diff --git a/Evaluation/Evaluation.ipynb b/Evaluation/Evaluation.ipynb index 4d23161..c96fac4 100644 --- a/Evaluation/Evaluation.ipynb +++ b/Evaluation/Evaluation.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -76,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -85,7 +85,7 @@ "['Is this a valid recipe?', 'Does it seem eatable?']" ] }, - "execution_count": 22, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -96,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -110,7 +110,7 @@ " 'Are the used cooking actions suitable for the ingredients? (0: not at all, 3: totally!)']" ] }, - "execution_count": 23, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -128,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -145,12 +145,12 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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pvfd0wdugI3rL6i6znH9JuV2vv+OdIR4wZtx86r2ejebj92cppUtSSl9JKf0L+ZS+15dRW7Fi5w2dW7+llK5PKR2fUvq3lNIe5B47byV3trJCh0wzMHK9WD5f25V/+9eLS8i/LYTZL29tmevn5Nxyu25EbD0PeYYZt62Cqc/gtQO/7Z7ra5M6y4JNmp3eb8p2GDPNQp8SN1MHjhn3tHK7DPh53/0nkTudgPG9DTblx+V274jYaMx0Ty+3Z6WUGu0hr/x+7Uvl38Gd+95ys3FErD9s/tIL2yQ7QmuTj+iN0ntPf9d0G0zoznI7rujsn266aXu9Wm4TEY+eRZ4f9/09yWdlofV3KDOvn72UHcHUEfdRy+lCrd8mfe9HKkfeem00lyJ63Hv9BKZ+w/zXnnzL0cjeEb3nT/PFSdfM9XPyo76/D56HPMPsGBFDi7aIuAdTPXb+dGD0XF+b1FkWbNLs9Hp3e3o5JW45EbE38MxmI03r5RGx/eCdZcP40vLv91JKf+6NK99efrb8e0hEHDTuCSJi3QX+TUwvyz2BD43I8CKmjgZ+er4DRMTaEXG/aSbr/TD/6oH7e8tNkK+VNvjYq5EvODupw0csf3/PVO9nn5vB4zWp1zbTHanpb8Nx036efIFlgM9Mc5SsVxj/VUrpNKY6q3lLRKxwGmJE7AOM/QzMl3K5jV5X72+KiMEe8ZYTEffp/xIgIrYe0yshpX16p7WNWk4fN+zzXNYZ/zLNSxin93wbl2V+WL6NImLDUQ8QEasw9cXGYP6ZeHhEPHfI468NHF7+vYqpngl7euuf7YEPjuspNiJWjYhtRo1v2Fw/J38i954J8MZxvyEc9d5O6N/LezzoTUBvmRxct83ptUldZsEmzc5R5XZz4LsR8fCIWD8itouIQ8k7WktaSzfclcDiiPj7iLhvRGxaduxPJH+LfAfwxiHz/SvwR/L64qsR8dnSlf0mfa/5oIj4DHAxfd1fz7eU0hlMFWHPj4hjI+IREbFBROwYEYczdU25M4BPLUCMjckdHnwzIv4hIh5cdi43iYg9I+JzwJPLtF/qn7Fcx673rfDhEfHyiNi8zP848rX39mWyXgEvI58aujgiHhsRG0bENhHxVuAzZZpzmGqPrjm93N4/Il5WCo7VytC/bTqXfBFvgEMjYvuIWKM3bW+ict2sfyAfJd4eOCMiXhMRDyzL6SYRsVtEvDQi/o98MfBBry63mwM/joinRsTGEbFlRLyCfCHrJfPWAtN7MXkHdE3gxIj4YFneNyrv9wMi4rkR8SXyKXv9RcHBwEUR8ZGIeHJELIqI9crtM8jL2irk9vrKwPP+F7mTj7WA4yPib0obLoqIl5J7afwzs9d77+8JvCMiNouIe5T3tHe06kHAxRHxxYh4Tvl8b1Cm3Zd86YUHl2m/xOwtAT4XEf9WPj8bls/iYqauy3doSun2/plSSl9l6jqEryR3739gRGwREfcuy8zjI+K95MtfvJoOmKfPyUvJXeOvQV4u3xkRDy3vz6YRsW9EHMGIS9ZMYAn56OZ3I2Kv8rg7RcSHyRddh7wMLneJjXl6bVI3NXF1bgeHLg3ka8ck8rW8xk23pEx32Ijxnyrjhw2nkHfae/8vGph3Ud+4fcZkWFymOXrMNIf0HmvcOHKvhteNyHs7cNCY59iUfMrYqNfbP/ztpPlm+f7dk7yDOS7DmcDmM22vCZ9/0TTP3Rt+CKw9ZP4Hko8IDJvnNuBZ4973/uWXvEO/dMRjXQrsMJtlu0xzWJlmyYRtscJy3DfukCHj1iTvyA7LfvTAtO8Z1c5DHvdvyTuT070/V494Ta8k7/ANm+dickE97Wd3TJv99f2bcPodyZexmO71LAMeMuT9GzfcBbx0xPO+acx8vyNfr3Hcez92GSOfYjjssReX8ftMkD8B/w2sOofP8IHAWWMe/4NjHmd14JMT5vzgmAwzXo5m85me58/JQ8m/jR037xkzXCcsLuOOJl8ge9Tjng1sslCvzcGhi4NH2KTZezG5y+xTyRcxvol8QeVXk3fqbm4v2opS7kXtYeTTCi8iH1G7AvgisGtK6dgx815O7pHtQOCrZf7bymNcTj5KdyiwXUrpWwv4Mkgp3Z5SeiZwAPDN8hruBK4hX6Pp5cDuKaVJr101UxeRjyK+jXyU4jzye30HcAn5KMyzgMen/I3vYP6zyacrfo5cVN1JbsMvAnuklL48aZCU0ifJF4v9DvlIzO0lz4eAB6d8RK+TUkq3kpepT5KPoo272O9byO/rz8m/u1o2asKy/N2fXHCcTD6d7S7ye3QO+ajIc5i67trg/B8BHkN+H69iqk0/DOwKXDDZK5wfKZ8auTP5iNm3yUdW7yi5LiafnvYK4H4p91za82HypSY+CZxW5ruT3A5nk4+87pxS+sSI530v+fd6i8lHOG8lX//qMHIPjeOuVTeJJwEfIBd/w7qi/yl52X4v+QuwJSXD7eXvLwNPSCk9P42/HuF0riUXn+8iv75byF9s/Qh4SkrptaNmTCndkVJ6MXm9+qky/43k5e0a8hGcI8i9c75uDhnn3Tx8Ts4gf5nw6jL/1eTl6zLyKbXvKvPPNt+byKcfn1Ae+zZy+76NvH4feYR3rq9N6qJIKbWdQZIkqRERsYipwnvflNLi1sLoryJiMbA38F8ppUPaTSN1i0fYJEmSJKmjLNgkSZIkqaMs2CRJkiSpoyzYJEmSJKmjLNgkSZIkqaMa7yVyo402SosWLWr0OSVJkiSpK04//fSrUkobTzLtagsdZtCiRYs47bTTmn5aSZIkSeqEiLhw0mk9JVKSJEmSOsqCTZIkSZI6yoJNkiRJkjpqxgVbRKwZEW+IiF9GxHURcUtEXBARX42IRy5ESEmSJElaGc2o05GI2Br4AbAt8BfgJOB2YBFwAHAm8JP5jShJkiRJK6eJC7aIWBv4IbAN8E7gnSmlO/vGbwhsOO8JJUmSJGklNZMjbG8hF2vHpJTeOjgypXQ1cPV8BZMkSZKkld1Ev2GLiNWBfy7/Hr5wcSRJkiRJPZMeYXsY+XTHi1NKv4+IvYD9y31XAMenlH62QBklSZIkaaU0acH24HJ7TkQcDRw8MP6tEXEs8PyU0q3zFU6SJEmSVmaTduu/Qbl9DPD3wBHkniLXJ/cOeSlwEPAf8x1QkiRJklZWkx5h6xV2qwGfSSm9vm/ctyLiMuBU4OCIeFdK6fz+mSPihcALAbbccss5RpYkSQtp0aHfbTvCCpYc/uS2I0hSKyY9wnZj39+fHhyZUjoNOL083j5Dxh+ZUtotpbTbxhtvPJuckiRJkrTSmbRgW9L39wUjpundf99Zp5EkSZIk/dWkBduv+v4edXHsjcrtTbOPI0mSJEnqmahgSyldCvyi/Lvf4PiIWB/Ytfx72vxEkyRJkqSV26RH2ADeXW7fGhEP7d0ZEWsA/wncm/w7Nq/HJkmSJEnzYNJeIkkpfTsijgBeB/wiIn4BXA3sAWxG7tr/OSmltCBJJUmSJGklM5MjbJTu/J8G/IR8Me0nAbcAHwJ2SSmdM+8JJUmSJGklNfERtp6U0nHAcQuQRZIkSZLUZ0ZH2CRJkiRJzbFgkyRJkqSOsmCTJEmSpI6yYJMkSZKkjrJgkyRJkqSOsmCTJEmSpI6yYJMkSZKkjrJgkyRJkqSOsmCTJEmSpI6yYJMkSZKkjrJgkyRJkqSOsmCTJEmSpI6yYJMkSZKkjrJgkyRJkqSOsmCTJEmSpI6yYJMkSZKkjrJgkyRJkqSOsmCTJEmSpI6yYJMkSZKkjrJgkyRJkqSOsmCTJEmSpI6yYJMkSZKkjrJgkyRJkqSOsmCTJEmSpI6yYJMkSZKkjrJgkyRJkqSOsmCTJEmSpI6yYJMkSZKkjrJgkyRJkqSOsmCTJEmSpI6yYJMkSZKkjrJgkyRJkqSOsmCTJEmSpI6yYJMkSZKkjlqt7QCSFs6iQ7/bdoTlLDn8yW1HUNG1ZQNcPiTp7qBr25e7w7bFI2ySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FGzLtgi4j0RkcrwuvkMJUmSJEmaZcEWEbsDbwDS/MaRJEmSJPXMuGCLiHsCRwN/Br4534EkSZIkSdlsjrC9A9gJeDFw/fzGkSRJkiT1zKhgi4iHA68FvphS+vbCRJIkSZIkwQwKtohYA/gv4BrglQuWSJIkSZIEwGozmPbdwA7As1NKVy1QHkmSJElSMdERtojYC3gV8I2U0pcXNpIkSZIkCSY4whYRawKfA24AXjqbJ4mIFwIvBNhyyy1n8xC6G1l06HfbjrCcJYc/ue0IkiRVw+241KxJjrC9B9geeE1K6fLZPElK6ciU0m4ppd023njj2TyEJEmSJK10JvkN24HAMuDgiDh4YNyO5fYlEbE/cG5K6Z/mM6AkSZIkrawm7XRkFWDvMePvX4b15pxIkiRJkgRMcEpkSmlRSimGDeRu/gFeX+576MLGlSRJkqSVx4wunC1JkiRJao4FmyRJkiR1lAWbJEmSJHXUpJ2ODJVSOgQ4ZF6SSJIkSZKW4xE2SZIkSeooCzZJkiRJ6igLNkmSJEnqKAs2SZIkSeooCzZJkiRJ6igLNkmSJEnqKAs2SZIkSeooCzZJkiRJ6igLNkmSJEnqKAs2SZIkSeooCzZJkiRJ6igLNkmSJEnqKAs2SZIkSeooCzZJkiRJ6igLNkmSJEnqKAs2SZIkSeooCzZJkiRJ6igLNkmSJEnqKAs2SZIkSeooCzZJkiRJ6igLNkmSJEnqKAs2SZIkSeooCzZJkiRJ6igLNkmSJEnqKAs2SZIkSeooCzZJkiRJ6igLNkmSJEnqKAs2SZIkSeooCzZJkiRJ6igLNkmSJEnqKAs2SZIkSeooCzZJkiRJ6igLNkmSJEnqKAs2SZIkSeqo1doOIEn9Fh363bYjLGfJ4U+edpoaM9fKtpY0G11bd4DbF03OI2ySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURZskiRJktRRFmySJEmS1FEWbJIkSZLUURMVbBFxj4jYLyI+GBE/j4jLI+KOiLg0Ir4WEfsscE5JkiRJWumsNuF0ewM/LH9fAZwO3AzsBBwEHBQR70wpvXX+I0qSJEnSymnSUyKXAccCj0kpbZpS2j+l9KyU0oOBZwNLgX+LiH0XKqgkSZIkrWwmKthSSieklJ6eUjplyLgvA0eXf/9uHrNJkiRJ0kptvjod+XW53WKeHk+SJEmSVnrzVbBtV24vn6fHkyRJkqSV3pwLtoi4L3BI+ffYuT6eJEmSJCmbtJfIoSJiNeDzwL2B/0spfXvEdC8EXgiw5ZZbzuUpF8yiQ7/bdoQVLDn8yW1HUNG15cNlQ6qH64/m1NjWNWaW1Ky5HmH7JLAfcDFjOhxJKR2ZUtotpbTbxhtvPMenlCRJkqSVw6wLtoj4CPAC8nXZ9kspXTFvqSRJkiRJsyvYIuKDwCuAK8nF2jnzmkqSJEmSNPOCLSLeD7wGuBp4XErpd/OG9Ys3AAAgAElEQVSeSpIkSZI0s4ItIg4HXg9cSy7WzlyQVJIkSZKkyQu2iHgn8EbgOnKx9utpZpEkSZIkzcFE3fpHxN8Cbyn/ngv8S0QMm/QPKaXD5ymbJEmSJK3UJr0O2wZ9f+9WhmFOAizYJEmSJGkeTFSwpZSOBo5e0CSSJEmSpOXM9cLZkiRJkqQFYsEmSZIkSR1lwSZJkiRJHWXBJkmSJEkdZcEmSZIkSR1lwSZJkiRJHWXBJkmSJEkdZcEmSZIkSR1lwSZJkiRJHWXBJkmSJEkdZcEmSZIkSR1lwSZJkiRJHWXBJkmSJEkdZcEmSZIkSR1lwSZJkiRJHWXBJkmSJEkdZcEmSZIkSR1lwSZJkiRJHWXBJkmSJEkdZcEmSZIkSR1lwSZJkiRJHWXBJkmSJEkdZcEmSZIkSR1lwSZJkiRJHWXBJkmSJEkdZcEmSZIkSR1lwSZJkiRJHWXBJkmSJEkdZcEmSZIkSR1lwSZJkiRJHWXBJkmSJEkdZcEmSZIkSR1lwSZJkiRJHWXBJkmSJEkdtVrbATQ3iw79btsRlrPk8Ce3HUGSJEm62/AImyRJkiR1lAWbJEmSJHWUBZskSZIkdZQFmyRJkiR1lAWbJEmSJHWUBZskSZIkdZQFmyRJkiR1lAWbJEmSJHWUBZskSZIkdZQFmyRJkiR1lAWbJEmSJHWUBZskSZIkdZQFmyRJkiR1lAWbJEmSJHWUBZskSZIkdZQFmyRJkiR1lAWbJEmSJHWUBZskSZIkdZQFmyRJkiR1lAWbJEmSJHWUBZskSZIkdZQFmyRJkiR1lAWbJEmSJHWUBZskSZIkdZQFmyRJkiR1lAWbJEmSJHWUBZskSZIkdZQFmyRJkiR1lAWbJEmSJHWUBZskSZIkdZQFmyRJkiR1lAWbJEmSJHWUBZskSZIkdZQFmyRJkiR11IwLtoh4bkScEhHXR8RNEXFaRLwsIiz+JEmSJGkezajIioj/AL4A7AacAvwQ2B74OPC1iFh13hNKkiRJ0kpq4oItIg4CXgpcAeycUto/pXQgsB3we+BA4OULklKSJEmSVkIzOcL2pnL7xpTSOb07U0p/Bl5S/j3UUyMlSZIkaX5MVFxFxBbAw4A7gK8Ojk8pnQRcCtwXeMR8BpQkSZKkldWkR8N2Kbdnp5RuHTHNLwemlSRJkiTNwaQF29bl9sIx01w0MK0kSZIkaQ4mLdjWKbc3j5nmpnJ7r9nHkSRJkiT1REpp+oki3gy8C/h8Sun5I6Z5N/CvwJEppRcNjHsh8MLy7w7AH+cSuuM2Aq5qO8Qs1JjbzM2pMbeZm1NjbjM3o8bMUGduMzenxtxm7p6tUkobTzLhahM+4I3ldp0x0/TG3Tg4IqV0JHDkhM9VtYg4LaW0W9s5ZqrG3GZuTo25zdycGnObuRk1ZoY6c5u5OTXmNnPdJj0lckm53WrMNPcbmFaSJEmSNAeTFmy/LrcPjIg1R0yz+8C0kiRJkqQ5mKhgSyldDPwKWB14xuD4iNgb2AK4AvjZfAasUK2nftaY28zNqTG3mZtTY24zN6PGzFBnbjM3p8bcZq7YRJ2OAETE08kXzb4CeHRK6dxy/32AE4GdgFellD6yQFklSZIkaaUyccEGEBGfAF4C3Ab8CLgT2A9YF/gG8PSU0tIFyClJkiRJK50ZFWwAEfFc4GXAg4FVgT8ARwH/mVJaNu8JJUmSJGklNeOCTZIkSZLUjEl7iZQkSZIkNcyCTZIkSZI6arW2A9QkIracy/wppYvmK4sk6e4jIh4zl/lTSifPV5ZJVZq5uu14je0M1bZ1jZlrXT6qzN0Wf8M2AxGxDJhtg6WUUuMFckTMpdfOVjJDnbkj4vw5zJ5SStvMW5gJ2c7NqbStzdyQSrcvZm5AjZmhztxmbk6tuduyUr3YeXARwxeurfr+vr7c3rvvvgsXLNH0oqV556rG3ItG3J8Ynak3rq1vTmzn5tTY1mZuzsmsuHyuDuxZ/r6OqW3JVsB6ZfqfA3c0EXCIGjPXuB2vsZ2hzrauMXOty0etuduRUnKY5UC+rMHXgD8DLwfu3TduXfLlDy4v06zSdt6+bB8EbgKOAB5CXumsW/7+AHAjcETbOWvLTV6hDA4fBO4qy8ABJetDyt9fLeOOALZqu31tZ9vazO1n7cu8JvBT8qVz9h8y/snA78o0a7adt+LM1W3Ha2znitu6xsy1Lh9V5m6sfdoOUPMAvB64FXjAmGkeQL7Q+BvbzlvyvIB8wfNHj5nmUWWaf247b825gacCS4FnjJnm6WWaA9vOazvb1mbuRuaS6T3ADcCmY6bZjFxsvrftvBVnrnE7Xl07V9zWNWaudfmoMndTg79hm4OIOBu4KKX0xGmm+z75m/2dmkk2NsvpwPUppb+ZZroTgPVSSrs2k2y8GnNHxI+BVVNKe04z3U/J52M/splkY7PYzg2ptK3N3JCIOA84K6V0wDTTfRN4UGrpt5kDWWrMXON2vLp2hmrbusbMtS4fVeZuit36z83WwLUTTHcdo39307QdyIfvp3M5sP0CZ5mJGnPvDJw3wXQXAA9a4CyTsp2bU2Nbm7k5m5O/tZ/O7eRvnbugxsw1bsdrbGeos61rzFzr8lFr7kZYsM3NDcBeETGy85Yybs8ybRfcDuwywXS7lGm7osbcCdhxgul2WOggM2A7N6fGtjZzc64E9o6ItUdNEBFrAXsDVzWWarwaM9e4Ha+xnaHOtq4xc63LR625G2HBNjc/AO4HfDoi7jU4MiLWAT5VpvnfhrONcjKwQ0S8MyJW6BEtsneQd4C7dI2LGnOfCuwSEf88aoKI+CdgV+AXjaUaz3ZuTo1tbebmfBO4D3BsRCwaHFnuOxbYqEzbBTVmrnE7XmM7Q51tXWPmWpePWnM3wt+wzUHkCyyeDmxA7ub1O+TTriAfGn8KuTeya4DdUkptdvsKQEQ8iLzTugb5NLL/YfnMzwa2JR+WfkRK6bctxFxBjbkj4tHAieSuwhcDX2D5zM8D9gWWAfulDlwE0nZuTqVtbeaGRMSG5C8jtib3cvpzls+9J/nSPBcAe6SUrm4h5nIqzVzjdry6doZq27rGzLUuH1XmbkzbvZ7UPgA7kT/My8qwtAy9/38FPLDtnAOZ9wYuGcjbn/tSYN+2c94dcpN3Bm8Yk/lG4Hlt57SdbWszdytzyb0J+Rvl/m1K/7bmOMb0qGbmiTPXuB2vrp0rbusaM9e6fFSZu4nBI2zzJCIeRd4p2KLcdSlwUkrplPZSjRYRa5C7Ol8hM/C1lNKtbWUbp8bcEbEp8E/AY1gx82dTSpe1lW0U27k5lba1mRsUEfdjxeX65JTSRe2lGq/SzFVtx6HOdoZq27rGzLUuH1XmXkgWbJIkSZLUUXY6IkmSJEkdNbKbUs1MRGxBvi7EGqOmSR3p7KAnIlYFNmR85s4dfq41d21s5+bU2NZmbkY5lXM3pt++HNNYqGnUmBnq247X2s5QX1tDfZlrXT5qzb3QPCVyjiLiOcDbgemuuJ5SSp0okMt52G8DHgWsPmbSzmSGOnNHxLbAG8m9FG4G3HPEpF3KbDs3pNK2NnNDIuJQ4FBghe7EB6WUVl34RNOrNHON2/Hq2hmqbesaM9e6fFSZuwmdWLBqFRHPA44hdyd+Dbmr0ZtaDTWNiHg8uVva3nt/NR3PDHXmjojdgBOAtcnLyNjJFz7R9Gzn5lTa1mZuSES8GnhP+fc3wDl0PHelmWvcjlfXzlBtW9eYudblo8rcjWm7m8qaB/ICtRR4CbBq23kmzPwLcveo7wfWbzvP3Tk3uYhYBnwJeCiwdtuZbOfuDJW2tZmby/0n4HbgiW1nuZtnrnE7Xl07V9zWNWaudfmoMndTg6dEzkFE3AqcmlLau+0sk4qIW4CzU0q7t51lJmrMHRE3A0tSSg9sO8ukbOfmVNrWZm5IRNwGnJJSelzbWSZVaeYat+PVtTNU29Y1Zq51+agyd1PsJXJuriZfG6ImN5APM9emxty3Ame2HWKGbOfm1NjWZm7O5eRTsGpSY+Yat+M1tjPU2dY1Zq51+ag1dyMs2Obmf4E9IqIzv4uZwMnAg9oOMQs15j4VuH/bIWbIdm5OjW1t5uZ8E3hURIzrJKVrasxc43a8xnaGOtu6xsy1Lh+15m6EBdvcvI3c0cEREVFLBy5vBxZFxKvaDjJDNeZ+N7BLRDyt7SAzYDs3p8a2NnNzDgNuBo6JiA1azjKpw6gvc43b8cOor52hzrauMfNh1Ll8HEaduRvhb9jmKCLuD3wbWJPc+cEl5B+4D0oppXc2mW2UiHgEuYOGS4HjGZ2Z1KHrXNSYOyIOBD4NfJ/8Td24zJ24fovt3JxK29rMDYmI9YGTgC2B0xi/fXlBk9lGqTRzjdvx6toZqm3rGjPXunxUmbsJFmxzEBGrAB8DXsToo5WJ3B1sSh25ZkREvB74N/K3RmN1JTPUmTsingV8ANh8mklT6s71W2znhlTa1mZuQESsCXwNeALTX46iE9uXSjNXtx2vsZ2h2rauMXOty0eVuZvSmR2XSr2J3NXrneRvX86l49eMiIgXAe8r/55JBZmhztwRcRDwBfJK/mpgCd3PbDs3pNK2NnNz3gU8kbxMf546cteYubrtOHW2M9TZ1jVmrnX5qDV3IzzCNgcRcR5wH+CRKaXftJ1nEhHxO2Ab4ICU0vFt55lUjbkj4nTydcFeBhyZUhp6ClaX2M7NqbStzdyQiLgYWAvYOaVURS91lWaucTteXTtDtW1dY+Zal48qczfFTkfmZlPg5Fo+xMUicuZqdlyKRdSXe0fgJymlT9ZSRGA7N2kR9bX1IszclA3JuWvacakxc43b8RrbGeps6xoz17p81Jq7ERZsc3Mp+RpQNbmSfLi5NjXmvp78g9ma2M7NqbGtzdyc84HafqNRY+Yat+M1tjPU2dY1Zq51+ag1dyMs2Obmf4B9ImKdtoPMQK3Xuagx9w+A3b1+y4KrsZ2hzrY2c3OOIm9fNmk7yAzUmLnG7XiN7Qx1tnWNmWtdPmrN3Qh/wzYHEXFP4IfkLkdfmFL6U8uRphUR6wE/I//4/qUppSquKl9j7ojYHDid3CHGG1NKd7UcaVq2c3MqbWszN6R8AfFF4CHAvwAndv2U30oz17gdr66dodq2rjFzrctHlbmbYsE2BxFxArA6sBewFLiQ8deM2K/BeENFxFHAesABwI1Ucp2LGnNHxFvJv585mLxsdP76LbZzcyptazM3JCLOL39uVW7vBK5gdO5tGgk2RqWZa9yOV9fOUG1b15i51uWjytxNsWCbg4iYSeXfiWtGlMy9a4ZMpxOZoc7cE2bu2vVbbOeG3I3busfMc1Dx9mVSZp6lGjNDnbnN3JxaczfF67DNzb5tB5iFf2g7wCzVmPsd5B3FmtjOzamxrc3cnK3bDjALNWaucTteYztDnW1dY+Zal49aczfCI2ySJEmS1FH2EilJkiRJHWXBJkmSJEkd5W/YFlhEHADcGyCldEzLcSYSEbsBawGklE5uOc7EaswdEZsC9wBIKV3UcpyJ2M7NqbStzdyQiHgpsBFASukdLceZSKWZa9yOV9fOUG1b15i51uWjytzzwd+wLbCI+D2wPblHmyoK5BozQ525zdyMGjNDnbnN3Jy+3NTSY1rlmatZPmpsZ6i+rWvMXOvyUVXu+VDFglW5y4A12g4xQ9E31KTG3GZuRo2Zoc7cZm7OL8nXKapJjZlr3I7X2M5QZ1vXmLnW5aPW3HPmETapRRGxGVOn6l3Ycpy7LdtZkiTVyoJNkiRJkjrKXiIlSZIkqaP8DdscRcTawFbAvcpdNwIXppRubi+VNL8i4mnAFimlj7adRd0TEauTe0m7KnX4tI2IuCewLKV0Z9tZpPkWEe8EdkopHdR2lruriFgTeDhwX+Am4LSU0kr5m6omRMS6wO7ABsAFwOld3sYsJE+JnIWIuC/wKuCpwLYM/6H6ucDXgY/U+GGOiLcAW6eUXtByjlWAPYEtgMuBn6aU7hoz/V7Atm12rVuK+D2B28grl1v7xu0PHATcBzgHOCql9JtWgs5ARJwIPKaGXpkiYlfgScDm5A3qL4Hj2t5Jj4gfAScA/5VSurTNLDNRirGXkJfpq8jL7K/KuJ2BjwCPIp+xcRPwFeCNKaVr2kmcRUQATyN/3nYFtmbqS8pbgN8CPwA+k1K6pJWQ8yAivg48JKW0TYsZtgWexdR6+riU0m/HTP8C4JEppX9sKOKwDHsDjyOvp7+bUvp1uX9t4O0sv57+VErpP9vKOqnK1tNrktcr/evqU4GPp5R+32KuHcnri5MH1wtlv+j1wDoDsx0LvLitdV5E3EXetnyW/Nm7o40cs1HWHR9gavtyZO+L4Yg4GPh3yiUTinOAv0spndZ01tallBxmMJBX4jcCS4FlZbgOuKQM1/Xdv6xMe1DbuWfxOn8GLG05wy7kD+fSvuES4Llj5vlcm7mBZwDX9+W9GHhEGfe+geVmGXAHcEiLeTeYcPhxyb5+//0tZX4D8MQh998TOKav7Zf1/X0u8MC22rnk6+W5E/gOcCCwWpuZJsh8j773vrfM3kneydqGvIFdNjAsBc4E1mgx947kgmzw8zYs6y3Aa9tu6zm81lbX1cALyEVP/2fuLuBIYM0R87S9nv7IwHriLuBF5C8dfjRiOfnPFvM+bcLhrJL1wP77W8z9PeDVQ+7fAvj9iM/n7cCzW8x8TFnH3Xfg/o/15f0L8AvgvLLsLAV+A6zVUub+bd3VZfl+SFttOIPcG5O/4OlfDpYChwJ797Xt+cCvyrp6GXAN+Yyf1l9Do+3VdoCaBvJh2TvLQnQUsB9wryHT3auM+1yZ9g7gYW3nn+FrbXsnYBOmdgavJ3/z9pe+D/QnKUeIB+ZrbUcAeFB5r5eRC4Q/lL8vBR5T/v4l8Brg+cDRZfm4lXxUsI3M/Sv6mQ53tZj5qCH3H8lUEXws8O6ynFxS7r8IuHeLy3RvZ6R/w/Rn8reLO7WVa5rMr+xruzeV4aKyfB9ZXs+bgC2BdYEnAH8qr+31LWXepG9dcS75W+f3AV8Fbi6ZXw08s6zHbyp5D2+7vWf5eltbVwMPLdvEZcAPgfcDx5XP4FLgNGCjIfO1uZ7en6kvUz9T1hHXlvXwP5VxHyUfZbkfcAhwZXk9e7eUeS7r6Ta346PW1af0fT7/hXyk89ll2VlG3jFva5v4J/KZMf33PZCpYuhpA+O2BU4s49/SYjtfWPL1Lyu/BF5Mi9u9aXJ/oOT9HvkI257A98vr+AG5mNurb/r1+paRD7Wdv/H2ajtATQP5FMelwFNmMM8BZZ5j284/w9fadsH2/vKh/ALlW1pg1bLyuaG06ReBVQbma3NH4KiS+ZV9972g3HdeWanfY2Ce15bxR7SUubdyH3cUYuTQYuajBu7brryO64BdBsatUTYCS4FD28jcn5v8xc+nyDuJ/RvXn5blZZ22Mg7J/DPyjuyWffdtRT6icifw1iHzbFvG/7ylzB8r7frvDBzBJH+z/zvyDviG5b5FwNnlPXhki2296yyH37S4zvuv0tavGrj/weQjnMvK7eDRijbX098q7/Wj++57WLnvRvIpWYPzPLm8lqNbytw7CnhK2Y6MGq4tr2O5+9vI3Jd7cF39KKaKtXWHzNPb9n+4pcw3Al8duO9NpV3/bsQ865d1yplttjOwOvAc8pcnd/VtX24G/hvYt61lYUTus8hfrq3Zd99aTH1B8rwh86xL/jL/7LbzN95ebQeoaSB/G37yLOY7GfhzS5lvmOVwV1sb1JL7t+SLI65wikHZGVhSPtDH0rdT1vKOwHnAeUPu/0PJusLKsqxg/wz8qqXM55T3+qPD2rpvuhPbXB4GsgzbCXhVuf91I+a5H/lb2592JTe5kHw+U9/O9jauN5KPCrVWPPRlvA74wZD7f1iyLhox32LgupYyn18+iyscgS/j/6a09cv67tuRXIB+seXlYzZHUJa1uM67APjjiHFrk78oWVbWgZv1jWtzPX0ZuaOIwft/Vtpz6Klk5AJj6GttIPMXSzuePipfma4z6+mSZ9i6+t9KOz9zxDxrknfYf9tS5htYsWD7z5J55M8AyF8E3Nyhdr4f8LayPuw/q+M84F+BzTuwfNwMfGtEWy4FNhkx3/faaus2B7v1n5l1yae3zdSlZd42rDPLoe1lY2vglymlWwZHpPxj9keRN6BPBY6NiHs0nG+YzciF5qCzyu0KnYuk/OPg3wL3X8Bc4+wMfAJ4GfDbiNivpRxztQ2QgG8OG5lSuhj4NXnHvBNSSrellP47pbQv+ajUe8jrirXJp2GdHBF/iIjXRcQmLcVci/xt5qDefaM6VLqizNuGzYBfp7JlH+LUcrtT746U0h/Iv0l5zAJnm8RFMxza7GBgU/LvFVeQck/JTyGfwrQ9cFJEbNFgtlE2Iu+0DlpSbs8ZMd8fyZ1jNC6l9Fzy7+c3B06NiHd0ZJs3G5uV258OG5lyJ11nkI98t+ECYLeB+24st2uOmW9N8pc+nZBSujil9PaU0v3Jp5z+D/l08K2BdwJLIuI7pQfotqxKPhtj0O3ldoX9v+LWMu9Kpe2d8tpcDDy89Fw4kYhYFXhEmbcNV5N3ZB9K/qBOOpzRRtg+y8jfvgyVcu9Ne5M3ovsD3yi92bVpKcNXPjcCpJSuHjHfFYzfECyYlNKtKaVXkI86APwgIj5dutKtSW/lfeGYaS4iF0Odk1K6IKX0FvLphk8kHzm+k7yj+z5y9jZcTV4fDOrdt+2I+bYlH51rw01M7RQOs2m5Hdy5upC8M9+WJeX2kSmlrScdyF9EtOUGxlweKOUefZ9J/v3gNuSibauGso1yM7kznUG3AQz7krC4hhZ3ElNKx5F/S/UN4C3AryNij7byzEFvZ/zKMdNczfD3qAnfAraMiBf23fd/5N7Anz1shohYRN7P+91Ch5uNlNL/laJ/U+Dl5P27VcmdR32lxWiXAQ8Zcn/vvl0HR5Tefx9CPpVypWLBNjPfIH/rc0zp+nesMs0x5B/kH7ew0UbqdX26YUrpwkkHplaqbbkQ2GHcBClfLmFvcm9TTyCvaNdY+GgjXcXUzmC/3ukIo6xDezu3AKSUTiKfavpJ4B+Bs8slCGpxbrm9z5hpNiLvYHZWyv43pfRMctHxavIR2LZ2Xk4D9oiIXkFPRDwW2IO8wTx0cIZylHZXRhx5acBpwO4RMepo2evJX2IN5lufqW/S2/DLcvuwFjPM1IXkLwNHSiktJf+u5n/Ihf5i8hcTbbmS4QX92eSu0UfZiOFHmxuTUro6pfQschF8H+AnEXFERLS53ZvOfSPiMb2h7/5xR1s3IxfIbfgg+X3+eES8NSLWTSn9L7kTjHdHxKERsRHk6zpGxBPJp+itBXy6pcwTSSldn1L6RErpYeSi52Pk3z22ZTGwbUS8Oaa8hfyF32nAB4Z8efxG8hlJP282age0fU5mTQP5tMbzyEdSriX/4Prl5NM+/gbYt/z98jKu16nAOQz5cW1Dmd9R8g79bc+Y+drudORL5G/AN51g2o2Y6sK7td/ekbuD/sss5juHfApXK209JM/fkE8LWUru9GVDOvTbCMb/1udJ07RzK7+L6Mu9Qo9pE867a0uZn1By30beKfle+fu2spwsJV+i4HnkI93vIh/BWEpLl6sgf2u8jFycvxV4JPnLnyeST5nt9fa27sB8FwC/aHH5eH3J/fYZzvfzFtd5nyjtufME065S1id//fy2lPm4sozeYwbzrEL+rfEpbS0fQzJtBHyttOefgH26tJ4uGcetqw8ZM9/lLX8WH1bWEUvJp+WdSO60446+/Dcy1e38MuBLLbfzbLctE38OFiD3juTTG3vt2btk1mXkgyM3kH8m8GngCKYuMdNaj61tDq0HqG0gdxn9bZb/EeeoH4IvK9MO/eFkQ3mfRC4cPz3D+d4CfK7F3AeX9nvzhNNvSP7GvM0f4Pd6t3rwDOZ5WJnnk2219Yhca5OPti0rOyqXdGVHoO+zNWw4ZsQ825Xx/91y7lltVFtu78MG1mm39Xa2yL+FGFwPLgO+03Lm94xYP/e6DH/CwPR7lHHvbzHzLuRiYkaXQyjr+INbytzrIn+i7Qv5tLJez5Jtraf/rTz/o2cwz1PKPJ279AP5NL0rycXDTV1ZT5dsixndo+XQLyaYugTOf7ScfVPyF8e9S/WM6k35UvKX9EM7OWooa5XblpL9CeSfDPXa83eUy2CR+yi4daD9lwL/2nbuNoYojaIZiogHkhemXcineaxD3hjdSP4twq+Ab6aUzhr1GBotIjYGPgRcnVJ61YTzrE/uXW/9lDtyaFREbE7+xug3KaVx5+f3z/My4OnA+1JKxy9kvtkop799ltzjVEopVflD34h4Lvmi5kenlIZ2TNJAhs+Rv6E/qo3nn4uI2IF8+vHt5G7CL+ob9zzyFyxbkr8Z/Rq5a/S72sjal+vJwCvIHQisQz6F8wTyZ62TvzWpTUSsCTwXuDOldMyE8wT52lvrp5TevpD5xmRYNeVTNSed/ink03y/llI6e+GSzU5E3Id8qZADqHg9DRARe5NPsz0ppdT2b+kpHT7tS/7JwAbko629/bzTyZcvaXVHOiIOBs5NKf2kzRyzVdYJ2wG3p/yTnP5xW5NPqe5tX76+su5XW7BJGisi1qH8ribl37pJ6rCI2IB8Pb+2OquZMTM3o8bMUGduMzen1twzYacjLYmID0TEsK6FO6vGzFBn7i5lTindlFI6abpirUuZJ1VjZqgzt5kb9UHy9ZdqYuZm1JgZ6sxt5ubUmntiFmzt2Yj2rjMyWzVmhjpzm7kZNWaGOnObuVnRdoBZMHMzaswMdeY2c3NqzT0RCzZJkiRJ6igLNkmSJEnqKAs2SZIkSeooCzZJkiRJ6igLNkmSJEnqKAs2SZIkSeooCzZJkiRJ6igLNkmSJEnqKAs2SZLuXmq8gKyZm1FjZoEUGGsAAA41SURBVKgzt5mbU2vuia3WdoCV2DeAJW2HmKEaM0Oduc3cjBozQ525zdyc9wKfazvEDJm5GTVmhjpzm7k5teaeWKSU2s5QvYhYBXgisCewMfCLlNJRZdzGwPrAeSmlpe2lXF6NmaHO3GZuRo2Zoc7cZm5ORGwLvIip3N9MKb2hjHsEsDPwlZTSde2lXJ6Zm1FjZqgzt5mbU2vuBZdScpjDAOwK/AlYCiwrt0f1jX9Bue8pbWetOXOtuc1s5rtbbjM3mvsFwG0l87DcTyn3/UPbWc1s5rtrbjObuwuDv2Gbg4jYCvghsC3wPeANrHge7bHAncBTm003XI2Zoc7cZm5GjZmhztxmbk5EPBL4FHnn5fXAw1kx9/HADcDfNptuODM3o8bMUGduMzen1txN8Tdsc/Nm8mk0L08pfQIgIt7fP0FK6bqI+D2wewv5hqkxM9SZ28zNqDEz1JnbzM15A5CAJ6aUfgYQsfy+S0rpzoj4I/CA5uMNZeZm1JgZ6sxt5ubUmrsRHmGbm/8H/L63EzDGxcCmDeSZRI2Zoc7cZm5GjZmhztxmbs6ewKm9HZcxupTbzM2oMTPUmdvMzak1dyMs2OZmE+CsCaa7DbjXAmeZVI2Zoc7cZm5GjZmhztxmbs69gUsmmG51unO2jJmbUWNmqDO3mZtTa+5GWLDNzY3knYHpbA1ctcBZJlVjZqgzt5mbUWNmqDO3mZvzF3Km6ewAXLrAWSZl5mbUmBnqzG3m5tSauxEWbHPza2C3iBh5aDYidgAeCpzaWKrxaswMdeY2czNqzAx15jZzc34C7BoRu42aICIeB2wPLG4q1DTM3IwaM0Oduc3cnFpzN8KCbW6OAtYCvhARGw6OjIh1gSPJ7XxUw9lGqTEz1JnbzM2oMTPUmdvMzfl3cg9pX4+Ix5fryP1VRDyGnPcu4GMt5BvGzM2oMTPUmdvMzak1dzPavq5A7QO5O+hlwPXAt8rfvwO+DFxd/v9S2zlrz1xrbjOb+e6W28yN5n4tU9ciurbcXgP8malryr2q7ZxmNvPdObeZzd2FofUAtQ/kHz4eDtzM1IX+esPtwIeA1drOWXvmWnOb2cx3t9xmbjz7E4Bf9O2s9IYz4f+3d3ehtl1nHcafN98G/GgqaJtj2nzU1CoY0tqKGtMGxLteqTQSC1VLbW9EVEQQoYoUEa1faEMQRIkoFVS8qdhGE0RISiS0EG0wbZOcNNg2sa1gK/Xk9WItm3Qne+91Ms9+5/qfPD8YsNee48Bz1s2eY801x+TNa/fZbPOLodtmu9cetX1ztFBVvQR4E3ANcCGbbUc/2N2fXjXsCInNkNlt84zEZsjstnnW9uucV7Pt7u5PrZx0LJtnJDZDZrfNc1K7T4oLNkmSJEnaU246IknSnqmqS6vqqqo69NlwVfW12zmXTLYdxuYZic2Q2W3znNTuKS+6B88tUVVXLfn33f3ouWrZVWIzZHbbPCOxGTK7bV7VTwPvAW4B7j5kzo3AXcDPs7kPb202z0hshsxum+ekdo/wK5FnoaqeBl7oG9bdPb5ATmyGzG6bZyQ2Q2a3zeupqn8CTnX3K4+Z9wjwye6+eSTs6BabByQ2Q2a3zXNSu6fsxR+mII/ywk8E1pLYDJndNs9IbIbMbpvXcy3wwA7zHgS+84RbdmXzjMRmyOy2eU5q9wgXbGfhuFX/Pkpshsxum2ckNkNmt82ruoLN84eO89R27j6weUZiM2R22zwntXuEm45IkrR/Pgtct8O864DPnXDLrmyekdgMmd02z0ntHuGCTZKk/XMv8Lqq+q7DJmyPvQ64b6zqaDbPSGyGzG6b56R2j3DBJknS/rkdKOCvq+oHDh7c/u6vti/fNxl2BJtnJDZDZrfNc1K7R7hL5FmoqjML/vlaO6bFNUNmt80zEpshs9vmdVXVHwLvYLOJymngY9tD1wOn2Jzc3NHd71in8LlsnpHYDJndNs9J7Z7ggu0sbLeLfsG6e/yKZmIzZHbbPCOxGTK7bV5fVf0M8IvANx449FngPd393vmqo9k8I7EZMrttnpPafdJcsC1UVb/J5tOA9wF/CnySzScDVwO3AT8F3N7dP7dW40GJzZDZbfOMxGbI7LZ5XlVdyOa+jVdsf/UIcH93/+96VUezeUZiM2R22zwntftEdbfjBQ7gJ4AvAzcdMef7tnPevnZvanNqt802n2/dNjscDofDMT+8wrZAVd0PfL67bzlm3l3AN3T3jTNlR7bENUNmt80zEpshs9tmSZLm7c3N1aGuB/5mh3lPAK8/4ZZdJTZDZrfNMxKbIbPb5hNSVd+//fG+7v7Ss17vpLvvOYGsI9k8I7EZMrttnpPavRavsC1QVU8C/9Hdrzlm3oPAN3X3S2fKjmyJa4bMbptnJDZDZrfNJ2e7WUoD39bdDz3r9S6619mR0+YBic2Q2W3znNTutbyo/rMn4B7gzVX1q8Av94HVb1UV8G7g1ez2Ce+ExGbI7LZ5RmIzZHbbfHLuYXOy8t8HXu8zm2ckNkNmt81zUrtX4RW2BarqO9g8mf0y4GHgz4FPbA+/EngLcB3wJeC7u/ujK2R+lcRmyOy2eUZiM2R22yxJ0jwXbAtV1c3AncDLee4nA8XmvojbuvsfptsOk9gMmd02z0hshsxum2dU1dex+drPf63dsiubZyQ2Q2a3zXNSu6e4YDsHquoy4IeAm9k8iR3gceBu4C+7+4trtR0msRkyu22ekdgMmd02n7zt/Rwf7u43rN2yK5tnJDZDZrfNc1K7p7hgkyRpz1TV54G/7e7b1m7Zlc0zEpshs9vmOandUy5YO0CSJD3Hv/LMlcAUNs9IbIbMbpvnpHaPcJfIc6CqLmbzVZs3Alduf/048I9svmrz5XXKDpfYDJndNs9IbIbMbptH3AHcXlWv7e77147Zkc0zEpshs9vmOandM7rbsWAArwU+DpwBnj4wzrDZlezGtTvTm1O7bbb5fOu2ebT7d4GngF8AvhW4dO0mm/djJDandtts9z4M72FboKpOAQ8AVwCPsdmF7GE2u45dDfwo8ArgSeCG7n58pdSvSGyGzG6bZyQ2Q2a3zXOq6sxZTO/eg4fI2jwjsRkyu22ek9o9Zu0VY/IAfp/NJ7S/DVz8PMcvAt67nfN7a/emNqd222zz+dZt82j3wSuBR461e222+XzsttnufRleYVugqv59++Or+pA3sqouAB5isyPntWNxh0hshsxum2ckNkNmt82SJM1zl8hlrgTuO+wkAKC7nwbuY/PA1n2Q2AyZ3TbPSGyGzG6bJUka5oJtmS+yuS/iOC/Zzt0Hic2Q2W3zjMRmyOy2WZKkYS7YlvkI8MaqevVhE6rqeuBN27n7ILEZMrttnpHYDJndNkuSNMwF2zJ/BFwC3FVVP15Vl/z/gaq6uKreBnwIuJjN8yX2QWIzZHbbPCOxGTK7bZYkaZibjixUVXcCtwLNZueaJ7Y/v5zNgriAP+vu21aLPCCxGTK7bZ6R2AyZ3TZLkjTLBds5UFXvAn6WzTN9nu3jwG919x/MVx0tsRkyu22ekdgMmd02S5I0xwXbOVRVV7LZkayA070nD2A9SmIzZHbbPCOxGTK7bZYk6eS5YJMkSZKkPXXR2gHnk6p6GZtPbgEe7+4n1uzZRWIzZHbbPCOxGTK7bZYk6eS5S+Q5UFVvr6qPAaeBe7fjdFX9W1X95Lp1zy+xGTK7bZ6R2AyZ3TZLkjTHr0QuVFV/DPwYm/shGvjU9ueXPet3f9Ldb1ur8aDEZsjstnlGYjNkdtssSdIsr7AtUFW3Am8FPgO8C7i8u7+lu08BlwPvBD4NvLWq3rJe6TMSmyGz2+YZic2Q2W2zJEnzvMK2QFXdBXwPcGN3P3jInNcA/wL8c3ffMtl3SE9cM2R22zwjsRkyu22WJGmeC7YFquop4MPd/YPHzPsA8PruvmKm7MiWuGbI7LZ5RmIzZHbbLEnSPL8SuczlwJM7zHsK+JoTbtlVYjNkdts8I7EZMrttliRpmFfYFqiqh9ncrP6qPuSNrKoCHgIu6O5rJ/sO6Ylrhsxum2ckNkNmt82SJM3zCtsyfwdcDfxGVV148GBVXQD8OnAN8IHhtsMkNkNmt80zEpshs9tmSZKGeYVtgaq6CngA+HrgEeBO4BNsPs29BriVzYnC54AbuvuxlVK/IrEZMrttnpHYDJndNkuSNM8F20JV9Qbg/cApNicAX3UYeAz4ke6+d7rtMInNkNlt84zEZsjstlmSpFku2M6BqroU+GHgZuBKNicAp4G7gfd39/+smPe8Epshs9vmGYnNkNltsyRJc1ywSZIkSdKectMRSZIkSdpTF60dcL7Y7j72UuCyw+Z096NzRcdLbIbMbptnJDZDZrfNkiTNcMG20PZm9l8BbgIuPWJqsyfvd2IzZHbbPCOxGTK7bZYkaZZ/mBaoqu8FPsgzJwD/CXxhvaLjJTZDZrfNMxKbIbPbZkmS5rlgW+bdbE4C7gB+qbs/s3LPLhKbIbPb5hmJzZDZbbMkScPcJXKBqvoC8Fh3f/vaLbtKbIbMbptnJDZDZrfNkiTNc5fIZQr4yNoRZymxGTK7bZ6R2AyZ3TZLkjTMBdsyHwW+ee2Is5TYDJndNs9IbIbMbpslSRrmgm2Z3wFuqqob1g45C4nNkNlt84zEZsjstlmSpGEu2Bbo7r8Afg34+6p6Z1VdtXbTcRKbIbPb5hmJzZDZbbMkSfPcdGSBqjpzFtO7u1fflTOxGTK7bZ6R2AyZ3TZLkjTPP0zL1AnNPUmJzZDZbfOMxGbI7LZZkqRhXmGTJEmSpD3lPWySJEmStKdcsEmSJEnSnnLBJkmSJEl7ygWbJEmSJO0pF2ySJEmStKf+D5riQ0Vq+MWTAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -172,7 +172,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -196,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -219,12 +219,12 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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XTXNCSunZZg9Qr+qR9O3k67BtSX4//lv1fppYvTZmRsS/RMTVQNNu+qsfCfoui3Byuxkkacj1+srdDg4ODgMZyD3UpTaH58gF0rR+HnMj8t6eVo91EbB6i8d4N/BMG5lm1c13Xxvz3AtsOYi2Or+a/9om4z/dbJmDWEar4Wlywdxo/t3IvRe2sy4nNph/Kvkw1XZeD69r9lrq5zn2zX/kYNu6jXYM8uGjz7XxPC5pMP9ZLaafB7yy5rV2coP5x5IvE9Bo/vNrpnsBeY9es2VdB7ym5v8ZdcuZUTPuIFq/705v0lZ7Nnv8mmleR+51tb+2nNtindRmXaHNHBwcHLo1uIdN0qriWfKFcP9E3uPwQWCTlNLrU0oNr7HVJ6X0ALATcCz5AtjzyOf0PAT8gHzB3MNTSk17ikspnUe+mPGp5OuCzSN3Az+fvMfhfPJhZPV7ef4vuRv2HwB3kr9kPkc+FOz66nlsl4Z271qfj5N7cLwZeIK8V2KgjiefH3U+8FvgYXL++eSLan8e2Dql9INGM6eUbiTvCTmWfC7Xw+S2X0guVH8IvAN4QcrnHNbP/xD5YuYHAReTO5J5htzBzEPki1GfAGyRUrpsEM+vK1J2Mvk8vy+QL/z8BPk19ET1/5fJF4Y+tMH8x5AL0JvJezMXkvdKfhHYMaVUf+5l/fwLye14TjXfM02mexh4aZXxXvK6mgfcRF6Hr2LZNen68xiwK3kv8p3kwv5x4Gfk99wH23ycRjkvI78fP0p+Hz1Kfl0+BdxFvgzCm8hFmSQVLVJKvc4gSZIkSWrAPWySJEmSVCgLNkmSJEkqlAWbJEmSJBXKgk2SJEmSCmXBJkmSJEmFGsjFUYfE5MmT04wZM7q9WEmSJEkqwqxZsx5NKU1pZ9quF2wzZszg1ltv7fZiJUmSJKkIEXF/u9N6SKQkSZIkFcqCTZIkSZIKZcEmSZIkSYWyYJMkSZKkQlmwSZIkSVKhLNgkSZIkqVAWbJIkSZJUKAs2SZIkSSqUBZskSZIkFWp0rwNIkiRJI9Gzzz7LvHnzmD9/PkuWLOl1HA3CqFGjGD9+PJMmTWKNNdboyDIs2CRJkqQue/bZZ5kzZw4TJ05kxowZjBkzhojodSwNQEqJxYsX8+STTzJnzhymT5/ekaLNgk2SVkHxycFt9NNJaYiTSJIamTdvHhMnTmTy5Mm9jqJBighWX33159fhvHnzmDp16pAvx3PYJEmSpC6bP38+EyZM6HUMDZEJEyYwf/78jjy2BZskSZLUZUuWLGHMmDG9jqEhMmbMmI6dh2jBJkmSJPWA56ytOjq5Li3YJEmSJKlQFmySJEmSVCgLNkmSJEkqlN36S5IkSQUa7CVaemWoLg3z2te+liuvvJKjjjqKr371q02nu+6669hrr70YN24cv//979lkk02GZPmlcQ+bJEmSpGJ85StfYeLEiXzta1/jyiuvbDjNU089xVFHHUVKidNOO22VLdbAgk2SJElSQaZOncoXv/hFAN71rnfx+OOPrzDNCSecwOzZs9l33305+uijux2xqyzYJEmSJBXliCOO4OCDD+Zvf/sbxx133HLjrrvuOs466yzWWWedlodMrios2CRJkiQV55xzzmHKlCl861vf4rLLLgOWPxTyjDPOYMMNN1xhviuuuIL99tuP9ddfn9VXX51p06bx5je/mTvvvLPhcm688UYOPvhgpk6dypgxY1h33XXZYostePOb38z111/f0efYDgs2SZIkScWZMmUKZ599NgBHH3008+bN4/jjj2f27Nnsv//+vO1tb1tu+pQSRx99NPvvvz8//elP2XzzzTnwwANZf/31ufDCC5k5cyY/+9nPlpvnRz/6EbvvvjuXXnop06ZN4+CDD2bPPfdknXXW4Tvf+Q7f//73u/Z8m7GXSEmSJElFOuSQQzj88MO56KKLeO1rX8stt9zCeuutx3nnnbfCtGeccQbnnXceO+ywA9/97nfZYostnh/3ne98h8MPP5w3velNzJ49m/HjxwNw6qmnsmTJEr7//e9z0EEHLfd4jzzyCA8++GBnn2Ab3MMmSZIkqVhf+tKXmDp1KjfffDMpJc466yw22GCD5aZZtGgRp556KqutthoXX3zxcsUawKGHHsrb3/52Hn30Ub797W8/f//DDz9MRPDqV796heVOmTKFHXbYoTNPagAs2CRJkiQVa+LEiXzsYx8DYOedd+bQQw9dYZpf//rXPProo+y4445svvnmDR9njz32AOCmm256/r6XvexlpJQ47LDDuPnmm1myZEkHnsHK8ZBISZIkSUVbe+21l7utN3v2bABmzZpFROsLjj/yyCPP//35z3+eO+64g8suu4zLLruMcePGMXPmTPbee2/e+ta3svHGGw/RMxg8CzZJkiRJw1rfnrHp06ez1157tZz2xS9+8fN/b7jhhvzud7/j6quv5mc/+xk33HADN910E9dddx2nnHIKX//61zniiCM6mr0/FmySJEmShrWNNtoIyAXb+eefP6B5V1ttNfbZZx/22WcfABYsWMAXvvAFTjzxRI4++mgOPvhgxo4dO9SR28/XsyVLkiRJ0hDYbbfdmDBhArfccgtz5sxZqcdae+21+cQnPsHkyZN56qmnuPvuu4co5eBYsEmSJEka1saOHcvHPvYxFi9ezOte9zpuu+22FaZZsGABF1xwAXfdddfz933uc59r2HX/jTfeyNy5cxk9ejTTpk3raPb+eEikJEmSpGHvIx/5CHPmzOHLX/4yM2fOZPvtt2ezzTbjueee469//St33nknCxcu5Jprrnm+2/8TTzyRE044gW233ZatttqKNdZYg/vvv//5Swh8/OMfZ7311uvp87JgkyRJkjTsRQRnnXUWr3/96znnnHO48cYbufPOO1lrrbWYOnUqBx54IAcccAC77LLL8/Oce+65XH311cyaNYuf//znPPPMM0ybNo0DDzyQY445hle96lU9fEZZpJS6usCZM2emW2+9tavLlKSRJj7ZukvjZtJJ3d0mSNJIdeedd7LNNtv0OoaG0EDWaUTMSinNbGdaz2GTJEmSpEJZsEmSJElSoSzYJEmSJKlQFmySJEmSVCgLNkmSJEkq1IALtogYGxEfiYhfR8TjEfF0RNwbERdHxCs6EVKSJEmSRqIBXYctIjYBrgI2B/4BXAc8C8wADgB+B9wwtBElSZIkaWRqu2CLiHHAT4HNgFOAU1JKi2vGrwf09jLgkiRJkrQKGcgeto+Ti7VvppROrB+ZUpoLzB2qYJIkSZI00rV1DltErA68q/r3M52LI0mSJEnq0+4etp3Jhzs+kFK6MyJ2A/ar7vs78L8ppZs6lFGSJEmSRqR2C7YXV7d3RcT5wNvqxp8YEZcAb0kpLRyqcJIkSZI0krXbrf+k6nZ34K3AaeSeIieSe4d8EDgEOGuoA0qSJEnSSNVuwdY33WjgqymlD6eU7kkpPZ5Sugw4EEjA2yJi0/qZI+LdEXFrRNz6yCOPDE1ySZIkSVrFtVuwza/5+3/qR6aUbgVmVY+3Z4Px56WUZqaUZk6ZMmUwOSVJkqSRJWJ4DUNoxowZRAQRwY9+9KOm02233XZEBNdee+2QLr8k7RZs99X8fW+Tafru32DQaSRJkiSpxkc/+lGWLl3a6xg9027BdlvN380ujj25ul0w+DiSJEmSlK211lrcfvvtXHjhhb2O0jNtFWwppQeBW6p/964fHxETgZ2qf28dmmiSJEmSRrLjjjsOgJNOOolFixb1OE1vtLuHDeDU6vbEiNih786IWBM4G1iHfB6b12OTJEmStNIOOeQQXvayl3HvvfdyzjnntD3f4sWL+dKXvsQuu+zChAkTGDt2LNtssw0nnHAC8+bN62Diodd2wZZSupzcnf/6wC0RcX1EXArcAxxK7tr/TSml1JGkkiRJkkacz3zmMwCceuqpLFjQ/9lXzzzzDPvuuy/HHnssd9xxB7vvvjv7778/jz/+OJ/97GfZaaedmD17dqdjD5mB7GEjpfRh4GDgBvLFtP8ZeBr4L2DHlNJdQ55QkiRJ0oi11157se+++/KPf/yD008/vd/pTzzxRK699lq23npr/vKXv3DFFVfw3e9+l9mzZ3PwwQdz//33c8QRR3Qh+dAYUMEGkFK6NKX0qpTSxJTSGimlLVJKH0wpeYE1SZIkSUPuP//zP4kITj/9dFpd13nhwoWcffbZAJx55pm88IUvfH7c2LFjOffccxk3bhw333wzN9xwQ8dzD4UBF2ySJEmS1E077bQTb3zjG5k/fz6nnnpq0+lmzZrFggULmDZtGvvss88K4ydPnsz+++8PMGyu3WbBJkmSJKl4//Ef/8Ho0aM555xzuP/++xtO8+CDDwKwySabNH2czTbbbLlpS2fBJkmSJKl4m2++Oe985zt59tlnOfHEExtO09f/YUQ0fZzh1keiBZskSZKkYeHEE09krbXW4oILLuCOO+5YYfyGG24IwL333tv0MfrG1Z7fVjILNkmSJEnDwtSpU3nf+97H0qVL+djHPrbC+J133pm1116bBx98kKuvvnqF8XPnzuXyyy8HYM899+x03CFhwSZJkiRp2Dj++OOZNGkSl19++Qp70saOHct73vMeAN73vvfx0EMPPT/umWee4b3vfS8LFixg11135RWveEVXcw+WBZskSZKkYWOdddbhhBNOAODpp59eYfwpp5zCnnvuyR/+8Ae22GILXve613HooYey6aabcvHFFzN9+nQuvPDCbsceNAs2SZIkScPKscce+/z5avXWXHNNrrrqKs4880y23XZbrrnmGn74wx8yYcIEPvKRj3Dbbbex6aabdjnx4I3udQBJkiRJDQyz3gyH0n333ddy/JprrskDDzzQdPyYMWM49thjOfbYY4c4Wfe5h02SJEmSCmXBJkmSJEmFsmCTJEmSpEJZsEmSJElSoSzYJEmSJKlQFmySJEmSVCgLNkmSJEkqlAWbJEmS1ANpBF9nbVXTyXVpwSZJkiR12ahRo1i8eHGvY2iILF68mFGjRnXksS3YJEmSpC4bP348Tz75ZK9jaIg8+eSTjB8/viOPbcEmSZIkddmkSZN47LHHePTRR1m0aJGHRw5DKSUWLVrEo48+ymOPPcakSZM6spzRHXlUSZIkSU2tscYaTJ8+nXnz5nHfffexZMmSXkfSIIwaNYrx48czffp01lhjjY4sw4JNkiRJ6oE11liDqVOnMnXq1F5HUcE8JFKSJEmSCmXBJkmSJEmFsmCTJEmSpEJZsEmSJElSoSzYJEmSJKlQFmySJEmSVCi79Ze6LD4ZA54nneTFNCWVyc80qVy+P1cN7mGTJEmSpEJZsEmSJElSoSzYJEmSJKlQFmySJEmSVCgLNkmSJEkqlAWbJEmSJBXKgk2SJEmSCmXBJkmSJEmFsmCTJEmSpEJZsEmSJElSoSzYJEmSJKlQFmySJEmSVCgLNkmSJEkqlAWbJEmSJBXKgk2SJEmSCmXBJkmSJEmFsmCTJEmSpEJZsEmSJElSoSzYJEmSJKlQFmySJEmSVCgLNkmSJEkqlAWbJEmSJBXKgk2SJEmSCmXBJkmSJEmFsmCTJEmSpEJZsEmSJElSoSzYJEmSJKlQFmySJEmSVKhBF2wR8emISNXwoaEMJUmSJEkaZMEWES8FPgKkoY0jSZIkSeoz4IItItYAzgceBn441IEkSZIkSdlg9rB9CtgWeA/wxNDGkSRJkiT1GVDBFhG7AB8ELkopXd6ZSJIkSZIkGEDBFhFrAt8A5gHv61giSZIkSRIAowcw7anAVsBhKaVHO5RHkiRJklRpaw9bROwGvB/4QUrpO52NJEmSJEmCNvawRcRY4OvAk8C/DGYhEfFu4N0A06dPH8xDqFDxyRjwPOkkrwZRosGsS3B9StKqxO26VJ529rB9GtgS+LeU0kODWUhK6byU0syU0swpU6YM5iEkSZIkacRp5xy2g4ClwNsi4m1147aubt8bEfsBd6eU3jmUASVJkiRppGq305HVgD1ajN+0GtZd6USSJEmSJKCNQyJTSjNSStFoIHfzD/Dh6r4dOhtXkiRJkkaOAV04W5IkSZLUPRZskiRJklQoCzZJkiRJKlS7nY40lFI6EjhySJJIkiRJkpb7FO9VAAAgAElEQVTjHjZJkiRJKpQFmyRJkiQVyoJNkiRJkgplwSZJkiRJhbJgkyRJkqRCWbBJkiRJUqEs2CRJkiSpUBZskiRJklQoCzZJkiRJKpQFmyRJkiQVyoJNkiRJkgplwSZJkiRJhbJgkyRJkqRCWbBJkiRJUqEs2CRJkiSpUBZskiRJklQoCzZJkiRJKpQFmyRJkiQVyoJNkiRJkgplwSZJkiRJhbJgkyRJkqRCWbBJkiRJUqEs2CRJkiSpUBZskiRJklQoCzZJkiRJKpQFmyRJkiQVyoJNkiRJkgplwSZJkiRJhRrd6wCSpJElPhmDmi+dlIY4iaThouTPjZKzadXgHjZJkiRJKpQFmyRJkiQVyoJNkiRJkgplwSZJkiRJhbJgkyRJkqRCWbBJkiRJUqEs2CRJkiSpUBZskiRJklQoCzZJkiRJKpQFmyRJkiQVyoJNkiRJkgplwSZJkiRJhbJgkyRJkqRCWbBJkiRJUqEs2CRJkiSpUBZskiRJklQoCzZJkiRJKpQFmyRJkiQVyoJNkiRJkgplwSZJkiRJhbJgkyRJkqRCWbBJkiRJUqEs2CRJkiSpUBZskiRJklQoCzZJkiRJKpQFmyRJkiQVyoJNkiRJkgplwSZJkiRJhWqrYIuIMRGxd0ScHhE3R8RDEbEoIh6MiO9FxJ4dzilJkiRJI87oNqfbA/hp9fffgVnAU8C2wCHAIRFxSkrpxKGPKEmSJEkjU7uHRC4FLgF2TylNTSntl1I6NKX0YuAwYAnwiYjYq1NBJUmSJGmkaatgSyn9PKX0+pTSLxqM+w5wfvXvm4cwmyRJkiSNaEPV6chvqtsNh+jxJEmSJGnEG6qCbYvq9qEhejxJkiRJGvFWumCLiA2AI6t/L1nZx5MkSZIkZStVsEXEaOACYB3g6pTS5UOSSpIkSZLUdrf+zZwD7A08QIsORyLi3cC7AaZPn76Sixx54pMxqPnSSWmIk0i9UfJ7YDDZfG+Wq9T1WfJ7oFQlt1nJ2aRu8D0wMIPewxYRZwDvIF+Xbe+U0t+bTZtSOi+lNDOlNHPKlCmDXaQkSZIkjSiDKtgi4nTgOOARcrF215CmkiRJkiQNvGCLiM8B/wbMBfZJKf1xyFNJkiRJkgZWsEXEZ4APA4+Ri7XfdSSVJEmSJKn9gi0iTgGOBx4nF2u/6WcWSZIkSdJKaKuXyIh4HfDx6t+7gWMjGvbu8qeU0meGKJskSZIkjWjtdus/qebvmdXQyHWABZskSZIkDYG2CraU0vnA+R1NIkmSJElazqCvwyZJkiRJ6iwLNkmSJEkqlAWbJEmSJBXKgk2SJEmSCmXBJkmSJEmFsmCTJEmSpEJZsEmSJElSoSzYJEmSJKlQFmySJEmSVCgLNkmSJEkqlAWbJEmSJBXKgk2SJEmSCmXBJkmSJEmFsmCTJEmSpEJZsEmSJElSoSzYJEmSJKlQFmySJEmSVCgLNkmSJEkqlAWbJEmSJBXKgk2SJEmSCmXBJkmSJEmFsmCTJEmSpEJZsEmSJElSoSzYJEmSJKlQFmySJEmSVCgLNkmSJEkqlAWbJEmSJBXKgk2SJEmSCjW61wFKEZ+MQc2XTh7MTGlQy1L7XJ8qWgzu9elrTasM3wOrlpLX52CyjfTXWcnrc4RyD5skSZIkFcqCTZIkSZIKZcEmSZIkSYWyYJMkSZKkQlmwSZIkSVKhLNgkSZIkqVAWbJIkSZJUKAs2SZIkSSqUBZskSZIkFcqCTZIkSZIKZcEmSZIkSYWyYJMkSZKkQlmwSZIkSVKhLNgkSZIkqVAWbJIkSZJUKAs2SZIkSSqUBZskSZIkFcqCTZIkSZIKZcEmSZIkSYWyYJMkSZKkQlmwSZIkSVKhLNgkSZIkqVAWbJIkSZJUKAs2SZIkSSqUBZskSZIkFcqCTZIkSZIKZcEmSZIkSYWyYJMkSZKkQg24YIuIwyPiFxHxREQsiIhbI+KYiLD4kyRJkqQhNKAiKyLOAi4EZgK/AH4KbAl8CfheRIwa8oSSJEmSNEK1XbBFxCHAvwB/B7ZPKe2XUjoI2AK4EzgI+NeOpJQkSZKkEWgge9g+Wt0en1K6q+/OlNLDwHurf0/w0EhJkiRJGhptFVcRsSGwM7AIuLh+fErpOuBBYANg16EMKEmSJEkjVbt7w3asbv+QUlrYZJpf100rSZIkSVoJ7RZsm1S397eYZk7dtJIkSZKkldBuwbZ2dftUi2kWVLfjBx9HkiRJktQnUkr9TxTx78B/ABeklN7SZJpTgY8B56WUjq4b927g3dW/WwF/XpnQhZkMPNrrEE2Umq3UXFButlJzgdkGo9RcYLbBKDUXlJut1FxgtsEoNReYbTBKzQVlZxuojVNKU9qZcHSbDzi/ul27xTR94+bXj0gpnQec1+ayhpWIuDWlNLPXORopNVupuaDcbKXmArMNRqm5wGyDUWouKDdbqbnAbINRai4w22CUmgvKztZJ7R4SeV91u3GLaTaqm1aSJEmStBLaLdh+U92+KCLGNpnmpXXTSpIkSZJWQlsFW0rpAeA2YHXgDfXjI2IPYEPg78BNQxlwGCj5UM9Ss5WaC8rNVmouMNtglJoLzDYYpeaCcrOVmgvMNhil5gKzDUapuaDsbB3TVqcjABHxevJFs/8O/FNK6e7q/vWBa4BtgfenlM7oUFZJkiRJGlHaLtgAIuLLwHuBZ4CfAYuBvYEJwA+A16eUlnQgpyRJkiSNOAMq2AAi4nDgGODFwCjgT8DXgLNTSkuHPKEkSZIkjVADLtgkSZIkSd3Rbi+RkiRJkqQus2CTJEmSpEKN7nWAUkXE9JWZP6U0Z6iySJJ6IyLeujLzp5S+OVRZakXE7iszf0rp+qHKUq/wbEVu222zgSs1FxS/PovMVmquUngOWxMRsRQYbOOklFLHiuGIWJmeOEdktoiYvRKzp5TSZkMWpk6pbQbltlupuaDc9VlqLig+22C3BUHONmqII+UHL3sbZbYBKjUXlJut1FxgtsEoNVcpVuknt5Lm0PiFs3HN309Ut+vU3Hd/xxItEz2at9OP38lsM5rcn1ost29cp3/VKLXNoNx2m9HPsluNG6nrs9RcK/v4nc72TVZ8zUwEXlfd/3vgvur+GcD21d+XAY91MNf1DXKtDry8+vtxlm2PNgbWraa/GVjUwVylZyt1226bDVypuaDs9VlqtlJzlSGl5NDGQL6EwfeAh4F/BdapGTeBfKmDh6ppVutBvtOBBcBpwEvIH04Tqr8/D8wHTutR2/U8G/nNXT+cDjxXrbMDqjwvqf6+uBp3GrDxSGyzktut1Fylr8/hkqvkbMAk4C7gl8CLG4zfjvzF4y5gUhdzjQVuJF9qZ78G418L/LGaZmyX26zkbEVu222zVSfXMFifRWYrNVevhp4HGC4D8GFgIbBNi2m2IV9U/PguZ3sH+SLm/9RimldW07zLbAngQGAJ8IYW07y+muYg26zsdis1V8nrs9RcwyDbWcCjwIQW06xTTfPlLub6NPAkMLXFNNPIhe5/drnNSs5W5LbdNlt1cg2D9VlktlJz9WrwHLY2RcQfgDkppdf0M92Pyb/gb9udZBARs4AnUkqv6me6nwPrppR26k6ycrNFxC+BUSmll/cz3Y3kY6Nf0Y1c1TKLbLNqmUW2W6m5qmUWuT5LzVUts+Rsc4BbUkpv6Ge6i4FdUkor1THCAHLdA9yRUjqgn+l+CGyXOngeZ4NllpytyG27bbbq5KqWWfL6LDJbqbl6xW7927cJ7Z2P8DjNz6/plK3Iu/n78xCwZYez1Cs12/bAPW1Mdy/5EKduKrXNoNx2KzUXlLs+S80FZWdbn3zoVX9GAVM6nKXWC8l7DvrzLPlX6W4qOVup23bbbOBKzQVlr89Ss5Waqycs2Nr3JLBbRDTtqKUa9/Jq2m56Ftixjel2rKbtplKzJWDrNqbbqtNBGii1zaDcdis1F5S7PkvNBWVn+yuwV0Ss12yCiJgMvAr4W9dSwSPAHhExrtkEEbEWsAf5cM1uKjlbqdt222zgSs0FZa/PUrOVmqsnLNjadxWwEfA/ETG+fmRErA2cW03zky5nux7YKiJOiYgVekyL7FPkL7Tdvk5Fqdl+BewYEe9qNkFEvBPYCbila6myUtsMym23UnNBueuz1FylZ/sO+Ry1n0XEPzXI9kryNmA88O0u5vohee/fJRExo0GuGcAlwORq2m4qOVup23bbbNXJBWWvz1KzlZqrJzyHrU2RL9A4i9xD2BPAFeTDqyDvWt+fvBGfB8xMKXWj29i+bNuRv4SuST4s7Nt12Q4DNifvWt41pXT7SM9WfdG6htwl+LXAhXW5jgD2ApYCe6cuXpCx1DarshXZbqXmqrIVuT5LzTUMsq1Ffo3NJO/ZfbAu24bk1+EsYI+U0tNdyrUe+YeLTcg9ot5cl+vl5Ev53Au8LKU0txu5hkG2Irftttmqk6vKVvL6LDJbqbl6pte9ngynAdiW/GGwtBqWVEPf/7cBL+pRtj3Ih+rU5qrN9yCwl9mWy3UY+bCIZrnmA0fYZsOj3UrNVfL6LDXXMMi2FvmyA32vt9phPvAFYFwPcr2A/Ivzkga5lgCX0qLHtRGcrchtu2226uQaBuuzyGyl5urF4B62QagOedmD/Esq5C8O16WUftG7VBARa5K7Ll8hG/C9lNJCs62QayrwTmD3Brm+mlLq5jko9dmKbLMqW5HtVmquKluR67PUXKVng+fz7czy2WYVkGsjVnwPXJ9SmtO7VFnh2UrdtttmA1RqLih+fRaZrdRc3WTBJkmSJEmFstMRSZIkSSpU065P1VxEbEi+5sOazaZJXezUoFZEjALWo3W2nuxCLjlbqWyzVUup67PUXFButuoQnT1ovS1IKaVTupfq+cM0Z9L/NuqbXQtVKTkblLltt80Gp+Bcxa7PUrOVmqvbPCRyACLiTcAngf6upp5SSl0thqvjtU8CXgms3mJSs1UiYnPgeHLvgdOANUrIBeW2GZTbbqXmgnLXZ6m5oNxska/j9CXyuZJ9lxyov/RAqu5LKaV2LrI9VNlOAE4gX1KgpW7mguKzFbltt80GrtRcUPz6LDJbqbl6wT1sbYqII4BvkjfC88jdiC7oaahKROxL7r62b33OxWwtRcRM4OfAOFb8srXC5J1PVLOwQtsMym23UnNBueuz1FxQdjbgZODd5G6mrwTuooBsEfEB4NPVv7+nkFxQfLYit+222cCVmguKX59FZis1V8/0upvK4TKQXyxLgPcCo3qdpy7bLeQuTj8HTOx1nuGQjfzlfinw/4Ad6EEX3MOtzUput1Jzlbw+S801DLLdT+66f/teZ6nL9RfgWeA1vc4yzLIVuW23zVadXMNgfRaZrdRcvRo8JLJNEbEQ+FVKaY9eZ6kXEU8Df0gpvbTXWeqVmi0ingLuSym9qNdZ6pXaZlBuu5WaC8pdn6XmguKzLQSuTint1+sstSLiGeAXKaV9ep2lXuHZity222YDV2ouKH59Fpmt1Fy9Yi+R7ZtLvu5DiZ4k7youUanZFgK/63WIJkptMyi33UrNBeWuz1JzQdnZ5pB/9S3NQ+TDwEpUcrZSt+222cCVmgvKXp+lZis1V09YsLXvJ8DLIqKr57+06Xpgu16HaKLUbL8CNu11iCZKbTMot91KzQXlrs9Sc0HZ2b4N7BERa/c6SJ0fAq+MiFYdtPRKydlK3bbbZgNXai4oe32Wmq3UXD1hwda+k8gdGpxW9RJWkk8CMyLi/b0O0kCp2U4FdoyIg3sdpIFS2wzKbbdSc0G567PUXFB2tk8DfwZ+FBFb9jpMjZOBp4BvRsSkHmepdzLlZit1234yttlAlZoLyl6fJ1NmtpMpM1dPeA7bAETEpsDlwFhyJwd/JZ8YXy+l7l97Z1dyhwsPAv/bIhup+9fQKDJbRBwE/A/wY/Ivc61ydfvaO0W2GZTbbqXmgnLXZ6m5oPhs44CbgG3InZC02hbs3cVcE4HrgOnArf3keke3cg2DbEVu222zVSdXla3k9VlktlJz9YIFW5siYjXgi8DRNN8z2ZNr7wBExIeBT5B/XWrJbFlEHAp8HnhhP5Om1P3rtRTZZlBuu5WaC8pdn6XmgnKzRcRk4KfA9vR/iYiubQsiYizwPeDVFJQLis9W5LbdNlt1clXZSl6fRWYrNVevlLbLuGQfJXcVu5j8683dFHI9iIg4Gvhs9e/vMFu/IuIQ4ELyh/pc4D4KyAXlthmU226l5oJy12epuaDsbMBngJeQD4s8h3Ky/QfwGvLr/wLKyQVlZyt1226bDVypuaDs9VlqtlJz9YR72NoUEfcA6wOvSCn9vtd5akXEH4HNgANSSv/b6zy1Ss0WEbPI1+s6BjgvpdTwUKteKLXNoNx2KzUXlLs+S80FxWd7iHxIzrYppSd6nadPRDwArEW+PlxRPeUVnq3IbbttNnCl5oLi12eR2UrN1St2OtK+qcD1pX0IVGaQsxX1xaYygzKzbQ3ckFI6p6Qv95UZlNlmUG67lZoLyl2fMygzF5SdbTxwY0nFWmU9cpuV+MWm5Gylbttts4ErNReUvT5LzVZqrp6wYGvfg+RrPZXoEfIu4xKVmu0J8smrJSq1zaDcdis1F5S7PkvNBWVnu5NctJVmNlDqORwlZyt1226bDVypuaDs9VlqtlJz9YQFW/u+DexZ4LV3oOxrVZSa7SrgpV6vZcBKbbdSc0G567PUXFB2trPI24KSuvQH+Bo51wt6HaSBkrOVum23zQau1FxQ9vosNVupuXrCc9jaFBFrkHsGWwq8O6X0lx5Hel5ErEvuYvp3wL+klIq5Mnyp2SLihcAsckcVx6eUnutxpOeV2mZQbruVmgvKXZ+l5oKyswFExGeAt5J7sfxJSqnne3erHysuIneIcixwTSmHBxeerchtu202cKXmguLXZ5HZSs3VKxZsbYqInwOrA7sBSyjr2jtfA9YFDgDmU9C1KkrNFhEnks+TeRt5XRZzvZZS26zKVmS7lZqrylbk+iw11zDItmQAk3ftEhIRMbv6c+PqdjHwd5q32WbdyAXFZyty226brTq5qmwlr88is5Waq1cs2NoUEQOp6rt9DY2lLLu2SH/MRtu5enW9liLbDMptt1JzQbnrs9RcMCyytS2l1JVTD4bBNqpdZqPcXFButlJzgdkGo9RcveJ12Nq3V68DtPD2XgdoodRsnyJ/ISxRqW0G5bZbqbmg3PVZai4oOFu3CrBB2KTXAVooOVup23bbbOBKzQVlr89Ss5WaqyfcwyZJkiRJhSr1l0JJkiRJGvEs2CRJkiSpUJ7DNoQi4gBgHYCU0jd7HGc5ETETWAsgpXR9j+Msp9RsETEVGAOQUprT4zjLKbXNoNx2KzUXlLs+S80FxWc7FZhKl3uw7E9E/AswGSCl9Kkex1lO4dmK3LbbZgNXai4ofn0Wma3UXJ3gOWxDKCLuBLaki105t8tsA1dqLjDbYJSaC8rNVmouGBbZtqKwnstq2oyScsGwyVbUa802G7hSc8GwWZ9FZSs1VycU9WJdBfwNWLPXIZqImqE0pWYrNReYbTBKzQXlZis1F5Sd7VLyHrbS/Jp8HaMSlZyt1G27bTZwpeaCstdnqdlKzTXk3MMmNRER01h2CN39PY4zbJTabqXmkiRJasWCTZIkSZIKZS+RkiRJklQoz2EbgIgYB2wMjK/umg/cn1J6qnepNFJExMHAhimlM3udZTiIiDHAesCClNKCXucZLiJidXIvao+mAg7BiIg1gKUppcW9zgLP9za6A7AJy28L7gN+k1J6qEfRNAJExCnAtimlQ3qdpXQRMRbYBdgAWADcmlIaEec7rayImAC8FJgE3AvM6sX2ICI2IH/WTgCWAvOAP6aUFnY7S695SGQ/qhfL+4EDgc1pfIL73cD3gTNK/jCIiI8Dm3Sjm+mIWA14ObAh8BBwY0rpuRbT7wZs3uludqui++XAM+QPoIU14/YDDgHWB+4CvpZS+n0n8wxERFwD7F5ST0gRsRPwz8ALyRvEXwOXdvrLdUSsBawLzEspPVM3bnfgJOCVLPtR6i7gzJTSlzuZq1r+z4CfA99IKT3Y6eUNRFWMvZf8HniU/Bq/rRq3PXAGud1WI6/P7wLHp5TmdSlfAAeT34c7kTfUfevwaeB24CrgKymlv3YjU022/YF/J3+JaeVXwKkppSs6n2rgIuL7wEtSSpt1YVmbA4eybDtwaUrp9hbTvwN4RUrpqC5k2wPYh7wt+FFK6TfV/eOAT7L8tuDclNLZnc7UjtK2A1VR9F6W3w78CvhSSunODi97a/LnxPX1nwfV950PA2vXzXYJ8J5Of6ZFxHPk7cBXya/7RZ1c3kBV783Ps2xbcF7fj8ER8TbgC1SXP6jcBbw5pXRrF7JNJ6+7Q4AXNJhkCXAj8MWU0iWdzlOMlJJDk4H8YplPfnEsrYbHgb9Ww+M19y+tpj2k17lbPJ+bgCVdWM6O5Df3kprhr8DhLeb5eqezAW8AnqjJ9ACwazXus3XreSmwCDiyC+01qc3hl1XGibX3dzjbR4DXNLh/DeCbNW25tObvu4EXdTjXmdWyXlx3/9uAxXXrcWlNvgu7sD77lrUYuAI4CBjd6eW2kWtMzWuor00Wk79obUbeaDdqs98Ba3Yh39bkgqz+fdgo09PAB7vYdv9dk+tZ4DbgB8AF1fADYFY1ri/jF3q9zps8l25tB95BLoZqPx+eA84DxjaZp+PbgWo5Z9R9dj0HHE3+oeJnTV5zZ3c408FtDndUeQ6qvb/D2a4EPtDg/g2BO5u8Z58FDutwrm9Wn2Eb1N3/xZpM/wBuAe6p1vMS4PfAWh3OVrtNnFu95l7S6dd2m9mmkH9AqV1vS4ATgD1q2ml29Vn3NMv2bm3Y4WyHVstr9JpaBDxWl/nyTq/LUoaeByh1IP+Kurh64X4N2BsY32C68dW4r1fTLgJ27nX+Js+p4xtq8q8hfV/8niD/0vaPmjfXOVR7duvm6+iGGtiuWjdLyQXFn6q/HwR2r/7+NfBvwFuA86v1uZC856+TbVb7wT7Q4bkuZPtag/vPq/kAvQQ4tVq3f63unwOs08FcvwHuavDae6pab2cC2wJjgY2Ao6p1vYT8K2Gn26zvi3vfun2Y/Gvmtp1cdj+53lezbj5aDXOq98N5VeaPAtPJh5+8GvhLlf/DHc72gprPibvJv0p/Fri4WqfPAh8A3kj+PF5Q5fpMF9rtsCrXQ8BbaVJsVNOOJf9o0Pdl6NBere8WGbuxHdiBZT+c/BT4HPlSB4uqdrkVmNxgvm78cLcfy35g/Ur1ufVY9Vn/zmrcmeQ9NxsBRwKPVLn36GCuldkOdLrNmm0HflHznj2WvMfysGpdLyV/8e7Y9rP6fJpVd9+LWFYkHVw3bnPgmmr8x7vQZvdXOWrX7a+B99DB7WMb2T5fZbqSvIft5cCPq6xXVZ9fu9VMv27NOv2vDubamWXfu79B/i72GuAY8g+HS4APkfd8v7W6bynw0161ZVfXW68DlDqQD3FcAuw/gHkOqOa5pNf5m+Trxob6c9Ub6EKqLzbAqOoD6smqfS4CVqubr9MF29eqXO+rue8d1X33VB/iY+rm+WA1/rQOt1nfh3mrvQpNhy5k+1rdfVtUeR8Hdqwbt2b1wb8EOKGDueYBV9Tdd0yV91NN5tmO/AXi2m60GflHn3NZ9otg3wb7xuq1t3YnczTIdRP5S+n0mvs2Ju8FWQyc2GCezavxN3c42xerNvoCdXsjyb/i/5H8pXm96r4ZwB+q9nxFh7NdX71uNhvAPFtU81zXwVw7DXL4fSc/a6ts36jW5/vr7n8xeS/q0uq2fs9INwq2y6rXzT/V3Ldzdd988qFh9fO8tsp8fgdz9e3p+wV5e9RseKzKutz9HW6zRtuBV7KsWJvQYJ6+7wL/3cFc84GL6+77KC1+mCMfofII8LtutBmwOvAm8g8Xz7FsW/AU8C1gr07maJLtDvIPZGNr7luLZT9MHNFgngnkH+P/0MFc362W/4YG46J67y4CtqzuG0X+Ua9h5lVt6HmAUgfyL+LXD2K+64GHO5ztyUEOz3VhY3g7+SKGK+yirjbW91Vvrkuo+WJG5wu2e4B7Gtz/pyrPCh+a1Qftw8BtHW6zu1i2V6jprv1qw9zxw4XqltloQ/3+6v4PNZlnI/KX1Rs7mGshcFHdfX2HwUxvMd/Pgce72WbkIvYtLPtlt2+DPZ+8J6mjBUdNjseBqxrc/9Mqz4wm813bhTabXb1HV9j7Xo1/VdVux9TctzW50Lyow9keBy4fxHyXdbLdWP5HgIEMS7uwHbgX+HOTcePIP+osrT5/p9WM60bB9jdy5xP1999UtU/Dw9bIhUnD5zREuS6q2mRWswzVdKVsBz5Rtdcbm8wzllwA3N7BXE+yYsF2dpWr6ekC1XvzqR602Ubk86tns/wRGPcAHwNe2KX1+RRwWZN2WQK8oMl8V3ay3ch79lZ4b9aMf3HVZv9ec9+65G3pKr+XzW79m5tAPoRqoB6s5u2ktQc5dGN9bwL8OqX0dP2IlE82fyV5w3cgcEnVk183TCMXk/XuqG5X6Fwk5ZOEbwc27WAugO2BL5P3EN0eEXt3eHkrazMgAT9sNDKl9AD5kMWtO5jhoQaPv7S6faLFfE+SC/GuSSk9k1L6VkppL/Ieq0+TPyfGkQ+3uj4i/hQRH4qIRidYD5W1yL+Q1uu7r1mHSX+v5u2kaeQeFlOT8b+qbrftuyOl9CfyuSm7dzjbKPIhmQO1uJq30+YMcOhG5wdTyYcrrSDlXpX3Jx9itSVwXURs2IVMfSaTvyDXu6+6vavJfH8md6rRESmlw8nnzb8Q+FVEfKqL28fBmFbd3thoZModev2WvDe8U+4FZtbdN7+6HdtivrHk92dXpZQeSCl9MqW0Kfnw0W+TP1s2AU4B7ouIK6oeoTtpFPnIiXp9n3MrfH+rLKSzn2kTycs5EdUAABcxSURBVMVsM33v24367kgpPQ7cALykg7mKYMHW3APALlVvh22JiFHArtW8nTSX/IW5r2vpdoffdjgX5C/NTS9zkHJPTnuQN377AT+oeq7rtCU0/oCaX+Wa22S+v9P6g3+lpZQWppSOI+9FALgqIv6n6la3RH0f2Pe3mGYOuSDplKuBl1S9i/aZRT5sYq9GM1Q9S+7Csi9mXZdSujel9HHyoYivIe9pXkz+4vpZcrt1ylzy50C9vvs2bzLf5uS9TJ204P+3d+fBlpT1Gce/v2EZYhAzgMsIAYdFUBPFAVGCOEpcwBQkfxhDlJRBYzCJlUgZ1IrEEhPjrkk0BEIFDRauKKgpC0tlMW6gqHFBQVGHVcFBliQOgZlf/nj75h6P59zb3Ux3P7fn+VZ1zcw9fegPZ+6d02+f7rdZ3AGc1drq1+mdrI2UHfAu+w7wmxFRezsR8UDKtc3f6Uy1+H18ZGauq7tQDqZ03Z0scdugLDMGP5tyOtP+lEHbvj24oLw/zRoIba5s83ZWb6PjAXhmXkC5ButC4DTgqxFxeJfbvA8t7NzfusQ6m5j9Wm+rPgrsExF/PPG1T1PeB06Y9YSIeBhlP+2qDl3Llpmfrgbpa4EXU/bPdqBMAvWBjjd/E7MHOAtfWz/9QDWD72Mop1J21a2U7/95LTw2fVB2E91/UDJ4HrDN70LKkaFzq2l+l6xa51zKBfsXdEtjYVrVPTJzY92FdkeJm7YROGipFbLc+mADZXapYyj/6O7SsesnLO70TbZwWsK8dqX7nVUAMvMyykf+Z1ImyfhWdasBtb5X/fqgJdbZk7LT1lVvppxG+qFqGn8ob3LfB86IiCMmV652ts+lmLt+M1y2LH0iM59NGaicQvk0t8udmy8Dh0fEwoEBIuKpwOGUN+FXTD+h+rR3PXM+LdnGtsdN/F1OdyrlINW0Yw2LR9S76l2U6a0vjogjl1s5Ip5IOfX2/pRT/LrqS9Wvh3a4jbZtpBxQnFtmbqFc2/M+ykGDSykHMrruVmYfHPgW5e9tXnsy+xPqbVpmbsrM36MMaB8EfC4i3hwRXb9HLtdDIuJJC8vE15f6dPShlIFuV72F8nfyjoh4VUTslpmfoEyc8dqIeMXCgZaIWB0Rx1JO67sfcHaHrtpl5h2ZeUZmHkoZEL2dcp1il10KHBARr4zFTqMcnPsy8KYZB4xfTjnb6Isdui4BDo6IU6YfqG4f8TbK+8Dnph5+CGXQNu6GPidTdaGM1q+lfDLzU8pF1C+mnMpxNOUo/nHV1/6NxYkFvsuMC3C3se01lWvmNURLPK+PSUfeSzkKvrbGunuyOI13p9fXUaZqvqXF875LOVWr7++/oymne2yhTOCyB8NduzDvWphnLvO6dXbtQrWN509YPg+8uloWZqL7JmXK389Tduq3UnbK+pjO+RdmVKv53PUduo6pbJspOy0fr36/ufp+20K5DcFzKZ9+/y3l04gtdHx7C8pR5a2UQf6rgCMpB36OpZx6uzDr225Tz/sBcHnHtqgMCz8LG4HzKTuLr6Hcs+st1dc2snid2IUdu06ttnN6w+d9sYf3gTOq1+HRNdZdVf0b9///1nRsu6D6vt6pwXNWUa5n/o8ubTO2u2f1fbWVMiPikwXfB/5wiefd3MPP56HVvw1bKKfyXUKZzON/J4x3sThV/VbgvT29Zm3fB2p/b7b87x9MOb1x4bVZuH3VTZQPKu6knLZ/NuXg6GcnXssNHboeyeKU/pdQ7nt5MuXsk4VZnr/BxKR1lE/yN7EdXMM2OEB5oUw1/TF+/uLQeRdxb63WnXmx5jZ2PZMyQDy74fNOA97Zse15TF0Uusz6e7A4NWuXA7aFGat+vcFzDq2ec2bf33vV9n+Z8mnb1mpn4YaB3qjnLefOec6B1ePv7sF3LOU0wumfz1ne86lmGezhNWv1Rt2D7dVTr89mqh0uyjUUs17Hf+/J9ndz/p1dmB78mKn1D68ee2MPtlWUWWN/PPU9Nev77UfVuqs6Nj2WMvhodMuF6v3jeR3bFqbOr/UeRRkUL8ws2fWA7a+r7RzV4DnHVc/p/DYSc7Z/AuWTwXupbmnR8/YvZf6slTMPGLB4u5x/6sG3lnKweOHWPfPeA26kHGSfObnRNjbJvg9UvmMol+8svDZXUd2SijLHwM+mXsstwF/14DqexQOs0+8DVwP7Ta1/SPV9eNLQr2nXS1T/w26JIuJRlG/gx1JO3diV8gZzF+U6gq8AH8nMb877b2wvVdduvBXYlJkvqfmcNZTZ8tZkmZihC9delKNKX8/Mpc65n3zOnwHPAt6QmRd14arpeCrl9flVytl0fUxk0LqIeA7lJuXvysyZE5Ns4+3tSPlH/umUU0p3p+xgL/x8XglckGWSis6LiHdSjsSf08f2mhYRB1FOSb6bMh34dROPPZdy0GUfytHW8ynTnN/bk+23gD+nTCSwK+VUzYspP4ODXnMCUF3TfARLvxd8ITOXOs169FWnLz0HuCczz635nKDcy2tNZp7esW+HLKdk1l3/OMqpwedn5re6ky1peBDlNiG/zcp4H9hA2Zm+LDP7uH6eatKmpzD/feCL2dNOb0Q8D/heZk6fvidT9TN3IHB3lstmJh9bRzlleeG94MN97eNWf48nUW6NM/k+8J7M7OPSHsk8YHNuBRQRu1Jdq5LlWjfn3AorInan3H+vy8llGqfqAtvapOoCXZuqC2xrk6rrvuRJR3ooIt4UEbOmER4825o3hCsz/yszL1tusKb6moGuTdUFujZVF2jbKNe6LTVt9VCpusC2Nqm6QNem6gLb2qTqap0HbP20J93ei+S+ZFvzVF1gW5tUXaBrU3WBtg3KKZSKqbrAtjapukDXpuoC29qk6mqVB2zOOeecc845J5oHbM4555xzzjknmgdszjnnnHPOOSeaB2zOOeecc845J5oHbM4555xzzjknmgdszjnnnHPOOSeaB2zOOeecc845J5oHbM4555xzzjknmgdszjnnXD+p3shV1QW2tUnVBbo2VRfY1iZVV+t2HBqwnXQh8MOhEXOyrXmqLrCtTaou0LWpukDb9jrgnUMjZqTqAtvapOoCXZuqC2xrk6qrdZGZQxtWVBGxCjgWOAJ4IHB5Zp5TPfZAYA1wbWZusU3fpuqybVwuZZuqawXYDgBOnrB9JDNfVj32BODRwAcy83a7bBubS9mm6rJtXK7ey0wvNRdgPXANsAXYWv16zsTjL6i+dpxt+jZVl23jcinbVF0rwPYCYHPlmmU7rvraSXbZNjaXsk3VZdu4XEMsvoatZhGxL/BJ4ADg48DL+MVzZD8E3AP8jm3aNlWXbeNyKdtUXSvAdiRwFmUn4lTg8TNsFwF3Asdv7y7bxuVStqm6bBuXa6h8DVv9Xkk5/ebFmXkGQES8cXKFzLw9Ir4NPM42eZuqy7ZxuZRtqi5128uABI7NzC9Utp9bITPviYirgUfYZdvIXMo2VZdt43INkj9hq98zgG8v7Dws0fXA2h48k9nWPFUX2NYmVRfo2lRdoG07ArhiYQdiifq2qbrAtjapukDXpuoC29qk6hokD9jq92DgmzXW2wzcv2PLdLY1T9UFtrVJ1QW6NlUXaNseANxQY72d6fcsFlUX2NYmVRfo2lRdYFubVF2D5AFb/e6i7EQs1zrgJx1bprOteaousK1Nqi7Qtam6QNt2S7Xd5ToIuLFjy2SqLrCtTaou0LWpusC2Nqm6BskDtvp9FTgsIuZ+7BoRBwGHAFf0pirZ1jxVF9jWJlUX6NpUXaBt+xywPiIOm7dCRDwNeDhwaV8odF1gW5tUXaBrU3WBbW1SdQ2SB2z1Owe4H3BeROwx/WBE7Ab8C+U1Pcc2eZuqy7ZxuZRtqi5129soM5V9OCKeHuVecZO2J1Wme4G322XbyFzKNlWXbeNyDdPQ9xVYSQtlGumtwB3AR6vfXwW8H9hU/fm9tq0Mm6rLtnG5lG2qrhVgeymL9wT6afXrbcCPWbxv3Evssm2MLmWbqsu2cbkG+TsaGrCSFspFja8H/pvFm/gtLHcDbwV2tG1l2FRdto3LpWxTdanbKt8xwOUTOw0Ly38Cx9tl25hdyjZVl23jcvW9RPViuAZFxBrgKcB+wA6UKUU/lZm3DArDtjG5wLYxuUDXpuoCbRtAdcrmOipbZt40MAnQdYFtbVJ1ga5N1QW2tUnV1VcesDnnnHPOOeecaJ50xDnnnKtZRKyOiH0iYu793yLi/tU6O2/vLtvG5VK2qbpsG5drqEZ/o7m2RcQ+9+X5mXndtrJMZ1vzVF1gW5tUXaBrU3WBtm1GfwG8DjgauGzOOuuBi4FTKdfabc8usG1MLtC1qbrAtjG5BsmnRM4pIrYCbV+czMzOBsO2NU/VBba1SdUFujZVF2jbpouIzwJ7Z+bDlllvI/DDzNywPbuqbdo2Ele1TUmbqqvapm0jcQ2VP2Gb33W034HoOtuap+oC29qk6gJdm6oLtG3T7Q98rcZ6VwGP6dgymaoLbGuTqgt0baousK1Nqq5B8oBtTsuN6IfMtuapusC2Nqm6QNem6gJt24x2p9wHaLluq9btK1UX2NYmVRfo2lRdYFubVF2D5ElHnHPOufr9BDigxnoHALd3bJlM1QW2tUnVBbo2VRfY1iZV1yB5wOacc87V73LgsIh43LwVqscOA67oTaXrAtvapOoCXZuqC2xrk6prkDxgc8455+p3FhDAhRHxtOkHq69dUP3xTLsA28bkAl2bqgtsG5NrkDxL5JwiYst9eHrXM6rZ1jBVF9jWJlUX6NpUXaBtm1VE/DNwMmWilBuAq6uHDgL2puxknJ2ZJ9tl29hcyjZVl23jcg1SZnqZsQBb78tim5ZN1WXbuFzKNlWXum0J8ynALTM8twCnDGFSdtk2LpeyTdVl27hcfS/+hK1BEfEWykj/TODdwA8po/51wInAi4CzMvMvbdO3qbpsG5dL2abqUrdNGHegXD+xb/WljcCVmXnvUCbQdYFtbVJ1ga5N1QW2tUnV1WtDjxhXygK8ALgHOGqJdZ5YrfNC27Rtqi7bxuVStqm61G1evHjx4sVL34s/YatZRFwJ3JGZRy+z3sXAr2Tm+n5kto3JVW3TtpG4qm1K2lRd1TZlbc4551zf+cbZ9TsI+EiN9W4GDu/YMp1tzVN1gW1tUnWBrk3VBUK2iHhS9dsrMnPzxJ9rlZmf6YAl6wLb2qTqAl2bqgtsa5OqSyV/wlaziNgE/DgzH7nMelcBD87MPfqR2TYmV7VN20biqrYpaVN1VduUsUXEVsq1c4/IzGsm/lynzO5m/ZR02TYul7JN1WXbuFwqjfp/bhv3GeD4iPgb4FU5NdKNiABOBw6m3pFh24a1qbpsG5dL2abqUrN9hrLT8D9Tfx46VRfY1iZVF+jaVF1gW5tUXRL5E7aaRcSvUe66vgtwLfA+4AfVww8DTgAOADYDT8jMb9ima1N12TYul7JN1aVuc8455/rOA7YGRcQG4DzgofziqD8o11OcmJmX2KZvU3XZNi6Xsk3VpWyLiN0op9/c1ed2l0vVBba1SdUFujZVF9jWJlXXUHnA1rCI2AV4FrCBcpd1gBuBy4DzM/Nntq0cm6rLtnG5lG2qLlVbdV3FlzLz8X1ve6lUXWBbm1RdoGtTdYFtbVJ1DZUHbM4551zNIuIO4GOZeeLQlslUXWBbm1RdoGtTdYFtbVJ1DdWqoQHOOefcCurbLH7ap5SqC2xrk6oLdG2qLrCtTaquQfIskQ2LiJ0op+g8Gdir+vKNwKWUU3TuGUZm25hcYNuYXKBrU3WBrO1s4KyIODQzrxxg+/NSdYFtbVJ1ga5N1QW2tUnVNUyZ6aXmAhwKfB/YAmydWrZQZjNbb9vKsKm6bBuXS9mm6loBtn8EbgNeDjwcWD2EY6W4bBuXS9mm6rJtXK4hFl/DVrOI2Bv4GrA7cD1l9rJrKbOVrQOeA+wLbAIOycwbbdO1qbpsG5dL2abqWgG2LQ1Wz+zpZq6qLrCtTaou0LWpusC2Nqm6BmvoEeNKWYB3UI7s/j2w04zHdwTeVq3zdtu0baou28blUrapulaAbfrTviWX7d1l27hcyjZVl23jcg21+BO2mkXE96rfHphzXrSIWAVcQ5l9c3/bdG2qLtvG5VK2qbrUbc4551zfeZbI+u0FXDFv5wEgM7cCV1Bu9NpntjVP1QW2tUnVBbo2VRdo25xzzrle84Ctfj+jXE+xXGuqdfvMtuapusC2Nqm6QNem6gJtm3POOddrHrDV7+vAkyPi4HkrRMRBwFOqdfvMtuapusC2Nqm6QNem6gJtm3POOddrHrDV71+BnYGLI+L5EbHzwgMRsVNEnAR8GtiJcu8I27Rtqi7bxuVStqm61G3OOedcr3nSkQZFxHnA7wNJmZXm5ur3D6UMfgN4T2aeaJu+TdVl27hcyjZVl7rNOeec6zMP2BoWEX8KvJRyL6DJvg+8NTPP6F9Vsq15qi6wrU2qLtC1qbpA2+acc871lQdsLYuIvSgzmQVwQ/Z449blsq15qi6wrU2qLtC1qbpA2+acc851nQdszjnnnHPOOSfajkMDVmoRsZZyxBfgxsy8eUjPZLY1T9UFtrVJ1QW6NlUXaNucc865rvMskQ2LiBdGxNXADcDl1XJDRHwnIv7ItpVlU3XZNi6Xsk3VpW5zzjnn+sqnRDYoIt4F/AHlOooEbqp+v3bia+dm5km26dtUXbaNy6VsU3Wp25xzzrley0wvNRbK9NJbgR8BLwJWTzy2GjiZMu30FuAE27Rtqi7bxuVStqm61G1evHjx4sVL34s/YatZRFwM/AawPjOvmrPOI4GvAJ/PzKNt07Wpumwbl0vZpupStznnnHN95wFbzSLiNuBLmfmMZda7CDg8M3fvR2bbmFzVNm0biavapqRN1VVtU9bmnHPO9Z0nHanf/YBNNda7Dfilji3T2dY8VRfY1iZVF+jaVF2gbXPOOed6zZ+w1SwirqVc5H5gznnRIiKAa4BVmbm/bbo2VZdt43Ip21Rd6jbnnHOu7/wJW/0+AawD3hQRO0w/GBGrgDcA+wEX2SZvU3XZNi6Xsk3VpW5zzjnnes2fsNUsIvYBvgY8ANgInAf8gHIUeD/KrGbrgNuBQzLzett0baou28blUraputRtzjnnXN95wNagiHg88EFgb8qOw889DFwPPDszL7dN36bqsm1cLmWbqkvd5pxzzvWZB2wNi4jVwO8CG4C9KDsONwCXAR/MzLttWzk2VZdt43Ip21Rd6jbnnHOurzxgc84555xzzjnRPOmIc84555xzzom249CAlVg1a9kewC7z1snM6/oTLWZb81RdYFubVF2ga1N1gbbNOeec6yMP2BpUXQT/GuAoYPUSqyY9v7a2NU/VBba1SdUFujZVF2jbnHPOuT7zm1zNIuJI4FMs7jj8FLhzONFitjVP1QW2tUnVBbo2VRdo25xzzrm+84CtfqdTdh7OBk7LzFsH9kxmW/NUXWBbm1RdoGtTdYG2zTnnnOs1zxJZs4i4E7g+Mx81tGU625qn6gLb2qTqAl2bqgu0bc4551zfeZbI+gXw9aERc7KteaousK1Nqi7Qtam6QNvmnHPO9ZoHbPX7BvCQoRFzsq15qi6wrU2qLtC1qbpA2+acc871mgds9fsH4KiIOGRoyIxsa56qC2xrk6oLdG2qLtC2Oeecc73mAVvNMvP9wGuBT0bEn0TEPkObFrKteaousK1Nqi7Qtam6QNvmnHPO9Z0nHalZRGxpsHpmZp/3UrKtYaousK1Nqi7Qtam6QNvmnHPO9Z3f5OoXHa27LbKteaquptuzrfm2/Jo135ZfM+ecc26g/Ambc84555xzzonma9icc84555xzTjQP2JxzzjnnnHNONA/YnHPOOeecc040D9icc84555xzTjQP2JxzzjnnnHNOtP8D2rmRps3qz6QAAAA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" ] @@ -262,17 +262,18 @@ " plt.xticks(x, labels=sorted_recipe_names, rotation=90)\n", " plt.title(q)\n", " plt.legend()\n", + " plt.savefig(\"bin_\"+q+\".pdf\")\n", " plt.show()" ] }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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Qapq71VLfzbgnNunh+AUXoijYec65x8r/6Zx7Xv7IquSPqtcj+Y7P9ySwRjjn/ix/Fmc1+SOm9UquLf+7c+66CtN/R9KJWSOb79xir/DxQufcAxWm8UZqGsPkzxKkfTW83+ecu7jC+E7S0Srdu/HVsiITw/u78jurlRwn37g16iD5o5eSdLhz7pWsgs65JWX/6un3S7vaOVfpHq1b5ZNsyX/PkyvMZ7Gk5P6ND+fMQ/JJ8BMVpvGY/DO7JOmTVuU+xRytWA+Tur8yfNyjwdhymb+neGL4eIPzPUCWx7FI0jfCx/7K702vJXUhv1GX/FmlYyq1v865C+TPWEn5y107vK3sx/ZcFt5X1vI9Jkv+DHxyn/e3M7YzZ8tfTVKLXzrn/i9n+NHh/Y/OuSsrFXDOvSB/uankLx1LmxjeW9VefUH+iPoy+R2gZRnl/ju8b2lm5XWaaPQ3qVWy7Xw1rDMNMbMt5du2VeR3dHdzzs1ucHLpe4Vn5JRL7nmudh/hO6m/uz1n2TnX5Zwz15wevH/nnLujwjzekr96QKrcljRzG9UOvw7vLWnj69RJsdTLSfqV/NUUmfvnyfLpGu+xP+kcbRsz26x8oPmOej5RVjYZ9j6V9hmPcc69mjGPX8qvryur9Fi4Sr7rnHszZ3jyqKG9zWytCsP3kT8DLJXawJqY2XCVlpNznXPPlJdxzj0lfwtmlr3k23dJOqHSd3HO3S/p5+Hjp81saCqGZuyzTwzv/6y0DQztTWbeUGZ+2XuedHtc9Z5dqTkdO90f3j9hZt80s26NeJv9OWfY4+G9Ysc8OZLveLqZjavWeUK9zGwD8x0J3W2+I6HF6Y4K5C/XkPwllfVMd7D8mTXJH+nK8jf5S6Ur2VGl5eSajDKSPxKXbMx3ScWwlko7Dddmjex8BxnJxnmXssHJTeRTnXNzM8Z/TaUONhoxPrw/65y7vdaRmvT90ip2jhA2QE+Hj/c45+ZljJ80AtWW8etzhiWJcB/5S9Ua0aP10Mz2NbPfhU4I3ipbH5Iku671oQ5byV9mJuUs82FDktR33m/aijZJWn69yNrwS6XlckszW7OB+TTLPS67B+THU3+X18WO4f3RsAPQjXNuqaQ/1hhHZjkzW1Wlg4W3mdlqWS9JyeNUPmhmK6cm0+r26iPh/QFJb+XEN1f+AKjkzw5X0uhvUqtk27mF+Q6chuSWzvZz+We1viHpI873UNyoZHu6KOyMZUm289UOzrfzUUh1tyUt2EY1hZntbma/Ch0ozTezZak2PllHh5vZoN4USw+crNIzvkfI36J2j/zB1gfMbJ8WzvtG+UtbpcoHdPeXTz6XqXQQOjFefh1aJununPZsoEoHZLPas+TqlDxXyB9A7C/fr0C5g8P7PyodfK5ie5Xag7x97htzhiXbj7cl/SmnXLJv0lelbaTU3H32vP3Ev4QYq0mS8Kx91vc45+ardCCtasdVUnOS2Mvl71PrI38PZ9Ir5g/M7KNlG/d2eCFnWFLhq+aUqeR4+bMdG8tfGvRi2MH+ei09fOUxs73lLxn4jvzO02BlP793jYz/ZxmV+vvxrELhSH6lxweUT+PRjDLJWcBkGulxRqq0UmeOHyQ7haPK/j86vFdrUP5TZXiejcJ73hmaSprx/dLylt+kwXmxhjIDqsSSV5fpesyLNU9D62HoQfAv8on0/vKP0MhaX+tdH2pV0zIf9PQ3bbRNSs+z1hhNfnktSmY9OOfSG8Pyuhgd3jPbsKDWHY68BOh98pflS/5Wmfk5r+TKlj7y7XZ5vK1qr5KDN2OqxDdfpYRtqCpr9DepifPPu70hfDxB0stmdo+ZnW1mn7YaevQ3s/VU2kk7yzlXbTmoJqmLigcYUhaE92pt6SoVxmmVRtqSZm+jesR8T+KXyV9d9CX55Xk1ZR8MaFU731Gx9JRzbpFzbkF4zXbO/V4+IbpBfpm4ysw2btG831Hp4PeBFU70JInt7eEqlrSkPesjf7VjXnv2mVA2qz2bk3OAP4n1dZWSs4PTw8xsfZXOpKYfTVSr0am/89qpvG1Dsu49UeGqv7T0M6lHZfzdyD77KJWW/8w4w4HjrLwhreYkNkja5azfeDk9TmJDJe8u30Pfi/JHN8bJX8r0V/mN1vfamMwuraFMXUdOnXP/ku/N9Xr5ZHZd+R3scyU9HLq8/ni9gZp/dMJV8o3mTPkjZmPlbwBfQ6WjasllU1nJbZb0DkLeEWcpe+M7qIYyieRygfQ4PR1fKl2iVW38nuxArF4WQ62a8f3Sall+aylTTV6s6WGNHnludD08R77zFslfBvUplToUSNaHI8Pwmh4l1IAiftNGzuYk86w1xvQ4Rah1uS2vi6Qda7QNK5d39LjRndR0ItPq9qqRGFfJ+H+jv0k9Pit/+fTT8uvshyV9W/5sxCvmH+Wzes746QMv03sQR72S2zfWyS21/PBGH/lTq0ba/ma3Zz11rEqXK94kf8ZwMy3fxqcf91Pvfk+ssTRdOEHxzfCxv0q3oLTCb8L7aPlOpSRJ5h8ps1NZmbRmtme1nBmUSpcUb2fLP4rsS/J50dvynWLVq9Z97rz1sKfb9Z6u7+mraZuxDas3ia1LU1ZI59wCSaeY2Xflr2PeQT6R3VP+BuLvyvc6um8z5leEcF35Z8LlZh+WPzK8h/xp+K0l/cnMJjjn8k6/l/uK/Mo4T9L24XKebqps4POkV6JqR7yzLgOfX1Ym716DZBrpccrHryWG8kRygXxDV+v4jWh0492M71eEvN8y/T3aFmtYtyaGj2c65yrec2FmWRuwZonlN50v377Ws150wrJXr6Qda7QNq0d6o/wp51ytlyiXT6OV7VUS47XOubx7wzpCOOJ/tqSzw5mgHSTtKn+Aaph8L9Hbm9kOGWce0ut7w/fVpiSXWA/OLeXPpHxE0npm1t85l3UP84Zl43SaTmvPjgrvVzvnKl3OKTPr38L5d2osLeGcm2lmr8gfbPlgC2c1Vf6EywbyZ17/Hv5/oPxBsPTZ2rSkPZvjnKvp7FsT3Cr/hIYN5c/GHhf+PzG8Xxsuba1X+T53VuKWtx7Or6FM+fC8fe5699kXVBheSwwVOefqvTUhuR857xap9zTjcuL3OO9h59wvnHMHyfe+mdyDsY9VeJh8bJxzbzvnbnfO/TDcBP9B+co2SafWObmkPm7LSWBHqnSWsF6zUn+/P6uQ+YdOZ11mMjP19+YZZWRm/VLzSI+TPI8xd/wguTR7Ztn/k8/dOgwo05OHkif32tXbgUkzvl8R8uoyXY+zMks132Yq7bD+NqfcVi2OY2bq707+TZN51hqjk19eY5Msg5ltWNCMe6Rnyt+bJfnLdRudhtS69iq5HLrR+ArjnHvKOfcb59yh8vftnRsGjVX3zkVaJdk5WqlKHx73hve+yr4HTyr1GzAr3OvcaTpmGxX66RgRPhbZxndULG2QnLBqWeer4axvcr/r/qmrL5OO727MSAyT9mxtM9ugVfGlhT5Gkk6bDgqXle+k0jamkUuJpRr3uZW/rZqZjB/2q7Okb2WcmfF3I/vsyaPTpJxtmPkOMDfJia9u4Z7z5Hae9iex5cI9NT9K/avejXZyg2+rLhvsMefcIyo1gPV+v+QIX973+2LdQQXh2v/kmvZP5xQdr+wjKv9QaaduQs409lTp3qHkCJxCxybJtfuZ45vvUW3X8vHLPndZ5d7kkg3SuJz4qkl6iR1lZl21jtSk71eEvKsikvtOlsl3DNEu6SPeFdeJsNOZ10HF4tTfjbYbD6t09DLvN91apYM/RfymyTzHmVleJwj7hfeHczrx6WRJb91bmNlGlQqEDeqelYbVI/QE+a/w8YthuvVqdXv1v+F9IzNreQc8OXq0fQ5nXSen/lVx++mcm5rqPXVqI/Mqk76XrOLyFPxRpW1fxTPeZe16XkcuhWniNio5S96T/bFa2vg+8j2S5+mkWDpa6LclueogrzfuZkguFx4s39nrGJUSqcsrj/LevpdUdo9qi10mv34Pk/Tx1LxnqNTBWb3+oVICmLfPvXfOsGTdWzXElSXZri8N803H0NN99uRe2rz9xI+rwb4ScqTb40cyS6X0OIk1s2pHv9NB1XuUMik/tMoRiZYxs4FmNqJKseQ71vv9kiNQO1XqtdH8YwVq7cY6S9Ko7FKpd7pwaebpWSM7/6iZm8LHI0NM5dNYQ/5h1JL0knyvZ2nJ/QfbmlnWPRk/ke+9TpIuKRs2JbyvkppPubO1/EapXleq9PtdZKkuy8tVWBZ7+v2KMMnMuh0pNN89fnLP6Z+yrhBokXR39N0a+dBZxLkqXW5SyVyVNiLrNRJE6LBgSvj4GTP7SHkZM1tJpbNI76ryvT6tlix3/eU71evGzA5X6YqPX7QjqBa4UqV7Ac+u0GmIJH1Lzeu0KqnL90s6J2N+kt7rGKY8EZoS3lvVXl0uKXkE2CVW5TFYNWyjG5W0l5nrmZltEhKBLD3ZP2jUPSol4JmPIgvbvuRKskMzDqCcJn/mYJlKj7zoRM3YRlX9vWvwikqXK2btyH9X1a+q6KRYCmMVHmdTNry/ln+cS6XLeZvGOfewSj0IH6TSWdhXlf3khcdU6oX3JDPbsVK5hJmtk3VwsM5YZ6t0QPAolQ5UTcl7HFGVab4o/7QPSfpG6PdmOeYfKfT1nMncrFL7fqZV6BE7HEA/Iny8Mf10gibts08J7x82s24HcUKHfGfkfIdGJe3xIkn/rGkMV9vDeyeq9ADarrJhU+XPXHxH/sjyevI7mZvK/1DJTuXzklapZX6paW+Xmu+PwrRXkr80om+qXFeq3Oic6U0OZWbmfcey/4+W3+DdKH+kZiv5m/7Xlb+357LUvM+p8/ul454uf4/tOvLX6R8t/8DlF+UbbKech8rnzGM1lS4PeFvSSfI9cA6R75DrLvnuxmcr46HF8pcMLAjDX5V0uPxlOEPlLwFLP/T4sxXG7y/pwTB8sXzSvJn80brt5TvMSsa/ION7XJ4q82v5S+kGS9pGvsv05BE0FX/fGutq39Q8npVvJDaWv+9wtPwZwMsl/U8zv5+Wf5h9V058U7N+o2rLcYX1+Bn5ni6/JH8kcnj4+8UwfKGkzetch7pS0290PUy+4yL5y/M3Dcvqrio9UP2RrO8YppEM/5f85eGryrcZ/WqtzzDPF8LwBfI9lCfrzW7yR2qT73p8K+qixmX24tR8rgvLW/JorTPkz1g4+UedrFxh/Mzlpc44khgmNrLc1jCNc1LDbyz7nmfJJ7kzcpb9mn6PVPnfpsrfLt82bCB/r+tISR+VX89nyj9zuXz8HrVX1eKV9EmVHiL/onwSv4X8tndd+ctfj5S/92tei36T88Ow10J9rKGwnkmyUGaKfFtzuvz2bYR8e7qR/PY0udR1gaThGTF05cXR4PJ6V5jeJVXKbSx/X5uT347uK7+N3kzSRam4Km63yuq6oXVMtW8fJuYs/83YBv8xDH9Kft9ntfLfu8bvMyU1r59K2lK+Xd0uNewR5S//nRRL3jqSTGNqDfOv2i5VGP8Z+TOZh8kfrFxHfv3aVP5Zv+nYr6phPa8YZ50xHRum9Y5K+xPnVhlnhKSXVdr3OCcsl2uH3+MD8mfEfxumO7Zs/MlqYDsqf6bSpV5LJY3o4fcfo9J299kQ97DwOlB+X3uG8pebA1LDH5Dfzx4qvw06XL7TOSd/L+tGFcbv6T77APmeh5Pf4xT5NnuIfDv+b/l9tOdVfZ/UVSuTKntpKHtXzfVd448yMRVIV9mwqWULQaXXHEk7NLhA3JUxzampMl2p/2c2BHkLuvKT2Grfz8k3JAMb+H7n50zzdfku0meGz5MbrMPkvt1K81gq6VD5ZxZmbtTld9zfyIl1iaSjc2IYIX+wI68Or1SFHe0w/kAtnziUvy7P+33rqKuD5BvJvDh/0szvp2KS2P/K+T0XSprQwDrUlZpGo+vhZio10JVeV8l3iFbxO4ZpHJYz/uhUudz6lD9gNTtnWk7+jFq3naZm1EWNy2t/Sb+rEuMDktavd3mpM45kXhMbWW5rmMbK8keXs77j31K/+5JGf4+y+V2UM7/0q9vBS/WwvaolXvnL1ebWEN9rLfpNtpRvKyrNc2IoM6WG+N6WtE9ODF15cTS4vH70JLdmAAAgAElEQVQzTO9ZVUl65BP0N3Piv1HSSjnjJ3Xd0DqmJiSxYXhPt8EfyxkvM64K01lXpQM4lV7TJH0ib/nvsFjy1pFk+Z+aMf8pedOuIf6ZNaxfTv4ez4q/a9l3qBhnnTGtp9IBtuT1XzWMt5n8ZazVvssySVuXjTtZGW1plXmuJH/WM5n2X3v6/cN0v6RSIlv+el3Ln6A7KGMax1aox/Lp7JoTQ0/32TdV6UB++WupfGI8VVW2I6lxMsuEcqbSQc1v1lrXzbgn9svySdBV8tn9nPAF35A/HXyqpE2dc//InEK+T8ofaX9UtXef3UzPyncPfqr8Ue0Z8j2QLZLfwf2DpM9J+qjLf3B6Rc65o+Q3PveE6b4jf3TxPEljnHM9vtfOOfeg/FH6c+UbvUXyK+4fJO3mnPuFqvRK6Jy7Xf7yutPlj+gukL+M8mn5oycfcs79NCeG5+TPQnxd0p3yK+Bi+SN1N0jayzl3gHOuYu+ToW53l3SM/Fmlt+V3LP4h6RDnOxLrMefc5fJH3/9Hfud/nvz3nCn/+39DFS6/7un3azfnHxu1rfxv96z8MvGS/E7MNs6563JGb2Vcj4W4LpE/yrdY/gDMbZK+6HwPksuypyA55y6WP5I5Vf53yC2fM52H5I8A/7f8kcc35evpOfkjwjs75451oQUugnNuoXPus/KXw90o/xsulv/ed8j3/Lqdc+75omJshrDe7C2/rfmnfPszX74t+Jb8/TnJ5bk97lnV+Wcufk1+Wfy5/DNd58tv+F+XXx7Olu+l/tgK47e8vXLO/UH+6oCT5H/rOSG+t+SPol8l6Qta/tmFTeP8pYO7yl+i+IKWvx89cYJ8vw5T5J/B/XKIMfntzpK0mXPuhgrjttKv5Nv1ESrdB1qRc+5/5a/o+Jn89v9d+bPPt0v6knNub+d7YO5oTdgG/1V+Pfuz/P5D3jMs8+J4WX4n/v/Jn0lM2qt/hNh2V+l551nT6JhYeii5VW2m8p8BnGVf+XXsT5KekN/vTtqo6fL7fNs6577Srn0P558De2vqX0+E/Y1q4z0mf8Lly/IHLF+Q394ulN/m/kV+/2uE808LaUasi7X8rUCNduhUPt1fyy9X18gvn4vk97N+Ib9NST9/NWuf+2z5s7q/lF8235Xf7j0of2Xq+51zmffuNmGf/XH5A/k/DuMkecNNknZ3zjX79olx8uvDQvn2uSbJJT/oxcI9X3PlLwc71jl3TsEhAUBdzOyn8js5DzvnVoQeRdFCZvYb+StvfuGcO6zoeNC7mNkA+f2u/pIOdM5dWWUUtICZ/UD+QPVc+Vsash6l1cx5jpF0X/g41jl3b1753sDMfiF/CfyVzrkDq5VPtLR3YkRjF5UeON3rVyYAcQkH4pLeiWnDUIvT5a8a+0KV3r2BVhgnn8Deq/xH/KBFQqdzXwofr2hHAhvsFd4Xyl/i36uF9vfz8u1xZkezlZDE9gLhcQ5Zw1ZVqTfOF+UvMwKAjmFmK1d5pufxKvV0+7s2hITIOecele+YcTVVuCQcaLE9wvvxRd6S0st9RqVLui9u1kSr7HNvIunb4eMf2pg4d7Lj5Nvhy8JtKjXjcuJewMxOlD/yc4l8R1mvSFpd/l7fk+U76JCkw8P9hADQMcxsmPw96j+Xv//rKfmOIDaVdIh8vwKSb992dc41dB80ehczG65SL5wbOufmFBwSgBYKz/5eSf6e1Svle/z9i3PuE02cxx/l73X9rfxlw/Pleyf+hPw+99ry95iODX1v9FrhLOwz8tvzTZx/TFHt45PErvhCElvtFP1PnHPfbEc8AFCPkMRW27g9IuljsXdiBQBoDTObKWlU6l9vyyeT/2niPP4i34N2loXyncJx1VAP9Ss6ALTFVfKXjn9E/hm064TPL8mfufi5c47LiAF0qtfkz7Z+TP55iOvKX03yhnyv+NfJPx6MS7MAANXMle/B+eRmJrDBZPnt0jhJ68ufeV0o30PxrfInjZ5p8jx7pRX2TOzaa6/tRo8eXXQYAAAAAFCIe++9d45zbmjRcTTbCnsmdvTo0Zo+fXrRYQAAAABAIcxsVtExtAK9EwMAAAAAokESCwAAAACIBkksAAAAACAaHZfEmtnXzex3ZvYfM3vNzBab2atm9jczO8jMrOgYAQAAAADF6MSOnU6QfwTMw5LulvSW/DOddpc0XtJ+ZvYZHmYPAAAAAL1PJyaxn5d0v3PurfQ/zWwL+ecr7S3py5IuKyA2AAAAAECBOu5yYufc38sT2PD/RySdHz7u0d6oAAAAAACdoOOS2CqWhPd3C40CAAAAAFCIaJJYM9tQ0tfCx5uKjAUAAAAAUIxOvCdWkmRmB0saJ2klSRtI2lE+6T7dOXd9s+e3bNkyzZ07VwsWLNC7776rZcvoN6rZ+vbtq0GDBmnw4MHq379/0eEAAAAAiFDHJrGSdpLvwCmxRNIpkn7c7BktWbJEzz33nPr166fBgwdr1VVXVZ8+fcTTfJrHOafFixdr3rx5evbZZzVy5EgSWQAAAAB1M+dc0THkMrMBkjaUdLCkoyU9KumTzrkXKpQ9TNJhkjRy5MhtZ82aVdM8XnnlFS1ZskTDhw8ncW2DOXPmaPHixRo+fHjRoWjq1Oq/d1dXZ68jQCez71Vfx9yprGO9FcsHgEbRftTGzO51zo0tOo5m6/h7Yp1z7zjnHnXOHSfpJElbS/pZRtmLnXNjnXNjhw4dWvM83nzzTQ0ZMoQEtk1WX311zZ8/v+gwAAAAAESo45PYMsmzYfcys5WaNdElS5Zo5ZVXbtbkUMVKK62kpUuXFh0GAAAAgAjFlsS+IX9vbD9Jg5s5Yc7Ctg91DQAAAKBRsSWxu8onsG9ImlNwLAAAAACANuuoJNbMdjGzA82sW7e1ZraTpEvDx0udc1yPCgAAAAC9TKc9Ymcj+ftef2Zm90l6SdKg8P/NQ5k/yj9qBwAAAADQy3RaEjtN0mmSdpH0fkk7SjL5ZPY6SZc7524oIrBauvHuJM3uUvy8887TnXfeqYceekivvPKK5s2bpzXXXFNbb721Jk6cqAMPPJB7XQEAAAC0XEclsc65ZyR9t+g40N2ZZ56pV155RVtuuaV23HFHDRw4ULNmzdJtt92mW2+9Vddee61+//vfq0+fjrpCHQAAAMAKpqOSWHSuq666SmPGjNHAgQOX+/8jjzyi8ePH68Ybb9SvfvUrHXzwwQVFCAAAAKA34LQZarLzzjt3S2AlaYstttBRRx0lSbrlllvaHRYAAACAXoYkFj3Wr58/ob/KKqsUHAkAAACAFR1JLHrkmWee0UUXXSRJ2muvvQqOBgAAAMCKjntiUZfLLrtM06ZN0+LFizV79mzdfffdWrZsmU466STtu+++RYcHAAAAYAVHEou63HXXXfrVr3713ud+/frptNNO07e+9a0CowIAAADQW3A5MepyySWXyDmnt99+W4888oiOOeYYTZ48Wdtvv71eeOGFosMDAAAAsIIjiUVDBgwYoM0331xnnXWWTj/9dD3wwAOaNGlS0WEBAAAAWMGRxKLHkmfD3nTTTVq8eHHB0QAAAABYkZHEosfWXHNN9evXT0uWLNHrr79edDgAAAAAVmAkseixO+64Q0uWLNGaa66ptddeu+hwAAAAAKzASGJR1Z133qkrrrhCCxcu7Dbsrrvu0iGHHCJJOuSQQ9S3b992hwcAAACgF+ERO6hqxowZOvjggzVp0iRts802GjZsmObPn68ZM2bo0UcflSTtueeeOu200wqOFAAAAMCKjiQWVY0bN06nnHKK7rzzTj3xxBO6++675ZzTsGHDNGHCBB100EHaZ599ig4TAAAAQC9AElsjd6orOoTCbLjhhvr+979fdBgAAAAAwD2xAAAAAIB4kMQCAAAAAKJBEgsAAAAAiAZJLAAAAAAgGiSxAAAAAIBokMQCAAAAAKJBEgsAAAAAiAZJLAAAAAAgGiSxAAAAAIBokMQCAAAAAKJBEgsAAAAAiAZJLAAAAAAgGiSxAAAAAIBokMQCAAAAAKLRr+gAYjF1qhUdQl26ulzTprV48WLdcccd+tOf/qS77rpLs2bN0muvvaahQ4dqhx120KRJk9TV1dW0+QEAAABAFpJYVDVt2jTtsccekqRhw4Zp22231cCBA/Xoo4/quuuu03XXXadTTjlF3//+9wuOFAAAAMCKjsuJUVWfPn00YcIE3XHHHXrxxRd188036+qrr9ZDDz2kq666Sn379tVpp52m22+/vehQAQAAAKzgSGJR1e67765rr71Wu+yyS7dhn/vc5zRx4kRJ0uWXX97myAAAAAD0NiSx6LExY8ZIkmbPnl1wJAAAAABWdCSx6LEnn3xSkjR8+PCCIwEAAACwoiOJRY+89NJLmjJliiRpwoQJxQYDAAAAYIVHEouGLVmyRAcddJDefPNNjR8/XnvttVfRIQEAAABYwZHEomFf+9rXdOutt2rEiBF06gQAAACgLUhi0ZCjjz5al156qYYNG6Zbb71Vw4YNKzokAAAAAL0ASSzq9u1vf1vnnnuuhg4dqltvvVWbbLJJ0SEBAAAA6CVIYlGX448/Xj/+8Y81ZMgQ3XLLLdp8882LDgkAAABAL0ISi5qdeOKJOuuss7TWWmvplltu0dZbb110SAAAAAB6GZJY1OSUU07RmWeeqTXXXFO33HKLxowZU3RIAAAAAHqhfkUHgM73hz/8QT/4wQ8kSRtvvLHOO++8iuU222wznXjiie0MDQAAAEAvQxKLql5//fX3/p4+fbqmT59esdy4ceNIYgEAAAC0FElsjbq6XNEhFGbixImaOHFi0WEAAAAAAPfEAgAAAADiQRILAAAAAIgGSSwAAAAAIBoksQAAAACAaJDEAgAAAACiQRILAAAAAIgGSSwAAAAAIBoksQAAAACAaJDEAgAAAACiQRILAAAAAIgGSSwAAAAAIBoksQAAAACAaJDEAgAAAACiQRILAAAAAIhGv6IDiMaVVnQE9TnANXVyjz/+uP7yl7/o3//+t6ZPn64nnnhCzjldc8012m+//Zo6LwAAAADIQhKLmlx44YX66U9/WnQYAAAAAHo5LidGTbbccksdd9xxuvrqq/XUU09p3LhxRYcEAAAAoBfiTCxq8tWvfrXoEAAAAACAM7EAAAAAgHiQxAIAAAAAokESCwAAAACIBkksAAAAACAaJLEAAAAAgGh0VBJrZiuZ2XgzO8fM7jGzF81skZk9b2bXmllX0TECAAAAAIrTaY/YGSfplvD3S5LulfSWpM0lTZA0wcxOc859t6D4AAAAAAAF6qgzsZKWSbpO0q7OueHOuU855z7nnNtK0uclLZV0ipntVmiUAAAAAIBCdFQS65y7zTm3n3PuzgrDrpY0JXw8qK2BAQAAAAA6QkclsTW4P7xvUGgUAAAAAIBCdNo9sdVsEt5fLDSKXui+++7TkUce+d7nRx99VJJ08skn6+yzz37v//fcc0/bYwMAAADQe0STxJrZMEkTw8frCgylV5o3b57++c9/dvv/k08+WUA0AAAAAHqrKJJYM+sn6XJJa0i61Tl3U9uDOMC1fZadpKurS8717joAAAAAULwoklhJF0kaL+k55XTqZGaHSTpMkkaOHNmeyIBezr5nVcu4U2s4AHJl9elIatoBpabF3WGmTq3+vbq6Out7dWLMK+ryUZNa1sVOO7AbY8xoik5rP2JtO2KNuyloP6LU8R07mdlPJR0i/9zY8c65l7LKOucuds6Ndc6NHTp0aNtiBAAAAAC0R0cnsWZ2jqRvSHpVPoHlBkwAAAAA6MU6Nok1s/+R9C1Jr0nawzn3aMEhAQAAAAAK1pFJrJmdIek4SXPlE9gHCg4JAAAAANABOi6JNbPTJJ0g6Q35BPb+gkMCAAAAAHSIjuqd2Mw+Lek74eNTkr5uVrHHsMecc2e0LTAAAAAAQEfoqCRW0uDU32PDq5JpkkhiAQAAAKCX6agk1jk3RdKUgsMAAAAAAHSojrsnFgAAAACALCSxAAAAAIBokMQCAAAAAKJBEgsAAAAAiAZJLAAAAAAgGiSxtTKL69UiV155pXbZZRetscYaWm211TR27Fidf/75WrZsWcvmCQAAAAAJkljU7KijjtKBBx6o6dOna5dddtEee+yhJ554QpMmTdJ+++2npUuXFh0iAAAAgBUcSSxqct111+mCCy7QsGHD9OCDD+rmm2/W9ddfryeffFIf+MAHdP311+tnP/tZ0WECAAAAWMGRxKImp59+uiTpzDPP1CabbPLe/9ddd11deOGFkqQzzjiDy4oBAAAAtBRJLKqaPXu27r33Xq288sraf//9uw0fN26c1l9/fb300ku65557CogQAAAAQG9BEouq7r//fknSFltsoQEDBlQss9122y1XFgAAAABagSQWVT3zzDOSpFGjRmWWGTly5HJlAQAAAKAVSGJR1YIFCyRJAwcOzCyz2mqrSZLmz5/flpgAAAAA9E4ksajKOSdJshY+fxYAAAAAakESi6oGDRokqXRGtpJkWFIWAAAAAFqBJBZVjR49WpI0a9aszDLPPffccmUBAAAAoBVIYlHVmDFjJEmPPPKI3nnnnYpl/v3vfy9XFgAAAABagSQWVY0YMULbbLONFi1apGuuuabb8GnTpmn27NkaNmyYdthhhwIiBAAAANBbkMSiJieddJIk6YQTTtBTTz313v9feeUVHXnkkZKkE088UX36sEgBAAAAaJ1+RQeAOOy333464ogjdOGFF2qrrbbSRz7yEa200kq69dZbNW/ePO2zzz6aNGlS0WECAAAAWMGRxKJmF1xwgXbeeWedf/75mjZtmpYuXarNNttMX/nKV3TEEUdwFhYAAABAy5HE1io8K7W3O+CAA3TAAQcUHQYAAACAXopTZwAAAACAaJDEAgAAAACiQRILAAAAAIgGSSwAAAAAIBoksQAAAACAaJDEAgAAAACiQRILAAAAAIgGSWzgeA5s21DXAAAAABpFEiupX79+WrRoUdFh9BqLFy9W3759iw4DAAAAQIRIYiWtscYaeu211zhD2Cbz5s3ToEGDig4DAAAAQIRIYiUNHjxYCxcu1OzZszV//nwtXbqUhLbJnHNatGiR5syZo7lz52rw4MFFhwQAAAAgQv2KDqAT9OvXT6NGjdLcuXM1d+5cvfDCC1q2bFnRYa1w+vbtq0GDBmnkyJHq379/0eEAAAAAiBBJbNCnTx8NGTJEQ4YMKToUAAAAAEAGLicGAAAAAESDJBYAAAAAEA2SWAAAAABANEhiAQAAAADRIIkFAAAAAESDJBYAAAAAEA2SWAAAAABANEhiAQAAAADRIIkFAAAAAESDJBYAAAAAEA2SWAAAAABANEhiAQAAAADRIIkFAAAAAESDJBYAAAAAEA2SWAAAAABANEhiAQAAAADRIIkFAAAAAESDJBYAAAAAEA2SWAAAAABANEhiAQAAAADRIIkFAAAAAESDJBYAAAAAEA2SWAAAAABANEhiAQAAAADRIIkFAAAAAESDJBYAAAAAEA2SWAAAAABANEhiAQAAAADRIIkFAAAAAESDJBYAAAAAEA2SWAAAAABANEhiAQAAAADRIIkFAAAAAESDJBYAAAAAEA2SWAAAAABANDouiTWzTc3saDO73MweM7NlZubMbL+iYwMAAAAAFKtf0QFUcISko4sOAgAAAADQeTruTKykhyWdJelzkjaWNK3YcAAAAAAAnaLjzsQ65y5JfzazokIBAAAAAHSYTjwTCwAAAABARSSxAAAAAIBokMQCAAAAAKLRcffE9oSZHSbpMEkaOXJkwdFUZt+rfo+vO9U1aWY13E/smjQvSVOnVp9fV1fz5tc2V9ZQjwd02PeqJeYDa5hOk5aPmpaNpsypuVimkWeFXT46TKe1H7Vsx28fV9u02rl8NCvuGGOubWbt22eKte2INW6smFaoM7HOuYudc2Odc2OHDh1adDgAAAAAgCZboZJYAAAAAMCKjSQWAAAAABANklgAAAAAQDRIYgEAAAAA0SCJBQAAAABEo+MesWNm20i6IPWvzcP7j8zs2OSfzrnt2xoYAAAAAKBwHZfESlpd0ocr/H+TdgcCAAAAAOgsHZfEOuemSqrhidMAAAAAgN6Ge2IBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANEgiQUAAAAARIMkFgAAAAAQDZJYAAAAAEA0SGIBAAAAANHo2CTWzA4wszvN7E0zW2Bm083sKDPr2JgBAAAAAK3VkQmhmZ0v6QpJYyXdKekWSe+X9DNJ15pZ3wLDAwAAAAAUpOOSWDObIOlISS9J+qBz7lPOuX0lbSLpP5L2lTSpwBABAAAAAAXpuCRW0knh/QTn3JPJP51zL0s6Inw8kcuKAQAAAKD36ahE0Mw2kLStpEWSrikf7pybJul5ScMkbd/e6AAAAAAAReuoJFbSmPD+iHPunYwy/y4rCwAAAADoJTotid0wvM/KKfNsWVkAAAAAQC/RaUnsauH9rZwyC8L7oBbHAgAAAADoMOacKzqG95jZf0v6gaTLnXNfzCjzQ0knS7rYOXd42bDDJB0WPm4q6fEWhlu0tSXNKTqIBsQYNzG3R4wxS3HGTcztE2PcxNw+McZNzO0RY8xSnHHHGHM9RjnnhhYdRLP1KzqAMvPD+2o5ZZJh88sHOOculnRxs4PqRGY23Tk3tug46hVj3MTcHjHGLMUZNzG3T4xxE3P7xBg3MbdHjDFLccYdY8zovMuJZ4b3UTllRpSVBQAAAAD0Ep2WxN4f3rcwswEZZbYrKwsAAAAA6CU6Kol1zj0n6T5JK0vav3y4mY2TtIGklyT9o73RdZxYL5uOMW5ibo8YY5bijJuY2yfGuIm5fWKMm5jbI8aYpTjjjjHmXq+jOnaSJDPbT9I18onqLs65p8L/15F0u6TNJR3jnPtpcVECAAAAAIrQcUmsJJnZBZKOkPSupL9JWixpvKTVJd0gaT/n3NLiIgQAAAAAFKEjk1hJMrMDJB0laStJfSU9JumXki50zi0rMjYAAAAAQDE6NokFAAAAAKBcR3XsBAAAAABAHpJYAAAAAEA0+hUdALozs5E9Gd8592yzYgEArBjMbNeejO+cu6NZsdQjxrhj3I7HWM9StHUdY8zRLR8xxozacU9sBzKzZZIa/WGcc67tByfMrCe9RRNzHczs6R6M7pxzGzUtmBrFWNcx1rMUbV0TcxvEuG2R4oybmNsnxriJuT1ijBm148fpTM+q8ko3KvX3m+F9jdT/ZrUsouqsoHF7IsaYJWl0xv+dsuNKhhV11CrGuh6d8f9Ormcpzrom5va4Q92XzZUl7RD+fkOl7cgoSWuG8vdIWtSOADPEGHeM2/EY61mKs65jjDnG5SPGmFEr5xyvDn/JP2LoWkkvS5okaY3UsNXlH0X0YijTp+h4U7GdI2mBpLMlbS3fEK8e/j5L0nxJZxcdZ2wxyze05a9zJC0Jy8DeId6tw9/XhGFnSxpVdB3HUtcrSj3HUNfEXFi8AyTdLf8Iu09VGL6npEdDmQFFxxtz3IpwOx5jPUdc1zHGHN3yEWPMvHJ+z6ID4FXDjyQdJ+kdSR/IKfMBSe9KOqHoeEM8h0haLGmXnDI7hzKHFh1vrDGHmPaRtFTS/jll9gtl9i063ljrOsZ6jriuibk9Mf9I0jxJw3PKrCeffJ9edLwxxx3pdjy6eo64rmOMObrlI8aYeWW/uCc2Amb2iKRnnXOfqFLuz/JngDZvT2S5sdwr6U3n3O5Vyt0maU3n3DbtiSw3luhiliQz+7ukvs65HaqUu1v+Ho+d2hNZbizR1XWM9SxFW9fE3AZmNkPSw865vauUu1HSlq6g+7zLxRh3pNvx6OpZirauY4w5uuUjxpiRjUfsxGFDSXNrKPeGsu/ja7dN5S99qeZFSe9vcSy1ijFmSfqgpBk1lHtG0pYtjqVWMdZ1jPUsxVnXxNwe68uf2almofzZiU4RY9wxbsdjrGcpzrqOMeYYl48YY0YGktg4zJO0o5lldsQVhu0QynaChZLG1FBuTCjbCWKMWfKdEGxWQ7lNWx1IHWKs6xjrWYqzrom5PV6VNM7MBmYVMLNVJY2TNKdtUVUXY9wxbsdjrGcpzrqOMeYYl48YY0YGktg4/K+kEZJ+YWaDygea2WqSfh7K/LXNsWW5Q9KmZnaamXXridO878snBZ3yHK4YY5akf0kaY2aHZhUws69K2kbSP9sWVb4Y6zrGepbirGtibo8bJa0j6TozG10+MPzvOklrh7KdIsa4Y9yOx1jPUvAp+lkAACAASURBVJx1HWPMMS4fMcaMDNwTGwHzD8W+V9Jg+S7Xb5a/ZFHyl5XsJd8L5uuSxjrniuyCXZJkZlvK78ivIn8J5lVaPubPS9pY/rKO7Z1zDxUQ5nJijFmSzGwXSbfLP7ZjqqQrtHzcB0raTdIySeNdBzy8O8a6jrGepWjrmpjbwMyGyB+c2VC+Z+17tHzMO8g/iu8ZSf/lnHutgDC7iTHuSLfj0dWzFG1dxxhzdMtHjDEjR9E9S/Gq7SVpc/kGbll4LQ2v5PN9krYoOs6ymMdJml0Wbzru5yXtVnScsccc4v68/CVGWXHPl3Rg0XHGXtcx1nPEdU3M7Yl5XfkzD+ntSXo7c71yevIk7rpijnE7Hl09R1zXMcYc3fIRY8y8Kr84ExsZM9tZfkdpg/Cv5yVNc87dWVxU2cxsFfnHjnSLWdK1zrl3iootS4wxS5KZDZf0VUm7qnvclzrnXigqtiwx1nWM9SxFW9fE3CZmNkLdl+k7nHPPFhdVdTHGHdt2XIqznqVo6zrGmKNbPmKMGcsjiQUAAAAARIOOnQAAAAAA0cjsyhudycw2kH921SpZZVyHdCiTMLO+koYoP+aOunwjxphjRV23T4x1TcytFy6BHqvq25Zfty2oGkQcd1Tb8VjrWYqvrqX4Yo5x+YgxZnTH5cSRMLMvSPqepI2qFHXOuY44OBHu6zhV0s6SVs4pSsw9ZGYbSzpBvnfc9ST1zyjaMXHHWNcx1rMUbV0TcxuY2YmSTpTU7bEe5ZxzfVsfUW1ijDvS7Xh09SxFW9cxxhzd8hFjzKisI1YC5DOzAyX9Wv7RHq/Ld/29oNCgqjCzj8p3EZ8sY6+JmFvCzMZKuk3SQPllJLd46yOqLsa6jrGepWjrmpjbwMy+KelH4eODkp5Uh8csxRl3pNvx6OpZirauY4w5uuUjxpiRjTOxETCzByVtIWmSpIudc0sLDqkqM/unpO0knS3pdOfc3IJDqirGmCXJzG6T1CXpaklnSnrSOfdWoUFVEWNdx1jPUrR1TcxtYGZPSBolaR/n3J+LjqdWMcYd6XY8unqWoq3rGGOObvmIMWZkI4mNgJm9I+lfzrlxRcdSKzN7W9Ijzrntio6lVjHGLElm9pakmc65LYqOpVYx1nWM9SxFW9fE3AZm9q6kO51zexQdSz1ijDvS7Xh09SxFW9cxxhzd8hFjzMhG78RxeE3++VUxmSd/mUZMYoxZkt6R9EDRQdQpxrqOsZ6lOOuamNvjRflLF2MTY9wxbsdjrGcpzrqOMeYYl48YY0YGktg4/FXSf5lZx9xnV4M7JG1ZdBB1ijFmSfqXpPcVHUSdYqzrGOtZirOuibk9bpS0s5nldULViWKMO8bteIz1LMVZ1zHGHOPyEWPMyEASG4dT5TuTOdvMYumM63uSRpvZMUUHUocYY5akH0oaY2afKTqQOsRY1zHWsxRnXRNze0yW9JakX5vZ4IJjqcdkxRd3jNvxyYqvnqU46zrGmCcrvuVjsuKLGRm4JzYSZvY+STdJGiDfQ+psScsqFHXOudPaGVsWM9te0m/lL5H5i7Jj7phnccUYsySZ2b6SfiHpz/JHdPPi7ojny8VY1zHWsxRtXRNzG5jZWpKmSRopabryty2HtDO2PDHGHel2PLp6lqKt6xhjjm75iDFmVEYSGwEz6yPpPEmHK/vsuZPvmt11ynOtzOw4SafIH13MRcw9Y2afk3SWpPWrFO2k58tFV9cx1rMUbV0Tc4uZ2QBJ10r6uKo/FqqTti3RxR3jdjzGepairesYY45u+YgxZmTrmJ0s5DpJ0hGSFssfpXtKHf5cKzM7XP4xJJLvDIeYW8TMJki6Qn7D95qkmerwuGOs6xjrWYq2rom5PX4g6RPyy/PliiNmKc64o9uOK856luKs6xhjjnH5iDFmZOBMbATMbIakdSTt5Jx7sOh4amFmj0raSNLezrm/FB1PLWKMWZLM7F5JH5J0lPzz5SpevthJYqzrGOtZirauibkNzOw5SatK+qBzLpqeUWOMO9LteHT1LEVb1zHGHN3yEWPMyEbHTnEYLumOWBq2YLR8zFHszAWjFV/MkrSZpLuccxfFklgpzrqOsZ6lOOt6tIi5HYbIxxzbzlyMcce4HY+xnqU46zrGmGNcPmKMGRlIYuPwvPwzKmPyqvzlGjGJMWZJelO+Y4KYxFjXMdazFGddE3N7PC0pxnu+Yow7xu14jPUsxVnXMcYc4/IRY8zIQBIbh6skdZnZakUHUocYn8UVY8yS9L+StuP5ci0XYz3///buPEyysrz7+Pdm3xUYBYZhGRgEMQIOm4gwgq9vgIh4aSQuKCqJC5qIr4IakTdg1CAqUQyCxMFgQBNlEQ1RUDYjyCbIvgoDDMgyLDMggzPdd/54nqJraupUVzX089Q98/tc17m6qarDfPt09alzTp3zFMRc1mouYzbptWWD2iEDitgd8XU84nKGmMs6YnPE50fEZmmga2IDMLNVgQtIQ4B/wN1vr5w0LjN7MXA5aYCTQ939scpJ44rYDGBmGwPXkAYd+pS7L66cNK6Iyzricoawy1rNBeQDMmcA2wN/C1wU4VT5iN1BX8fDLWcIu6wjNod7fkRslmbaiQ3AzC4EVgFeA4wAc+j9uVavL5jXlZnNBl4MHAAsIMBncUVsBjCzo0jX4x1Mem4M/efLRVzWEZczhF3Wai7AzH6fv90sf10E/IHm5i2LhI0jYnfQ1/FwyxnCLuuIzeGeHxGbpZl2YgMws0GOEg3F51rl5tZnmo1Hzc9Dn93D9vly4ZZ1xOUMy/SyblHzBEV8bYGY3WouJ2K3msuI2CzN9DmxMexVO2AC3lc7YAIiNgMcQ9p4jiTiso64nCHmslZzGdNrB0xQxO6Ir+MRlzPEXNYRmyM+PyI2SwO9EysiIiIiIiJhaHRiERERERERCUM7sSIiIiIiIhKGroldRpjZAcCLANz9tMo5fTGznYA1ANz90so5fYnYDGBmGwErA7j7vZVz+hJxWUdczhB2Wau5ADM7FJgC4O7HVM7pW8TuoK/j4ZYzhF3WEZvDPT8iNi+vdE3sMsLMbgFeRhpNLcTBCTWXE7FbzeVE7FZzGW3NRBqpM2K3nh/lBF/WEZvDPD8iNi+vQvwRSF8eAFarHTEga5uiiNgMMbvVXE7EbjWXcRXpcxSjidgd8XU84nKGmMs6YnPE50fE5uWS3okVWQ6Y2VTGTnOdUzlnmaXlLCIiIjL5tBMrIiIiIiIiYWh0YhEREREREQlD18QGYWZrApsBa+ebFgBz3P3pelUiLywzewswzd2/UbtFho+ZrUIanfNRH+LTiMxsVWDU3RfVbhF5oZnZ54Ft3f2ttVuWVWa2OrArsCHwFHC1u+s6zUlgZusAOwPrAXcD1wzz64uM0enEQ8zMNgQOA94MzKD7YCB3AmcBX4+4gjOzI4Hp7n5IxYYVgN2AacCDwGXuvrjH418DzKg9xH0+sLEbsJC00n2m7b43Am8FXgrcAcx29+urhA7AzC4C9owwIqCZzQT2AzYmbWRcBZxde8fFzH4BXAj8m7vPrdkyiLyD+mHSc/pR0nP2t/m+7YCvA68lnUH0FPCfwKfc/bE6xYmZGfAW0t/bTGA6YweI/wjcAJwP/Ku7318l8nkys7OA7d19y8odM4C/Ymxdfba739Dj8YcAu7v7+wsldmuYBbyBtJ7+L3e/Nt++JnA0S66nT3b3b9Vq7Vew9fTqpPVK+7r6SuCb7n5Lxa5tSOuLSzvXC3m76HBgrY7ZzgQ+VGudZ2aLSa8t3yH97f2pRseg8nrjOMZeW77dOlBuZgcDx5M/uii7AzjI3a8u3SqD0U7skDKztwLfJX2mYGvndT5pBQxp5bZO2yxPA+919zNLNb4QzOxyYJdaL4Zm9irSxvAWbTc/CBzh7mc0zHMq8J6aL+Bm9jbgXxl7kXsAeJu7/8bMjgU+yZIHPRYDH3D37xYNzcxsvT4fei7phWYKbf01XrTN7AjgBnf/747bVwVOAd7VuglorUjvBg5w95uKhXYws9HcMwr8nLTB8ZNeB2ZqM7OVgYtIv/vW730EOAC4DbiCdJS8nQM3Aru6+8JCqUvIG6I/BLal94jDDjwLfM7dv1qi7YVUez2dGw4B/oU0cFrrb86B2cDH2g/itc1TdV1tZl8HPtr6T9Lf5EdI64/zgb07ZnHSBvaHi0W2yWfC9OMY4OXAX7Lkevqsyegaj5mdB1zg7sd33D4NuID0cSmdf5+LgIPd/QdlKpdkZqcB7wA2aX8DwsxOAA4l9T5Kek2ZQjoTz4CbgFe7+x8rNLdeWwCeAP6ddLDxd6Vb+mVmLwGuJx0oaj0HHPgscDnwy3z7HNLPtA1pBOgngO2iHnhcbri7piGbSKc1LCLteMwGXg+s3eVxa+f7Ts2P/ROwY+3+AX/Wy4GRSv/2BqQXiVHgSdLR2Yfzf48AJ5EP9HTMd2qt5vzv/1n+XY+S3om/NX8/F9gzf38V8P+Ad5MOhiwGniG9g1yjubVMJzItrtg8u8vt3873/Yl0ZPwL+blyf779XuBFFZ8fo6QdptG25f4Q6Uj0trW6xmn+WNuy+0ye7s3P72/nn+czwKakg3f7ALfnn+3wSs0btK0v7iQdLDiWtFP7dG7+OHBgXo8/lXv/qfbynsDPWm09nf/9HfJr4ihpp+TLwNn5b3AEuBqY0mW+autq4I25dwHpgONJwON5PfzX+b5vkN6N2wR4L/BI/nlmVWp+Puvpms+PpnX1r9r+Pv+W9I742/NzZ5R0pkSt18TbSWdQtd/2irws5wFv6bhvBulA3whwZMXlPCf3tT9XrgI+RMXXvR7Nx+XW80gHSXcD/jv/DOeT3rR4TdvjX9z2/Pha7X5N4/x+awdo6vJLSacHjwD7DzDPAXmeM2v3D/iz1tyJ/XJeUZ0OrJ5vWzGvjOfn5XkGsELHfLV3Ymfn7o+13XZIvu2u/EK3csc8n8j3f6VSc+sFb3QiU8Xm2R23bZV/jieAV3Xct1p+cRwBPl3x+TGanyM7AyeTNpzbNzguy8+XtWo1dmm+nLRxv2nbbZuRTsFcBBzVZZ4Z+f7fVGo+IS/X44GVOu6bBtxM2ilZP9+2OeldlBHSKa41mmdOcLq+8jrv3/KyPqzj9leSTtcezV837Li/5k7sufl3vUfbbTvm2xaQ3nHtnOcv8s/y3UrNo6QDnr/KryNN0+P551ji9orPj27r6tcytgO7Tpd5Wq///1ypeQHww47bPpOX60EN86yb1ym/q7mcgVVI7yJfkJ8vrdeXp4HvAXvVei50ab6RdLBx9bbb1mDsgNG7usyzDukNjptq92sa5/dbO0BTl19Ketfk0gnMdynwUKXm+ROcFlfcyLiB9IHWa3S575XAPXkldyZtG6k1N4zyv38XcFeX22/NvUu9gOQXnYeA31ZqviP/rr/RbXm3Pe6imsu2o6XbhtFh+fZPNsyzCeno/mXD0k3auX43Y0fxWxscC0jvHlbZoepofgI4v8vtF+TWzRvmuxh4olLz7/Pf4lJna+T7987L+iNtt21D2ik/o+JzYyLvso1WXufdDdzWcN+apINHo3kdOLXtvpo7sQ+QBuPpvP3yvEy3b5jvzqaftUDzGXk5XtPUlx83NOvp3NNtXf25vJwPbJhnddKOzA2Vmuez9E7st3Lzej3mOxd4eoiW8ybA/8/rw/azf+4C/h7YuPJz42ng3IblOAJs0DDfebWWs6b+J33EznBah3Rq6KDmsuR1siWtNcGp5nNwOnCVd7m2xNNgIa8lbVC8GTgzX7c3DKaSdsA73Zi/LjWAk6cBGG5gyWt/S9oOOJF0PdgNZvb6Sh3P15ak62l+3O1Od78PuJa0szIU3H2hu3/P3fcivXv5RdK6Yk3SKYyXmtmtZvZJM9ugUuYapCPfnVq3NQ1a94c8bw1TgWs9b/F0cWX+um3rBne/lXR9756T3Daeewecag/gshHQ9bo7TyP07086BfBlwCX5WsjappA25Dvdk7/e0TDfbaQBiIpz93eSBpraGLjSzI4Zote9QU3NXy/rdqena6ivI50hUcPdwE4dty3IX1fvMd/qpANhQ8Hd73P3o919C9Lp2j8gXUoxHfg8cI+Z/XSA661faCuSztjp9Gz+2nRt8TN5Xhli2okdTvcBu+ZRc/tiZisCr87z1jCPtHG/A2nl1e90XY3YbJR0lK4rTxf0zyJtVLwROCePoFrbCN1XygsA3H1ew3x/oPeL46Rx92fc/e8YG8jkfDM7JQ9tH0nrRW1Oj8fcS9pBHDrufre7H0k6VXdf0lkGi0gb/8eS2muYR1ofdGrdNqNhvhmkd3FreIqxDeVuNspfOzc455B2cGq4J3/d3d2n9zuRDszUNJ8eHwnoadCyA0nXI29J2pHdrFBbk6dJg1B1WgjQ7eBp9hgVN57d/WzStZnnAEcC15rZLrV6nofWTsojPR4zj+6/oxLOBTY1sw+03dYaZOjt3WYws81J23k3T3bcRLj7L/OBkI1IA5pdR3ou70caQLOGB4Dtu9zeum1m5x15xPntSachyxDTTuxwOod0dPC0PAx/T/kxp5EGPTl7ctMatYYiX9/d5/Q7MfZCU8McYOteD/A0auAs4BbSYDLnkk7PrOlRxjaQ27VO5WmyFvU2+AFw90tIp2qfBLwfuCl/HFAUd+avL+3xmCmkje6h5cnP3f1A0o7Yx0nv1NfaoLsa2MXMnhut1cz+D7ALaUPi050z5HfzZ9LwDl0BVwM7m1nTu6qHkw7sdfaty9g7LqVdlb/uWOnfn6g5pAOkjdx9hHSd3g9IBz8uJh2sqeURuh/kuIn0MSVNptD9rIRi3H2eu/8V6cDAS4Ffm9lXzKz2a18vG5rZnq2p7fZe78pPJR00qOGrpN/zN83sKDNbx91/Thps6Atm9mkzmwJpRHwz25d0iusapNGth5a7P+nuJ7r7jqSdwRNI11HXcDEww8w+a2OOJB0AvRo4rsvB9E+Rzlr7TdlUGVjt85k1LT2RTgm+i/SO2+OkQS0+Sjplam9gr/z9R/N9rYFb7qDLAAaFmo/JvV2vFewxX82Bnb5Pepdkoz4eO4W0kT9Cxet4c8svgIcnMN8dpNMfq3R36dmbdErVCGlwrfUZomut6H394H7jLOcq11m1dS81Umef886s1LxP7l5I2lA7L3+/MD9PRoCfkj7W6I3AP5Le6RohfbRYjeb9cvN84Chgd9JBsX1Jp5u3Rhldp2O+u4ErKjUfnpuPHnC+31Re552Yl+d2fTx2hbw+ee7vt1Lz2fk5uvIA86xAGrvgV7WWdZemKcCP8vK8HXjdMK2nc2OvdfV7e8z3YK2/xfzv75jXESOk01ovIg2M9Ke2/gWtbY78c36/8nKe6GtL338HL3DzNqRTg1vLckH+/gHSm0XzSZfXnAJ8BfiftmU/q9ay1tTn77d2gKaGX0z6+IafsOSF8k0Dbozmx3a9QL1Q736knelTBpzvSODUSs0H52X32T4fvz7pXZXag5y0RlV85QDz7JjnOalWd0PXmqR3ZUfzxtv9w7Jx1Pa31W06rWGerfL936vcPaENjcrL+x861mkLWxugpGurOteDo8BPKzd/sWH93Pr4jn06Hr9Lvu/LlXpfRdq5GuhjifL6/eCKy7n1cTV9vb6QTslsjWhcayf2c/nf32OAefbP8wzdxzCRTnF9hLRD9dSwrKdz28U0j6Tc9YANYx9H9y+V2zciHVBvfWxe0yj+c0lvXHQdSK5Qa9TXln1Il9q1luXN5I+jJI158kzHsh8B/r52t6bxJ8u/RBlSZvYK0h/Zq0inSK1FeoFeQLq+6bfAj939xqb/h3SXPwT7a8A8dz+sz3nWJY3ouq6ngXKKM7ONSUcXr3f3Xtf7tM/zEdIH0x/r7j+bzL6JyKeOfoc00qG7e8gBFczsncDbSB+R0XXwpwINp5LeyZld499/Psxsa9Lp+8+SPrLj3rb73kU68LQp6Sj6j0gfU7K4Rmtb118Af0capGUt0unPF5L+1oby2rVozGx14J3AInc/rc95jPTZoOu6+9GT2dejYUVPpzn3+/j9SafI/8jdb5q8sokxs5eSPrbrAAKvpwHMbBbpFPVL3L3m2Bytng1IZ9m9EliP9K58azvvGtJHiVXdYDezg4E73f3XNTsmIq8PtgKe9XQpW/t900mXIrReW87SNnUM2okVkaFgZmuRr9XzdO2siAwpM1uP9FnDtQYDm5CI3WouJ2K3msuI2Lys08BOyzgzO87Mug3zP7TUXM4wdbv7U+5+yXg7sMPU3K+IzRCzW83FfJX02ZDRROxWczkRu9VcRsTmZZp2Ypd9U6j3OWgTpeZyInaruZyI3Woux2oHTFDEbjWXE7FbzWVEbF5maSdWREREREREwtBOrIiIiIiIiIShnVgREREREREJQzuxIiIiIiIiEoZ2YkVERERERCQM7cSKiIiIiIhIGNqJFRERERERkTC0EysiIiIiIiJhaCdWREREBmW1AyYoYreay4nYreYyIjYv01aqHSCT7hzgntoRA1JzORG71VxOxG41l/El4NTaERMQsVvN5UTsVnMZEZuXaebutRukT2a2ArAvsBvwEuAKd5+d73sJsC5wl7uP1KtckprLidit5nIidqu5DDObAXyQseYfu/sR+b5XA9sB/+nuT9SrXFrEbjWXE7FbzWVEbJYu3F1TgAmYCdwOjACj+evstvsPybftX7tVzepW8/A0R+1Wc7HmQ4CFubdb8/75tvfVbo3erWZ1q7n+FLFZU/dJ18QGYGabARcAM4DzgCNY+tz8M4FFwJvL1nWn5nIidqu5nIjdai7DzHYHTiZt0B0O7MrSzT8D5gNvKlvXLGK3msuJ2K3mMiI2SzNdExvDZ0mnoH3U3U8EMLMvtz/A3Z8ws1uAnSv0daPmciJ2q7mciN1qLuMIwIF93f1yALMlt+fcfZGZ3Qa8vHxeo4jdai4nYreay4jYLA30TmwMfw7c0tow6uE+YKMCPf1QczkRu9VcTsRuNZexG3Bla2Ouh2Fqhpjdai4nYreay4jYLA20ExvDBsCNfTxuIbD2JLf0S83lROxWczkRu9VcxouA+/t43CoM15lbEbvVXE7EbjWXEbFZGmgnNoYFpA2k8UwHHp3kln6puZyI3WouJ2K3mst4mNQznq2BuZPcMoiI3WouJ2K3msuI2CwNtBMbw7XATmbWeGqDmW0N7ABcWayqNzWXE7FbzeVE7FZzGb8GZprZTk0PMLM3AC8DLi4V1YeI3WouJ2K3msuI2CwNtBMbw2xgDeB0M1u/804zWwf4Nun3ObtwWxM1lxOxW83lROxWcxnHk0bmPMvM/m/+jNvnmNmepNbFwAkV+ppE7FZzORG71VxGxGZpUvszfjT1N5E+mmEUeBI4N39/M/AfwLz839+v3almdat5uJqjdqu5WPMnGPusxMfz18eAhxj7vNvDancuC91qVrea608RmzU1/C5rB2jq8xeVLjD/J+Bpxj6guTU9C3wNWKl2p5rVrebhao7areai3fsAV7RtwLWm3wFvqt23LHWrWd1qrj9FbNa09GT5lylBmNm6wF7AFsCKpGHAf+HuD1cN60HN5UTsVnM5EbvVXE4+DXo6udndH6ic1JeI3WouJ2K3msuI2CxjtBMrIiIiIiIiYWhgJxERkeWQma1qZpuaWePn1prZ2vkxq5Rs6yVit5rLidit5jIiNkszfZDvEDKzTZ/P/O5+7wvV0i81lxOxW83lROxWczUfA74E7A1c0vCYmcCFwOGka3qHQcRuNZcTsVvNZURslgY6nXgImdkoMNFfjLt78YMTai4nYreay4nYreY6zOx/gGnuvvk4j5sD3OPus4qEjSNit5rLidit5jIiNkuz6i+i0tW9THzjqBY1lxOxW83lROxWcx1bAtf18bibge0nuWUQEbvVXE7EbjWXEbFZGmgndgiNd4RoGKm5nIjdai4nYreaq1mP9PmI43ksP3ZYROxWczkRu9VcRsRmaaCBnURERJZPjwIz+njcDOCJSW4ZRMRuNZcTsVvNZURslgbaiRUREVk+XQHsZGY7Nz0g37cTcGWxqvFF7FZzORG71VxGxGZpoJ1YERGR5dPJgAHnmNkbOu/Mt52d//OkkmHjiNit5nIidqu5jIjN0kCjEw8hMxt5HrPXGqlTzYVE7FZzORG71VyPmX0L+CBpkKr7gdvyXVsD00gbfKe4+wfrFHYXsVvN5UTsVnMZEZulO+3EDqH80Q0T5u7F32FXczkRu9VcTsRuNddlZh8HPgNM6bjrUeBL7n58+arxRexWczkRu9VcRsRmWZp2YoMws6+SjhydBHwPuId0FGk6cBDwIeBkd/9krcZOai4nYreay4nYreayzGxF0nVgm+Wb5gDXuPvielXji9it5nIidqu5jIjN0sHdNQ35BBwCLAL26PGY1+bH/E3tXjWrW83D0Ry1W82aNGnSpEmTpl6T3okNwMyuAZ50973HedyFwIvdfWaZsp4tai4kYreay4nYrWYRERHpZSgGlpBxbQ38uI/HPQjsMskt/VJzORG71VxOxG41TwIz2zN/e6W7L2z77764+6WTkDWuiN1qLidit5rLiNgs/dM7sQGY2TzgIXffdpzH3Qxs4O7rlynr2aLmQiJ2q7mciN1qnhx5MCoHXu7ut7f9dz/c6424Ha5bzeVE7FZzGRGbpX/65cRwKfAmM/s8cJR3HHkwMwOOBrahv3cCSlBzORG71VxOxG41T45LSRtwf+z472EXsVvN5UTsVnMZEZulT3onNgAz+zPgCmA14C7gB8Dd+e7NgbcDM4CFwKvd/YYKmUtQczkRu9VcTsRuNYuIiEgv2okNwsxmAacDU1n6KJKRrrM6yN0vKt3WRM3lROxWczkRu9U8+cxsHdIpcwtqtwwiYreay4nYreYyIjZLM+3EBmJmqwF/CcwCpuWbwqP1LgAABkJJREFU5wKXAD9y92dqtTVRczkRu9VcTsRuNU+ufH3YVe6+a+2WQUTsVnM5EbvVXEbEZmmmnVgREZHlkJk9CfzE3Q+q3TKIiN1qLidit5rLiNgszVaoHSAiIiJV3MLYu8WRROxWczkRu9VcRsRmaaDRiQMxs5VJp6m9Dtg43zwXuJh0mtqiOmXN1FxOxG41lxOxW82T7hTgZDPb0d2vqR0zgIjdai4nYreay4jYLE3cXVOACdgR+D0wAox2TCOk0TBn1u5Us7rVPFzNUbvVXKz5G8BjwKeAlwGr1m5aVrvVrG41158iNmvqPuma2ADMbBpwHbAecB9p9Mu7SKNdTgfeCWwGzAN2cPe5lVKfo+ZyInaruZyI3Wouw8xGBni4u/tQnL0VsVvN5UTsVnMZEZulh9p70ZrGn4Bvko7k/zOwcpf7VwKOz485oXavmtWt5uFojtqt5mLNne8W95xq90buVrO61axmTS/spHdiAzCzO/O3W3nDL8zMVgBuJ404vWWxuAZqLidit5rLiditZhEREelFoxPHsDFwZdOGEYC7jwJXAlOLVfWm5nIidqu5nIjdahYREZFG2omN4RnSdVbjWTc/dhiouZyI3WouJ2K3mkVERKSRdmJjuB54nZlt0/QAM9sa2Cs/dhiouZyI3WouJ2K3mkVERKSRdmJj+A6wCnChmb3fzFZp3WFmK5vZ+4BfAiuTPgNrGKi5nIjdai4nYreaRUREpJEGdgrCzE4H3gE4adS0B/P3U0kHIww4w90PqhbZQc3lROxWczkRu9UsIiIiTbQTG4iZHQp8gvSZg+1+D3zN3U8sX9WbmsuJ2K3mciJ2q1lERES60U5sQGa2MWkkTAPud/e5lZPGpeZyInaruZyI3WoWERGRdtqJFRERERERkTBWqh0ggzOzjUhH+AHmuvuDNXv6oeZyInaruZyI3WoWERGRdhqdOBAz+xszuw24H7giT/eb2a1m9td167pTczkRu9VcTsRuNYuIiEg3Op04CDP7LvBu0vVVDjyQv9+o7bbT3P19tRo7qbmciN1qLidit5pFRESkid6JDcDM3gG8B3gEOBRYw903cfdpwBrAh4GHgfeY2dvrlY5RczkRu9VcTsRuNYuIiEgveic2ADO7EHgNMNPdb254zLbAb4HL3H3vkn0NPWouJGK3msuJ2K1mERER6UU7sQGY2WPAVe7+5+M87mfALu6+Xpmyni1qLiRit5rLiditZhEREelFpxPHsAYwr4/HPQasPskt/VJzORG71VxOxG41i4iISCO9ExuAmd1FGhBkK2/4hZmZAbcDK7j7liX7GnrUXEjEbjWXE7FbzSIiItKL3omN4efAdOA4M1ux804zWwE4FtgC+FnhtiZqLidit5rLiditZhEREWmkd2IDMLNNgeuAFwFzgNOBu0lH/bcA3kHaeHoC2MHd76uU+hw1lxOxW83lROxWs4iIiPSindggzGxX4IfANNJG0RJ3A/cBB7r7FaXbmqi5nIjdai4nYreaRUREpIl2YgMxs1WBtwGzgI1JG0X3A5cAP3T3ZyvmdaXmciJ2q7mciN1qFhERkW60EysiIiIiIiJhaGAnERERERERCWOl2gEymDzq5frAak2Pcfd7yxWNT83lROxWczkRu9UsIiIinbQTG0QeMOQYYA9g1R4PdYbk96rmciJ2q7mciN1qFhERkSZ6EQ3AzHYHfsHYRtHjwPx6ReNTczkRu9VcTsRuNYuIiEgv2omN4WjShtEpwJHu/kjlnn6ouZyI3WouJ2K3mkVERKSRRicOwMzmA/e5+ytqt/RLzeVE7FZzORG71SwiIiK9aHTiGAy4vnbEgNRcTsRuNZcTsVvNIiIi0kg7sTHcAGxYO2JAai4nYreay4nYrWYRERFppJ3YGL4O7GFmO9QOGYCay4nYreZyInarWURERBppJzYAd/8P4AvABWb2YTPbtHbTeNRcTsRuNZcTsVvNIiIi0osGdgrAzEYGeLi7e/VRp9VcTsRuNZcTsVvNIiIi0oteRGOwSXrsZFJzORG71VxOxG41i4iISCO9EysiIiIiIiJh6JpYERERERERCUM7sSIiIiIiIhKGdmJFREREREQkDO3EioiIiIiISBjaiRUREREREZEw/hdaWsrNa8kPNAAAAABJRU5ErkJggg==\n", + "image/png": 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NX3JlphfMj+xq8kVtzLtX54a5VzvzuxfPxGYtHD/iMYqSfcPd/1b/o7v/U+HMqhTOqncim8Z/DiSwbrj7/ypcxVlb4Yxpp7J7y3/j7lc3GP4Lkk5s1rOFxi32i/+e7+53NhjGM7lhjFO4SpD3ofj9R3e/oEH/LulY1Z7d+FBdkWnx+0WFg9VGjleo3Lp1mMLZS0n6iLs/0ayguy+t+2mg05d3hbs3ekZrhkKSLYXp/EyD8SyRlD2/8dqCcUghCb63wTD+pvDOLkl6i7V4TrFAP7bDbN5fFv/dt8vYCll4pnha/PdaDy1A1sexWNJ/xn9Hqrg1vb7MC4WduhSuKh3XqP519/MUrlhJxevdYHhezV/bc3H8HqEVW0yWwhX47DnvTzbZz5ytcDdJO77r7v9X0P3Y+P0zd7+sUQF3f0ThdlMp3DqWNy1+96u+eq/CGfXlCgdAy5uU+6/4vYOZ1c/TTLfLpF3ZvvNfcZvpipntoFC3raFwoLuXu8/tcnD5Z4VnF5TLnnlu9RzhC7m/V3rPsrtPdXfz3rTg/SN3v7nBOJ5TuHtAalyX9HIfNRi+H7/7Usd3KKVYOuWSvqdwN0XT4/Ns/fTuW+zPGkfb2cy2re9ooaGeN9eVzbq9XLVjxuPc/V9NxvFdhe11hGqvhWvkc+7+bEH37FVD7zCzDRp031/hCrBUqwPbYmabqLaefN3dH6gv4+73KzyC2cx+CvW7JJ3QaFrc/U+Svh3/fbuZjc3F0Itj9mnx+3eN9oGxvmmaN9RZUPddJF8ft3xmV+pNw05/it9vNrOPm9lKlfgg+9+Cbn+P3w0b5imQTeMZZjalVeMJnTKzzSw0JHSbhYaEluQbKlC4XUMKt1R2MtzRClfWpHCmq5lfKdwq3cjuqq0nVzYpI4UzcdnOfM9cDBuodtBwVbOePTSQke2c96zrnD1EPtPd5zXp/ynVGtjoxj7x+yF3v7Hdnno0fXkNG0eIO6B/xH9vd/f5TfrPKoFW6/g1Bd2yRHg1hVvVujGg7dDMDjCzH8VGCJ6r2x6yJLuj7aEDOyrcZiYVrPNxR5LN76Jl2o86SVpxu2i245dq6+UOZrZ+F+Ppldu9eQvIf8/9XT8vdo/f98QDgJW4+zJJP2szjqblzGwt1U4W/trM1m72kZS9TuVVZjYiN5h+11dviN93SnquIL55CidApXB1uJFul0m7sn3n9hYacBpTWLq5byu8q/UZSW/w0EJxt7L96eJ4MNZMtp9vdXJ+MF+F1HFd0od9VE+Y2d5m9r3YgNICM1ueq+OzbXQTM1tnKMUyAJ9R7R3fmys8ona7wsnWO81s/z6O+zqFW1ulxid0D1ZIPperdhI6s4/CNrRc0m0F9dko1U7INqvPsrtTilyqcAJxpEK7AvU+EL9/2+jkcwu7qlYfFB1zX1fQLdt/PC/p5wXlsmOTYartI6XeHrMXHSf+IsbYSpaENztmfYm7L1DtRFrLhquk3iSxlyg8p7aawjOcWauYXzSzN9bt3AfDIwXdshm+VkGZRj6tcLVjS4Vbgx6NB9gfa6eFryJm9g6FWwY+q3DwNFrN39+7XpPfm5mQ+/vvzQrFM/mNXh9QP4x7mpTJrgJmw8j3M161jbpp/1F2UDih7veJ8btVhfLXFt2LvCJ+F12haaQX05dXtP5mFc6jbZRZs0UsRfMyPx+LYi3S1XYYWxD8hUIifbDCKzSaba+dbg/tamudjwa6TLutk/LjbDdGU1hfy9J0Prh7fmdYPy8mxu+mdVjU7gFHUQL0coXb8qXwqMyCgk92Z8tqCvV2fbz9qq+ykzeTWsS3QLWEbawa63aZtMXD+26vjf+eIOlxM7vdzM42s7dbGy36m9mmqh2kneXurdaDVrJ50fAEQ87C+N2qLl2jQT/90k1d0ut91IBYaEn8YoW7i96nsD6vreYnA/pVzycVy0C5+2J3Xxg/c939xwoJ0bUK68TlZrZln8b9gmonvw9tcKEnS2xvjHex5GX12WoKdzsW1WfvjGWb1WdPFpzgz2J9WrXk7AP5bmb2MtWupOZfTdSuibm/i+qpon1Dtu3d2+Cuv7z8O6knNPm7m2P2Caqt/03jjCeOm+UNeW0nsVFWLzdbxisYcBIbZ/LeCi30PapwdmOKwq1Mv1TYaX1+EJPZZW2U6ejMqbv/XqE112sUktmNFQ6wvy7prtjk9b93GqiFVydcrlBpzlE4YzZZ4QHw9VQ7q5bdNtUsuW0mf4BQdMZZar7zXaeNMpnsdoF8PwPtX6rdotWq/4EcQKxbF0O7ejF9ee2sv+2UaaUo1ny3bs88d7sdnqPQeIsUboN6m2oNCmTbw1Gxe1uvEupCGcu0m6s52TjbjTHfTxnaXW/r50VWj3Vbh9UrOnvc7UFqPpHpd33VTYxrNPm922XSiXcp3D79D4Vt9rWSPqlwNeIJC6/yWbeg//yJl1kDiKNT2eMbGxWWWrF7t6/8aVc3dX+v67OB+pRqtyter3DFcFutWMfnX/fT6XFPVWPpuXiB4uPx35GqPYLSDz+I3xMVGpWSJFl4pczr6srk9bI+a+fKoFS7pXgXW/FVZO9TyIueV2gUq1PtHnMXbYcD3a8PdHvP303bi31Yp0lsR3qyQbr7Qkknm9nnFO5j3k0hkX2rwgPEn1NodfSAXoyvDPG+8nfG281eq3BmeF+Fy/A7Sfq5mR3o7kWX3+t9UGFjnC9p13g7z0pa7OCL5DeiVme8m90GvqCuTNGzBtkw8v3U999ODPWJ5EKFiq7d/rvR7c67F9NXhqJlmZ+OQYs1blvT4r9nunvDZy7MrNkOrFeqskwXKNSvnWwXKax7ncrqsW7rsE7kd8pvc/d2b1GuH0Y/66ssxqvcvejZsCTEM/5nSzo7XgnaTdLrFU5QjVNoJXpXM9utyZWH/Pbe9XO1Odkt1qMLS4UrKW+QtKmZjXT3Zs8wb1HXT2pSq8+Ojt9XuHuj2zllZiP7OP5UY+kLd59jZk8onGx5VR9HNVPhgstmCldefxN/P1ThJFj+am1eVp896e5tXX3rgRkKb2jYQuFq7PHx92nx+6p4a2un6o+5myVuRdvhgjbK1HcvOubu9Jh9YYPu7cTQkLt3+mhC9jxy0SNSL+nF7cQv8eAud/+Oux+m0Ppm9gzG/tbgZfJV4+7Pu/uN7v6l+BD8qxRmtkk6pcPBZfPj1wUJ7HjVrhJ26sHc31s3K2ThpdPNbjOZk/t7uyZlZGbDc+PI95O9j7Gw/yi7NXtO3e/Z/ys1GFBnIC8lz56167QBk15MXxmK5mV