209 lines
153 KiB
Plaintext
209 lines
153 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Начало лабораторной работы\n",
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"Тут я вывожу все заголовки из моих данных"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Index(['Id', 'Name', 'Short description', 'Gender', 'Country', 'Occupation',\n",
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" 'Birth year', 'Death year', 'Manner of death', 'Age of death'],\n",
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" dtype='object')\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"df = pd.read_csv(\".//static//csv//csvLab1.csv\", sep =',')\n",
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"print(df.columns)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# В какой промежуток времени родилось больше всего выдающихся людей"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 41,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"birth_years = df['Birth year'].dropna()\n",
|
||
"\n",
|
||
"\n",
|
||
"bins = range(int(birth_years.min()), int(birth_years.max()) + 20, 20)\n",
|
||
"labels = [f'{i}-{i+19}' for i in bins[:-1]]\n",
|
||
"\n",
|
||
"\n",
|
||
"birth_year_groups = pd.cut(birth_years, bins=bins, labels=labels, right=False)\n",
|
||
"\n",
|
||
"\n",
|
||
"group_counts = birth_year_groups.value_counts().sort_index()\n",
|
||
"\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"group_counts.plot(kind='bar', edgecolor='black')\n",
|
||
"\n",
|
||
"\n",
|
||
"plt.title('Number of Famous People Born in different datas', fontsize=14)\n",
|
||
"plt.xlabel('Birth Year Interval', fontsize=12)\n",
|
||
"plt.ylabel('Number of People', fontsize=12)\n",
|
||
"plt.xticks(rotation=45)\n",
|
||
"\n",
|
||
"plt.xlim(left= 190)\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"на данной гистограмме отображено столбцами сколько выдающихся людей родилось в тот или иной промежуток времени (интервал 20 лет)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Во сколько лет умирали