From 19c66fd0ee232de799132ef0ca2521260fabd1cf Mon Sep 17 00:00:00 2001 From: bernard-ng Date: Fri, 25 Jul 2025 10:42:02 +0200 Subject: [PATCH] fix: dataype --- notebooks/eda.ipynb | 1386 +++++++++++++++++++++------------------- processing/annotate.py | 10 +- processing/prepare.py | 1 - 3 files changed, 722 insertions(+), 675 deletions(-) diff --git a/notebooks/eda.ipynb b/notebooks/eda.ipynb index 5e9e3ac..d7edf70 100644 --- a/notebooks/eda.ipynb +++ b/notebooks/eda.ipynb @@ -80,13 +80,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "d51f3bee-d2a1-46a0-9e0b-af10c1ca7cb4", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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eXl4iIqJSqWTYsGEybdo02bdvn1y+fFl69uwphQsXljZt2ohIcs94kyZNpH///nLu3Dn59ddfxdvbW7p06SKFCxcWEZFu3bpJjhw5xNPTU65evSrbtm2TRYsWiY+Pj1LL0KFDJSgoSObNmyc3btyQSZMmyYULF8Tb2zvNtRARERERERGlZKjPX161alXZvXu3jBkzRqZMmSIlSpSQhQsXioeHh3LMqFGj5M2bNzJgwACJiYmR2rVrS1BQkOTMmVM5ZtOmTeLt7S0NGzYUAwMDad++vSxevFjZb2ZmJkePHhUvLy+pUqWKWFpair+/v9azvGvWrCmbN2+W8ePHy9ixY8XW1lb27NkjFStW/KRaiIiIiIiIiDT0+pzurIbP6SYiIiIiIsocMsRzuomIiIiIiIgyM4ZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSkc8K3evXr5eDBw8qX48aNUrMzc2lZs2a8vDhwy9WHBEREREREVFG9lmhe8aMGWJsbCwiIiEhIbJs2TKZM2eOWFpayvDhw79ogUREREREREQZleHnfNPjx4+ldOnSIiKyZ88ead++vQwYMEBq1aol9erV+5L1EREREREREWVYn9XTnSdPHnn58qWIiBw9elQaNWokIiI5c+aUd+/efbnqiIiIiIiIiDKwz+rpbtSokfTr10+cnJzk1q1b0qxZMxERuXr1qhQvXvxL1kf0n8wKf6HvElLxc7LUdwlERERERPSVfFZP97Jly8TFxUWeP38uu3btknz58omISGhoqHTt2vWLFkhERERERESUUX1WT7e5ubksXbo01fbJkyf/54KIiIiIiIiIMovPCt0iIjExMXLu3Dl59uyZqNVqZbtKpZIePXp8keKIiIiIiIiIMrLPCt379+8XDw8Pef36tZiamopKpVL2MXQTERERERERJfusOd0jRoyQvn37yuvXryUmJkaio6OVP1FRUV+6RiIiIiIiIqIM6bNC9x9//CFDhgyRXLlyfel6iIiIiIiIiDKNzwrd7u7ucuHChS9dCxEREREREVGm8llzups3by6+vr5y7do1sbe3l+zZs2vtb9Wq1RcpjoiIiIiIiCgj+6zQ3b9/fxERmTJlSqp9KpVKkpKS/ltVRERERERERJnAZ4XulI8IIyIiIiIiIqKP+6w53URERERERET07z47dP/yyy/SsmVLKV26tJQuXVpatWolp06d+pK1EREREREREWVonxW6N27cKG5ubpIrVy4ZMmSIDBkyRIyNjaVhw4ayefPmL10jERERERERUYb0WXO6p0+fLnPmzJHhw4cr24YMGSLz58+XqVOnSrdu3b5YgUREREREREQZ1Wf1dN+7d09atmyZanurVq3k/v37/7koIiIiIiIioszgs0K3jY2NHD9+PNX2n376SWxsbP5zUURERERERESZwWcNLx8xYoQMGTJELl68KDVr1hQRkV9//VXWrVsnixYt+qIFEhEREREREWVUnxW6Bw0aJAULFpR58+bJ9u3bRUSkfPnysm3bNmnduvUXLZCIiIiIiIgoo/qs0C0i0rZtW2nbtu2XrIWIiIiIiIgoU/msOd2PHz+WJ0+eKF+fO3dOhg0bJqtWrfpihRERERERERFldJ8Vurt16yYnT54UEZGIiAhxc3OTc+fOybhx42TKlClftEAiIiIiIiKijOqzQveVK1ekWrVqIiKyfft2sbe3lzNnzsimTZtk3bp1X7I+IiIiIiIiogzrs0J3YmKiGBkZiUjyY8JatWolIiLlypWTP//888tVR0RERERERJSBfVborlChggQEBMipU6fk2LFj0qRJExERefr0qeTLl++LFkhERERERESUUX1W6J49e7asXLlS6tWrJ127dhUHBwcREdm3b58y7JyIiIiIiIgoq/vkR4YBkJIlS8qjR4/kw4cPkjdvXmXfgAEDJFeuXF+0QCIiIiIiIqKM6pN7ugFI6dKlJSIiQitwi4gUL15cChQo8MWKIyIiIiIiIsrIPjl0GxgYiK2trbx8+VIX9RARERERERFlGp81p3vWrFni6+srV65c+dL1EBEREREREWUanzynW0SkZ8+e8vbtW3FwcJAcOXKIsbGx1v6oqKgvUhwRERERERFRRvZZoXvhwoVfuAwiIiIiIiKizOezQnevXr2+dB1EREREREREmc5nzekWEbl7966MHz9eunbtKs+ePRMRkcOHD8vVq1e/WHFEREREREREGdlnhe5ffvlF7O3t5ezZsxIYGCivX78WEZHff/9dJk6c+EULJCIiIiIiIsqoPit0+/n5ybRp0+TYsWOSI0cOZXuDBg3kt99++2LFEREREREREWVknxW6L1++LG3btk21vUCBAvLixYvPKmTWrFmiUqlk2LBhyrb379+Ll5eX5MuXT/LkySPt27eXyMhIre979OiRNG/eXHLlyiUFChQQX19f+fDhg9YxP//8s1SuXFmMjIykdOnSsm7dulS/f9myZVK8eHHJmTOnVK9eXc6dO6e1Py21EBEREREREaX0WaHb3Nxc/vzzz1Tbw8PDpUiRIp/8886fPy8rV66USpUqaW0fPny47N+/X3bs2CG//PKLPH36VNq1a6fsT0pKkubNm0tCQoKcOXNG1q9fL+vWrRN/f3/lmPv370vz5s2lfv36cvHiRRk2bJj069dPjhw5ohyzbds28fHxkYkTJ0pYWJg4ODiIu7u7Mlc9LbUQERERERER/dVnhe4uXbrI6NGjJSIiQlQqlajVavn1119l5MiR0rNnz0/6Wa9fvxYPDw9ZvXq15M2bV9keGxsra9askfnz50uDBg2kSpUq8sMPP8iZM2eUIexHjx6Va9euycaNG8XR0VGaNm0qU6dOlWXLlklCQoKIiAQEBEiJEiVk3rx5Ur58efH29pYOHTrIggULlN81f/586d+/v/Tp00fs7OwkICBAcuXKJWvXrk1zLR8THx8vcXFxWn+IiIiIiIgo6/is0D1jxgwpX768FC1aVF6/fi12dnbi6uoqNWvWlPHjx3/Sz/Ly8pLmzZuLm5ub1vbQ0FBJTEzU2l6uXDkpWrSohISEiIhISEiI2Nvbi5WVlXKMu7u7xMXFKauoh4SEpPrZ7u7uys9ISEiQ0NBQrWMMDAzEzc1NOSYttXzMzJkzxczMTPljY2PzSW1DREREREREGdsnPadbrVbL3LlzZd++fZKQkCA9evSQ9u3by+vXr8XJyUlsbW0/6Zdv3bpVwsLC5Pz586n2RURESI4cOcTc3Fxru5WVlURERCjHpAzcmv2aff90TFxcnLx7906io6MlKSnpo8fcuHEjzbV8zJgxY8THx0f5Oi4ujsGbiIiIiIgoC/mk0D19+nSZNGmSuLm5ibGxsWzevFkAKMOwP8Xjx49l6NChcuzYMcmZM+cnf39GYGRkJEZGRvoug4iIiIiIiPTkk4aXb9iwQZYvXy5HjhyRPXv2yP79+2XTpk2iVqs/+ReHhobKs2fPpHLlymJoaCiGhobyyy+/yOLFi8XQ0FCsrKwkISFBYmJitL4vMjJSChYsKCIiBQsWTLWCuObrfzvG1NRUjI2NxdLSUrJly/bRY1L+jH+rhYiIiIiIiOivPil0P3r0SJo1a6Z87ebmJiqVSp4+ffrJv7hhw4Zy+fJluXjxovLH2dlZPDw8lP/Pnj27HD9+XPmemzdvyqNHj8TFxUVERFxcXOTy5ctaq4wfO3ZMTE1Nxc7OTjkm5c/QHKP5GTly5JAqVapoHaNWq+X48ePKMVWqVPnXWoiIiIiIiIj+6pOGl3/48CHVUPDs2bNLYmLiJ/9iExMTqVixota23LlzS758+ZTtnp6e4uPjIxYWFmJqairffvutuLi4SI0aNUREpHHjxmJnZyc9evSQOXPmSEREhIwfP168vLyUYd0DBw6UpUuXyqhRo6Rv375y4sQJ2b59uxw8eFD5vT4+PtKrVy9xdnaWatWqycKFC+XNmzfSp08fERExMzP711qIiIiIiIiI/uqTQjcA6d27t9Y85ffv38vAgQMld+7cyrbAwMAvUtyCBQvEwMBA2rdvL/Hx8eLu7i7Lly9X9mfLlk0OHDgggwYNEhcXF8mdO7f06tVLpkyZohxTokQJOXjwoAwfPlwWLVok1tbW8v3334u7u7tyTOfOneX58+fi7+8vERER4ujoKEFBQVqLq/1bLURERERERER/pQKAtB6s6fn9Nz/88MNnF5SZxcXFiZmZmcTGxoqpqel/+lmzwl98oaq+HD8nS32XkArbKW3YTkREREREnyat+e6TeroZpomIiIiIiIjS7pMWUiMiIiIiIiKitGPoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHWHoJiIiIiIiItIRhm4iIiIiIiIiHTHUdwFERBnFrPAX+i4hFT8nS32XQERERET/gD3dRERERERERDrC0E1ERERERESkIwzdRERERERERDrC0E1ERERERESkIwzdRERERERERDrC0E1ERERERESkIwzdRERERERERDrC0E1ERERERESkIwzdRERERERERDrC0E1ERERERESkIwzdRERERERERDrC0E1ERERERESkI4b6LoCIiDKXWeEv9F1CKn5OlvougYiIiLIo9nQTERERERER6QhDNxEREREREZGOMHQTERERERER6QhDNxEREREREZGOMHQTERERERER6QhDNxEREREREZGOMHQTERERERER6QhDNxEREREREZGOMHQTERERERER6QhDNxEREREREZGOMHQTERERERER6QhDNxEREREREZGOMHQTERERERER6YihvgsgIiLKimaFv9B3Can4OVnqu4RU2E5ERJTRsaebiIiIiIiISEcYuomIiIiIiIh0RK/Dy2fOnCmBgYFy48YNMTY2lpo1a8rs2bOlbNmyyjHv37+XESNGyNatWyU+Pl7c3d1l+fLlYmVlpRzz6NEjGTRokJw8eVLy5MkjvXr1kpkzZ4qh4f/+ej///LP4+PjI1atXxcbGRsaPHy+9e/fWqmfZsmUyd+5ciYiIEAcHB1myZIlUq1btk2ohIiIi+to4DJ+IKP3Sa0/3L7/8Il5eXvLbb7/JsWPHJDExURo3bixv3rxRjhk+fLjs379fduzYIb/88os8ffpU2rVrp+xPSkqS5s2bS0JCgpw5c0bWr18v69atE39/f+WY+/fvS/PmzaV+/fpy8eJFGTZsmPTr10+OHDmiHLNt2zbx8fGRiRMnSlhYmDg4OIi7u7s8e/YszbUQERERERERpaTXnu6goCCtr9etWycFChSQ0NBQcXV1ldjYWFmzZo1s3rxZGjRoICIiP/zwg5QvX15+++03qVGjhhw9elSuXbsmP/30k1hZWYmjo6NMnTpVRo8eLZMmTZIcOXJIQECAlChRQubNmyciIuXLl5fTp0/LggULxN3dXURE5s+fL/3795c+ffqIiEhAQIAcPHhQ1q5dK35+fmmq5a/i4+MlPj5e+TouLu7LNyIRERERERGlW+lqTndsbKyIiFhYWIiISGhoqCQmJoqbm5tyTLly5aRo0aISEhIiIiIhISFib2+vNcTb3d1d4uLi5OrVq8oxKX+G5hjNz0hISJDQ0FCtYwwMDMTNzU05Ji21/NXMmTPFzMxM+WNjY/N5DUNEREREREQZUroJ3Wq1WoYNGya1atWSihUriohIRESE5MiRQ8zNzbWOtbKykoiICOWYv86p1nz9b8fExcXJu3fv5MWLF5KUlPTRY1L+jH+r5a/GjBkjsbGxyp/Hjx+nsTWIiIiIiIgoM0g3z+n28vKSK1euyOnTp/VdyhdjZGQkRkZG+i6DiIiIiIiI9CRd9HR7e3vLgQMH5OTJk2Jtba1sL1iwoCQkJEhMTIzW8ZGRkVKwYEHlmMjIyFT7Nfv+6RhTU1MxNjYWS0tLyZYt20ePSfkz/q0WIiIiIiIiopT0GroBiLe3t+zevVtOnDghJUqU0NpfpUoVyZ49uxw/flzZdvPmTXn06JG4uLiIiIiLi4tcvnxZa5XxY8eOiampqdjZ2SnHpPwZmmM0PyNHjhxSpUoVrWPUarUcP35cOSYttRARERERERGlpNfh5V5eXrJ582bZu3evmJiYKHOjzczMxNjYWMzMzMTT01N8fHzEwsJCTE1N5dtvvxUXFxdltfDGjRuLnZ2d9OjRQ+bMmSMREREyfvx48fLyUoZ2Dxw4UJYuXSqjRo2Svn37yokTJ2T79u1y8OBBpRYfHx/p1auXODs7S7Vq1WThwoXy5s0bZTXztNRCRERERERElJJeQ/eKFStERKRevXpa23/44Qfp3bu3iIgsWLBADAwMpH379hIfHy/u7u6yfPly5dhs2bLJgQMHZNCgQeLi4iK5c+eWXr16yZQpU5RjSpQoIQcPHpThw4fLokWLxNraWr7//nvlcWEiIp07d5bnz5+Lv7+/REREiKOjowQFBWktrvZvtRARERERERGlpNfQDeBfj8mZM6csW7ZMli1b9rfHFCtWTA4dOvSPP6devXoSHh7+j8d4e3uLt7f3f6qFiIiIiIiISCNdLKRGRERERERElBmlm0eGERERERHp0qzwF/ouIRU/J0t9l0BEOsaebiIiIiIiIiIdYU83EREREREpOCKA6MtiTzcRERERERGRjjB0ExEREREREekIQzcRERERERGRjjB0ExEREREREekIQzcRERERERGRjjB0ExEREREREekIQzcRERERERGRjjB0ExEREREREemIob4LICIiIiIiymhmhb/Qdwmp+DlZ6rsE+gj2dBMRERERERHpCEM3ERERERERkY4wdBMRERERERHpCEM3ERERERERkY4wdBMRERERERHpCEM3ERERERERkY4wdBMRERERERHpCEM3ERERERERkY4wdBMRERERERHpCEM3ERERERERkY4wdBMRERERERHpCEM3ERERERERkY4wdBMRERERERHpCEM3ERERERERkY4wdBMRERERERHpCEM3ERERERERkY4wdBMRERERERHpCEM3ERERERERkY4wdBMRERERERHpCEM3ERERERERkY4wdBMRERERERHpCEM3ERERERERkY4Y6rsAIiIiIiIiypxmhb/Qdwmp+DlZftXfx55uIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYbuT7Rs2TIpXry45MyZU6pXry7nzp3Td0lERERERESUTjF0f4Jt27aJj4+PTJw4UcLCwsTBwUHc3d3l2bNn+i6NiIiIiIiI0iFDfReQkcyfP1/69+8vffr0ERGRgIAAOXjwoKxdu1b8/PxSHR8fHy/x8fHK17GxsSIiEhcX959ref/61X/+GV9aXFwOfZeQCtspbdhOacN2Shu2U9qwndKG7ZQ2bKe0YTulDdspbdhOaZOZ20mT6wD843Eq/NsRJCIiCQkJkitXLtm5c6e0adNG2d6rVy+JiYmRvXv3pvqeSZMmyeTJk79ilURERERERPQ1PX78WKytrf92P3u60+jFixeSlJQkVlZWWtutrKzkxo0bH/2eMWPGiI+Pj/K1Wq2WqKgoyZcvn6hUKp3Wm1ZxcXFiY2Mjjx8/FlNTU32Xk26xndKG7ZQ2bKe0YTulDdspbdhOacN2Shu2U9qwndKG7ZQ26bGdAMirV6+kcOHC/3gcQ7cOGRkZiZGRkdY2c3Nz/RTzL0xNTdPNizc9YzulDdspbdhOacN2Shu2U9qwndKG7ZQ2bKe0YTulDdspbdJbO5mZmf3rMVxILY0sLS0lW7ZsEhkZqbU9MjJSChYsqKeqiIiIiIiIKD1j6E6jHDlySJUqVeT48ePKNrVaLcePHxcXFxc9VkZERERERETpFYeXfwIfHx/p1auXODs7S7Vq1WThwoXy5s0bZTXzjMjIyEgmTpyYahg8aWM7pQ3bKW3YTmnDdkobtlPasJ3Shu2UNmyntGE7pQ3bKW0ycjtx9fJPtHTpUpk7d65ERESIo6OjLF68WKpXr67vsoiIiIiIiCgdYugmIiIiIiIi0hHO6SYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIiIiIiLSEYZuIiIiIiIiIh1h6CYiIqL/LD4+XkREMvP6rGq1Wt8lEBFRBsTQTUSUic2cOVOmTp2q7zIok1u7dq34+/tLVFSUqFSqTBu8DQySL5tOnjwpsbGxeq6GiIgyCoZuoq8s5cVoZr0wpfTD0NBQJk6cKPPnz9d3KXrB99jXcf78eQkKCpLly5dLdHR0pgveKXu4/fz8pFOnThIdHZ2p/o66wPb5+jRtnpmuNZ49eybv37/Xdxnpwl//fTP6v21WwtBN9JWpVCo5cuSI7NixI9NdmH6OrP731zVfX19ZunSpjBw5Ur777jt9l/PVqVQqERG5e/euvH37Vs/VZF4rVqyQJk2ayO7du2Xx4sWZLnhrergjIyPlw4cPsmXLFilevLjy+qLU1Gq10j4JCQmp9tGXl7LNY2Nj5c2bN8q2jPpeDA8Pl6pVq8revXuVKSxZFQBRqVRy/PhxGTdunCQkJPAclIEwdNNn0Zy83717J2/evNFzNRlLYmKiBAUFSefOnSUwMDBDfxj+VykvEP7880+5ffu21v6s2i5f2uDBg2Xx4sUyatSoLBm8nz59Kra2tjJ16lQGbx1ISkoSEZHZs2dLgwYNZN++fZkyeG/evFkKFSok+/btk3z58um7nHRNrVYrNyoWLFggvXv3loYNG8qMGTPk/v37YmBgwOD9haVs87lz50r79u2lQYMG0qRJE3n8+HGGDWdOTk5StmxZmTBhghw8eDDL9nhrAveuXbukU6dO8ubNG7l69arWfvp3mnZ6+fKlvH37VqKjo0XkK90IBNEnUqvVAIADBw6gXbt2sLW1hZ+fH44eParnytI3TbsBQGRkJHx9faFSqbBjx45U+7OCpKQk5f/9/f1RuXJl5MmTB61bt8b27duV/VmtXb6kv7bdkiVLoFKpMHfuXD1VpD8BAQHIkSMHJk2ahDdv3ui7nEwn5WttxIgRqFy5MiZNmoSoqKhU+zOKlOcoALh//z46d+6MbNmyKZ93fz2GtI0ePRoWFhaYNGkSOnTogFq1asHe3h7Xr18HkDFfF+nd2LFjkT9/fqxbtw4///wzbGxsUKlSJbx8+VLfpaXJ370m2rRpgxIlSmDXrl14//79V64qfTh79izMzc2xatUqre0JCQl6qihjSZlf6tatC0dHR9SpUwcnT57U2q8rDN30Wfbu3YtcuXJh3LhxWLZsGRo2bIiaNWsqAZL+R/Mm/uvF57NnzzB8+HCoVCrs3LlTa19WMnHiRFhZWWH79u24c+cOnJ2dUaVKFQQEBDB4fyZNe8XHx6f6MF68eHGmD95/93pZu3YtVCoVJk2ahNevX3/lqjKflK+z+Ph4rX0+Pj6ZIngDQFBQEGJiYgAADx8+RLNmzVCgQAHcvHkTAIP337l8+TLKlCmDY8eOKduCg4PRunVr1KhRAxEREXqsLvNI+b56+PAhnJ2dceTIEQDA/v37YWZmhuXLl//t96RHwcHB+PXXX1O9t1q3bo0iRYpg165dePfunZ6q05/ly5ejadOmAJKvKQMDA9G2bVvY29tj/fr16f7fNT3Yt28fcufOjZkzZ2L37t3o1asXcuTIgQMHDgDQ7XuDoZs+2fXr11GhQgUEBAQAAN6+fYv8+fOjbNmyqF69OgIDA/Vcof5t374dL168UL7+/fffYW5ujuPHj2sd9+zZMwwaNAgqlQqHDx8GkP4/DL+kkJAQODo6Ku0SHBwMY2NjVK5cGRUqVMD333/P4P2JNO0UFBSEdu3aoW7duhgwYACePXum7NME7/nz5+uzVJ06cuRIqt4AAPjhhx+gUqkwZcoUxMbG6qGyzEHzWjp8+DC6d+8OJycnzJ49G7/++qtyjCZ4T506Vet8mJHcuXMHKpUKAwcORFxcHADg8ePHaNy4MQoWLIhbt24BYPD+mJCQEOTOnRuhoaHKNrVajcOHD8Pe3l7pXaLP07FjR+zatQvA/96P4eHhKFCgAADg0KFDyJMnj3Kt9urVKyxZsgSJiYn6KfgTVKlSBQULFkRISEiq91b16tXh4OCATZs2ZYngnfLaZ/PmzVCpVEpnV/PmzdGrVy988803yJEjBx4+fKjHStO/+/fvo06dOli8eDEA4I8//kDx4sVha2uLbNmyYffu3QB0d73J0E2f7P79+/D19UVUVBQePXqEkiVLYvDgwTh//jyKFy+OypUr48cff9R3mXoTGRkJQ0NDNGnSRBnOdfPmTbRv3x5WVlb45ZdfAPzvTX3u3DkYGhpCpVJhz549eqv7a/hrgH706BG+//57JCYm4qeffoKlpSXWrl2LDx8+oHTp0nB0dMTcuXN5QfuJ9uzZA1NTU3h5eeGHH35AoUKF0KpVK1y4cEFp+6VLl0KlUmHJkiV6rvbLSflBOXHiRKhUKqxZsybV/tGjR8PY2BgTJkxgj/d/sGfPHuTKlQu+vr7w9/eHq6srGjVqhKCgIOUYX19flCxZErNnz86w7+P9+/fD2NgYgwcP1gre7u7uKFKkCK5du6bnCvXvYxepd+/ehYODg3KO10hMTIS1tXWmHm2ja2/evIGHhweMjIxw6NAhre3u7u7w8fFBnjx5tG48XrlyBY0bN0ZwcLA+Sk6T0NBQ5TxRrVo1lClTJlWPt7e3N7Jnz44qVaoo78fMSPOeevXqFZKSkpQbDKNGjULx4sUxYMAAnDlzBgAQFxcHR0dH/P7773qrNyN48OAB/Pz8EB0djSdPnqBs2bLo378//vzzTzRu3Bi5cuXS6Yhdhm76V5o3flxcnPLBGRkZCQDo378/PDw8lBNf586dUaRIEbRq1SpL9yKFh4ejSJEiaNasGaKjowEAt27dQvfu3WFhYaF1h//hw4fw8PDAxIkTs8zF25MnTwAkD0uNiopCYmIi2rdvjzFjxuDDhw8AgJYtW6Jo0aIYMmQIe7k/wbVr11C+fHksXboUQPL7tnDhwjAyMoKzs7PWRc3KlSsz3Wvup59+UuaLTp48GdmyZcPq1au1jlm4cCHKli0LCwsLPHv2TB9lZniXL19G2bJllYv6N2/ewMLCAra2tqhXr57WGh/jxo3DvXv39FXqf5JyDmD27Nnh5eWlfLY9efIEVapUQcuWLfVZot6lDETz5s1ThjKr1Wq0bdsWlSpV0vrMi46OhrOzc5a+Of8lREdHKwH04MGDAJIDWo8ePWBkZARvb2/l2Ldv36JZs2Zo3rx5urz5pVar8fr1a5iYmGDcuHHKdmdnZ9ja2uLXX39V5nH7+fnh9OnTynVEZpRyJFGrVq1Qt25dNGrUCFevXgXwv+mKGn5+frCzs+PnWRo8ffoUQPLaIy1btsSrV68AAF5eXjA3N0e+fPl0djOHoZv+UcoLDg8PD5w9e1YJRQBQp04d+Pr6Kl8PGDAACxYsyLJztdRqtfKB9vvvvyN//vzw8PBQerxv3bqFHj16wMzMDPv378eTJ0/g7++PRo0aZeo7tik/5I8dOwYDAwOtIYcJCQmoXbs2xowZo2zr0aMHgoKCOLz8b6Rsj5Tte/HiRUyZMgUfPnzAkydPUKJECQwZMgRPnz6FlZUVmjdvjpCQkEzbng0bNkSdOnWUr6dMmQJDQ0OsWrVKeY/5+flh165dmfo996X80+tsyJAhePPmDR4+fKiMeDpy5AgKFiwIV1dX7N27Vx8l/2czZsyAv7+/8nfX/Hf//v0wNDSEj4+PctH77NmzdBlivpaUf/fQ0FB07NgRKpUKmzdvBgB8+PABLi4uqFixIgYPHozFixejYcOGsLe3zxDDnNO76OhoeHl5IXv27Ni/fz+A5FEYLi4uqF69Ovr164dp06bB1dUV9vb2yhof6fU1O2fOHNSsWVMJl0DycPLy5cuje/fu6N27N/LkyYMHDx7oscqvY+/evTA2NsbUqVOxc+dOuLu7I2fOnMpaEkDyTeb+/fvDwsIC4eHh+is2HdKct+/fv4/ff/9daypCfHw83N3dMWzYMGXbt99+i61bt+p0wUGGbvpXu3btgomJCSZMmKDMXwOS75x269YNLVq0wOrVqzF69GgULlwYf/zxhx6r1S/Nm3zv3r0YMWIEHB0doVKp0KZNG6XH++7du/Dy8oJKpVJ62zLzyTLlh/uPP/4IPz8/qFQq2NjY4Pz58wCSe2PbtWuHevXqYejQoahfvz7s7e2V702vFwj69vz5c+X/jx49il27diEpKUnpve7evTs8PDyU1bobNWoElUqFBg0aZNrVX3fu3IkaNWoory0gOUSpVCq4urqiYcOGMDU11bqoo4/TnM9evnypjG4KDAzElStXAEA51/fo0QM9evRQXmfNmjVDoUKF0K5dO7x69SrD3eCZN28eVCoV5syZo9SuOQeNGDECKpUK/fr105qakNXPUX5+fqhVqxbatGkDKysrGBsbK3OJk5KSMHLkSDRu3BguLi7w8PBQwl/Km/j07/56IwhIfn9qgve+ffsAJA+jnTBhAurUqYM2bdpg2LBhyk2O9HCz4+/eL6dPn0bZsmWVueoaQ4cORevWreHu7o5Lly59jRL1Rq1W49WrV2jUqBFmzpwJIHkqXokSJTBgwADluKioKHz33Xdo0aIFLl++rK9y07WdO3fCxsYGefPmRYMGDbBt2zblnDNy5EiYmJhg+fLl6N+/PwoUKIA7d+7otB6GbvpH169fR5EiRVINz7x79y4SEhIQGhqKRo0aoVSpUrCzs0NYWJieKk0/jh49ipw5c2LZsmXYt28fVq1aBUtLS62h5kDyIjPHjh3Do0eP9FfsV+Tr64uiRYti4cKFGDFiBJydnVGgQAGEhIQASH5NderUCU2aNEH79u3T/R15fYuOjoaVlRWmTJmCffv2QaVSafUsJiQkoG7dupg3b56ybfjw4Th79izu3r2rj5K/uI+FuVevXqF8+fIYOHCg1vZdu3bBy8sLgwYNUkIj/bvnz5/DwcEBixYtwpo1a6BSqbBp0yZlf3x8PJydnTFjxgwAyRf0ffr0wXfffYc///xTX2Wn2d+dX5YuXQoDAwPMmjVL65hZs2ahRYsWcHV15bnp/23evBl58uRRhgBfunQJ3t7eqeYUJyYmao0uSQ/hLyNJ+XpLSEjQ6rl7+fIlBg8eDENDQyV4JyUlpTpH6vsmx927d7X+Hnfu3NHquQWAQYMGoVSpUh+dopiZF07T/Fu9f/8eiYmJKFasGK5evYoXL16gSJEiWoF7w4YNePXqFd6+fZulp3L+k8ePH8PBwQErVqzAL7/8gqZNm6JmzZpYtmwZPnz4gMjISPTt2xe2traoWbPmV8kvDN30j86ePYtq1arh0aNHiI2NxbJly1C/fn1YW1ujTZs2iIyMRHR0NCIjI7V63bIyX19ftGjRQmvb2