+Pj7YtFTvbavaAesPC8rt2Oc45uT+TnmZZuNsN0ZXWF+rJlsHm9ZhUS+ekZ6j8GyWFG7X7XYYUv/qq+x26G7jK4273+/uP3D3Dys8t/f12GmyVm5cpF+yg6PVW7ThcUf8Hqbmz+BJtXYDHozPOqcmmX1UbKdj8/hvmXV8UrEMguyCVd8aX41XfbPnXQ/O3X2ZNXx3XZPEMKvPNjSzzfoVX15sYyRrtOmweFv561Tbx3RzK7HU5jG3ivdVc7L+43F1M/lHGec0+bubY/bs1WlSwT7MQgOYWxXE17H4zHn2OM/gJ7H14jM1p+d+6nSnnT3g26/bBgfM3e9WrQLsdPqyM3xF0/cfHQcVxXv/s3va315QdB81P6PyW9UO6g4sGMZbVXt2KDsDp9iwSXbvftP+LbSo9vr6/uv+n2qNW5PLdkhTCuJrJWsldoKZTW23px5NXxmK7orInjtZrtAwxGDJn/FuuE3Eg86iBiqW5P7utt64S7Wzl0XLdCfVTv6UsUyzcU4xs6JGEA6K33cVNOKTsqy17u3N7BWNCsQd6lsbdetEbAny9/Hf/4jD7VS/66v/F79fYWZ9b4CnwID2z/Gq66m5nxruP919Zq711JndjKtO/lmyhutT9DPV9n0Nr3jX1etFDbmUpof7qOwq+UCOx9qp41dTaJG8SEqxJC2225LddVDUGncvZLcLj1Zo7HWSaonUJY17eenYS6p7RrXPLlbYvsdJ+vfcuGer1sBZp36rWgJYdMz9joJu2ba3VoyrmWy/viyONx/DQI/Zs2dpi44T/11dtpVQIF8f3920VM6Ak1gza3X2Ox9Up2cps/JjW5yR6BszG2Vmm7colk1jp9OXnYF6XaNWGy28VqDdZqybySqVPRu1ThdvzTyjWc8eXjVzffz3qBhT/TDWU3gZtSQ9ptDqWV72/MFrzKzZMxlfVWi9TpIurOs2PX6vkRtPvbO14k6pU5eptvy+Zbkmy+s1WBcHOn1lOMbMVjpTaKF5/OyZ0583u0OgT/LN0a9UycfGIr6u2u0mjcxTbSeyaTdBxAYLpsd/32lmb6gvY2arq3YV6UU1ftan37L1bqRCo3orMbOPqHbHx3cGI6g+uEy1ZwHPbtBoiCR9Qr1rtCqbl1tLOqfJ+CS91DBMfSI0PX73q766RFL2CrALrcVrsNrYR3crqy+bbmdmtlVMBJoZyPFBt25XLQFv+iqyuO/L7iT7cJMTKKcpXDlYrtorL1LUi31Uy+XdhidUu12x2YH859T6roqUYimNNXidTV33kVrxdS6NbuftGXe/S7UWhA9T7Srsv9T8zQt/U60V3pPMbPdG5TJmtlGzk4MdxjpXtROCR6t2omp60euIWgzzUYW3fUjSf8Z2b1Zg4ZVCHysYzE9Vq9/PtAYtYscT6EfGf6/Lv52gR8fs0+P3a81spZM4sUG+LxdMQ7ey+nixpN+11Ye39/Leaaq9gHZqXbeZClcuPqtwZnlThYPMbRQWVHZQ+U9Ja7Qzvtywd8mN9/Q47NUVbo0Ylis3NVduYsHwTo1l5hRNY93vExV2eNcpnKnZUeGh/40Vnu25ODfuczqcvnzcsxSesd1I4T79YxVeuPyoQoXtKnipfME41lbt9oDnJZ2k0ALnGIUGuW5VaG58rpq8tFjhloGFsfu/JH1E4TacsQq3gOVfevyuBv2PlPTn2H2JQtK8rcLZul0VGszK+j+vyXRckivzfYVb6UZL2lmhyfTsFTQNl2+b8+qA3DgeUqgktlR47nCiwhXASyT9dy+nTyu+zH5qQXwzmy2jVutxg+34AYWWLt+ncCZyk/j3o7H7IknbdbgNTc0Nv9vtMJvGxQq3528T19XXq/ZC9bubTWMcRtb99wq3h6+lUGcMb3d+xnE+ErsvVGihPNtu9lI4U5tN66f7MS/aXGcvyI3n6ri+Za/W+rLCFQtXeNXJiAb9N11fOowji2FaN+ttG8M4J9f9urrpPEshyZ1dsO63tTxy5X+YK3+jQt2wmcKzruMlvVFhO5+j8M7l+v4HVF+1ilfSW1R7ifyjCkn89gr73o0Vbn89SuHZr/l9Wibnxm5PxfmxnuJ2JslimekKdc0ZCvu3zRXq01co7E+zW10XStqkSQxTi+Locn29NQ7vwhbltlR4rs0V9qMHKOyjt5X0rVxcDfdbdfO6q21M7e8fphWs/73YB/8sdr9f4dhn7frl3eb0TM+N62uSdlCoV3fJdbtbxet/SrEUbSPZMGa2Mf6W9VKD/h9QuJJ5hMLJyo0Utq9tFN71m4/98ja284ZxdhjTp+KwXlDteOLrLfrZXNLjqh17nBPXyw3j8nilwhXxH8bhTq7r/1R1sR9VuFLpuc8ySZsPcPonqbbffSjGPS5+DlU41p6t4vXmkFz3OxWOs8cq7IM+otDonCs8y/qKBv0P9Jh9TYWWh7PlcbJCnT1GoR7/g8Ix2j/V+pjUW5XJlb0olr217fnd5kKZlgtkal23mXUrQaPPk5J263KFuLXJMGfmykzN/d60Iiha0VWcxLaaPleoSEZ1MX3nFgzzaYUm0ufE/0/tch5mz+02GscySR9WeGdh0526woH7MwWxLpV0bEEMmyuc7Ciah5epwYF27H+UVkwc6j+XFC3fDubVYQqVZFGcX+3l9KmcJPbfCpbnIkkHdrENTc0No9vtcFvVKuhGn8sVGkRrOI1xGEcU9D8xV65wfiqcsJpbMCxXuKK20kFTL+ZFm+vrSEk/ahHjnZJe1un60mEc2bimdbPetjGMEQpnl5tN469yy31pt8ujbnzfKhhf/rPSyUsNsL5qJ16F29XmtRHfU31aJjso1BWNxjktlpneRnzUH3BoAAAgAElEQVTPS9q/IIapRXF0ub5+PA7vIbVIehQS9GcL4r9O0uoF/WfzuqttTD1IYmP3ge6D31TQX9O4GgxnY9VO4DT63CTpzUXrf2KxFG0j2fo/s8n4pxcNu43457SxfbnCM54Nl2vdNDSMs8OYNlXtBFv2+bc2+ttW4TbWVtOyXNJOdf2eqiZ1aYtxrq5w1TMb9i8HOv1xuO9TLZGt/zytFS/QHdZkGJ9qMB/rh/P6ghgGesy+jWon8us/yxQS45lqsR/J9dO0TCxnqp3U/Hi787oXz8S+XyEJulwhu38yTuAzCpeDT5G0jbv/tukQir1F4Uz7PWq/+exeekihefBTFM5qz1ZogWyxwgHuTyS9W9IbvfjF6Q25+9EKO5/b43BfUDi7+A1Jk9x9wM/aufufFc7Sf12h0lussOH+RNJe7v4dtWiV0N1vVLi97gyFM7oLFW6j/IfC2ZNXu/vXCmJ4WOEqxMck3aKwAS5ROFN3raT93P0Qd2/Y+mSct3tLOk7hqtLzCgcWv5V0uIeGxAbM3S9ROPv+3woH//MVpnOOwvL/TzW4/Xqg0zfYPLw26jUKy+4hhXXiMYWDmJ3d/eqC3vsZ199iXBcqnOVbonAC5teS/sNDC5LLmw9BcvcLFM5kzlRYDoXlC4bzF4UzwP+lcObxWYX59LDCGeE93P1THmvgMrj7Ind/l8LtcNcpLMMlCtN9s0LLr7u4+z/LirEX4nbzDoV9ze8U6p8FCnXBJxSez8luzx1wy6oe3rn4UYV18dsK73RdoLDjf1phfThboZX6TzXov+/1lbv/ROHugJMUlvWTMb7nFM6iXy7pvVrx3YU94+HWwdcr3KL4iFZ8Hj1zgkK7DtMV3sH9eIwxW3ZnSdrW3a9t0G8/fU+hXt9ctedAG3L3/6dwR8c3Ffb/Lypcfb5R0vvc/R0eWmBOWg/2wb9U2M7+V+H4oegdlkVxPK5wEP8/ClcSs/rqtzG2vVV733mzYSQTywBlj6rNUfE7gJs5QGEb+7mkexWOu7M6apbCMd9r3P2Dg3Xs4eE9sDNyP90bjzda9fc3hQsu71c4YfmIwv52kcI+9xcKx1+be3hbSC9iXaIVHwXqtkGn+uF+X2G9ulJh/VyscJz1HYV9Sv79q82Ouc9WuKr7XYV180WF/d6fFe5M3drdmz6724Nj9r8rnMj/Suwnyxuul7S3u/f68YkpCtvDIoX6uS3ZLT8YwuIzX/MUbgf7lLufU3JIANARM/uawkHOXe6+KrQoij4ysx8o3HnzHXc/oux4MLSY2ZoKx10jJR3q7pe16AV9YGZfVDhRPU/hkYZmr9Lq5TgnSfpj/Heyu99RVH4oMLPvKNwCf5m7H9qqfKavrROjMvZU7YXTQ35jAlAt8URc1joxdRjacYbCXWPvbdG6N9APUxQS2DtU/Iof9ElsdO598d9LByOBjfaL34sUbvEf0mL9+x6F+rhpQ7ONkMQOAfF1Ds26raVaa5yPKtxmBADJMLMRLd7p+WnVWrr90SCEhIpz93sUGmZcWw1uCQf6bN/4/ekyH0kZ4t6p2i3dF/RqoC2OubeS9Mn4708GMXFO2fEK9fDF8TGVtnE78RBgZicqnPm5UKGhrCckravwrO9nFBrokKSPxOcJASAZZjZO4Rn1bys8/3W/QkMQ20g6XKFdASnUb693966eg8bQYmabqNYK5xbu/mTJIQHoo/ju79UVnlm9TKHF31+4+5t7OI6fKTzr+kOF24YXKLRO/GaFY+4NFZ4xnRzb3hiy4lXYBxT251t5eE1R+/2TxK76YhLb6hL9V93944MRDwB0IiaxrXZud0t6U9UbsQIA9IeZzZE0IffT8wrJ5F97OI5fKLSg3cwihUbhuGtogIaXHQAGxeUKt46/QeEdtBvF/x9TuHLxbXfnNmIAqXpK4WrrmxTeh7ixwt0kzyi0in+1wuvBuDULANDKPIUWnD/TywQ2OlVhvzRF0ssUrrwuUmiheIbCRaMHejzOIWmVvRK74YYb+sSJE8sOAwAAAABKcccddzzp7mPLjqPXVtkrsRMnTtSsWbPKDgMAAAAASmFmD5YdQz/QOjEAAAAAoDJIYgEAAAAAlUESCwAAAACojOSTWDM73cw8fnghOQAAAAAMYUknsWa2i6RPK7yIHAAAAAAwxCWbxJrZSEnTJT0u6bpyowEAAAAApCDZJFbSFyRtJ+mjkp4tORYAAAAAQAKSTGLN7LWSPinpMne/vux4AAAAAABpSC6JNbM1JH1P0tOSji05HAAAAABAQoaXHUADX5K0jaT3uPuTgzXS5cuXa968eVq4cKFefPFFLV++fLBGPWQMGzZM66yzjkaPHq2RI0eWHQ4AAACACkoqiTWz3SUdJ+lad79isMa7dOlSPfzwwxo+fLhGjx6ttdZaS6uttprMbLBCWOW5u5YsWaL58+froYce0vjx40lkAQAAAHQsmSTWzNaUdLGk+ZKO6nIYR0g6QpLGjx/fdn9PP/20Ro4cqU022YTEtU/MTCNGjNCGG24oKczzTTbZpOSoAAyEfb55femn8GY0AADQHyk9E3u6pK0lfcLdH+1mAO5+gbtPdvfJY8eObbu/Z599VmPGjCGBHSTrrruuFixYUHYYAAAAACoomSuxkg6QtFzS+83s/XXdto3fR5rZ2yTd7+4f6tWIly5dqhEjRvRqcGhh9dVX17Jly8oOAwAAAEAFpZTESuHK8JSC7i+Pn/V7PWKuwg4e5jUAAACAbiVzO7G7T3R3a/RReOWOJB0ff3t1mbECAAAAAMqRTBILAAAAAEArJLEAAAAAgMpI7ZnYZBW9SiJFvX69xTe+8Q3dcsst+stf/qInnnhC8+fP1/rrr6+ddtpJ06ZN06GHHsqzrgAAAAD6rhJJrLtPkzSt5DCGtDPPPFNPPPGEdthhB+2+++4aNWqUHnzwQf3617/WjBkzdNVVV+nHP/6xVluNi/sAAAAA+qcSSSzKd/nll2vSpEkaNWrUCr/ffffd2meffXTdddfpe9/7nj7wgQ+UFCEAAACAoYDLZmjLHnvssVICK0nbb7+9jj76aEnSDTfcMNhhAQAAABhiSGIxYMOHhwv6a6yxRsmRAAAAAFjVkcRiQB544AF961vfkiTtt99+JUcDAAAAYFXHM7HoyMUXX6ybbrpJS5Ys0dy5c3Xbbbdp+fLlOumkk3TAAQeUHR4AAACAVRxJLDpy66236nvf+95L/w8fPlynnXaaPvGJT5QYFQAAAIChgtuJ0ZELL7xQ7q7nn39ed999t4477jideuqp2nXXXfXII4+UHR4AAACAVRxJLLqy5pprarvtttNZZ52lM844Q3feeaeOOeaYssMCAAAAsIojicWAZe+Gvf7667VkyZKSowEAAACwKiOJxYCtv/76Gj58uJYuXaqnn3667HAAAAAArMJIYjFgN998s5YuXar1119fG264YdnhAAAAAFiFkcSipVtuuUWXXnqpFi1atFK3W2+9VYcffrgk6fDDD9ewYcMGOzwAAAAAQwiv2EFLs2fP1gc+8AEdc8wx2nnnnTVu3DgtWLBAs2fP1j333CNJeutb36rTTjut5EgBAAAArOpIYtHSlClTdPLJJ+uWW27Rvffeq9tuu03urnHjxunAAw/UYYcdpv3337/sMAEAAAAMASSxbfJTvOwQSrPFFlvoC1/4QtlhAAAAAADPxAIAAAAAqoMkFgAAAABQGSSxAAAAAIDKIIkFAAAAAFQGSSwAAAAAoDJIYgEAAAAAlUESCwAAAACoDJJYAAAAAEBlkMQCAAAAACqDJBYAAAAAUBkksQAAAACAyiCJBQAAAABUBkksAAAAAKAySGIBAAAAAJUxvOwAqmLmTCs7hI5Mneo9G9aSJUt088036+c//7luvfVWPfjgg3rqqac0duxY7bbbbjrmmGM0derUno0PAAAAAJohiUVLN910k/bdd19J0rhx4/Sa17xGo0aN0j333KOrr75aV199tU4++WR94QtfKDlSAAAAAKs6bidGS6uttpoOPPBA3XzzzXr00Uf105/+VFdccYX+8pe/6PLLL9ewYcN02mmn6cYbbyw7VAAAAACrOJJYtLT33nvrqquu0p577rlSt3e/+92aNm2aJOmSSy4Z5MgAAAAADDUksRiwSZMmSZLmzp1bciQAAAAAVnUksRiw++67T5K0ySablBwJAAAAgFUdSSwG5LHHHtP06dMlSQceeGC5wQAAAABY5ZHEomtLly7VYYcdpmeffVb77LOP9ttvv7JDAgAAALCKI4lF1z760Y9qxowZ2nzzzWnUCQAAAMCgIIlFV4499lhddNFFGjdunGbMmKFx48aVHRIAAACAIYAkFh375Cc/qa9//esaO3asZsyYoa222qrskAAAAAAMESSx6MinP/1pfeUrX9GYMWN0ww03aLvttis7JAAAAABDCEks2nbiiSfqrLPO0gYbbKAbbrhBO+20U9khAQAAABhiSGLRlpNPPllnnnmm1l9/fd1www2aNGlS2SEBAAAAGIKGlx0A0veTn/xEX/ziFyVJW265pb7xjW80LLftttvqxBNPHMzQAAAAAAwxJLFo6emnn37p71mzZmnWrFkNy02ZMoUkFgAAAEBfkcS2aepULzuE0kybNk3Tpk0rOwwAAAAA4JlYAAAAAEB1kMQCAAAAACojuSTWzD5mZj8ys7+a2VNmtsTM/mVmvzKzw8zMyo4RAAAAAFCOFJ+JPUHSRpLuknSbpOckTZC0t6R9JB1kZu909+XlhQgAAAAAKEOKSex7JP3J3Z/L/2hm20uaIekdkt4v6eISYgMAAAAAlCi524nd/Tf1CWz8/W5J58Z/9x3cqAAAAAAAKUguiW1hafx+sdQoAAAAAAClqEwSa2ZbSPpo/Pf6MmMBAAAAAJQjxWdiJUlm9gFJUyStLmkzSbsrJN1nuPs1ZcYGAAAAAChHskmspNcpNOCUWSrpZElfKSccAAAAAEDZkk1i3f1Dkj5kZmtK2kLSBySdKuldZvYWd3+kvh8zO0LSEZI0fvz4QYwWZZo5s/mrg6dO9UGMBK3Y54tf8+ynsLxWFUXbpcS2ifZQZwwdZdYZrGedY56hbMk/E+vuL7j7Pe5+vKSTJO0k6ZtNyl7g7pPdffLYsWMHNU4AAAAAQP8ln8TWyd4Nu5+ZrV5qJAAAAACAQVe1JPYZhWdjh0saXXIsAAAAAIBBluwzsU28XiHmZyQ9Oahjvqz43v/kHNLbZxH+/ve/6xe/+IX+8Ic/aNasWbr33nvl7rryyit10EEH9XRcAAAAANBMUkmsme0pabykq9x9UV2310m6KP57kbsvG+z4hrLzzz9fX/va18oOAwAAAMAQl9rtxK+QdImkx8xshpldamY/MbO7Jf1G0ssl/UzhVTsYRDvssIOOP/54XXHFFbr//vs1ZcqUskMCAAAAMAQldSVW0k2STpO0p6StJe0uySQ9JulqSZe4+7XlhTd0fehDHyo7BAAAAABIK4l19wckfa7sOAAAAAAAaUrtdmIAAAAAAJoiiQUAAAAAVAZJLAAAAACgMkhiAQAAAACVQRILAAAAAKgMklgAAAAAQGWQxAIAAAAAKoMkFgAAAABQGSSxAAAAAIDKGF52AKiGP/7xjzrqqKNe+v+ee+6RJH3mM5/R2Wef/dLvt99++6DHBgAAAGDoIIlFW+bPn6/f/e53K/1+3333lRANAAAAgKGKJLZdh3jZEZRq6tSpch/a8wAAAABA+XgmFgAAAABQGSSxAAAAAIDKIIkFAAAAAFQGSSwAAAAAoDJIYgEAAAAAlUESCwAAAACoDJJYAAAAAEBlkMQCAAAAACqDJBYAAAAAUBkksQAAAACAyiCJBQAAAABUBkksAAAAAKAySGIBAAAAAJVBEgsAAAAAqAyS2HaZVevTJ5dddpn23HNPrbfeelp77bU1efJknXvuuVq+fHnfxgkAAAAAGZJYtO3oo4/WoYceqlmzZmnPPffUvvvuq3vvvVfHHHOMDjroIC1btqzsEAEAAACs4khi0Zarr75a5513nsaNG6c///nP+ulPf6prrrlG9913n175ylfqmmuu0Te/+c2ywwQAAACwiiOJRVvOOOMMSdKZZ56prbba6qXfN954Y51//vmSpC9/+cvcVgwAAACgr0hi0dLcuXN1xx13aMSIETr44INX6j5lyhS97GUv02OPPabbb7+9hAgBAAAADBUksWjpT3/6kyRp++2315prrtmwzC677LJCWQAAAADoB5JYtPTAAw9IkiZMmNC0zPjx41coCwAAAAD9QBKLlhYuXChJGjVqVNMya6+9tiRpwYIFgxITAAAAgKGJJBYtubskyfr4/lkAAAAAaAdJLFpaZ511JNWuyDaSdcvKAgAAAEA/kMSipYkTJ0qSHnzwwaZlHn744RXKAgAAAEA/kMSipUmTJkmS7r77br3wwgsNy/zhD39YoSwAAAAA9ANJLFrafPPNtfPOO2vx4sW68sorV+p+0003ae7cuRo3bpx22223EiIEAAAAMFSQxKItJ510kiTphBNO0P333//S70888YSOOuooSdKJJ56o1VZjlQIAAADQP8PLDgDVcNBBB+nII4/U+eefrx133FFveMMbtPrqq2vGjBmaP3++9t9/fx1zzDFlhwkAAABgFUcSi7add9552mOPPXTuuefqpptu0rJly7Ttttvqgx/8oI488kiuwgIAAADoO5LYdsV3pQ51hxxyiA455JCywwAAAAAwRHHpDAAAAABQGSSxAAAAAIDKIIkFAAAAAFQGSSwAAAAAoDJIYgEAAAAAlZFUEmtmq5vZPmZ2jpndbmaPmtliM/unmV1lZlPLjhEAAAAAUJ7UXrEzRdIN8e/HJN0h6TlJ20k6UNKBZnaau3+upPgAAAAAACVK6kqspOWSrpb0enffxN3f5u7vdvcdJb1H0jJJJ5vZXr0esfMe2EHDvAYAAADQraSSWHf/tbsf5O63NOh2haTp8d/Dejne4cOHa/Hixb0cJAosWbJEw4YNKzsMAAAAABWUVBLbhj/F7816OdD11ltPTz31FFcIB8n8+fO1zjrrlB0GAAAAgAqqWhK7Vfx+tJcDHT16tBYtWqS5c+dqwYIFWrZsGQltj7m7Fi9erCeffFLz5s3T6NGjyw4JAAAAQAWl1rBTU2Y2TtK0+O/VvRz28OHDNWHCBM2bN0/z5s3TI488ouXLl/dyFJA0bNgwrbPOOho/frxGjhxZdjgAAAAAKqgSSayZDZd0iaT1JM1w9+ublDtC0hGSNH78+I7Gsdpqq2nMmDEaM2bMAKMFymeft8LufkrBnQaXFferQ7hLISUzZxYvr6lTh97yGtD6j86lXGcUxUZdhsStsnVZiXUG+8xVR1VuJ/6WpH0kPayCRp3c/QJ3n+zuk8eOHTtowQEAAAAABkfySayZfU3S4Qrvjd3H3R8rOSQAAAAAQEmSTmLN7BxJ/ynpXwoJ7H0lhwQAAAAAKFGySayZ/bekT0h6StK+7n5PySEBAAAAAEqWZBJrZl+WdLykeQoJ7J0lhwQAAAAASEBySayZnSbpBEnPKCSwfyo5JAAAAABAIpJ6xY6ZvV3SZ+O/90v6mFnDprD/5u5fHrTAAAAAAABJSCqJlTQ69/fk+GnkJkkksQAAAAAwxCSVxLr7dEnTSw4DAAAAAJCo5J6JBQAAAACgGZJYAAAAAEBlkMQCAAAAACqDJBYAAAAAUBkksQAAAACAyiCJBQAAAABUBkksAAAAAKAySGIBAAAAAJVBEgsAAAAAqAySWAAAAABAZZDEAgAAAAAqgyQWAAAAAFAZJLEAAAAAgMogiQUAAAAAVAZJLAAAAACgMkhiAQAAAACVQRILAAAAAKgMklgAAAAAQGWQxAIAAAAAKoMkFgAAAABQGSSxAAAAAIDKIIkFAAAAAFQGSSwAAAAAoDJIYgEAAAAAlUESCwAAAACoDJJYAAAAAEBlkMQCAAAAACqDJBYAAAAAUBkksQAAAACAyiCJBQAAAABUBkksAAAAAKAySGIBAAAAAJVBEgsAAAAAqAySWAAAAABAZZDEAgAAAAAqgyQWAAAAAFAZJLEAAAAAgMogiQUAAAAAVAZJLAAAAACgMkhiAQAAAACVQRILAAAAAKgMklgAAAAAQGWQxAIAAAAAKoMkFgAAAABQGSSxAAAAAIDKIIkFAAAAAFQGSSwAAAAAoDKSS2LNbBszO9bMLjGzv5nZcjNzMzuo7NgAAAAAAOUaXnYADRwp6diygwAAAAAApCe5K7GS7pJ0lqR3S9pS0k3lhgMAAAAASEVyV2Ld/cL8/2ZWVigAAAAAgMSkeCUWAAAAAICGSGIBAAAAAJVBEgsAAAAAqAySWAAAAABAZSTXsNNAmNkRko6QpPHjx5ccTWP2+eKGqvwUH8DAWzSC5d0Pe+bM4mFPfaTFAA4ZwHQNxGUt5klZcUmtYzu0oNsAlqVUvDynDmjIA9NyPZvav+VVtG3eOKW4337GNWBF61mZ63+JCtf/ktYxqY36P+X6rCQt64w+jjvVOqPVepZqbK3iaj3wgunu5z6zxPq/zH1mK6keZ2DVsUpdiXX3C9x9srtPHjt2bNnhAAAAAAB6bJVKYgEAAAAAqzaSWAAAAABAZZDEAgAAAAAqgyQWAAAAAFAZybVObGY7Szov99N28ft0M/tU9qO77zqogQEAAAAASpdcEitpXUmvbfD7VoMdCAAAAAAgLcklse4+U1KLl+EBAAAAAIYinokFAAAAAFQGSSwAAAAAoDJIYgEAAAAAlUESCwAAAACoDJJYAAAAAEBlkMQCAAAAACqDJBYAAAAAUBkksQAAAACAyiCJBQAAAABUBkksAAAAAKAySGIBAAAAAJVBEgsAAAAAqAySWAAAAABAZZDEAgAAAAAqgyQWAAAAAFAZJLEAAAAAgMogiQUAAAAAVAZJLAAAAACgMkhiAQAAAACVQRILAAAAAKgMklgAAAAAQGWQxAIAAAAAKoMkFgAAAABQGSSxAAAAAIDKIIkFAAAAAFQGSSwAAAAAoDJIYgEAAAAAlUESCwAAAACoDJJYAAAAAEBlkMQCAAAAACqDJBYAAAAAUBkksQAAAACAyiCJBQAAAABUBkksAAAAAKAySGIBAAAAAJVBEgsAAAAAqAySWAAAAABAZZDEAgAAAAAqgyQWAAAAAFAZJLEAAAAAgMogiQUAAAAAVAZJLAAAAACgMkhiAQAAAACVQRILAAAAAKgMklgAAAAAQGWQxAIAAAAAKoMkFgAAAABQGSSxAAAAAIDKSDaJNbNDzOwWM3vWzBaa2SwzO9rMko0ZAAAAANBfSSaEZnaupEslTZZ0i6QbJG0t6ZuSrjKzYSWGBwAAAAAoSXJJrJkdKOkoSY9JepW7v83dD5C0laS/SjpA0jElhggAAAAAKElySaykk+L3Ce5+X/ajuz8u6cj474ncVgwAAAAAQ09SiaCZbSbpNZIWS7qyvru73yTpn5LGSdp1cKMDAAAAAJQtqSRW0qT4fbe7v9CkzB/qygIAAAAAhojUktgt4veDBWUeqisLAAAAABgiUkti147fzxWUWRi/1+lzLAAAAACAxJi7lx3DS8zsvyR9UdIl7v4fTcp8SdJnJF3g7h+p63aEpCPiv9tI+nsfwy3LhpKeLDuIBoirc6nGlmpcUrqxpRqXlG5sxNW5VGNLNS4p3dhSjUtKNzbi6lyqsaUal5R2bN2a4O5jyw6i14aXHUCdBfF77YIyWbcF9R3c/QJJF/Q6qJSY2Sx3n1x2HPWIq3OpxpZqXFK6saUal5RubMTVuVRjSzUuKd3YUo1LSjc24upcqrGlGpeUdmxYUWq3E8+J3xMKymxeVxYAAAAAMESklsT+KX5vb2ZrNimzS11ZAAAAAMAQkVQS6+4PS/qjpBGSDq7vbmZTJG0m6TFJvx3c6JKR6u3SxNW5VGNLNS4p3dhSjUtKNzbi6lyqsaUal5RubKnGJaUbG3F1LtXYUo1LSjs25CTVsJMkmdlBkq5USFT3dPf74+8bSbpR0naSjnP3r5UXJQAAAACgDMklsZJkZudJOlLSi5J+JWmJpH0krSvpWkkHufuy8iIEAAAAAJQhySRWkszsEElHS9pR0jBJf5P0XUnnu/vyMmMDAAAAAJQj2SQWAAAAAIB6STXsBAAAAABAEZJYAAAAAEBlDC87AARmNn4g/bv7Q72KBQAweMzsfQPp392/36tY6pnZ6wfSv7vf3KtY8lKNS0p3f84861zCcaW8LJOMLdW40D2eiU2EmS2X1O3CcHfvywkJMxtIK9B9i0tKNzYz+8cAend3f0XPgqnDPOtcqrElvCyTjEtKN7YB1P+mENewHodUG0G6+6Yk45LSjS3VuKR0YyOuzqUaW6pxoXsskHQ8pMYb14Tc38/G7/Vyvz3Yt4gCK6nffg+/n7FNbPK7F4w369bvs0rMs85NbDH+om79jC3VZZlqXAMdfj9j+75WXlc2kPT2+PufJc2Jv0+U9Kr4908kzetjXJJ0c4PYRkjaLf79jGr7oQmS1o/lb5e0eAjGJaW7P2eedS7VuFJelqnGlmpc6Ja780nwo/BaoaskPS7pGEnr5bqtq/D6oUdjmdUGObZzJC2UdLaknRQq7nXj32dJWiDp7JLmW+mxKVR+9Z9zJC2Ny+sdMZ6d4t9Xxm5nS5rAPEtrnqUcW4rLskpxpRqbpNGS7pP0G0k7Nui+g8IB2X2SRg9ybGtKuk3htXdva9D9rZLuiWXWHOpxxXEnuT9nnq1ScaW8LJOMLdW4+HSwDMsOgE+TBSMdL+kFSa8sKPNKSS9KOmEQ4zpc0hJJexaU2SOW+fAgz7MkY5O0v6Rlkg4uKHNQLHMA8yz5eZZkbAkvyyTjSjk2SedKelLSugVl1otlzhvkeXa6pPmSNikos6lC8n/GUI8rjjfV/TnzbNWJK+VlmWRsqcbFp8BzAOsAACAASURBVP0Pz8QmyszulvSQu7+5Rbn/Vbjas90gxXWHpGfdfe8W5X4taX1333kw4orjTDI2M/uNpGHuvluLcrcpPHfxusGIK46TedahVGNLeFkmGVccZ5KxmdlDkn7n7ge3KHelpNe6+4Aan+mEmc2WdJe7v6NFuesk7eB9fF69CnHFcaa6P2eerTpxpbwsk4wt1bjQPl6xk64t1N6zTs+o+TN7/bCNwq0yrTwqaes+x1Iv1dheJWl2G+UeULhNcDAxzzqXamypLstU45LSjW0jhdsWWxkmaWyfY6n3MoWrTK0sUriKMVhSjUtKd3/OPOtcqnGlvCxTjS3VuNAmkth0zZe0u5k1bXwrdtstlh0siyRNaqPcpFh2MKUam0vato1y2/Q7kAaYZ51LNbZUl2WqcUnpxjZX0l5mNqZZATPbUNLekh4ZtKiCf0maYmajmhUws7UkTVG43XmwpBqXlO7+nHnWuVTjSnlZphpbqnGhTSSx6fp/kjaX9B0zW6e+o5mtLenbscwvBzGumyVtY2anmdlKrXVa8AWFg/zBfqdWqrH9XtIkM/twswJm9iFJO0v63aBFFTDPOpdqbKkuy1TjSjm2KxSeef2Vme3ZIK49FOr9dSRdPohxSdJ1CleKrzazifUd429XS9owlh3qcUnp7s+ZZ6tOXCkvy1RjSzUutIlnYhNl4QXbdyi0UvmspJ8q3J4ohVtU9lM4yHla0mR373dz7llcOygcmK+hcEvl5XVxvUfSlgq3aOzq7n8ZjLhSji0ehN6o8IqOmZIurYvrUEl7SVouaR8fxBdqM89WndgSXpZJxpVybPHs/0xJkxWu/P+zLq7NFNa/OyRNcffnByOuGNsYhRM5Wyi0wn17XWy7Kby+7wFJ/+buTw3luGJsqe7PmWerTlwpL8skY0s1LnSg7Jal+DT/SNpOobJcHj/L4if7/4+Sti8hrikKt7vlY8rH9k9Je5U0z5KMTeFgeH5BXAskHco8q8w8SzK2hJdlknGlHJuktRRe/5OtZ/nPAkn/I2lUSfNsY4UrFMsaxLZM0jUqaPFzqMUVY0t1f848W3XiSnlZJhlbqnHxae/DldgKiLeOTVE4+y6Fg6qb3P2WEmNaQ+E1IivFJekqd3+B2FaKaxNJH5L0+gZxXeTug/1sWz425tkqElvCyzLJuCoS22vq4rqjzJgyZra5Vl7/b3b3h8qLKt24pDT35xLzrBsJx5XyskwytlTjQjGSWAAAAABAZdCwEwAAAACgMpo2EY50mNlmCu+oWqNZGR/Ehm0yZjZM0hgVx1XKrRgpx5Yq5tmqI9VlmWpcUpqxxVvcpqi4/nd3P23wogribc6T1Xrf9P1BC0rpxpVJcX/OPOtOinGlvCxTjS3VuNAatxMnzMzeK+nzkl7Roqi7+6CdkIjPgZwiaQ9JIwqKDmpcUrqxmdmWkk5QaLV2U0kjU4hLYp51I9XYEl6WScYlpRmbhfdMflPhmevs1T/1rwDy+Ju7+7DBiCtjZidKOlHhFT+FBjO2VOOSkt6fM886lHBcKS/LJGNLNS60hyuxiTKzQyV9X+Eg5WmFJr4XlhqUJDN7o0KT8tm685QSiEtKNzYzmyzp15JGaeUD0ZWK9z+i3MiYZx1LNbaEl2WScUlJx3aqpCMUXvvwc0n3KY24ZGYfl3R6/PfPSiS2VOOSkt6fM886lHBcKS/LJGNLNS50oOzmkfk0/ihsUMskHSlpWNnx5OL6nULT4/8taYOy46lCbAoJz3JJP5T0apX0Wgzm2aodW8LLMsm4Uo5N0oMKr9F5VdmxNIjtXkmLJL257FiqEFeMLdX9OfNs1Ykr5WWZZGypxsWn/Q+3EyfKzF6Q9Ht3n1J2LHlm9ryku919l7JjqZdqbGb2nKQ57r592bHUY551LtXYEl6WScYlpRtbrP9nuPvbyo6lnpm9KOkWd9+37FjyUo1LSnp/zjzrUMJxpbwsk4wt1bjQPlonTtdTCu+pSs18hVsuUpRqbC9IurPsIJpgnnUu1dhSXZapxiWlG9tDClcIUvSowm2UqUk1Lind/TnzrHOpxpXyskw1tlTjQptIYtP1S0n/ZmaD+rxfG26WtEPZQTSRamy/l/TysoNognnWuVRjS3VZphqXlG5sl0uaYmZrlx1IA9dJ2sPMihrBKkOqcUnp7s+ZZ51LNa6Ul2WqsaUaF9pEEpuuUxQajjk7tlSZis9Lmmhmx5UdSAOpxvYlSZPM7J1lB9IA86xzqcaW6rJMNS4p3dhOl/R3ST8zs63LDub/t3fm4bIV5b1+v8OMgEyKDDIeBXFAQUFFQTQmYMQxKnEekmDURL2KQ0QvYkycUTGIkKBiQKMgOFzjyKSigDiAAsp4GETBgwwiw2Hv7/5R1ew+fbr37rVhdf9279/7PPX0PmvVYr1UddeqaVX1cAhwK3BsRGw8ZpduDkHTC3Sf54fgNGuKqtch6OblIWi6HYKmlxkSvxMrTERsD3wNWIeymMzVlEVIeskc4T6BEfFYyqI21wDfnMWLHP1+X5JuEfFs4Gjgfyk9ubN5jXpfOadZQ1TdhPNS0gt03SLiPsCPgIdQFnqarfx/yqi8qttGwOnA1sBP5nB71WL3qm6qz3On2eR4KeelpJuqlxkON2JFiYglwOHAgQweMR/LPoERcRDwTkpv5KyM0gt03SLiBcAHgS3niJo5+n0ynWYNUXUTzktJL9B0i4hNge8Aj2DubZpGXf6vA5wA7IuQm6oX6D7PnWYT5aWcl5Juql5meJSmQpiVeTtlCfcVlB6/SxDYvyoiDgTeX//5C0S8QNctIp4LHEd54C0HrkDAC5xm80HVTTgvJb1A2u19wC6UKcVHouMF8K/AfpTv/n+j46bqBaLPc5xm80HVSzkvVd1UvcyQeCRWlIi4FLg/sGdmnjdunw4RcQGwA/DMzPzmuH26UXWLiHMp+4m+FjgqM/tOVRwHTrPmqLoJ56WkF+i6RcS1lCltO2fmTeP26SYirgLWpexhK7NKq6oXSD/PnWYNEfZSzktJN1UvMzxe2EmXzYEzlArJyrYUL5kKXxfboum2E/DDzDxSpcHTxbY4zZqi6rYtmnm5LZpeoOu2PnCmWgO2sgklzdQqfapeoPs8d5o1R9VLOS9V3VS9zJC4EavLNZT9KNW4njL1QhFVt5soiwUo4jRrjqqbal6qeoGu24WUhqwilwGK74apeoHu89xp1hxVL+W8VHVT9TJD4kasLl8AniS4T6Dyvlqqbt8GHiO4rxw4zeaDqptqXqp6ga7bf1DKf7XtdQCOobhtNm6RHlS9QPd57jRrjqqXcl6quql6mSHxO7GiRMRalNUpp4F/yMzfjFkJgIjYkLLtwy+A12TmDWNWuhtVt4jYEjiXshjQWzPzrjEr3Y3TrDmqbsJ5KekF8m7vA15KWTn5W5kpMfpfO2+Opyw89U/AqQrT6lW9QPp57jRriLCXcl5Kuql6meFxI1aUiDgFWBN4PDCFyD6BEXEMsCHwTOAWhPbVUnWLiHdR3r17GSUflfaVc5pNiJtwXkp6KbtFxFSD6KPexumy+uc29XMF8DsGp9kOi9kLpJ/nTrPJ8VLOS0k3VS8zPG7EihIRTXqDRrmv1jQze6DNxaj3IpN0G9JrXHv+Os0aouq2wPOyg2Jedhh1mg1NZo7s1SDxZ9OwjON7NixOM3Td7NUcVTdVLzM83idWl33GLTCAV4xbYBZU3Q6lVJQVcZo1R9VNNS9VvUDUbZSN0nmw3bgFBqDqBbrPc6dZc1S9lPNS1U3VywyJR2KNMcYYY4wxxiwYlHt7jTHGGGOMMcaYlXAj1hhjjDHGGGPMgsHvxC5gIuKZwH0BMvPYMevcTUQ8GlgXIDPPGLPOSqi6RcTmwBoAmXnlmHVWwmnWHFU34byU9AJdt4h4L7A5I17ReRgi4jXApgCZeeiYde5G1Qukn+dOs4YIeynnpaSbqpcp+J3YBUxEXAg8mBFvsTAXql6g66bqBbpuql6g62av5qi6Va8dEVw1syvNUHJT9QL575nTrAELwEs5L6XcVL1MQebHZebFb4G1xy3Rh+gKaqi6qXqBrpuqF+i62as5qm4nUUZiFTmHst+iGqpeoPs8d5o1R9VLOS9V3VS9DB6JNUaCiNiCmemny8assyBQTjNlN2OMMcaYhY4bscYYY4wxxhhjFgxendgYY4wxxhhjzILB78QKExH3AbYB1q+HbgGWZeat47Myi4GIeA6wVWZ+fNwuC4GIWAPYBPhTZv5p3D4LgYhYk7KC5x9SYEpQRKwFTGfmCgGXzYFHAtuxcvl/BfCzzLx2TGpmERAR7wF2zsznjttFnYhYB9gDeADwJ+Anmel3KOcgIjYAHgNsDFwOnDuO50BEPIBSzm4ATAM3ABdk5m2jdjHN8XRiMeoP6g3As4Cl9F9M5BLgy8DHVAvLiDgY2G4UWz9ExBLgccBWwLXAmZl51yzxHw8sbXvp+9oJ8TjgdkoBfVvXuacDzwXuD1wMHJOZ57Xp04SIOBXYS2U1vojYFXgasCWlonAOcNIoGhwRsS6wIXBDZt7ec24v4P8CT2CmU/Bi4OOZeUTLXt8FTgE+m5nXtHmvptQG6j9Svv9/oHy/f1rPPQL4GCXNllDy84vAWzPzhhH5BfAcym9wV0olppN/fwbOB74N/GdmXj0Kp+q1P/AOSuVuNs4G3puZX2/fan5ExJeBXTJzh5bvsxR4ATPl/0mZef4s8V8F7JmZr2zTq95rb+CplGfA/8vMn9Xj9wHezcrPgE9l5ifbdhoGwfJ/HUp50v0MOBv4RGZe2PK9d6KUEWf0lgW1nnMQsF7PZScCr26zPIuIuyjl/39RvvN3tnWv+VB/lx9k5hlwVKdTPCJeBhxG3YaocjHw4sz8yQjctqbk23OBzfpEmQLOBA7PzBPb9jH3gMx0EAmUH9QtlB/QdA03AlfXcGPX8eka97nj9h7w//IjYGoE93kUpfCb6gpXAy+c5ZpPt+0GPA+4qcvpKuCx9dz7e/J4GrgTePkI0mvjIcMPquNG3cdb9HoLsF+f42sBx3al43TX35cADx1Bmn283u/hPcdfBqzoycfpLsfjWvbq3GcF8HXg2cDqbafHEF5rdH1/OumxglIB3YFSoemXXr8A1h6B306URmrvb7Cf05+BN40o3T7a5XQH8FPgZOC/azgZOLee6/gdNu78nuX/p/VnAPAqSgOxu2y4CzgKWGfANa2X//U+H+spt+4CDqR03Hx3wPftky07PWfI8Mvq8+zu4y27fQN4Y5/jWwEXDvi93gEc0LLXsbX8ekDP8cO7nK4DzgIurfk8BZwHrNuiV/ezcHn9vu3S9vd6SLf7UTqUuvNsCngbsHdXGl1Wy7k/MzMKulXLbi+o9+v3fboT+GOP89fazEeHe5if4xZwqBlRet5X1B/3McBTgPX7xFu/nvt0jXsnsNu4/ft4jqICsxkzFeKbKD2z13UVPkdSZxv0XNdqJQZ4WM2XaUpD66L69zXAXvXvc4D/A7wE+EzNy9soI8Rtpln3g69puKtlr2P6HD+q6+FyIvDemq9X1+NXAvdtOc1+Blzc57t3a823jwM7A+sADwReWfN6itKz3GaadRo0nXz9PaX3e+c202QOr9d35c3ba7iy/haOqs5vB7amTOHaF/hN9T+oZbfNusqISyijGO8HvlTz8w7gjcDzKeXwn6rX+1r2OqA6XQu8lAENsBp3HUoHSqeS+IJx5fUc/0+tPgMo0607nUjfAT5A2XbozpouPwE27XPdKDoxn85MR/N/1jLrj7WM/7t67uOUEb4HAi8Hrq/ee7fodU/K/7bTbNAz4Ptdv9d/ooxsH1DzeprSIGntuVnLpnN7jj2Umcbjc3rOLQVOrecPbjm9llWH7nw9B3g1LT8X53D7YHX6BmUk9nHA/1bXb9ey6/Fd8Tfsys+PtOi1GzP17M9S6l/7Aa+ldKJOAW+mzI54aT02DXxnXGnpMEeejlvAoWZEmR48Bezf4Jpn1mtOHLd/H7dRNGI/UAuY46iVPmC1WoDfXNPmeGBJz3VtN2KPqV6v7zr2qnrs0vqAW6PnmjfV8x9qOc06D7vZRqAGhpa9juk59qDqeiPwqJ5za9eH4hTwtpbT7Abg6z3HXludDx1wzcMolavT2k4zSgfYp5jpQe5UZs6s37v12kyfPl4/olTWt+46tg1lxGwF8K4+1yyt53/cstvhNY0Oo2fUmjLicwGlMbFJPbYt8Kuannu26HVG/b7s0OCaB9VrTm85zXadZziv5XL2szUv39Bz/OGUkfbp+tk7gjaKRuxX63fmiV3HdqvHbqFMrey95q+r82da9OqMCH+f8hwaFP5YXVc63nKa9XsGPIGZBuwGfa7p1AE+2qLXLcCXeo69nVk6KSkzmK4HftF2egFrAn9L6ci5i5lnwK3A54B92sy3AW6/pHQWrtN1bF1mOmpe1OeaDSiDEr9q0euL9f7P63Mu6u/2TuDB9dhqlA7Ovs4O4w9jF3CoGVFGUM6Yx3VnAL9v0evmeYa7RlBROJ+yCfUqUz1qReaKWvicSFeFlfYbsZcCl/Y5flH1WeWhUh9Evwd+2nKaXczM6OHAKTK10tL6lLuu+/WrwLyhHn/zgGseSKnEn9my223A8T3HOlPJtp7lulOAG0eVZpSG/UuYGQXoVGZuoYw4ttYI6/G6Efh2n+PfqT7bDrjutDbTq97jsvr7XGWGRj3/5Jpur+06thOl8X18i143Al+bx3VfHUGazXf0brrlcvZy4NcDzt2H0sk1XcvdLbrOjaIR+1vKAj+9x39U06bvtE9KY63v/9O95HV8TZNzBznUeCMt/7u+Z73PgHfW9Hr+gGvWoTSMzm/R62ZWbcR+snoNfMWm/jZvHXF6PZCyRsNlrDxD51LgX4AtR5SXtwJfHZAmU8BmA677Rstpdm2/32XX+YfXNHtH17ENKc9Qj8YKBm+xo8MGlCmITbmmXtsW680zjOK7tR1wTmb+ufdEloU9nkCpFDwLOLGuIDsKtqA0sHv5Zf1cZQGnLIsynA9s36IXwCOAIygjiedHxFNavt89YQcgga/0O5mZV1Gm+u7Usse1fe4xXT9vmuW6mymdEyMhM2/PzM9l5j6Ukc1/o5QP96FMVzwjIi6KiDdHRL/FLO4t1qX0qPfSOTZoMbrf1WvbZAvK6r454PzZ9XPnzoHMvIjyvtteLXqtRpnK3JQV9dpRcGXD0PZCM5tTpvutQpYV/PenTFF8MHB6RGzVsk83m1IaDr1cUT8vHnDdrykLF7VCZr6QsvbGlsDZEXHoCJ+L82GL+nlmv5NZFkv8OWXGRFtcDjy659gt9XOdWa5bh/L7HBmZeVVmvjszt6dMu/4CpVzZDngPcEVEfL3uPtAmq1Fm1vTSKeNWqbNVbqPd8mwjSgN/EJ3f7AM7BzLzRuCHwC4tepl54kasDlcBe9SVdociIlYDHluvbYvllIZEZ7uHYcPPW3TqME3p8etLlpUE96ZUDJ4OnFxXTW2bKfoX4LdUr+UDrvsdsz8U7zGZeVtm/jNlxAng2xFxdF3uXo3Ow2zZLHGupDTS2uR7wC51VesO51KmH+3T74K6ovEezFRaR0pmXp6ZB1Om8e5HmY2wglKhfz8l3dpiOaUM6KVzbOmA65ZSRiTb5E/MVIz7sXn97K18LqM0TNriIuApETH0PSLifpT1ES5qzapwRf3cMzO3GzZQOpja5GZm2SYwywr1z6dMB9yB0pDdpmWnDrdSFjjr5fbqNqgSfwMtd0pk5kmUdzpPBg4GfhYRu7d5z3tAp9Fz/SxxltM/re8tvgpsHRH/0HXse5Ty/4B+F0TEtpS62QUtes1KZn6vdlpsDryOUidbjbLA3hdbvv1v6d/o6xzbtfdEXTF+F8o05La4nvLdH0TnXG/n9HLaHSwy88SNWB1OpvQmHluX35+VGudYyuIoJ7Xo1VnufJPMXDZsYH6jCk1ZBuw4W4QsWxDtTVndcF/KA2ntlr3+wExluJvO9J5BrEf7lXgAMvN0ytSZIykLEf2qbvujxCX18/6zxNmUUpltkw9RpmCfWLfUgVIJuAw4IiIe1x25NkSOpXi3XVmYlSx8KzOfT2m8vZEy4t9mpe8nwO4R0ekoISL+AtidUkF5W+8FdUbArgwYWbuX3R7TlY+9HETptOv12IiZ0Zc2+Axlu4lTImLPuSJHxBMo09XXp0yPbZNz6uduLd+nKcsonasDycwpyvuCX6B0opxG6dhpm+vp31nyK0q+DWJT+s9iuFfJzOWZ+QJKI//+wA8j4kMR0fazcS4eEBF7dULX8dlG0begNP7b4sOUPPlERLwrIjbIzG9RFih6b0S8rdP5FBFrRcR+lGmx6wJHt+g1FJl5U2YekZm7URqJh1PeeW6T04ClEfGOmOFgSkflT4AP9uk4fytlJtqPW/Q6FdgpIt7Ye6Ju43QYpfz/Yc/pB1AaskaNcc9ndiiB0stzKWUU74+URSteR5kS9WTKiM/+9dhnmVnE5WL6LHhwL3odWp36vpc4y3WjWNjp85QRk82HiLspM9tqtPq+LmX7hOvmcd3FlKmOo/7uPZkyZWqKskjWJoznndhB79Y9bY40a+19qK77vLLL50zgkBo6K6H+krIU/5mUxs40pcLa9hYLq6zmOeS1u7botW91u51SmftG/fv2+l2bomwJ9CLKDIl/pYxcTdHyNlOUUYhpSsfHu4A9KR1h+1GmrXdWHN2g57rLgbNa9Ip6/87vYBlwAqUCfShlT9EP12PLmHnn9OQ206u6HVTv9e6G1/245XL2iJoOjxgi7pJatt1dzrScZifV7/QaDa5ZQlkX4ftt52nPfTet36tpykq8Txp1+V89ZnsGvHyW665t87dZ77FbLRemKFNhT6UsmnRnl+MtzGwdMw18fgTpNd/yf+jv5Tz/+ztRpgZ30qWzdeRvKYM1N1NedTma0kn8g6503LtFr52Z2V7nVMqe3AdSZid1dhQ4n67FQCmzPZbjd2Ilw9gFHLoyo2z/8DVWfiF/0IIZ0zVu3xfk70Wnp1EazEc3vO5g4NMtu72Mnpfw54i/CTNLprdZueqsmPjwBtfsVq85ckzfvftQRmWna0Xq6lFWYrq+0/3CsQOueVA9/7kROe5HmYbb+9vs53wCdYXbltNsXpWYEaTVIT1pczu1Ikp5N6tfGn59RG7/NqB87WzXsW9P/N3ruQ+07LWEskr573u+S/2+Z7+rcZe06VS9HkVplDXa/qg+O17WoldnG5uhnk2UjoLOisZtN2LfWe/zxAbX7F+vaXU7p1nufwBlBPku6tZSI77/aQxeLblvBwozW9b9xwj8Nqd0nHe2zxtU9l9DGWzou3jcvegjW/5Xv30pr7p10uUC6naQlHVKbutJxyngX0bg9QxmOpp7y/9fA9v3xH9k/Q6+Ytxp6rBqiJpJRoiIeCjlR/4oyhSo9SgP4Fso7yf9FPhKZv5y0H9jMVDfCfsIsDwz3zDkNRtRVmrdKMsCOG14bUnpiTwvM2d7l6f7mtcCfwO8PzO/2YbXkB5/QUmfB1Jmo45q0ZjGRMQLgedRtqTou/hTC/dcnfIQ/EvKdOyNKY2Pzm/zXOCkLIsBte3yacqozTFt32s+RMSOlKn8d1C257iy69yLKJ1QW1N650+gbDty14jc/hr4Z8qCLetRpjmfQvn9je09tuq2hLKv4mzl/48yc7ZXEyaeOv3vhcCKzDx2yGuCstfoRpn57pb9VssynXnY+PtTptSfkJm/as9sVof7U7breibi5T9AROxNaWScnpmjWIeDuijePgwu/3+cI6hYR8TLgEsys3fqqwz19/Yg4I4sr5l1n9uOMtW/8wz48qjqtDUPX0HZnq67/D8+M0fxKpy5l3Aj1hizEhGxHvX9tyzvzhpjFggRsTFlb+A2F++aF6puql6g66bqBbpu9mqOqpuq12LDCztNIBHxwYjot7z/WFH1Al23cXhl5p8y8/S5GrBOs+aoutmrOcJuH2b2bSTGiaqbqhfouql6ga6bvZqj6qbqtahwI3Yy2ZR2902bL6peoOum6gW6bqpeoOtmr+You8W4BWZB1U3VC3TdVL1A181ezVF1U/VaNLgRa4wxxhhjjDFmweBGrDHGGGOMMcaYBYMbscYYY4wxxhhjFgxuxBpjjDHGGGOMWTC4EWuMMcYYY4wxZsHgRqwxxhhjjDHGmAWDG7HGGGOMMcYYYxYMbsQaY4wxxhhjjFkwuBFrjDHGTA4xboFZUHVT9QJdN1Uv0HWzV3NU3VS9FhWrj1vAtMLJwBXjluiDqhfouql6ga6bqhfoutmrOapu/w58etwSA1B1U/UCXTdVL9B1s1dzVN1UvRYVkZnjdjCzEBFLgP2AxwH3A87KzGPqufsBGwGXZuaUvbTdVL2U3VS9lN3sNTluEbEUOLDL6yuZ+ZZ67rHAI4AvZuaNo/RSdlP1UnZT9VJ2s9fkuKl6mSHITAfRAOwK/AaYAqbr5zFd519Vj+1vL203VS9lN1UvZTd7TY5bve/t1amf1/712CvGkGaSbqpeym6qXspu9pocN1Uvh+GC34kVJSK2Ab4DLAW+AbyFVefgnwisAJ612L2U3VS9lN1UvZTd7DU5bhGxJ/ApSuXqIGCPPl7fBG4GnjEqL2U3VS9lN1UvZTd7TY6bqpcZHr8Tq8s7KFPYXpeZRwBExAe6I2TmjRFxIfAYe0m7qXopu6l6KbvZa3Lc3gIksF9m/qh6rRQhM1dExK+Bh4zQS9lN1UvZTdVL2c1ek+Om6mWGxCOxuvwVcGGnYjULVwGbj8Cng6oX6LqpeoGum6oX6LrZqzmqbo8Dzu5UrGZhHGmm6qbqBbpuql6g62av5qi6qXqZIXEjVpfNgF8OEe92YP2WXbpR9QJdN1Uv0HVT9QJdN3s1R9XtvsDVQ8Rbk9HPqFJ1U/UCXTdVL9B1s1dzVN1UvcyQ8fjqLAAADW5JREFUuBGryy2UCtZcbAf8oWWXblS9QNdN1Qt03VS9QNfNXs1Rdbuu3nMudgSuadmlF1U3VS/QdVP1Al03ezVH1U3VywyJG7G6/Ax4dEQMnMIQETsCjwTOHpmVrhfouql6ga6bqhfoutmrOapuPwR2jYhHD4oQEU8FHgycNiqpiqqbqhfouql6ga6bvZqj6qbqZYbEjVhdjgHWBY6LiE16T0bEBsBRlDw8xl7Sbqpeym6qXspu9poct8Moq2R+OSL+Mso+tt1ee1Wfu4DDR+il7Kbqpeym6qXsZq/JcVP1MsMy7j1+HAYHytYO08BNwFfr3xcA/wMsr//+vL303VS9lN1UvZTd7DU5bsCbmNm38I/18wbg98zsafuGMaWZpJuql7Kbqpeym70mx03Vy2HI/Bu3gMMsmVNeJH8fcCszGzF3wh3AR4DV7aXvpuql7Kbqpexmr4lz2xc4q6sy1Qm/AJ4xDid1N1UvZTdVL2U3e02Om6qXw9whagYaYSJiI2AfYHtgNcpy39/NzOvs1R9VN1Uv0HVT9QJdN3s1R9xtE8oCJKsBV2Xmb8esdDeqbqpeoOum6gW6bvZqjqqbqpcZjBuxxhhjjDHGGGMWDF7YyRhjjBEiItaKiK0jYuDetBGxfo2zpt10vZTdVL2U3ew1OW6qXmZ4vHmvCBGx9T25PjOvvLdculH1Al03VS/QdVP1Al03ezVH2a2H1wP/DjwZOH1AnF2BU4CDKO/tjgpVN1Uv0HVT9QJdN3s1R9VN1csMiacTixAR08B8MyMzs5UOCVUv0HVT9QJdN1Uv0HWzV3OU3bqJiB8AW2XmtnPEWwZckZl7j8Kr3lPSTdWr3lPSTdWr3lPSzV7NUXVT9TLD45FYHa5k/pWrNlH1Al03VS/QdVP1Al03ezVH2a2bHYCfDxHvAmCXll16UXVT9QJdN1Uv0HWzV3NU3VS9zJC4ESvCXD1B40LVC3TdVL1A103VC3Td7NUcZbceNqbsVTgXN9S4o0TVTdULdN1UvUDXzV7NUXVT9TJD4oWdjDHGGC3+ACwdIt5S4MaWXXpRdVP1Al03VS/QdbNXc1TdVL3MkLgRa4wxxmhxFvDoiHjMoAj13KOBs0dmVVB1U/UCXTdVL9B1s1dzVN1UvcyQuBFrjDHGaPEpIICTI+KpvSfrsZPqP48cpRi6bqpeoOum6gW6bvZqjqqbqpcZEq9OLEJETN2Dy9tcaVTSC3TdVL1A103VC3Td7NUcZbdeIuKTwIGUhaiuBn5dT+0IbEWpfB2dmQeOykndTdVL2U3VS9nNXpPjpuplhiQzHQQCMH1PwmLzUnZT9VJ2U/VSdrPXZLkN8H0jcF0fl+uAN47aZyG4qXopu6l6KbvZa3LcVL0c5g4eiRUmIj5M6SE6EvgccAWlt2g74MXAq4FPZeab7aXtpuql7Kbqpexmr8lyq36rUd7J2qYeWgacm5l3jcOnG1U3VS/QdVP1Al03ezVH1U3Vy8zBuFvRDv0D8CpgBfDEWeI8ocb5+8Xupeym6qXspuql7GavyXJzcHBwcHBwGBw8EitKRJwL3JSZT54j3inAhpm562L2qveUdFP1qveUdFP1qveUdLNXc5TdjDHGGDOYkS1SYRqzI/CVIeJdC+zesks3ql6g66bqBbpuql6g62av5ki4RcRe9c+zM/P2rn8PRWae0YIWoOum6gW6bqpeoOtmr+aouql6mfnjkVhRImI58PvM3HmOeBcAm2XmJovZq95T0k3Vq95T0k3Vq95T0s1ezVFxi4hpynu4D8nM33T9exgy213RWdJN1UvZTdVL2c1ek+Om6mXmjzNElzOAZ0TEe4B3ZU9vQ0QE8G5gJ4YbSZh0L2U3VS9lN1UvZTd7LVy3MyiVqT/3/FsBVTdVL9B1U/UCXTd7NUfVTdXLzBOPxIoSEQ8DzgLWBi4FvgBcXk9vCxwALAVuBx6bmecvZi9lN1UvZTdVL2U3e02WmzHGGGMG40asMBGxN3AcsAWr9hYF5T2tF2fmqfbSdlP1UnZT9VJ2s9dkuEXEBpTpa7eM6p7Douqm6gW6bqpeoOtmr+aouql6meFxI1aciFgb+Btgb2Crevga4HTghMy8zV4Lw03VS9lN1UvZzV4L362+q3VOZu4xyvsOg6qbqhfouql6ga6bvZqj6qbqZYbHjVhjjDFGiIi4CfhaZr543C69qLqpeoGum6oX6LrZqzmqbqpeZniWjFvAGGOMMStxITMjwmqouql6ga6bqhfoutmrOapuql5mSLw6sTgRsQZlmtuTgC3r4WuA0yjT3FbYa2VU3VS9QNdN1Qt03ezVHEG3o4FPRcRumXnuiO89F6puql6g66bqBbpu9mqOqpuqlxmWzHQQDcBuwGXAFDDdE6Yoq2nuai99N1UvZTdVL2U3e02OG/Bx4AbgrcCDgbXGkT4LyU3VS9lN1UvZzV6T46bq5TBc8DuxokTEVsDPgY2BqyirZ15KWS1zO+CFwDbAcuCRmXnNYvZSdlP1UnZT9VJ2s9fkuEXEVIPomZkjm1Wl6qbqBbpuql6g62av5qi6qXqZBoy7Fe3QPwCfoIwEfBRYo8/51YHDapzDF7uXspuql7Kbqpeym70mx41VR4RnDSNOM0k3VS9lN1UvZTd7TY6bqpfD8MEjsaJExCX1zwflgEyKiCXAbyirTO+wmL2U3VS9lN1UvZTd7DVZbsYYY4wZjFcn1mVL4OxBFSuAzJwGzga2GJmVrhfouql6ga6bqhfoutmrOcpuxhhjjBmAG7G63EZ5T2suNqpxR4WqF+i6qXqBrpuqF+i62as5ym7GGGOMGYAbsbqcBzwpInYaFCEidgT2qXFHhaoX6LqpeoGum6oX6LrZqznKbsYYY4wZgBuxuvwXsCZwSkS8MiLW7JyIiDUi4hXA94A1KHtdLXYvZTdVL2U3VS9lN3tNlpsxxhhjBuCFnYSJiOOAvwWSsjratfXvLSgdEAEcn5kvtpe2m6qXspuql7KbvSbLzRhjjDH9cSNWnIh4DfAmyp6F3VwGfCQzjxi9la4X6LqpeoGum6oX6LrZqznKbsYYY4xZFTdiFwgRsSVlJc0Ars7Ma8asBOh6ga6bqhfouql6ga6bvZqj7GaMMcaYGdyINcYYY4wxxhizYFh93AJmOCJic8oIAcA1mXntOH06qHqBrpuqF+i6qXqBrpu9mqPsZowxxpgZvDqxOBHx9xHxa+Bq4Kwaro6IiyLi7+y1cNxUvZTdVL2U3ew1WW7GGGOMWRVPJxYmIj4DvITyflYCv61/b9517NjMfIW9tN1UvZTdVL2U3ew1WW7GGGOMGUBmOggGypYP08DvgFcDa3WdWws4kLIVxBRwwGL3UnZT9VJ2U/VSdrPXZLk5ODg4ODg4DA4eiRUlIk4BHg/smpkXDIizM/BT4MzMfPJi9lJ2U/VSdlP1Unaz12S5GWOMMWYwbsSKEhE3AOdk5l/NEe+bwO6ZufFi9qr3lHRT9ar3lHRT9ar3lHSzV3OU3YwxxhgzGC/spMu6wPIh4t0ArNOySzeqXqDrpuoFum6qXqDrZq/mKLsZY4wxZgAeiRUlIi6lLCjyoByQSRERwG+AJZm5w2L2UnZT9VJ2U/VSdrPXZLkZY4wxZjAeidXlW8B2wAcjYrXekxGxBHg/sD3wTXtJu6l6Kbupeim72Wuy3IwxxhgzAI/EihIRWwM/B+4LLAOOAy6njBpsT1lVczvgRuCRmXnVYvZSdlP1UnZT9VJ2s9dkuRljjDFmMG7EChMRewBfAraiVKpWOg1cBTw/M8+yl7abqpeym6qXspu9JsvNGGOMMf1xI1aciFgLeB6wN7AlpVJ1NXA68KXMvMNeC8NN1UvZTdVL2c1ek+VmjDHGmFVxI9YYY4wxxhhjzILBCzsZY4wxxhhjjFkwrD5uATM3ddXMTYC1B8XJzCtHZ1RQ9QJdN1Uv0HVT9QJdN3s1R9nNGGOMMSvjRqwwdcGRQ4EnAmvNEjUZYV6qeoGum6oX6LqpeoGum72ao+xmjDHGmP74gSxKROwJfJeZStUfgZvHZ1RQ9QJdN1Uv0HVT9QJdN3s1R9nNGGOMMYNxI1aXd1MqVkcDB2fm9WP26aDqBbpuql6g66bqBbpu9mqOspsxxhhjBuDViUWJiJuBqzLzoeN26UbVC3TdVL1A103VC3Td7NUcZTdjjDHGDMarE+sSwHnjluiDqhfouql6ga6bqhfoutmrOcpuxhhjjBmAG7G6nA88YNwSfVD1Al03VS/QdVP1Al03ezVH2c0YY4wxA3AjVpePAU+MiEeOW6QHVS/QdVP1Al03VS/QdbNXc5TdjDHGGDMAN2JFycz/Ad4LfCci/jEith63E+h6ga6bqhfouql6ga6bvZqj7GaMMcaYwXhhJ1EiYqpB9MzMkaw0reoFum6qXqDrpuoFum72ao6ymzHGGGMG4weyLtFS3HuKqlfT+znNmt/Padb8fk4zXa+m9xu1mzHGGGMG4JFYY4wxxhhjjDELBr8Ta4wxxhhjjDFmweBGrDHGGGOMMcaYBYMbscYYY4wxxhhjFgxuxBpjjDHGGGOMWTC4EWuMMcYYY4wxZsHw/wE5Jr48S33hoQAAAABJRU5ErkJggg==\n", 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\n", + "image/png": 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\n", 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" ] @@ -372,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -401,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -431,12 +432,20 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 17, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Is this a valid recipe?\n", + "(['noodle', 'rice'], [31, 28], [3, 6])\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -446,9 +455,17 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Does it seem eatable?