люди"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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UO8pnVCUpyh2innZf+maat1+z3DHy8dsv56MX78+sif/O3I9nljtOkv9fwqwomVa0PMmKl0mexVvRMsmzeCtaphUtT7LiZZJn8Va0TCtanmTFyyTP4q1omeRZvBUt04qWJ1nxMsmzeCtaphUtT7LiZZJn8Wa9PTYpihXmd1gr5u8dV7zfOa54mVa0PMmKlqlVdetc+3/XpHPnzo22zY8++ihJUhTLZj+rimW15Sbu7bffztprr51HHnkk/fr1Ky3/6U9/mhEjRuSxxx6b7zmnnXZaTj/99OUZEwAAAAAAWMm8+uqrWW+99Rp9u64UWo5OOumkDBkypPTz+++/nx49eqS2tjbt27cvY7LymDZtWrp165YJEyakXbt25Y5TFubAHFT6/ifmoNL3PzEHiTmo9P1PzEGl739iDip9/xNzkJiDSt//xBxU+v4n5iAxB5W+/4k5qPT9T/57h7Hu3bunQ4cOy2T7SqEG6tixY5o3b55JkybVWz5p0qR06dJlgc+prq5e4P0O27dvX7EHeJK0a9euovc/MQeJOaj0/U/MQaXvf2IOEnNQ6fufmINK3//EHFT6/ifmIDEHlb7/iTmo9P1PzEFiDip9/xNzUOn7n/z362qWyXaXyVYrQKtWrbLVVltl+PDhpWVz587N8OHD691ODgAAAAAAYEXgSqGlMGTIkAwcODBbb711ttlmm1x44YX56KOPcvjhh5c7GgAAAAAAQD1KoaWw//775z//+U9OPfXUTJw4MZtvvnmGDRuWzp07L9Hzq6urM3To0AXeUq4SVPr+J+YgMQeVvv+JOaj0/U/MQWIOKn3/E3NQ6fufmINK3//EHCTmoNL3PzEHlb7/iTlIzEGl739iDip9/5NlPwdVRVEUy2TLAAAAAAAArDB8pxAAAAAAAEAFUAoBAAAAAABUAKUQAAAAAABABVAKAQAAAAAAVAClUJlceumlWXfdddO6dev07ds3jz/+eLkjLTennXZaqqqq6j169+5d7ljL1MiRI7Pnnnuma9euqaqqyq233lpvfVEUOfXUU7PWWmulTZs26d+/f1555ZXyhF0GFrf/hx122HzHxG677VaesMvAOeecky996Utp27ZtOnXqlH322Sfjxo2rN2bmzJkZPHhwampqstpqq2XffffNpEmTypS48S3JHHzlK1+Z7zj44Q9/WKbEje+yyy7Lpptumnbt2qVdu3bp169f/vnPf5bWN/VjYHH739Tf/wX55S9/maqqqhx77LGlZU39OPi0Be1/Uz8OFncOVAnv/+LmoKkfA0ny1ltv5eCDD05NTU3atGmTTTbZJKNHjy6tb+rnhcni56Apnxuuu+668+1bVVVVBg8enKQyPgcWNwdN/XNgzpw5OeWUU9KzZ8+0adMm66+/fs4888wURVEa09Q/B5ZkDpry50CSfPDBBzn22GPTo0ePtGnTJtttt12eeOKJ0vqmfgwki5+DpnYMNMbvhd59990cdNBBadeuXVZfffUMGjQoH3744XLci6XTGHOwoP+G/PKXv1yOe9Fwi9v/v//979l1111TU1OTqqqqPP300/NtY2U/T2iMOViZzxMWtf+zZ8/OCSeckE022SSrrrpqunbtmkMPPTRvv/12vW001ueAUqgMbrzxxgwZMiRDhw7Nk08+mc022ywDBgzI5MmTyx1tudloo43yzjvvlB4PPfRQuSMtUx999FE222yzXHrppQtcf9555+Xiiy/O5ZdfnsceeyyrrrpqBgwYkJkzZy7npMvG4vY/SXbbbbd6x8T111+/HBMuWyNGjMjgwYPz6KOP5t57783s2bOz66675qOPPiqNOe6443L77bfn5ptvzogRI/L222/nm9/8ZhlTN64lmYMkOeKII+odB+edd16ZEje+ddZZJ7/85S8zZsyYjB49Orvsskv23nvvvPDCC0ma/jGwuP1Pmvb7/1lPPPFEfv/732fTTTett7ypHwfzLGz/k6Z/HCzqHKhS3v/FnQc25WPgvffey/bbb5+WLVvmn//8Z1588cWcf/75WWONNUpjmvp54ZLMQdJ0zw2feOKJevt17733Jkn222+/JJXxObC4OUia9ufAueeem8suuyy//e1vM3bs2Jx77rk577zzcskll5TGNPXPgSWZg6Tpfg4kyfe+973ce++9+b//+78899xz2XXXXdO/f/+89dZbSZr+MZAsfg6SpnUMNMbvhQ466KC88MILuffee3PHHXdk