubMTAwtWxL04ANVblNNo/H1JeqTT9AEBlJ06BAJ4x/DUljo6mYJIUS1klBVDyTmJjJq2SgWH1uMWqXmuS7P8XL3l9Gqta5ummNotDDo/2Dkt2DwxSt1Bwt5nlean0ZR4KO/j3Hbx+s5mlL13hO1Ss2kHpMY3Xo0AO9sf4fpW6ZjtlT8icOc5cut6/tptYRPfx2VXl/l9tRE+sgIoubMQe3pSf7mzSQ8+SRKcbGrmyWEENVGQlUdty5hHXcsuYMD6QfwN/gz99q5jGozqlbP4ylXq5vgoX+gQQdUhRmMO/UCq9qvIdAN9iZmc8P76/h03XHMlqrVVFKpVDzb9Vme6/IcKlT8cPAHJvw9gULT5XtkjMnJJE17FbDWpHJr1apKbajp3Nu1JeqTOajc3Mj7Zy2Jzz6HYqr+tRSFEMIVVIpU7auS7OxsfH19ycrKwsenBhXKPK/YXMy729/l2wPfAtAmsA3v9n+XBl4NXNyyamAshL9ehq2fWr8M6cBL6idYcNIdgM7R/rxxe3uaBHtV+RZ/nvyTl9a9RLGlmA7BHfjg6g/KnZummEzEjxlDwbbtGFq1otH8H+tcL9V/5f67noRHHkExGvG58UbCZ0xHpa0jPaNCiFrNmb+/paeqDjqeeZy7/rjLFqjubnU3X13/Vf0IVAA6N7jhbWtNKzc/dCm7eOPc48zvcggvg4bt8RkMeW8d89ZWvddqUMwg5l43Fx+9D7tSd3Hvsns5kXWizGNTP5hNwbbtqD09iXz3nTofqAC8+vQmYta7oNWSvWQJiROekaFAIUSdJz1VVVQTe6pMFhNf7vuSj+M+pthSjL/Bn//1+R99I/u6ummuk5UIvz4MJ9YCUNB4MBMKx7HsuLXcQseGfrx5eweahlSt1+p45nEeWfkIZ/LO4KXzYsZVM+gX1c+2P3fdv5x+8EFQFCLeeRufIUOu/D3VIjmrVpH41NMoRiNe/fsT8d6sWlnoVAhRdzjz97eEqiqqaaHqSMYRXln/CvvO7QOgd0RvXuv1GsEewS5uWQ1gscDG2bDqVbAYUbxC+af1qzy+2Z+cIhN6rZqnBjbjgasao9NUvvP2XME5Jvw9gR0pO1Ch4rGOj/FAuwcwJSdz4rZhmNPT8btjJA2mTnX8e6sFctf9S8Jjj6EUFeHZqycR73+AxsvT1c0SQtRTEqpqoJoSqvKN+czZPYdv9n2DSTHhrffmha4vcHOTm+vmZPQrcXYX/PwApB0CIK/9GCak38qfR61L27QI9eb129rRObrydbuMZiMzt85k/qH5AAxucDUPf3yK4gMHMbRsScz8H+t1D03e5i2cfuQRlPx83Fq3JuqTOWiDJfALIaqfhKoayNWhSlEUVp5aycwtM0nOTwZgQNQAJvWYRIhHSLW3p9YozocVk2HrPAAU3yj+bT2FJ7f4kZ5XjEoFd3VryPODW+Lrrqv05X8+/DP/2/Qajy8qpudBBfx8aLJwEfrIGrymYjUp2LPHWhg0PR1dRARR8+ZhaNzI1c0SQtQzMlFd2NmVuosxy8cw4e8JJOcnE+EVweyrZ/P+1e9LoLocvQfc8BaM+g38GqLKOs1VG+9nQ5tfuTfWD0WB7zafYuA7/7Bk95lKF/gc1nwYX5+9kZ4HFUxq+L9bjPxZtMNJb6Z2cW/XjpgfvkfXsCHGxETi77qL/G3bXN0sIYRwGOmpqiJX9FSdyDrB+zveZ+WplQAYNAbGtBnD/e3ux03rVi1tqFOKcmHVNNgy1/q1dzgHur7G+K1BHE+1Dgn2bxHM1JvaEBNUsTlA2UuXkjjhGQD+vLMpn8WcBOCWJrfwUveXan8FewcwnTvH6YcfoXDPHtBqCZs0Cf87Rrq6WUKIekKG/2qg6gxVZ3PP8umeT/n5yM+YFTNqlZpbmtzCo7GPEuYZ5tR71wsn18Nv4yHDWhLB3G4kn3qM4+1/0yk2W9Br1DzQtxHjBzTFQ19+raW8jRs59eBDYDQSMGYMQc8/y9w9c5mzaw4WxUJj38a81e8tmvk3q653VmNZCgo4+/LLZC+1LlDtd+cdhL30Eipd5YdchRCiMiRU1UDVEaqOZx7ns72fsfT4UkyKtSp1/8j+PNnpSZr6N3XKPeut4nxY/T/Y9BGggJsfKT1f5tkj7Vh7NB2ABr5uvDSkFTe2b1DqIYCCvfs4NWoUlvx8vAcPJuLtt1BpNABsTdrKC2tfILUgFb1az1Odn+LuVnejVtXv0XdFUTg3dx6ps2aBouDRpQsR77+HNiDA1U0TQtRhEqpqIGf+UPam7eWzPZ+x6tQqFKw/nu4NuvNw+4fpEtbFofcS/3F6Kyx5GpL3AKBEdmNDq5d54V8LCRkFAPRoHMC0m9vSIswbgOKTJzl5192Y09Px6NmDqE8+Qf2fAp/nCs7x8vqXWZ+4HoDuYd15rfdr9acg6yXkrF7Dmeeew5KXhy48nIj3ZuHerp2rmyWEqKMkVNVAjv6hFJoKWX5yOT8d+ok9aXts26+Oupr7291Pu2D5JVNtzCbY8gms/j8w5oFKg6nbw3yiHsH7685SZLKgUau4t0c041t5kPnQOExnzuLWujUNv/4KjVfZhUQVReGnQz/x9va3KTAV4K3zZmL3idzY+MZ6X/6i6OhRTo8fjzH+FOh0hDwzgYDRo+v990UI4XgSqmogR/1QTmSdYMHhBfx29Deyi7MB0Kq1DGk0hPva3kcTvyaOarKorKwEWP4iHPjd+rVPBGm9pzLpUGOW708mJD+dN9fPISQvHV1MDDHffoM2KOiyl43PjueldS+xO203ANdGX8tL3V8iyP3y59Zl5uxszk56hZy//gLAa8AAGrz+f2j9K183TAghyiOhqga6kh9KUl4Sf578k6UnlrL/3H7b9givCG5vfju3Nr2VQPdARzdZVNXhP2Hps5B5yvp1dB/iQh8gd8rbBOakkeAZxLs3PM1Dt3XnpvbhqNWX710xWUx8tucz5uyag0kx4aP34bmuz3FLk1vqde+Moihk/PADKdNnoBiNaMPCiHjnbTw6dXJ104QQdYSEqhqosj+UhJwE1ias5c+Tf7Ij5ULdIo1KQ5+IPoxoMYLe4b3RqDXObLaoquJ8WD8L1r9HcaaRU38HYszVUhwSygt9H+egyVrSokOkLy/f0JpujSo22fpg+kEmr5/MgfQDAPRs0JPJPScT6R3prHdSKxQeOEDiU09THB8PajWBDz5A8KOP1ovFqIUQziWhqga63A8lszCTnSk72Zq8lX8T/+VE1gm7/Z1COjGk0RAGRg+UXqlapGjnv5x6aDym7GJ0niairy9GGfwsnxZew4drT5FXbAZgUJtQXhjcksbBl1+o2WQx8fX+r/ko7iOKzEW4a90ZHzueu1rdhU5df0sMmHPzSHp1GtmLrcOvhlatCJ8xA7cWzV3cMiFEbSahqgYq+aFkZmaSq8nlaMZRjmZaPw6cO8CxrGN2x2tUGmJDYhkQNYBBMYOkvlQtVLB3H6fvvx9zZib6huE0vK4AXa51AWsCm5LZ+2XeONmUH7eexqKARq1ieOdIHr+mGRF+7pe9fnx2PFM3TGVbsrXKeFO/przc/eV6/8Rn9vLlJE2dhjkzE3Q6gh9/nMBx99lKVgghRGXU+VD14Ycf8uabb5KUlESHDh344IMP6NatW7nHL1iwgFdeeYWTJ0/SrFkzZs6cyZAhQ2z7FUVhypQpzJs3j8zMTHr37s3HH39Ms2YXii7GxMQQHx9vd93p06fz4osvVqjNJT+UhNQEBv8xuMxjGvs2pmNIR3qG96RneE989K5beFlcmbxNm0kYPx5LXh5ubdsSNW8uWl8