\n", + "(['noodle', 'rice'], [31, 30], [3, 4])\n" + ] + }, { "data": { - "image/png": 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Irx+hmEdvC4rfx0+Xv0+jy8/G5Ij4RETcDDSdLqH840LX9BRfarcNktTnBnrGdhcXF5f+WChG/Ms2l9cpgtWE5RxzA4repVbHuhJYtcUxjgZea6NNM+rqPd5GnceALXrwXk0t69/aZP+/NztnD87RanmFImg3qr8rxWiQ7fwsRzeoP57ictp2Pg/7NvssLec1dtU/sqfvdRvvY1Bc5vp6G6/jRw3qX9ii/Fzgb2o+a19qUH84xXQNjepPrSn3FooexGbnmgb8fc3zSXXnmVSzb39a/96d0+S9mtLs+DVl9qUYxXZ57+XzLX4mtW1d5j1zcXFx6a/FHj1Jg90CigmQH6Lo4fgMsHFmHpSZDedI65KZTwI7ACdQTHw+l+KepdnAjykmSj4sM5uOvJeZl1JMYn0mxbxucymG459H0cMxleJyt/pepfdQDIf/Y+BBiv+cvk5xydovy9exTfZtb16Xz1OMiHkn8BJFL0h3nUxx/9dU4LfAsxTtn0cxmfrXgLdm5o8bVc7M2yl6Xk6guFftWYr3/lWKgPsT4J+At2RxT2V9/dkUk9jvD1xFMcDOaxQD78ymmIT8FGDzzLy2B6+vX2ThSxT3MZ5LMeH3SxSfoZfK59+kmBD8kAb1j6MIrndS9J6+StELej6wfWbW31taX/9Vivfx4rLea03KPQu8o2zjYxQ/q7nAHRQ/w3ezdE7B5XkB2IWi1/pBij8IvAjcRPE795k2j9OonddS/D6eSvF79BzF5/Jl4BGK6Sg+SBHmJGmFFpk50G2QJEmSJPUhe/QkSZIkqWIMepIkSZJUMQY9SZIkSaoYg54kSZIkVYxBT5IkSZIqpjuT2w6oMWPG5KRJkwa6GZIkSZI0IGbMmPFcZo5tp+xKE/QmTZrE9OnTB7oZkiRJkjQgImJWu2W9dFOSJEmSKsagJ0mSJEkVY9CTJEmSpIppK+hFxLCI2CMizomIOyNidkQsjIinI+KHETGlSb2pEZEtlof69NVIkiRJktoejGU34Mby8TPADOBlYGvgQODAiDgjM09vUv824NEG22d3o62SJEmSpDa0G/SWAD8CzsvMX9XuiIhDgCuAL0TELZl5S4P6l2Xm1F61VJIkSZLUlrYu3czMX2TmQfUhr9z3fWBq+fSIPmybJEmSJKkH+mowlt+U64l9dDxJkiRJUg/11YTpm5frZvfc7R4R2wIjgGeBXwM3ZuaSPjq/JEmSJKnU66AXEesBR5ZPf9Sk2IcabHsgIg7NzPt62wZJkiRpsFiwYAFz585l3rx5LF68eKCbox4YMmQIa621Fuussw6rrbZaR87Rq6AXEUOBy4FRwM2ZeV1dkd9SjNB5MzALGAnsAJwJ/BVwU0TskJlP96YdkiRJ0mCwYMECnnjiCUaPHs2kSZMYNmwYETHQzVI3ZCaLFi3iL3/5C0888QQbbrhhR8JeZGbPK0dcBvwT8CSwU2Y+02a9VYFpwC7AhZl5fJNyRwNHA2y44YY7zpo1q8dt7ZT4V3+x1L/yiz3/nZUkSSu32bNnM2zYMMaMGTPQTVEfeO6551i0aBHjx49vq3xEzMjMye2U7fFgLBFxHkXIewbYo92QB5CZC4Gzyqf/0KLcpZk5OTMnjx07tqdNlSRJkiph3rx5jBw5cqCboT4ycuRI5s2b15Fj9yjoRcQ5wInAHIqQ90gPDvNQuV6/J22QJEmSBpvFixczbNiwgW6G+siwYcM6dp9lt4NeRHwV+DTwPLBnZj7Qw3OvW67n97C+JEmSNOh4T151dPJn2a2gFxFnA/8MvEAR8u7txbkPLtd39+IYkiRJkqQ6bQe9iDgDOBl4kSLk/WY55beLiL0jYkjd9qER8WmKSz8Bzu1mmyVJkiRJLbQ1vUJE7At8vnz6KHBCk27GhzLz7PLxJOAaYG5EPAw8BawFvB2YACwBTs7Mn/W49ZIkSZKkZbQ7j946NY8nl0sj04CuoHcvcB6wE7ARsD2QFIHvOxTTKszoboMlSZIkNbeyTf/VV1NHve997+OnP/0pRx11FN/61realps2bRq77747a665Jr/73e/YeOON++T8K5q2Lt3MzKmZGW0sU2rqPJaZn8zMXTNz/cxcPTOHZ+bmmXmUIU+SJElSX7nssssYPXo03/72t/npT3/asMzLL7/MUUcdRWby9a9/vbIhD3oxj54kSZIkrSjGjx/P+eefD8DHPvYxXnzxxWXKnHLKKcycOZO99tqLY445pr+b2K8MepIkSZIq4fDDD+eAAw7gT3/6EyeeeOKb9k2bNo0LL7yQUaNGtby0syoMepIkSZIq4+KLL2bs2LF897vf5dprrwXefMnmeeedx8SJE5epd/3117P33nszbtw4Vl11VSZMmMARRxzBgw8+2PA8t99+OwcccADjx49n2LBhrL322my++eYcccQR/PKXv+zoa2yHQU+SJElSZYwdO5aLLroIgGOOOYa5c+dy8sknM3PmTPbZZx8+/OEPv6l8ZnLMMcewzz77cOONN7LZZpux3377MW7cOK644gomT57MTTfd9KY6N9xwA+9617u45pprmDBhAgcccABTpkxh1KhRfP/73+fqq6/ut9fbTLujbkqSJEnSSuHAAw/ksMMO48orr+R973sfd911F+uuuy6XXnrpMmXPO+88Lr30Urbbbjt+8IMfsPnmm7+x7/vf/z6HHXYYH/zgB5k5cyZrrbUWAGeeeSaLFy/m6quvZv/993/T8ebMmcPTTz/d2RfYBnv0JEmSJFXOBRdcwPjx47nzzjvJTC688ELWW2+9N5VZuHAhZ555JqussgpXXXXVm0IewCGHHMJHPvIRnnvuOb73ve+9sf3ZZ58lInjve9+7zHnHjh3Ldttt15kX1Q0GPUmSJEmVM3r0aE477TQAdtxxRw455JBlytx9990899xzbL/99my22WYNj7PbbrsBcMcdd7yxbaeddiIzOfTQQ7nzzjtZvHhxB15B73jppiRJkqRKGjFixJvW9WbOnAnAjBkziGg90fycOXPeePy1r32N+++/n2uvvZZrr72WNddck8mTJ7PHHnvwoQ99iI022qiPXkHPGfQkSZIkDUpdPXEbbrghu+++e8uyb3/72994PHHiRO69915uvvlmbrrpJm677TbuuOMOpk2bxhlnnMF3vvMdDj/88I62fXkMepIkSZIGpQ022AAogt7UqVO7VXeVVVZhzz33ZM899wRg/vz5nHvuuZx++ukcc8wxHHDAAQwfPryvm9x++wbszJIkSZI0gHbddVdGjhzJXXfdxRNPPNGrY40YMYIvfOELjBkzhpdffplHH320j1rZMwY9SZIkSYPS8OHDOe2001i0aBH77rsv99xzzzJl5s+fz+WXX84jjzzyxravfvWrDadQuP3223n++ecZOnQoEyZM6Gjbl8dLNyVJUrfFv7YetEDqa/nFHOgmqKI+97nP8cQTT/DNb36TyZMns+2227Lpppvy+uuv89RTT/Hggw/y6quvcsstt7wx/cLpp5/OKaecwtZbb82WW27JaqutxqxZs96YyuHzn/8866677oC+LoOeJEmSpEErIrjwwgs56KCDuPjii7n99tt58MEHWWONNRg/fjz77bcf73//+9l5553fqHPJJZdw8803M2PGDH7xi1/w2muvMWHCBPbbbz+OO+443v3udw/gKypE5srx15HJkyfn9OnTB7oZy/Avmupv/kVT0orA7z/1N7//Cg8++CBbbbXVQDdDfag7P9OImJGZk9sp6z16kiRJklQxBj1JkiRJqhiDniRJkiRVjEFPkiRJkirGoCdJkiRJFWPQkyRJkqSKMehJkiRJUsUY9CRJkiSpYgx6kiRJklQxBj1JkiRJqhiDniRJkiRVjEFPkiRJkirGoCdJkiRJFWPQkyRJkqSKMehJkiRJVRKxci19aNKkSUQEEcENN9zQtNw222xDRHDrrbf26flXJAY9SZIkSZVz6qmnsmTJkoFuxoAx6EmSJEmqlDXWWIP77ruPK664YqCbMmAMepIkSZIq5cQTTwTgi1/8IgsXLhzg1gwMg54kSZKkSjnwwAPZaaedeOyxx7j44ovbrrdo0SIuuOACdt55Z0aOHMnw4cPZaqutOOWUU5g7d24HW9z3DHqSJEmSKufss88G4Mwzz2T+/PnLLf/aa6+x1157ccIJJ3D//ffzrne9i3322YcXX3yRr3zlK+ywww7MnDmz083uM20FvYgYFhF7RMQ5EXFnRMyOiIUR8XRE/DAipiyn/mER8auIeCki5kfE9Ig4LiIMmpIkSZL63O67785ee+3Fn//8Z84555zllj/99NO59dZbeetb38rDDz/M9ddfzw9+8ANmzpzJAQccwKxZszj88MP7oeV9o92gtRtwE/BpYCNgBnANMBc4ELglIr7cqGJEXAhcAUwGfgXcCGwBXAD8MCKG9OYFSJIkSVIjZ511FhHBOeecw5w5c5qWe/XVV7nooosA+MY3vsH666//xr7hw4dzySWXsOaaa3LnnXdy2223dbzdfaHdoLcE+BHwrswcn5l7Z+Yhmfl24FBgMfCFiNi9tlJEHAh8AngG2Lastz+wOfAgsD9wfB+9FkmSJEl6ww477MDBBx/MvHnzOPPMM5uWmzFjBvPnz2fChAnsueeey+wfM2YM++yzD8BKM/deW0EvM3+RmQdl5q8a7Ps+MLV8ekTd7lPL9cmZ+UhNnWeBY8unp3gJpyRJkqRO+Ld/+zeGDh3KxRdfzKxZsxqWefrppwHYeOONmx5n0003fVPZFV1fBazflOuJXRsiYiKwI7AQuKq+QmZOA54G1gN26aN2SJIkSdIbNttsMz760Y+yYMECTj/99IZlMhOAiGh6nK4yK4u+Cnqbl+vZNdu2L9e/z8xXm9S7u66sJEmSJPWp008/nTXWWIPLL7+c+++/f5n9EycW/VWPPfZY02N07au9f29F1uugFxHrAUeWT39Us6ur37Nx/2jhibqykiRJktSnxo8fz0knncSSJUs47bTTltm/4447MmLECJ5++mluvvnmZfY///zzXHfddQBMmTKl083tE70KehExFLgcGAXcnJnX1eweUa5fbnGIrgkt1upNOyRJkiSplZNPPpl11lmH6667bpmeu+HDh/Pxj38cgJNOOonZs5deqPjaa69x7LHHMn/+fHbZZRfe+c539mu7e6q3PXoXA3sAT7LsQCxdF7j2+GLWiDi6nHNveqvhUCVJkiSplVGjRnHKKacA8Morryyz/4wzzmDKlCn8/ve/Z/PNN2ffffflkEMOYZNNNuGqq65iww035IorrujvZvdYj4NeRJwH/BPF1Al7ZOYzdUXmlesRNNe1b16jnZl5aWZOzszJY8eO7WlTJUmSJIkTTjjhjfvx6q2++ur8/Oc/5xvf+AZbb701t9xyCz/5yU8YOXIkn/vc57jnnnvYZJNN+rnFPTe0J5Ui4hzgRGAORch7pEGxx8v1Ri0OtUFdWUmSJEm9sZKNDtmXHn/88Zb7V199dZ588smm+4cNG8YJJ5zACSec0Mct63/d7tGLiK8CnwaeB/bMzAeaFO2acuFtETG8SZl31JWVJEmSJPVSt4JeRJwN/DPwAkXIu7dZ2cx8ErgHWBX4QINj7UYx794zwB3daYckSZIkqbm2g15EnAGcDLxIEfLa6YU7q1x/JSI2qznWOOCb5dOzM3NJu+2QJEmSJLXW1j16EbEv8Pny6aPACU1mjX8oM8/uepKZP4yIi4Bjgfsi4iZgEcVInSOBHwMX9Lz5kiRJkqR67Q7Gsk7N48nl0sg04OzaDZn5iYj4NXAcsBswBHgI+DZwkb15kiRJktS32gp6mTkVmNrTk2TmlcCVPa0vSZIkSWpfbydMlyRJkiStYAx6kiRJ0kokB/E8eVXTyZ+lQU+SJElaSayyyiosWeIQF1WxZMkSVlmlM5HMoCdJkiStJFZffXVeeeWVgW6G+sgrr7zC8OHDO3Jsg54kSZK0khgxYgQvvviil29WQGby4osvsuaaa3bk+AY9SZIkaSUxevRoXn/9dWbPns2CBQsMfCuhzGTBggXMnj2b119/ndGjR3fkPO3OoydJkiRpgK2yyipssMEGzJ07lyeeeILXX399oJukHhg6dCijRo0TSBCaAAAS0UlEQVRi3LhxHbtHz6AnSZIkrUSGDh3KuHHjGDdu3EA3RSswL92UJEmSpIox6EmSJElSxRj0JEmSJKliDHqSJEmSVDEGPUmSJEmqGIOeJEmSJFWMQU+SJEmSKsagJ0mSJEkVY9CTJEmSpIox6EmSJElSxRj0JEmSJKliDHqSJEmSVDEGPUmSJEmqGIOeJEmSJFWMQU+SJEmSKsagJ0mSJEkVY9CTJEmSpIox6EmSJElSxRj0JEmSJKliDHqSJEmSVDEGPUmSJEmqGIOeJEmSJFWMQU+SJEmSKsagJ0mSJEkVY9CTJEmSpIox6EmSJElSxRj0JEmSJKli2g56EbFlRJwUEZdHxEMRsSQiMiIOalFnalmm2fJQ37wMSZIkSVKXod0oeyxwUg/PcxvwaIPts3t4PEmSJElSE90JevcDXwOmAzOAbwG7tVn3ssyc2r2mSZIkSZJ6ou2gl5mX1T6PiL5vjSRJkiSp1xyMRZIkSZIqpjuXbvbG7hGxLTACeBb4NXBjZi7pp/NLkiRJ0qDRX0HvQw22PRARh2bmff3UBkmSJEkaFDp96eZvgROBt1H05k0A9gbuBbYGboqI9ZtVjoijI2J6REyfM2dOh5sqSZIkSdXQ0aCXmf+Zmedn5gOZ+XJmzs7MG4CdgDuBccCpLepfmpmTM3Py2LFjO9lUSZIkSaqMARmMJTMXAmeVT/9hINogSZIkSVU1kKNuPlSum166KUmSJEnqvoEMeuuW6/kD2AZJkiRJqpyBDHoHl+u7B7ANkiRJklQ5HQt6EbFdROwdEUPqtg+NiE9TjMYJcG6n2iBJkiRJg1Hb8+hFxA7AN2s2bV2u/z0iPtu1MTN3KR9OAq4B5kbEw8BTwFrA2ymmWVgCnJyZP+tx6yVJkiRJy+jOhOkjgZ0bbN+8Sfl7gfMoplLYCNgeSIrA9x3gwsyc0Y3zS5IkSZLa0HbQy8xbgehG+ceAT/agTZIkSZKkXhjIwVgkSZIkSR1g0JMkSZKkijHoSZIkSVLFGPQkSZIkqWIMepIkSZJUMQY9SZIkSaoYg54kSZIkVYxBT5IkSZIqxqAnSZIkSRVj0JMkSZKkijHoSZIkSVLFGPQkSZIkqWIMepIkSZJUMQY9SZIkSaoYg54kSZIkVYxBT5IkSZIqxqAnSZIkSRVj0JMkSZKkijHoSZIkSVLFGPQkSZIkqWIMepIkSZJUMQY9SZIkSaoYg54kSZIkVYxBT5IkSZIqxqAnSZIkSRVj0JMkSZKkijHoSZIkSVLFGPQkSZIkqWIMepIkSZJUMQY9SZIkSaoYg54kSZIkVYxBT5IkSZIqxqAnSZIkSRVj0JMkSZKkimk76EXElhFxUkRcHhEPRcSSiMiIOKiNuodFxK8i4qWImB8R0yPiuIgwaEqSJElSHxvajbLHAid19wQRcSHwCeA14GZgEbAHcAGwR0R8IDMXd/e4kiRJkqTGutOjdj/wNeAQYDNg2vIqRMSBFCHvGWDbzNw7M/cHNgceBPYHju9uoyVJkiRJzbXdo5eZl9U+j4h2qp1ark/OzEdqjvVsRBwL3AqcEhHnZ+aSdtsiSZIkSWquY/fIRcREYEdgIXBV/f7MnAY8DawH7NKpdkiSJEnSYNPJwVC2L9e/z8xXm5S5u66sJEmSJKmXOhn0Ni7Xs1qUeaKurCRJkiSplzoZ9EaU65dblJlfrtfqYDskSZIkaVDpZNDrGq0le3yAiKPLOfemz5kzp4+aJUmSJEnV1smgN69cj2hRpmvfvEY7M/PSzJycmZPHjh3bp42TJEmSpKrqZNB7vFxv1KLMBnVlJUmSJEm91Mmg95ty/baIGN6kzDvqykqSJEmSeqljQS8znwTuAVYFPlC/PyJ2AyYCzwB3dKodkiRJkjTYdLJHD+Cscv2ViNisa2NEjAO+WT49OzOXdLgdkiRJkjRoDG23YETswNJwBrB1uf73iPhs18bM3KXm8Q8j4iLgWOC+iLgJWATsAYwEfgxc0PPmS5IkSZLqtR30KILZzg22b96qUmZ+IiJ+DRwH7AYMAR4Cvg1cZG+eJEmSJPWttoNeZt7K0rnxuiUzrwSu7EldSZIkSVL3dPoePUmSJElSPzPoSZIkSVLFGPQkSZIkqWIMepIkSZJUMQY9SZIkSaoYg54kSZIkVYxBT5IkSZIqxqAnSZIkSRVj0JMkSZKkijHoSZIkSVLFGPQkSZIkqWIMepIkSZJUMQY9SZIkSaoYg54kSZIkVYxBT5IkSZIqxqAnSZIkSRVj0JMkSZKkijHoSZIkSVLFGPQkSZIkqWIMepIkSZJUMQY9SZIkSaoYg54kSZIkVYxBT5IkSZIqxqAnSZIkSRVj0JMkSZKkijHoSZIkSVLFGPQkSZIkqWIMepIkSZJUMQY9SZIkSaoYg54kSZIkVYxBT5IkSZIqxqAnSZIkSRVj0JMkSZKkijHoSZIkSVLFGPQkSZIkqWI6HvQiYmpEZIvloU63QZIkSZIGk6H9eK7bgEcbbJ/dj22QJEmSpMrrz6B3WWZO7cfzSZIkSdKg5D16kiRJklQxBj1JkiRJqpj+vHRz94jYFhgBPAv8GrgxM5f0YxskSZIkqfL6M+h9qMG2ByLi0My8rx/bIUmSJEmV1h+Xbv4WOBF4G0Vv3gRgb+BeYGvgpohYvx/aIUmSJEmDQsd79DLzP+s2vQzcEBE3AtOAXYBTgePr60bE0cDRABtuuGGHWypJkiRJ1TBgg7Fk5kLgrPLpPzQpc2lmTs7MyWPHju2/xkmSJEnSSmygR918qFx76aYkSZIk9ZGBDnrrluv5A9oKSZIkSaqQgQ56B5fruwe0FZIkSZJUIR0NehGxXUTsHRFD6rYPjYhPU4zGCXBuJ9shSZIkSYNJp0fdnARcA8yNiIeBp4C1gLdTTLOwBDg5M3/W4XZIkiRJ0qDR6aB3L3AesBOwEbA9kBSB7zvAhZk5o8NtkCRJkqRBpaNBLzMfAz7ZyXNIkiRJkt5soAdjkSRJkiT1sU5fuilJkiT1XsRAt0CDSeZAt6DX7NGTJEmSpIox6EmSJElSxRj0JEmSJKliDHqSJEmSVDEGPUmSJEmqGIOeJEmSJFWMQU+SJEmSKsagJ0mSJEkVY9CTJEmSpIox6EmSJElSxQwd6AZI6qaIgW6BBpvMgW6BJEnqJnv0JEmSJKliDHqSJEmSVDEGPUmSJEmqGIOeJEmSJFWMQU+SJEmSKsagJ0mSJEkVY9CTJEmSpIox6EmSJElSxRj0JEmSJKliDHqSJEmSVDEGPUmSJEmqGIOeJEmSJFWMQU+SJEmSKsagJ0mSJEkVY9CTJEmSpIox6EmSJElSxRj0JEmSJKliDHqSJEmSVDEGPUmSJEmqGIOeJEmSJFWMQU+SJEmSKsagJ0mSJEkV029BLyIOi4hfRcRLETE/IqZHxHERYdiUJEmSpD7ULyErIi4ErgAmA78CbgS2AC4AfhgRQ/qjHZIkSZI0GHQ86EXEgcAngGeAbTNz78zcH9gceBDYHzi+0+2QJEmSpMGiP3r0Ti3XJ2fmI10bM/NZ4Njy6SlewilJkiRJfaOj4SoiJgI7AguBq+r3Z+Y04GlgPWCXTrZFkiRJkgaLTveibV+uf5+ZrzYpc3ddWUmSJElSL3Q66G1crme1KPNEXVlJkiRJUi90OuiNKNcvtygzv1yv1eG2SJIkSdKgMLTDx49ynT2qHHE0cHT5dH5E/KFPWiWtxALGAM8NdDs0iEQsv4wkdZjff+pXK+5330btFux00JtXrke0KNO1b179jsy8FLi0rxslrcwiYnpmTh7odkiS1J/8/pO6p9OXbj5erlslzw3qykqSJEmSeqHTQe835fptETG8SZl31JWVJEmSJPVCR4NeZj4J3AOsCnygfn9E7AZMBJ4B7uhkW6QK8XJmSdJg5Pef1A2R2aNxUto/QcRBFJOlPwP8bWY+Wm4fB9wCbA18MjPP62hDJEmSJGmQ6HjQA4iIbwLHAq8BNwGLgD2AkcCPgYMyc3HHGyJJkiRJg0Cn79EDIDM/ARxOcRnnbsB7gEeB44EDDXlS50VERsQyf9mJiMfLfZP6v1WSpMEuIm4tv4emDHRbpCrp9PQKb8jMK4Er++t8kiRJkjRY9VvQkyRJkhr4ELAG8MRAN0SqEoOeJEmSBkxmGvCkDuiXe/SklV3t/W0RcUhE3BER8yNiXkTcHBF/06LuRhHxzYiYGRELIuKFiLglIg5rUSci4h/L+xZeiIjXIuKPEXFhRGzQot7bI+KaiJgbES9HxD0R8dFevO6IiEMj4ucR8VzZ/ici4v/znj5J0vLUfX/+U0TcFRF/KbevXW5veY9eRLwnIq6OiD9FxMKIeCYibouIkxvN0xwRO0fE9yLiqbL8nIi4ttV3tVRFBj2pGyLiyxT3mi4EbgCeAt4N3BwRf92g/M7AbylGnQW4BpgOvBO4IiL+OyKirk4AlwP/DewK3E0xOm0AnwB+GxHvaHCu3YC7gP2APwPXAn8BLomI/+jBax0G/BD4H+BvgAfKY74MfBS4JyImd/e4kqTBJyLOp5gHbwFwPTADaDn0e/nHxouA/wP2B54GfgTcC2wAnA28pa7OZyjmZj6YYmqvn1AMAPg+YFpEfKzvXpW0YuuX6RWklV3NaJVzgb0yc0a5fRXgYuBjwE2ZuWdNndWBhym+jP4T+GzXCLMRsQ1wMzAO+HhmXlJT7xPAhcCzwB6Z+fty+xDgXOAEYBawZWYuKPcNBx4B1gfOAv4ly1/uMgD+lOL+BzKzPlg+DmwEbJyZj9dsPxs4GfglcHhmPlWz73jgfOCPwFsz8/VuvaGSpEGh5vvzJYrvz//XoMytFKOy756Zt9Zs/xTwHxTfh/tl5p01+wKYAtyTmS+V294L/C/wJ+CAzLyrpvw7Kb4LhwPbZObDffcqpRWTPXpS93yxK+QBZOYS4PPl078te8G6fIAi5M0CPlc7jUhm3g98qXz62bpzfKZcf6Er5JV1Fpdln6QIZgfV1DmIIuT9sayXNfWmUYTRtkXEOsCJwHzgA7UhrzzmBRQ9mpsCf9+dY0uSBqWvNgp5zUTEUOC08umRtSEPIAu3dIW80r+W64/Whryy/G3AGcAw4Jhut15aCRn0pO65vn5DZv4ZeAFYDVi3Ztdu5fqKzFzU4FjfobhsZbOIWB8gIiYCmwBLgO82ONdC4Iry6ZQG5/pek3kplznWcuxO8VfPaeXra2RauV7mklVJkupc3c3yk4ExwFOZ+X/LKxwRY4B3UNyy8PMmxfze0qDiqJtS9zQbGewvwGhg9Zpt65frxxpVyMzXIuJPZbn1Ke496KozOzNfa3KuP9YdH2Biq3MBjzfZ3swm5fp9jSZZrzO2m8eWJA0+s7pZfqNy/Yc2y29McS/7SOD1utvf6/m9pUHBoCd1Q3mpZru6vmVaBaX6b6Ke1GlHd2/GHVKu/wDc2aogxQAwkiQ1lZmvdvgUXd9bL1EMYNbKcx1ui7RCMOhJndN1X9smjXaWg7WML58+XVdnQkSs1jXYSp2N6+rUPp7UpC0bN9nezJPl+r7MPLKbdSVJ6q2uHsAt2yzf9b21yO8tqeA9elLndN0L8MHypvJ6H6bonXs0M58GKAc9mUnxu3lEfYVysJeu+fdubXCuQ8vROesd3s223wQsAv6ua54jSZL60QyKnreJEfGe5RUuv0fvA8Y0m49PGmwMelLnXEXxF8aNgbPKqRgAiIitWTo62Nfr6nXNeXdGRLy1ps4Q4KsU9y3MopjjrssPgdnAZsCXaufmKyeIPZZuyMxnKaZ4WBu4trYdNccdHREfjYi3LHMASZJ6oRzE7Kzy6XciYqfa/eUce1MiYlTN5i+U68sjYq/6Y0bEqhGxb6N5b6Uqch49qQ1dA5LUz0FXs/9xGs9FtwvFnD5rUwyicjewDsWImatSjIb54drpEMqQdgXwQYqJ2W+hGNVzJ4rLQF8A3pOZd9e14d0UUx6sDjwE/Ibi0tB3AecBn2r0Glq0fRjFxO0HA4spJn5/rDz+BsBW5WvYKjMfavrmSZIGreV9f5ZlbqXxPHpBMcn6RynuNZ9OMfn5OsDWFN9F9d9dn6b4o+gQirls/0DxXboBxWWgo4BjM7Nb0w5JKyODntSGnga9ct9GwCnAe4EJwKvAvRRfXldmg1/C8svtCIqJ2LelmOrgTxSh8azMfLK+Tlnvr4AvU4S71Si+5C7OzIubvYZWbS/37wscRRE0xwDzKHoP7wZ+AtzQZPoISdIg15ugV7N/b+DjFN9DawNzgUeAa4Hz60epLr8LT6D4o+r6wOsU31sPAtcBV2fm3N69MmnFZ9CTJEmSpIrxHj1JkiRJqhiDniRJkiRVjEFPkiRJkirGoCdJkiRJFWPQkyRJkqSKMehJkiRJUsUY9CRJkiSpYgx6kiRJklQxBj1JkiRJqhiDniRJkiRVzP8PmAN+4QGV3/gAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -461,30 +478,39 @@ ], "source": [ "for q in bin_questions:\n", + " print(q)\n", " answer = get_bin_group_answer(q)\n", - " \n", + " print(answer) \n", " x = np.arange(len(answer[0])) \n", "\n", " width = 0.35 # the width of the bars\n", "\n", " plt.rcParams['figure.figsize'] = (15,5)\n", " plt.rcParams.update({'font.size': 22})\n", - " plt.bar(x = x-width/2, height=answer[1], width=width, label=\"Yes\", color='g')\n", - " plt.bar(x = x+width/2, height=answer[2], width=width, label=\"No\", color='r')\n", + " plt.bar(x = x-width/2, height=answer[1], width=width, label=\"Yes\", color='limegreen', hatch=\"/\")\n", + " plt.bar(x = x+width/2, height=answer[2], width=width, label=\"No\", color='salmon', hatch=\"\\\\\")\n", " plt.xticks(x, labels=answer[0], rotation=0)\n", - " plt.title(q)\n", + " #plt.title(q)\n", " plt.legend()\n", + " plt.savefig(\"bin_\"+q.split('(')[0].replace(\" \",\"_\").replace(\"?\",\"\")+\".svg\")\n", " plt.show()" ] }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 18, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Are the instructions understandable? (0: totally confusing, 3: very clear)\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -494,9 +520,16 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "How tasty is it probably? (0: not at all, 3: very tasty)\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -506,9 +539,16 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Would you cook it? (0: not at all, 3: immediately!)\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -518,9 +558,16 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "How creative is this recipe? (0: not at all, 3: very creative!)\n" + ] + }, { "data": { - "image/png": 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+ "image/png": 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\n", 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" ] @@ -530,9 +577,16 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Is this a good combination of ingredients? (0: not at all, 3: very good!)\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -542,9 +596,16 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Are the used cooking actions suitable for the ingredients? (0: not at all, 3: totally!)\n" + ] + }, { "data": { - "image/png": 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\n", 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" ] @@ -557,6 +618,7 @@ ], "source": [ "for q in range_questions:\n", + " print(q)\n", " answer = get_range_group_answer(q)\n", " \n", " x = np.arange(len(answer[0])) \n", @@ -565,16 +627,115 @@ "\n", " plt.rcParams['figure.figsize'] = (15,5)\n", " plt.rcParams.update({'font.size': 22})\n", - " plt.bar(x = x-1.5*width, height=answer[1][3], width=width, label=\"3\", color='g')\n", - " plt.bar(x = x-width/2, height=answer[1][2], width=width, label=\"2\", color='y')\n", - " plt.bar(x = x+width/2, height=answer[1][1], width=width, label=\"1\", color='orange')\n", - " plt.bar(x = x+1.5*width, height=answer[1][0], width=width, label=\"0\", color='r')\n", + " plt.bar(x = x-1.5*width, height=answer[1][3], width=width, label=\"3\", color='limegreen', hatch=\"/\")\n", + " plt.bar(x = x-width/2, height=answer[1][2], width=width, label=\"2\", color='yellowgreen', hatch=\"-\")\n", + " plt.bar(x = x+width/2, height=answer[1][1], width=width, label=\"1\", color='orange', hatch=\"|\")\n", + " plt.bar(x = x+1.5*width, height=answer[1][0], width=width, label=\"0\", color='salmon', hatch=\"\\\\\")\n", " plt.xticks(x, labels=answer[0], rotation=0)\n", - " plt.title(q)\n", + " #plt.title(q)\n", " plt.legend()\n", + " plt.savefig(\"range_\"+q.split('(')[0].replace(\" \",\"_\").replace(\"?\",\"\")+\".svg\")\n", " plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "all_results = {}\n", + "\n", + "for q in bin_questions:\n", + " all_results[q] = {}\n", + " bin_res = {}\n", + " for res in results:\n", + " for r in res:\n", + " if r not in all_results[q]:\n", + " all_results[q][r] = int(res[r][q] == \"Yes\")\n", + " else:\n", + " all_results[q][r] += int(res[r][q] == \"Yes\")\n", + " for r in recipes:\n", + " all_results[q][r] /= recipes[r]\n", + " \n", + "for q in range_questions:\n", + " all_results[q] = {}\n", + " for res in results:\n", + " for r in res:\n", + " if r not in all_results[q]:\n", + " all_results[q][r] = int(res[r][q])\n", + " else:\n", + " all_results[q][r] += int(res[r][q])\n", + " for r in recipes:\n", + " all_results[q][r] /= recipes[r]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "with open(\"question_results.json\",\"w\") as f:\n", + " json.dump(all_results,f)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'noodle_8.md': 7, 'noodle_3.md': 2, 'rice_8.md': 6, 'rice_2.md': 6, 'rice_0.md': 2, 'noodle_5.md': 4, 'rice_9.md': 2, 'rice_6.md': 4, 'rice_5.md': 5, 'noodle_4.md': 5, 'rice_3.md': 2, 'rice_4.md': 2, 'rice_7.md': 3, 'noodle_2.md': 4, 'noodle_1.md': 2, 'noodle_7.md': 3, 'noodle_6.md': 2, 'noodle_9.md': 3, 'rice_1.md': 2, 'noodle_0.md': 2}\n" + ] + } + ], + "source": [ + "print(recipes)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['noodle_0.md',\n", + " 'noodle_1.md',\n", + " 'noodle_2.md',\n", + " 'noodle_3.md',\n", + " 'noodle_4.md',\n", + " 'noodle_5.md',\n", + " 'noodle_6.md',\n", + " 'noodle_7.md',\n", + " 'noodle_8.md',\n", + " 'noodle_9.md',\n", + " 'rice_0.md',\n", + " 'rice_1.md',\n", + " 'rice_2.md',\n", + " 'rice_3.md',\n", + " 'rice_4.md',\n", + " 'rice_5.md',\n", + " 'rice_6.md',\n", + " 'rice_7.md',\n", + " 'rice_8.md',\n", + " 'rice_9.md']" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[r for r in sorted(recipes.keys())]" + ] + }, { "cell_type": "code", "execution_count": null,