bNnkS9fPrRt2zZLzrm5ceMGSpUqpQx/A4Dz58+jbdu2KFCgAM6ePQsgeV5oyosCXpT9vfj4eGzduhU5cuSAkZERtm3bBuB/F2bx8fGoWLEiWrRogaCgIIwYMQL58+dXeiwzqtOnT2t9HRoammphoD179qBYsWIfXR05o/W6pgfjx49HwYIFoVKplLUCNFNpYmJi0KpVK3Tu3BmBgYEYO3YsSpQokeEC908//YRNmzZh+/btytDxJUuWIFu2bJgxYwYePXqE+Ph4tG3bVpk/+9efkVVNmjQJdevW1dp279499OjRA9mzZ8eWLVtSfQ/fh58m5ets4cKFaNmyJerXr48JEyYo22NiYjB48GDkyJFD6zWaXixcuBAVK1ZURsQ8ePAAdnZ2KF++PBYuXIjHjx8DSO7VrVq1KtatWwcga10H7N69G0OHDkV8fDzat2+PCRMmwMbGBgMHDlQ6Ip4/f442bdpo3fyk5HNKyvNKbGwsevfurYxIiomJQbdu3eDi4oKVK1cq76mnT59+talmDN2USsoX7fnz52FoaIi+ffuiVKlSaN26NcaNG4e1a9eiRIkSyvOl6X+6d++uNadU84GxYMECqFQqNG/eXKdzRtKjS5cuwcjIKNUj006dOoWCBQuicOHCynDgjw2fo48LCwuDSqWCSqXC9OnTle2a19yVK1dQqFAhlCxZEiVLlszwI1F++uknmJqa4sWLF1Cr1Xjz5g3s7Oxgb2+Ppk2b4ubNm4iJicHr169Rp04dTJ06FUDWumj7kjQXJVeuXEGePHlgYWGBxYsXp1qzY9u2bahTpw5sbGxga2urtV5DRuDr6wtbW1s4ODigfv36sLKywv379wEkP2IuW7ZsKFu2LEqVKqU1F5nnqGRr1qyBjY1NqqGZe/bsgUqlQp48ebBhwwY9VZe5+Pn5oXDhwhg/fjxWrFgBlUqFwYMHK8+Rj4mJgbe3N1QqlTKKLD3R9Gpr6g0ODsaiRYtgbm6Oxo0bY+TIkXjz5g3atGmD9u3b67PUr+7y5cuwsbHB2rVrER8fDz8/P5iZmaFx48Za5xo/Pz+UL1+ejwf7G4cOHULHjh3RvHlzuLm5ae2LiopC165dUadOHcybN++rj/xg6CaF5k3912G9O3bsQN++feHv7681LLVGjRrKYin0P4cPH0b+/PlT3d3fsmUL6tSpg7Jly2bqk+XHLkRjY2NRt25djBo1KtVQqMaNG6NChQooVaqUsuo0pd2ZM2ewadMmZMuWTavXQxMM3r17h4cPH2aakSiannrNQjoRERE4cuQI6tati5IlS6JDhw4IDQ3FsmXLkC9fvky9wu3X8vLlS4SHh2PixImwsbHB7NmzUwXvqKgo3Lp1K8Mtorlq1Srkz58f586dAwAlyAQGBirH/Prrr1i6dCkWL16svK/0PUxXH/6uVz8kJASOjo4YN26c1mfbuXPn0L17d4wePRqVK1dONYyYPs2uXbtga2urPCbqyJEjyJEjB7Jnz44OHTooQVYz1zc93WxMWcuZM2dQpEgR5fGpQHIYnz17NsqWLYuqVauiW7duUKlUOn18U3py8eJFzJ07F15eXsq2t2/fonXr1nBwcMCgQYOwYMEC9OrVC2ZmZpl6HaD/4tSpU1CpVOjduzfs7e1hZmaGMWPGaF2XRkdHo0WLFnB3d0+1CryuMXQTgP8FpZ9++gmenp7o1KkT/P39laX0Nf/VGDt2LGxsbLLECpJ/R9NmN2/exMmTJxEZGQm1Wo3nz5+jT58+qFOnjtYKrqNHj8a4ceMy7QJWgPZF2fPnz7UuwMeOHYtKlSohICAAb9++BZB8t7t9+/ZYt24dateujcmTJ6caIkT/o2mXx48f49q1a1oru69cuRLZsmXDpEmTlONXrVqlFR4yA7Vajbt370KlUuG7777T2rdhwwb069cPBgYGyirKU6dO5evpE2na6969e7h+/brWyJzRo0fDxsYG3333nfL+nj17doZZyCflSBq1Wo3hw4crIyICAwO15iHHxsZ+dNhhVgzcKd9Dq1evhr+/PyZNmqScg+bNm4eyZcvC29sbx44dw82bN9GsWTN88803OHnyJExNTXHs2DF9lZ/hqNXqVK+zHTt2YNGiRQCSe/PMzc2xevVqnDhxAoaGhhg0aFCqEJFegvdfz8H29vYoU6YMgoODU3X0jBs3Di1atICJiQlu37791Wv9GlL++yYmJqJatWrKIqcpvXr1CuPGjYObmxuqVauGHj16cE2Sv3Ht2jWsXr0aCxcuBJB888nHxwcuLi5a10VA8rWnPm7IM3STQnPB4e3tDW9vb9SoUQMNGzZU5kMkJSXh+++/R7du3WBlZZXhh6p+CTt37kS+fPlQpEgRFChQAIsXL8abN29w/fp19O3bFxYWFnByckLNmjVhamqK33//Xd8lfxXjx4+Hg4MDihUrhpEjRyrb+/fvD3t7ezRv3hyTJk2Ci4sLatWqBSB5Ze1OnTrpq+QMY+fOnbC2toa1tTXKli2LY8eOIT4+HkByyM6ePTu6deuGb775Bjlz5sw0owc0F22ahXQmTZoEIyMjZVGUlI4fP47u3bujQoUKuHHjxlevNTPYsWMHSpYsiXz58qFp06ZYuXKlss/Pzw8lS5aEp6cn+vfvD5VKlSF6Xj7WU9u9e3dMmDABBw4cQJ48ebBixQrl2BUrVuC7777LkiE7pZSBady4cTAxMUGTJk1gbm4OZ2dnZVj5smXL4ObmBgMDA9ja2qJSpUr48OEDYmJiYGdn99E1FujjUj7X/ocffsDvv/+ON2/e4P79+3j58iWqVq2qrGz94MED2NjYQKVSaT12M705ePAgZs+erXzt4uKCkiVLIjg4ONV77NmzZ5lmdNZfpVxQNzg4GDdu3MDz58/h5uYGa2tr7Ny586Pnqvj4+Cx/Lvo79+/fh5OTE/Lly6e1eOPz58/h4+OD6tWrKzdX9YmhmwAA4eHhKFu2rHJhdf/+fRQsWBAmJiZwdnZWgvfhw4fRq1evTHMh/zk0FyB37txBtWrVsHTpUty/fx/Dhw+Hra0tJk+ejFevXiEuLg6//PILhgwZgmnTpmXqNkv5AREQEIAiRYpg2bJlmDVrFkxMTNC2bVvlNbR69Wp0794dtWrVQo8ePZQQ1a5dO4wdO/ajK65mdZr2uHbtGkqVKoXvvvsOwcHBaN68OYoUKYKtW7cqIyj27t2LGjVqoHnz5hkiCP2blK+tI0eOoGfPnkrPyKxZs2BgYIDly5crx2jaKi4ujs/h/kz37t2Dra0tVqxYgR07dqBnz56oUqUK5syZoxwzc+ZMtG/fHvXr188QNxN/+eUXJRwOHz4c/v7+AID58+fDyckJJiYmyiJxAPDixQs0bdoU06ZN00u96VFERATatGmDsLAwfPjwAc+ePYO9vT0qVqyoPE40JiYGFy5cQFhYmPJe9PHxQZkyZTLE4nrpQXh4OAwNDbFz506MHj0aFhYWWlP7bty4gTJlyigLkEZEROCbb77BhQsX0k0oO3r0qPKZlJSUhISEBDRp0kR5jJxGyuCdFRYlfP78OYoVK4Yff/wRR44cgYGBAY4cOQIgeepUjRo14OrqiqCgIOV7skK7/FcvXrzAtGnTYGNjk2otgBcvXsDX1xdlypTRuumjDwzdBAAICgqCp6cnAODhw4coVaoUPD09sW/fPuTLlw8NGzZULmAz8yMb0iokJAQzZ86Ep6en0ssIAP7+/ihTpgwmT56Mp0+fAshai+2cOnUKixYtwtatW5VtFy5cgJmZGdq0aaPMOQP+9zp6//49xo4di3z58rFX8h+EhIRg3bp1WiMHAKBz586wtrbG1q1blVVh37x5o/UM4YwoICBA6enQhOz+/fvj22+/1TruY8GbPl94eDhGjRqFb7/9VrnYu3//PoYOHQonJyet4B0XF6dMFUmv1Go1YmNjkStXLjRu3Bh9+vSBubm58qzfmJgY1KpVC9bW1jh+/DhevnyJu3fvomnTpqhatWq6GZ6rb4sWLYKtrS0aNGigPJ8dSG4/e3t7VKpUCdeuXdP6nuPHj6Nnz56wtLTMFDcAv5YnT55gwoQJyJUrF8zNzZVriZSrLefKlQvDhg3DiRMn4O7ujnr16inXGvp+zd66dQsqlQre3t5a10d16tRROnY053QgOXiXLVsWx48fz/QB888//8TkyZNhYmICIyMjZfqX5gZFREQEqlevDldXVxw5ciRLXT9+ipTtornRFBsbi/nz56NkyZKprhOeP3+O8ePHKwtk6gtDNyk080TatWsHDw8PAMknxurVq0OlUqFOnTpZfr6t5u/eo0cPqFQqVKxYMdVK5P7+/qhYsSJGjRqVpe7s37x5U1lJW/PBqmmv0NBQmJubo2PHjlrzaB48eIBOnTqhVKlSnK7wL2rUqAGVSoXGjRtrXcgAycG7RIkSWL9+fYYP20Dywl2lSpVC6dKltd5fXbt2xahRowBof+jOmjULRkZGWs8kp08XFxeHzp07w9LSEk2aNNHad+/ePQwdOhRVq1bFlClT9FTh54uLi0OePHlgZGSk9RxjILknxMnJCRUrVoSpqSlcXFzg4uKiBIP00nuoT5cvX0a5cuVgamqKq1evAvhf+8XGxsLR0RGFChXSGhZ99+5dDBw4UDme0m758uVQqVTInTu38jhI4H9hddu2bTAxMUGZMmW0Xqvp5fosMDAQuXLlwtChQ5Ub7DVr1sTGjRsBJNeZMniXL18eDg4O6f4m3pdw5MgRqFQqGBkZYf369cp2zed6REQEatWqBXt7e/z000/6KjPdSrkG1ejRo9G8eXP8+OOPePz4MeLj4/Hdd9+hYsWKqYJ3erihw9CdBWkuIKKjo7XmlgDJb/ZKlSopjwJ78+YNevfujc2bNyvPUMzKUs4xGj58OCwtLbFo0SKtHlwAGDFiBKpXr55p5yT9Hc3iLj169FB6XTUnSM3jrcaPH6/1PefOncvSC/J9ihYtWsDMzAxHjx5N1ZvRtGlTVKxYMdMMqb5+/TqqV6+O8uXLK8G7U6dOyusnPj5e6wJzwoQJsLCw+OqrkWY258+fR9euXZE/f/5Uj3m6f/8+PD094erqmqEeexgfH49r166hYMGCMDMzQ4sWLZRRNZrX0KtXr/Drr79i3bp1+PXXX7UWOcpq/u7i9Pr167CxsUHDhg3x7NkzAP9rv+joaPTo0UNpt/TS65pRpFwUE0gecXjmzBmMHz8eJiYmyjOrU/7bREVF4fbt28q29NbWe/bsQY4cOTBo0CC8fv0a1apVw9GjR//2eH33QupSyvfD06dPsW/fPkydOhUmJiZaQ+41wTsyMhJNmjTJ1G3yXwQGBsLU1BT9+vWDj48PChcujNatW+Ply5fK6v2Ojo7o06ePvkvVwtCdRQQFBWmteBgYGIg6deqgdOnSmDhxorLy7Pv371G5cmW0adMGt2/fxqhRo1ChQgVleFNWdv78eTRp0gS7d+9WtvXt2xe2trZYuXJlqkdhZebA/U93DDUftEOHDlWGTKVc6Z3PuP13mrZ5/vw5oqOjtW54ubi4oHjx4vjll19S/Ttktsdj3bhxA87OzihTpgzevn2L3r17K8ObU/b2awLAixcv9FJnRqV5nUVFRSEmJkbpebpx4wY6d+6MOnXqYNOmTVrf8/DhwwzxWLC/O0dFRETAwsIC7u7uuHnz5j+eh7JiD3fKdvvtt9+wb98+XL9+XXlU39WrV1G4cGE0btxY+Yz7a1tnxXb7L1K23+3bt7Uerfb48WOMHDkSJiYmSi8xkLymgmaKxF9/RnqyZ88eZM+eHd7e3nBwcEDhwoXRvXt3tGzZEk2bNkWHDh0wcODALHE9cPr0aVSpUkV5Lz158gRjx46FiYmJ1uJfmzdvxo0bN7JEm3yOBw8eoEKFClojKnPlygU/Pz+lzWJjYzFlyhS4uLikq88rhu5MTq1W4/r16zA2NsaAAQNw//59hIeHw8LCAmPHjsXYsWNRpEgRdOnSBadPnwYAbN26FWXLlkWhQoVQrFgxhIaG6vlvkT6cPHkSNWvWRKtWrXDgwAFle58+fVC6dGmsXr06VY93ZpTyw3379u1YvHgxpk2bpjWseffu3ciRIweGDRumhKOUHyDp7Y58eqJpp71796J+/fooV64c6tevjxkzZijH1K5dG8WLF//oqq+ZzY0bN+Dk5IRy5crBwcEBNjY2qFq1KkqXLg0nJyc4Ozujdu3aWWJY4pekeZ3t27cPNWvWhIODA8qWLYsff/wRCQkJuHLlCrp06YLatWtjy5Yteq7206Q8R929exe///47Pnz4oLxX7ty5AwsLCzRv3hxXrlyBWq1Gq1atMHfuXH2VnO6MGjUKRYoUgbW1NSwtLdGiRQscP34cQHLwtra2RpMmTdLVBW1G5+fnB2traxQoUAD16tVThuo/ffoUvr6+MDIywsiRI+Hm5oayZcumq3P/PwXE3bt3w8TEBPny5YOfnx9mz56NsWPHwtfXF5MnT9a6eZCZ3b59G8WKFUO1atWUG1ZPnjzBuHHjkDt3bowZMwajRo1Czpw5lUUfs7qVK1fi119/1dp27949VK5cGe/fv8fNmzdRpEgR9O/fX9l/7tw5AMmjb9LbiCyG7ixi69atKFasGHx8fDBnzhxMnz5d2ffzzz/DwcEBHTt2VAJ2ZGQkTp06lSV7uP/pw+OXX35Bo0aN0KxZM63g3a9fP+TLlw/r1q3LMncnR48ejcKFC8PNzQ1lypSBo6Oj1jM3d+/eDWNjY/Tu3Vtr7hal9tfXzMGDB5EzZ04sWrQIwcHBGD9+PFQqldb8LldXV5iamqb6QMqMbty4gUaNGkGlUmHx4sXYv38/Vq9ejfXr12Pt2rVaPUOUdocOHUKuXLkwZ84c3L59Gz179oSxsTF+/vlnAMmLqnXv3h0VK1bEjh079Fxt2qQM3P7+/ihbtiwKFiyIsmXLYseOHcpoiDt37qBgwYJwcHBAxYoVYWdnx/PU/1u9ejUsLS1x8uRJxMTEYPfu3Wjfvj1cXFxw6tQpAMlPUjA0NMSwYcP0XG3GlfK1unPnThQvXhy7du3C3r17UaVKFZQtW1ZZgO7FixdYsGABqlevji5duqR6trW+XL16VZmz/bEb65o6Dxw4gJw5c2L06NFfv8h0IOVTbypWrIjKlSsrwTsiIgLz589X5uezoyu5vSIjI1G1alWtlfuB5FGnxYoVw7lz51CqVCn0799feR+EhoaiW7du6faJGgzdmVzKE/LWrVthY2MDKyurVCsgnzx5Evb29ujSpQt++eWXr11muqP5wLh06RLOnz+vte/kyZNwd3eHu7u78qgHAPDy8sLt27e/ap36smjRIhQpUkRZ/OzgwYNQqVQoX748Tp48qbTf5s2bUbduXb1fGGQkCQkJ6Nmzp/Kooj/++APFixfHwIEDAWi/p93d3TP8ay44OPijd6M1vTivXr0CkDw1oVatWnBwcFDWC6C0SzkSQPMIn44dO8LPzw9A8qq6tra2+Oabb7S+7/z58/D09MxwcwsnT56MQoUKYc+ePYiPj0fdunVRpkwZLF++XAneDx8+xPTp0zF79mzlnMVROMk3kf86FzI4OBgNGzbEkCFDlG0PHjxIV72tGdX27duxfPlyLFu2TNn29u1bVK9eHWXKlMHFixe1tqeX+fI7duyAtbU1Nm7cqDWVTPOauHv3LsqXL6+sdr97927kzp0bvXr1+mhQz4xSBmjN3/X27duoWLEiqlSpojUNMS4uLtU6S1mVpq00r6vz589rZZN27dpBpVKhW7duWt83ZswYVK9ePd0uYszQncn99YS2e/duWFpaws3NLdWKoj///DNsbGzQp0+fLDlUU/P8aI0nT56gcuXKaN++fao7jydPnoSVlRUaNWqkNcc7s0p5YfX69WuMHDlSWdglMDAQZmZmWLlyJWrWrIny5cvjxIkTqVbYZvBObdKkSejZs6fWtvfv38Pe3h5btmzB8+fPUw2dWrduHU6cOPG1S/3i1Go1wsPDoVKpMGHCBK2LDc3F5IMHD1C0aFFl8Z0bN26gWrVqsLS05IJpn2D69OkYPHiw1gVeQkICatasieDgYMTGxqJQoUIYMGCAsn/jxo1KD4PmwiejCA8Ph4uLCw4dOgQg+ZnBpqamqF69OvLly4cVK1Z8dD6yvkOMPnzsvDx48GA0bdo01Tl82rRpsLKySrVYI4P354uJiUH+/PmhUqkwduxYAP+7bnv37h1q1KiB8uXL4+zZs1r/VukhrKrVarRo0QKOjo7YvHmz1uNkHzx4AGtra/To0UOr1u3bt8PKyipLTEuIjo5GgQIFULduXWWbpi0uX74MKysrNG3aNEu0xedKSkrC69evUa5cOdStWxfBwcEAgDNnzqBevXqwt7fHmTNnsG/fPowYMQImJibptpcbYOjO1DRv7lOnTmHJkiXKB2NgYCCKFCmCwYMH4/r161rfc+rUqVRDObKC+Ph4TJ8+HeXLl4e3t7eyfcOGDahRowa6d++eqse7TZs2KFCgALp164ZXr16liw9BXdMMZQ4ODkZERASuXLmCMmXKYNGiRQD+1+NtaWnJIVL/IjExEYGBgVoLHALJ79uhQ4fCx8cHNjY2GDBggHKxFR0djT59+mDJkiVITEzMFK+5FStWwNDQEBMnTtTq8X7w4AEKFy6MgQMHal1sXrlyBfXr1+ect0/www8/QKVSwc/PT2uxuQ4dOqBVq1YoXrw4Bg8erISsV69eoVWrVli4cGGGeEzkX1d+vn//PjZs2IDExET8/PPPKFCggLJQUc2aNVG2bFnMmTMn06z0/7lSvq9OnTqlXPwvX74cFhYWOHHihNa//Z49e1CtWrV0N08yI/nYe0kzR9XR0REPHz7UOu7du3coWbIkunbt+lXr/Dcpb8i0adMGzs7O2LRpE969ewe1Wo3WrVtj0KBBH/37akYvZQUnT56EjY1Nqkcwvnv3TpkyVa9ePXZK/IvLly/DwcEBTZs2RUhICIDkjsKWLVvCxMQEFSpUQP369bVGhaRHDN2ZlOZEt3PnTuTLlw++vr5aL8YtW7agSJEiGDRokPLolKwuKioKCxcuROXKldGvXz9l+5YtW+Ds7IwePXrgwoULynZvb2/Mnz8/060YnVJgYKDyYT9s2DBUrVpV60J148aNqFWrltIG+/btg6+vL7y8vNj7kQaa9+nPP/+Mtm3bKtuXL1+O7Nmzo3bt2lo9cmPHjkXJkiW1noWbUX348EG50Fi1ahVUKhVmzZqlrOzq6ekJb2/vj160ce5t2mneh9u2bVOCt+b9unv3btja2qJSpUpa3zN27FiULl06w92ATXl+1qxo37VrV3h7eyvt0KVLFxQpUgRdu3ZN9zcTdCnl333MmDEoVaoUfvzxR6W3v3379ihQoAD27NmDO3fu4OXLl2jYsCGaNWuWpdvtv0gZrCIjI/H8+XNlxM69e/dQokQJ1K5dWxmOrWnn+Pj4dPd5qqnt2rVr2LBhA0xNTVGhQgVs3boVAHDr1q0sFyQ1bXLjxg2cO3cOZ86cAZB8Q0uz8GBKQ4cOxU8//ZThpu7omqYdNQsTa0ZaXblyBXZ2dnB3d8dvv/2mHH/16lXExMSkeoJQesTQnYkFBwenehRBSjt27EDx4sXRo0cP3Lp16ytXl36knIN08eJFjB8/HhYWFvDx8VGO2bJlC2rUqIEmTZpg8uTJ8PHxgbW1daYeFqRWq3HgwAHkyJEDjo6OMDU1VXplNSfFGTNmoFChQrh58yYiIyPRvHlzTJo0SfkZ6e1CIb1Qq9XKBcnTp0+xefNmWFpaonPnzsoxkyZNQp48edClSxd4enqiW7duyJs3r7KwTkaneQ0FBQVhy5YtKFiwIHLmzIkpU6ZArVZnqd4QXUr5Hpw6dSqyZ8+OiRMnIi4uDm/fvoW/vz/Kly+P+vXrY8SIEejYsSPy5s2rrNeQUZw8eVJZfFDj/fv3cHNzw+jRo5X3W7du3XDhwoVUveNZ1cyZM1GgQAGcOnUq1ZSNbt26wdraGvnz50elSpXg6Oio3PDK6u32qVK21+TJk1G/fn0ULVoUHTt2xIYNGwAkB+/SpUujTp06yiK2Kb8vvX2e7t27F4aGhpg0aRKGDRsGR0dHFC1aFFu3bk31uNDMTvP33L17N4oXL47y5csjZ86c6NevH+7cuYPg4GAUK1YMNWvWxIoVK+Dl5QVra2vlBgtp279/P+rVqwdXV1dMmzZNuTGhCd5NmjRRhppnJAzdmdj48eOVi/jo6GgcPXoUvXr1QqNGjZRhwuvXr0eFChXS7aIDX9P27dtRtWpVtGvXDoULF0bevHmVxauA5KHTffv2RdmyZVGzZs0Md1H6uVq0aAGVSoVWrVop2zQXrG/fvkW5cuVgamqK4sWLo1KlSuyF/ATbt29Hx44dcfnyZezYsQNFixbV6vFetWoVvL290bBhQ/j5+eHatWt6rPbLO3ToEAwNDTF//nwsXrwYw4YNg0qlgr+/v1YAyCoXbrqybds2FC9eHP3790epUqWgUqkwcuRIvH//Hq9fv1ZWp27evDmGDBmSatpRRnD37l34+vqiaNGiWgtSeXh4oFixYhgwYABcXFxgZ2enhJes1hP3V69evUL9+vWxePFire0p57afPn0au3btQmBgoNJuWXHu++f662tswoQJyJcvH/bt24fjx4+jSZMmyJ07txIq7t27B1tbW5QrV05rKkh6olarERMTg6pVq2LcuHFa+9zd3VGsWDFs2bJFa453VnDkyBGYm5tj5cqViI+Px6FDh6BSqeDh4YHbt2/jxo0bcHV1hb29PRwdHTPNDfQv7fz58zA2NsaECRPQqVMn1K5dG61atVI6B69cuQIHBwfUqlVLGU2QUTB0Z2LfffcdChQogB07dqB169Zo2rQpWrRogWbNmiFfvnzKMOGsPq8NSB6ekjdvXqxYsQKxsbF4/vw5xo0bhwoVKmDQoEHKcXFxcXj16lWWeB63xsqVK7Fo0SKYm5ujR48eynbNB2pCQgJ+/PFHbNy4kSsAp4EmQD579gz29vZYunQpgOT23LZtW6rg/eHDh0wXOj98+IDExES0bds21UJyS5YsgUqlwtSpU7UW/qLPc/36dVhYWGDVqlWIj4/H27dvERAQoATvjDAk76/+7v3w8OFD+Pn5oUiRIlo93n379kXHjh3RvXv3dPOopfTgjz/+gIWFBQIDAwFot8nbt2+VqR4ppbfe1ozkyZMnqFWrlrIwZFBQEExNTZXRiJrX5q1bt9CxY8d03dbx8fGoVq2a8mz7lIstVqhQAZUrV8aaNWuyTPCOjY3FgAEDMHnyZADJN09KlSqF9u3bw8zMDK1bt1am9URHR/O6+29cv34dc+fOxcyZM5VtmzZtQoMGDdC8eXMleF+8eBE1atTAo0eP9FXqZ2HoziRSzv3RuHLlCnr06IG8efOiV69eOH78OADg999/h5OTEx48eKD1vVnZoUOHYGNjo/Vc8mfPnmHUqFEwNTXNMs+W/KcL0X379sHU1FQreANQXlca6flCIb0ICgrCqFGj0L17d61Fid6+fasE75RDzTMLzblGMy2jUaNG8PLyApB8o0bz+vvmm29gamqaalVz+mdLlixJ9X4MDQ1FiRIlUo2SWL58OQwMDDB16lQ8fvxY2Z6RPg8CAgKwceNGrW2a4G1lZYXly5cr21PeCORNwf9xdXVF9+7dlXCkaZvg4GBMmzaN0zw+U9euXZUbqhoPHz5EkSJF8OjRI+zfvx958uTBihUrACTfdF2+fHmqNXbSy+ep5rygeT2o1WrUrVtXawSc5vqzV69eMDIyQv369TPkTb3PER8fj+3btyvrHzg5OcHT0xNA8qNTVSoV3N3dM9w6GV/T/fv3UbduXRQsWBBz5szR2rdp0ybUr18frVq1UkZi/fXpChkBQ3cmoDkZHjlyBD179kTv3r1x7Ngx5cPzr4s0jBw5ElWrVuXFbArh4eEoXrw4goKCtLY/efIEBQsWhJGREYYNG6an6r6OlIF727Zt+O677zBp0iSlVz8pKQkHDhyAubk5OnfujKtXr6JJkyZo0qRJhrpQTw+WL1+urPL+10XR3r59ix07diBPnjzo3bu3nirUnc2bNyNbtmx4+/YtJk6ciPz58ysr9mrOWdOnT0fRokWRN29e9nangVqtRmxsLFxdXVM9t/3cuXPInj27MgxPc6Hy4sULFClSBCqVCpMmTcoQPb8pa4yIiECnTp1QunRp7Ny5U+u4e/fuwcXFBSYmJqku3niuSpaUlISkpCTMnj0bDg4OWj1L7969Q/PmzdGiRQu212d4+fIlVq5cmWqq1R9//IGGDRtizJgxMDc3VwI3kLw6c9u2bVPdNEtPzp49i06dOuHs2bMAkh/blDt3bgwdOlTruOHDh2PPnj1aN/OyAs2Nqx9//BEuLi7K33/Lli2oV68eihUrpnzW0cfNmTMHZcqUQe3atVM9JWHr1q2oXLkyOnXqhISEhAzxmfVXDN2ZxIkTJ2BoaAhPT0+UK1cOVapUwcSJE7XuUoeEhGDw4MHImzdvul9WX5c+dhHx5MkTODs7o2vXrlqPIoqIiECbNm0wd+5cZWRAZjd69GjY2NigQYMGqFGjBqytrZXHpanVahw/fhxWVlYoW7YsqlatyoV1PtOGDRtgYGCA8ePHp+rNePv2LXbv3p1pFjjUvDaeP38OT09PLFiwAABw+/ZtNGrUCDVr1tQaJjZy5Ejs2bMnS03j+C807au5afHbb7/hyJEjyv5OnTqhfPnyuHnzprLt1atX8PLywpIlS3D16tWvW/B/pPn7XrhwAf3790e5cuWwY8cOrWP69esHZ2dndOjQgeemv0j5aDUgOSQ5OTmhcuXK8PDwgLOzMypWrMhz+xcQEBCgFUqHDx8OlUqFIUOGKNtevXqFZs2aoXHjxuk6SGzcuBGOjo7o3r27cg25du1a5M6dG02aNMHYsWPRu3dvGBsbZ5nrpY+ZMmUKKlasqKxL4ufnhyVLlnC9mzRatGgRqlatin79+ilPodDYuXNnhn5tMXRnYJoPwkePHmHMmDHKUKakpCSMHDkSNWrUwPjx4/H69Ws8efIEo0ePRv369XHp0iV9lq1XmjY7fvw4xo8fj7FjxyrDfU6fPo28efOic+fO2LVrF+7cuYPRo0ejdu3aqd74mdXSpUtRqFAh5RnbgYGBUKlUsLa2xqlTp5TjoqOjERISolwgcLjm39O85qKiopQ5XZp2W7p0KQwMDDBr1qxMf2F7/vx51KlTB3Xq1NEKf0FBQWjcuDEsLCzQrVs3NGnSBMbGxhkuCKYHiYmJeP/+PZycnFC1alVl7uj58+fRpEkTlClTBsePH8dvv/0GPz8/2Nra4vXr13qu+t+lDCJr1qyBvb29cgEbGhoKT09P2NnZYdeuXQCA169fo3v37ti6davyvsrs76+P+ViA09zgCwwMhLGxMa5du4b3799j3759GDx4MPr06YOJEydyfY7PlPIG6uPHjzF69GjY2tpqLTjWvXt3mJiYoF+/fvjmm29Qr149rZsc6Tl4b9myBbVq1UKXLl2Uc/T58+fRrFkzuLm5oVGjRlm6UwcAwsLCYGRkhFq1aqFhw4YwNTXF77//ru+y0hXN+fj333/H5s2bsX//fq3P/Llz56JmzZrw9PTMVNffDN0ZzPfff4/Lly8rX1+8eBH169dHuXLlsHfvXmX7+/fv4evri+rVq2Py5MmIj4/HixcvUg3XyIr27t2LXLlywdXVFeXKlUPu3Llx7NgxAMmjAerUqQMbGxsULVpUK4BmRikvRB8+fIhx48bhxx9/BJDcTiYmJliyZAlatGgBGxubj64UmZ4vEPRN07579uyBs7MzihQpgurVq2PcuHHKXfAlS5bAwMAAc+bMydTBYMOGDahSpQpMTU1TDTt8+PAhZs2ahW7duqFfv37Ko+kobTSvmzdv3gBIbs8aNWqgbt26OHnyJIDkC0EPDw8YGRmhZMmSKFq0aIY4t6U8vxw4cADTpk2DSqVCixYtlEAYGhqKb775BiYmJmjcuDEqV64MJycnJQBl5vfV30nZbj/99JPW0zb27duHXLlyYeXKlf/4M9LLfOKM6Ntvv8XEiRNx48YNTJs2DeXLl8eYMWOU/TNmzED37t3RsWPHdH2T4/r166mmQG3atAm1a9dG586