fiPsOVr0KeanWAyO7carLi0yN82H1wRQA9Bo1d3VvyPgBTQn2vvSiyhbFwq9Hf+Xd7e+SWZQJwJBGQ3imyzP1egkiU2oqZydPIXfNGgDcO3Sgwf9ew9BMCqkKISqnToeq+fPnM2rUKObMmUP37t2ZNWsWCxYs4NChQ4SElP4lsmHDBvr27cv06dO58cYb+f7775k5cyY7duygbdu2AMycOZPp06fz1Vdf0ahRI1555RX27NnD/v37cXOzzn2JiYlh3LhxPPDAA7Zre3t74+lZweVILvqh3LnyTty0bjT1a0pTv6Y0829Gh+AO+LvJU0t1QdbixZx5eRIYjXh07Urkxx/Zl00ozIYN78PGD8GYb93WYgh7Wz3F/7ZY2HTcWjzUXadhTO8YHurbGD+PS88NyirK4oOdH/DToZ9QUPDQevBo7KP1ekhQURSyfvmV5Ndfx5KbCzodgfePI+jhh1EbLh1WhRCiRJ0OVd27d6dr167Mnj0bAIvFQlRUFI8//niZvUYjR44kLy+PJUuW2Lb16NGD2NhY5syZg6IohIeH88wzz/Dss88CkJWVRWhoKF9++SV33HEHYA1VTz31FE899VSV2n3xD8XL26veV8euixRF4dwnn5A66z0AvK8fTPiMGeX/As9Jgr9nwI6vQTGDSo0SezdbYx7i//7NZtfpTOt1DFruv6ox9/WJwdvt0gFpX9o+/m/z/9lqlzX1a8pzXZ+jV3gvh73P2sZ49ixJr/2P3NWrAdBHRxM2bRqePbq7uGVCiNrAmaHKpUmguLiY7du3M3DgQNs2tVrNwIED2bhxY5nnbNy40e54gEGDBtmOP3HiBElJSXbH+Pr60r1791LXnDFjBoGBgXTs2JE333wTk8lUbluLiorIzs62+7C1WQJVnWMpLubsy5NsgSrgvvuIePvtS/eIeIfBTbPg0U3Q8kZQLKh2fkO3xdfwa6Nf+Xp4FC3DvMkpMvHuysP0fWMNH645SnahsdxLtglqw7dDvmVar2n4Gfw4mnmUh1Y8xMMrH+ZIxhEHv+vaQdegAZEfzrYuaRMcTHF8PKfGjOHMxJcwpaW5unlCiHrMpWkgLS0Ns9lMaGio3fbQ0FCSkpLKPCcpKemSx5e8Xu6aTzzxBD/++CNr1qzhoYce4vXXX+f5558vt63Tp0/H19fX9hEVFVXxNypqFWNyCvH33kvWokWgVhP6yiRCn38OlbqCf12Cm8Md38G4FRDdG8xFqLbMpe+ya1nWYilzb42kcZAnGflG3vzzEL1nrOadvw6RkVdc5uXUKjW3NbuNJbcu4Z5W96BVa1mfuJ7bf7+dqRumkpqf6sB3XzuoVCp8rruOxkv/wP+uO0GlIuuXXzg2+HrSv/oKxVh+UBVCCGept10sEyZMoH///rRv356HH36Yt99+mw8++ICioqIyj584cSJZWVm2j9OnT1dzi0V1yN+5kxO3D6Nw127Uvr5EzZtLwN13V+1iUd1gzB8w6jeI6gGmQlSbP+a6FYNY2W4FHw2NommIFzmFJt5ffZTeM1czfekBUnIKy7ycr8GXF7q9wG+3/Ma10ddiUSz8fORnbvjlBj6O+5j8kvlc9YjG25uwyZOJ+eF73Nq0wZKbS/L0GRy/9VbyyuntFkIIZ3FpqAoKCkKj0ZCcnGy3PTk5mbCwsksOhIWFXfL4ktfKXBOsc7tMJhMnT54sc7/BYMDHx8fuQ9QtmQsXcmrUaMypaRiaNaPRgp/w6t37yi6qUkHj/nDfcrhnEUR0AVMB6o2zGbJqECvarubT2xvRuoEP+cVmPll7nKtmrmHq4n2czSoo85INfRryTv93+Ob6b2gf3J4CUwEf7fqIIYuG8N2B7ygyl/0fg7rMPTaWmAU/Efbaq2j8/Sk+eoxTY+8j4fHHKTpx4vIXEEIIB3BpqNLr9XTu3JlVq1bZtlksFlatWkXPnj3LPKdnz552xwOsWLHCdnyjRo0ICwuzOyY7O5vNmzeXe02AuLg41Gp1mU8cirrNUljI2clTODvpFRSjEe9rryXmxx/QN2zouJuoVND0Grh/Jdy9EMI7gjEf1YZZDPzzGv5o/gffjYgkNsqPIpOFLzecpO8ba3huwS4OJ+eUecnYkFi+vf5b3ur3FpFekZwrPMeMLTO4YdENLDi8AKOlfg2BqdRq/IcPp8nyZfjfey9oNOSsWMnxG2/i7LRpMt9KCOF0Ln/6b/78+YwePZpPPvmEbt26MWvWLH766ScOHjxIaGgoo0aNIiIigunTpwPWkgr9+vVjxowZ3HDDDfz444+8/vrrpUoqzJgxw66kwu7du20lFTZu3MjmzZsZMGAA3t7ebNy4kaeffprrr7+er776qkLtdubTA6L6FB07RuLTEyg6fBhUKoIef4yghx+u+PypqlIU65qCf78OZ3dZt6l1KO1HsDNqNG9sv1CKAWBAi2Ae6NuYno0Dy1wb0Gg28svRX5i7ey7J+dZe2kivSB7u8DA3NL4BrVrr3PdTAxUdPUrK2+/YalupPDwIHDuWwPvGoq5g6RQhRN1Tp0sqAMyePdtW/DM2Npb333+f7t2tj0f379+fmJgYvvzyS9vxCxYsYNKkSbbin2+88UaZxT/nzp1LZmYmffr04aOPPqJ5c+vyFjt27ODRRx/l4MGDFBUV0ahRI+69914mTJiAoYL1biRU1W6KopC16BeS/vc/lIICNEFBRLwxE89e1VyqQFHg2Gr49104ue78RhW0upGDTe/nvQPeLN+XRMnf0rYRPjxwVWNuaNcAraZ08CsyF7Hw8ELm7Z7HucJzAMT4xPBg+we5vtH19TJc5W/dSvKbb1G4ezcAmqAggsc/it/tt6PS1c+aX0LUZ3U+VNVGEqpqr/+uKefZqyfhM2eiDQ52bcNOb7WGq0N/XNjWqB9J7R7mw/goFuxIoNBoASDCz537+jRiZNcovAylg1K+MZ/5h+bz+d7PbZXZI70iua/dfdzS5Bb0mvq1MLGiKOT8+Scp776LMf4UALrISIIeeRjfm2+WcCVEPSKhqgaSUFU75W/dypmJL2FMSACNxrqO3IMPOH+4rzJSDsD692D3T9YiogAhbcjt9ABfZnfli81nOXe+/IKXQcvtnSMZ1TO6zMWbc4tz+eHgD3yz/xsyijKsl/IIYUybMQxrNgwPnUe1va2aQDEayfjpJ9I+noP5/BwrXVQUQQ8/jO/NN0m4EqIekFBVA0moql0sRUWkvjuL9K++AkVBFx5O+Jtv4NG5s6ubVr7MU7BhNuz85sLyNx5BmDqNYbFuCLO35XA8Nc92eN/mwYzpFU3/5iGo1fbzrvKN+fx85Ge+3PclKfnWNQn9Df7c0/oeRrYYia/Bt9reVk1gKSgg48f5nPv0U8znrMOkEq6EqB8kVNVAEqpqj4I9eznz4osUHzsGgO/twwh98UX79ftqsoIM2PENbJkLWefro6l1KG2HsTP8Dj486MXqQym2eVfRgR7c2yOa4V2i8HW3DwfF5mIWH1vMZ3s+IyE3AQB3rTs3N7mZe1vfS7RPdHW+M5ez5OdfCFfp1gcDdJGRBI67D99bb0V9fq1QIUTdIaGqBpJQVfNZiopI++hjzn32GZhMaIKCaPDaq3gPGODqplWN2QQHf4dNH8PpzRe2R/cmteU9zEttw487ksgutC635K7TMLRjBHd3b0jbCPueKJPFxPKTy/lq31ccTD8IgAoV/aP6M6r1KDqHdi7zKcO6ypKfT8YPP3Lus89s4UoTGEjAvffgf+edaHzrV0+eEHWZhKoaSEJVzZa3aTNJU6ZQHB8PgPfgwYRNmYzW39/FLXOQhO2w+