5MiR+f73v7+8dmGpNdbvxs4444x6x8VRRx21POIvtcXt/0cffZQddtgh55577kK3sbKfJzTGHCQr73nCovZ/+vTpefLJJ3PKKafkySefzN///veMGzcue+21V71xjfY5ULDcbbPNNsXgwYNLP8+ZM6fo2rVrcc4555Qx1fIzdOjQYrPNNit3jLJJUtxyyy2ln+fOnVt06dKl+NWvflVa9v777xfV1dXF9ddfX4aEy9Zn978oimLgwIHF3nvvXZY85TB58uQiSTFixIiiKP77frds2bK4+eabS2PGjh1bJClGjRpVrpjL1GfnoCiKYqeddiqOOeaY8oUqgzXWWKP44x//WJHHQFH8//0visp6/z/44IPiC1/4QnHvvffW2+9KOQ4Wtv9F0fSPg0WdA1XK+7+488CmfgyccMIJxQ477LDQ9ZVwXri4OSiKyjo3POaYY4r111+/mDt3bsV8DnzWp+egKJr+58Duu+9efPe736237Jvf/GZx0EEHFUVRGZ8Di5uDomjanwPTp08vmjdvXtxxxx31lm+55ZbFz3/+84o4BhY3B0XRtI+Bhvxe6MUXXyySFE888URpzD//+c+iqqqqeOutt5Zb9sbS0N+N9ejRo/jNb36zHJMuGwv63dg848ePL5IUTz31VL3lTe08oSFzUBRN5zxhUfs/z+OPP14kKd54442iKBr3c8CVQsvZxx9/nDFjxqR///6lZc2aNUv//v0zatSoMiZbvl555ZV07do16623Xg466KDU1taWO1LZjB8/PhMnTqx3TLRv3z59+/atqGPigQceSKdOndKrV6/86Ec/ypQpU8odaZmZOnVqkqRDhw5JkjFjxmT27Nn1joHevXune/fuTfYY+OwczPOXv/wlHTt2zMYbb5yTTjop06dPL0e8ZW7OnDm54YYb8tFHH6Vfv34Vdwx8dv/nqZT3f/Dgwdl9993rvd9J5XwWLGz/52nqx8HCzoEq5f1PFn8e2JSPgdtuuy1bb7119ttvv3Tq1ClbbLFF/vCHP5TWV8J54eLmYJ5KODf8+OOPc+211+a73/1uqqqqKupzYJ7PzsE8TflzYLvttsvw4cPz8ssvJ0meeeaZPPTQQ/na176WpDI+BxY3B/M01c+BTz75JHPmzEnr1q3rLW/Tpk0eeuihijgGFjcH8zTVY+CzluQ9HzVqVFZfffVsvfXWpTH9+/dPs2bN8thjjy33zI3t8xz3v/zlL1NTU5Mtttgiv/rVr/LJJ58s77hlUYnnCQvTlM8TPm3q1KmpqqrK6quvnqRxPwdaNGZQFq+uri5z5sxJ586d6y3v3LlzXnrppTKlWr769u2bq6++Or169co777yT008/PV/+8pfz/PPPp23btuWOt9xNnDgxSRZ4TMxb19Tttttu+eY3v5mePXvm1Vdfzc9+9rN87Wtfy6hRo9K8efNyx2tUc+fOzbHHHpvtt98+G2+8cZL/HgOtWrUqfcjP01SPgQXNQZJ85zvfSY8ePdK1a9c8++yzOeGEEzJu3Lj8/e9/L2PaxvXcc8+lX79+mTlzZlZbbbXccsst2XDDDfP0009XxDGwsP1PKuP9T5IbbrghTz75ZL37pc9TCZ8Fi9r/pOkfB4s6B6qE9z9Z/HlgUz8GXnvttVx22WUZMmRIfvazn+WJJ57I0UcfnVatWmXgwIEVcV64uDlIKufc8NZbb83777+fww47LEll/Hfgsz47B0nT/2/BiSeemGnTpqV3795p3rx55syZk7POOisHHXRQksr4/4eLm4OkaX8OtG3bNv369cuZZ56ZPn36pHPnzrn++uszatSobLDBBhVxDCxuDpKmfQx81pK85xMnTkynTp3qrW/RokU6dOjQJI6LJT3ujz766Gy55Zbp0KFDHnnkkZx00kl55513csEFFyzXvOVQiecJC9LUzxPmmTlzZk444YQceOCBadeuXZLG/RxQCrHcffpf/2y66abp27dvevTokZtuuimDBg0qYzLK5YADDij9eZNNNsmmm26a9ddfPw888EC++tWvljFZ4xs8eHCef/75Jv89WouysDn49D1QN9lkk6y11lr56le/mldffTXrr7/+8o65TPTq1StPP/10pk6dmr/+9a8ZOHBgRowYUe5Yy83C9n/DDTesiPd/woQJOeaYY3LvvffO968iK8GS7H9TPw4WdQ7Upk2bMiZbfhZ3HtjUj4G5c+dm6623ztlnn50k2WKLLfL888/n8ssvLxUiTd2SzEGlnBteeeWV+drXvpauXbuWO0rZLGgOmvrnwE033ZS//OUvue6667LRRhvl6aefzrHHHpuuXbtWzOfAksxBU/8c+L//+79897vfzdprr53mzZtnyy23zIEHHpgxY8aUO9pys7g5aOrHAA0zZMiQ0p833XTTtGrVKj/4wQ9yzjnnpLq6uozJWF6a+nlCksyePTvf/va3UxRFLrvssmXyGm4ft5x17NgxzZs3z6RJk+otnzRpUrp06VKmVOW1+uqr54tf/GL+/e9/lztKWcx73x0T/996662Xjh07Nrlj4sgjj8wdd9yR+++/P+uss05peZcuXfLxxx/n/fffrze+KR4DC5uDBenbt2+SNKnjoFWrVtlggw2y1VZb5Zxzzslmm22Wiy66qGKOgYXt/4I0xfd/zJgxmTx5crbccsu0aNEiLVq0yIgRI3LxxRenRYsW6dy5c5M+Dha3/3PmzJnvOU3xOPi0T58DVcrnwGct7jywqR0Da621VukKyXn69OlTuoVeJZwXLm4OFqQpnhu+8cYb+de//pXvfe97pWWV9jmwoDlYkKb2OfCTn/wkJ554Yg444IBssskmOeSQQ3LcccflnHPOSVIZnwOLm4MFaWqfA+uvv35GjBiRDz/8MBMmTMjjjz+e2bNnZ7311quIYyBZ9BwsSFM7Bj5tSd7zLl26ZPLkyfXWf/LJJ3n33XebxHHR0OO+b9+++eSTT/L6668vy3grhEo7T1hSTe08YV4h9MYbb+Tee+8tXSWUNO7ngFJoOWvVqlW22mqrDB8+vLRs7ty5GT58eL3vVagkH374YV599dWstdZa5Y5SFj179kyXLl3qHRPTpk3LY489VrHHxJtvvpkpU6Y0mWOiKIoceeSRueWWW3LfffelZ8+e9dZvtdVWadmyZb1jYNy4camtrW0yx8Di5mBBnn766SRpMsfBgsydOzezZs2qiGNgQebt/4I0xff/q1/9ap577rk8/fTTpcfWW2+dgw46qPTnpnwcLG7/F3QbkKZ4HHzap8+BKvVzYHHngU3tGNh+++0zbty4estefvnl9OjRI0llnBcubg4WpKmdGybJVVddlU6dOmX33XcvLau0z4EFzcGCNLXPgenTp6dZs/q/imnevHnmzp2bpDI+BxY3BwvSFD8HkmTVVVfNWmutlffeey9333139t5774o4Bj5tQXOwIE31GEiW7O99v3798v7779e7muy+++7L3LlzS78UX5k19Lh/+umn06xZs/luqdUUVdp5wpJqSucJ8wqhV155Jf/6179SU1NTb32jfg4ULHc33HBDUV1dXVx99dXFiy++WHz/+98vVl999WLixInljrZcHH/88cUDDzxQjB8/vnj44YeL/v37Fx07diwmT55c7mjLzAcffFA89dRTxVNPPVUkKS644ILiqaeeKt54442iKIril7/8ZbH66qsX//jHP4pnn3222HvvvYuePXsWM2bMKHPyxrGo/f/ggw+K//3f/y1GjRpVjB8/vvjXv/5VbLnllsUXvvCFYubMmeWO3ih+9KMfFe3bty8eeOCB4p133ik9pk+fXhrzwx/+sOjevXtx3333FaNHjy769etX9OvXr4ypG9fi5uDf//53ccYZZxSjR48uxo8fX/zjH/8o1ltvvWLHHXcsc/LGc+KJJxYjRowoxo8fXzz77LPFiSeeWFRVVRX33HNPURRN/xhY1P5Xwvu/MDvttFNxzDHHlH5u6sfBZ316/yvhOFjcOVAlvP+LmoNKOAYef/zxokWLFsVZZ51VvPLKK8Vf/vKXYpVVVimuvfba0pimfl64uDmohHPDOXPmFN27dy9OOOGE+dZVwudAUSx8Dirhc2DgwIHF2muvXdxxxx3F+PHji7///e9Fx44di5/+9KelMU39c2Bxc1AJnwPDhg0r/vnPfxavvfZacc899xSbbbZZ0bdv3+Ljjz8uiqLpHwNFseg5aIrHQGP8Xmi33XYrtthii+Kxxx4rHnrooeILX/hCceCBB5Zrlz63pZ2DRx55pPjNb35TPP3008Wrr75aXHvttcWaa65ZHHrooeXcrSW2uP2fMmVK8dRTTxV33nlnkaS44YYbiqeeeqp45513SttY2c8TlnYOVvbzhEXt/8cff1