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@IZAN0R
Created March 21, 2024 07:33
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 39,
"id": "81331bbe",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Bagian 1\n",
"from matplotlib import pyplot as plt\n",
"img = plt.imread('C:/Users/BOCAH/Documents/PENTING!/UTS DATA SAINS_21181085/piramid.png')\n",
"plt.imshow(img)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "326d37f6",
"metadata": {},
"outputs": [],
"source": [
"## Bagian 2\n",
" # Data bagaikan harta karun yang menyimpan banyak informasi. Berguna untuk:\n",
" # - Menemukan pola dan tren: seperti mencari tahu kebiasaan berbelanja pelanggan atau melacak penyebaran virus.\n",
" # - Membuat prediksi: seperti memprediksi penjualan produk di masa depan atau memprediksi risiko penyakit.\n",
" # - Membuat keputusan yang lebih baik: seperti memilih strategi pemasaran yang tepat atau menentukan pengobatan yang efektif.\n",
" # Namun, metadata (data mentah) bagaikan tumpukan berlian yang belum diasah. berguna untuk:\n",
" # - Menemukan data yang relevan: seperti mencari dokumen tentang topik tertentu atau menemukan file yang terakhir diubah.\n",
" # - Memahami data: seperti mengetahui siapa yang membuat data, kapan data dibuat, dan apa arti data tersebut.\n",
" # - Mengatur data: seperti mengelompokkan data berdasarkan kategori atau menyimpan data dengan rapi.\n",
" # Analogi:\n",
" # kita memiliki gudang yang penuh dengan barang, metadata adalah seperti label pada setiap barang. label tersebut memberitahu kamu apa isi barang, kapan barang tersebut dibeli, dan di mana barang tersebut harus disimpan.\n",
"# Tiga Jenis Metadata:\n",
" # Metadata deskriptif: memberitahu tentang isi data, seperti judul, penulis, dan tanggal.\n",
" # Metadata struktural: memberitahu tentang struktur data, seperti format file dan hubungan antar data.\n",
" # Metadata administratif: memberitahu tentang pengelolaan data, seperti hak akses dan riwayat perubahan"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "c1428bc8",
"metadata": {},
"outputs": [],
"source": [
"## nomor 3\n",
" # Jika saya seorang data scientist, pekerjaan saya adalah pekerjaan yang focus kepada mengumpulkan, membersikan, dan menganalisis data dari berbagai sumber, seperti :\n",
" # - Transaksi keuangan\n",
" # - Data sensor\n",
" # - Kuisioner\n",
" # Tujuannya adalah untuk menemukan polda dan tren, membuat prediksi, memberikan solusi untuk berbagai masalah (bidang bisnis, Kesehatan, pemerintahan, dan lingkungan)\n",
" # Aspek fundamental dari data science adalah :\n",
" # 1. Matematika dan Statistik:\n",
" # Digunakan untuk memahami data, membuat model, dan menguji hipotesis.\n",
" # 2. Pemrograman:\n",
" # Digunakan untuk mengumpulkan data, membangun model, dan memvisualisasikan hasil.\n",
" # 3. Komunikasi:\n",
" # Digunakan untuk menyampaikan hasil analisis kepada orang lain dengan cara yang mudah dipahami.\n",
" # Contoh:\n",
" # Sebuah perusahaan e-commerce ingin meningkatkan penjualan. \n",
" # Seorang ilmuwan data dapat menganalisis data pembelian pelanggan untuk menemukan pola dan membuat prediksi. \n",
" # Hasilnya dapat digunakan untuk merekomendasikan produk kepada pelanggan dan meningkatkan konversi."
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "8998eb8d",
"metadata": {},
"outputs": [],
"source": [
"## nomor 4\n",
" # Reprodusibilitas berarti program dapat dijalankan dengan hasil yang sama di komputer yang berbeda. Hal ini penting untuk program yang kompleks dan menggunakan banyak library dan package versi tertentu.\n",
" # Virtual environment di Python adalah solusi untuk memastikan reprodusibilitas. \n",
" # Berikut cara kerjanya:\n",
" # - Membuat virtual environment:\n",
" # python -m venv venv #\n",
" # - Menginstal library dan package:\n",
" # pip install -r requirements.txt #\n",
" # - Menjalankan program:\n",
" # python program.py #\n",
" # Virtual environment:\n",
" # - Membuat ruang terisolasi untuk program.\n",
" # - Menginstal library dan package yang dibutuhkan program.\n",
" # - Memisahkan library dan package program dari library dan package sistem.\n",
" # Manfaat:\n",
" # - Memastikan program dapat dijalankan dengan hasil yang sama di komputer yang berbeda.\n",
" # - Mencegah konflik antara library dan package program dan library dan package sistem.\n",
" # - Membuat program lebih mudah dibagikan dan diinstal.\n",