WPY9wtYzq9Z6RmCscPd/KEfzMc7izl0UX2rdhG+3NW9ITd1CLeb2K4oCluTtvL1/q/5J+Ef2/Y2gW0Y1XoU18Zci05df4bCLPn5ZP68iPQvvsB45gwAag8P/EaMIGDMaHSXKCAshKgdJFTVQBKqaiZzZibJb75J1s+LANAGBxM6+RV8rr3WxS1zkuwzsP1L2P4V5JasbalCaXYdByOHMyexEcv2pVJstj416KnXcHNsBHd1a0i7SPvel+NZx/l2/7csPrbYVpU91COU4c2HM6z5MILcg6rxjbmWYjSSvXw55+Z9aq1hBqDT4TvkevzvHYV72zaubaAQosokVNVAEqpqFsViIWvxYlLefMs28djvzjsImTABjbe3i1tXDcxGOLQUtn4GJy70OOHbkPz297DI0p/PdxVwPO3CxPa2ET7c0dXae3Xx3KuMwgx+OvQTPxz8wVbrSqvSck30NYxsMZIuoV3qzdCgoijkrVvHubnzyN+2zbbdvVMnAu69B+9rr0WlrX+1v4SozSRU1UASqmqOgj17Sf7f/yjYZa1Mrm/ShAavvYpHp04ubpmLpB2F7V/Azm+hMNO6TaVBaTaQw+FDmXOmKX/sO2frvdJr1VzXOpRhnSO5qmmQrahosbmYP0/+yfxD89mVust2+Sa+TRjRYgQ3NbkJb309CKznFezeTfo335K9fDkYrUsAacPC8L/rLvyG3153hpaFqOMkVNVAEqpcz3TuHCnvvmsd6lMU1B4eBD36CP6jRqHW16/ilmUyFsC+X60B6+KJ7R5BFLQezlLN1Xxy0MDh5FzbrmBvA7d2jGBYp0hahF0ITAfTDzL/0Hz+OP4HBSbrQs/uWneGNBrC8ObDaR3Yut70XhlTUsj88Ucyfpxvm9SuMhjwGTwYv5EjcO/Ysd58L4SojSRU1UASqlxHMRrJ+OEHUj+YjSXHOhnb95abCZ7wDLpQWRC7TKmHIe5b2PUj5CbbNivhnTjTaBjf5HRh/t5sMvIvLMLcLsKXYZ0iuDk2ggBPa0jNKc7h92O/89OhnziWdcx2bDP/ZgxtMpQbm9xIgFtA9b0vF7IUFZG9dBnp33xN0f4Dtu2GZs3wGzEC31tuRiP/NghR40ioqoEkVFU/RVHIXbOGlLffsdWccmvdmtBJL9ffob7KMpvg6EprQdHDyy88OajRY2k2iF3+1zH3bFNWHM7EZLH+06DTqOjfIoSbO4QzsFUo7noNiqKwLXkbCw4vYFX8Koot1grvWrWW/pH9ubXZrfQK71Uv1hpUFIXC3bvJmP8T2UuXohQWAqByc7vQexUbK71XQtQQEqpqIAlV1St/xw5S3nqbgh07AND4+xP89FP4DRuGSqNxcetqqdxU2D3fOvcq9UJPCwZfCpvfyBp9fz48HsresxeGBz30Gga2CuWmDuH0bR6EQashqyiL5SeW88vRX9h3bp/t2GD3YG5ucjM3N72Zxr6Nq/OduYw5J4esxYvJnP/ThacGAUPz5vjediu+N96INqj+PEUpRE0koaoGklBVPYqOHSPlnXfJXbUKsP7vP2D0aALvH1c/nuqrDooCyXutaw3u/RmyEy/s8w7nXOOb+N3Sh8+OenI6o9C2y8dNy+C2YdzcIYIejQPQatQczjjMr0d/ZcmxJba1BgFaBbTihsY3cH2j6wnxqPtDtIqiULhrFxk/LbDrvUKjwatPH3xvHYrXgAGoDQbXNlSIekhCVQ0kocq5jGfPkvbRR2T+vAgsFlCr8Rs2jKDHHpN5U85ksUD8etizAPb/CoVZtl1KcEuSIq/nl6JufHlET0pOkW1fkJeeIe0acGP7cDpH+2NRTPyT8A+/Hv2V9YnrMSnWYUYVKrqFdeOGxjcwMHpgvXh60JydTfYff5D162+2J1QB1D4++Fx/Pb633IJ7RxkeFKK6SKiqgSRUOYfx7FnOzZtH5oKFKOcfW/caeA0hEyZgaFw/hpBqDFMRHFkBe36CQ8vBfCFEKcEtSWhwLYsKu/DlEXcyCky2fUFeeq5tHcbgtmH0bBxInimLv07+xR8n/mBnyk7bcXq1nn5R/bi+0fX0ieiDu9a9Wt+eKxQdP0HWb7+RtXgxprNnbdt10Q3xvfEmfIZcj6FJExe2UIi6T0JVDSShyrHKClMe3boR/NRTeHTq6OLWCQqz4OAfsP83OLYazMW2XUpAU06FXcvPBZ358oQ32YVm2z5vNy0DW4UyqE0Y/ZoHc67oLMtOLOOP43/YPT3ornXnqoiruDbmWvpG9MVD51Gtb6+6KRYL+Vu2kPXLr2SvWIGSn2/bZ2jRAp8hQ/AZcj36qCgXtlKIuklCVQ0kocoxjElJnJs7t1SYCho/Hs/u3VzcOlGmwixrz9X+36xPEl7cg+UfQ0LYtfxh7MznJwJIybvQg+WmU9OveTCD24YxoHkISUXH+eP4H/x18i/O5J2xHWfQGOgT0Ydro6+lX2Q/vPRe1fr2qpslL4+clSvJWrqUvPUbwHTR96xdO2vAun6wrDsohINIqKqBJFRdmaJjxzj32edk/f67rTq1hKlaqCgHDv9pDVhHVsD5wqAAikcQ58IHsFrpzNzEaI5mXvinRqNW0SXan2tahTCgRQhF6nhWnFrBivgVnM45bTtOp9bRO7w318ZYA5avwX69wrrGlJFBzsqV5CxbRt6mzdY5bue5x8bife1AvAcORB8d7cJWClG7SaiqgSRUVU1BXBxpn35K7spVtm0SpuqI4jxrsDqwGI6shKKLJrlrDOSE92aTrjufpzRnU5r9U2/RgR5c0zKUq1sG4+ubypqElayIX8HJ7JO2YzQqDZ1CO9Evsh8DogbQ0Kdhdb0zlzClpZH9119kL11KwbbtdvsMzZrhfe1AvK65BrfW9aeavRCOIKGqBpJQVXGKopC3di3n5n1qtyit18BrCLr/ftxjY13XOOEcZiPEb4BDy6wLPWfG2+0uColln3cvfsltzU8JARRdmIaFl0FL3+ZBDGgRQsOwLLanrWVF/AqOZh61u0Yj30b0j+pP/8j+dAjugEZdd+uVGZOTyVm5ktxVq8jbstVuiFAXHo7XwGvwHjgQj06dZIFnIS5DQlUNJKHq8iz5+WQtXkz6N9/aKqCj0+F7000EjrtPnnKqLxQFUg7A4WXWkJWwDbjwz47FI4izQb1Ya2nPZ2cbczTPze70Vg186Ns8iNZRRjKI49/EtWxP3m4r0wDgb/Dnqsir6BfZj17hver0PCxzVha5f/9tDVnr/r1QAwtrUVyvfv3w6tcXz1690PjW7eFSIapCQlUNJKGqfMUJiWR8/z2ZCxdiyc4GQO3hgd/IkQSMHiUTbuu7nGQ48qd1Ltbxf6A4x7ZLQUVBUDt2u3Xh5+yWLEppgJkLPVDuOg09GgfQrYk7Hr7H2J+1kX8T/yW7ONt2jFalpX1we3pH9KZ3eG9aBbZCrVJX61usLpaCAvI2bCBn5SpyV6/GnHVhyBWNBvfYWLz69sWrX18MLVrIMKEQSKiqkSRU2VMUhfwtW8n49htyVq22TbDVNWxIwD1343vrrVIBXZRmNsLpLdanCI+uhKTddrstBh+SAnuwwdKGH9Iasz03ALgQDCL83OnTzJ/wsGSyiGNrynq7eVgAAW4B9GjQg94RvekV3osg97q5TIxiMpG/fQe5a/8hb+1aio7YD5dqQ0Px6nsVnn374tmzFxovTxe1VAjXklBVA0mosjLn5pG99A8yvvueokOHbNs9e/XC/9578OrXD5W6bvYSCCfISbbWwTq6wvpakGG32+jZgOPenVlT1JLvUhpx2uxvt795qBfto814+h8jxbSLHSlbyTfl2x3TMqAlvcJ70aNBD2JDYuts0VFjYiK569aR+89a8jZtQim48GQmOh0eHTrg2bsXnj174ta2rczFEvWGhKoaqL6HqoK9+8j86SeylyzBcr5wocrdHd9bbibgnnswNG3q4haKWs9ihsQdcPxvOPEPnN5sV3QUIN87hgNusfyZ35KF52JI58LfRZUKWoZ50LThObSehzlduJNDGQftztepdXQI7kC3Bt3oHtaddkHt0Gl01fHuqpWlqIj8rdvIXfsPuf/8gzH+lN1+tZcXHt2749mzJ569eqJv1EiGCkWdJaGqBqqPocqcm0f2kiVk/vQThfv327brY2LwGzECv2G3ycRY4TzGAmuwOv4PnFgLZ3aAYrE7JNu3Jfv07ViR25jFGTGkceHPo1oFrSJVRDQ4jVF/kPj83aQWpNid7651p1NIJ1vIahnQsk4+VVgcH0/exk3kbdhA3ubNWC6ei4V1qNCzZ088e/bAo1s3dA0auKilQjiehKoaqL6EKkVRKNy7l8yfFpD1xx+25TRUOh3egwbhN2I4Hl27yv9qRfUrzLKWbTj+j7UnK2V/qUNyPaM5qG/DyrwmLMtpRLwSyoU5WQoxYfmEhyVgMRzjdOFusosz7c731nkTGxJLp9BOdA7tTJvANug1eqe/teqkmM0U7j9A3saN5G3cQMH2HSjF9j2CushIPLp0waNrFzy6dkUXFSV/50WtJaGqBqrrocqYlETW4t/J+u23C+UQAH3jxviNGI7vLbeg9fe/xBWEqGa5KXByHcRvhFMbIXkfF5duACgwBHPErS1ri5qxNCuGg0pDLJTM+bMQHJBBRIMz4H6Es0X7yTfl2p2vV+tpG9SWTqGd6BTSidiQWLz1desBDEthIQU7dpwPWZusvdIW+x5BbUiIXcjSN2kiIUvUGhKqaqC6GKos+fnWNch+/ZW8jZus9YUAlcGA93XX4T9iOO5dusg/nqJ2KMiwPlkYv8EashJ3gMVod4hR50WCeyu2mpqwIjuKbaYmZNjmZVnw9EomvEESes+TpJsPkWvKtDtfhYrm/s3pGNKRzqGdiQ2JJcyzbpUMMefmUbBzJ/nbtpG/dSsFe/bYlpYqofH3x6NLZ9w7d8a9Qwfc2rRBra9bPXqi7pBQVQPVlVClWCzkb91G1m+/kbN8uW3SOYB7l874DR2K9+DBaLzqbjFFUU8YC6zB6tQGa2/W6S12NbJKZLpFsU/dnH/yotlY3JgDSkNMaAEFle4cQUGJ+PonUKg5SpbpbKnzQ9xDaBfcjvbB7WkX1I42gW3w0HlUwxusHpbCQgp27SZ/61byt22jIC7OrgApWKcHuLVujXtsLO6xHXCPjZV5WaLGkFBVA9XmUKUoCoW7d5O9dCnZy5ZjSrkwWVcXFYXvLbfge8vN6KOiXNhKIZzMbILUA5Cw1VrlPWErpB0udZhJbeC0W3O2mZrwT14UeywX5maptNnoPOIJCkpE7X6SbMspFOyHytQqNc38mlmDVlB72ge3p5FvozpTkFQpLqZg7z5rL1ZcHAVxcZgzMkodpw0NtYasDtaQ5damNWqDoYwrCuFcEqpqoNoWqhRFoejgQWuQWroMY2KibZ/a2xvvQdfhN3Qo7p07y/CeqL8KMiBxOyRsPx+2tkJhZqnDijReHNc1ZWtRQ7YWNWSPYg1aisqExi0RvedpfP3PYtbFU6iklzrfS+dFm6A2tAlsQ6vAVrQJaEOkd2Sd+LunKArGU6esAWvXLvLj4ig6dBjMZvsDdTrcmjfHrW1b3Nq2wb1NGwzNmqHS1b2SFqJmkVBVA9WWUFV07BjZS5eRvXQpxSdO2LarPDzwvvpqfIZcj2efPjL/QYiyKAqcO3YhYJ2Ng6S9YC4qdWihxpOjmiZsK2rIDmMMe5RGnFRCQZuDxv00Oo8EPH0SMWlPYab0+d46b1oFtqJ1YGvbR5R3VJ3o0bLk51Owdy8Fcbsu9Gallw6bKr0eQ8uWuLdtg1ubtri1bYuhSWMpTCocSkJVDVRTQ5WiKBQdOkTOipXkrFhB0eELwxkqvR6v/v3xGXI9Xv36oXavm5WkhXAqsxFSD8KZOGvIOhMHyXvBVFjq0CK1B8e1jYkrjmC3MZIDlmgOKQ0oMmShcU9A656Iu9dZTNozKJhKne+l86JlQEtaB7amZUBLmvs3p7Fv41pfoFRRFIyJiRTu3Ufhvr0U7N1L4d59WHJKz3FTubnh1rIlbq1bY2jZAreWLTE0ayb/fokqk1BVA9WkUKWYzRTExVmD1MqVGBMSLuzU6fDq3dsapK6+WiacC+EMZiOkHjofsnZeMmgpqEjShrPPFMluYxQHlSj2KZEk6c2o3c6idkvE4HkG9GdRVMZS52tVWhr5NaK5f3Na+LeguX9zmvs3J8g9qFYPH9qGDc8HrMJ91g9LXl7pg9Vq9NHR1pDVoqUtbGlDQ2v190BUDwlVNZCrQ5WluJj8TZusQWr1asznztn2qQwGPPv0wXvgQLwH9Efj51ft7ROi3jObrD1ayfusASt5r/Xz3OQyDy9Qe3CMhsQZIzloieKwJZwjegM5bplo3BLRuJ1F65aMoi4o83x/g781YAU0twWtJn5NMGhq72RwxWKh+GQ8hfv2Urj/AEWHDlJ48FCZQ4cAGl9fDC1b4tayBYYWLTG0aI6hcWPp1RJ2JFTVQK4IVab0dHLXriX3n3/IW7vO7n9wah8fvPr3w3vgQLz69EHtUXce4RaiTslNvRCwSgJX6sFS6xqWyFb7csQSzgFTOIeVCPZr/DmuV5NryEHtloTGcBa1Pg1Upf8pV6vURHpF0ti3MY39GtPErwlNfJvQyLdRrS3zoCgKptRUig4dovDgQYoOHqLw0EGKT5wsPRkeQKVCFxWFoUkTDE2bYmjaBH3TphK26jEJVTVQdYQqRVEo3L+f3H+si6AW7t5jK8gJ1qrG3gOvweuaa/Ds1k2emhGitjIb4dxRa8hK2mMNWakHISOe/1aFL5Gr8uSwJYJD5ggOEsZ+nRfxBoVsfR6q82FLpc0v81yABp4NrEHLtwlN/JrQ2LcxjXwb4Wuonet3WoqKKDpy1NabVXTwIEWHD2P+z7qGNioVushIa9hq1hR9kyYYmjbD0LiR/Ke0jpNQVQM564dizs0jb+MGa2/UP2sxpaba7Te0aoVXv754DxiAW7t2qNS1/8kgIUQ5ivPh3BHrfK3Ugxde04+XWky6hBEtpwjlqDmUfepg9us8OanTkKY3UmTIRG1IQa3NLfNcgCD3IKJ9oonxiaGhT0Pb51HeUbVu3UNFUTCfO0fR0WMUHT1K0bGjFB85StHRo5gzM8s9TxsWhr5RDPqYGAwxMegbNUIfE4MuPFyeRKwDJFTVQI76oSgWi3Ux0w0byNuwgfzt2+2WgFB5eODZqyde/frh1bcvutBQRzRfCFGbGQsh/diFoJVywNrTde5YmeUeSuThzjFLGPtUIezS+XBUZ+Cs3kK2Ph+L4RxqXTm9OliX5An3CifaJ7rUR7hnOBq1xhnv1GlMtrB1hOJjx6y9XMeOlTtfCwCdDn1U1PmQFW0XujSBgTJJvpaQUFUDXckPpTghkbwN68nbsJH8jRtLdU/rohtaQ1S/fnh07So1pIQQFWOxQHbChYB17uiFj8xT5fZuAWThyQElmJ06fw7rPInXaUnRWcjVFWDSZ6LSlB/WdGodkd6RNPRuSKR3JJFekbbXCO8I3LW1Z+6SKSOD4pMnKT4ZT/GJE+c/P0lxfDxKUfnfA7WXF/roaHRRUeijItFFRqFvGIUuKgpdWJj0cNUgEqpqoMr8UMyZmeRt3WrrjTLGn7Lbr/b0xKN7dzx79cKzdy8MjRo5s+lCiPrIVAQZJ+2DVknwKueJxBJGRc0+dRA7tQEc1HlxUqcjWWchW1eEUZ8F6jImiF8kwC2QKO+LgpZXBJHekUR5RxHsHlwrerkUiwXT2bMUlYSsi0KXMTHRbr5rKRoNuvBwa9iKamgLXbqoSPRRUWhqUK3D+kBCVQ10qR+KMSWFgu3byd+6jfxt2+wKcAKg0eDeoYM1RPXqhXv7dvK/GCGE6xTnWSfFZ5w8/3Hios/jLzmkaAGOa9zZqQ3gkNabeK2eMzo1GTozeboCLJqyn2osoVXpCPVoQJRPBOFeDQjzDCPcM5wGng1o4NmAUM/QGj+Xy1JUhPHUKYpPn8Z4+jTFp05TnHAa4+kEjAkJKMWX/h5ofH3RRUSgDW+ALjwcXYNw6+v5rzUBATK06EASqmqgkh9KZmYm7jm55G87v2L71m0Ux8eXOl7fuDGePXvi2bsXHt26SRFOIUTtYLFAbtL/t3f/wVHU9//An7t7v++SuySX3CWQhKARSvklIDFVkTEZAvKhoo4F5FvRMjBqaEUEFZUf7XSKg2MVqpVWbWNHK9YqOFKlIkgcJUZBqKIWgQYD5hfJ5S7JJZfcj/f3j0sWjiQkgSN3yPMx8567233f5r2v7JEnu3u7p4WszubqDF7eurO+3SNLOK5ocVBrwyGNBcc0etRoZDRqA/BqfT1eCuJMSfoUZJjTMSShM2x1hq90czoyzBmw6q1xGzpEKIRAXV04bB0/gY7jleGwdfw4Ok6ciLjGYG8kvR7a9HRoM9KhycjofD4k/DgkA1qHAxJPE+k3hqo41PVLaaioQO30GZEzJQn6kSNhmjQp3CZOgMZuj81AiYguJL8PaPo+fM6W5wTgOR5+VF+fAELdrwwPAEEAtRoFJzQafKcYcERjRqViQLVWQYMGaNb4EZR7Pw+si1Y2wG5Ig9OchgyLEw5zGtJMaXCYHEg1pcJhciDFmAKtHH+XnQm2eOH//gT831fBX10Ff1UVAtXVna+rw98A7+vPtCRBY7dD43BA43BA60iDJu20553T+Z/5MIaqOHT6L6V+/v+DbDLBdNUkGCdNgmnCBB4jJyICOvd01XYGrM6g5T4eGcB87h7fKgC4ZRnVGgXVGg2+VzSo0JhQqTGgRqOgQSPg1Zz9fK5TJCRqk5BisMNpdmBIghNOswNppjS12Y12WPXWuLqJdaijA4HaWjVk+au+D4etqir4q6rhr64+6wn0p5NNph6Dl8aRBq3DAU1qKjQpKT/4vV4MVXHo9F9KgtkMSYn/Ey2JiOJSRyvQXB1uTdVAcxXQ1Nk6p4mWGkih7jedbpeAWkWDGo2COkVBnUZBraLBCUWPao0O9YoEj0Yg1M+jgzIUWLRJsOmSkGqyw2lOg9NiR6opFSmGFKQYU2A32pFiTEGCNiHmhx2FEAi6XPBX1yBQVxsOYLW1CNTUIlBXC39tHQK1tQi19H5tsjMpViuUVDs0KfbwHjC7HZpUOxS7HRp7KjT2FGjsdihJSRfl3z6GqjgU63v/ERFdUkIhwHuyM3BVhw85doUwbx3QUgvRUgd4T0I649IRIQAuWUadRsFJRUGtRhMRwKoUHU5qZHgHmA8UaGHRJsGqS0aKMQUOUyrSLalwWuxIMiSFm/7Uo1aJ3eHHkNcbDlhq8AqHrdODV6ChAQh0D669kmUoKcnhoJWScip8JSVDSU6CJjkZSlIyNMlJUJKT4+a2QAxVcYihiogoDoWCQGtD+JBjSy3QUtftUbTUQjTXQm6PvEagH0CDoqBBUVCvyJ2P4dagyKjXKDgpa9CgUdAqD3wPlU4ywaSxIlFnQ7IhCcmGJKSZU+Aw22E3JSHZkIwkfRJsBhuSDckwaUyDuidMhEIIejwI1tcjoLYGBOpPhqedPDU92NjY97leZ5AMhnDYSkqGktwZtmzhwNUthCUlQU5MvCDrz1AVhxiqiIgucn5f516uOqC5BmitB7z14VDmrQda6xFqqUfIWw+5rR7yaTe9bpMkNJwWvBq6gpeioFFR4JJluBUZLkWBR5YROodwIEMLg5wAo5IAizYRiTorbAYrUow2pJiscJiTkWy0waq3wqqzhh/11kEJYyIQQMDlOhXATg9cLheCjS4EXI0INjYi6HJB+Hv+ssJZaTRQkmzhw5FWGxRb1/POZjv1XFb7WCGbzWddf4aqOMRQRUR0CREC6GjpFrpOPTacFsJOQmpzQfF7AYQPPzbJMlyKDLesoFE59dylyGhUFLjlcABrVGQ0yjLaz+O+rhIU6CQzDEoCTJpwILPqEmHVW5FksMFussFusiLVZEWCPgGJukRYdBZYtOEW7YuxCiEQ8nrDYcvlQqCxEUFX46ng5XIh2NjYOT3cJ9Ta+83A+6QokeGrM4DJXQGsqAj23NwL8vebV5wkIiLqiyQB+oRwS+79rhdyZwMABDoAnxtyWyNsnQ2tLqCtUW2htkYEvS6EvA2AtxFKuxsafwtaJQluRUajHN7T1aTI8Mhyt+ceRUZT13NZQYcsQSCIdtGE9kATPAEAvoGtqgZ6aCUT9LIFRo0ZJo0FFl0CEnQWJOoSYDMkIMlgRYopESlGK2yGcChL1CXCorXApDVFfINSkiQoFkv4kg5ZWf0aQ6i9Xd3LFWxqQtDtCR+a9HgQ9LgR9HgQ8ngip7vd4W9CBoNqOOtJytVXD6wgA8BQRUREdCFodIAlLdx6ERHCugT9MPk8MLU1IuPMIObzAO1NEG1uBFo9CLS6IXweSO0eKO1NCARb0CwhInA1nRbAusJYsyKjRZLRLMtokWU0y5K6dyyAdgREO9qCjXAHAbQD8A5w1YW2M5wZoJVN0CkWGDQmmLRmmDQmWLRmJOjNSNRbYDUkIMlgQbIxAUmGBJh0Jpg1ZpgTzTCnDINJY+z34cyQz9cZsM4IX6cFME1KysBWZiDrfcGWTERERAOnaAGzPdx6IQHQdrbT6YSAqcMLR3tTOID5mtQgBp9bfR1sCweyYJsHos0NyedBwO9FW7AVbaE2eGWcFrhOPTbLElrO8trfGX4Ckh8B+OFDS/j4ZwjhbwK0nUM9BKCFFlqhg1bSdQa1cFjTa0zQaSwwas0waU0wa00wa42w6ExI1FuQmGGGbXgqbIYc2IwWmDQmaIMX7luIDFVEREQ/FJIE6C3hlpjRazels50pEQifP+ZvA9qbw+eRqY9dz5uB9hYEfc0ItDUh0NaEoK8ZIV8TOjpa0OZvQVvQi/ZgG9pDPrRLQXhlGa2SBK8swytLaJXCj15ZhleS0CrLaJUleDunt3ZOF5IESIAffvglP9RdZl1BbQBXgOiyNmf1wN/UTwxVREREdIokATpTuMHRa7euYKbva3lB/6lg1tEK+L2dj63hm3n7WxFq98Lva0HA14Kgz4tguxfB9s6A1tG5By3QBl/Ih3bRjg740SH88MkCbZKMNklCmyyhrTOgnXotd07rfC5LsKLvWx+dK4YqIiIiunAULWBKDrdeyAiHsz4D2pkCHT2GNPjb1BbqaIXf1wJ/eysCPi8Cw686j5U5u7i4wdGzzz6LYcOGwWAwIC8vD59++ulZ+7/++usYOXIkDAYDxowZg3feeSdivhACq1evRnp6OoxGIwoLC3H48OGIPi6XC/Pnz0diYiJsNhsWLlyIlgFcxp+IiIhiTKMDjEmAdQhgzwUyxgPZPwEuLwB+9H/A2NsgT1oA/bXFsBSsgG3mWugSez9X7XzFPFS99tprWLZsGdasWYPPP/8c48aNQ1FREerq6nrsv2fPHsybNw8LFy7E/v37MXv2bMyePRsHDx5U+6xfvx4bN27Epk2bUF5eDrPZjKKiIvh8p75XOn/+fHz11VfYsWMHtm3bhg8//BCLFy++4OtLREREP0wxv/hnXl4errrqKjzzzDMAgFAohMzMTPzyl7/Eww8/3K3/nDlz4PV6sW3bNnXa1VdfjfHjx2PTpk0QQiAjIwMPPPAAli9fDgDweDxwOBwoKSnB3Llz8c0332DUqFH47LPPMGnSJADA9u3bceONN+LEiRPIyOj95L4uXRf/dLvd0Gh4FJWIiOhiEAgEYLPZfngX/+zo6MC+ffuwcuVKdZosyygsLERZWVmP7ykrK8OyZcsiphUVFWHr1q0AgIqKCtTU1KCwsFCdb7VakZeXh7KyMsydOxdlZWWw2WxqoAKAwsJCyLKM8vJy3Hzzzd1+bnt7O9rb29XXTU1NAIDW1tZ+hTAiIiKKvaqqqgu27Jge/quvr0cwGITDEfntAofDgZqamh7fU1NTc9b+XY999UlLi7wYm0ajQXJycq8/d926dbBarWrLzMzs51oSERHRpYDHrfpp5cqVEXvImpqakJmZCZPJxBPciYiILhKBwDlc3KqfYhqq7HY7FEVBbW1txPTa2lo4nc4e3+N0Os/av+uxtrYW6enpEX3Gjx+v9jnzRPhAIACXy9Xrz9Xr9dDru3/ZU5IkmM3ms6wlERERxYuu03cuhJge/tPpdJg4cSJ27typTguFQti5cyfy8/N7fE9+fn5EfwDYsWOH2j8nJwdOpzOiT1NTE8rLy9U++fn5cLvd2Ldvn9pn165dCIVCyMvLi9r6ERER0aUj5of/li1bhgULFmDSpEmYPHkynn76aXi9Xtx1110AgDvuuANDhgzBunXrAAD33Xcfrr/+ejz55JOYOXMmNm/ejL179+LPf/4zgPCeo6VLl+K3v/0tcnNzkZOTg1WrViEjIwOzZ88GAPzoRz/C9OnTsWjRImzatAl+vx9LlizB3LlzedI5ERERnZOYh6o5c+bg5MmTWL16NWpqajB+/Hhs375dPdG8srISsnxqh9pPfvIT/P3vf8djjz2GRx55BLm5udi6dStGjx6t9nnwwQfh9XqxePFiuN1uXHvttdi+fTsMBoPa55VXXsGSJUtQUFAAWZZx6623YuPGjYO34kRERPSDEvPrVF2suq5TdSGuc0FEREQXxoX8+x3zK6oTERER/RAwVBERERFFAUMVERERURQwVBERERFFAUMVERERURQwVBERERFFAUMVERERURQwVBERERFFAUMVERERURTE/DY1F6uuC9FfyLtdExERUXR1/d2+EDeUYag6R83NzQCAzMzMGI+EiIiIBqqhoQFWqzWqy+S9/85RKBRCVVUVEhIS0NzcjMzMTBw/fpz3ATwPTU1NrGMUsI7RwTpGD2sZHaxjdHg8HmRlZaGxsRE2my2qy+aeqnMkyzKGDh0KAJAkCQCQmJjIDT0KWMfoYB2jg3WMHtYyOljH6JDl6J9WzhPViYiIiKKAoYqIiIgoChiqokCv12PNmjXQ6/WxHspFjXWMDtYxOljH6GEto4N1jI4LWUeeqE5EREQUBdxTRURERBQFDFVEREREUcBQRURERBQFDFVEREREUcBQFQXPPvsshg0bBoPBgLy8PHz66aexHlLcWrt2LSRJimgjR45U5/t8PhQXFyMlJQUWiwW33noramtrYzji+PHhhx9i1qxZyMjIgCRJ2Lp1a8R8IQRWr16N9PR0GI1GFBYW4vDhwxF9XC4X5s+fj8TERNhsNixcuBAtLS2DuBax11cd77zzzm7b6PTp0yP6XOp1XLduHa666iokJCQgLS0Ns2fPxqFDhyL69OezXFlZiZkzZ8JkMiEtLQ0rVqxAIBAYzFWJuf7UcurUqd22ybvvvjuiz6Vey+eeew5jx45VL4yan5+Pd999V50/WNsjQ9V5eu2117Bs2TKsWbMGn3/+OcaNG4eioiLU1dXFemhx68c//jGqq6vV9tFHH6nz7r//frz99tt4/fXXUVpaiqqqKtxyyy0xHG388Hq9GDduHJ599tke569fvx4bN27Epk2bUF5eDrPZjKKiIvh8PrXP/Pnz8dVXX2HHjh3Ytm0bPvzwQyxevHiwViEu9FVHAJg+fXrENvrqq69GzL/U61haWori4mJ88skn2LFjB/x+P6ZNmwav16v26euzHAwGMXPmTHR0dGDPnj146aWXUFJSgtWrV8dilWKmP7UEgEWLFkVsk+vXr1fnsZbA0KFD8fjjj2Pfvn3Yu3cvbrjhBtx000346quvAAzi9ijovEyePFkUFxerr4PBoMjIyBDr1q2L4aji15o1a8S4ceN6nOd2u4VWqxWvv/66Ou2bb74RAERZWdkgjfDiAEBs2bJFfR0KhYTT6RRPPPGEOs3tdgu9Xi9effVVIYQQX3/9tQAgPvvsM7XPu+++KyRJEt9///2gjT2enFlHIYRYsGCBuOmmm3p9D+vYXV1dnQAgSktLhRD9+yy/8847QpZlUVNTo/Z57rnnRGJiomhvbx/cFYgjZ9ZSCCGuv/56cd999/X6HtayZ0lJSeKFF14Y1O2Re6rOQ0dHB/bt24fCwkJ1mizLKCwsRFlZWQxHFt8OHz6MjIwMDB8+HPPnz0dlZSUAYN++ffD7/RH1HDlyJLKysljPPlRUVKCmpiaidlarFXl5eWrtysrKYLPZMGnSJLVPYWEhZFlGeXn5oI85nu3evRtpaWkYMWIE7rnnHjQ0NKjzWMfuPB4PACA5ORlA/z7LZWVlGDNmDBwOh9qnqKgITU1N6t6FS9GZtezyyiuvwG63Y/To0Vi5ciVaW1vVeaxlpGAwiM2bN8Pr9SI/P39Qt0feUPk81NfXIxgMRvwSAMDhcOC///1vjEYV3/Ly8lBSUoIRI0aguroav/71r3Hdddfh4MGDqKmpgU6n63bXcIfDgZqamtgM+CLRVZ+etsWueTU1NUhLS4uYr9FokJyczPqeZvr06bjllluQk5ODo0eP4pFHHsGMGTNQVlYGRVFYxzOEQiEsXboU11xzDUaPHg0A/fos19TU9Li9ds27FPVUSwC4/fbbkZ2djYyMDHzxxRd46KGHcOjQIbz55psAWMsuX375JfLz8+Hz+WCxWLBlyxaMGjUKBw4cGLTtkaGKBtWMGTPU52PHjkVeXh6ys7Pxj3/8A0ajMYYjIwqbO3eu+nzMmDEYO3YsLrvsMuzevRsFBQUxHFl8Ki4uxsGDByPOjaRz01stTz9fb8yYMUhPT0dBQQGOHj2Kyy67bLCHGbdGjBiBAwcOwOPx4J///CcWLFiA0tLSQR0DD/+dB7vdDkVRun2DoLa2Fk6nM0ajurjYbDZcccUVOHLkCJxOJzo6OuB2uyP6sJ5966rP2bZFp9PZ7QsUgUAALpeL9T2L4cOHw26348iRIwBYx9MtWbIE27ZtwwcffIChQ4eq0/vzWXY6nT1ur13zLjW91bIneXl5ABCxTbKWgE6nw+WXX46JEydi3bp1GDduHDZs2DCo2yND1XnQ6XSYOHEidu7cqU4LhULYuXMn8vPzYziyi0dLSwuOHj2K9PR0TJw4EVqtNqKehw4dQmVlJevZh5ycHDidzojaNTU1oby8XK1dfn4+3G439u3bp/bZtWsXQqGQ+o80dXfixAk0NDQgPT0dAOsIhC/fsWTJEmzZsgW7du1CTk5OxPz+fJbz8/Px5ZdfRgTUHTt2IDExEaNGjRqcFYkDfdWyJwcOHACAiG2StewuFAqhvb19cLfHaJ1lf6navHmz0Ov1oqSkRHz99ddi8eLFwmazRXyDgE554IEHxO7du0VFRYX4+