dta5HAWSZhdP+zZkzZ9C9e3d4eXnx8+wvNOfjXbt2oWDBgqhcuTIqVKiABg0aYP/+/cpx3333HVxdXdGpU6d0u5L/p2LozkDCwsLQvHlzrRNgVFQUOnXqhDx58mD48OFaFxfx8fFKb8aMGTP0UXK68+bNG0yePBnff/89ACAyMhKenp7IlSsXDh8+DCB5ruOtW7dw6tQprYXVMrOJEydi1apVOH36NB49eoQrV66gdOnSWLJkCYD/9Xhnz56dd2w/0dGjR2FkZITp06dj//798Pb2Ro0aNdCpUydlXYUVK1ZApVJh4cKF+i1WhxITE7Ft2zaULl0atWvXzjQfovqmOecfPnwY7du3Vy7w/vjjDzg7O8PV1RUnTpxQjr98+TJu3bqlLGaXUfj6+qJkyZIYP348Wrdujbx586J27dpKSHn06BE2bdoEDw8PjBo1StmeFW8KprwOGD16NMqVK4f169fjxYsXSEhIQP/+/ZXPwI99D326lO139epVFC9eXBkdFhERgSlTpqBcuXJawfuvC0Glt5scjx8/RsWKFTFgwIBUawOtX78eefPmRdeuXXHu3Dn9FJjOJSUl8X31N06cOIH8+fMrj3fcs2cPTExMYGtri23btinHTZkyBe7u7pnmWpyhO4PRXKSHhoYq82xjY2PRs2dPVKlSBcuWLdO6UxofHw9/f/9UdyqzogsXLsDc3BwuLi5ai5W8efMG/fr1g7GxsTIcMzNbvny5MvxL84Hg6uqq9PYDyQtW1K5dW3l+e1BQEIYOHap1R57+mVqtRkJCAvr27av12DkA+OGHH1CtWjVMnz5d+TdYu3ZtpnkOd8qpLw8fPlRW5FWr1di+fTuqV6+O5s2bK739nOv23wQGBiJ37twYM2YMTp8+rbS/JnjXrVs3Q5/bLly4AEtLS+Uc9eHDBxw/fhzFixeHq6ur1usnZcjO6ueqKVOmoECBAvj555+1Ap7m9ZHeQl5mMHPmTAwfPjzV4mJ//vknpkyZAjs7O4wfP14/xaVBymG/sbGxmD9/PqpWrYqhQ4emuo6sXbs2ChQogH79+mk9Mozon7x//x6DBw/G8OHDASTf3ClevDjatm2Ldu3aoWTJklo93plphC5DdwaR8sPx/v37aNy4MRo1aqQMGYuOjka3bt3g4uKSKnhTskePHqFt27ZQqVQ4ePAggP9doL19+xbffPMNVCqVMhwzM7p37x6sra0xYMAAZf7Mu3fvULp0aezZs0c5bsGCBciTJw8ePXqEyMhItGzZUmvhF16spV3Hjh21nrut0adPH7i6uuqhIt1KOXSsTJkyKFmyJMzMzDBo0CBl5datW7fCxcUFrVq1Yo/3f3T//n2ULl061SgJzWfAH3/8gRo1asDJyUmrxzsjOX78OPLmzavV25GYmIjdu3dDpVKhVatWSqjMij3bH6O54bJlyxYAwNOnT3Hq1CmMGDEC8+bNU45jT9yX8/79ewwYMAAqlQqNGjUCkNy+KR+VOG3aNFhYWCjP5k5PNHXu3r0bBQoUwJQpUwAA8+bNg5OTE4YOHar0eL979w79+/fH9OnTs9wq5fTfXb9+HadOnUJsbCyqVKmCfv36AUie+pIjRw5YWFikWhwzM2DozmAOHDiAFStWYN26dXBzc0Pr1q2VeXlRUVHo1q0b6tSpg++++47B6CPu37+PVq1awdLSUnnWX8r5kEOGDFG2Z1ZhYWFwdnZG//79leBdrly5VL3/Li4uUKlUKFWqFCpUqMDeyM+gVqsxatQoVK1aFQ8ePNC6wN2wYQPs7OyU3t7M5Oeff4axsTFWrFiBkydPIjAwEJaWlmjbti2ePHmCpKQkbN68GXZ2dujUqROD0n9w9uxZlC5dWnnqglqtVtpT89+HDx+ifv36GWLV14+9Fl6+fIlSpUpphUUg+akTpUqVgpGREWrWrJkhFqL6WmJiYlCrVi1MmDABBw8eRJcuXVCtWjXUrFkT5ubmWgt70ef52A2LyMhIjBkzBtmyZVOGyaYcZvzHH3/ghx9+SLfXZwcOHICxsTFWr16t9USJZcuWoVq1aujcuTN++OEHjB49GnZ2drxpSv9K89q/du0agoODtUZMHDlyBM7OzsoN+d9++w1ubm4YNWpUpnymOUN3Onbw4EFl/qzmRduuXTtlnu3mzZvRoEEDreAdHR2Nli1bonHjxpnyYj6tUg5vffTokdZqyY8fP0bTpk2RP39+JWBntYu0sLAwODk5wdPTE+fOnUPLli2VBVFSXrjOnj0bBw4cUC4QOIIitYCAgI8OrdO8pp4/f47ChQujRYsWuHfvnvLaHDhwIBo0aIC3b99+1Xq/hrFjx6JZs2Za28LDw2FhYaE87z4xMRE7duxINVeQPk1ISAgsLCwQHBysbNO8xg4dOqQ8rSK9XuSnlPI8rLmw9/Lywvr169G/f3+0bt1a6bkFkt9bXbp0wbFjx1CqVCnUq1cvS94c/NjnV2JiIgYPHgwXFxdky5YNvr6+OHHiBJKSktCjRw+MGDFCD5VmHinb/MWLF1rPX46Pj4eXlxcMDQ2xb98+5fi/hvT09p589+4dOnbsiLFjxwJIvvl+8+ZNfPfdd/jpp58wceJEtGvXDkWKFIGDg0OGWIiR0ofdu3cjT548KF26NIyMjBAQEIAPHz7g4MGDMDU1VUaYjhkzBr179860jwtl6E6nIiIiUKJECfTp00drGf06depg7ty5ytfbtm1Tgnd4eDiA5Dvcf/zxx9cuOd3QfLDt3bsX9vb2KFu2LKysrLSGXz558gRNmzZF4cKFs+zKkmFhYahataoy5L5o0aKoWLEiHB0dYWdnhzJlymDUqFHK8entAiE9ePz4Mezs7FLNddO0laYX4NatWyhcuDAqV66M+vXro2PHjjAxMcmUj1ZRq9Xo06cPGjduDCD5YlMz9PfHH39EgQIFMkSPa3qkObedP38ewcHBiIuLw+PHj1G2bFl4eXmlOu97enqid+/eiI+Pz1DDiH19fWFlZQUfHx+0b98eVapUQaNGjdC6dWtUrVoVAwcOxIYNG1CvXj3Url0bHz58QFhYGPLmzYumTZvqu/yvKmX4O3/+PM6fP48LFy4ASL6BeuPGjVSfca6uruzp/g9SvpcmTpwIZ2dn5M2bFw0bNsTq1asRHx+PpKQkeHl5IXv27Mr81PT+Hnz79i2cnZ3x7bff4uXLl/D29kbdunVRqFAhWFtbY86cOYiOjsajR4/Yw01pkpSUhJcvX6JWrVpYuXIlbt++jRkzZkClUmHmzJkICQlB+/btYW1tjRo1aiBPnjyZerFehu50LDQ0VHlAvKYXsnHjxti4caPWcZs2bUKDBg1Qv359JXhndQcPHkSePHmwZMkS3Lx5E7Nnz4ZKpcKkSZOUQPTkyRPUrFkTtra2WbJ3BEgO3hUrVkStWrUwduxYHDt2DIcPH8bGjRuxYcMG9mz/g5UrVyIkJER5TBOQ/AGjabP79++jcOHCygXXy5cvMX36dAwYMAAjR47MdIumvXz5UmmLwMBAGBkZKQtfaYLB7t27Ub58+Uy1MMrXknKuvKWlJSZPnqzc7Nm4cSOMjY0xaNAgHDp0CGFhYRg+fDgsLCwy3PPODx8+jBIlSuDs2bMAkm8sZ8+eHYcPH8ajR48wZ84cODo6okqVKmjSpIlyQ+fDhw8IDw/H7du39Vn+V5UyxI0fPx6lSpWCra0tTE1NMXfuXK1A/urVK1y+fBnu7u6oVKkSz+1fwNSpU5EvXz788MMP2L9/P9q0aYMaNWpg8uTJSExMxNu3bzF06FCoVCqcPn1a3+Wmyfr162FsbAxTU1O0bdsW69evBwAMGTIEDRo04OuG0kRzbnr37h3evn2LsWPHao2+XbhwIQwMDLB48WIcPnwYAQEBGDt2rLLoambF0J3OhYWFoXLlyujbty8uX76Mzp07a8291Vi2bBk8PDy4oAWSRwm0adMGc+bMAZA8xLxkyZJwdXVFtmzZMHbsWOVC7enTp1rzlrKi8PBwVK1aFQMGDMCtW7dS7eeHrDa1Wo3IyEhUq1ZNCT1nzpzRGmr38OFDWFpawtPTE2q1OtUogcw2nWH37t2oVasWbG1t4e/vj8OHD2Po0KEoV66c1qrZfn5+qFKlSpae+vJfnDp1CqamplizZg1iY2O19mlWhc+bNy/KlCmDihUrZsibsGvWrFEWGNyxYwdMTEywfPlyZf+ZM2eQlJSE2NhY5cIuq9401Zg6dSqsrKzwyy+/KGuTqFQqTJgwQfms27BhA5o2bYrGjRsr7cXRS59HrVbj2bNnqFatGn744Qdl++vXrzFq1ChUrlxZuU578eIFFixYkKE+R69evaqctzWfVV5eXujZsydXKac027NnD9zd3WFnZ4dy5cql6sGeP38+cubMiYkTJ2a6a6K/w9CdAWgWvurVqxfy5MmDkiVLws3NDY0aNULdunXh5uaGQYMGKY93yupevnyJRYsW4dGjR4iIiECFChWUlRFHjRoFlUoFX19fXnCkoHmNdejQgY+X+xeaC33Nxezz58/RvHlzlCtXTnmawKJFizBs2LBUwwk1X6f3YYafIjQ0FGZmZpgyZQqGDh2KKlWqoEuXLpg/fz6GDx+O7Nmzo3r16qhduzbMzc2VNqJPN2nSJLRo0eJvH4sVFRWFW7du4cqVKxl2+Of69evh4eGBQ4cOIU+ePFixYoWyLzAwECNGjMDz58+VbZnpvfQ5rl+/jubNm+PAgQMAki90zc3N0atXL2TLlg3+/v4Akl8nmjndmq/p871+/RoVKlTA4sWLAfzvBoZarUbFihUxePDgVN+TEdv8+vXrGDt2LMzMzJQRl0T/5vz58zA1NcXAgQPRu3dvZM+eHUOHDk01tWzmzJkwNzfXOqdnZioAEEr3wsLCpHfv3mJgYCAVKlQQd3d3iYmJkaioKMmePbu0bdtW7Ozs9F3mVwdA1Gq1ZMuWTV6+fCk5cuQQExMTZf/s2bPl6NGjsm3bNrG0tJS5c+fK2rVr5eXLl3LlyhUpUKCAHqtPX86dOycBAQHy/fffi4GBgb7LSffUarXSTocPH5bVq1fL48ePZd26dVKhQgWt/ZnV3bt3ZcuWLaJSqWTcuHEiIrJ//35ZvHix5M2bV7p37y5mZmZy+PBhsbCwkLZt24qtra2eq864OnToIImJibJ3714RST7/qVQqERG5ceOGFC5cWExNTfVZ4n9248YNcXBwkMTERFm7dq307t1bRETevXsnbdu2FWtra1m9erXy985q/npeef78uQQGBkr37t0lLCxMunbtKmPGjBEvLy/p27evrFu3Try9vWXx4sV/+zPo0717907c3NykcOHCsmPHDhERSUpKkmzZssk333wjb9++lR9//FHPVf43oaGhMm/ePLl48aJs2bJFHBwc9F0SZQB3796VDRs2iLGxsfj5+YmIyIoVK2TGjBnSvXt3GThwoBQrVkw5Pjo6WvLmzauvcr8u/WZ++hSaYcD9+vXL8iv+Hjx4UGsRql27dqF69eooWbIk2rRpg++//x5A8kJCmudlAsDIkSOxbt06vH79+qvXnBFoeo2yylCfz/F3PWtBQUFo0aIFnJ2dld7czNyOsbGxcHZ2RoECBeDn56e1b9++fahfvz7atWuXIYc4p1fz589H/vz5U40WePHiBXx9fZV50Bndjh07YGxsjFGjRuHkyZM4ceIEGjVqpDUXOSv2cKccnXX79m08efJEa7ivt7c3unfvjnfv3gEARo8ejQYNGsDV1TVTn4u+Nk1bnj17FsbGxhg+fDgSEhKUNT2qV6+OkSNH6rnK/+7t27cIDg7O8lPwKO001wWWlpbKKvgaS5cuRZEiRTBu3DitEZVZ6VzO0J3BaFac7ty5c6ZZiOlTpVzZ/e7du7h69SpMTEwwbdo0zJo1C4MHD0aOHDmwYsUKnDp1CgYGBujTpw86dOgAc3PzLNtuaZWVToCfStM2ISEhmD59OmbPno09e/Yo+4OCgtCyZUs4OzsrYTMzt2dYWBjKlCmDWrVqpVoh+eDBg3B0dISHhwfevHmTqdvhS9O0VVRUlLIiuVqtxp07d1C/fn00a9ZMWUPg/fv38Pf3h42NjdZjizKyDx8+YPPmzShSpAiKFCmCKlWqoGXLlll2LvLy5cu1brSMGjUK5cqVg6WlJerWrYulS5cCAOrXrw8PDw8AyfPcW7dujYMHDyrfx/fgf5fycaQAsHPnTuTMmRMuLi5o2rQpateuDTs7uww5lJzoSwgLC4OtrS1q1aqVakrCihUrkDNnTmWxwayGw8szoPPnz4uvr69s2bJFChUqpO9y9CIsLEy++eYbqV69upibm0t8fLzMnTtXRETi4uJkw4YNMmLECAkICJAcOXLIypUrJX/+/DJx4kSpVKmSnqunjAj/P5Q3MDBQBgwYINWqVZOkpCR58OCB9OvXT3x9fUVE5MiRI7Jy5Uq5dOmSBAYGZvrX26VLl6RXr15SrVo1GTJkiFSoUEHZd/ToUSlbtqzWUDL6Z5rX2d69e2XatGny559/irW1tTRp0kT8/Pzkt99+k7lz50pISIjY29tLUlKS3LhxQ44dOyZOTk76Lv+Lev78ucTExIiRkZHY2NiISqWSDx8+iKGhob5L+2ru378vrq6u0rRpUxk9erRcunRJBg8eLAEBARITEyNXr16VBQsWyPLly6Vo0aLStGlTadGihTx8+FAASFhYmBgaGmpNRaBPo2k7zbD8HTt2SP/+/SU8PFxKlCghd+7ckZUrV8rbt2/FwsJCJk6cKIaGhlnutUqk8U/XBWvWrBFXV9csOdWMoTuDev/+veTMmVPfZehVWFiYDBo0SCIjI6VFixaydOlSZV9sbKz4+PjI+/fvZdOmTfL69WvJnj27GBkZ6bFiyuhCQkKkQ4cOMmHCBBk4cKCEhoaKm5ubvH79WkaNGiXTp08XkeR5zVu2bJHp06dLiRIl9Fy17oWHh0u/fv2kcuXKMnz48Cy5vsSXdOzYMWnZsqX4+/tLpUqV5MiRI3Lu3DkpU6aMrF69WqKjo+XYsWNy/vx5KVGihLRq1UpKly6t77J1LqvORb548aL069dPateuLfHx8VKmTBkZPny4iIi8evVK1q1bJ35+frJ27VrJli2b7NmzR6ysrGT27NliaGiozDWmtPmn19nevXulS5cuMnfuXPH29v7btmWbU1bH64LUGLopQ7t06ZK0bt1acubMKVu2bBFHR0dl37hx4+TgwYNy7tw5yZEjh/6KpExBrVbLggUL5MGDB7JkyRJ59OiR1K1bV1xdXaVkyZIybdo0mTFjhtLj/ebNG8mdO7eeq/56wsPDZeDAgVKyZEmZOHGilCtXTt8lZTgA5MOHDzJw4EAxMjKS5cuXK/vWrVsny5Ytkw4dOsioUaPYa5nFaEZ33b17V3x8fGT8+PHKvqioKPH09BQbGxtZvHixJCQkKJ957G39NCkD9/bt2+XOnTvy7t07ad++vTg6OsrgwYOlSpUq4unpqfV9HElAlBqvC7RlvVvGlKlUqlRJ9u3bJ9mzZ5dFixbJ77//rux78eKF5M+fXxITE/VYIWUGHz58EAMDA/H09JSuXbtKfHy89OjRQxo0aCDr16+Xzp07i5mZmYwePVomTZokIpKlAreIiJOTkyxdulT+/PNPMTMz03c5GZJKpZLs2bPLq1evJCIiQmtf7969xd7eXg4dOsSL+yyocuXKsnbtWjEzM5Pdu3dLeHi4ss/CwkLy5csnt2/fFhHRusnMwP1pNIHb19dXRo8eLWfPnpW7d+9K5cqV5dChQzJlypRUgVtE+J4k+gheF2hj6KYMz97eXtavXy8XLlyQdu3aSZ8+fWTgwIGya9cumTt3bpYLP/RlaAYBnTlzRjZu3CiRkZFibm4uNWvWlDt37khsbKx8++23IiKSJ08eadiwoSxbtkw8PDz0WbZeVa1aVYKCgrLsWhNfAgApUaKEPHnyRJmXq1G/fn158eKFREdH67FC0hd7e3vZu3evJCUlycKFC+XixYsikjzE/Pr162JjY6PfAjOJXbt2yaZNm2T79u2yd+9e6datm4gkrxdjaWkpIiIcJEqUNrwu+B+GbsoUnJycZPPmzWJgYCDHjx+X4sWLS2hoqNZwc6K00gwV3LVrlzRr1kyePHkiUVFRWsfcvHlTzpw5IyLJz6B8/vy5dOnSJUsuDpJSVl9rIi1Wrlwp8fHxqbar1WpRqVTi6+srf/zxh3h7e8uDBw+0bgAVLFiQbZyFVapUSX744Qe5cOGCNGvWTFq1aiV9+/aVd+/eybJly0SEgfC/evLkiTRr1kyqVq0qO3fulK5du0pAQIB06dJFYmNj5enTp+zZJvoE/MxKxjndlKmEhobKmDFjZNOmTZI/f359l0MZWHBwsLRu3Vrmzp0r/fr1U7a/fftWcuXKJb6+vrJs2TIpVqyYREZGyokTJ3iTh/7VkydPxN3dXQ4cOKC1yJ5m4aWXL18qQ4Xr1asnBQsWFDMzM7G0tJSgoCA5deqUODg46PFvQOnBlStXpG3btpIzZ07x9fUVDw8PyZYtG+dwf6KPLZo2c+ZMOXfunHTv3l369Okjs2fPlkGDBolI8toK586dkzlz5kiePHn0UTIRZVAM3ZTpcGV3+hImTJggly5dkr1798qbN2/k3LlzsmHDBomJiZFRo0aJi4uLHD9+XB4+fCj169fPEquU03+zatUqqVSpklSqVEly5colIskX/Wq1WgwNDeXBgwdSq1YtWblypbRo0UKioqIkICBAHj58KKamptK3b18pX768nv8WlF6cP39evv/+ewkICNB6pBWlTcr2OnHihJibm0vlypXl5MmT4uvrK1evXpUZM2YoK8W/fv1aunTpIqVKlZKFCxeyt5uIPglvh1Kmw8BN/4VmaHnu3Lnlzz//lLVr18rBgwclPj5eXr9+LQULFpQ2bdpIWFiYNGzYUN/lUgYAQJ4/fy5r1qyRrVu3Sq5cuSQkJESMjIykcuXKYmBgII8ePZKqVatK69atpXnz5pKUlCQWFhYyduxYEcm6j8uiv1e1alVxdnZm4P4MAJT2Gj16tAQGBsq4cePE1tZW6tevL7Vr15Znz55JfHy8XL9+XWJjY2Xy5MkSEREhe/bsEZVKxRXLieiTsKebiOgjTp8+LfPmzZOwsDCpX7++dO/eXdzc3OSnn36SCRMmyL59+ziFgdJEc3GueZTTixcvpHfv3nL37l3ZvHmzODk5yeLFi+X+/fsyf/58rQt5zffyAp/+Dl8bn2/+/Pkye/Zs2bVrl1SpUkWMjY2Vfd98842Eh4fLhQsXpHr16mJiYiIHDx6U7Nmz8zncRPTJGLqJKEvTXLCGhYXJrVu35NWrV9KlSxcxMTGRmJgYef36tVhbWyvHjx07Vo4fPy5BQUGSN29ePVZOGU3K3sjDhw/L6tWr5fHjx7Ju3TqpUKECeyuJvhIAkpCQIK1atZIGDRrI6NGjlX0pn3MeFRUlV69elaJFi4qNjY0YGBhw3jwRfRaGbiLKsjSBOzAwUIYMGSL58+cXtVotL1++lP3794uTk5NybEhIiGzfvl3WrVsnP//8MxezojT7u57II0eOyNKlSyUiIkJWrVolTk5ODN5EXwEAef36tTg6OsqYMWOkX79+Wr3X7969k3v37kmFChW0vo/vTyL6XDxzEFGWpVKp5Oeff5Z+/frJ5MmTJTw8XLZu3SpPnz6V9u3by6+//ioiIg8fPpQ1a9bIpUuXJDg4mIGb0kwTuH/77TeZMWOGzJkzR/bu3SsiIu7u7uLt7S2FChWSAQMGyMWLF8XAwICPfCL6wtRqtdbXKpVKTExMpHDhwrJjxw4REcmWLZty3J07d2TLli3y6NEjre9j4Caiz8WebiLKcjRBKDo6WlasWCEfPnwQf39/efz4sdSuXVvc3d3lzz//lLCwMNm5c6e4uLjI48ePJVeuXJIvXz59l08ZRMqRFAMGDJBq1apJUlKSPHjwQPr16ye+vr4iktzjvXLlSrl06ZIEBgZKpUqV9Fw5UeaRsnf65s2bkjt3bsmbN6/kzp1bDh48KN9++600aNBAvv/+ewEg79+/l/bt2wsAOXToEOfLE9EXwUkpRJTlqFQqOXDggNy7d09q1KghZmZmEhcXJx07dpQmTZrIypUr5bfffpOaNWuKu7u7HDlyRFxcXPRdNmUwKpVKQkJC5Ntvv5Vp06bJwIEDJTQ0VNzc3GTs2LESExMj06dPF3d3d0lISJAtW7aIiYmJvssmylQ0gdvPz0/27Nkjf/75p3h4eEjPnj2lefPm8vTpU5kxY4bY2dmJjY2NREVFSUJCgly4cIGLGBLRF8PQTUSZ3qFDh8Ta2loqVaqkXECtW7dOXF1dpUGDBiIi8uuvv8qHDx/k22+/FRGR7NmzS6dOnSRHjhxiYWGhz/Ipg1Kr1XLmzBlp166dDBw4UB49eiQdOnSQVq1aScmSJWXatGlibm4uvr6+0rJlS2nQoIHkzp1b32UTZXgAtB4Ltnv3btmyZYssX75c7t69K9u3b5cpU6bImDFjpH///lK3bl0JCAgQQ0NDsbS0FB8fHzE0NOSiaUT0xfBMQkSZWmRkpHh7e0u9evVk5MiRYmdnJyIiz549kw8fPijHPXnyRC5duiQmJiYCQPbu3StJSUmyZs0ayZ49u77KpwxKc7Hu6ekp165dk/j4eOnRo4c0aNBA1qxZIzdu3JAlS5bI6NGj5c2bNzJp0iQGbqIvRKVSKb3TJ0+elJMnT8qYMWOkefPmIiJSqVIlmTlzpsyYMUN8fHykUaNGMn/+fK2fkZSUxMBNRF8MV4QgokzNyspKdu7cKVeuXJEFCxbIlStXRETE2NhYrKysRCS5V6RDhw5SuXJlsbW1FRcXF5k/f76MGzeOgZvSTLNEypkzZ2Tjxo0SGRkp5ubmUrNmTblz547ExsYqIyny5MkjDRs2lGXLlomHh4c+yybKNPr37y9r1qwRkeSRJleuXJFvvvlG1q5dKy9evFCOq1evnowZM0bUarUsXrxY9uzZk+pn8TncRPQlMXQTUaZXuXJlWblypYSFhSnBO2/evFKoUCERSe4VyZYtm/z2228yZswY8fT0lLCwMHF0dNRv4ZRhaKYt7Nq1S5o1ayZPnjyRqKgorWNu3rwpZ86cERGRFStWyPPnz6VLly5ia2urj5KJMpWoqCgpXbq09OzZU0SS53JXrFhRZs2aJSVLlpSjR4/KuXPnlOPr1asn48aNk6dPn8rp06f1VTYRZRFcvZyIsozw8HAZMGCAVKhQQXbt2iUFChSQkiVLikjycOBs2bJJiRIlZNGiRZIrVy49V0sZTXBwsLRu3Vrmzp0r/fr1U7a/fftWcuXKJb6+vrJs2TIpVqyYREZGyokTJ3hjh+gL+OtiZ2vWrJG7d+/KjBkzRERk586dMmvWLLGzs5MhQ4aIs7Ozcmx4eLg4ODjwcWBEpFMM3USUpYSFhUnv3r3FwMBAKlSoIO7u7hITEyNRUVGSI0cOad26tVSoUEHfZVIGNGHCBLl06ZLs3btX3rx5I+fOnZMNGzZITEyMjBo1SlxcXOT48ePy8OFDqV+/vpQoUULfJRNlCikfC5aYmCiDBg2S8PBw6dChg4wZM0ZERLZu3Srz5s2T8uXLy9ChQ6VKlSp/+zOIiL40hm4iynIuXrwoAwYMEAcHBxk3bpwUL15c3yVRBqbpZZs1a5YEBgbKwIED5eDB/2vvTmOiPNs2jh+IDHsBF8AFagEX3FjqWglarGKrRFOtmCBqokVJRYytuEUUE1ofE2NtqIaoEW21UBU3HiIqkWpJadUB0Uq0rsW60FQxQIoKM++HxnmlPrZWi4Pw/30j93XPfc584pjzvK75r+7du6fq6mp5e3vryJEjMhqN6tSpk7XLBZqtnTt3auDAgTIYDPrkk09UVFSkqKgoLVmyRJKUlZWlNWvWqF27dlq9erW6d+9u5YoBtBR8pQegxQkODlZ6erpOnTqlhQsXqqyszNol4SX2cKw1LCxMnTp1UkpKilxdXTV37lwVFBRoxowZ8vPzk8FgsHKlQPNkNpt19epVvf/++zp48KC8vLyUlJSkAQMGaP/+/UpNTZUkRUdHa+bMmfL29uYsBQAvFJ1uAC3W8ePHNX/+fH311VeWQ9WAv/Ows200GnX+/HlVVVVp0qRJcnV1VWVlpaqrq9W5c2fL+sWLFys/P18HDhyQh4eHFSsHmrclS5YoKytLR44ckY+Pj27evKmPP/5Yx48fV1RUlBYvXtxgPSPlAF4UQjeAFq22tlYODg7WLgMviYeBOzs7W3PmzFH79u1lMpn022+/af/+/QoJCbGs/e677/T1118rIyNDBQUFCgoKsmLlQPPx54PTHjx4IDs7O506dUrx8fGKj49XbGysJOnWrVtauXKl9u3bp+TkZE2dOvWx+wGgsfH1HoAWjcCNf8LGxsYyMp6SkqLi4mJlZmbq+vXrGj9+vAoLCyVJV69e1aZNm1RaWqqjR48SuIF/0cPAvGfPHl25ckV2dnaSpKCgIPn6+uqzzz6zrPXy8tL8+fOVkJCgyZMnN7gfAF4UOt0AAPyNh52xO3fuaP369aqrq1NycrLKy8sVFhamyMhI3bhxQ0ajUTt37tTgwYNVXl4uJycntW3b1trlA82O0WhUXFycysrKlJKSon79+mnYsGG6du2aRo4cqfj4eCUkJDw2Ql5fXy9bW1srVg6gJSJ0AwDwFHJycnTp0iX17t1bbm5u6tq1q0aOHKmgoCClp6erqKhIb7zxhlxcXJSXl6fBgwdbu2Sg2fhf+69ramqUnp6uvXv3qry8XJGRkZo8ebI2bNggR0dHrVu3jq42gCahtbULAACgqcnNzVXnzp3Vt29fS5c7IyND4eHhioiIkCQVFhaqrq5OCQkJkiQ7OztNnDhRBoNBbdq0sWb5QLPyaOAuKSlRVVWVPD091b17d82bN09jxozRTz/9pHnz5qm8vFzFxcW6ceOGpkyZwpdfAJoEQjcAAI+4deuWZs+erWHDhumjjz5Sz549JUkVFRWqq6uzrLt27ZpKS0vl6uoqs9msvXv3qr6+Xps2bbLsMQXwfMxmsyVwL1y4ULt379bNmzfl4+MjX19f5ebmqlu3burWrZuGDBmi3NxcOTs7q6SkRP3797dy9QDwB8bLAQD4E6PRqFmzZikoKEiJiYnq3bu3IiMjNWXKFMXExMhsNstkMmnIkCEyGo0KDQ3VmTNn9O233yo4ONja5QPNztq1a7VixQplZ2fLzc1N586dU0pKilxdXfX9998/tv7hhEpdXZ1at6bHBMC6OL0cAIA/CQ0NVXp6uoxGo9asWaMzZ87Iw8PD8nvuNjY2srW1VVFRkRYtWqTp06fLaDQSuIF/iclkavD3Dz/8oPj4eA0dOlTBwcF67733tGXLFt29e1eJiYmWdQ97STY2NjKbzQRuAE0CnW4AAJ6guLhYcXFx6tWrl3bt2iVPT0/5+flJkurq6mRra6vXXntNa9eulZOTk5WrBZqHR39HOz8/X+Hh4RozZozs7e21b9++BmuTkpJ08uRJHThwgG0dAJosOt0AADxBSEiIpePt7++vQYMGKTY2VlFRURo6dKgiIiI0d+5cAjfwL3k0cCcnJysxMVFXr17V6NGjVVFRoby8vAbr/fz8VFVVpd9//90a5QLAU2HmBgCAvxAaGqqtW7cqLi5OTk5OCg8PV5cuXaxdFtAsPQzcp0+fVnFxsdatW6eAgABFRUUpMzNT69evV01NjcaNG6c7d+4oOztb/v7+cnV1tXLlAPBkjJcDAPAUiouLNXPmTPn5+WnZsmUKDAy0dklAs7Ru3TplZWWpvr5e2dnZ8vT0lCT9+OOPSkxM1C+//KLKykp16NBB9fX1OnHihOzs7Bp0yQGgKaHTDQDAUwgJCdHnn3+u+fPny93d3drlAM3Go7/DLUk9evTQlStXVFFRoRMnTuidd96RJPXq1Utffvmlfv75ZxUWFqpjx46aMGGCbG1tOaUcQJNGpxsAgH+gtrZWDg4O1i4DaBYeDdwXLlyQvb29fHx8dOnSJY0YMUI9e/bUsmXL1K9fvye+Rn19vWxtbV9UyQDwj3GQGgAA/wCBG/h3mM1mS+BeuHChoqKiFBISovDwcJWWlurw4cM6e/asVq1apZMnTza471EEbgBNHaEbAAAAL5TJZLLsv87MzNSWLVu0cuVKrV69WgMHDtT48eN17NgxHTp0SEajUatXr1ZRUZEksW8bwEuHzS8AAAB4oR52uAsKCpSfn6+kpCSNHTtWklRVVSUfHx/NnDlT+fn52rFjh8LCwtS1a1cNGjTImmUDwDNhTzcAAABeuJs3byosLEwVFRVasGCBlixZYrl2584dTZs2TT4+PkpLS1NJSYn69OnDKDmAlxLj5QAAAHjhvL29LT8Jlp2dreLiYss1Dw8PtW/fXhcuXJAkBQcHy9bWVvX19dYqFwCeGaEbAAAAVtG3b19lZ2ervr5en376qUpKSiT9MWJeVlYmX1/fBuvpdAN4GTFeDgAAAKsqLi7W5MmTdfv2bfXr108Gg0GXL19WUVGRDAaDzGYzB6gBeGnR6QYAAIBVhYSEKCsrS46Ojrp7965GjBgho9Eog8GgBw8eELgBvNQI3QAAALC63r17Kzs7W/fv35fRaLTs57azs7NyZQDwfBgvBwAAQJNRXFysWbNmyc/PT8uWLVOPHj2sXRIAPBc63QAAAGgyQkJClJaWphs3bsjNzc3a5QDAc6PTDQAAgCantrZWDg4O1i4DAJ4boRsAAAAAgEbCeDkAAAAAAI2E0A0AAAAAQCMhdAMAAAAA0EgI3QAAAAAANBJCNwAAaBQZGRlyd3e3dhkAAFgVoRsAgBZg2rRpsrGxkY2NjQwGgwICArRixQrV1dU12jOjo6N1/vz5Rnt9AABeBq2tXQAAAHgxRo0apc2bN+vevXvKzc3VBx98IDs7Oy1atKjBuvv378tgMDz38xwdHeXo6PjcrwMAwMuMTjcAAC2Evb29vL299eqrryo+Pl5vvfWW9u3bp2nTpmncuHFKTU1Vx44d1b17d0nS6dOnFRERIUdHR7Vt21ZxcXGqrq6WJB08eFAODg6qrKxs8IzExERFRERIeny8fPny5QoODtYXX3yhLl26yM3NTZMmTVJVVZVljclk0qpVqxQQECB7e3v5+voqNTXVcr28vFwTJ06Uu7u72rRpo7Fjx+rKlSuN84EBAPAvIHQDANBCOTo66v79+5Kk/Px8nTt3TocOHVJOTo5qamoUGRkpDw8PHT9+XDt27NDhw4c1e/ZsSdLw4cPl7u6uXbt2WV6vvr5eWVlZiomJeeIzL168qD179ignJ0c5OTn65ptvtHLlSsv1RYsWaeXKlVq6dKnOnj2r7du3y8vLS5L04MEDRUZGytXVVceOHVNhYaFcXFw0atQoy/sAAKCpYbwcAIAWxmw2Kz8/X3l5eUpISNCvv/4qZ2dnbdy40TJWvmHDBtXW1mrr1q1ydnaWJKWlpSkqKkr/+c9/5OXlpUmTJmn79u2aPn26pD+Ce2VlpcaPH//EZ5tMJmVkZMjV1VWSFBsbq/z8fKWmpqqqqkpr165VWlqapk6dKkny9/dXWFiYJCkrK0smk0kbN26UjY2NJGnz5s1yd3dXQUGBRo4c2TgfGAAAz4FONwAALUROTo5cXFzk4OCgt99+W9HR0Vq+fLkkqU+fPg32cZeVlSkoKMgSuCVpyJAhMplMOnfunCQpJiZGBQUFun79uiRp27ZtGj169F+eWN6lSxdL4JakDh06qKKiwvLMe/fuafjw4f/z3lOnTunChQtydXWVi4uLXFxc1KZNG9XW1urixYvP9JkAANDY6HQDANBCvPnmm1q/fr0MBoM6duyo1q3//9+AR8P10+rfv7/8/f2VmZmp+Ph47d69WxkZGX95j52dXYO/bWxsZDKZJOlvD12rrq7W66+/rm3btj12rX379v+seAAAXhBCNwAALYSzs7MCAgKeam1gYKAyMjJUU1NjCeSFhYVq1aqV5aA16Y9u97Zt29S5c2e1atVKo0ePfub6unbtKkdHR+Xn52vGjBmPXQ8NDVVWVpY8PT31yiuvPPNzAAB4kRgvBwAAj4mJiZGDg4OmTp2qM2fO6MiRI0pISFBsbKzlYLOH64xGo1JTUzVhwgTZ29s/8zMdHBy0YMECJSUlaevWrbp48aKKioq0adMmy7PatWunsWPH6tixY7p8+bIKCgo0Z84cXbt27bnfMwAAjYHQDQAAHuPk5KS8vDzdvn1b/fv314QJEzR8+HClpaU1WBcQEKABAwaotLT0L08tf1pLly7Vhx9+qOTkZAUGBio6Otqy59vJyUlHjx6Vr6+v3n33XQUGBmr69Omqra2l8w0AaLJszGaz2dpFAAA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"text/plain": [ "
" ] @@ -107,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "0374f8ee", "metadata": { "ExecuteTime": { @@ -146,53 +146,53 @@ " \n", " \n", " 0\n", + " dikoko pamitshefu fabrice\n", + " dikoko\n", + " pamitshefu\n", + " fabrice\n", + " \n", + " \n", + " 1\n", " epenge djongesongo jonas\n", " epenge\n", " djongesongo\n", " jonas\n", " \n", " \n", - " 1\n", + " 2\n", " eyongoyongo shako michel\n", " eyongoyongo\n", " shako\n", " michel\n", " \n", " \n", - " 2\n", + " 3\n", + " kassongo osango israel\n", + " kassongo\n", + " osango\n", + " israel\n", + " \n", + " \n", + " 4\n", " okawonga ongondjo alphonse\n", " okawonga\n", " ongondjo\n", " alphonse\n", " \n", - " \n", - " 3\n", - " ombala lokolo nathals\n", - " ombala\n", - " lokolo\n", - " nathals\n", - " \n", - " \n", - " 4\n", - " shongo matete albert\n", - " shongo\n", - " matete\n", - " albert\n", - " \n", " \n", "\n", "" ], "text/plain": [ " name surname middle_name first_name\n", - "0 epenge djongesongo jonas epenge djongesongo jonas\n", - "1 eyongoyongo shako michel eyongoyongo shako michel\n", - "2 okawonga ongondjo alphonse okawonga ongondjo alphonse\n", - "3 ombala lokolo nathals ombala lokolo nathals\n", - "4 shongo matete albert shongo matete albert" + "0 dikoko pamitshefu fabrice dikoko pamitshefu fabrice\n", + "1 epenge djongesongo jonas epenge djongesongo jonas\n", + "2 eyongoyongo shako michel eyongoyongo shako michel\n", + "3 kassongo osango israel kassongo osango israel\n", + "4 okawonga ongondjo alphonse okawonga ongondjo alphonse" ] }, - "execution_count": 8, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -213,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "f2924f79", "metadata": { "ExecuteTime": { @@ -224,7 +224,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -242,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "76979895", "metadata": { "ExecuteTime": { @@ -280,52 +280,52 @@ " \n", " 0\n", " jean\n", - " 62175\n", + " 48799\n", " \n", " \n", " 1\n", " joseph\n", - " 26696\n", + " 20818\n", " \n", " \n", " 2\n", " esther\n", - " 24647\n", + " 20048\n", " \n", " \n", " 3\n", " marie\n", - " 23449\n", + " 18523\n", " \n", " \n", " 4\n", - " grace\n", - " 21000\n", + " dorcas\n", + " 18066\n", " \n", " \n", " 5\n", - " david\n", - " 20926\n", + " ruth\n", + " 17660\n", " \n", " \n", " 6\n", - " dorcas\n", - " 20847\n", + " grace\n", + " 17652\n", " \n", " \n", " 7\n", - " ruth\n", - " 20645\n", + " sarah\n", + " 17533\n", " \n", " \n", " 8\n", - " patrick\n", - " 20213\n", + " jonathan\n", + " 16592\n", " \n", " \n", " 9\n", - " sarah\n", - " 20195\n", + " david\n", + " 16551\n", " \n", " \n", "\n", @@ -333,19 +333,19 @@ ], "text/plain": [ " FIrst name quantity\n", - "0 jean 62175\n", - "1 joseph 26696\n", - "2 esther 24647\n", - "3 marie 23449\n", - "4 grace 21000\n", - "5 david 20926\n", - "6 dorcas 20847\n", - "7 ruth 20645\n", - "8 patrick 20213\n", - "9 sarah 20195" + "0 jean 48799\n", + "1 joseph 20818\n", + "2 esther 20048\n", + "3 marie 18523\n", + "4 dorcas 18066\n", + "5 ruth 17660\n", + "6 grace 17652\n", + "7 sarah 17533\n", + "8 jonathan 16592\n", + "9 david 16551" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -359,7 +359,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "5022f136-3174-406d-acf0-dee379969213", "metadata": { "ExecuteTime": { @@ -372,10 +372,10 @@ "name": "stdout", "output_type": "stream", "text": [ - ">> Total number of first names registered : 3406845\n", - ">> Number of all-male first names : 111226\n", - ">> Number of all-female first names : 61389\n", - ">> Number of all-neutral first names : 26694\n" + ">> Total number of first names registered : 2754239\n", + ">> Number of all-male first names : 94503\n", + ">> Number of all-female first names : 55062\n", + ">> Number of all-neutral first names : 22516\n" ] } ], @@ -386,17 +386,17 @@ "\n", "# categorization of first names\n", "firstnames_by_sex = df.groupby(['first_name', 'sex']).size().unstack(fill_value=0)\n", - "male_firstnames = firstnames_by_sex[(firstnames_by_sex['M'] > 0) & (firstnames_by_sex['F'] == 0)]\n", + "male_firstnames = firstnames_by_sex[(firstnames_by_sex['m'] > 0) & (firstnames_by_sex['f'] == 0)]\n", "print(f\">> Number of all-male first names : {len(male_firstnames)}\")\n", - "female_firstnames = firstnames_by_sex[(firstnames_by_sex['F'] > 0) & (firstnames_by_sex['M'] == 0)]\n", + "female_firstnames = firstnames_by_sex[(firstnames_by_sex['f'] > 0) & (firstnames_by_sex['m'] == 0)]\n", "print(f\">> Number of all-female first names : {len(female_firstnames)}\")\n", - "neutral_firstnames = firstnames_by_sex[(firstnames_by_sex['M'] > 0) & (firstnames_by_sex['F'] > 0)]\n", + "neutral_firstnames = firstnames_by_sex[(firstnames_by_sex['m'] > 0) & (firstnames_by_sex['f'] > 0)]\n", "print(f\">> Number of all-neutral first names : {len(neutral_firstnames)}\")\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "cfeec858-ad7e-4173-9262-a7d6e08a31d9", "metadata": { "ExecuteTime": { @@ -407,7 +407,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -431,13 +431,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "f94818e6-7c91-4f33-8070-0ec2cb8c0063", "metadata": {}, "outputs": [ { "data": { - "image/png": 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zU7gN2tTUVG0/6zJlZz+eP9u1bNkyte4HeHpm6N9//8U333xTru/x48coKCgAoNxn/2WSkpIU5gbdunULO3bsQOfOnRXO9lSvXh1du3bFzz//jA0bNqBLly7lLqdV5Pnb4KtWrQpnZ2extho1aqBDhw5Yu3Yt7t69W279ssthwNP/PsrurlqwYAG+/fZbnDhxAgsWLHhlHaR9vBRF/zm7d+9GamoqSkpKkJGRgcTERMTHx8PBwQE7d+586QPc5s6di4MHD6J79+5wcHBAZmYmVq1ahdq1a4vPPqlbty4sLCywZs0amJmZwdTUFJ6enuXmcCjLysoKbdu2RWBgIDIyMrBs2TI4Ozsr3JI+YsQIbNu2DV26dMGAAQNw5coV/PzzzwqTeVWtrWfPnujYsSOmT5+O69evo2nTpti7dy927NiBCRMmlNt2ZY0aNQpr167FsGHDcPz4cTg6OmLbtm04dOgQli1b9tI5T5p06dIleHt7Y8CAAXB1dYWBgQG2b9+OjIwM+Pv7i+OaN2+O1atXY/78+XB2dkaNGjXEibeVZW5uLs7pKS4uRq1atbB3715cu3btdQ+rnE8++QRbtmzB6NGjsW/fPrRp0walpaVITU3Fli1bsGfPHrRo0UKpz/7LNG7cGL6+vgq3ewPAnDlzyo0dOnQo+vXrBwCYN2+eUsfh6uqKDh06oHnz5rCyskJycjK2bdum8B1VK1euRNu2beHm5oaRI0fivffeQ0ZGBpKSknD79m2cPn0aADB+/Hg8ePAAf/75J/T19dGlSxeMGDEC8+fPR69evdC0aVOlaiIt0d4NWURvVtnt3mUvIyMjwdbWVvjwww+F5cuXK9xWXOb5270TEhKEXr16CXZ2doKRkZFgZ2cnDBo0SLh06ZLCejt27BBcXV0FAwMDhdurX3QLcllfRbd7//LLL0JYWJhQo0YNwcTEROjevbtw48aNcusvXrxYqFWrliCVSoU2bdoIycnJ5bb5stqev91bEATh4cOHQkhIiGBnZycYGhoKLi4uwpdffinI5XKFcQCE4ODgcjW96Db052VkZAiBgYFC9erVBSMjI8HNza3CW9I1ebv387cx379/XwgODhYaNGggmJqaCjKZTPD09BS2bNmiMC49PV3o3r27YGZmJgB46a3fZbd7V3QL+fN13b59W+jdu7dgYWEhyGQyoX///sKdO3eUrj8gIEAwNTVV6n0pKioSFi1aJDRq1EiQSqWCpaWl0Lx5c2HOnDlCbm6uIAjKf/YrUvb5+PnnnwUXFxdBKpUKHh4ewr59+yocX1hYKFhaWgoymUx4/PjxK7cvCIIwf/584f333xcsLCwEExMToUGDBsIXX3whFBUVKYy7cuWKMHToUMHW1lYwNDQUatWqJfTo0UPYtm2bIAj//9b7xYsXK6yXl5cnODg4CE2bNi23TXq7SAThHZnZR0RE/wklJSWws7NDz5498d1332m7HHrHcI4NERG9VWJiYnDv3j0MHTpU26XQO4hnbIiI6K1w5MgRnDlzBvPmzUP16tUrfBAh0avwjA0REb0VVq9ejc8++ww1atTAjz/+qO1y6B3FMzZERESkM3jGhoiIiHQGgw0RERHpDD6g7w2Sy+W4c+cOzMzMNPIYdiIiIl0lCAIePnwIOzu7cl+a+ywGmzfozp074hfKERERkepu3bqF2rVrv7CfweYNKns0/K1bt2Bubq7laoiIiN4deXl5sLe3f+XXrDDYvEFll5/Mzc0ZbIiIiCrhVVM5OHmYiIiIdAaDDREREekMBhsiIiLSGQw2REREpDMYbIiIiEhnMNgQERGRzmCwISIiIp3BYENEREQ6g8GGiIiIdAaDDREREekMBhsiIiLSGQw2REREpDP4JZg6YOHJ+9ougTRsmkd1bZdARPRO4BkbIiIi0hkMNkRERKQzGGyIiIhIZzDYEBERkc5gsCEiIiKdwWBDREREOoPBhoiIiHQGgw0RERHpDAYbIiIi0hkMNkRERKQzGGyIiIhIZzDYEBERkc5gsCEiIiKdwWBDREREOoPBhoiIiHQGgw0RERHpDAYbIiIi0hkMNkRERKQzGGyIiIhIZzDYEBERkc5gsCEiIiKdwWBDREREOoPBhoiIiHQGgw0RERHpDK0Gm4MHD6Jnz56ws7ODRCJBTEyMQr8gCAgPD0fNmjVhYmICHx8fXL58WWFMVlYWhgwZAnNzc1hYWCAoKAj5+fkKY86cOYN27drB2NgY9vb2iIyMLFfL1q1b0aBBAxgbG8PNzQ1//PGHyrUQERGRdmk12BQUFKBp06ZYuXJlhf2RkZGIiorCmjVrcOTIEZiamsLX1xdPnjwRxwwZMgQpKSmIj49HbGwsDh48iFGjRon9eXl56Ny5MxwcHHD8+HF8+eWXmD17NtatWyeOOXz4MAYNGoSgoCCcPHkSfn5+8PPzw7lz51SqhYiIiLRLIgiCoO0iAEAikWD79u3w8/MD8PQMiZ2dHSZOnIhJkyYBAHJzc2FjY4Po6Gj4+/vjwoULcHV1xbFjx9CiRQsAQFxcHLp164bbt2/Dzs4Oq1evxvTp05Geng4jIyMAwLRp0xATE4PU1FQAwMCBA1FQUIDY2FixnlatWsHd3R1r1qxRqhZl5OXlQSaTITc3F+bm5mp53wBg4cn7atsWvZ2meVTXdglERFql7N/Qt3aOzbVr15Ceng4fHx+xTSaTwdPTE0lJSQCApKQkWFhYiKEGAHx8fKCnp4cjR46IY9q3by+GGgDw9fXFxYsXkZ2dLY55dj9lY8r2o0wtREREpH0G2i7gRdLT0wEANjY2Cu02NjZiX3p6OmrUqKHQb2BgACsrK4UxTk5O5bZR1mdpaYn09PRX7udVtVSksLAQhYWF4nJeXt5LjpiIiIhe11t7xkYXREREQCaTiS97e3ttl0RERKTT3tpgY2trCwDIyMhQaM/IyBD7bG1tkZmZqdBfUlKCrKwshTEVbePZfbxozLP9r6qlImFhYcjNzRVft27desVRExER0et4a4ONk5MTbG1tkZCQILbl5eXhyJEj8PLyAgB4eXkhJycHx48fF8ckJiZCLpfD09NTHHPw4EEUFxeLY+Lj41G/fn1YWlqKY57dT9mYsv0oU0tFpFIpzM3NFV5ERESkOVoNNvn5+Th16hROnToF4Okk3VOnTuHmzZuQSCSYMGEC5s+fj507d+Ls2bMYOnQo7OzsxDunGjZsiC5dumDkyJE4evQoDh06hDFjxsDf3x92dnYAgMGDB8PIyAhBQUFISUnB5s2bsXz5coSGhop1jB8/HnFxcVi8eDFSU1Mxe/ZsJCcnY8yYMQCgVC1ERESkfVqdPJycnIyOHTuKy2VhIyAgANHR0ZgyZQoKCgowatQo5OTkoG3btoiLi4OxsbG4zoYNGzBmzBh4e3tDT08Pffv2RVRUlNgvk8mwd+9eBAcHo3nz5qhevTrCw8MVnnXTunVrbNy4ETNmzMDnn38OFxcXxMTEoHHjxuIYZWohIiIi7XprnmPzX8Dn2FBl8Tk2RPRf984/x4aIiIhIVQw2REREpDMYbIiIiEhnMNgQERGRzmCwISIiIp3BYENEREQ6g8GGiIiIdAaDDREREekMBhsiIiLSGQw2REREpDMYbIiIiEhnMNgQERGRzmCwISIiIp3BYENEREQ6g8GGiIiIdAaDDREREekMBhsiIiLSGQw2REREpDMYbIiIiEhnMNgQERGRzmCwISIiIp3BYENEREQ6g8GGiIiIdAaDDREREekMBhsiIiLSGQw2REREpDNUDjaPHz/Go0ePxOUbN25g2bJl2Lt3r1oLIyIiIlKVysGmV69e+PHHHwEAOTk58PT0xOLFi9GrVy+sXr1a7QUSERERKUvlYHPixAm0a9cOALBt2zbY2Njgxo0b+PHHHxEVFaX2AomIiIiUpXKwefToEczMzAAAe/fuRZ8+faCnp4dWrVrhxo0bai+QiIiISFkqBxtnZ2fExMTg1q1b2LNnDzp37gwAyMzMhLm5udoLJCIiIlKWysEmPDwckyZNgqOjI95//314eXkBeHr2xsPDQ+0FEhERESnLQNUV+vXrh7Zt2+Lu3bto2rSp2O7t7Y3evXurtTgiIiIiVVTqOTa2trYwMzNDfHw8Hj9+DABo2bIlGjRooNbiiIiIiFShcrB58OABvL29Ua9ePXTr1g13794FAAQFBWHixIlqL5CIiIhIWSoHm5CQEBgaGuLmzZuoUqWK2D5w4EDExcWptTgiIiIiVag8x2bv3r3Ys2cPateurdDu4uLC272JiIhIq1Q+Y1NQUKBwpqZMVlYWpFKpWooiIiIiqgyVg027du3Er1QAAIlEArlcjsjISHTs2FGtxRERERGpQuVLUZGRkfD29kZycjKKioowZcoUpKSkICsrC4cOHdJEjURERERKUfmMTePGjXHp0iW0bdsWvXr1QkFBAfr06YOTJ0+ibt26mqiRiIiISCkqn7EBAJlMhunTp6u7FiIiIqLXUqkH9D158gRHjx5FbGwsdu7cqfBSp9LSUsycORNOTk4wMTFB3bp1MW/ePAiCII4RBAHh4eGoWbMmTExM4OPjg8uXLytsJysrC0OGDIG5uTksLCwQFBSE/Px8hTFnzpxBu3btYGxsDHt7e0RGRparZ+vWrWjQoAGMjY3h5uaGP/74Q63HS0RERK9H5TM2cXFxGDp0KO7fv1+uTyKRoLS0VC2FAcCiRYuwevVqrF+/Ho0aNUJycjICAwMhk8kwbtw4AE/n/ERFRWH9+vVwcnLCzJkz4evri/Pnz8PY2BgAMGTIENy9exfx8fEoLi5GYGAgRo0ahY0bNwIA8vLy0LlzZ/j4+GDNmjU4e/Yshg8fDgsLC4waNQoAcPjwYQwaNAgRERHo0aMHNm7cCD8/P5w4cQKNGzdW2zETERFR5UmEZ09/KMHFxQWdO3dGeHg4bGxsNFUXAKBHjx6wsbHBd999J7b17dsXJiYm+PnnnyEIAuzs7DBx4kRMmjQJAJCbmwsbGxtER0fD398fFy5cgKurK44dO4YWLVoAeBrOunXrhtu3b8POzg6rV6/G9OnTkZ6eDiMjIwDAtGnTEBMTg9TUVABPH0BYUFCA2NhYsZZWrVrB3d0da9asUep48vLyIJPJkJubq9ZvQl94snzIJN0yzaO6tksgItIqZf+GqnwpKiMjA6GhoRoPNQDQunVrJCQk4NKlSwCA06dP4++//0bXrl0BANeuXUN6ejp8fHzEdWQyGTw9PZGUlAQASEpKgoWFhRhqAMDHxwd6eno4cuSIOKZ9+/ZiqAEAX19fXLx4EdnZ2eKYZ/dTNqZsPxUpLCxEXl6ewouIiIg0R+Vg069fP+zfv18DpZQ3bdo0+Pv7o0GDBjA0NISHhwcmTJiAIUOGAADS09MBoFzIsrGxEfvS09NRo0YNhX4DAwNYWVkpjKloG8/u40VjyvorEhERAZlMJr7s7e1VOn4iIiJSjcpzbFasWIH+/fvjr7/+gpubGwwNDRX6y+a+qMOWLVuwYcMGbNy4EY0aNcKpU6cwYcIE2NnZISAgQG370ZSwsDCEhoaKy3l5eQw3REREGqRysPnll1+wd+9eGBsbY//+/ZBIJGKfRCJRa7CZPHmyeNYGANzc3HDjxg1EREQgICAAtra2AJ5eHqtZs6a4XkZGBtzd3QEAtra2yMzMVNhuSUkJsrKyxPVtbW2RkZGhMKZs+VVjyvorIpVK+TUTREREb5DKl6KmT5+OOXPmIDc3F9evX8e1a9fE19WrV9Va3KNHj6Cnp1iivr4+5HI5AMDJyQm2trZISEgQ+/Py8nDkyBF4eXkBALy8vJCTk4Pjx4+LYxITEyGXy+Hp6SmOOXjwIIqLi8Ux8fHxqF+/PiwtLcUxz+6nbEzZfoiIiEj7VA42RUVFGDhwYLnAoQk9e/bEF198gV27duH69evYvn07lixZgt69ewN4eoZowoQJmD9/Pnbu3ImzZ89i6NChsLOzg5+fHwCgYcOG6NKlC0aOHImjR4/i0KFDGDNmDPz9/WFnZwcAGDx4MIyMjBAUFISUlBRs3rwZy5cvV7iMNH78eMTFxWHx4sVITU3F7NmzkZycjDFjxmj8fSAiIiLlqHy7d0hICKytrfH5559rqibRw4cPMXPmTGzfvh2ZmZmws7PDoEGDEB4eLt7BJAgCZs2ahXXr1iEnJwdt27bFqlWrUK9ePXE7WVlZGDNmDH7//Xfo6emhb9++iIqKQtWqVcUxZ86cQXBwMI4dO4bq1atj7NixmDp1qkI9W7duxYwZM3D9+nW4uLggMjIS3bp1U/p4eLs3VRZv9yai/zpl/4aqHGzGjRuHH3/8EU2bNkWTJk3KTR5esmRJ5Sr+D2CwocpisCGi/zpl/4aqPHn47Nmz8PDwAACcO3dOoe/ZicREREREb5rKwWbfvn2aqIOIiIjotWl+BjARERHRG6LyGRsASE5OxpYtW3Dz5k0UFRUp9P32229qKYyIiIhIVSqfsdm0aRNat26NCxcuYPv27SguLkZKSgoSExMhk8k0USMRERGRUlQONgsWLMDSpUvx+++/w8jICMuXL0dqaioGDBiAOnXqaKJGIiIiIqWoHGyuXLmC7t27AwCMjIxQUFAAiUSCkJAQrFu3Tu0FEhERESlL5WBjaWmJhw8fAgBq1aol3vKdk5ODR48eqbc6IiIiIhWoPHm4ffv2iI+Ph5ubG/r374/x48cjMTER8fHx8Pb21kSNREREREpROdisWLECT548AfD0CzENDQ1x+PBh9O3bFzNmzFB7gURERETKUjnYWFlZif/W09PDtGnT1FoQERERUWVV6jk2crkcaWlpyMzMhFwuV+hr3769WgojIiIiUpXKweaff/7B4MGDcePGDTz//ZkSiQSlpaVqK46IiIhIFSoHm9GjR6NFixbYtWsXatasyS++JCIioreGysHm8uXL2LZtG5ydnTVRDxEREVGlqfwcG09PT6SlpWmiFiIiIqLXovIZm7Fjx2LixIlIT0+Hm5sbDA0NFfqbNGmituKIiIiIVKFysOnbty8AYPjw4WKbRCKBIAicPExERERapXKwuXbtmibqICIiInptKgcbBwcHTdRBRERE9NpUnjxMRERE9LZisCEiIiKdwWBDREREOoPBhoiIiHSGysHmvffew4MHD8q15+Tk4L333lNLUURERESVoXKwuX79eoXPqiksLMS///6rlqKIiIiIKkPp27137twp/nvPnj2QyWTicmlpKRISEuDo6KjW4oiIiIhUoXSw8fPzA/D0KcMBAQEKfYaGhnB0dMTixYvVWhwRERGRKpQONnK5HADg5OSEY8eOoXr16horioiIiKgy1PKVCjk5ObCwsFBHPURERESVpvLk4UWLFmHz5s3icv/+/WFlZYVatWrh9OnTai2OiIiISBUqB5s1a9bA3t4eABAfH48///wTcXFx6Nq1KyZPnqz2AomIiIiUpfKlqPT0dDHYxMbGYsCAAejcuTMcHR3h6emp9gKJiIiIlKXyGRtLS0vcunULABAXFwcfHx8AgCAIFT7fhoiIiOhNUfmMTZ8+fTB48GC4uLjgwYMH6Nq1KwDg5MmTcHZ2VnuBRERERMpSOdgsXboUTk5OuHnzJiIjI1G1alUAwN27d/G///1P7QUSERERKUulYFNcXIxPP/0UM2fOhJOTk0JfSEiIWgsjIiIiUpVKc2wMDQ3x66+/aqoWIiIiotei8uRhPz8/xMTEaKAUIiIiotej8hwbFxcXzJ07F4cOHULz5s1hamqq0D9u3Di1FUdERESkCokgCIIqKzw/t0ZhYxIJrl69+tpF6aq8vDzIZDLk5ubC3NxcbdtdePK+2rZFb6dpHvxuNiL6b1P2b6haviuKiIiI6G2gcrB50/79919MnToVu3fvxqNHj+Ds7IwffvgBLVq0APD0wYCzZs3CN998g5ycHLRp0warV6+Gi4uLuI2srCyMHTsWv//+O/T09NC3b18sX75cvFUdAM6cOYPg4GAcO3YM1tbWGDt2LKZMmaJQy9atWzFz5kxcv34dLi4uWLRoEbp16/Zm3ggibdh9UNsVkKZ1ba/tCojUSqlgExoainnz5sHU1BShoaEvHbtkyRK1FAYA2dnZaNOmDTp27Ijdu3fD2toaly9fhqWlpTgmMjISUVFRWL9+PZycnDBz5kz4+vri/PnzMDY2BgAMGTIEd+/eRXx8PIqLixEYGIhRo0Zh48aNAJ6e3urcuTN8fHywZs0anD17FsOHD4eFhQVGjRoFADh8+DAGDRqEiIgI9OjRAxs3boSfnx9OnDiBxo0bq+2YiYiIqPKUmmPTsWNHbN++HRYWFujQoQMkEknFG5NIkJiYqLbipk2bhkOHDuGvv/6qsF8QBNjZ2WHixImYNGkSACA3Nxc2NjaIjo6Gv78/Lly4AFdXVxw7dkw8yxMXF4du3brh9u3bsLOzw+rVqzF9+nSkp6fDyMhI3HdMTAxSU1MBAAMHDkRBQQFiY2PF/bdq1Qru7u5Ys2aNUsfDOTZUWVqbY8MzNrqPZ2zoHaHWOTbLly8XN7J//361FKiMnTt3wtfXF/3798eBAwdQq1Yt/O9//8PIkSMBPJ3vk56eLn5fFQDIZDJ4enoiKSkJ/v7+SEpKgoWFhRhqAMDHxwd6eno4cuQIevfujaSkJLRv314MNQDg6+uLRYsWITs7G5aWlkhKSip3tsrX1/elt74XFhaisLBQXM7Ly3vdt4SIiIheQqnn2Hh4eOD+/adnBd577z08ePBAo0WVuXr1qjhfZs+ePfjss88wbtw4rF+/HsDTbxoHABsbG4X1bGxsxL709HTUqFFDod/AwABWVlYKYyraxrP7eNGYsv6KREREQCaTia+yb0UnIiIizVAq2FhYWIh3Q12/fh1yuVyjRZWRy+Vo1qwZFixYAA8PD4waNQojR45U+tKPtoWFhSE3N1d8lX0rOhEREWmGUpei+vbtiw8++AA1a9aERCJBixYtoK+vX+FYdT7HpmbNmnB1dVVoa9iwofi1Dra2tgCAjIwM1KxZUxyTkZEBd3d3cUxmZqbCNkpKSpCVlSWub2tri4yMDIUxZcuvGlPWXxGpVAqpVKrUsRIREdHrUyrYrFu3Dn369EFaWhrGjRuHkSNHwszMTNO1oU2bNrh48aJC26VLl+Dg4ADg6cMCbW1tkZCQIAaZvLw8HDlyBJ999hkAwMvLCzk5OTh+/DiaN28OAEhMTIRcLoenp6c4Zvr06SguLoahoSEAID4+HvXr1xfvwPLy8kJCQgImTJgg1hIfHw8vLy+NHT8RERGpRunn2HTp0gUAcPz4cYwfP/6NBJuQkBC0bt0aCxYswIABA3D06FGsW7cO69atA/D0LqwJEyZg/vz5cHFxEW/3trOzg5+fH4CnZ3i6dOkiXsIqLi7GmDFj4O/vDzs7OwDA4MGDMWfOHAQFBWHq1Kk4d+4cli9fjqVLl4q1jB8/Hh988AEWL16M7t27Y9OmTUhOThZrISIiIu1T+SsV3rTY2FiEhYXh8uXLcHJyQmhoqHhXFPD/H9C3bt065OTkoG3btli1ahXq1asnjsnKysKYMWMUHtAXFRX1wgf0Va9eHWPHjsXUqVMVatm6dStmzJghPqAvMjJSpQf08XZvqize7k0aw9u96R2h7N/Qtz7Y6BIGG6osBhvSGAYbekco+zdUqbuiiIiIiN4FDDZERESkM5QKNs2aNUN2djYAYO7cuXj06JFGiyIiIiKqDKWCzYULF1BQUAAAmDNnDvLz8zVaFBEREVFlKHW7t7u7OwIDA9G2bVsIgoCvvvpK4Y6iZ4WHh6u1QCIiIiJlKRVsoqOjMWvWLMTGxkIikWD37t0wMCi/qkQiYbAhIiIirVEq2NSvXx+bNm0CAOjp6SEhIaHcF0sSERERaZvSTx4u86a+AJOIiIhIVSoHGwC4cuUKli1bhgsXLgAAXF1dMX78eNStW1etxRERERGpQuXn2OzZsweurq44evQomjRpgiZNmuDIkSNo1KgR4uPjNVEjERERkVJUPmMzbdo0hISEYOHCheXap06dig8//FBtxRERERGpQuUzNhcuXEBQUFC59uHDh+P8+fNqKYqIiIioMlQONtbW1jh16lS59lOnTvFOKSIiItIqlS9FjRw5EqNGjcLVq1fRunVrAMChQ4ewaNEihIaGqr1AIiIiImWpHGxmzpwJMzMzLF68GGFhYQAAOzs7zJ49G+PGjVN7gURERETKUjnYSCQShISEICQkBA8fPgQAmJmZqb0wIiIiIlVV6jk2ZRhoiIiI6G2i8uRhIiIiorcVgw0RERHpDAYbIiIi0hkqBZvi4mJ4e3vj8uXLmqqHiIiIqNJUCjaGhoY4c+aMpmohIiIiei0qX4r6+OOP8d1332miFiIiIqLXovLt3iUlJfj+++/x559/onnz5jA1NVXoX7JkidqKIyIiIlKFysHm3LlzaNasGQDg0qVLCn0SiUQ9VRERERFVgsrBZt++fZqog4iIiOi1Vfp277S0NOzZswePHz8GAAiCoLaiiIiIiCpD5WDz4MEDeHt7o169eujWrRvu3r0LAAgKCsLEiRPVXiARERGRslQONiEhITA0NMTNmzdRpUoVsX3gwIGIi4tTa3FEREREqlB5js3evXuxZ88e1K5dW6HdxcUFN27cUFthRERERKpS+YxNQUGBwpmaMllZWZBKpWopioiIiKgyVA427dq1w48//iguSyQSyOVyREZGomPHjmotjoiIiEgVKl+KioyMhLe3N5KTk1FUVIQpU6YgJSUFWVlZOHTokCZqJCIiIlKKymdsGjdujEuXLqFt27bo1asXCgoK0KdPH5w8eRJ169bVRI1ERERESlH5jA0AyGQyTJ8+Xd21EBEREb2WSgWb7OxsfPfdd7hw4QIAwNXVFYGBgbCyslJrcURERESqUPlS1MGDB+Ho6IioqChkZ2cjOzsbUVFRcHJywsGDBzVRIxEREZFSVD5jExwcjIEDB2L16tXQ19cHAJSWluJ///sfgoODcfbsWbUXSURERKQMlc/YpKWlYeLEiWKoAQB9fX2EhoYiLS1NrcURERERqULlYNOsWTNxbs2zLly4gKZNm6qlKCIiIqLKUOpS1JkzZ8R/jxs3DuPHj0daWhpatWoFAPjnn3+wcuVKLFy4UDNVEhERESlBqTM27u7u8PDwgLu7OwYNGoRbt25hypQpaN++Pdq3b48pU6bgxo0bGDx4sEaLXbhwISQSCSZMmCC2PXnyBMHBwahWrRqqVq2Kvn37IiMjQ2G9mzdvonv37qhSpQpq1KiByZMno6SkRGHM/v370axZM0ilUjg7OyM6Orrc/leuXAlHR0cYGxvD09MTR48e1cRhEhERUSUpdcbm2rVrmq7jlY4dO4a1a9eiSZMmCu0hISHYtWsXtm7dCplMhjFjxqBPnz7iU5BLS0vRvXt32Nra4vDhw7h79y6GDh0KQ0NDLFiwAMDT4+vevTtGjx6NDRs2ICEhASNGjEDNmjXh6+sLANi8eTNCQ0OxZs0aeHp6YtmyZfD19cXFixdRo0aNN/tmEBERUYUkgiAI2i7iVfLz89GsWTOsWrUK8+fPh7u7O5YtW4bc3FxYW1tj48aN6NevHwAgNTUVDRs2RFJSElq1aoXdu3ejR48euHPnDmxsbAAAa9aswdSpU3Hv3j0YGRlh6tSp2LVrF86dOyfu09/fHzk5OYiLiwMAeHp6omXLllixYgUAQC6Xw97eHmPHjsW0adOUOo68vDzIZDLk5ubC3Nxcbe/PwpP31bYtejtN86iunR3v5iMcdF7X9tqugEgpyv4NrdQD+u7cuYO///4bmZmZkMvlCn3jxo2rzCZfKjg4GN27d4ePjw/mz58vth8/fhzFxcXw8fER2xo0aIA6deqIwSYpKQlubm5iqAEAX19ffPbZZ0hJSYGHhweSkpIUtlE2puySV1FREY4fP46wsDCxX09PDz4+PkhKSlL78RIREVHlqBxsoqOj8emnn8LIyAjVqlWDRCIR+yQSidqDzaZNm3DixAkcO3asXF96ejqMjIxgYWGh0G5jY4P09HRxzLOhpqy/rO9lY/Ly8vD48WNkZ2ejtLS0wjGpqakvrL2wsBCFhYXicl5e3iuOloiIiF6HysFm5syZCA8PR1hYGPT0VL5bXCW3bt3C+PHjER8fD2NjY43uSxMiIiIwZ84cbZdBRET0n6FyMnn06BH8/f01HmqAp5eaMjMz0axZMxgYGMDAwAAHDhxAVFQUDAwMYGNjg6KiIuTk5Cisl5GRAVtbWwCAra1tubukypZfNcbc3BwmJiaoXr069PX1KxxTto2KhIWFITc3V3zdunWrUu8DERERKUfldBIUFIStW7dqopZyvL29cfbsWZw6dUp8tWjRAkOGDBH/bWhoiISEBHGdixcv4ubNm/Dy8gIAeHl54ezZs8jMzBTHxMfHw9zcHK6uruKYZ7dRNqZsG0ZGRmjevLnCGLlcjoSEBHFMRaRSKczNzRVeREREpDkqX4qKiIhAjx49EBcXBzc3NxgaGir0L1myRG3FmZmZoXHjxgptpqamqFatmtgeFBSE0NBQWFlZwdzcHGPHjoWXl5f48MDOnTvD1dUVn3zyCSIjI5Geno4ZM2YgODgYUqkUADB69GisWLECU6ZMwfDhw5GYmIgtW7Zg165d4n5DQ0MREBCAFi1a4P3338eyZctQUFCAwMBAtR0vERERvZ5KBZs9e/agfv36AFBu8vCbtnTpUujp6aFv374oLCyEr68vVq1aJfbr6+sjNjYWn332Gby8vGBqaoqAgADMnTtXHOPk5IRdu3YhJCQEy5cvR+3atfHtt9+Kz7ABgIEDB+LevXsIDw9Heno63N3dERcXV25CMREREWmPys+xsbS0xNKlSzFs2DANlaS7+Bwbqiw+x4Y0hs+xoXeEsn9DVZ5jI5VK0aZNm9cqjoiIiEgTVA4248ePx9dff62JWoiIiIhei8pzbI4ePYrExETExsaiUaNG5SYP//bbb2orjoiIiEgVKgcbCwsL9OnTRxO1EBEREb0WlYPNDz/8oIk6iIiIiF6b5h8fTERERPSGqHzGxsnJ6aXPq7l69eprFURERERUWSoHmwkTJigsFxcX4+TJk4iLi8PkyZPVVRcRERGRylQONuPHj6+wfeXKlUhOTn7tgoiIiIgqS21zbLp27Ypff/1VXZsjIiIiUpnags22bdtgZWWlrs0RERERqUzlS1EeHh4Kk4cFQUB6ejru3bun8OWTRERERG+aysHGz89PYVlPTw/W1tbo0KEDGjRooK66iIiIiFSmcrCZNWuWJuogIiIiem18QB8RERHpDKXP2Ojp6b30wXwAIJFIUFJS8tpFEREREVWG0sFm+/btL+xLSkpCVFQU5HK5WooiIiIiqgylg02vXr3KtV28eBHTpk3D77//jiFDhmDu3LlqLY6IiIhIFZWaY3Pnzh2MHDkSbm5uKCkpwalTp7B+/Xo4ODiouz4iIiIipakUbHJzczF16lQ4OzsjJSUFCQkJ+P3339G4cWNN1UdERESkNKUvRUVGRmLRokWwtbXFL7/8UuGlKSIiIiJtUjrYTJs2DSYmJnB2dsb69euxfv36Csf99ttvaiuOiIiISBVKB5uhQ4e+8nZvIiIiIm1SOthER0drsAwiIiKi18cnDxMREZHOYLAhIiIincFgQ0RERDqDwYaIiIh0BoMNERER6Qyl74oiIiJSl3Pnzmm7BNIwbX0rAc/YEBERkc5gsCEiIiKdwWBDREREOoPBhoiIiHQGgw0RERHpDAYbIiIi0hkMNkRERKQzGGyIiIhIZzDYEBERkc5gsCEiIiKdwWBDREREOoPBhoiIiHTGWx1sIiIi0LJlS5iZmaFGjRrw8/PDxYsXFcY8efIEwcHBqFatGqpWrYq+ffsiIyNDYczNmzfRvXt3VKlSBTVq1MDkyZNRUlKiMGb//v1o1qwZpFIpnJ2dER0dXa6elStXwtHREcbGxvD09MTRo0fVfsxERERUeW91sDlw4ACCg4Pxzz//ID4+HsXFxejcuTMKCgrEMSEhIfj999+xdetWHDhwAHfu3EGfPn3E/tLSUnTv3h1FRUU4fPgw1q9fj+joaISHh4tjrl27hu7du6Njx444deoUJkyYgBEjRmDPnj3imM2bNyM0NBSzZs3CiRMn0LRpU/j6+iIzM/PNvBlERET0ShJBEARtF6Gse/fuoUaNGjhw4ADat2+P3NxcWFtbY+PGjejXrx8AIDU1FQ0bNkRSUhJatWqF3bt3o0ePHrhz5w5sbGwAAGvWrMHUqVNx7949GBkZYerUqdi1axfOnTsn7svf3x85OTmIi4sDAHh6eqJly5ZYsWIFAEAul8Pe3h5jx47FtGnTlKo/Ly8PMpkMubm5MDc3V9v7svDkfbVti95O0zyqa2fHuw9qZ7/05nRtr5XdPvv7lnRT48aN1bo9Zf+GvtVnbJ6Xm5sLALCysgIAHD9+HMXFxfDx8RHHNGjQAHXq1EFSUhIAICkpCW5ubmKoAQBfX1/k5eUhJSVFHPPsNsrGlG2jqKgIx48fVxijp6cHHx8fcQwRERFpn4G2C1CWXC7HhAkT0KZNGzEFpqenw8jICBYWFgpjbWxskJ6eLo55NtSU9Zf1vWxMXl4eHj9+jOzsbJSWllY4JjU19YU1FxYWorCwUFzOy8tT4YiJiIhIVe/MGZvg4GCcO3cOmzZt0nYpSouIiIBMJhNf9vb22i6JiIhIp70TwWbMmDGIjY3Fvn37ULt2bbHd1tYWRUVFyMnJURifkZEBW1tbcczzd0mVLb9qjLm5OUxMTFC9enXo6+tXOKZsGxUJCwtDbm6u+Lp165ZqB05EREQqeauDjSAIGDNmDLZv347ExEQ4OTkp9Ddv3hyGhoZISEgQ2y5evIibN2/Cy8sLAODl5YWzZ88q3L0UHx8Pc3NzuLq6imOe3UbZmLJtGBkZoXnz5gpj5HI5EhISxDEVkUqlMDc3V3gRERGR5rzVc2yCg4OxceNG7NixA2ZmZuKcGJlMBhMTE8hkMgQFBSE0NBRWVlYwNzfH2LFj4eXlhVatWgEAOnfuDFdXV3zyySeIjIxEeno6ZsyYgeDgYEilUgDA6NGjsWLFCkyZMgXDhw9HYmIitmzZgl27dom1hIaGIiAgAC1atMD777+PZcuWoaCgAIGBgW/+jSEiIqIKvdXBZvXq1QCADh06KLT/8MMPGDZsGABg6dKl0NPTQ9++fVFYWAhfX1+sWrVKHKuvr4/Y2Fh89tln8PLygqmpKQICAjB37lxxjJOTE3bt2oWQkBAsX74ctWvXxrfffgtfX19xzMCBA3Hv3j2Eh4cjPT0d7u7uiIuLKzehmIiIiLTnnXqOzbuOz7GhyuJzbEhj+Bwb0hA+x4aIiIjoNTHYEBERkc5gsCEiIiKdwWBDREREOoPBhoiIiHQGgw0RERHpDAYbIiIi0hkMNkRERKQzGGyIiIhIZzDYEBERkc5gsCEiIiKdwWBDREREOoPBhoiIiHQGgw0RERHpDAYbIiIi0hkMNkRERKQzGGyIiIhIZzDYEBERkc5gsCEiIiKdwWBDREREOoPBhoiIiHQGgw0RERHpDAYbIiIi0hkMNkRERKQzGGyIiIhIZzDYEBERkc5gsCEiIiKdwWBDREREOoPBhoiIiHQGgw0RERHpDAYbIiIi0hkMNkRERKQzGGyIiIhIZzDYEBERkc5gsCEiIiKdwWBDREREOoPBhoiIiHQGgw0RERHpDAYbIiIi0hkMNkRERKQzGGyIiIhIZzDYEBERkc5gsFHRypUr4ejoCGNjY3h6euLo0aPaLomIiIj+D4ONCjZv3ozQ0FDMmjULJ06cQNOmTeHr64vMzExtl0ZERERgsFHJkiVLMHLkSAQGBsLV1RVr1qxBlSpV8P3332u7NCIiIgJgoO0C3hVFRUU4fvw4wsLCxDY9PT34+PggKSmpwnUKCwtRWFgoLufm5gIA8vLy1Frbk/yHat0evX3y8oy0s+NHBdrZL705av59pKz8/Hyt7JfeHHX/rSvbniAILx3HYKOk+/fvo7S0FDY2NgrtNjY2SE1NrXCdiIgIzJkzp1y7vb29Rmok3VX+U0RE9N/08OFDyGSyF/Yz2GhQWFgYQkNDxWW5XI6srCxUq1YNEolEi5W9u/Ly8mBvb49bt27B3Nxc2+WQDuFnizSFny31EAQBDx8+hJ2d3UvHMdgoqXr16tDX10dGRoZCe0ZGBmxtbStcRyqVQiqVKrRZWFhoqsT/FHNzc/6CII3gZ4s0hZ+t1/eyMzVlOHlYSUZGRmjevDkSEhLENrlcjoSEBHh5eWmxMiIiIirDMzYqCA0NRUBAAFq0aIH3338fy5YtQ0FBAQIDA7VdGhEREYHBRiUDBw7EvXv3EB4ejvT0dLi7uyMuLq7chGLSHKlUilmzZpW7xEf0uvjZIk3hZ+vNkgivum+KiIiI6B3BOTZERESkMxhsiIiISGcw2BAREZHOYLChd97169chkUhw6tQpbZdC/1GOjo5YtmyZtsug/6D9+/dDIpEgJydH26W8NRhsSCuGDRsGiUSC0aNHl+sLDg6GRCLBsGHD3nxh9NYr++w8/0pLS9N2afQOK/tcLVy4UKE9JiZGrU+K5/+IaR6DDWmNvb09Nm3ahMePH4ttT548wcaNG1GnTh0tVkZvuy5duuDu3bsKLycnJ22XRe84Y2NjLFq0CNnZ2douBUVFRdou4Z3FYENa06xZM9jb2+O3334T23777TfUqVMHHh4eYltcXBzatm0LCwsLVKtWDT169MCVK1deuu1z586ha9euqFq1KmxsbPDJJ5/g/v37GjsWerOkUilsbW0VXvr6+tixYweaNWsGY2NjvPfee5gzZw5KSkrE9SQSCdauXYsePXqgSpUqaNiwIZKSkpCWloYOHTrA1NQUrVu3Vvh8XblyBb169YKNjQ2qVq2Kli1b4s8//3xpfTk5ORgxYgSsra1hbm6OTp064fTp0xp7P0g9fHx8YGtri4iIiBeO+fvvv9GuXTuYmJjA3t4e48aNQ0FBgdgvkUgQExOjsI6FhQWio6MBQAzgHh4ekEgk6NChA4CnZ4z8/PzwxRdfwM7ODvXr1wcA/PTTT2jRogXMzMxga2uLwYMHIzMzU30HrYMYbEirhg8fjh9++EFc/v7778s9ybmgoAChoaFITk5GQkIC9PT00Lt3b8jl8gq3mZOTg06dOsHDwwPJycmIi4tDRkYGBgwYoNFjIe3666+/MHToUIwfPx7nz5/H2rVrER0djS+++EJh3Lx58zB06FCcOnUKDRo0wODBg/Hpp58iLCwMycnJEAQBY8aMEcfn5+ejW7duSEhIwMmTJ9GlSxf07NkTN2/efGEt/fv3R2ZmJnbv3o3jx4+jWbNm8Pb2RlZWlsaOn16fvr4+FixYgK+//hq3b98u13/lyhV06dIFffv2xZkzZ7B582b8/fffCp+XVzl69CgA4M8//8Tdu3cV/scuISEBFy9eRHx8PGJjYwEAxcXFmDdvHk6fPo2YmBhcv36dl+lfRSDSgoCAAKFXr15CZmamIJVKhevXrwvXr18XjI2NhXv37gm9evUSAgICKlz33r17AgDh7NmzgiAIwrVr1wQAwsmTJwVBEIR58+YJnTt3Vljn1q1bAgDh4sWLmjwsegMCAgIEfX19wdTUVHz169dP8Pb2FhYsWKAw9qeffhJq1qwpLgMQZsyYIS4nJSUJAITvvvtObPvll18EY2Pjl9bQqFEj4euvvxaXHRwchKVLlwqCIAh//fWXYG5uLjx58kRhnbp16wpr165V+XjpzSj7nSQIgtCqVSth+PDhgiAIwvbt24WyP5VBQUHCqFGjFNb766+/BD09PeHx48eCIDz9jG3fvl1hjEwmE3744QdBEMr/vnp2/zY2NkJhYeFL6zx27JgAQHj48KEgCIKwb98+AYCQnZ2t4hHrLn6lAmmVtbU1unfvjujoaAiCgO7du6N69eoKYy5fvozw8HAcOXIE9+/fF8/U3Lx5E40bNy63zdOnT2Pfvn2oWrVqub4rV66gXr16mjkYemM6duyI1atXi8umpqZo0qQJDh06pHCGprS0FE+ePMGjR49QpUoVAECTJk3E/rKvQ3Fzc1Noe/LkCfLy8mBubo78/HzMnj0bu3btwt27d1FSUoLHjx+/8IzN6dOnkZ+fj2rVqim0P378+JWXUOntsGjRInTq1AmTJk1SaD99+jTOnDmDDRs2iG2CIEAul+PatWto2LDha+3Xzc0NRkZGCm3Hjx/H7Nmzcfr0aWRnZyv8/nN1dX2t/ekqBhvSuuHDh4uncleuXFmuv2fPnnBwcMA333wDOzs7yOVyNG7c+IWT6/Lz89GzZ08sWrSoXF/NmjXVWzxphampKZydnRXa8vPzMWfOHPTp06fceGNjY/HfhoaG4r/L7napqK3sD8ikSZMQHx+Pr776Cs7OzjAxMUG/fv1e+vmrWbMm9u/fX67PwsJCuQMkrWrfvj18fX0RFhamcNknPz8fn376KcaNG1dunbIbHiQSCYTnvqmouLhYqf2ampoqLBcUFMDX1xe+vr7YsGEDrK2tcfPmTfj6+nJy8Usw2JDWdenSBUVFRZBIJPD19VXoe/DgAS5evIhvvvkG7dq1A/B08t7LNGvWDL/++iscHR1hYMCP+H9Fs2bNcPHixXKB53UdOnQIw4YNQ+/evQE8/eN2/fr1l9aRnp4OAwMDODo6qrUWenMWLlwId3d3cRIv8PRne/78+Zd+xqytrXH37l1x+fLly3j06JG4XHZGprS09JU1pKam4sGDB1i4cCHs7e0BAMnJySofy38NJw+T1unr6+PChQs4f/489PX1FfosLS1RrVo1rFu3DmlpaUhMTERoaOhLtxccHIysrCwMGjQIx44dw5UrV7Bnzx4EBgYq9cuE3k3h4eH48ccfMWfOHKSkpODChQvYtGkTZsyY8VrbdXFxwW+//YZTp07h9OnTGDx48AsnrgNP76zx8vKCn58f9u7di+vXr+Pw4cOYPn06/yi9Q9zc3DBkyBBERUWJbVOnTsXhw4cxZswYnDp1CpcvX8aOHTsUJg936tQJK1aswMmTJ5GcnIzRo0crnBGsUaMGTExMxJsacnNzX1hDnTp1YGRkhK+//hpXr17Fzp07MW/ePM0csA5hsKG3grm5OczNzcu16+npYdOmTTh+/DgaN26MkJAQfPnlly/dlp2dHQ4dOoTS0lJ07twZbm5umDBhAiwsLKCnx4+8rvL19UVsbCz27t2Lli1bolWrVli6dCkcHBxea7tLliyBpaUlWrdujZ49e8LX1xfNmjV74XiJRII//vgD7du3R2BgIOrVqwd/f3/cuHFDnNND74a5c+cqhNgmTZrgwIEDuHTpEtq1awcPDw+Eh4fDzs5OHLN48WLY29ujXbt2GDx4MCZNmiTO7wIAAwMDREVFYe3atbCzs0OvXr1euH9ra2tER0dj69atcHV1xcKFC/HVV19p5mB1iER4/mIgERER0TuK//tKREREOoPBhoiIiHQGgw0RERHpDAYbIiIi0hkMNkRERKQzGGyIiIhIZzDYEBERkc5gsCEiIiKdwWBDREREOoPBhoiIiHQGgw0RERHpDAYbIiIi0hn/D+wHU5LFMmVoAAAAAElFTkSuQmCC", + "image/png": 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", "text/plain": [ "