" # Contoh:\n",
" # Seorang programmer mengembangkan program yang menggunakan library TensorFlow versi 2.0.\n",
" # Programmer ingin memastikan program dapat dijalankan di komputer lain dengan hasil yang sama.\n",
" # Programmer menggunakan virtual environment untuk menginstal TensorFlow versi 2.0.\n",
" # Program dapat dijalankan di komputer lain dengan hasil yang sama."
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "6cfe0578",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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X3ea3335rnJycMn2GXC07Q/UuX75sLBaLeemll7J3MEABVqTPOG3btk2dOnVSuXLlZLFYtGrVqhxvwxijGTNmqFq1anJ3d1dQUJCmTJmS98UCV3nggQfk6uqq4sWLq2PHjgoICNA333yjsmXLWr+17devn8063bt3V7FixfTdd9/ZtNeqVUt16tSxaevZs6cSEhIyzcyUW/v371fnzp3l5+cnZ2dnubq6qk+fPkpLS9Pvv/+eq21u3rxZLVu2zHQmqF+/fvr3338zna26ejid9H/fNmcMr8oLW7ZssdZwtfvuu081atTI9N4HBgaqfv361uelSpWSv7+/6tatq3Llylnba9Socd1aM77dztCjRw+5uLhYa5GuzLrVs2dPBQQEWN//pk2bSpKOHDmSaZuPPPKI3WO99957rfv78ssvs5zVcfPmzapZs6Z1OFCGfv36yRiTaZawDh06yNnZ2fo8pz+ja9+Lhg0bqlKlSjbvxXPPPae4uDh99dVXkq4MV5szZ446dOiQ7VkDAwIC5OrqqpIlS6pXr1665557tGHDBpuzVSVLllSLFi1s1svu+1G7dm3Vr1/fOmxTuvJz+vHHHzMNhbyerPp7UlKS4uLiJEnffPONJGnIkCHX3ca3336r1NRU9enTR6mpqdaHh4eHmjZtavcMQ8YZ0qyGnl3tr7/+UseOHRUUFKRPPvkk0+s3GjZ2vdeSkpLUrVs3/f333/rqq6/k7e2d7XXtDVNr166dAgICbH4+3377raKjo21+Pvfdd5+++eYbvfzyy4qIiNClS5duuN3r+eSTTzR58mQ9//zz6tKlS47qvd5r+/btU48ePfTAAw9o6tSpuaorg6urq0qUKJFvZnYFbqUiHZwSExNVp04dvf/++7nexnPPPadPPvlEM2bM0K+//qo1a9Zk+k8RyGsLFy7U7t27tX//fkVHR+vgwYNq1KiRJOnMmTNycXGxGTYkXfkPNCAgINMwkWuHwFzdlpshJdeKjIxU48aNdfLkSb3zzjvavn27du/erQ8++ECScv3HxJkzZxQYGJipPSNwXFu7n5+fzfOM65VutP/SpUvLy8tLx48fz3ZNkq5b17U1lSpVKtNybm5umdrd3NwkKcvrb679+bm4uMjPz8+6r4sXL6px48b64YcfNGnSJEVERGj37t1asWKFpMzH7+XlJR8fnxsep3RlGuJVq1ZZ/7CuUKGCQkJCbK7fuB0/o6tdry9fvZ969eqpcePG1v63du1a/fXXX1kOHbye//73v9q9e7cOHDig06dP6/vvv1fNmjVtlsnquHPyfgwYMEA7d+7Ur7/+KunKMDB3d3c98cQT2arR3nt56tQpOTs7Z/meZfjnn38kXQnJrq6uNo+lS5dmGnp6rYx93Wj4499//63mzZvLxcVF3333Xaa+f3VfvlpiYqIuX76c5e9QcnKyHn74YX3//fdavXq17r///kzblLL+fDt79myW27yai4uLevfurZUrV1qHgYaHhyswMFAPPfSQdbl3331XL730klatWqXmzZurVKlS6tq1q44ePXrD7V9twYIFGjRokJ5++mm9+eabNq+VLFlSFovluschZf0Zs3//frVu3Vp33nmn1q9fn+W1mznl4eGR689yoCAp0sGpXbt2mjRpkrp165bl65cvX9aLL76o8uXLq1ixYrr//vttvmE7cuSI5syZo6+//lqdO3dWcHCw6tatq1atWt2mI0BRVaNGDTVo0EB169bN9IeYn5+fUlNTM00QYIxRbGysSpcubdMeGxubafsZbRl/YGT84XPt9VH2/nCSrlzcnZiYqBUrVqhXr1568MEH1aBBA2sYyC0/P78s78+S8S33tceZG87OzmrZsqX27t2baXKH69Uk6bp15UVN17r255eamqozZ85Ya9m8ebOio6M1f/58hYWFqUmTJmrQoIGKFy+e5fZyclF4ly5d9N133yk+Pl4RERGqUKGCevbsaT3bdzt+Rle7Xl++NkQMHz5cO3fu1L59+/T++++rWrVqat26dbb3U6dOHTVo0EB16tTJtO0MWb2POXk/nnjiCbm7uys8PFxpaWn67LPP1LVrV5UsWTLbdd5ImTJllJaWluV7liGjnmXLlmn37t2ZHj/88MMN95Gx/vXuc/b333+rWbNmMsZoy5YtqlChQqZlateurVOnTmWq89ChQ5KkkJAQm/bk5GR17dpVW7Zs0apVq6yTm1y7zau3kSE1NVW//vprpm1mpX///kpKStIXX3yhc+fOafXq1erTp4/NGdNixYppwoQJ+vXXXxUbG6s5c+Zo165dWV5bmJUFCxYoLCxMffv21YcffpipT2Xcq+ra48g4Nk9PT1WpUsWmff/+/WrVqpUqVaqkjRs3ytfXN1u12HPu3Llb8vkG5DdFOjjZ079/f/3vf//TF198oYMHD6p79+5q27at9duiNWvWqEqVKlq7dq2Cg4NVuXJlhYWFFYmbYSL/yvhD4fPPP7dpX758uRITEzP9IfHLL7/op59+smlbvHixihcvrnvuuUeSrEOYDh48aLPctbNvZSXjP/urv9U0xujjjz/OtKy7u3u2v7Vs2bKlNRRcbeHChfLy8rLOdHazxowZI2OMnnrqKV2+fDnT6ykpKVqzZo0kWYdmXfve7969W0eOHMnyj7ibtWjRIpvnX375pVJTU9WsWTNJWb//kjJNkHAz3N3d1bRpU02bNk2SrDOutWzZUocPH8405HPhwoWyWCzZnjQgu659L3bs2GH94/xqDz/8sCpWrKjnn39e//3vfzV48OAcBcbcysn7UbJkSXXt2lULFy7U2rVrFRsbm+1hetnRrl07SVdmvbuehx56SC4uLjp27JgaNGiQ5eNG7rrrLklXJoe5VmRkpJo1a2adgOXqWeGu1qVLF1kslkyzZYaHh8vT01Nt27a1tmWcadq8ebOWL19uc/bnavfff78CAwMz3Th42bJlunjx4nW/TL1ajRo1dP/992vBggVavHixkpOTbzhpR9myZdWvXz898cQT+u233/Tvv//ecPvh4eEKCwtTr1699Mknn1y3f2Yc79Wz7V24cEErVqxQ586d5eLiYm0/cOCAWrVqpQoVKmjTpk15FsKjo6OVlJSU6awrUBi52F+kaDp27JiWLFmiEydOWIdRjB49Whs2bNCCBQs0ZcoU/fnnn9bx0wsXLlRaWppGjhypRx999Lp3+AZutdatW+uhhx7SSy+9pISEBDVq1EgHDx7UuHHjVK9evUzTHJcrV06dO3fW+PHjFRgYqM8//1ybNm3StGnT5OXlJenKUJ3q1atr9OjRSk1NVcmSJbVy5Up9//332arHzc1NTzzxhF588UUlJSVpzpw5OnfuXKZla9eurRUrVmjOnDmqX7++nJycrvvH2bhx47R27Vo1b95cr7/+ukqVKqVFixZp3bp1mj59ep59kxoaGqo5c+Zo8ODBql+/vp599lnVqlVLKSkp2r9/v+bOnauQkBB16tRJ1atX19NPP6333ntPTk5Oateunf766y+99tprCgoKyjSrWV5YsWKFXFxc1Lp1a/3yyy967bXXVKdOHfXo0UPSlet8SpYsqWeeeUbjxo2Tq6urFi1alCks59Trr7+uEydOqGXLlqpQoYLOnz+vd955x+b6qZEjR2rhwoXq0KGDJk6cqEqVKmndunWaPXu2nn322ZuaySsre/bsUVhYmLp3766oqCiNHTtW5cuX1+DBg22Wc3Z21pAhQ/TSSy+pWLFima5Ju1Vy+n4MGDBAS5cu1dChQ1WhQoU8Hc3QuHFj9e7dW5MmTdI///yjjh07yt3dXfv375eXl5eGDRumypUra+LEiRo7dqz+/PNPtW3bViVLltQ///yjH3/80XpG5Xruv/9+eXp6ateuXTbXXMXFxal58+aKiYnRvHnzFBcXZ732SpIqVKhgPftUq1YtDRw4UOPGjZOzs7Puvfdebdy4UXPnztWkSZNshqI9+uij+uabbzR27Fj5+fnZTGXv4+Nj/cPe2dlZ06dPV+/evTVo0CA98cQTOnr0qF588UW1bt3aJozdyIABAzRo0CBFR0erYcOGql69eqbj79ixo+6++26VLFlSR44c0WeffabQ0FDrZ2tWvvrqKw0cOFB169bVoEGD9OOPP9q8Xq9ePesXIaNHj9Znn31m7VPu7u76z3/+o6SkJJvbN/z222/W/jN58mQdPXrUZsjgHXfcYTO8+5tvvlFiYqJ1ivHDhw9r2bJlkqT27dvb1J/xPuf1FyFAvuTAiSnyFUlm5cqV1ucZM24VK1bM5uHi4mKdSeipp54ykqwzIRljzN69e40k7qKNWyK7N/q8dOmSeemll0ylSpWMq6urCQwMNM8++6zNTSiNuTKrXocOHcyyZctMrVq1jJubm6lcubKZOXNmpm3+/vvvpk2bNsbHx8eUKVPGDBs2zKxbty5bs+qtWbPG1KlTx3h4eJjy5cubF154wXzzzTeZ1j179qx59NFHTYkSJYzFYjFXf0Qpi5mdDh06ZDp16mR8fX2Nm5ubqVOnjs0MY8b836x6X331lU17VjOS3ciBAwdM3759TcWKFY2bm5spVqyYqVevnnn99ddNXFycdbm0tDQzbdo0U61aNePq6mpKly5tevXqZaKiomy217RpU1OrVq1M+8n4mVxLkhkyZIj1ecbsaXv37jWdOnUy3t7epnjx4uaJJ57IdAPNHTt2mNDQUOPl5WXKlCljwsLCzL59+zIdf9++fU2xYsWyPP5rf65r16417dq1M+XLlzdubm7G39/ftG/f3ubmpcYY8/fff5uePXsaPz8/4+rqaqpXr27efPNNk5aWZl0m42fx5ptvZnncN5rRy5j/+73YuHGj6d27tylRooTx9PQ07du3N0ePHs1ynb/++stIMs8888wNt321690A91rX+9kak733I0NaWpoJCgq67ux3N5pV79oas5oZMy0tzbz99tsmJCTEuLm5GV9fXxMaGmrWrFljs+6qVatM8+bNjY+Pj3F3dzeVKlUyjz76qPnvf/97w/fBmCs3B65Zs6ZNW8bv5PUe1/68L1++bMaNG2f93atWrZrNDJMZbrTNpk2bZlp+8eLF5u677zZubm4mICDADB8+3Gb2PXvi4+ONp6enkWQ+/vjjTK+//PLLpkGDBqZkyZLG3d3dVKlSxYwcOdKcPn36htvNmN3yeo9rZ3/8448/TNeuXY2Pj4/x8vIyLVu2NHv37rVZJuPnf73HtZ+DlSpVyvb+e/fubWrXrp3t9w0oyCzGGJNXIawgs1gsWrlypbp27Srpyg3/nnzySf3yyy82Y5YlydvbWwEBARo3bpymTJlic7+US5cuycvLSxs3bszRmHnAESpXrqyQkBCtXbvW0aUgh8aPH68JEybo1KlTXFuQC++9956GDx+un3/+2ebeOMhbe/bs0b333qtdu3ZlmqQBBV9CQoLKlSunt99+W0899ZSjywFuOYbqXUe9evWUlpamuLg4NW7cOMtlGjVqpNTUVB07dkx33HGHJFmnVr7eeG0AgOPs379fx48f18SJE9WlSxdC0y3WoEED9ejRQ2+88QZf0BRCb7/9tipWrJitmzIDhUGRDk4XL1603vFdko4fP64DBw6oVKlSqlatmp588kn16dNHb731lurVq6fTp09r8+bNql27ttq3b69WrVrpnnvu0YABAzRr1iylp6dryJAhat26dZ6P3QcA3LyHH35YsbGxaty4sT788ENHl1MkvPXWW5o3b54uXLhw3dkcUTD5+PgoPDzcZhIKoDAr0kP1IiIisryYsW/fvgoPD1dKSoomTZqkhQsX6uTJk/Lz81NoaKgmTJhgnc40Ojpaw4YN08aNG1WsWDG1a9dOb731lt37QAAAAAAoOIp0cAIAAACA7OA+TgAAAABgB8EJAAAAAOwoclfzpaenKzo6WsWLF78td4oHAAAAkD8ZY3ThwgWVK1dOTk43PqdU5IJTdHS0goKCHF0GAAAAgHwiKipKFSpUuOEyRS44ZUyFGhUVJR8fHwdXAwAAAMBREhISFBQUlK3bJRS54JQxPM/Hx4fgBAAAACBbl/AwOQQAAAAA2EFwAgAAAAA7CE4AAAAAYEeRu8YJAAAAKAjS0tKUkpLi6DIKPDc3N7tTjWcHwQkAAADIR4wxio2N1fnz5x1dSqHg5OSk4OBgubm53dR2CE4AAABAPpIRmvz9/eXl5ZWtGd+QtfT0dEVHRysmJkYVK1a8qfeS4AQAAADkE2lpadbQ5Ofn5+hyCoUyZcooOjpaqampcnV1zfV2mBwCAAAAyCcyrmny8vJycCWFR8YQvbS0tJvaDsEJAAAAyGcYnpd38uq9JDgBAAAAgB0EJwAAAACww6GTQ2zbtk1vvvmm9u7dq5iYGK1cuVJdu3a94TrJycmaOHGiPv/8c8XGxqpChQoaO3asBgwYcHuKBgAAABxg/Pj8u6+pU6dqxYoV+vXXX+Xp6amGDRtq2rRpql69unUZY4wmTJiguXPn6ty5c7r//vv1wQcfqFatWpKks2fPaty4cdq4caOioqJUunRpde3aVW+88YZ8fX2t2zl37pyGDx+u1atXS5I6d+6s9957TyVKlLjZw74hh55xSkxMVJ06dfT+++9ne50ePXrou+++07x58/Tbb79pyZIluuuuu25hlQAAAABuZOvWrRoyZIh27dqlTZs2KTU1VW3atFFiYqJ1menTp2vmzJl6//33tXv3bgUEBKh169a6cOGCJCk6OlrR0dGaMWOGDh06pPDwcG3YsEEDBw602VfPnj114MABbdiwQRs2bNCBAwfUu3fvW36MFmOMueV7yQaLxWL3jNOGDRv0+OOP688//1SpUqVytZ+EhAT5+voqPj5ePj4+uawWAAAAyHtJSUk6fvy4goOD5eHhYfNafj7jdK1Tp07J399fW7duVZMmTWSMUbly5TRixAi99NJLkq6MJCtbtqymTZumQYMGZbmdr776Sr169VJiYqJcXFx05MgR1axZU7t27dL9998vSdq1a5dCQ0P166+/2pzhynCj9zQn2aBAXeO0evVqNWjQQNOnT1f58uVVrVo1jR49WpcuXXJ0aQAAAAD+v/j4eEmynuw4fvy4YmNj1aZNG+sy7u7uatq0qXbs2HHD7fj4+MjF5coVRjt37pSvr681NEnSAw88IF9f3xtuJy8UqBvg/vnnn/r+++/l4eGhlStX6vTp0xo8eLDOnj2r+fPnZ7lOcnKykpOTrc8TEhJuV7kAAABAkWOM0ahRo/Tggw8qJCREkhQbGytJKlu2rM2yZcuW1d9//53lds6cOaM33njD5mxUbGys/P39My3r7+9v3cetUqCCU3p6uiwWixYtWmS9QGzmzJl69NFH9cEHH8jT0zPTOlOnTtWECRNud6kArjI+YryjS0AhMr7ZeEeXAAC4gaFDh+rgwYP6/vvvM7127T2VjDFZ3mcpISFBHTp0UM2aNTVu3LgbbuNG28lLBWqoXmBgoMqXL28zq0aNGjVkjNGJEyeyXGfMmDGKj4+3PqKiom5XuQAAAECRMmzYMK1evVpbtmxRhQoVrO0BAQGSlOmsUFxcXKazUBcuXFDbtm3l7e2tlStXytXV1WY7//zzT6b9njp1KtN28lqBCk6NGjVSdHS0Ll68aG37/fff5eTkZPODuZq7u7t8fHxsHgAAAADyjjFGQ4cO1YoVK7R582YFBwfbvB4cHKyAgABt2rTJ2nb58mVt3bpVDRs2tLYlJCSoTZs2cnNz0+rVqzNN5hAaGqr4+Hj9+OOP1rYffvhB8fHxNtu5FRwanC5evKgDBw7owIEDkq5cNHbgwAFFRkZKunK2qE+fPtble/bsKT8/P/Xv31+HDx/Wtm3b9MILL2jAgAFZDtMDAAAAcOsNGTJEn3/+uRYvXqzixYsrNjZWsbGx1kncLBaLRowYoSlTpmjlypX6+eef1a9fP3l5ealnz56SrpxpypjCfN68eUpISLBuJy0tTdKV0WZt27bVU089pV27dmnXrl166qmn1LFjxyxn1MtLDr3Gac+ePWrevLn1+ahRoyRJffv2VXh4uGJiYqwhSpK8vb21adMmDRs2TA0aNJCfn5969OihSZMm3fbaAQAAAFwxZ84cSVKzZs1s2hcsWKB+/fpJkl588UVdunRJgwcPtt4Ad+PGjSpevLgkae/evfrhhx8kSVWrVrXZzvHjx1W5cmVJ0qJFizR8+HDrDH2dO3fO0X1hcyvf3MfpduE+TsDtx+QQyEtMDgGgMLvRPYeQO0XyPk4AAAAA4AgEJwAAAACwg+AEAAAAAHYQnAAAAADADoITAAAAANhBcAIAAAAAOwhOAAAAAGAHwQkAAAAA7CA4AQAAAIAdBCcAAAAAsMPF0QUAAAAAsG98xPjbt69mOdvX1KlTtWLFCv3666/y9PRUw4YNNW3aNFWvXt26jDFGEyZM0Ny5c3Xu3Dndf//9+uCDD1SrVi1J0tmzZzVu3Dht3LhRUVFRKl26tLp27ao33nhDvr6+1u1MnjxZ69at04EDB+Tm5qbz58/nxSHbxRknAAAAADdl69atGjJkiHbt2qVNmzYpNTVVbdq0UWJionWZ6dOna+bMmXr//fe1e/duBQQEqHXr1rpw4YIkKTo6WtHR0ZoxY4YOHTqk8PBwbdiwQQMHDrTZ1+XLl9W9e3c9++yzt/UYOeMEAAAA4KZs2LDB5vmCBQvk7++vvXv3qkmTJjLGaNasWRo7dqy6desmSfr0009VtmxZLV68WIMGDVJISIiWL19u3cYdd9yhyZMnq1evXkpNTZWLy5XoMmHCBElSeHj47Tm4/48zTgAAAADyVHx8vCSpVKlSkqTjx48rNjZWbdq0sS7j7u6upk2baseOHTfcjo+PjzU0ORLBCQAAAECeMcZo1KhRevDBBxUSEiJJio2NlSSVLVvWZtmyZctaX7vWmTNn9MYbb2jQoEG3tuBscnx0AwAAAFBoDB06VAcPHtT333+f6TWLxWLz3BiTqU2SEhIS1KFDB9WsWVPjxo27ZbXmBMEJwC0XEeHoClCoNHN0AQCA6xk2bJhWr16tbdu2qUKFCtb2gIAASVfOPAUGBlrb4+LiMp2FunDhgtq2bStvb2+tXLlSrq6ut6d4OxiqBwAAAOCmGGM0dOhQrVixQps3b1ZwcLDN68HBwQoICNCmTZusbZcvX9bWrVvVsGFDa1tCQoLatGkjNzc3rV69Wh4eHrftGOzhjBMAAACAmzJkyBAtXrxYX3/9tYoXL269bsnX11eenp6yWCwaMWKEpkyZojvvvFN33nmnpkyZIi8vL/Xs2VPSlTNNbdq00b///qvPP/9cCQkJSkhIkCSVKVNGzs7OkqTIyEidPXtWkZGRSktL04EDByRJVatWlbe39y07RoITAAAAgJsyZ84cSVKzZs1s2hcsWKB+/fpJkl588UVdunRJgwcPtt4Ad+PGjSpevLgkae/evfrhhx8kXQlBVzt+/LgqV64sSXr99df16aefWl+rV6+eJGnLli2Z9p+XLMYYc8u2ng8lJCTI19fXOrUhgFuv2fjxji4BhUgE/QlAIZaUlKTjx48rODg4Xw1TK8hu9J7mJBtwjRMAAAAA2EFwAgAAAAA7CE4AAAAAYAfBCQAAAADsIDgBAAAA+UwRm7/tlsqr95LgBAAAAOQTrq6ukqR///3XwZUUHpcvX5Yk632gcov7OAEAAAD5hLOzs0qUKKG4uDhJkpeXlywWi4OrKrjS09N16tQpeXl5ycXl5qIPwQkAAADIRwICAiTJGp5wc5ycnFSxYsWbDqAEJwAAACAfsVgsCgwMlL+/v1JSUhxdToHn5uYmJ6ebv0KJ4AQAAADkQ87Ozjd9XQ7yDpNDAAAAAIAdBCcAAAAAsIPgBAAAAAB2EJwAAAAAwA6HBqdt27apU6dOKleunCwWi1atWpXtdf/3v//JxcVFdevWvWX1AQAAAIDk4OCUmJioOnXq6P3338/RevHx8erTp49atmx5iyoDAAAAgP/j0OnI27Vrp3bt2uV4vUGDBqlnz55ydnbO0VkqAAAAAMiNAneN04IFC3Ts2DGNGzcuW8snJycrISHB5gEAAAAAOVGggtPRo0f18ssva9GiRXJxyd7JsqlTp8rX19f6CAoKusVVAgAAAChsCkxwSktLU8+ePTVhwgRVq1Yt2+uNGTNG8fHx1kdUVNQtrBIAAABAYeTQa5xy4sKFC9qzZ4/279+voUOHSpLS09NljJGLi4s2btyoFi1aZFrP3d1d7u7ut7tcAAAAAIVIgQlOPj4+OnTokE3b7NmztXnzZi1btkzBwcEOqgwAAABAYefQ4HTx4kX98ccf1ufHjx/XgQMHVKpUKVWsWFFjxozRyZMntXDhQjk5OSkkJMRmfX9/f3l4eGRqBwAAAIC85NDgtGfPHjVv3tz6fNSoUZKkvn37Kjw8XDExMYqMjHRUeQAAAAAgSbIYY4yji7idEhIS5Ovrq/j4ePn4+Di6HKBIaDZ+vKNLQCESQX8CAOSRnGSDAjOrHgAAAAA4CsEJAAAAAOwgOAEAAACAHQQnAAAAALCD4AQAAAAAdhCcAAAAAMAOghMAAAAA2EFwAgAAAAA7CE4AAAAAYAfBCQAAAADsIDgBAAAAgB0EJwAAAACwg+AEAAAAAHYQnAAAAADADoITAAAAANhBcAIAAAAAOwhOAAAAAGAHwQkAAAAA7CA4AQAAAIAdBCcAAAAAsIPgBAAAAAB2EJwAAAAAwA6CEwAAAADYQXACAAAAADsITgAAAABgB8EJAAAAAOwgOAEAAACAHQQnAAAAALDDxdEFAAAAIP8bHzHe0SWgEBnfbLyjS8gxzjgBAAAAgB0EJwAAAACwg+AEAAAAAHYQnAAAAADADoITAAAAANhBcAIAAAAAOxwanLZt26ZOnTqpXLlyslgsWrVq1Q2XX7FihVq3bq0yZcrIx8dHoaGh+vbbb29PsQAAAACKLIcGp8TERNWpU0fvv/9+tpbftm2bWrdurfXr12vv3r1q3ry5OnXqpP3799/iSgEAAAAUZQ69AW67du3Url27bC8/a9Ysm+dTpkzR119/rTVr1qhevXp5XB0AAAAAXOHQ4HSz0tPTdeHCBZUqVeq6yyQnJys5Odn6PCEh4XaUBgAAAKAQKdDB6a233lJiYqJ69Ohx3WWmTp2qCRMm3MaqAAAACp+ICEdXgEKlmaMLyLkCO6vekiVLNH78eC1dulT+/v7XXW7MmDGKj4+3PqKiom5jlQAAAAAKgwJ5xmnp0qUaOHCgvvrqK7Vq1eqGy7q7u8vd3f02VQYAAACgMCpwZ5yWLFmifv36afHixerQoYOjywEAAABQBDj0jNPFixf1xx9/WJ8fP35cBw4cUKlSpVSxYkWNGTNGJ0+e1MKFCyVdCU19+vTRO++8owceeECxsbGSJE9PT/n6+jrkGAAAAAAUfg4947Rnzx7Vq1fPOpX4qFGjVK9ePb3++uuSpJiYGEVGRlqX/+ijj5SamqohQ4YoMDDQ+njuueccUj8AAACAosGhZ5yaNWsmY8x1Xw8PD7d5HsF0LgAAAAAcoMBd4wQAAAAAtxvBCQAAAADsIDgBAAAAgB0EJwAAAACwg+AEAAAAAHYQnAAAAADADoITAAAAANhBcAIAAAAAOwhOAAAAAGAHwQkAAAAA7CA4AQAAAIAdBCcAAAAAsIPgBAAAAAB2EJwAAAAAwA6CEwAAAADYQXACAAAAADtcHF0ApPER4x1dAgqR8c3GO7oEAACAQoczTgAAAABgB8EJAAAAAOwgOAEAAACAHQQnAAAAALCD4AQAAAAAdhCcAAAAAMAOghMAAAAA2EFwAgAAAAA7CE4AAAAAYAfBCQAAAADsIDgBAAAAgB0EJwAAAACwg+AEAAAAAHYQnAAAAADADoITAAAAANhBcAIAAAAAOwhOAAAAAGAHwQkAAAAA7HBocNq2bZs6deqkcuXKyWKxaNWqVXbX2bp1q+rXry8PDw9VqVJFH3744a0vFAAAAECR5tDglJiYqDp16uj999/P1vLHjx9X+/bt1bhxY+3fv1+vvPKKhg8fruXLl9/iSgEAAAAUZS6O3Hm7du3Url27bC//4YcfqmLFipo1a5YkqUaNGtqzZ49mzJihRx555BZVCQAAAKCoK1DXOO3cuVNt2rSxaXvooYe0Z88epaSkZLlOcnKyEhISbB4AAAAAkBMOPeOUU7GxsSpbtqxNW9myZZWamqrTp08rMDAw0zpTp07VhAkTbleJuRIR4egKUKg0c3QBAAAAhU+BOuMkSRaLxea5MSbL9gxjxoxRfHy89REVFXXLawQAAABQuBSoM04BAQGKjY21aYuLi5OLi4v8/PyyXMfd3V3u7u63ozwAAAAAhdRNBafLly8rLi5O6enpNu0VK1a8qaKuJzQ0VGvWrLFp27hxoxo0aCBXV9dbsk8AAAAAyFVwOnr0qAYMGKAdO3bYtBtjZLFYlJaWlq3tXLx4UX/88Yf1+fHjx3XgwAGVKlVKFStW1JgxY3Ty5EktXLhQkvTMM8/o/fff16hRo/TUU09p586dmjdvnpYsWZKbwwAAAACAbMlVcOrXr59cXFy0du1aBQYGXvf6Inv27Nmj5s2bW5+PGjVKktS3