OOPRWFhobDb7aKurk4IIcTdd98tsrKyxK5du8TevXtFfn6+yM/Pj/Go40Nzc7PYv3+/2L9/vwAgfv/734v9+/eL7777TgghxOOPPy5sNpt46623xBdffCFuuukmkZOTI9ra2tRlTJ8+XVx55ZWivLxcfPTRRyI3N1fMmzcvVqsUE2erY3Nzs1i+fLkoKysTFRUV4v333xcTJkwQubm5wufzqcu41Ot4zz33CKvVKnbv3i2qq6vV1traqvbp67McCATE6NGjxbRp08SBAwfE9u3bRWpqqli5cmUsVilm+qrlkSNHxG9+8xuxd+9eUVFRId566y0xfPhwMWXKFHUZrKUQDz/8sCgtLRUVFRXiiy++EA8//LCQJEm89957QojB2x4ZqqLgD3/4g8jKyhI6nU5MnjxZfPLJJ7EeUtyaM2eOSE9PFzqdTgwZMkTMmTNHHDlyRJ3f1tYm7r33XpGUlCRMJpO4+eabRXV1dQxHHD8++OADAaBbW7BggRAifFmFVatWCYfDIfR6vSgoKBCHDh2KWEZDQ4OYN2+esFgsIjExUdx1112iubk5BmsTO2erY2trq5g2bZpITU0VWq1WZGdni0WLFnX7T9KlXsee6gdA/PWvf1X79OezfOzYMTFjxgxhNBqF3W4XDzzwgPD7/YO8NrHVVy0rKyvFlClTRHJystDr9eLyyy8XK1asEB6PJ2I5l3otf/GLX4js7Gyh0+lEamqqKCgoUAOVEIO3PUpCCDHgfWpEREREFIHnVBERERFFAUMVERERURQwVBERERFFAUMVERERURQwVBERERFFAUMVERERURQwVBERERFFAUMVERERURQwVBER9WHq1KlYunRprIdBRHGOoYqIqBcdHR1xvTwiii8MVUR0UfB6vbjjjjtgsViQnp6OJ598MmIPkiRJ2Lp1a8R7bDYbSkpK1NcPPfQQrrjiCphMJgwfPhyrVq2C3+9X569duxbjx4/HCy+8gJycHBgMBtx5550oLS3Fhg0bIEkSJEnCsWPHAAAHDx7EjBkzYLFY4HA48POf/xz19fXq8qZOnYolS5Zg6dKlsNvtKCoqghACa9euRVZWFvR6PTIyMvCrX/3qQpWNiAYRQxURXRRWrFiB0tJSvPXWW3jvvfewe/dufP755wNaRkJCAkpKSvD1119jw4YNeP755/HUU09F9Dly5AjeeOMNvPnmmzhw4AA2bNiA/Px8LFq0CNXV1aiurkZmZibcbjduuOEGXHnlldi7dy+2b9+O2tpa/OxnP4tY3ksvvQSdToePP/4YmzZtwhtvvIGnnnoKf/rTn3D48GFs3boVY8aMOe/6EFHsaWI9ACKivrS0tODFF1/Eyy+/jIKCAgDhsDJ06NABLeexxx5Tnw8bNgzLly/H5s2b8eCDD6rTOzo68Le//Q2pqanqNJ1OB5PJBKfTqU575plncOWVV+J3v/udOu0vf/kLMjMz8e233+KKK64AAOTm5mL9+vVqn3/9619wOp0oLCyEVqtFVlYWJk+ePKD1IKL4xD1VRBT3jh49io6ODuTl5anTkpOTMWLEiAEt57XXXsM111wDp9MJi8WCxx57DJWVlRF9srOzIwJVb/7zn//ggw8+gMViUdvIkSPV8XaZOHFixPtuu+02tLW1Yfjw4Vi0aBG2bNmCQCAwoPUgovjEUEVEPwiSJEEIETHt9POlysrKMH/+fNx4443Ytm0b9u/fj0cffbTbyeNms7lfP6+lpQWzZs3CgQMHItrhw4cxZcqUXpeXmZmJQ4cO4Y9//COMRiPuvfdeTJkyJWKsRHRx4uE/Iop7l112GbRaLcrLy5GVlQUAaGxsxLfffovrr78eAJCamorq6mr1PYcPH0Zra6v6es+ePcjOzsajjz6qTvvuu+/69fN1Oh2CwWDEtAkTJuCNN97AsGHDoNEM7J9So9GIWbNmYdasWSguLsbIkSPx5ZdfYsKECQNaDhHFF+6pIqK4Z7FYsHDhQqxYsQK7du3CwYMHceedd0KWT/0TdsMNN+CZZ57B/v37sXfvXtx9993QarXq/NzcXFRWVmLz5s04evQoNm7ciC1btvTr5w8bNgzl5eU4duwY6uvrEQqFUFxcDJfLhXnz5uGzzz7D0aNH8e9//xt33XVXtwB2upKSErz44os4ePAg/ve//+Hll1+G0WhEdnb2uReIiOICQxURXRSeeOIJXHfddZg1axYKCwtx7bXXRpyv9OSTTyIzMxPXXXcdbr/9dixfvhwmk0md/9Of/hT3338/lixZgvHjx2PPnj1YtWpVv3728uXLoSgKRo0ahdTUVFRWViIjIwMff/wxgsEgpk2bhjFjxmDp0qWw2WwRYe9MNpsNzz//PK655hqMHTsW77//Pt5++22kpKSce3GIKC5I4syTEIiILhJTp07F+PHj8fTTT8d6KERE3FNFREREFA0MVURERERRwMN/RERERFHAPVVEREREUcBQRURERBQFDFVEREREUcBQRURERBQFDFVEREREUcBQRURERBQFDFVEREREUcBQRURERBQFDFVEREREUfD/AZkOf4FtfSP/AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot Jacobians\n", + "\n", + "plt.plot(CJACW.T[0])\n", + "plt.plot(CJACW.T[20])\n", + "plt.plot(CJACW.T[50])\n", + "plt.plot(CJACW.T[100])\n", + "plt.xlim(-2, 300)\n", + "plt.plot(np.arange(300), np.zeros(300), color=\"k\")\n", + "plt.title(\"Consumption Jacobian Wage\")\n", + "plt.xlabel(\"quarters\")\n", + "plt.ylabel(\"C response\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e072e75a", + "metadata": { + "jupyter": { + "source_hidden": true + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time taken to compute jacobians 1.3327398300170898\n" + ] + } + ], + "source": [ + "# Jacobians with respect to R\n", + "\n", + "start = time.time()\n", + "\n", + "CJACR, AJACR = Agent_GE.calc_jacobian(\"Rfree\", 300) # Rfree jacobians\n", + "\n", + "print(\"Time taken to compute jacobians\", time.time() - start)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "72b5f7b6", + "metadata": { + "jupyter": { + "source_hidden": true + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot Jacobians\n", + "\n", + "plt.plot(CJACR.T[0])\n", + "plt.plot(CJACR.T[30])\n", + "plt.plot(CJACR.T[50])\n", + "plt.plot(np.arange(300), np.zeros(300), color=\"k\")\n", + "plt.title(\"Consumption