zstddexTrrrFM8/fTT9X53NmvWrNI2GutzQClUJpdccknRvXv3olWrVsU222xTPProo+WOtNzsv//+xVprrVW0atWqWHvttYv999+/+Pe//13uWMvU/fffXySZ7zFw4MCiKIpi7ty5xSmnnFJ07ty5qK6uLr761a8W48aNK2/oRrSo/Z8+fXqx6667FmuuuWbRsmXLokePHsURRxzRpErSBe17kuKqq64qjZkxY0bx4x//uFhjjTWKVVZZpfjGN75R7z/8K7vFzUFtbW2x4447Fh06dCiqq6uLDTbYoPjJT35STJ06tbzBG9F3v/vdokePHkWrVq2KNddcs/jqV79aKoSKoukfA4va/0p4/xfms6VQUz8OPuvT+18Jx8HizoEq4f1f1BxUwjFQFEVx++23FxtvvHFRXV1d9O7du7jiiivqrW/q54VFseg5qIRzw7vvvrtIssD3tRI+B4pi4XNQCZ8D06ZNK4455piie/fuRevWrYv11luv+PnPf17vFz5N/XNgcXNQCZ8DN954Y7HeeusVrVq1Krp06VIMHjy4eP/990vrm/oxUBSLnoOmeAw0xu+FpkyZUhx44IHFaqutVrRr1644/PDDiw8++KAMe9MwSzsHY8aMKfr27Vu0b9++aN26ddGnT5/i7LPPXmmKwsXt/1VXXbXA9UOHDi1tY2U/T1jaOVjZzxMWtf/jx49f6O/O7r///tI2GutzoKooiuLzXVsEAAAAAADAysZ3CgEAAAAAAFQApRAAAAAAAEAFUAoBAAAAAABUAKUQAAAAAABABVAKAQAAAAAAVAClEAAAAAAAQAVQCgEAAAAAAFQApRAAAAAAAEAFUAoBAAAsR5988kl++tOfplu3bmnWrFn22WefckdqkNdffz1VVVX59a9/Xe4o/L/27j+m6rKN4/jncB4CJEllUkYgelDJrZlTM4MabPxYoQaEgFskWxlj4TEHLdOBUZqWOTJF+7GlTA6jHEc5LqwoaMvZBjbn0uXkJFCQxa9yCNTa4fv84Tx1AhN9VB7k/drOH+e+r+/9va7zH7u47xsAAAAYJppCAAAAAEatXbt2yWQyaeHChSOdyrB98MEH2rp1q1JTU1VaWqo1a9ZcNjY6Olomk0kmk0leXl4KCAjQrFmzlJmZqZqampuSb3V1tV5++eWb8i4AAAAAN9Z/RjoBAAAAALhWNptNYWFhqq+vl9PpVHh4+EindEW1tbUKDg5WcXHxsOLvuecebd68WZLU29srp9Mpu92usrIypaWlqaysTN7e3jcs3+rqapWUlNAYAgAAAG4BNIUAAAAAjEpNTU06evSo7Ha7srOzZbPZtGHDhpFO64ra29s1YcKEYcffcccdevLJJz3GtmzZIqvVql27diksLEyvv/76dc4SAAAAwK2I4+MAAAAAjEo2m00TJ05UYmKiUlNTZbPZhozr6upSZmamAgICNGHCBK1YsUInTpyQyWTS3r17PWJPnz6t1NRUTZo0Sb6+vpo/f74cDsew8unt7VVeXp5CQkLk4+OjWbNm6c0335RhGJL+uoOnrq5Op06dch8L9+WXX1517WazWW+//bZmz56tnTt36vz58x7zZWVlmjdvnvz8/DRp0iRlZGToxx9/9Ij56quvtGzZMoWGhsrHx0chISFas2aN+vv73TFZWVkqKSmRJHe+JpNpUD7vvfeeLBaLfHx8tGDBAjU0NFx1TQAAAABuPHYKAQAAABiVbDabUlJSdNttt2n58uXavXu3GhoatGDBAnfMwMCAlixZovr6euXk5CgiIkJVVVVasWLFoPVOnTqlyMhIBQcHa+3atfL399dHH32kpKQkVVZWKjk5+bK5GIahpUuXqq6uTk8//bTuv/9+ffrpp3rhhRfU1tam4uJiTZ48Wfv27dOmTZt04cIF95Fw99577zXVbzabtXz5chUUFOjIkSNKTEyUJG3atEkFBQVKS0vTM888o46ODu3YsUOPPPKIjh8/7t6ltH//fvX19SknJ0eBgYGqr6/Xjh071Nraqv3790uSsrOz9dNPP6mmpkb79u0bMo/y8nL19PQoOztbJpNJb7zxhlJSUnT27NkbeqwdAAAAgKtnMi792xoAAAAAjBLffPON5s+fr5qaGsXGxsowDIWGhuqJJ57QW2+95Y6z2+3usdWrV0u62CiKi4tTbW2t9uzZo6ysLElSbGys2tvb1dDQIB8fH0kXmz1RUVHq6OjQmTNnLptPVVWVkpKStHHjRq1fv949vmzZMlVWVqqxsVEWi0WSFB0drc7OTp08efKKdV4p9uDBg0pOTtb27dtltVrV0tIii8WiV155RevWrXPHnTx5UnPnzlVRUZF7vL+/X35+fh7rbdmyRevWrVNzc7NCQ0MlSbm5uSopKdE//3Rsbm7WtGnTFBgYqMbGRk2cOFGS5HA49Pjjj+vQoUNavHjxFWsEAAAAcPNwfBwAAACAUcdms+nOO+9UTEyMpItHm6Wnp6uiokIul8sd98knn8jb21srV650j3l5eem5557zWK+7u1u1tbVKS0tTT0+POjs71dnZqa6uLiUkJKixsVFtbW2Xzae6ulpms1lWq9VjPC8vT4Zh6PDhw9ej7EFuv/12SVJPT4+ki02wgYEBpaWluWvo7OzUXXfdpRkzZqiurs797N8bQr29vers7NRDDz0kwzB0/PjxYeeQnp7ubghJ0sMPPyxJOnv27P9UGwAAAIDrj+PjAAAAAIwqLpdLFRUViomJUVNTk3t84cKF2rZtm7744gvFx8dLklpaWjRlyhSNGzfOY43w8HCP706nU4ZhqKCgQAUFBUO+t729XcHBwUPOtbS06O6779b48eM9xi8dDdfS0nJ1RQ7ThQsXJMn93sbGRhmGoRkzZgwZ//fj3H744QcVFhbK4XDo119/9Yj75x1F/+bSjqJLLjWI/rkmAAAAgJFHUwgAAADAqFJbW6tz586poqJCFRUVg+ZtNpu7KTRcAwMDkqT8/HwlJCQMGfPPRtL/g0vHyl3KbWBgQCaTSYcPH5bZbB4Uf2lnkcvlUlxcnLq7u/Xiiy8qIiJC/v7+amtrU1ZWlvv3GI6h3iNp0HFzAAAAAEYeTSEAAAAAo4rNZlNQUJBKSkoGzdntdh04cEDvvPOO/Pz8NHXqVNXV1amvr89jt5DT6fR4bvr06ZIu7qSJjY296pymTp2qzz//XD09PR67hU6fPu2ev95cLpfKy8s1btw4RUVFSZIsFosMw9C0adM0c+bMyz777bff6syZMyotLdVTTz3lHq+pqRkUazKZrnvuAAAAAEYGdwoBAAAAGDX6+/tlt9u1ePFipaamDvrk5uaqp6dHDodDkpSQkKA///xT77//vnuNgYGBQQ2loKAgRUdH691339W5c+cGvbejo+Nf83rsscfkcrm0c+dOj/Hi4mKZTCY9+uij11rykFwul6xWq7777jtZrVYFBARIklJSUmQ2m1VUVDRop45hGOrq6pL01+6ev8cYhqHt27cPepe/v78k6bfffruuNQAAAAC4+dgpBAAAAGDUcDgc6unp0dKlS4ecf/DBBzV58mTZbDalp6crKSlJDzzwgPLy8uR0OhURESGHw6Hu7m5JnrtgSkpKFBUVpfvuu08rV67U9OnT9csvv+jrr79Wa2urTpw4cdm8lixZopiYGK1fv17Nzc2aM2eOPvvsM1VVVen555+XxWK55prPnz+vsrIySVJfX5+cTqfsdru+//57ZWRk6NVXX3XHWiwWbdy4US+99JKam5uVlJSk8ePHq6mpSQcOHNCzzz6r/Px8RUREyGKxKD8/X21tbQoICFBlZeWQ9wDNmzdPkmS1WpWQkCCz2ayMjIxrrgcAAADAyKEpBAAAAGDUsNls8vX1VVxc3JDzXl5eSkxMlM1mU1dXlwIDA/Xxxx9r9erVKi0tlZeXl5KTk7VhwwZFRkbK19fX/ezs2bN17NgxFRUVae/everq6lJQUJDmzp2rwsLCf83Ly8tLDodDhYWF+vDDD7Vnzx6FhYVp69atysvL+59qbm1tVWZmpqSLdwJNmTJFixYt0u7du4f8HdauXauZM2equLhYRUVFkqSQkBDFx8e7m2ne3t46dOiQrFarNm/eLF9fXyUnJys3N1dz5szxWC8lJUWrVq1SRUWFysrKZBgGTSEAAABglDIZ3P4JAAAAYIw5ePCgkpOTdeTIEUVGRo50OgAAAABwU9AUAgAAAHBL6+/vl5+fn/u7y+VSfHy8jh07pp9//tljDgAAAABuZRwfBwAAAOCWtmrVKvX392vRokX6448/ZLfbdfToUb322ms0hAAAAACMKewUAgAAAHBLKy8v17Zt2+R0OvX7778rPDxcOTk5ys3NHenUAAAAAOCmoikEAAAAAAAAAAAwBniNdAIAAAAAAAAAAAC48WgKAQAAAAAAAAAAjAE0hQAAAAAAAAAAAMYAmkIAAAAAAAAAAABjAE0hAAAAAAAAAACAMYCmEAAAAAAAAAAAwBhAUwgAAAAAAAAAAGAMoCkEAAAAAAAAAAAwBvwXP2MCaUFnsLQAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 2000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"age_of_death = df['Age of death'].dropna()\n",