" ] @@ -457,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "66e7aa9c-34ee-4a3b-aa6e-806eee980df4", "metadata": {}, "outputs": [ @@ -497,63 +497,63 @@ " \n", " \n", " 0\n", - " KINSHASA\n", - " 75661\n", + " kinshasa\n", + " 73988\n", " \n", " \n", " 1\n", - " BANDUNDU\n", - " 43387\n", + " bandundu\n", + " 39558\n", " \n", " \n", " 2\n", - " KATANGA\n", - " 38156\n", + " katanga\n", + " 32774\n", " \n", " \n", " 3\n", - " AUTRES\n", - " 31683\n", + " nord-kivu\n", + " 23873\n", " \n", " \n", " 4\n", - " NORD-KIVU\n", - " 27356\n", + " bas-congo\n", + " 23373\n", " \n", " \n", " 5\n", - " EQUATEUR\n", - " 25480\n", + " autres\n", + " 18737\n", " \n", " \n", " 6\n", - " BAS-CONGO\n", - " 24206\n", + " equateur\n", + " 18604\n", " \n", " \n", " 7\n", - " SUD-KIVU\n", - " 23928\n", + " sud-kivu\n", + " 14758\n", " \n", " \n", " 8\n", - " PROVINCE-ORIENTALE\n", - " 18436\n", + " province-orientale\n", + " 14504\n", " \n", " \n", " 9\n", - " KASAÏ-ORIENTAL\n", - " 15961\n", + " kasaï-oriental\n", + " 14114\n", " \n", " \n", " 10\n", - " KASAÏ-OCCIDENTAL\n", - " 12386\n", + " maniema\n", + " 10905\n", " \n", " \n", " 11\n", - " MANIEMA\n", - " 11992\n", + " kasaï-occidental\n", + " 9426\n", " \n", " \n", "\n", @@ -561,30 +561,30 @@ ], "text/plain": [ " Region Unique first names\n", - "0 KINSHASA 75661\n", - "1 BANDUNDU 43387\n", - "2 KATANGA 38156\n", - "3 AUTRES 31683\n", - "4 NORD-KIVU 27356\n", - "5 EQUATEUR 25480\n", - "6 BAS-CONGO 24206\n", - "7 SUD-KIVU 23928\n", - "8 PROVINCE-ORIENTALE 18436\n", - "9 KASAÏ-ORIENTAL 15961\n", - "10 KASAÏ-OCCIDENTAL 12386\n", - "11 MANIEMA 11992" + "0 kinshasa 73988\n", + "1 bandundu 39558\n", + "2 katanga 32774\n", + "3 nord-kivu 23873\n", + "4 bas-congo 23373\n", + "5 autres 18737\n", + "6 equateur 18604\n", + "7 sud-kivu 14758\n", + "8 province-orientale 14504\n", + "9 kasaï-oriental 14114\n", + "10 maniema 10905\n", + "11 kasaï-occidental 9426" ] }, - "execution_count": 14, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Count of unique first names per region (province)\n", - "distinct_regions = df['legacy_province'].nunique()\n", + "distinct_regions = df['province'].nunique()\n", "print(f\">> Number of distinct regions: {distinct_regions}\")\n", - "firstnames_by_region = df.groupby('legacy_province')['first_name'].nunique().sort_values(ascending=False)\n", + "firstnames_by_region = df.groupby('province')['first_name'].nunique().sort_values(ascending=False)\n", "\n", "print(\"Number of unique first names per region\")\n", "df_firstnames_region = firstnames_by_region.reset_index()\n", @@ -594,7 +594,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "b4a18bad-bd59-4909-81ac-705767675dd8", "metadata": {}, "outputs": [ @@ -603,75 +603,75 @@ "output_type": "stream", "text": [ "AUTRES\n", - " jean 3633\n", - " patrick 2204\n", - " tresor 1967\n", + " jean 1986\n", + " patrick 1223\n", + " tresor 1185\n", "\n", "BANDUNDU\n", - " jean 4948\n", - " joel 1583\n", - " dieu 1219\n", + " jean 4028\n", + " joel 1248\n", + " tresor 975\n", "\n", "BAS-CONGO\n", - " jean 3381\n", - " joseph 2093\n", - " marie 1806\n", + " jean 3287\n", + " joseph 2041\n", + " marie 1765\n", "\n", "EQUATEUR\n", - " jean 8195\n", - " joseph 3095\n", - " marie 2322\n", + " jean 6439\n", + " joseph 2372\n", + " marie 1918\n", "\n", "KASAÏ-OCCIDENTAL\n", - " jean 10392\n", - " andre 4787\n", - " marie 3591\n", + " jean 7704\n", + " andre 3595\n", + " marie 2562\n", "\n", "KASAÏ-ORIENTAL\n", - " jean 14209\n", - " joseph 5194\n", - " marie 4774\n", + " jean 11827\n", + " joseph 4332\n", + " marie 3898\n", "\n", "KATANGA\n", - " jean 5307\n", - " ruth 3190\n", - " esther 3019\n", + " jean 4257\n", + " ruth 2475\n", + " esther 2342\n", "\n", "KINSHASA\n", - " ruth 9829\n", - " dorcas 9802\n", - " sarah 9699\n", + " sarah 9554\n", + " dorcas 9494\n", + " ruth 9482\n", "\n", "MANIEMA\n", - " jean 1200\n", - " joseph 649\n", - " marie 530\n", + " jean 1042\n", + " joseph 566\n", + " marie 479\n", "\n", "NORD-KIVU\n", - " justin 3301\n", - " grace 2996\n", - " moise 2790\n", + " justin 2555\n", + " grace 2439\n", + " moise 2309\n", "\n", "PROVINCE-ORIENTALE\n", - " jean 4450\n", - " joseph 2755\n", - " moise 2566\n", + " jean 3035\n", + " moise 1826\n", + " joseph 1729\n", "\n", "SUD-KIVU\n", - " justin 2245\n", - " christian 1836\n", - " jean 1765\n", + " justin 1397\n", + " jean 1183\n", + " christian 1140\n", "\n" ] } ], "source": [ "# top 3 most popular first names by region\n", - "grouped = df.groupby(['legacy_province', 'first_name']).size().reset_index(name='count')\n", - "grouped = grouped.sort_values(['legacy_province', 'count'], ascending=[True, False])\n", - "top3_by_region = grouped.groupby('legacy_province').head(3)\n", + "grouped = df.groupby(['province', 'first_name']).size().reset_index(name='count')\n", + "grouped = grouped.sort_values(['province', 'count'], ascending=[True, False])\n", + "top3_by_region = grouped.groupby('province').head(3)\n", "\n", - "for province, group in top3_by_region.groupby('legacy_province'):\n", + "for province, group in top3_by_region.groupby('province'):\n", " print(f\"{province.upper()}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['first_name']:<15} {row['count']}\")\n", @@ -680,7 +680,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "18744cca-72f1-4830-affc-e64af824225a", "metadata": {}, "outputs": [ @@ -688,125 +688,171 @@ "name": "stdout", "output_type": "stream", "text": [ - "AUTRES - F\n", - " gracia 1259\n", - " marie 1034\n", - " sarah 893\n", + "AUTRES - Neutral\n", + " m 24\n", + " f 3\n", "\n", - "AUTRES - M\n", - " jean 3623\n", - " patrick 2191\n", - " tresor 1950\n", + "AUTRES - f\n", + " gracia 723\n", + " marie 519\n", + " christelle 393\n", "\n", - "BANDUNDU - F\n", - " marie 1127\n", - " ruth 1059\n", - " esther 1053\n", + "AUTRES - m\n", + " jean 1984\n", + " patrick 1219\n", + " tresor 1179\n", "\n", - "BANDUNDU - M\n", - " jean 4919\n", - " joel 1539\n", - " dieu 1199\n", + "BANDUNDU - Neutral\n", + " m 68\n", + " f 31\n", "\n", - "BAS-CONGO - F\n", - " marie 1790\n", - " dorcas 1378\n", - " esther 1166\n", + "BANDUNDU - f\n", + " marie 848\n", + " esther 797\n", + " ruth 725\n", "\n", - "BAS-CONGO - M\n", - " jean 3370\n", - " joseph 2085\n", - " andre 1170\n", + "BANDUNDU - m\n", + " jean 4003\n", + " joel 1206\n", + " tresor 969\n", "\n", - "EQUATEUR - F\n", - " marie 2278\n", - " esther 1807\n", - " ruth 1371\n", + "BAS-CONGO - Neutral\n", + " f 2\n", + " m 2\n", "\n", - "EQUATEUR - M\n", - " jean 8162\n", - " joseph 3083\n", - " jeremie 2243\n", + "BAS-CONGO - f\n", + " marie 1750\n", + " dorcas 1295\n", + " esther 1116\n", "\n", - "KASAÏ-OCCIDENTAL - F\n", - " marie 3518\n", - " therese 1594\n", - " esther 1456\n", + "BAS-CONGO - m\n", + " jean 3277\n", + " joseph 2035\n", + " andre 1108\n", "\n", - "KASAÏ-OCCIDENTAL - M\n", - " jean 10376\n", - " andre 4782\n", - " francois 3332\n", + "EQUATEUR - Neutral\n", + " m 7\n", + " f 2\n", "\n", - "KASAÏ-ORIENTAL - F\n", - " marie 4713\n", - " therese 2506\n", - " rachel 1599\n", + "EQUATEUR - f\n", + " marie 1878\n", + " esther 1424\n", + " ruth 1032\n", "\n", - "KASAÏ-ORIENTAL - M\n", - " jean 14182\n", - " joseph 5180\n", - " andre 4472\n", + "EQUATEUR - m\n", + " jean 6411\n", + " joseph 2364\n", + " jeremie 1691\n", "\n", - "KATANGA - F\n", - " ruth 3176\n", - " esther 3006\n", - " sarah 2890\n", + "KASAÏ-OCCIDENTAL - Neutral\n", + " m 13\n", + " f 6\n", "\n", - "KATANGA - M\n", - " jean 5288\n", - " daniel 2683\n", - " gloire 2676\n", + "KASAÏ-OCCIDENTAL - f\n", + " marie 2510\n", + " therese 1203\n", + " esther 1032\n", "\n", - "KINSHASA - F\n", - " ruth 9762\n", - " dorcas 9738\n", - " sarah 9629\n", + "KASAÏ-OCCIDENTAL - m\n", + " jean 7695\n", + " andre 3593\n", + " francois 2492\n", "\n", - "KINSHASA - M\n", - " jonathan 8578\n", - " christian 7775\n", - " exauce 5838\n", + "KASAÏ-ORIENTAL - Neutral\n", + " m 9\n", "\n", - "MANIEMA - F\n", - " marie 497\n", - " esther 218\n", - " jeanne 216\n", + "KASAÏ-ORIENTAL - f\n", + " marie 3854\n", + " therese 2024\n", + " rachel 1287\n", "\n", - "MANIEMA - M\n", - " jean 1198\n", - " joseph 646\n", - " pierre 434\n", + "KASAÏ-ORIENTAL - m\n", + " jean 11808\n", + " joseph 4321\n", + " andre 3717\n", "\n", - "NORD-KIVU - F\n", - " esther 2682\n", - " rachel 2384\n", - " neema 1764\n", + "KATANGA - Neutral\n", + " m 7\n", "\n", - "NORD-KIVU - M\n", - " justin 3255\n", - " moise 2777\n", - " jean 2098\n", + "KATANGA - f\n", + " ruth 2463\n", + " esther 2332\n", + " sarah 2323\n", "\n", - "PROVINCE-ORIENTALE - F\n", - " esther 2384\n", - " marie 1963\n", - " sarah 1401\n", + "KATANGA - m\n", + " jean 4241\n", + " daniel 2104\n", + " david 2043\n", "\n", - "PROVINCE-ORIENTALE - M\n", - " jean 4433\n", - " joseph 2736\n", - " moise 2557\n", + "KINSHASA - Neutral\n", + " m 31\n", + " f 10\n", "\n", - "SUD-KIVU - F\n", - " esther 1174\n", - " francine 906\n", - " esperance 839\n", + "KINSHASA - f\n", + " sarah 9476\n", + " dorcas 9420\n", + " ruth 9417\n", "\n", - "SUD-KIVU - M\n", - " justin 2206\n", - " christian 1818\n", - " jean 1751\n", + "KINSHASA - m\n", + " jonathan 8549\n", + " christian 7768\n", + " joel 5686\n", + "\n", + "MANIEMA - Neutral\n", + " m 4\n", + " f 3\n", + "\n", + "MANIEMA - f\n", + " marie 454\n", + " esther 210\n", + " jeanne 191\n", + "\n", + "MANIEMA - m\n", + " jean 1040\n", + " joseph 564\n", + " pierre 344\n", + "\n", + "NORD-KIVU - Neutral\n", + " m 11\n", + " f 3\n", + "\n", + "NORD-KIVU - f\n", + " esther 2286\n", + " rachel 1985\n", + " neema 1410\n", + "\n", + "NORD-KIVU - m\n", + " justin 2519\n", + " moise 2298\n", + " jean 1521\n", + "\n", + "PROVINCE-ORIENTALE - Neutral\n", + " m 7\n", + " f 3\n", + "\n", + "PROVINCE-ORIENTALE - f\n", + " esther 1650\n", + " marie 1371\n", + " sarah 1056\n", + "\n", + "PROVINCE-ORIENTALE - m\n", + " jean 3023\n", + " moise 1819\n", + " joseph 1713\n", + "\n", + "SUD-KIVU - Neutral\n", + " m 13\n", + " f 5\n", + "\n", + "SUD-KIVU - f\n", + " esther 791\n", + " justine 577\n", + " marie 550\n", + "\n", + "SUD-KIVU - m\n", + " justin 1371\n", + " jean 1170\n", + " christian 1127\n", "\n" ] } @@ -821,11 +867,11 @@ "df['sex_category'] = df.apply(determine_sex_category, axis=1)\n", "\n", "# Groupement\n", - "grouped = df.groupby(['legacy_province', 'sex_category', 'first_name']).size().reset_index(name='count')\n", - "grouped = grouped.sort_values(['legacy_province', 'sex_category', 'count'], ascending=[True, True, False])\n", - "top3_by_region_sex = grouped.groupby(['legacy_province', 'sex_category']).head(3)\n", + "grouped = df.groupby(['province', 'sex_category', 'first_name']).size().reset_index(name='count')\n", + "grouped = grouped.sort_values(['province', 'sex_category', 'count'], ascending=[True, True, False])\n", + "top3_by_region_sex = grouped.groupby(['province', 'sex_category']).head(3)\n", "\n", - "for (province, sex), group in top3_by_region_sex.groupby(['legacy_province', 'sex_category']):\n", + "for (province, sex), group in top3_by_region_sex.groupby(['province', 'sex_category']):\n", " print(f\"{province.upper()} - {sex}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['first_name']:<15} {row['count']}\")\n", @@ -834,7 +880,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "abbaa917-a6ba-45e7-b84d-d27bc104485b", "metadata": {}, "outputs": [ @@ -842,29 +888,29 @@ "name": "stdout", "output_type": "stream", "text": [ - "Top 10 surnames for sex: F\n", - " KAVIRA 23005\n", - " KAVUGHO 13653\n", - " KAHINDO 13585\n", - " NTUMBA 11523\n", - " ILUNGA 10886\n", - " MBUYI 10589\n", - " NGALULA 10534\n", - " MASIKA 10332\n", - " MUJINGA 10100\n", - " KAPINGA 9892\n", + "Top 10 surnames for sex: f\n", + " kavira 14338\n", + " kavugho 8670\n", + " kahindo 8644\n", + " ntumba 7519\n", + " mbuyi 6889\n", + " ngalula 6792\n", + " ilunga 6787\n", + " kapinga 6486\n", + " mujinga 6465\n", + " masika 6297\n", "\n", - "Top 10 surnames for sex: M\n", - " ILUNGA 30812\n", - " KAMBALE 23357\n", - " NGOY 21073\n", - " KASONGO 20690\n", - " KASEREKA 16116\n", - " MUHINDO 14460\n", - " KAZADI 12195\n", - " MUTOMBO 11589\n", - " KAKULE 11505\n", - " MUMBERE 11196\n", + "Top 10 surnames for sex: m\n", + " ilunga 18801\n", + " kambale 14270\n", + " kasongo 13358\n", + " ngoy 12646\n", + " kasereka 10052\n", + " muhindo 8945\n", + " kazadi 7804\n", + " mutombo 7371\n", + " ngoyi 7312\n", + " mumbere 7052\n", "\n" ] } @@ -885,7 +931,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "5823f6ff-b4bb-44df-803c-724bf244e885", "metadata": {}, "outputs": [ @@ -894,75 +940,75 @@ "output_type": "stream", "text": [ "AUTRES\n", - " ilunga 7203\n", - " ngoy 5876\n", - " kasongo 4399\n", + " ilunga 4432\n", + " ngoy 3649\n", + " kasongo 2574\n", "\n", "BANDUNDU\n", - " mbo 3490\n", - " mpia 2413\n", - " mputu 1778\n", + " mbo 3165\n", + " mpia 2143\n", + " mputu 1573\n", "\n", "BAS-CONGO\n", - " nzuzi 3843\n", - " nlandu 3299\n", - " matondo 2806\n", + " nzuzi 3691\n", + " nlandu 3091\n", + " matondo 2655\n", "\n", "EQUATEUR\n", - " mboyo 1681\n", - " lokuli 907\n", - " bolumbu 816\n", + " mboyo 1403\n", + " lokuli 796\n", + " bolumbu 641\n", "\n", "KASAÏ-OCCIDENTAL\n", - " ntumba 5003\n", - " mbuyi 4117\n", - " ngalamulume 2815\n", + " ntumba 3578\n", + " mbuyi 3151\n", + " kanku 2117\n", "\n", "KASAÏ-ORIENTAL\n", - " ngoyi 7915\n", - " ilunga 5231\n", - " mbuyi 4727\n", + " ngoyi 7652\n", + " ilunga 4360\n", + " kasongo 3628\n", "\n", "KATANGA\n", - " ilunga 16056\n", - " ngoy 13447\n", - " kasongo 9844\n", + " ilunga 12442\n", + " ngoy 10448\n", + " kasongo 7967\n", "\n", "KINSHASA\n", - " ntumba 4751\n", - " nsimba 4475\n", - " matondo 4389\n", + " ntumba 4610\n", + " nsimba 4291\n", + " matondo 4151\n", "\n", "MANIEMA\n", - " amisi 966\n", - " ramazani 844\n", - " assani 598\n", + " amisi 860\n", + " ramazani 732\n", + " assani 577\n", "\n", "NORD-KIVU\n", - " kambale 17268\n", - " kavira 17028\n", - " kasereka 11985\n", + " kavira 13455\n", + " kambale 13371\n", + " kasereka 9503\n", "\n", "PROVINCE-ORIENTALE\n", - " bahati 1076\n", - " baraka 874\n", - " kambale 853\n", + " bahati 814\n", + " baraka 644\n", + " kambale 634\n", "\n", "SUD-KIVU\n", - " bahati 2363\n", - " furaha 1971\n", - " mugisho 1889\n", + " bahati 1338\n", + " furaha 1170\n", + " mugisho 1145\n", "\n" ] } ], "source": [ "# Grouping surnames by region\n", - "surnames_by_region = df.groupby(['legacy_province', 'surname']).size().reset_index(name='count')\n", - "surnames_by_region = surnames_by_region.sort_values(['legacy_province', 'count'], ascending=[True, False])\n", - "top3_surnames_per_region = surnames_by_region.groupby('legacy_province').head(3)\n", + "surnames_by_region = df.groupby(['province', 'surname']).size().reset_index(name='count')\n", + "surnames_by_region = surnames_by_region.sort_values(['province', 'count'], ascending=[True, False])\n", + "top3_surnames_per_region = surnames_by_region.groupby('province').head(3)\n", "\n", - "for province, group in top3_surnames_per_region.groupby('legacy_province'):\n", + "for province, group in top3_surnames_per_region.groupby('province'):\n", " print(f\"{province.upper()}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['surname']:<15} {row['count']}\")\n", @@ -971,7 +1017,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "a15ba0c5-9a4f-4876-93ac-5f4a5a5d50ba", "metadata": {}, "outputs": [ @@ -979,136 +1025,136 @@ "name": "stdout", "output_type": "stream", "text": [ - "AUTRES - F\n", - " ilunga 1760\n", - " ngoy 992\n", - " ngoie 963\n", + "AUTRES - f\n", + " ilunga 1035\n", + " ngoy 579\n", + " ngoie 567\n", "\n", - "AUTRES - M\n", - " ilunga 5443\n", - " ngoy 4884\n", - " kasongo 3438\n", + "AUTRES - m\n", + " ilunga 3397\n", + " ngoy 3070\n", + " kasongo 2026\n", "\n", - "BANDUNDU - F\n", - " mbo 1209\n", - " mpia 876\n", - " mputu 658\n", + "BANDUNDU - f\n", + " mbo 1064\n", + " mpia 757\n", + " mputu 578\n", "\n", - "BANDUNDU - M\n", - " mbo 2281\n", - " mpia 1537\n", - " mputu 1120\n", + "BANDUNDU - m\n", + " mbo 2101\n", + " mpia 1386\n", + " mputu 995\n", "\n", - "BAS-CONGO - F\n", - " nzuzi 2054\n", - " nlandu 1530\n", - " tsimba 1464\n", + "BAS-CONGO - f\n", + " nzuzi 1995\n", + " nlandu 1431\n", + " tsimba 1424\n", "\n", - "BAS-CONGO - M\n", - " nzuzi 1789\n", - " nlandu 1769\n", - " ngoma 1674\n", + "BAS-CONGO - m\n", + " nzuzi 1696\n", + " nlandu 1660\n", + " ngoma 1653\n", "\n", - "EQUATEUR - F\n", - " mboyo 796\n", - " bolumbu 633\n", - " amba 466\n", + "EQUATEUR - f\n", + " mboyo 670\n", + " bolumbu 491\n", + " amba 385\n", "\n", - "EQUATEUR - M\n", - " mboyo 885\n", - " lokuli 720\n", - " lokwa 461\n", + "EQUATEUR - m\n", + " mboyo 733\n", + " lokuli 641\n", + " lokwa 389\n", "\n", - "KASAÏ-OCCIDENTAL - F\n", - " ngalula 2629\n", - " kapinga 1597\n", - " ntumba 1537\n", + "KASAÏ-OCCIDENTAL - f\n", + " ngalula 1983\n", + " kapinga 1187\n", + " mbuyi 1105\n", "\n", - "KASAÏ-OCCIDENTAL - M\n", - " ntumba 3466\n", - " ngalamulume 2803\n", - " mbuyi 2669\n", + "KASAÏ-OCCIDENTAL - m\n", + " ntumba 2485\n", + " mbuyi 2046\n", + " ngalamulume 2034\n", "\n", - "KASAÏ-ORIENTAL - F\n", - " ntumba 2074\n", - " mbuyi 2023\n", - " ngoyi 1706\n", + "KASAÏ-ORIENTAL - f\n", + " ngoyi 1786\n", + " ntumba 1580\n", + " mbuyi 1515\n", "\n", - "KASAÏ-ORIENTAL - M\n", - " ngoyi 6209\n", - " ilunga 4749\n", - " kazadi 3882\n", + "KASAÏ-ORIENTAL - m\n", + " ngoyi 5866\n", + " ilunga 3910\n", + " kazadi 3198\n", "\n", - "KATANGA - F\n", - " ilunga 5384\n", - " ngoy 3642\n", - " kasongo 2901\n", + "KATANGA - f\n", + " ilunga 4293\n", + " ngoy 2792\n", + " kasongo 2392\n", "\n", - "KATANGA - M\n", - " ilunga 10672\n", - " ngoy 9805\n", - " kasongo 6943\n", + "KATANGA - m\n", + " ilunga 8149\n", + " ngoy 7656\n", + " kasongo 5575\n", "\n", - "KINSHASA - F\n", - " ntumba 3251\n", - " ngalula 2833\n", - " kapinga 2665\n", + "KINSHASA - f\n", + " ntumba 3135\n", + " ngalula 2697\n", + " kapinga 2556\n", "\n", - "KINSHASA - M\n", - " ilunga 2041\n", - " nsimba 1852\n", - " matondo 1836\n", + "KINSHASA - m\n", + " ilunga 1926\n", + " nsimba 1799\n", + " matondo 1724\n", "\n", - "MANIEMA - F\n", - " fatuma 206\n", - " feza 185\n", - " mangaza 142\n", + "MANIEMA - f\n", + " fatuma 187\n", + " feza 166\n", + " safi 142\n", "\n", - "MANIEMA - M\n", - " amisi 831\n", - " ramazani 720\n", - " assani 513\n", + "MANIEMA - m\n", + " amisi 732\n", + " ramazani 634\n", + " assani 496\n", "\n", - "NORD-KIVU - F\n", - " kavira 16972\n", - " kavugho 10367\n", - " kahindo 10028\n", + "NORD-KIVU - f\n", + " kavira 13409\n", + " kavugho 8308\n", + " kahindo 8096\n", "\n", - "NORD-KIVU - M\n", - " kambale 17226\n", - " kasereka 11943\n", - " muhindo 10528\n", + "NORD-KIVU - m\n", + " kambale 13340\n", + " kasereka 9466\n", + " muhindo 8334\n", "\n", - "PROVINCE-ORIENTALE - F\n", - " kavira 819\n", - " mave 671\n", - " sifa 568\n", + "PROVINCE-ORIENTALE - f\n", + " kavira 597\n", + " mave 525\n", + " masika 388\n", "\n", - "PROVINCE-ORIENTALE - M\n", - " bahati 867\n", - " kambale 844\n", - " baraka 843\n", + "PROVINCE-ORIENTALE - m\n", + " bahati 649\n", + " kambale 628\n", + " baraka 623\n", "\n", - "SUD-KIVU - F\n", - " furaha 1924\n", - " neema 1831\n", - " nabintu 1563\n", + "SUD-KIVU - f\n", + " furaha 1143\n", + " neema 1096\n", + " nabintu 936\n", "\n", - "SUD-KIVU - M\n", - " mugisho 1864\n", - " bahati 1766\n", - " murhula 1697\n", + "SUD-KIVU - m\n", + " mugisho 1134\n", + " bahati 1015\n", + " amani 948\n", "\n" ] } ], "source": [ "# Grouping surnames by region and sex\n", - "grouped = df.groupby(['legacy_province', 'sex', 'surname']).size().reset_index(name='count')\n", - "grouped = grouped.sort_values(['legacy_province', 'sex', 'count'], ascending=[True, True, False])\n", - "top3_surnames_by_region_sex = grouped.groupby(['legacy_province', 'sex']).head(3)\n", + "grouped = df.groupby(['province', 'sex', 'surname']).size().reset_index(name='count')\n", + "grouped = grouped.sort_values(['province', 'sex', 'count'], ascending=[True, True, False])\n", + "top3_surnames_by_region_sex = grouped.groupby(['province', 'sex']).head(3)\n", "\n", - "for (province, sex), group in top3_surnames_by_region_sex.groupby(['legacy_province', 'sex']):\n", + "for (province, sex), group in top3_surnames_by_region_sex.groupby(['province', 'sex']):\n", " print(f\"{province.upper()} - {sex}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['surname']:<15} {row['count']}\")\n", @@ -1117,7 +1163,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "0c216ab9-6db0-4b15-82c0-a5f3f0dc641f", "metadata": {}, "outputs": [ @@ -1125,38 +1171,38 @@ "name": "stdout", "output_type": "stream", "text": [ - "AUTRES → ilunga (5443 M / 1760 F) - Total: 7203\n", - "BANDUNDU → mbo (2281 M / 1209 F) - Total: 3490\n", - "BAS-CONGO → nzuzi (1789 M / 2054 F) - Total: 3843\n", - "EQUATEUR → mboyo (885 M / 796 F) - Total: 1681\n", - "KASAÏ-OCCIDENTAL → ntumba (3466 M / 1537 F) - Total: 5003\n", - "KASAÏ-ORIENTAL → ngoyi (6209 M / 1706 F) - Total: 7915\n", - "KATANGA → ilunga (10672 M / 5384 F) - Total: 16056\n", - "KINSHASA → ntumba (1500 M / 3251 F) - Total: 4751\n", - "MANIEMA → amisi (831 M / 135 F) - Total: 966\n", - "NORD-KIVU → kambale (17226 M / 42 F) - Total: 17268\n", - "PROVINCE-ORIENTALE → bahati (867 M / 209 F) - Total: 1076\n", - "SUD-KIVU → bahati (1766 M / 597 F) - Total: 2363\n" + "AUTRES → ilunga (3397 M / 1035 F) - Total: 4432\n", + "BANDUNDU → mbo (2101 M / 1064 F) - Total: 3165\n", + "BAS-CONGO → nzuzi (1696 M / 1995 F) - Total: 3691\n", + "EQUATEUR → mboyo (733 M / 670 F) - Total: 1403\n", + "KASAÏ-OCCIDENTAL → ntumba (2485 M / 1093 F) - Total: 3578\n", + "KASAÏ-ORIENTAL → ngoyi (5866 M / 1786 F) - Total: 7652\n", + "KATANGA → ilunga (8149 M / 4293 F) - Total: 12442\n", + "KINSHASA → ntumba (1475 M / 3135 F) - Total: 4610\n", + "MANIEMA → amisi (732 M / 128 F) - Total: 860\n", + "NORD-KIVU → kavira (46 M / 13409 F) - Total: 13455\n", + "PROVINCE-ORIENTALE → bahati (649 M / 165 F) - Total: 814\n", + "SUD-KIVU → bahati (1015 M / 323 F) - Total: 1338\n" ] } ], "source": [ "# Find surnames common to both sexes per region - the most popular per region\n", "\n", - "common_surnames = df.groupby(['legacy_province', 'surname', 'sex']).size().unstack(fill_value=0)\n", - "common_surnames = common_surnames[(common_surnames.get('M', 0) > 0) & (common_surnames.get('F', 0) > 0)]\n", - "common_surnames['total'] = common_surnames['M'] + common_surnames['F']\n", + "common_surnames = df.groupby(['province', 'surname', 'sex']).size().unstack(fill_value=0)\n", + "common_surnames = common_surnames[(common_surnames.get('m', 0) > 0) & (common_surnames.get('f', 0) > 0)]\n", + "common_surnames['total'] = common_surnames['m'] + common_surnames['f']\n", "common_surnames = common_surnames.reset_index()\n", - "top_common_surnames = common_surnames.sort_values(['legacy_province', 'total'], ascending=[True, False])\n", - "top_common_surnames = top_common_surnames.groupby('legacy_province').first().reset_index()\n", + "top_common_surnames = common_surnames.sort_values(['province', 'total'], ascending=[True, False])\n", + "top_common_surnames = top_common_surnames.groupby('province').first().reset_index()\n", "\n", "for _, row in top_common_surnames.iterrows():\n", - " print(f\"{row['legacy_province'].upper()} → {row['surname']} ({row['M']} M / {row['F']} F) - Total: {row['total']}\")" + " print(f\"{row['province'].upper()} → {row['surname']} ({row['m']} M / {row['f']} F) - Total: {row['total']}\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "497dd072-b4ee-4b2a-8887-db7543969855", "metadata": {}, "outputs": [ @@ -1164,29 +1210,29 @@ "name": "stdout", "output_type": "stream", "text": [ - "Top 10 middle names for sex: F\n", - " ILUNGA 11073\n", - " KASONGO 8279\n", - " KAZADI 6638\n", - " NGOY 6436\n", - " NTUMBA 6234\n", - " MUTOMBO 5969\n", - " KABEYA 4706\n", - " MUKENDI 4655\n", - " MATONDO 4530\n", - " NGOYI 4443\n", + "Top 10 middle names for sex: f\n", + " ilunga 7014\n", + " kasongo 5443\n", + " kazadi 4379\n", + " ngoy 4126\n", + " ntumba 4078\n", + " mutombo 3858\n", + " ngoyi 3354\n", + " matondo 3268\n", + " kabeya 3115\n", + " mukendi 3064\n", "\n", - "Top 10 middle names for sex: M\n", - " ILUNGA 18933\n", - " KASONGO 14274\n", - " NGOY 13313\n", - " MUTOMBO 11146\n", - " KAZADI 11076\n", - " NTUMBA 9278\n", - " NGOYI 9194\n", - " KABEYA 8029\n", - " MUKENDI 7967\n", - " KALALA 7769\n", + "Top 10 middle names for sex: m\n", + " ilunga 12015\n", + " kasongo 9341\n", + " ngoy 8166\n", + " kazadi 7070\n", + " mutombo 6953\n", + " ngoyi 6742\n", + " ntumba 5687\n", + " wa 5146\n", + " kabeya 5034\n", + " mukendi 4881\n", "\n" ] } @@ -1206,7 +1252,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "78253678-8bcd-4c29-9412-b0b4a5d5268c", "metadata": {}, "outputs": [ @@ -1215,75 +1261,75 @@ "output_type": "stream", "text": [ "AUTRES\n", - " ngoy 3646\n", - " ilunga 3591\n", - " kasongo 2761\n", + " ngoy 2177\n", + " ilunga 2129\n", + " kasongo 1583\n", "\n", "BANDUNDU\n", - " moke 3243\n", - " mbo 1634\n", - " mpia 1444\n", + " moke 1856\n", + " mbo 1241\n", + " n 1132\n", "\n", "BAS-CONGO\n", - " ngoma 3570\n", - " nlandu 2066\n", - " khonde 1787\n", + " ngoma 3512\n", + " nlandu 2052\n", + " khonde 1681\n", "\n", "EQUATEUR\n", - " mboyo 1226\n", - " lokuli 1071\n", - " nkoy 724\n", + " mboyo 962\n", + " lokuli 950\n", + " lokwa 606\n", "\n", "KASAÏ-OCCIDENTAL\n", - " ntumba 4552\n", - " muamba 2830\n", - " ngalamulume 2329\n", + " ntumba 3272\n", + " muamba 2137\n", + " mulumba 1621\n", "\n", "KASAÏ-ORIENTAL\n", - " ngoyi 8302\n", - " ilunga 6402\n", - " kazadi 5260\n", + " ngoyi 7868\n", + " ilunga 5293\n", + " kasongo 4395\n", "\n", "KATANGA\n", - " ilunga 8185\n", - " ngoy 8108\n", - " kasongo 6136\n", + " ilunga 6631\n", + " ngoy 6551\n", + " wa 5153\n", "\n", "KINSHASA\n", - " matondo 3989\n", - " ntumba 3289\n", - " ilunga 3232\n", + " matondo 3853\n", + " ntumba 3136\n", + " ilunga 3030\n", "\n", "MANIEMA\n", - " ramazani 835\n", - " amisi 625\n", - " shabani 525\n", + " ramazani 706\n", + " amisi 535\n", + " shabani 461\n", "\n", "NORD-KIVU\n", - " tsongo 1678\n", - " bahati 1212\n", - " mahamba 946\n", + " tsongo 1337\n", + " bahati 1095\n", + " mahamba 750\n", "\n", "PROVINCE-ORIENTALE\n", - " ramazani 549\n", - " bahati 476\n", - " yenga 432\n", + " null 344\n", + " ramazani 329\n", + " bahati 328\n", "\n", "SUD-KIVU\n", - " bisimwa 1658\n", - " bahati 1633\n", - " mirindi 1049\n", + " bahati 1079\n", + " bisimwa 1054\n", + " mirindi 663\n", "\n" ] } ], "source": [ "# Grouping middle names by region\n", - "middlenames_by_region = df.groupby(['legacy_province', 'middle_name']).size().reset_index(name='count')\n", - "middlenames_by_region = middlenames_by_region.sort_values(['legacy_province', 'count'], ascending=[True, False])\n", - "top3_middlenames_per_region = middlenames_by_region.groupby('legacy_province').head(3)\n", + "middlenames_by_region = df.groupby(['province', 'middle_name']).size().reset_index(name='count')\n", + "middlenames_by_region = middlenames_by_region.sort_values(['province', 'count'], ascending=[True, False])\n", + "top3_middlenames_per_region = middlenames_by_region.groupby('province').head(3)\n", "\n", - "for province, group in top3_middlenames_per_region.groupby('legacy_province'):\n", + "for province, group in top3_middlenames_per_region.groupby('province'):\n", " print(f\"{province.upper()}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['middle_name']:<20} {row['count']}\")\n", @@ -1292,7 +1338,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "1e8697a3-edcb-4d15-a33f-0f3b8a8adcd0", "metadata": {}, "outputs": [ @@ -1300,136 +1346,136 @@ "name": "stdout", "output_type": "stream", "text": [ - "AUTRES - F\n", - " ilunga 1196\n", - " kasongo 917\n", - " ngoy 824\n", + "AUTRES - f\n", + " ilunga 692\n", + " kasongo 517\n", + " ngoy 470\n", "\n", - "AUTRES - M\n", - " ngoy 2822\n", - " ilunga 2395\n", - " kasongo 1844\n", + "AUTRES - m\n", + " ngoy 1707\n", + " ilunga 1437\n", + " kasongo 1066\n", "\n", - "BANDUNDU - F\n", - " mbo 669\n", - " mpia 590\n", - " modiri 580\n", + "BANDUNDU - f\n", + " modiri 578\n", + " mbo 497\n", + " mpia 451\n", "\n", - "BANDUNDU - M\n", - " moke 2829\n", - " mbo 965\n", - " n 894\n", + "BANDUNDU - m\n", + " moke 1625\n", + " n 802\n", + " mbo 744\n", "\n", - "BAS-CONGO - F\n", - " ngoma 1574\n", - " nlandu 920\n", - " khonde 797\n", + "BAS-CONGO - f\n", + " ngoma 1539\n", + " nlandu 930\n", + " khonde 749\n", "\n", - "BAS-CONGO - M\n", - " ngoma 1996\n", - " nlandu 1146\n", - " muanda 999\n", + "BAS-CONGO - m\n", + " ngoma 1973\n", + " nlandu 1122\n", + " muanda 963\n", "\n", - "EQUATEUR - F\n", - " mboyo 462\n", - " lokuli 362\n", - " lokwa 219\n", + "EQUATEUR - f\n", + " mboyo 349\n", + " lokuli 322\n", + " lokwa 190\n", "\n", - "EQUATEUR - M\n", - " mboyo 764\n", - " lokuli 709\n", - " nkoy 509\n", + "EQUATEUR - m\n", + " lokuli 628\n", + " mboyo 613\n", + " nkoy 419\n", "\n", - "KASAÏ-OCCIDENTAL - F\n", - " ntumba 1136\n", - " muamba 679\n", - " mulumba 597\n", + "KASAÏ-OCCIDENTAL - f\n", + " ntumba 805\n", + " muamba 491\n", + " mulumba 431\n", "\n", - "KASAÏ-OCCIDENTAL - M\n", - " ntumba 3416\n", - " muamba 2151\n", - " ngalamulume 1790\n", + "KASAÏ-OCCIDENTAL - m\n", + " ntumba 2467\n", + " muamba 1646\n", + " ngalamulume 1223\n", "\n", - "KASAÏ-ORIENTAL - F\n", - " ngoyi 2488\n", - " ilunga 1817\n", - " kazadi 