Jacobian interest rate\")\n", + "plt.xlabel(\"quarters\")\n", + "plt.ylabel(\"C response\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "03d2d6a1", + "metadata": { + "jupyter": { + "source_hidden": true + } + }, + "outputs": [], + "source": [ + "# Store Jacobians in JacobianDict Object\n", + "\n", + "Jacobian_Dict = JacobianDict(\n", + " {\n", + " \"C\": {\n", + " \"w\": CJACW,\n", + " \"r\": CJACR,\n", + " },\n", + " \"A\": {\n", + " \"w\": AJACW,\n", + " \"r\": AJACR,\n", + " },\n", + " }\n", + ")\n", + "\n", + "# Construct SteadyStateDict object\n", + "SteadyState_Dict = SteadyStateDict(\n", + " {\n", + " \"asset_mkt\": 0.0,\n", + " \"goods_mkt\": 0.0,\n", + " \"r\": r_ss,\n", + " \"Y\": Y_ss,\n", + " \"A\": K_ss,\n", + " \"C\": C_ss,\n", + " \"Z\": Z_ss,\n", + " \"delta\": calibration[\"delta\"],\n", + " \"alpha\": calibration[\"alpha\"],\n", + " \"L\": L_ss_assumed,\n", + " \"K\": K_ss,\n", + " \"w\": w_ss,\n", + " }\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "d3669fab", + "metadata": {}, + "source": [ + "## Firm and Market Blocks of the Model" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "87abc1e4", + "metadata": {}, + "outputs": [], + "source": [ + "@simple\n", + "def firm(K, L, Z, alpha, delta):\n", + " r = alpha * Z * (K(-1) / L) ** (alpha - 1) - delta\n", + " w = (1 - alpha) * Z * (K(-1) / L) ** alpha\n", + " Y = Z * K(-1) ** alpha * L ** (1 - alpha)\n", + " return r, w, Y\n", + "\n", + "\n", + "@simple\n", + "def mkt_clearing(K, A, Y, C, delta):\n", + " asset_mkt = A - K\n", + " goods_mkt = Y - C - delta * K\n", + " return asset_mkt, goods_mkt" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "f95cd93a", + "metadata": {}, + "outputs": [], + "source": [ + "# Create the model from the elements constructed above:\n", + "\n", + "ks = create_model([Jacobian_Dict, firm, mkt_clearing], name=\"Krusell-Smith\")" + ] + }, + { + "cell_type": "markdown", + "id": "f3d569b5", + "metadata": {}, + "source": [ + "# Solving for Impulse Responses" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "48330acf", + "metadata": {}, + "outputs": [], + "source": [ + "# \n", + "\n", + "T = 300 # <-- the length of the IRF\n", + "rho_Z = 0.8 # persistence of IRF shock\n", + "dZ = 0.001 * Z_ss * rho_Z ** np.arange(T) # CDC-2-WXD: explain this\n", + "shocks = {\"Z\": dZ}\n", + "\n", + "inputs = [\"Z\"]\n", + "unknowns = [\"K\"]\n", + "targets = [\"asset_mkt\"]\n", + "\n", + "irfs_Z = ks.solve_impulse_linear(SteadyState_Dict, unknowns, targets, shocks)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "2f5a085f", + "metadata": { + "jupyter": { + "source_hidden": true + } + }, + "outputs": [], + "source": [ + "# Funcs to plot impulse responses\n", + "\n", + "def show_irfs(\n", + " irfs_list,\n", + " variables,\n", + " labels=[\" \"],\n", + " ylabel=r\"Percentage points (dev. from ss)\",\n", + " T_plot=50,\n", + " figsize=(18, 6),\n", + "):\n", + " if len(irfs_list) != len(labels):\n", + " labels = [\" \"] * len(irfs_list)\n", + " n_var = len(variables)\n", + " fig, ax = plt.subplots(1, n_var, figsize=figsize, sharex=True)\n", + " for i in range(n_var):\n", + " # plot all irfs\n", + " for j, irf in enumerate(irfs_list):\n", + " ax[i].plot(irf[variables[i]][:50], label=labels[j])\n", + " ax[i].set_title(variables[i])\n", + " ax[i].set_xlabel(r\"$t$\")\n", + " if i == 0:\n", + " ax[i].set_ylabel(ylabel)\n", + " ax[i].legend()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "71cceab3", + "metadata": { + "jupyter": { + "source_hidden": true + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Impulse Responses to Productivity Shock\n", + "\n", + "show_irfs([irfs_Z], [\"Y\", \"C\", \"Z\", \"K\", \"r\"])" + ] + }, + { + "cell_type": "markdown", + "id": "a0130fc3", + "metadata": {}, + "source": [ + "# Simulating the model\n", + "\n", + "