b1+Fh4crJiZGkZGR1teDg4O1fv16jRw5Uh988IHKlSund999l6nIAQAAANxSuQpOBw4c0N69e3XXXXfd1M6bNWtmndwhK+Hh4ZnamjZtqn379t3UfgEAAAAgJ3I1q17NmjV1+vTpvK4FAAAAAPKlXAWnadOm6cUXX1RERITOnDnDDWYBAAAAFGq5GqrXqlUrSVLLli1t2nM6OQQAAAAAFAS5Ck5btmzJ6zoAAAAAIN/KVXBq2rRpXtcBAAAAAPlWrm+Ae/78ec2bN09HjhyRxWJRzZo1NWDAAPn6+uZlfQAAAADgcLmaHGLPnj2644479Pbbb+vs2bM6ffq0Zs6cqTvuuIOpwgEAAAAUOrk64zRy5Eh17txZH3/8sVxcrmwiNTVVYWFhGjFihLZt25anRQIAAACAI+UqOO3Zs8cmNEmSi4uLXnzxRTVo0CDPigMAAACA/CBXQ/V8fHwUGRmZqT0qKkrFixe/6aIAAAAAID/JVXB67LHHNHDgQC1dulRRUVE6ceKEvvjiC4WFhemJJ57I6xoBAAAAwKFyNVRvxowZslgs6tOnj1JTUyVJrq6uevbZZ/Wf//wnTwsEAAAAAEfLVXByc3PTO++8o6lTp+rYsWMyxqhq1ary8vLK6/oAAAAAwOFyfR8nSfLy8lLt2rXzqhYAAAAAyJeyHZy6deum8PBw+fj4qFu3bjdcdsWKFTddGAAAAADkF9kOTr6+vrJYLJKuzKqX8W8AAAAAKOyyHZwWLFhg/Xd4ePitqAUAAAAA8qVcTUfeokULnT9/PlN7QkKCWrRocbM1AQAAAEC+kqvgFBERocuXL2dqT0pK0vbt22+6KAAAAADIT3I0q97Bgwet/z58+LBiY2Otz9PS0rRhwwaVL18+76oDAAAAgHwgR8Gpbt26slgsslgsWQ7J8/T01HvvvZdnxQEAAABAfpCj4HT8+HEZY1SlShX9+OOPKlOmjPU1Nzc3+fv7y9nZOc+LBAAAAABHylFwqlSpkiQpPT39lhQDAAAAAPlRjoLTtQ4fPqzIyMhME0V07tz5pooCAAAAgPwkV8Hpzz//1MMPP6xDhw7JYrHIGCNJ1pvipqWl5V2FAAAAAOBguZqO/LnnnlNwcLD++ecfeXl56ZdfftG2bdvUoEEDRURE5HGJAAAAAOBYuTrjtHPnTm3evFllypSRk5OTnJyc9OCDD2rq1KkaPny49u/fn9d1AgAAAIDD5OqMU1pamry9vSVJpUuXVnR0tKQrk0f89ttveVcdAAAAAOQDuTrjFBISooMHD6pKlSq6//77NX36dLm5uWnu3LmqUqVKXtcIAAAAAA6Vq+D06quvKjExUZI0adIkdezYUY0bN5afn5+WLl2apwUCAAAAgKPlKjg99NBD1n9XqVJFhw8f1tmzZ1WyZEnrzHoAAAAAUFjc1H2crlaqVKm82hQAAAAA5CvZDk7dunXL9kZXrFiRq2IAAAAAID/KdnDy9fW9lXUAAAAAQL6V7eC0YMGCW1kHAAAF1viI8Y4uAYXM+GbjHV0CgGvk6j5OeWn27NkKDg6Wh4eH6tevr+3bt99w+UWLFqlOnTry8vJSYGCg+vfvrzNnztymagEAAAAURbmaHCI4OPiGs+f9+eef2drO0qVLNWLECM2ePVuNGjXSRx99pHbt2unw4cOqWLFipuW///579enTR2+//bY6deqkkydP6plnnlFYWJhWrlyZm0MBAAAAALtyFZxGjBhh8zwlJUX79+/Xhg0b9MILL2R7OzNnztTAgQMVFhYmSZo1a5a+/fZbzZkzR1OnTs20/K5du1S5cmUNHz5c0pUAN2jQIE2fPj03hwEAAAAA2ZKr4PTcc89l2f7BBx9oz5492drG5cuXtXfvXr388ss27W3atNGOHTuyXKdhw4YaO3as1q9fr3bt2ikuLk7Lli1Thw4drruf5ORkJScnW58nJCRkqz4AAAAAyJBn93GSpHbt2mnMmDHZmkji9OnTSktLU9myZW3ay5Ytq9jY2CzXadiwoRYtWqTHHntMSUlJSk1NVefOnfXee+9ddz9Tp07VhAkTcnYgAADkQESEoytAodPM0QUAuFaeTg6xbNmyHN8I99prpYwx171+6vDhwxo+fLhef/117d27Vxs2bNDx48f1zDPPXHf7Y8aMUXx8vPURFRWVo/oAAAAAIFdnnOrVq2cTbowxio2N1alTpzR79uxsbaN06dJydnbOdHYpLi4u01moDFOnTlWjRo2s11HdfffdKlasmBo3bqxJkyYpMDAw0zru7u5yd3fP7qEBAAAAQCa5Ck5du3a1ee7k5KQyZcqoWbNmuuuuu7K1DTc3N9WvX1+bNm3Sww8/bG3ftGmTunTpkuU6//77r1xcbEt2dnaWdCW8AQAAAMCtkKvgNG7cuDzZ+ahRo9S7d281aNBAoaGhmjt3riIjI61D78aMGaOTJ09q4cKFkqROnTrpqaee0pw5c/TQQw8pJiZGI0aM0H333ady5crlSU0AAAAAcK1cTw6RlpamlStX6siRI7JYLKpRo4a6dOmS6YzQjTz22GM6c+aMJk6cqJiYGIWEhGj9+vWqVKmSJCkmJkaRkZHW5fv166cLFy7o/fff1/PPP68SJUqoRYsWmjZtWm4PAwAAAADsylVw+vnnn9WlSxfFxsaqevXqkqTff/9dZcqU0erVq1W7du1sb2vw4MEaPHhwlq+Fh4dnahs2bJiGDRuWm7IBAAAAIFdyNateWFiYatWqpRMnTmjfvn3at2+foqKidPfdd+vpp5/O6xoBAAAAwKFydcbpp59+0p49e1SyZElrW8mSJTV58mTde++9eVYcAAAAAOQHuTrjVL16df3zzz+Z2uPi4lS1atWbLgoAAAAA8pNcBacpU6Zo+PDhWrZsmU6cOKETJ05o2bJlGjFihKZNm6aEhATrAwAAAAAKulwN1evYsaMkqUePHtYb4WbcR6lTp07W5xaLRWlpaXlRJwAAAAA4TK6C05YtW/K6DgAAAADIt3IVnJo2bZrXdQAAAABAvpXrG+CeP39e8+bNs94At2bNmhowYIB8fX3zsj4AAAAAcLhcTQ6xZ88e3XHHHXr77bd19uxZnT59WjNnztQdd9yhffv25XWNAAAAAOBQuTrjNHLkSHXu3Fkff/yxXFyubCI1NVVhYWEaMWKEtm3blqdFAgAAAIAj5So47dmzxyY0SZKLi4tefPFFNWjQIM+KAwAAAID8IFdD9Xx8fBQZGZmpPSoqSsWLF7/pogAAAAAgP8lVcHrsscc0cOBALV26VFFRUTpx4oS++OILhYWF6YknnsjrGgEAAADAoXI1VG/GjBlycnJSnz59lJqaKklydXXVs88+q//85z95WiAAAAAAOFqOgtO///6rF154QatWrVJKSoq6du2qoUOHytfXV1WrVpWXl9etqhMAAAAAHCZHwWncuHEKDw/Xk08+KU9PTy1evFjp6en66quvblV9AAAAAOBwOQpOK1as0Lx58/T4449Lkp588kk1atRIaWlpcnZ2viUFAgAAAICj5WhyiKioKDVu3Nj6/L777pOLi4uio6PzvDAAAAAAyC9yFJzS0tLk5uZm0+bi4mKdIAIAAAAACqMcDdUzxqhfv35yd3e3tiUlJemZZ55RsWLFrG0rVqzIuwoBAAAAwMFyFJz69u2bqa1Xr155VgwAAAAA5Ec5Ck4LFiy4VXUAAAAAQL6Vo2ucAAAAAKAoIjgBAAAAgB0EJwAAAACwg+AEAAAAAHYQnAAAAADADoITAAAAANhBcAIAAAAAOwhOAAAAAGAHwQkAAAAA7CA4AQAAAIAdBCcAAAAAsIPgBAAAAAB2ODw4zZ49W8HBwfLw8FD9+vW1ffv2Gy6fnJyssWPHqlKlSnJ3d9cdd9yh+fPn36ZqAQAAABRFLo7c+dKlSzVixAjNnj1bjRo10kcffaR27drp8OHDqlixYpbr9OjRQ//884/mzZunqlWrKi4uTqmpqbe5cgAAAABFiUOD08yZMzVw4ECFhYVJkmbNmqVvv/1Wc+bM0dSpUzMtv2HDBm3dulV//vmnSpUqJUmqXLny7SwZAAAAQBHksKF6ly9f1t69e9WmTRub9jZt2mjHjh1ZrrN69Wo1aNBA06dPV/ny5VWtWjWNHj1aly5duh0lAwAAACiiHHbG6fTp00pLS1PZsmVt2suWLavY2Ngs1/nzzz/1/fffy8PDQytXrtTp06c1ePBgnT179rrXOSUnJys5Odn6PCEhIe8OAgAAAECR4PDJISwWi81zY0ymtgzp6emyWCxatGiR7rvvPrVv314zZ85UeHj4dc86TZ06Vb6+vtZHUFBQnh8DAAAAgMLNYcGpdOnScnZ2znR2KS4uLtNZqAyBgYEqX768fH19rW01atSQMUYnTpzIcp0xY8YoPj7e+oiKisq7gwAAAABQJDgsOLm5ual+/fratGmTTfumTZvUsGHDLNdp1KiRoqOjdfHiRWvb77//LicnJ1WoUCHLddzd3eXj42PzAAAAAICccOhQvVGjRumTTz7R/PnzdeTIEY0cOVKRkZF65plnJF05W9SnTx/r8j179pSfn5/69++vw4cPa9u2bXrhhRc0YMAAeXp6OuowAAAAABRyDp2O/LHHHtOZM2c0ceJExcTEKCQkROvXr1elSpUkSTExMYqMjLQu7+3trU2bNmnYsGFq0KCB/Pz81KNHD02aNMlRhwAAAACgCHBocJKkwYMHa/DgwVm+Fh4enqntrrvuyjS8DwAAAABuJYfPqgcAAAAA+R3BCQAAAADsIDgBAAAAgB0EJwAAAACwg+AEAAAAAHYQnAAAAADADoITAAAAANhBcAIAAAAAOwhOAAAAAGAHwQkAAAAA7CA4AQAAAIAdBCcAAAAAsIPgBAAAAAB2EJwAAAAAwA6CEwAAAADYQXACAAAAADsITgAAAABgB8EJAAAAAOwgOAEAAACAHQQnAAAAALCD4AQAAAAAdhCcAAAAAMAOghMAAAAA2EFwAgAAAAA7CE4AAAAAYAfBCQAAAADsIDgBAAAAgB0EJwAAAACwg+AEAAAAAHYQnAAAAADADoITAAAAANhBcAIAAAAAOwhOAAAAAGAHwQkAAAAA7CA4AQAAAIAdDg9Os2fPVnBwsDw8PFS/fn1t3749W+v973//k4uLi+rWrXtrCwQAAABQ5Dk0OC1dulQjRozQ2LFjtX//fjVu3Fjt2rVTZGTkDdeLj49Xnz591LJly9tUKQAAAICizKHBaebMmRo4cKDCwsJUo0YNzZo1S0FBQZozZ84N1xs0aJB69uyp0NDQ21QpAAAAgKLMYcHp8uXL2rt3r9q0aWPT3qZNG+3YseO66y1YsEDHjh3TuHHjbnWJAAAAACBJcnHUjk+fPq20tDSVLVvWpr1s2bKKjY3Ncp2jR4/q5Zdf1vbt2+Xikr3Sk5OTlZycbH2ekJCQ+6IBAAAAFEkOnxzCYrHYPDfGZGqTpLS0NPXs2VMTJkxQtWrVsr39qVOnytfX1/oICgq66ZoBAAAAFC0OC06lS5eWs7NzprNLcXFxmc5CSdKFCxe0Z88eDR06VC4uLnJxcdHEiRP1008/ycXFRZs3b85yP2PGjFF8fLz1ERUVdUuOBwAAAEDh5bChem5ubqpfv742bdqkhx9+2Nq+adMmdenSJdPyPj4+OnTokE3b7NmztXnzZi1btkzBwcFZ7sfd3V3u7u55WzwAAACAIsVhwUmSRo0apd69e6tBgwYKDQ3V3LlzFRkZqWeeeUbSlbNFJ0+e1MKFC+Xk5KSQkBCb9f39/eXh4ZGpHQAAAADykkOD02OPPaYzZ85o4sSJiomJUUhIiNavX69KlSpJkmJiYuze0wkAAAAAbjWHBidJGjx4sAYPHpzla+Hh4Tdcd/z48Ro/fnzeFwUAAAAAV3H4rHoAAAAAkN8RnAAAAADADoITAAAAANhBcAIAAAAAOwhOAAAAAGAHwQkAAAAA7CA4AQAAAIAdBCcAAAAAsIPgBAAAAAB2EJwAAAAAwA6CEwAAAADYQXACAAAAADsITgAAAABgB8EJAAAAAOwgOAEAAACAHQQnAAAAALCD4AQAAAAAdhCcAAAAAMAOghMAAAAA2EFwAgAAAAA7CE4AAAAAYAfBCQAAAADsIDgBAAAAgB0EJwAAAACwg+AEAAAAAHYQnAAAAADADoITAAAAANhBcAIAAAAAOwhOAAAAAGAHwQkAAAAA7CA4AQAAAIAdBCcAAAAAsIPgBAAAAAB2EJwAAAAAwA6CEwAAAADY4fDgNHv2bAUHB8vDw0P169fX9u3br7vsihUr1Lp1a5UpU0Y+Pj4KDQ3Vt99+exurBQAAAFAUOTQ4LV26VCNGjNDYsWO1f/9+NW7cWO3atVNkZGSWy2/btk2tW7fW+vXrtXfvXjVv3lydOnXS/v37b3PlAAAAAIoShwanmTNnauDAgQoLC1ONGjU0a9YsBQUFac6cOVkuP2vWLL344ou69957deedd2rKlCm68847tWbNmttcOQAAAICixGHB6fLly9q7d6/atGlj096mTRvt2LEjW9tIT0/XhQsXVKpUqesuk5ycrISEBJsHAAAAAOSEw4LT6dOnlZaWprJly9q0ly1bVrGxsdnaxltvvaXExET16NHjustMnTpVvr6+1kdQUNBN1Q0AAACg6HH45BAWi8XmuTEmU1tWlixZovHjx2vp0qXy9/e/7nJjxoxRfHy89REVFXXTNQMAAAAoWlwctePSpUvL2dk509mluLi4TGehrrV06VINHDhQX331lVq1anXDZd3d3eXu7n7T9QIAAAAouhx2xsnNzU3169fXpk2bbNo3bdqkhg0bXne9JUuWqF+/flq8eLE6dOhwq8sEAAAAAMedcZKkUaNGqXfv3mrQoIFCQ0M1d+5cRUZG6plnnpF0ZZjdyZMntXDhQklXQlOfPn30zjvv6IEHHrCerfL09JSvr6/DjgMAAABA4ebQ4PTYY4/pzJkzmjhxomJiYhQSEqL169erUqVKkqSYmBibezp99NFHSk1N1ZAhQzRkyBBre9++fRUeHn67ywcAAABQRDg0OEnS4MGDNXjw4CxfuzYMRURE3PqCAAAAAOAaDp9VDwAAAADyO4ITAAAAANhBcAIAAAAAOwhOAAAAAGAHwQkAAAAA7CA4AQAAAIAdBCcAAAAAsIPgBAAAAAB2EJwAAAAAwA6CEwAAAADYQXACAAAAADsITgAAAABgB8EJAAAAAOwgOAEAAACAHQQnAAAAALCD4AQAAAAAdhCcAAAAAMAOghMAAAAA2EFwAgAAAAA7CE4AAAAAYAfBCQAAAADsIDgBAAAAgB0EJwAAAACwg+AEAAAAAHYQnAAAAADADoITAAAAANhBcAIAAAAAOwhOAAAAAGAHwQkAAAAA7CA4AQAAAIAdBCcAAAAAsIPgBAAAAAB2EJwAAAAAwA6CEwAAAADYQXACAAAAADscHpxmz56t4OBgeXh4qH79+tq+ffsNl9+6davq168vDw8PValSRR9++OFtqhQAAABAUeXQ4LR06VKNGDFCY8eO1f79+9W4cWO1a9dOkZGRWS5//PhxtW/fXo0bN9b+/fv1yiuvaPjw4Vq+fPltrhwAAABAUeLQ4DRz5kwNHDhQYWFhqlGjhmbNmqWgoCDNmTMny+U//PBDVaxYUbNmzVKNGjUUFhamAQMGaMaMGbe5cgAAAABFiYujdnz58mXt3btXL7/8sk17mzZttGPHjizX2blzp9q0aWPT9tBDD2nevHlKSUmRq6trpnWSk5OVnJxsfR4fHy9JSkhIuNlDyDOpV9UH3Kz81Lcz0MeRl+jjKAro5yjs8ksfz6jDGGN3WYcFp9OnTystLU1ly5a1aS9btqxiY2OzXCc2NjbL5VNTU3X69GkFBgZmWmfq1KmaMGFCpvagoKCbqB7Iv3z/8x9HlwDcUvRxFAX0cxR2+a2PX7hwQb6+vjdcxmHBKYPFYrF5bozJ1GZv+azaM4wZM0ajRo2yPk9PT9fZs2fl5+d3w/0gf0lISFBQUJCioqLk4+Pj6HKAPEcfR1FAP0dhRx8veIwxunDhgsqVK2d3WYcFp9KlS8vZ2TnT2aW4uLhMZ5UyBAQEZLm8i4uL/Pz8slzH3d1d7u7uNm0lSpTIfeFwKB8fHz6IUKjRx1EU0M9R2NHHCxZ7Z5oyOGxyCDc3N9WvX1+bNm2yad+0aZMaNmyY5TqhoaGZlt+4caMaNGiQ5fVNAAAAAJAXHDqr3qhRo/TJJ59o/vz5OnLkiEaOHKnIyEg988wzkq4Ms+vTp491+WeeeUZ///23Ro0apSNHjmj+/PmaN2+eRo8e7ahDAAAAAFAEOPQap8cee0xnzpzRxIkTFRMTo5CQEK1fv16VKlWSJMXExNjc0yk4OFjr16/XyJEj9cEHH6hcuXJ699139cgjjzjqEHCbuLu7a9y4cZmGXQKFBX0cRQH9HIUdfbxws5jszL0HAAAAAEWYQ4fqAQAAAEBBQHACAAAAADsITgAAAABgB8EJAAAAAOwgOAEAgAKFea1QVNH3HYvgBACFSHp6uqNLAG6p9PR0WSwWnTp1Snv37tXGjRsdXRKQ567+LDfG6MKFC5Iki8XiqJIgB9/HCbid0tPT5eTkZLcNKKgy+nNUVJS2bNkiV1dX1axZU3Xq1HF0aUCeyOjjv/zyi4YOHSofHx+FhITowQcflJeXl6PLA/JERj//+++/tXjxYm3YsEEXL15UuXLlNGbMGNWpU0fFihVzdJlFEvdxQpFy5MgRbdy4UXfffbeaN29ubU9LS