1522\n", + "KASAÏ-ORIENTAL - f\n", + " ngoyi 2419\n", + " ilunga 1470\n", + " kasongo 1357\n", "\n", - "KASAÏ-ORIENTAL - M\n", - " ngoyi 5814\n", - " ilunga 4585\n", - " kazadi 3738\n", + "KASAÏ-ORIENTAL - m\n", + " ngoyi 5449\n", + " ilunga 3823\n", + " kazadi 3064\n", "\n", - "KATANGA - F\n", - " ilunga 3504\n", - " ngoy 2664\n", - " kasongo 2578\n", + "KATANGA - f\n", + " ilunga 2813\n", + " ngoy 2152\n", + " kasongo 1993\n", "\n", - "KATANGA - M\n", - " ngoy 5444\n", - " ilunga 4681\n", - " kasongo 3558\n", + "KATANGA - m\n", + " ngoy 4399\n", + " ilunga 3818\n", + " wa 3554\n", "\n", - "KINSHASA - F\n", - " matondo 2325\n", - " ntumba 1947\n", - " ilunga 1606\n", + "KINSHASA - f\n", + " matondo 2200\n", + " ntumba 1852\n", + " ilunga 1472\n", "\n", - "KINSHASA - M\n", - " matondo 1664\n", - " ilunga 1626\n", - " kasongo 1539\n", + "KINSHASA - m\n", + " matondo 1653\n", + " ilunga 1558\n", + " kasongo 1507\n", "\n", - "MANIEMA - F\n", - " fatuma 162\n", - " feza 153\n", - " sifa 123\n", + "MANIEMA - f\n", + " fatuma 148\n", + " feza 142\n", + " sifa 112\n", "\n", - "MANIEMA - M\n", - " ramazani 713\n", - " amisi 523\n", - " shabani 421\n", + "MANIEMA - m\n", + " ramazani 601\n", + " amisi 434\n", + " shabani 375\n", "\n", - "NORD-KIVU - F\n", - " tsongo 739\n", - " furaha 525\n", - " bahati 522\n", + "NORD-KIVU - f\n", + " tsongo 602\n", + " bahati 484\n", + " furaha 442\n", "\n", - "NORD-KIVU - M\n", - " tsongo 939\n", - " bahati 690\n", - " muhindo 578\n", + "NORD-KIVU - m\n", + " tsongo 735\n", + " bahati 611\n", + " muhindo 492\n", "\n", - "PROVINCE-ORIENTALE - F\n", - " mave 406\n", - " neema 320\n", - " furaha 265\n", + "PROVINCE-ORIENTALE - f\n", + " mave 314\n", + " neema 234\n", + " sifa 194\n", "\n", - "PROVINCE-ORIENTALE - M\n", - " ramazani 409\n", - " baraka 300\n", - " kombozi 290\n", + "PROVINCE-ORIENTALE - m\n", + " ramazani 240\n", + " null 228\n", + " baraka 217\n", "\n", - "SUD-KIVU - F\n", - " bisimwa 726\n", - " bahati 717\n", - " mirindi 456\n", + "SUD-KIVU - f\n", + " bisimwa 487\n", + " bahati 476\n", + " mirindi 300\n", "\n", - "SUD-KIVU - M\n", - " bisimwa 932\n", - " bahati 916\n", - " mirindi 593\n", + "SUD-KIVU - m\n", + " bahati 603\n", + " bisimwa 567\n", + " mirindi 363\n", "\n" ] } ], "source": [ - "# Grouping middle names by legacy_province and sex\n", - "middlenames_by_legacy_province_sex = df.groupby(['legacy_province', 'sex', 'middle_name']).size().reset_index(name='count')\n", - "middlenames_by_legacy_province_sex = middlenames_by_legacy_province_sex.sort_values(['legacy_province', 'sex', 'count'], ascending=[True, True, False])\n", - "top3_middlenames_by_legacy_province_sex = middlenames_by_legacy_province_sex.groupby(['legacy_province', 'sex']).head(3)\n", + "# Grouping middle names by province and sex\n", + "middlenames_by_province_sex = df.groupby(['province', 'sex', 'middle_name']).size().reset_index(name='count')\n", + "middlenames_by_province_sex = middlenames_by_province_sex.sort_values(['province', 'sex', 'count'], ascending=[True, True, False])\n", + "top3_middlenames_by_province_sex = middlenames_by_province_sex.groupby(['province', 'sex']).head(3)\n", "\n", - "for (province, sex), group in top3_middlenames_by_legacy_province_sex.groupby(['legacy_province', 'sex']):\n", + "for (province, sex), group in top3_middlenames_by_province_sex.groupby(['province', 'sex']):\n", " print(f\"{province.upper()} - {sex}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['middle_name']:<20} {row['count']}\")\n", @@ -1438,7 +1484,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "id": "38a99578-e224-472b-95ac-e2f2510f8347", "metadata": {}, "outputs": [ @@ -1447,78 +1493,78 @@ "output_type": "stream", "text": [ "AUTRES\n", - " ngoy 3646\n", - " ilunga 3591\n", - " kasongo 2761\n", + " ngoy 2177\n", + " ilunga 2129\n", + " kasongo 1583\n", "\n", "BANDUNDU\n", - " moke 3243\n", - " mbo 1634\n", - " mpia 1444\n", + " moke 1856\n", + " mbo 1241\n", + " n 1132\n", "\n", "BAS-CONGO\n", - " ngoma 3570\n", - " nlandu 2066\n", - " khonde 1787\n", + " ngoma 3512\n", + " nlandu 2052\n", + " khonde 1681\n", "\n", "EQUATEUR\n", - " mboyo 1226\n", - " lokuli 1071\n", - " nkoy 724\n", + " mboyo 962\n", + " lokuli 950\n", + " lokwa 606\n", "\n", "KASAÏ-OCCIDENTAL\n", - " ntumba 4552\n", - " muamba 2830\n", - " ngalamulume 2329\n", + " ntumba 3272\n", + " muamba 2137\n", + " mulumba 1621\n", "\n", "KASAÏ-ORIENTAL\n", - " ngoyi 8302\n", - " ilunga 6402\n", - " kazadi 5260\n", + " ngoyi 7868\n", + " ilunga 5293\n", + " kasongo 4395\n", "\n", "KATANGA\n", - " ilunga 8185\n", - " ngoy 8108\n", - " kasongo 6136\n", + " ilunga 6631\n", + " ngoy 6551\n", + " wa 5153\n", "\n", "KINSHASA\n", - " matondo 3989\n", - " ntumba 3289\n", - " ilunga 3232\n", + " matondo 3853\n", + " ntumba 3136\n", + " ilunga 3030\n", "\n", "MANIEMA\n", - " ramazani 835\n", - " amisi 625\n", - " shabani 525\n", + " ramazani 706\n", + " amisi 535\n", + " shabani 461\n", "\n", "NORD-KIVU\n", - " tsongo 1678\n", - " bahati 1212\n", - " mahamba 946\n", + " tsongo 1337\n", + " bahati 1095\n", + " mahamba 750\n", "\n", "PROVINCE-ORIENTALE\n", - " ramazani 549\n", - " bahati 476\n", - " yenga 432\n", + " null 344\n", + " ramazani 329\n", + " bahati 328\n", "\n", "SUD-KIVU\n", - " bisimwa 1658\n", - " bahati 1633\n", - " mirindi 1049\n", + " bahati 1079\n", + " bisimwa 1054\n", + " mirindi 663\n", "\n" ] } ], "source": [ "# Find middle names common to both sexes per region\n", - "common_middlenames = df.groupby(['legacy_province', 'middle_name', 'sex']).size().unstack(fill_value=0)\n", - "common_middlenames = common_middlenames[(common_middlenames.get('M', 0) > 0) & (common_middlenames.get('F', 0) > 0)]\n", - "common_middlenames['total'] = common_middlenames['M'] + common_middlenames['F']\n", + "common_middlenames = df.groupby(['province', 'middle_name', 'sex']).size().unstack(fill_value=0)\n", + "common_middlenames = common_middlenames[(common_middlenames.get('m', 0) > 0) & (common_middlenames.get('f', 0) > 0)]\n", + "common_middlenames['total'] = common_middlenames['m'] + common_middlenames['f']\n", "common_middlenames = common_middlenames.reset_index()\n", - "common_middlenames = common_middlenames.sort_values(['legacy_province', 'total'], ascending=[True, False])\n", - "top3_common_middlenames = common_middlenames.groupby('legacy_province').head(3)\n", + "common_middlenames = common_middlenames.sort_values(['province', 'total'], ascending=[True, False])\n", + "top3_common_middlenames = common_middlenames.groupby('province').head(3)\n", "\n", - "for province, group in top3_common_middlenames.groupby('legacy_province'):\n", + "for province, group in top3_common_middlenames.groupby('province'):\n", " print(f\"{province.upper()}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['middle_name']:<20} {row['total']}\")\n", @@ -1527,13 +1573,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "bdd0845d-c1e5-45db-97cb-6070190ba177", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1554,13 +1600,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "id": "154b6421-a719-4574-8fcd-50bd8acd0d5c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -1571,14 +1617,14 @@ ], "source": [ "# Pie chart of surnames bu sex and region\n", - "prov_sex_counts = df.groupby(['legacy_province', 'sex']).size().reset_index(name='count')\n", - "provinces = prov_sex_counts['legacy_province'].unique()\n", + "prov_sex_counts = df.groupby(['province', 'sex']).size().reset_index(name='count')\n", + "provinces = prov_sex_counts['province'].unique()\n", "cols = 3\n", "rows = (len(provinces) + cols - 1) // cols\n", "\n", "plt.figure(figsize=(cols * 5, rows * 5))\n", "for i, prov in enumerate(provinces, 1):\n", - " data = prov_sex_counts[prov_sex_counts['legacy_province'] == prov]\n", + " data = prov_sex_counts[prov_sex_counts['province'] == prov]\n", " plt.subplot(rows, cols, i)\n", " plt.pie(data['count'], labels=data['sex'], autopct='%1.1f%%', colors=['skyblue', 'lightpink'])\n", " plt.title(f\"Distribution of Surnames by Sex\\nin {prov}\")\n", @@ -1590,13 +1636,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "id": "b8ffcff1-7457-4a97-a1b0-629121a157f5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -1607,9 +1653,9 @@ ], "source": [ "# surnames per region (aggregated)\n", - "top_surnames_region = surnames_by_region.sort_values('count', ascending=False).drop_duplicates('legacy_province').head(12)\n", + "top_surnames_region = surnames_by_region.sort_values('count', ascending=False).drop_duplicates('province').head(12)\n", "plt.figure(figsize=(10,6))\n", - "sns.barplot(y='legacy_province', x='count', data=top_surnames_region, hue='surname', dodge=False)\n", + "sns.barplot(y='province', x='count', data=top_surnames_region, hue='surname', dodge=False)\n", "plt.title(\"Most Common Surname per Region\")\n", "plt.xlabel(\"Count\")\n", "plt.ylabel(\"Region\")\n", @@ -1619,13 +1665,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "id": "af71df02-7694-4da4-b60d-02bf73a20b71", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -1636,10 +1682,10 @@ ], "source": [ "# Bar chart surnames by region and sex\n", - "top10_regions = df['legacy_province'].value_counts().head(12).index.tolist()\n", - "df_top10 = df[df['legacy_province'].isin(top10_regions)]\n", + "top10_regions = df['province'].value_counts().head(12).index.tolist()\n", + "df_top10 = df[df['province'].isin(top10_regions)]\n", "plt.figure(figsize=(12,6))\n", - "sns.countplot(data=df_top10, y='legacy_province', hue='sex', order=top10_regions)\n", + "sns.countplot(data=df_top10, y='province', hue='sex', order=top10_regions)\n", "plt.title(\"Surnames Distribution by Region and Sex\")\n", "plt.xlabel(\"Number of entries\")\n", "plt.ylabel(\"Region\")\n", @@ -1649,13 +1695,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "id": "df7a7ce3-37c8-4ec5-9c03-6bd0f1c0a91b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1666,7 +1712,7 @@ ], "source": [ "# Pie chart of middle names by sex\n", - "middlenames_sex_count = middlenames_by_legacy_province_sex.groupby('sex')['count'].sum()\n", + "middlenames_sex_count = middlenames_by_province_sex.groupby('sex')['count'].sum()\n", "plt.figure(figsize=(6,6))\n", "plt.pie(middlenames_sex_count, labels=middlenames_sex_count.index, autopct='%1.1f%%', colors=['skyblue', 'lightpink'])\n", "plt.title(\"Distribution of Middle Names by Sex\")\n", @@ -1676,13 +1722,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "id": "7f713203-b498-4147-8a86-921f32dc5358", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -1693,9 +1739,9 @@ ], "source": [ "# most popular middle name per region\n", - "top_middlename_region = middlenames_by_region.sort_values('count', ascending=False).drop_duplicates('legacy_province').head(12)\n", + "top_middlename_region = middlenames_by_region.sort_values('count', ascending=False).drop_duplicates('province').head(12)\n", "plt.figure(figsize=(10,6))\n", - "sns.barplot(y='legacy_province', x='count', data=top_middlename_region, hue='middle_name', dodge=False)\n", + "sns.barplot(y='province', x='count', data=top_middlename_region, hue='middle_name', dodge=False)\n", "plt.title(\"Most Common Middle Name per Region\")\n", "plt.xlabel(\"Count\")\n", "plt.ylabel(\"Region\")\n", @@ -1705,13 +1751,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "id": "a2124712-e13b-403c-96ec-e6d6f1fc15a7", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1722,14 +1768,14 @@ ], "source": [ "#Bar chart middle name by region and sex\n", - "middlenames_by_sex_region = df.groupby(['legacy_province', 'sex', 'middle_name']).size().reset_index(name='count')\n", - "top_middlename_sex_region = middlenames_by_sex_region.sort_values('count', ascending=False).drop_duplicates(['legacy_province', 'sex'])\n", + "middlenames_by_sex_region = df.groupby(['province', 'sex', 'middle_name']).size().reset_index(name='count')\n", + "top_middlename_sex_region = middlenames_by_sex_region.sort_values('count', ascending=False).drop_duplicates(['province', 'sex'])\n", "\n", "# Bar chart\n", "plt.figure(figsize=(12, 6))\n", "sns.barplot(\n", " data=top_middlename_sex_region,\n", - " x='legacy_province',\n", + " x='province',\n", " y='count',\n", " hue='sex'\n", ")\n", diff --git a/processing/annotate.py b/processing/annotate.py index 731fa78..8e6a08e 100644 --- a/processing/annotate.py +++ b/processing/annotate.py @@ -60,15 +60,14 @@ def build_updates(llm_model: str, df: pd.DataFrame, entries: pd.DataFrame) -> pd entry = analyze_name(client, llm_model, prompt, row["name"]) entry["annotated"] = 1 updates.append((row_idx, entry)) - logging.info(f"Analyzed : {row['name']} - {entry}") + logging.info(f"Analyzed: {row['name']} - {entry}") except Exception as e: logging.warning(f"Failed to analyze '{row['name']}': {e}") continue - if idx % BATCH_SIZE == 0 or idx == len(entries): update_df = pd.DataFrame.from_dict(dict(updates), orient="index") - update_df = update_df['annotated'].astype('Int8').fillna(0) + update_df["annotated"] = pd.to_numeric(update_df["annotated"], errors="coerce").fillna(0).astype("Int8") df.update(update_df) save_checkpoint(df) @@ -80,7 +79,10 @@ def build_updates(llm_model: str, df: pd.DataFrame, entries: pd.DataFrame) -> pd def main(llm_model: str = "llama3.2:3b"): df = pd.DataFrame(load_csv_dataset(os.path.join(DATA_DIR, "names_featured.csv"))) - entries = df[df["annotated"].astype("Int8") == 0] + # Safely cast 'annotated' column to Int8, handling float-like strings (e.g., '1.0') + df["annotated"] = pd.to_numeric(df["annotated"], errors="coerce").fillna(0).astype(float).astype("Int8") + + entries = df[df["annotated"] == 0] if entries.empty: logging.info("No names to analyze.") return diff --git a/processing/prepare.py b/processing/prepare.py index 4550abb..5fb2416 100644 --- a/processing/prepare.py +++ b/processing/prepare.py @@ -65,7 +65,6 @@ def process(df: pd.DataFrame) -> pd.DataFrame: df['identified_name'] = None df['identified_surname'] = None df['annotated'] = 0 - df['annotated'] = df['annotated'].astype('Int8') # We can assume that if a name has exactly 3 words, the first two are the native name and the last is the surname # This is a common pattern in Congolese names