|
||
"\n",
|
||
"plt.figure(figsize=(20, 6))\n",
|
||
"plt.hist(age_of_death, bins=60, edgecolor='black')\n",
|
||
"\n",
|
||
"plt.title('Distribution of Age of Death', fontsize=14)\n",
|
||
"plt.xlabel('Age of Death', fontsize=12)\n",
|
||
"plt.ylabel('Number of People', fontsize=12)\n",
|
||
"plt.xticks(ticks=range(int(age_of_death.min()), int(age_of_death.max()) + 5, 5))\n",
|
||
"plt.xlim(0,120)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"на данной гистограмме отображены возраста, в которых люди чаще всег покидали наш мир и отправлялись в лучшее место"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Круговая диаграмма гендера\n",
|
||
"Круговая диаграмма гендера, которая по выборке из 1000 персон покажет сколько процентов мужчин и сколько женщин"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"gender_counts = df['Gender'].value_counts()\n",
|
||
"\n",
|
||
"\n",
|
||
"df_subset = df.head(1000)\n",
|
||
"\n",
|
||
"# Подсчет количества записей по каждому гендеру\n",
|
||
"gender_counts = df_subset['Gender'].value_counts()\n",
|
||
"\n",
|
||
"# Построение круговой диаграммы\n",
|
||
"plt.figure(figsize=(8, 8))\n",
|
||
"plt.pie(gender_counts, labels=gender_counts.index, autopct='%1.1f%%', startangle=140, colors=['#66b3ff','#ff9999'])\n",
|
||
"plt.title('Распределение по гендеру (первые 1000 записей)')\n",
|
||
"plt.axis('equal') # Чтобы круговая диаграмма была кругом\n",
|
||
"\n",
|
||
"# Отображение диаграммы\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Данная круговая диаграмма показывает процент мужчин и женщин среди выдающихся людей по выборке из 1000 человек (там еще че-то написано , но мы такое осуждаем !!!!!!!!!!!)"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "MIiLabs",
|
||
"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": "3.12.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|