5Ozs7MDKwNuTsZ/tAcPHlSnTp1UunRpnTp1StWqVdPMmTN19913O7pE4KYYY2SxWPTLL7+ocePGevbZZ9W7d2/dddddji4NyDMZn+WHDh1S9+7dVbNmTZUuXVre3t5au3atTp8+rfHjx6tfv37y8fFxdLlFDsEJRca///6rFi1aKCkpSa6urrrzzjs1cOBANWnSRK6urtblMv5zBgqKjOB/8OBBPfDAAxo+fLhee+01bd++XUOHDtXHH39s80UBUFCdPXtWHTt2VJ06dTRnzhxrO6MHUBhkfJb/9NNPatSokYYNG6bRo0fLz89PkpSUlKTu3bvru+++05w5c9SnTx9JDN+7nfiUQZHh5eWlkJAQ+fn5ad26dTLGaOrUqQoNDdXGjRsVFRUl6f8+gPhOAQWFs7Ozfv75ZzVq1EjDhw/Xf/7zHxUrVkxt27ZVuXLltGrVKg0ZMkTz58/nGigUaCdPntTFixfVs2dPm3ZCEwqDjM/yBx98UEOHDtXUqVOtoSk1NVUeHh5as2aNHnzwQU2cOFFJSUmEptuMTxoUCRkhaPLkyUpKStKxY8c0b948LViwQG3btlXHjh318MMP691331VsbKwkvsFBwfLFF18oMTFRDz74oC5fvizpSn/fsWOHTp48qaNHjyosLExjx451cKVA7h05ckRHjx5VlSpVrrtMcnKyVq9efRurAvJOxmd5kyZNlJycbG13cXFRWlqaJGnChAk6efKk1q9f76gyiyyCE4qEjBDk5eWl4OBgrVixQl5eXgoKCtK5c+dUrlw5tW/fXhMnTlSTJk30/PPPO7hiIGcmTZqk/v37q2fPnvr+++81efJkzZw5U6tXr9ayZcu0du1avf7663rzzTd1+PBhR5cL5EqxYsWUkpJi/YIrNTU10zKff/65vv3229tdGpAnJk2apH79+unxxx/X6tWrbcJTxpnV6tWrS5IuXrzokBqLMmbVQ5FSvHhx9e3bV927d1dYWJhmzJihdevWad26dapXr54GDhyoL774Qt26dXN0qUC2ZYyLnzdvnlJSUtSqVSsVK1ZMS5cuVfv27SVJbm5uuvPOO1WpUiUVL17cwRUDudOqVStVrVpVw4YN0/bt2+Xi4qLLly/Lzc3NusyBAwfk4+PDpD8ocDL6bMaw6oEDB2r+/Pnq3Lmz3NzcZLFYlJ6erl9++UU1a9bUvffe6+iSixzOOKFIMcaoVatW6tGjhxo3bqzvvvtOq1atUr169ZSenq5KlSrphRde0J133unoUoFsc3Z2tg7hWLhwoYYNG6ZLly4pJSVFSUlJ1uUOHjyowMBAeXt7O6pU4Ka4urpq6NChOnLkiNq2baukpCRraIqPj9err76qlStXasCAAYQmFDhXf5aHh4erW7duGjBggL7++mvrZ7mTk5NWrVqlMmXKKDAw0JHlFkmccUKRkjFkr0GDBvrkk0+0Zs0a3XfffTLGWE+Bc5ExCqKM/3CdnZ31zjvv6Pz58+rVq5fmz5+v7t27a8KECXr//fe1c+dOlSxZ0tHlArni5OSkfv366fz583rnnXdUtWpV9ejRQwkJCYqLi9Pu3bu1fv16vvxCgXX1Z3l4eLgkWc88Pfroo5owYYIWLFig7du381nuAExHjiLl6qnGH3zwQYWEhOjDDz90cFVA3rl6eFK/fv20bt06hYaGasuWLYqIiFD9+vUdXCGQexmf4ZcuXdKuXbs0d+5cHT9+XM7OzmratKn69eunatWqObpM4KZd77N88+bN2rp1K5/lDkJwQpFwdWDK6PJvv/22FixYoBUrVvDtJAq8q/v41f/hPvnkk1qyZIn27dununXrOrBC4OZk9PFr77V38eJFeXl5yWKxMBsqCjw+y/M3ghMKjYwPm3379unkyZOKjo7Www8/rFKlSsnFJfOo1D/++EMPPfSQIiIiFBQU5ICKgZzJSR+/+j/cuLg4+fv7O6JkIEdy0se5WTkKKj7LCy6CEwqV5cuXa/DgwapTp46OHj2qMmXKqHfv3ho8eLDNhcIZd5m/dOmSPD09HVgxkDPZ7eOSmFUMBVJO+jhQUPFZXjBxFTwKjX379mno0KGaNm2aNm7cqM2bN2vPnj1KTU3N9IGTMQEEoQkFSU76uCT+o0WBk9M+DhREfJYXXAQnFBrHjh1TSEiI+vXrp99++00tW7bUwIEDNXLkSElSdHS0gysEbg59HIUdfRxFAf284CI4odA4evSovLy8lJ6ertatW6t169b66KOPJEmrV6/WwoUL9e+//zq4SiD36OMo7OjjKAro5wUXwQkFUsaleUeOHNHx48clSR06dND27dvl5eWlbt266aOPPrIOyfvvf/+rH3/80XpjOSC/o4+jsKOPoyignxcuBCcUOBmz0axcuVLdunXT7NmzdfbsWVWtWlVDhgyRn5+fKlasKEn666+/9Morr2jRokWaNGmSihcv7uDqAfvo4yjs6OMoCujnhQ+z6qFA2rhxo7p06aJ3331XHTt2VGBgoKQrp78//fRTvf322/Lz81PJkiWVlJSkL774QvXq1XNw1UD20cdR2NHHURTQzwsXghMKFGOMUlJS9Mwzz6hEiRKaOXOm9RudjOk6k5KS9Pfff2vHjh2qUqWK7rzzTpUrV87RpQPZQh9HYUcfR1FAPy+cMt8VFMjHLBaLXFxc9Msvv+j++++3thljrNN1xsfHq3r16qpevbojSwVyhT6Owo4+jqKAfl44cY0TChRjjC5duqQKFSro3LlzSkxMtH6DY4zR8ePHNXXqVEVFRTm6VCBX6OMo7OjjKAro54UTwQn5WsZI0rNnzyo5OVlpaWkqVqyYHn30US1atEhz585VYmKipCvf5MyfP1/bt2+Xq6urI8sGso0+jsKOPo6igH5eNDBUD/maxWLR6tWrNW7cOHl5ealixYr66KOP9MQTTyg6OlqjR4/Wzp075ebmJmOM1q5dq61btyogIMDRpQPZQh9HYUcfR1FAPy8aOOOEfCnjm5uDBw/q8ccfV7du3fTggw/qzz//VP369ZWQkKDnn39ey5Ytk7+/v86cOSM/Pz/t3LlTdevWdWzxQDbQx1HY0cdRFNDPixZm1UO+kjH+V5L27NmjU6dO6cCBAxozZozS09N18OBBPfXUUzp79qz27dsnX19fJScny93d3TpLDZCf0cdR2NHHURTQz4smzjghXxg1apTWrFlj/RA6c+aMBgwYoA4dOujs2bOSJCcnJ9WpU0cff/yxSpUqpfvuu0/x8fFyd3eXJD6EkK/Rx1HY0cdRFNDPizaCExwu4xuYoKAga5u3t7cmTZqk++67Txs2bLCeCrdYLKpbt67mzZun9PR0tWjRQpw0RX5HH0dhRx9HUUA/B0P1kC9knPL+5ptv9O+//+qRRx5RcnKyIiIi9Nxzz8nf319btmyx+Zbm559/VrFixRQcHOzAyoHsoY+jsKOPoyignxdtnHGCQ139zYwkrVu3Tt27d9fKlSvl7u6u5s2ba9asWTp37pxatGih9PR067ohISF8CCHfo4+jsKOPoyign0MiOMHBMj6AduzYoYSEBL333nsaOXKkunfvrhUrVsjNzU0tWrTQm2++qYSEBNWrV8/mwwjI7+jjKOzo4ygK6OeQJBnAwc6dO2fq169vRo0aZYwx5vz582bkyJHG2dnZLF++3BhjTHJysvn6669NaGio+euvvxxZLpBj9HEUdvRxFAX0c3ADXDhc8eLF1bBhQ+3bt0/p6eny9fXVa6+9Jknq0aOHvvrqKz388MNq27atWrZsqWLFijm4YiBn6OMo7OjjKAro5+CMExwqPT3dGGNMTEyMKVWqlJk6dar1tfj4eDN69GhjsVjM6tWrHVUicFPo4yjs6OMoCujnMMYYrnGCQxw5ckSXL1+2Pg8ICNDw4cMVERGh6OhoSZKPj49effVVjRkzRlWrVnVUqUCu0MdR2NHHURTQz3E1piPHbXfq1ClVrlxZDRo0UJMmTTRmzBh5eXlpz549atOmjebPn6+uXbtalzdX3Z0bKAjo4yjs6OMoCujnuBZnnHDblSlTRvv27dMDDzygb775RlWrVtW7776rcuXK6eWXX9Ybb7yh06dPW5fnQwgFDX0chR19HEUB/RzX4owTbrmMb2BiYmLk5OSky5cvKygoSGlpaUpNTdXrr7+uH3/8UUeOHFGtWrX0yy+/aMGCBWrXrp2jSweyhT6Owo4+jqKAfg57CE64pTI+hFauXKnXXntNSUlJio+P17PPPqsBAwaocuXKkqSjR49qz549euWVV5SQkKDdu3erSpUqji0eyAb6OAo7+jiKAvo5soPghFtu8+bN6tChg6ZPn6477rhDJ0+e1OjRo9W9e3e9/vrrqlixovUDKzo6Wi4uLvL393d02UC20cdR2NHHURTQz2EP93HCLZOWliZnZ2etXLlS7du317Bhw6yvValSRV26dNEdd9yhMWPGKCO/lytXzlHlAjlGH0dhRx9HUUA/R3YxOQTyXMaHyokTJyRdmZXG2dlZkpSamqqUlBS1bNlSkydP1pw5c3T69Gk5OTlxUSUKDPo4Cjv6OIoC+jlyiuCEPGexWPTVV18pODhYZ86cUZMmTbR+/XodOHBALi4ucnK60u1Kly6tEiVKyMPDw8EVAzlDH0dhRx9HUUA/R04RnJBnMr65OX36tHbs2KFZs2bJz89PXbp00UMPPaT+/fvrwIED1m9zfvrpJ3l7eys9Pd2RZQPZRh9HYUcfR1FAP0ducY0Tcu3aG71ZLBb9+OOPGjZsmIwx6tevnySpfPnyGjFihN555x2FhoaqcePGSktL0969exURESEfHx8HHQFwY/RxFHb0cRQF9HPkFYITciU9PV1OTk46c+aMoqOjlZSUpHvvvVcXL16UxWLRzz//bD3FLUmNGzdW9erVtX79eu3bt09+fn6aPXu2qlev7sCjAK6PPo7Cjj6OooB+jrzEdOTIsYwPoZ9//llhYWE6ceKEEhMT1apVK3311Vf6/vvvNWTIEDk5OWnFihUKDg7O9G0PkJ/Rx1HY0cdRFNDPkde4xgk5kvEh9NNPP+mBBx5QaGioPv74Yz333HOKiIjQwIED9eCDD2ry5MkqVaqU+vfvr7/++ksWi0WpqamOLh+wiz6Owo4+jqKAfo5bwgA5dPToUePh4WFeffVVa9vly5dNr169TPXq1U1SUpIxxphVq1aZli1bmhYtWphjx445qlwgx+jjKOzo4ygK6OfIa5xxQo6kp6dr/vz5Kl68uMqUKWNtd3V11b333is3NzfFx8dLkrp06aLnnntO8fHxGj58uFJTU60z2QD5FX0chR19HEUB/Ry3ApNDIEecnJw0dOhQ/fvvv1q8eLEuXryoV155RadOndJrr72ml156Sf7+/tYxwp06dZKzs7NCQkLk4kJ3Q/5HH0dhRx9HUUA/x63A5BDIldjYWE2ePFn79u1To0aNtGTJEj388MN69913Jf3fPRK4wBIFFX0chR19HEUB/Rx5ieCEXIuJidGUKVO0fPlylS9fXrt375Ykpaam8m0NCgX6OAo7+jiKAvo58grXOCHXAgMD9eqrr+rRRx+Vs7Ozpk2bJklycXHh7tooFOjjKOzo4ygK6OfIK5xxwk3LOA2+f/9+tWzZUhMmTHB0SUCeoo+jsKOPoyign+NmccYJNy0gIEBjx47VnXfeqR07dujMmTOOLgnIU/RxFHb0cRQF9HPcLM44Ic/8888/kqSyZcs6uBLg1qCPo7Cjj6MooJ8jtwhOAAAAAGAHQ/UAAAAAwA6CEwAAAADYQXACAAAAADsITgAAAABgB8EJAAAAAOwgOAEAAACAHQQnAAAAALCD4AQAKNIiIiJksVh0/vx5R5cCAMjHCE4AgHyjX79+slgsslgscnV1VZUqVTR69GglJibesn02bNhQMTEx8vX1vWX7AAAUfC6OLgAAgKu1bdtWCxYsUEpKirZv366wsDAlJiZqzpw5NsulpKTI1dX1pvfn5uamgICAm94OAKBw44wTACBfcXd3V0BAgIKCgtSzZ089+eSTWrVqlcaPH6+6detq/vz5qlKlitzd3WWMUWRkpLp06SJvb2/5+PioR48e+ueffyRJv/32mywWi3799VebfcycOVOVK1eWMSbTUL3w8HCVKFFC3377rWrUqCFvb2+1bdtWMTExNtuYP3++atWqJXd3dwUGBmro0KHW1+Lj4/X000/L399fPj4+atGihX766adb+8YBAG4pghMAIF/z9PRUSkqKJOmPP/7Ql19+qeXLl+vAgQOSpK5du+rs2bPaunWrNm3apGPHjumxxx6TJFWvXl3169fXokWLbLa5ePFi9ezZUxaLJct9/vvvv5oxY4Y+++wzbdu2TZGRkRo9erT19Tlz5mjIkCF6+umndejQIa1evVpVq1aVJBlj1KFDB8XGxmr9+vXau3ev7rnnHrVs2VJnz57N67cHAHCbMFQPAJBv/fjjj1q8eLFatmwpSbp8+bI+++wzlSlTRpK0adMmHTx4UMePH1dQUJAk6bPPPlOtWrW0e/du3XvvvXryySf1/vvv64033pAk/f7779q7d68WLlx43f2mpKToww8/1B133CFJGjp0qCZOnGh9fdKkSXr++ef13HPPWdvuvfdeSdKWLVt06NAhxcXFyd3dXZI0Y8YMrVq1SsuWLdPTTz+dV28PAOA24owTACBfWbt2rby9veXh4aHQ0FA1adJE7733niSpUqVK1tAkSUeOHFFQUJA1NElSzZo1VaJECR05ckSS9Pjjj+vvv//Wrl27JEmLFi1S3bp1VbNmzevW4OXlZQ1NkhQYGKi4uDhJUlxcnKKjo61h7lp79+7VxYsX5efnJ29vb+vj+PHjOnbsWC7fFQCAo3HGCQCQrzRv3lxz5syRq6urypUrZzMBRLFixWyWNcZkOdzu6vbAwEA1b95cixcv1gMPPKAlS5Zo0KBBN6zh2kknLBaLjDGSrgwdvJH09HQFBgYqIiIi02slSpS44boAgPyL4AQAyFeKFStmvV7Inpo1ayoyMlJRUVHWs06HDx9WfHy8atSoYV3uySef1EsvvaQnnnhCx44d0+OPP57r+ooXL67KlSvru+++U/PmzTO9fs899yg2NlYuLi6qXLlyrvcDAMhfGKoHACiwWrVqpbvvvltPPvmk9u3bpx9//FF9+vRR06ZN1aBBA+ty3bp1U0JCgp599lk1b95c5cuXv6n9jh8/Xm+99ZbeffddHT16VPv27bMOJ2zVqpVCQ0PVtWtXffvtt/rrr7+0Y8cOvfrqq9qzZ89N7RcA4DgEJwBAgWWxWLRq1SqVLFlSTZo0UatWrVSlShUtXbrUZjkfHx916tRJP/30k5588smb3m/fvn01a9YszZ49W7Vq1VLHjh119OhRa03r169XkyZNNGDAAFWrVk2PP/64/vrrL5UtW/am9w0AcAyLyRi0DQAAAADIEmecAAAAAMAOghMAAAAA2EFwAgAAAAA7CE4AAAAAYAfBCQAAAADsIDgBAAAAgB0EJwAAAACwg+AEAAAAAHYQnAAAAADADoITAAAAANhBcAIAAAAAOwhOAAAAAGDH/wPspfcMlYDB9AAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"data = pd.read_csv(\"C:/Users/BOCAH/Documents/PENTING!/UTS DATA SAINS_21181085/data06.csv\")\n",
"\n",
"# Grafik Bar untuk Populasi\n",
"plt.figure(figsize=(10, 5))\n",
"plt.bar(df['Province'], df['Population 2020'], color='blue', alpha=0.5, label='2020')\n",
"plt.bar(df['Province'], df['Population 2021'], color='green', alpha=0.5, label='2021')\n",
"plt.xlabel('Province')\n",
"plt.ylabel('Population')\n",
"plt.title('Population Comparison by Province (2020 vs 2021)')\n",
"plt.legend()\n",
"plt.xticks(rotation=45)\n",
"plt.show()\n",
"\n",
"# Grafik Garis untuk GDP\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(df['Province'], df['GDP 2020'], marker='o', linestyle='-', color='blue', label='2020')\n",
"plt.plot(df['Province'], df['GDP 2021'], marker='o', linestyle='-', color='green', label='2021')\n",
"plt.xlabel('Province')\n",
"plt.ylabel('GDP')\n",
"plt.title('GDP Comparison by Province (2020 vs 2021)')\n",
"plt.legend()\n",
"plt.xticks(rotation=45)\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d087c9ca",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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